[{"id": "mai-20260917-1657-smoke|c147-l1|alibaba-small|Workday", "prompt": "c147-l1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the current market leader for enterprise consideration (~42% of buyers)"}, {"id": "mai-20260917-1657-smoke|c147-l1|alibaba-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Do you use SAP S/4HANA? → Choose SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-l1|alibaba-small|Oracle Fusion Cloud HCM", "prompt": "c147-l1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Do you prioritize lowest 5-year cost? → Choose Oracle."}, {"id": "mai-20260917-1657-smoke|c147-l1|alibaba-small|Dayforce", "prompt": "c147-l1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "North America/US-centric? → Workday or Dayforce (for daily timekeeping/labor management)"}, {"id": "mai-20260917-1657-smoke|c147-l1|anthropic-small|Workday", "prompt": "c147-l1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Common enterprise HRIS solutions** include Workday, SAP SuccessFactors, Oracle HCM Cloud, ADP Workforce Now, and Paychex Flex"}, {"id": "mai-20260917-1657-smoke|c147-l1|anthropic-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Common enterprise HRIS solutions** include Workday, SAP SuccessFactors, Oracle HCM Cloud, ADP Workforce Now, and Paychex Flex"}, {"id": "mai-20260917-1657-smoke|c147-l1|anthropic-small|Oracle HCM Cloud", "prompt": "c147-l1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Common enterprise HRIS solutions** include Workday, SAP SuccessFactors, Oracle HCM Cloud, ADP Workforce Now, and Paychex Flex"}, {"id": "mai-20260917-1657-smoke|c147-l1|anthropic-small|ADP Workforce Now", "prompt": "c147-l1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Common enterprise HRIS solutions** include Workday, SAP SuccessFactors, Oracle HCM Cloud, ADP Workforce Now, and Paychex Flex"}, {"id": "mai-20260917-1657-smoke|c147-l1|anthropic-small|Paychex Flex", "prompt": "c147-l1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Common enterprise HRIS solutions** include Workday, SAP SuccessFactors, Oracle HCM Cloud, ADP Workforce Now, and Paychex Flex"}, {"id": "mai-20260917-1657-smoke|c147-l1|challenger-small|Workday", "prompt": "c147-l1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall HRIS is usually **Workday** if you need a proven enterprise-grade suite with deep HR functionality and scale"}, {"id": "mai-20260917-1657-smoke|c147-l1|challenger-small|HiBob", "prompt": "c147-l1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiBob** worth considering if global growth and employee experience are especially important"}, {"id": "mai-20260917-1657-smoke|c147-l1|challenger-small|Rippling", "prompt": "c147-l1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rippling** if automation and systems integration matter most"}, {"id": "mai-20260917-1657-smoke|c147-l1|challenger-small|Oracle Cloud HCM", "prompt": "c147-l1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Oracle Cloud HCM** if you want a very broad enterprise HCM suite"}, {"id": "mai-20260917-1657-smoke|c147-l1|deepseek-small|Workday", "prompt": "c147-l1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is widely considered the best overall choice for enterprise B2B companies"}, {"id": "mai-20260917-1657-smoke|c147-l1|deepseek-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c147-l1|deepseek-small|Oracle HCM Cloud", "prompt": "c147-l1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle HCM** is a strong, slightly more cost-conscious enterprise alternative."}, {"id": "mai-20260917-1657-smoke|c147-l1|deepseek-small|UKG Pro", "prompt": "c147-l1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large, complex workforces with advanced time & attendance needs"}, {"id": "mai-20260917-1657-smoke|c147-l1|deepseek-small|Dayforce", "prompt": "c147-l1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global payroll and compliance | Excellent local compliance coverage"}, {"id": "mai-20260917-1657-smoke|c147-l1|deepseek-small|Rippling", "prompt": "c147-l1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better suited for mid-market to lower-enterprise scale"}, {"id": "mai-20260917-1657-smoke|c147-l1|google-small|Workday HCM", "prompt": "c147-l1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the market-leading HCM for large enterprises... Workday is the default choice."}, {"id": "mai-20260917-1657-smoke|c147-l1|google-small|Rippling", "prompt": "c147-l1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech-Forward, Remote-First, or Global Scaling: **Rippling**"}, {"id": "mai-20260917-1657-smoke|c147-l1|google-small|HiBob (Bob)", "prompt": "c147-l1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Culture, UX, and High-Growth Talent: **HiBob (Bob)**"}, {"id": "mai-20260917-1657-smoke|c147-l1|google-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The strongest choice for companies with a heavy European footprint or complex, multi-country compliance requirements."}, {"id": "mai-20260917-1657-smoke|c147-l1|google-small|Oracle Cloud HCM", "prompt": "c147-l1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for having the deepest, most customizable feature set."}, {"id": "mai-20260917-1657-smoke|c147-l1|meta-small|Workday", "prompt": "c147-l1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the top HRIS systems include Workday, which is considered the enterprise standard"}, {"id": "mai-20260917-1657-smoke|c147-l1|minimax-small|Workday", "prompt": "c147-l1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** ⭐ Best for Enterprises"}, {"id": "mai-20260917-1657-smoke|c147-l1|minimax-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for global multi-country compliance"}, {"id": "mai-20260917-1657-smoke|c147-l1|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c147-l1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for organizations already in Oracle ecosystem"}, {"id": "mai-20260917-1657-smoke|c147-l1|minimax-small|UKG Pro", "prompt": "c147-l1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong reporting, excellent for frontline/hourly workforce management"}, {"id": "mai-20260917-1657-smoke|c147-l1|minimax-small|ADP Workforce Now", "prompt": "c147-l1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Superior payroll processing and tax compliance"}, {"id": "mai-20260917-1657-smoke|c147-l1|minimax-small|Rippling", "prompt": "c147-l1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for**: Tech-forward mid-market companies"}, {"id": "mai-20260917-1657-smoke|c147-l1|mistral-small|Workday", "prompt": "c147-l1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Workday** for a best-in-class HRIS with a focus on user experience and unified HR/finance."}, {"id": "mai-20260917-1657-smoke|c147-l1|mistral-small|Oracle Cloud HCM", "prompt": "c147-l1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle Cloud HCM** for strong global payroll and integration with Oracle's broader suite."}, {"id": "mai-20260917-1657-smoke|c147-l1|mistral-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SAP SuccessFactors** for the broadest global payroll coverage and deep SAP ecosystem integration."}, {"id": "mai-20260917-1657-smoke|c147-l1|moonshot-small|Workday", "prompt": "c147-l1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies**, **Workday** is typically the top choice"}, {"id": "mai-20260917-1657-smoke|c147-l1|moonshot-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already invested in SAP or Oracle ecosystems, their respective HCM solutions often provide better integration value"}, {"id": "mai-20260917-1657-smoke|c147-l1|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c147-l1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Oracle Shops"}, {"id": "mai-20260917-1657-smoke|c147-l1|moonshot-small|UKG Pro", "prompt": "c147-l1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Notable Enterprise Options ... **UKG Pro** (8.2/10 rating)"}, {"id": "mai-20260917-1657-smoke|c147-l1|moonshot-small|Dayforce", "prompt": "c147-l1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dayforce** (7.9/10 rating) - Payroll-first approach"}, {"id": "mai-20260917-1657-smoke|c147-l1|openai-small|Workday HCM", "prompt": "c147-l1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday HCM is the best general-purpose HRIS for an enterprise B2B company."}, {"id": "mai-20260917-1657-smoke|c147-l1|openai-small|SAP SuccessFactors HCM", "prompt": "c147-l1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP SuccessFactors if you're already deep in the SAP ecosystem"}, {"id": "mai-20260917-1657-smoke|c147-l1|openai-small|Oracle Fusion Cloud HCM", "prompt": "c147-l1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Oracle Fusion Cloud HCM and UKG as strong alternatives"}, {"id": "mai-20260917-1657-smoke|c147-l1|openai-small|UKG", "prompt": "c147-l1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose UKG if workforce management, scheduling, and time/attendance are especially important."}, {"id": "mai-20260917-1657-smoke|c147-l1|xai-small|Workday HCM", "prompt": "c147-l1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Pick as \"Best Overall\" for Most Enterprise B2B**: **Workday**, due to its balance of innovation, B2B-friendly analytics, and proven track record"}, {"id": "mai-20260917-1657-smoke|c147-l1|xai-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep global/multi-country compliance & payroll... Global B2B with SAP ERP or complex compliance"}, {"id": "mai-20260917-1657-smoke|c147-l1|xai-small|Oracle Fusion Cloud HCM", "prompt": "c147-l1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest Gartner scores for core HR/talent in global/APAC use cases."}, {"id": "mai-20260917-1657-smoke|c147-l1|xai-small|UKG Pro", "prompt": "c147-l1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for payroll/time-tracking in US-centric B2B (e.g., field sales teams). Gartner Leader"}, {"id": "mai-20260917-1657-smoke|c147-l1|xai-small|Dayforce (Ceridian)", "prompt": "c147-l1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payroll-first; real-time global processing. Suited for B2B with variable compensation."}, {"id": "mai-20260917-1657-smoke|c147-l1|xai-small|ADP Workforce Now", "prompt": "c147-l1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Reliable for North America compliance/payroll; easier for mid-to-large B2B scaling up."}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|Workday", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Workday. Its breadth of functionality, robust analytics, and scalability make it the safest \"default\" choice for most enterprises"}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|SAP SuccessFactors", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is multi-country compliance and global payroll, SAP SuccessFactors is often the better fit."}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|UKG Pro", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG Pro (Ultimate Kronos Group) is a strong contender."}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|ADP Workforce Now", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payroll accuracy and statutory reporting are your top concerns | ADP Workforce Now"}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|Oracle Cloud HCM", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already have an Oracle ERP and want a single, integrated HCM platform: Oracle Cloud HCM"}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|Deel", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel (contractor-heavy)"}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|HiBob", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a full-suite enterprise platform (no deep talent-management out-of-the-box)"}, {"id": "mai-20260917-1657-smoke|c147-l1|zai-small|BambooHR", "prompt": "c147-l1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Not suitable for enterprise scale \\u2013 lacks global payroll, multi-entity, and advanced analytics."}, {"id": "mai-20260917-1657-smoke|c147-l2|alibaba-small|Workday HCM", "prompt": "c147-l2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday HCM (Best Overall for Flexibility & User Experience)"}, {"id": "mai-20260917-1657-smoke|c147-l2|alibaba-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global & Complex Structures"}, {"id": "mai-20260917-1657-smoke|c147-l2|alibaba-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Financial Integration"}, {"id": "mai-20260917-1657-smoke|c147-l2|alibaba-small|ADP", "prompt": "c147-l2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Special Mention: ADP or Dayforce (Payroll & Workforce Focus)"}, {"id": "mai-20260917-1657-smoke|c147-l2|alibaba-small|Dayforce (Ceridian)", "prompt": "c147-l2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dayforce (Ceridian)** is often cited as a leader because its core engine combines payroll and HR in real-time"}, {"id": "mai-20260917-1657-smoke|c147-l2|challenger-small|Workday HCM", "prompt": "c147-l2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday HCM** as the default choice"}, {"id": "mai-20260917-1657-smoke|c147-l2|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want very deep enterprise coverage, strong configurability, and a tighter fit with Oracle ERP"}, {"id": "mai-20260917-1657-smoke|c147-l2|challenger-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your organization is a very large enterprise that values broad enterprise HR coverage"}, {"id": "mai-20260917-1657-smoke|c147-l2|challenger-small|UKG Pro", "prompt": "c147-l2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your main priority is workforce management at scale"}, {"id": "mai-20260917-1657-smoke|c147-l2|challenger-small|Darwinbox", "prompt": "c147-l2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want a modern, AI-native platform with faster time to value than legacy suites"}, {"id": "mai-20260917-1657-smoke|c147-l2|deepseek-small|Workday HCM", "prompt": "c147-l2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** is the strongest overall recommendation"}, {"id": "mai-20260917-1657-smoke|c147-l2|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Your company is already heavy on Oracle tech stack | Forbes rated it the best enterprise HCM (4.9/5)"}, {"id": "mai-20260917-1657-smoke|c147-l2|deepseek-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You're already an SAP shop or have deep global payroll needs"}, {"id": "mai-20260917-1657-smoke|c147-l2|deepseek-small|UKG Pro", "prompt": "c147-l2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**UKG Pro** or **Dayforce** merit serious consideration"}, {"id": "mai-20260917-1657-smoke|c147-l2|deepseek-small|Ceridian Dayforce", "prompt": "c147-l2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want real-time payroll on a single-platform architecture"}, {"id": "mai-20260917-1657-smoke|c147-l2|google-small|Workday HCM", "prompt": "c147-l2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the industry leader. It consistently ranks at the top of the Gartner Magic Quadrant for enterprises with over 1,000 employees."}, {"id": "mai-20260917-1657-smoke|c147-l2|google-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Footprints & SAP Ecosystems"}, {"id": "mai-20260917-1657-smoke|c147-l2|google-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data-Driven Enterprises"}, {"id": "mai-20260917-1657-smoke|c147-l2|google-small|Dayforce", "prompt": "c147-l2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hybrid/Field Workforces & Real-Time Payroll"}, {"id": "mai-20260917-1657-smoke|c147-l2|google-small|Rippling", "prompt": "c147-l2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Modern Innovator\" for Tech-Forward B2B"}, {"id": "mai-20260917-1657-smoke|c147-l2|meta-small|Darwinbox", "prompt": "c147-l2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best human capital management platform for a large B2B company with thousands of employees would be Darwinbox, Workday, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c147-l2|meta-small|Workday", "prompt": "c147-l2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Darwinbox, Workday, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c147-l2|meta-small|UKG Pro", "prompt": "c147-l2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Darwinbox, Workday, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c147-l2|minimax-small|Workday HCM", "prompt": "c147-l2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Workday HCM** or **Oracle Fusion Cloud HCM** as your top contenders"}, {"id": "mai-20260917-1657-smoke|c147-l2|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Workday HCM** or **Oracle Fusion Cloud HCM** as your top contenders"}, {"id": "mai-20260917-1657-smoke|c147-l2|minimax-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Complex HR requirements across multiple business units"}, {"id": "mai-20260917-1657-smoke|c147-l2|minimax-small|Darwinbox", "prompt": "c147-l2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Darwinbox** (if APAC focus) - Best for: Large enterprises in APAC region"}, {"id": "mai-20260917-1657-smoke|c147-l2|mistral-small|Workday HCM", "prompt": "c147-l2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** and **SAP SuccessFactors** are the most widely recommended due to their scalability, global reach, and comprehensive feature sets."}, {"id": "mai-20260917-1657-smoke|c147-l2|mistral-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday HCM** and **SAP SuccessFactors** are the most widely recommended"}, {"id": "mai-20260917-1657-smoke|c147-l2|mistral-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for large, multinational organizations requiring deep international HR and payroll capabilities."}, {"id": "mai-20260917-1657-smoke|c147-l2|mistral-small|Darwinbox", "prompt": "c147-l2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a more AI-native or APAC-focused solution, consider **Darwinbox**."}, {"id": "mai-20260917-1657-smoke|c147-l2|mistral-small|UKG Pro", "prompt": "c147-l2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For strong workforce management and employee experience, **UKG Pro** is also a strong contender."}, {"id": "mai-20260917-1657-smoke|c147-l2|moonshot-small|Workday HCM", "prompt": "c147-l2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** – Best Overall for Enterprise Scale"}, {"id": "mai-20260917-1657-smoke|c147-l2|moonshot-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** if you have a highly distributed global workforce"}, {"id": "mai-20260917-1657-smoke|c147-l2|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Fusion Cloud HCM** if you're already invested in the Oracle ecosystem"}, {"id": "mai-20260917-1657-smoke|c147-l2|moonshot-small|UKG Pro", "prompt": "c147-l2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternatives ... **UKG Pro** – Best for Workforce Management"}, {"id": "mai-20260917-1657-smoke|c147-l2|moonshot-small|Dayforce", "prompt": "c147-l2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dayforce** – Best for Continuous Payroll"}, {"id": "mai-20260917-1657-smoke|c147-l2|moonshot-small|ADP Lyric HCM", "prompt": "c147-l2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Lyric HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ADP Lyric HCM** – Best Payroll-First Approach"}, {"id": "mai-20260917-1657-smoke|c147-l2|openai-small|Workday HCM", "prompt": "c147-l2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Workday HCM**"}, {"id": "mai-20260917-1657-smoke|c147-l2|openai-small|Dayforce", "prompt": "c147-l2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If payroll/time compliance is the main pain point, I'd seriously consider **Dayforce** instead."}, {"id": "mai-20260917-1657-smoke|c147-l2|openai-small|ADP Lyric HCM", "prompt": "c147-l2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Lyric HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ADP Lyric HCM** if you want a platform designed for **large, complex enterprises**"}, {"id": "mai-20260917-1657-smoke|c147-l2|openai-small|Oracle HCM Cloud", "prompt": "c147-l2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle HCM Cloud** if you're already heavily invested in Oracle enterprise software"}, {"id": "mai-20260917-1657-smoke|c147-l2|xai-small|Workday HCM", "prompt": "c147-l2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workday HCM** as a top choice"}, {"id": "mai-20260917-1657-smoke|c147-l2|xai-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Oracle Fusion Cloud HCM and SAP SuccessFactors as strong alternatives"}, {"id": "mai-20260917-1657-smoke|c147-l2|xai-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP for maximum global payroll/compliance or SAP S/4HANA ties"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|Workday HCM", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Workday HCM"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|Oracle Fusion Cloud HCM", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Steeper implementation, more complex navigation and UI; higher total cost of ownership"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|SAP SuccessFactors", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations heavily invested in SAP S/4HANA"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|Microsoft Dynamics 365 Human Resources", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller global footprint, fewer advanced features compared to Workday/Oracle/SAP"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|ADP Workforce Now", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less suited for complex global operations, fewer advanced talent and planning features"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|UKG Pro", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited international reach, less suited for very large global enterprises"}, {"id": "mai-20260917-1657-smoke|c147-l2|zai-small|Ceridian Dayforce", "prompt": "c147-l2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited international reach, less suited for very large global enterprises"}, {"id": "mai-20260917-1657-smoke|c147-l3|alibaba-small|Workday HCM", "prompt": "c147-l3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have no preference, **Workday** acts as the standalone best option for integrating financial data with headcount planning."}, {"id": "mai-20260917-1657-smoke|c147-l3|alibaba-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company uses **SAP S/4HANA** for ERP, **SuccessFactors** is often the default choice due to friction-free data flow."}, {"id": "mai-20260917-1657-smoke|c147-l3|alibaba-small|Oracle HCM Cloud", "prompt": "c147-l3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use **Oracle Financials**, **Oracle HCM** provides a similar depth of integration."}, {"id": "mai-20260917-1657-smoke|c147-l3|alibaba-small|UKG (formerly Ultimate Kronos Group)", "prompt": "c147-l3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG (formerly Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "UKG specializes in **Workforce Management (WFM)**. It excels at scheduling, time-tracking, and labor cost optimization."}, {"id": "mai-20260917-1657-smoke|c147-l3|alibaba-small|ADP (Workforce Now)", "prompt": "c147-l3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP (Workforce Now)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Historically known for superior payroll and compliance automation rather than \"talent management\" features."}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|Workday", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday maintains its position as a Gartner Leader for the tenth consecutive year, with organizations with complex, global workforces choosing it"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|UKG Pro", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workday, UKG Pro, and SAP SuccessFactors are recognized as enterprise HCM solutions"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "recognized as enterprise HCM solutions with implementations measured in quarters"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|Paycom", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Paycom, Oracle, ADP, and Dayforce serve different enterprise needs"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|Oracle", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "six months or more for enterprise systems like Workday or Oracle"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|ADP", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP and Dayforce lean toward their own payroll"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|Dayforce", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ADP and Dayforce lean toward their own payroll"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|BambooHR", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "weeks for straightforward mid-market platforms like BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-l3|anthropic-small|HR Cloud", "prompt": "c147-l3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "HR Cloud is recognized as best for large distributed workforces"}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|Workday", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is usually the benchmark for *full-suite enterprise HCM* with planning and analytics."}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|Oracle HCM Cloud", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle HCM** if you need *deep governance and enterprise architecture* across a very large organization."}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest for *global enterprise talent management* inside SAP-oriented environments"}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|ADP Workforce Now / ADP Lyric", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now / ADP Lyric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP** is the safest bet when *payroll, tax, and compliance* are the top priorities."}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|UKG Pro", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**UKG Pro** stands out for *workforce operations* like time, attendance, and labor complexity."}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|Dayforce", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "especially strong for *scheduling-heavy organizations* and operational labor forecasting"}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|Rippling", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Rippling** if your main problem is *tool sprawl*"}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|Darwinbox", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Large global enterprises, especially APAC/MENA-led"}, {"id": "mai-20260917-1657-smoke|c147-l3|challenger-small|PeopleStrong", "prompt": "c147-l3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**PeopleStrong** | Enterprise HR in APAC"}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|Workday HCM", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a clean, unified HR+Finance cloud experience, Workday leads."}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If complex global payroll is your pain point, SAP (native) or ADP (outsourced, 140+ countries) lead."}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|Oracle HCM Cloud", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're an Oracle or SAP customer, match your HCM to your ERP."}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|ADP Workforce Now", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Payroll-led mid-to-large enterprises ... want in-country payroll depth under one contract."}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|UKG Pro", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If complex shift/union payroll is the issue, UKG stands out."}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|Darwinbox", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A native, mobile-first, microservices-based hire-to-retire HCM for large APAC and multinational enterprises."}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|PeopleStrong", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-led HCM for large Indian/APAC enterprises with its Jinie AI assistant"}, {"id": "mai-20260917-1657-smoke|c147-l3|deepseek-small|Dayforce", "prompt": "c147-l3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "UKG/Dayforce-style platforms shine"}, {"id": "mai-20260917-1657-smoke|c147-l3|google-small|Workday HCM", "prompt": "c147-l3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader for cloud-native, unified enterprise HCM."}, {"id": "mai-20260917-1657-smoke|c147-l3|google-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The undisputed titan for massive global conglomerates"}, {"id": "mai-20260917-1657-smoke|c147-l3|google-small|Oracle Fusion Cloud HCM", "prompt": "c147-l3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A robust, deeply technical cloud database powerhouse that competes head-to-head with Workday and SAP."}, {"id": "mai-20260917-1657-smoke|c147-l3|google-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c147-l3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a powerful HCM engine built around labor optimization"}, {"id": "mai-20260917-1657-smoke|c147-l3|google-small|Dayforce (formerly Ceridian Dayforce)", "prompt": "c147-l3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Dayforce (formerly Ceridian Dayforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The pioneer of real-time payroll and continuous-calculation workforce management."}, {"id": "mai-20260917-1657-smoke|c147-l3|google-small|ADP Vantage HCM / Enterprise HR", "prompt": "c147-l3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Vantage HCM / Enterprise HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The gold standard for enterprises seeking a **managed service** model"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|PeopleStrong", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade HRIS platforms include PeopleStrong, Darwinbox, HiBob, Personio, ADP, Workday..."}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Darwinbox", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include PeopleStrong, Darwinbox, HiBob, Personio"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|HiBob", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Darwinbox, HiBob, Personio, ADP"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Personio", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HiBob, Personio, ADP, Workday"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|ADP", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Personio, ADP, Workday, BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Workday", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP, Workday, BambooHR, Rippling"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|BambooHR", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday, BambooHR, Rippling, Deel"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Rippling", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR, Rippling, Deel, Lattice"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Deel", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rippling, Deel, Lattice, 15Five"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Lattice", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deel, Lattice, 15Five, Uzio"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|15Five", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lattice, 15Five, Uzio, Oracle Cloud HCM"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Uzio", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Uzio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "15Five, Uzio, Oracle Cloud HCM, and SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|Oracle Cloud HCM", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Uzio, Oracle Cloud HCM, and SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-l3|meta-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Oracle Cloud HCM, and SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|ADP Workforce Now", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Market‑leading payroll expertise; massive tax‑compliance database; strong self‑service portal."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|ADP GlobalView", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you operate in >30 countries, look at ADP GlobalView"}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|Cornerstone OnDemand", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If learning & development is a strategic pillar, Cornerstone is the strongest."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|IBM Kenexa", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "IBM Kenexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations that rely on IBM Watson & analytics"}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|Microsoft Dynamics 365 HR", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Microsoft Dynamics 365 HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft Dynamics 365 HR excels for organisations invested in Microsoft 365."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|Oracle HCM Cloud", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Workday and Oracle HCM Cloud lead the “all‑in‑one, AI‑rich” space."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SAP SuccessFactors is the go‑to when you already run SAP ERP."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|ServiceNow HR Service Delivery", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ServiceNow is ideal if you want to treat employee service requests like IT tickets."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|Workday HCM", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Workday and Oracle HCM Cloud lead the “all‑in‑one, AI‑rich” space."}, {"id": "mai-20260917-1657-smoke|c147-l3|minimax-small|Sage People", "prompt": "c147-l3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Sage People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Sage People offers a simpler, lower‑cost path for mid‑market companies"}, {"id": "mai-20260917-1657-smoke|c147-l3|mistral-small|Workday HCM", "prompt": "c147-l3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dominates the enterprise HCM market for organizations with 2,000+ employees, holding about 28% market share in 2025"}, {"id": "mai-20260917-1657-smoke|c147-l3|mistral-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Second most popular enterprise HCM, with about 25.5% market share in 2025"}, {"id": "mai-20260917-1657-smoke|c147-l3|mistral-small|Oracle HCM Cloud (Fusion HCM)", "prompt": "c147-l3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud (Fusion HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Third in enterprise HCM, with about 23.3% market share in 2025"}, {"id": "mai-20260917-1657-smoke|c147-l3|mistral-small|ADP Workforce Now", "prompt": "c147-l3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest for North American enterprises prioritizing payroll accuracy and tax compliance"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|Workday", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises prioritizing user experience and unified data ... Gold standard for user interface and analytics"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Organizations with complex global multi-country compliance needs ... Broadest native global payroll coverage"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Organizations already in the Oracle ecosystem"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large frontline and hourly workforces with complex scheduling"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|ADP Workforce Now", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Payroll-heavy organizations prioritizing tax compliance"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|Dayforce (Ceridian)", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Continuous payroll calculations and integrated workforce management"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|Deel", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer platforms like Deel, Rippling, and Remote are gaining traction"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|Rippling", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer platforms like Deel, Rippling, and Remote are gaining traction"}, {"id": "mai-20260917-1657-smoke|c147-l3|moonshot-small|Remote", "prompt": "c147-l3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer platforms like Deel, Rippling, and Remote are gaining traction"}, {"id": "mai-20260917-1657-smoke|c147-l3|openai-small|Workday", "prompt": "c147-l3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** = best all-around modern enterprise HCM"}, {"id": "mai-20260917-1657-smoke|c147-l3|openai-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** = best for global/localized HR at multinational scale"}, {"id": "mai-20260917-1657-smoke|c147-l3|openai-small|Oracle HCM Cloud", "prompt": "c147-l3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle HCM** = best in Oracle-heavy enterprise environments"}, {"id": "mai-20260917-1657-smoke|c147-l3|openai-small|UKG Pro / UKG Pro HCM", "prompt": "c147-l3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro / UKG Pro HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**UKG** = best for workforce management and employee operations"}, {"id": "mai-20260917-1657-smoke|c147-l3|openai-small|Dayforce", "prompt": "c147-l3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dayforce** = best for real-time payroll/time/workforce execution"}, {"id": "mai-20260917-1657-smoke|c147-l3|openai-small|ADP Lyric HCM / ADP Enterprise", "prompt": "c147-l3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Lyric HCM / ADP Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ADP** = best for payroll-first enterprise needs"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|Workday HCM", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** (top market share leader ~18-34% in core HR; best for large, global enterprises focused on analytics)"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(~14% share; excels in multinational compliance)"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|Oracle Fusion Cloud HCM", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(~9-17% share; strong for Oracle ecosystem users)"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|UKG Pro", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for workforce management"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|Ceridian Dayforce", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong in continuous payroll"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|ADP Workforce Now", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "payroll-heavy for mid-to-large firms"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|BambooHR", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent for SMBs/mid-market but less suited for complex enterprise scale"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|Rippling", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "excellent for SMBs/mid-market but less suited for complex enterprise scale"}, {"id": "mai-20260917-1657-smoke|c147-l3|xai-small|Gusto", "prompt": "c147-l3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "excellent for SMBs/mid-market but less suited for complex enterprise scale"}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|Workday", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is ideal if you want a unified HR + finance platform with deep analytics."}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|SAP SuccessFactors", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **SAP SuccessFactors** (broadest global payroll, strong talent suite)"}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|Oracle HCM Cloud", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle HCM Cloud** (tight ERP integration)"}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|ADP Workforce Now", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP Workforce Now** is a proven choice with global payroll and strong support."}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|UKG Pro", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**UKG Pro** is the market leader in time & labor optimization."}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|Paycom", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Paycom** is excellent for mid-market companies needing robust payroll automation and compliance."}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|Rippling", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling** is unmatched for unifying employee data with devices, apps, and payroll."}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|BambooHR", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BambooHR** offers a clean, people-first HRIS with strong analytics."}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|Gusto", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited HR depth (no robust performance management or deep automation)"}, {"id": "mai-20260917-1657-smoke|c147-l3|zai-small|Deel", "prompt": "c147-l3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deel: Global hiring, contractor management, and EOR; not a traditional HRIS."}, {"id": "mai-20260917-1657-smoke|c147-l4|alibaba-small|Workday", "prompt": "c147-l4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday HCM (Best Overall for Financial & Operational Stability)"}, {"id": "mai-20260917-1657-smoke|c147-l4|alibaba-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best HRIS for predictable total cost is generally considered to be one of the major enterprise suites—specifically **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c147-l4|alibaba-small|Rippling", "prompt": "c147-l4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is becoming a strong contender for large enterprises due to its single-platform pricing model"}, {"id": "mai-20260917-1657-smoke|c147-l4|anthropic-small|Workday", "prompt": "c147-l4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday and SAP SuccessFactors are most often recognized as platforms built for large, complex enterprises."}, {"id": "mai-20260917-1657-smoke|c147-l4|anthropic-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workday and SAP SuccessFactors are most often recognized as platforms built for large, complex enterprises."}, {"id": "mai-20260917-1657-smoke|c147-l4|challenger-small|Workday", "prompt": "c147-l4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Workday** if you need an enterprise-grade, custom-priced platform with deep functionality"}, {"id": "mai-20260917-1657-smoke|c147-l4|deepseek-small|Workday", "prompt": "c147-l4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the strongest combination of enterprise fit AND predictable total cost, Workday is the standout."}, {"id": "mai-20260917-1657-smoke|c147-l4|deepseek-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily invested in the SAP ecosystem and can absorb module math, SuccessFactors works."}, {"id": "mai-20260917-1657-smoke|c147-l4|deepseek-small|Oracle Fusion HCM", "prompt": "c147-l4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle only makes sense if your IT team has strong negotiating leverage — otherwise the opaque discounting undermines predictability."}, {"id": "mai-20260917-1657-smoke|c147-l4|google-small|Dayforce", "prompt": "c147-l4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#### 1. Dayforce (Best for Unified Payroll & Workforce Management)... single-database, continuous calculation engine"}, {"id": "mai-20260917-1657-smoke|c147-l4|google-small|Darwinbox", "prompt": "c147-l4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Darwinbox is built as a modern, unified, highly configurable HCM that doesn't require writing custom code"}, {"id": "mai-20260917-1657-smoke|c147-l4|google-small|Workday", "prompt": "c147-l4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Systems like Workday are incredibly powerful, but they require extensive, specialized configuration... pay a certified system integrator $200k+"}, {"id": "mai-20260917-1657-smoke|c147-l4|google-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the legacy alternative (like Workday or SAP SuccessFactors) often requires hiring highly paid, certified external consultants"}, {"id": "mai-20260917-1657-smoke|c147-l4|google-small|ADP Enterprise HR with Comprehensive Services", "prompt": "c147-l4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "ADP Enterprise HR with Comprehensive Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP bundles both the HRIS technology and the actual administrative labor... for a predictable, negotiated fee"}, {"id": "mai-20260917-1657-smoke|c147-l4|google-small|Rippling Enterprise", "prompt": "c147-l4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling has scaled rapidly into the enterprise market by unifying HR, IT, and Finance on a single platform."}, {"id": "mai-20260917-1657-smoke|c147-l4|meta-small|HR Cloud", "prompt": "c147-l4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top contenders include HR Cloud, Uzio, Gusto, Zoho People, and HONO"}, {"id": "mai-20260917-1657-smoke|c147-l4|meta-small|Uzio", "prompt": "c147-l4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Uzio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top contenders include HR Cloud, Uzio, Gusto, Zoho People, and HONO"}, {"id": "mai-20260917-1657-smoke|c147-l4|meta-small|Gusto", "prompt": "c147-l4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top contenders include HR Cloud, Uzio, Gusto, Zoho People, and HONO"}, {"id": "mai-20260917-1657-smoke|c147-l4|meta-small|Zoho People", "prompt": "c147-l4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top contenders include HR Cloud, Uzio, Gusto, Zoho People, and HONO"}, {"id": "mai-20260917-1657-smoke|c147-l4|meta-small|HONO", "prompt": "c147-l4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "HONO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top contenders include HR Cloud, Uzio, Gusto, Zoho People, and HONO, with prices starting from $1.50 per person per month"}, {"id": "mai-20260917-1657-smoke|c147-l4|minimax-small|Workday", "prompt": "c147-l4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** or **SAP SuccessFactors** if you need full-suite HCM and can negotiate firmly"}, {"id": "mai-20260917-1657-smoke|c147-l4|minimax-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** or **SAP SuccessFactors** if you need full-suite HCM and can negotiate firmly"}, {"id": "mai-20260917-1657-smoke|c147-l4|minimax-small|Oracle HCM", "prompt": "c147-l4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Oracle HCM** | Large organizations needing深度 integration | $100-350/employee/year | Negotiable pricing |"}, {"id": "mai-20260917-1657-smoke|c147-l4|minimax-small|ADP Workforce Now", "prompt": "c147-l4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP Workforce Now** if payroll is a priority and you want established pricing tiers"}, {"id": "mai-20260917-1657-smoke|c147-l4|minimax-small|UKG", "prompt": "c147-l4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **UKG** | Large workforce management needs | ~$20 PEPM (36-month contract) | Contract terms flexible |"}, {"id": "mai-20260917-1657-smoke|c147-l4|mistral-small|HarmonyHR", "prompt": "c147-l4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "HarmonyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **HarmonyHR** as a strong alternative if you want the simplest, most predictable flat-rate model"}, {"id": "mai-20260917-1657-smoke|c147-l4|mistral-small|Workday", "prompt": "c147-l4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** and **HiBob** are top choices"}, {"id": "mai-20260917-1657-smoke|c147-l4|mistral-small|HiBob", "prompt": "c147-l4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday** and **HiBob** are top choices"}, {"id": "mai-20260917-1657-smoke|c147-l4|mistral-small|BambooHR", "prompt": "c147-l4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies up to a few thousand users, offers transparent PEPM pricing with clear tiers."}, {"id": "mai-20260917-1657-smoke|c147-l4|moonshot-small|Workday", "prompt": "c147-l4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** or **ADP Workforce Now** are typically the safest bets"}, {"id": "mai-20260917-1657-smoke|c147-l4|moonshot-small|ADP Workforce Now", "prompt": "c147-l4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** or **ADP Workforce Now** are typically the safest bets"}, {"id": "mai-20260917-1657-smoke|c147-l4|moonshot-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Traditional Enterprise Choice ... Mature enterprise platforms with comprehensive modules"}, {"id": "mai-20260917-1657-smoke|c147-l4|moonshot-small|Oracle HCM", "prompt": "c147-l4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP SuccessFactors / Oracle HCM \\u2013 Traditional Enterprise Choice"}, {"id": "mai-20260917-1657-smoke|c147-l4|openai-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable total cost:** **SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-l4|openai-small|UKG Pro", "prompt": "c147-l4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UKG Pro** is a strong contender for large organizations"}, {"id": "mai-20260917-1657-smoke|c147-l4|openai-small|ADP Workforce Now", "prompt": "c147-l4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also worth pricing if you want broad enterprise coverage and strong services:** **ADP Workforce Now**"}, {"id": "mai-20260917-1657-smoke|c147-l4|xai-small|Oracle HCM Cloud (Oracle Fusion HCM)", "prompt": "c147-l4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Oracle HCM Cloud (Oracle Fusion HCM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle HCM Cloud (Oracle Fusion HCM) stands out among top enterprise options based on recent benchmarks"}, {"id": "mai-20260917-1657-smoke|c147-l4|xai-small|Workday", "prompt": "c147-l4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "FSE minimums lock in costs even if headcount drops; limited discounts"}, {"id": "mai-20260917-1657-smoke|c147-l4|xai-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-module fees multiply with add-ons; bundles tied to S/4HANA"}, {"id": "mai-20260917-1657-smoke|c147-l4|xai-small|UKG Pro", "prompt": "c147-l4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If US-only/shift-heavy, consider UKG/ADP for bundled payroll predictability"}, {"id": "mai-20260917-1657-smoke|c147-l4|xai-small|ADP Workforce Now", "prompt": "c147-l4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lower (PEPM + transactions) ... Transaction fees scale with pay runs"}, {"id": "mai-20260917-1657-smoke|c147-l4|zai-small|Dayforce (formerly Ceridian)", "prompt": "c147-l4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dayforce (formerly Ceridian)** — Best Overall for Very Large Organizations"}, {"id": "mai-20260917-1657-smoke|c147-l4|zai-small|Workday", "prompt": "c147-l4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** — Best for Global, Multi-Entity Organizations"}, {"id": "mai-20260917-1657-smoke|c147-l4|zai-small|Rippling", "prompt": "c147-l4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** — Best for Scalability & IT Integration"}, {"id": "mai-20260917-1657-smoke|c147-l4|zai-small|SAP SuccessFactors", "prompt": "c147-l4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SAP Ecosystem Integration"}, {"id": "mai-20260917-1657-smoke|c147-l4|zai-small|Oracle HCM Cloud", "prompt": "c147-l4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Oracle Finance Integration"}, {"id": "mai-20260917-1657-smoke|c147-l4|zai-small|Deel", "prompt": "c147-l4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deel** — Best for Global Distributed Teams"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|Workday", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise HRIS candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|ADP", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|Rippling", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|Paycor", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|BambooHR", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|Deel", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|deepseek-small|Gusto", "prompt": "c147-l5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "candidates in this space typically include **Workday, ADP, Rippling, Paycor, BambooHR, Deel, and Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|Workday HCM", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed \"gold standard\" for large-scale enterprises. Unmatched unified data model... It will pass any security or procurement review with ease"}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|SAP SuccessFactors", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your finance team is already using SAP or Oracle ERPs, as the native integrations are excellent."}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|Oracle Cloud HCM", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your finance team is already using SAP or Oracle ERPs, as the native integrations are excellent."}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Outstanding if a significant portion of your 5,000 employees are hourly, shift-based, or retail workers"}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|Dayforce (formerly Ceridian)", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong unified payroll engine that calculates payroll in real-time rather than batch processing"}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|Rippling", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Historically mid-market but aggressively scaling to support enterprise-grade operations... uniquely powerful for IT-heavy organizations"}, {"id": "mai-20260917-1657-smoke|c147-l5|google-small|HiBob", "prompt": "c147-l5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you should closely audit their complex multi-entity payroll capabilities at the 5,000-employee mark"}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|Gusto", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top HRIS platforms with SOC 2 compliance include Gusto, BambooHR, Rippling, Deel, Paycor, Workday, and ADP."}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|BambooHR", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top HRIS platforms with SOC 2 compliance include Gusto, BambooHR, Rippling, Deel, Paycor, Workday, and ADP."}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|Rippling", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top HRIS platforms with SOC 2 compliance include Gusto, BambooHR, Rippling, Deel, Paycor, Workday, and ADP."}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|Deel", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top HRIS platforms with SOC 2 compliance include Gusto, BambooHR, Rippling, Deel, Paycor, Workday, and ADP."}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|Paycor", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top HRIS platforms with SOC 2 compliance include Gusto, BambooHR, Rippling, Deel, Paycor, Workday, and ADP."}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|Workday", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Workday HCM is noted for its ability to handle global complexity but comes with a significant implementation cost."}, {"id": "mai-20260917-1657-smoke|c147-l5|meta-small|ADP", "prompt": "c147-l5", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some top HRIS platforms with SOC 2 compliance include Gusto, BambooHR, Rippling, Deel, Paycor, Workday, and ADP."}, {"id": "mai-20260917-1657-smoke|c147-l5|minimax-small|Workday", "prompt": "c147-l5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Workday** | ✅ Type II | ✅ Full | Large enterprises, complex HCM |"}, {"id": "mai-20260917-1657-smoke|c147-l5|minimax-small|ADP", "prompt": "c147-l5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **ADP** | ✅ Type II | ✅ Full | Large payroll/complex compliance |"}, {"id": "mai-20260917-1657-smoke|c147-l5|minimax-small|BambooHR", "prompt": "c147-l5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **BambooHR** | ✅ Type II (by request) | ✅ Yes | Mid-market, strong UX |"}, {"id": "mai-20260917-1657-smoke|c147-l5|minimax-small|Rippling", "prompt": "c147-l5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Rippling** | ✅ Type II | ✅ Full | IT + HR combined, device management |"}, {"id": "mai-20260917-1657-smoke|c147-l5|minimax-small|Deel", "prompt": "c147-l5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Deel** | ✅ Type II | ✅ Yes | Global hiring, contractor management |"}, {"id": "mai-20260917-1657-smoke|c147-l5|minimax-small|Gusto", "prompt": "c147-l5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "| **Gusto** | ✅ Type II | ✅ Yes | Simpler HR, but growing enterprise |"}, {"id": "mai-20260917-1657-smoke|c147-l5|mistral-small|Workday", "prompt": "c147-l5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** | Best for large, global orgs; strong compliance"}, {"id": "mai-20260917-1657-smoke|c147-l5|mistral-small|SAP SuccessFactors", "prompt": "c147-l5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** | Deep ERP integration; global payroll"}, {"id": "mai-20260917-1657-smoke|c147-l5|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c147-l5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UKG (Ultimate Kronos Group)** | Strong workforce mgmt; US/Canada focus"}, {"id": "mai-20260917-1657-smoke|c147-l5|mistral-small|BambooHR", "prompt": "c147-l5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BambooHR** | Mid-market; strong for SMBs scaling up | ✅ | ✅ | ❌ (US/Canada)"}, {"id": "mai-20260917-1657-smoke|c147-l5|mistral-small|Rippling", "prompt": "c147-l5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Rippling** | Modern UI; strong automation; US payroll | ✅ | ✅ | ❌ (US-only)"}, {"id": "mai-20260917-1657-smoke|c147-l5|mistral-small|Oracle HCM Cloud", "prompt": "c147-l5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Oracle HCM Cloud** | Enterprise-grade; global payroll"}, {"id": "mai-20260917-1657-smoke|c147-l5|moonshot-small|Workday HCM", "prompt": "c147-l5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday HCM** | Unified HR+Finance, best UX, strongest AI | $90-140"}, {"id": "mai-20260917-1657-smoke|c147-l5|moonshot-small|SAP SuccessFactors", "prompt": "c147-l5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP SuccessFactors** | Broadest global payroll (45+ countries), modular"}, {"id": "mai-20260917-1657-smoke|c147-l5|moonshot-small|Oracle Fusion HCM", "prompt": "c147-l5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Fusion HCM** | Tightest Oracle ERP integration, aggressive AI pricing"}, {"id": "mai-20260917-1657-smoke|c147-l5|moonshot-small|Rippling", "prompt": "c147-l5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling** | Modern, fast deployment, IT/HR unified | Modular quote"}, {"id": "mai-20260917-1657-smoke|c147-l5|xai-small|Rippling", "prompt": "c147-l5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unified HR/IT/payroll, strong SSO/SCIM, APIs; scales to 10K+."}, {"id": "mai-20260917-1657-smoke|c147-l5|xai-small|Workday", "prompt": "c147-l5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise HCM, analytics, integrations; battle-tested at scale. ... Best for complex orgs."}, {"id": "mai-20260917-1657-smoke|c147-l5|xai-small|ADP Workforce Now", "prompt": "c147-l5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payroll-heavy, compliance AI, 140+ countries. ... Midsize-enterprise sweet spot."}, {"id": "mai-20260917-1657-smoke|c147-l5|xai-small|Paycor", "prompt": "c147-l5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workforce mgmt, analytics; quick SOC 2 access."}, {"id": "mai-20260917-1657-smoke|c147-l5|xai-small|BambooHR/HiBob", "prompt": "c147-l5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR/HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "User-friendly, fast deploy; good for growth. ... If lighter needs."}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why to be cautious:** If your company does *not* use SAP ERP, SuccessFactors is often considered a heavy, disconnected solution."}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|Ceridian Dayforce", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rigid architecture; expensive integration fees."}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|ADP (Workforce Now)", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP (Workforce Now)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Weak reporting and \"HR\" modules feel outdated."}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|Personio", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should avoid attempting to use these for a global footprint: Personio / BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|BambooHR", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should avoid attempting to use these for a global footprint: Personio / BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|Microsoft Dynamics 365 HR", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Microsoft Dynamics 365 HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "the implementation cycle is often longer than competitors, and out-of-the-box functionality often requires heavy consulting engagements"}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|Oracle HCM", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Extremely expensive; complex implementation phases."}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|Workday", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Large enterprises generally fare better with **\"Best-of-Breed\" integration** (e.g., Workday for Core HR"}, {"id": "mai-20260917-1657-smoke|c147-l6|alibaba-small|Rippling", "prompt": "c147-l6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rippling or similar for Device/Identity"}, {"id": "mai-20260917-1657-smoke|c147-l6|anthropic-small|Workday", "prompt": "c147-l6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday dominates the enterprise space, but it comes with heavy implementation costs and long timelines."}, {"id": "mai-20260917-1657-smoke|c147-l6|anthropic-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"it is extremely complex and requires a LOT of knowledge from all users\""}, {"id": "mai-20260917-1657-smoke|c147-l6|anthropic-small|Personio", "prompt": "c147-l6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The platform doesn't offer native US payroll, making it unsuitable for global enterprises."}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|BambooHR", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BambooHR — repeatedly described as better for SMBs and not ideal for enterprise-scale needs."}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|Gusto", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "explicitly described as suitable for small businesses, and to avoid for large organizations with advanced needs"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|Paycom", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "multiple user reports recommend avoiding it"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|Paycor", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "also flagged in user reports as problematic"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|ADP", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "this is more of a “caution and diligence” platform than a universal avoid"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|Oracle HCM / Oracle Fusion Cloud HCM", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM / Oracle Fusion Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the stronger takeaway is to be careful if your team cannot handle a complex enterprise implementation"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|Workday", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "because it is often **too complex and costly** for organizations without strong HRIS maturity"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the risk is poor fit if your org does not need that level of depth"}, {"id": "mai-20260917-1657-smoke|c147-l6|challenger-small|Ceridian / Dayforce", "prompt": "c147-l6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Ceridian / Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "cited negatively in Reddit feedback, but this is anecdotal and should be treated as a caution signal"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Workday HCM", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be very cautious with: Workday (cost/time)"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be very cautious with: ... SAP SuccessFactors (complexity)"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|ADP Workforce Now", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be very cautious with: ... ADP Workforce Now (UX and support)"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|BambooHR", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid entirely for large enterprises."}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Rippling", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: BambooHR, Paycom, Paylocity, Paycor, and Rippling for large/enterprise use."}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Paycom", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for anything beyond ~500 employees."}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Paylocity", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for anything beyond ~500 employees."}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Paycor", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for anything beyond ~500 employees."}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|UKG Pro", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Safer Alternatives for Large Enterprises (consider these instead) | UKG Pro | Mid-to-large US enterprises"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Oracle HCM Cloud", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Global enterprises with Oracle ecosystem | Deep functionality, strong analytics"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|HiBob (Bob)", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern UX, high adoption, strong analytics, faster deployment than Workday/SAP"}, {"id": "mai-20260917-1657-smoke|c147-l6|deepseek-small|Deel", "prompt": "c147-l6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best-in-class global payroll, but lacks deep HRIS features—pair with a core HR system"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|BambooHR", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-Native Platforms (Avoid Completely) ... its reporting engine is highly restrictive, and it lacks the advanced custom workflows"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Gusto", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It has zero capacity to manage complex shift differential pay, union agreements"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Namely", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Namely lacks the robust rules engine needed to manage highly matrixed global workforces"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Rippling", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "must be extremely cautious of **pricing and scale bottlenecks**"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Paylocity", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they often struggle when an enterprise begins scaling globally"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Paycor", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they often struggle when an enterprise begins scaling globally"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|ADP Workforce Now (WFN)", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now (WFN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "staying on WFN past the 1,500-employee mark usually results in severe administrative friction"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Older PeopleSoft", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Older PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these legacy systems are massive \"upgrade traps.\""}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|on-premise SAP", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "on-premise SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy On-Premise ERP HR Modules (e.g., Older PeopleSoft or on-premise SAP) ... massive \"upgrade traps.\""}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Workday", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Moving to modern cloud-based alternatives (like Workday or SAP SuccessFactors) should be prioritized"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Moving to modern cloud-based alternatives (like Workday or SAP SuccessFactors) should be prioritized"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|TriNet", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Avoid:** For any company scaling past 500–1,000 employees, the PEO model ... becomes highly inefficient"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|Justworks", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Avoid:** For any company scaling past 500–1,000 employees, the PEO model ... becomes highly inefficient"}, {"id": "mai-20260917-1657-smoke|c147-l6|google-small|ADP TotalSource", "prompt": "c147-l6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "**Avoid:** For any company scaling past 500–1,000 employees, the PEO model ... becomes highly inefficient"}, {"id": "mai-20260917-1657-smoke|c147-l6|meta-small|ADP Workforce Now", "prompt": "c147-l6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ADP Workforce Now has \"pricing opacity; implementation and support quality vary by reseller.\" This suggests that large enterprises should be cautious"}, {"id": "mai-20260917-1657-smoke|c147-l6|minimax-small|Workday", "prompt": "c147-l6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some practitioners advise large enterprises to avoid it unless they have 5,000+ employees and complex multi-regional operations. Concerns include high costs, slow implementation timelines"}, {"id": "mai-20260917-1657-smoke|c147-l6|minimax-small|ADP", "prompt": "c147-l6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple Reddit users specifically advise avoiding ADP, citing issues with pricing opacity"}, {"id": "mai-20260917-1657-smoke|c147-l6|minimax-small|SAP", "prompt": "c147-l6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "At least one HR professional recommends steering clear of SAP for HRIS purposes."}, {"id": "mai-20260917-1657-smoke|c147-l6|minimax-small|Ceridian", "prompt": "c147-l6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Ceridian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Mentioned as a platform to avoid in some Reddit discussions."}, {"id": "mai-20260917-1657-smoke|c147-l6|minimax-small|Paycor", "prompt": "c147-l6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users report issues with backend confusion when operations don't align with Paycor's expectations, and encountered numerous problems."}, {"id": "mai-20260917-1657-smoke|c147-l6|minimax-small|Paylocity", "prompt": "c147-l6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Notable complaints about tax department issues and ongoing tax problems."}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|ADP Workforce Now", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following HRIS platforms... Frequently cited for poor customer service"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|Paycor", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often criticized for enterprise-level complexity and poor user adoption"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|Paylocity", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Known for a steep learning curve and user frustration"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|UKG (Ultimate Kronos Group) Ready", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG (Ultimate Kronos Group) Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "criticized for deteriorating customer service and support, making it a risky choice"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|UltiPro", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UltiPro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users report persistent issues with customer service and system reliability"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|Paychex", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Generally considered unsuitable for large enterprises due to limited scalability"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|Workday", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like Workday, SAP SuccessFactors, and Rippling are often recommended for their scalability and global capabilities"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "often recommended for their scalability and global capabilities, but each has its own trade-offs"}, {"id": "mai-20260917-1657-smoke|c147-l6|mistral-small|Rippling", "prompt": "c147-l6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "often recommended for their scalability and global capabilities, but each has its own trade-offs"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|BambooHR", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Limited workflow customization, weak performance management depth, no global payroll capabilities... 1,000+ employees"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|Gusto", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Built for small businesses; lacks multi-entity management, global capabilities, and enterprise-grade compliance features"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|Zenefits (TriNet)", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Originally designed for SMBs; limited scalability, weaker enterprise support infrastructure"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|Paychex Flex", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Opaque pricing with costly add-ons; UI complexity; high representative turnover disrupting enterprise support"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|ADP Workforce Now", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users report painful reporting and payroll reconciliation; hardcoded rule engines limit flexibility"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|Workday", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Extremely high cost ($100-200+ per employee/year); requires dedicated Workday developers; 6-12 month implementations"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Complex implementations; user adoption challenges; steep learning curve"}, {"id": "mai-20260917-1657-smoke|c147-l6|moonshot-small|Oracle HCM", "prompt": "c147-l6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Implementation complexity; 42% of HCM implementations underperform within 2 years"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|BambooHR", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with **platforms positioned primarily for small and mid-sized companies**... examples often include tools like **BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|HiBob", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "for a very large enterprise they may be the wrong fit"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|UKG Ready", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for a very large enterprise they may be the wrong fit"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|Rippling", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for a very large enterprise they may be the wrong fit"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|Deel", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for a very large enterprise they may be the wrong fit"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|Keka", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "for a very large enterprise they may be the wrong fit"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|Workday", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "buyer guidance consistently point toward systems like **Workday, SAP SuccessFactors, and Oracle HCM** as more typical enterprise choices"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "point toward systems like **Workday, SAP SuccessFactors, and Oracle HCM** as more typical enterprise choices"}, {"id": "mai-20260917-1657-smoke|c147-l6|openai-small|Oracle HCM", "prompt": "c147-l6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "point toward systems like **Workday, SAP SuccessFactors, and Oracle HCM** as more typical enterprise choices"}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|Rippling", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often called out as a \"worst decision\" for scaling beyond mid-market."}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|Ceridian (Dayforce)", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Ceridian (Dayforce)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Repeated \"steer clear\" warnings for horrible product quality"}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|Paycom", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tax/payroll errors leading to major disruptions"}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|Workday HCM", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extremely expensive ...; slow/complex implementations (often 1-2 years); overkill for <1,000 employees"}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|SAP SuccessFactors", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy customization, long/expensive rollout, dated UI. Implementation failures common"}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|ADP Workforce Now", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "clunky UI; \"Frankensoftware\" integrations. Payroll-first limitations like errors/fees."}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|Oracle HCM Cloud", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Steep learning curve, high costs, integration hurdles."}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|UKG Pro", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer Bets (Gartner Leaders, Positive Scale Feedback): UKG Pro, Workday (if resourced), Oracle (if integrated)"}, {"id": "mai-20260917-1657-smoke|c147-l6|xai-small|HR Cloud", "prompt": "c147-l6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For distributed/deskless: HR Cloud."}, {"id": "mai-20260917-1657-smoke|c147-l6|zai-small|SAP HCM (on-prem)", "prompt": "c147-l6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP HCM (on-prem)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy on‑premise or deprecated HCM suites - **Examples:** SAP HCM (on‑prem), Oracle E‑Business Suite (EBS) - **Why cautious/avoid:**"}, {"id": "mai-20260917-1657-smoke|c147-l6|zai-small|Oracle E‑Business Suite (EBS)", "prompt": "c147-l6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle E‑Business Suite (EBS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These systems are often deprecated and lack modern security controls"}, {"id": "mai-20260917-1657-smoke|c147-l6|zai-small|ADP", "prompt": "c147-l6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ADP: User feedback cites a cumbersome UI and declining support quality"}, {"id": "mai-20260917-1657-smoke|c147-m1|alibaba-small|BambooHR", "prompt": "c147-m1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Contender for Most Companies: **BambooHR** ... widely considered the \"Gold Standard\" for mid-market growth companies"}, {"id": "mai-20260917-1657-smoke|c147-m1|alibaba-small|ADP Workforce Now", "prompt": "c147-m1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Powerhouse for Payroll & Compliance: **ADP Workforce Now** ... Can feel \"enterprise-heavy\" and expensive"}, {"id": "mai-20260917-1657-smoke|c147-m1|alibaba-small|UKG", "prompt": "c147-m1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "deep compliance depth of enterprise payroll providers like ADP or UKG"}, {"id": "mai-20260917-1657-smoke|c147-m1|alibaba-small|Rippling", "prompt": "c147-m1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Modern \"All-in-One\": **Rippling** ... Choose **Rippling** if you want to reduce admin work through automation"}, {"id": "mai-20260917-1657-smoke|c147-m1|alibaba-small|HiBob", "prompt": "c147-m1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Data & Culture Leader: **HiBob** ... Can be overkill for simpler administrative needs"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|HiBob", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "has become the default modern choice for international mid-market companies, particularly in tech"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|Paylocity", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "However, Paylocity operates in the US market only"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|Rippling", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most ambitious product in the mid-market tier and priced accordingly"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|Namely", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Targeting mid-market companies of 50–350 employees"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|Gusto", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "companies that have outgrown Gusto or BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|BambooHR", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "companies that have outgrown Gusto or BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-m1|anthropic-small|Workday", "prompt": "c147-m1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "aren't ready for Workday"}, {"id": "mai-20260917-1657-smoke|c147-m1|challenger-small|HiBob", "prompt": "c147-m1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default pick, **HiBob** is the strongest *general* fit for a modern mid-market company"}, {"id": "mai-20260917-1657-smoke|c147-m1|challenger-small|Paylocity", "prompt": "c147-m1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paylocity** is a strong mid-market choice for companies that want a balance of HR, payroll, and employee experience"}, {"id": "mai-20260917-1657-smoke|c147-m1|challenger-small|BambooHR", "prompt": "c147-m1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want simplicity and strong core HR with lower implementation complexity"}, {"id": "mai-20260917-1657-smoke|c147-m1|challenger-small|Rippling", "prompt": "c147-m1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your B2B company is tech-forward and wants HR tightly integrated with IT and automation"}, {"id": "mai-20260917-1657-smoke|c147-m1|challenger-small|ADP Workforce Now", "prompt": "c147-m1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if payroll depth and a proven midsize-business suite matter most"}, {"id": "mai-20260917-1657-smoke|c147-m1|deepseek-small|Rippling", "prompt": "c147-m1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Rippling** is the strongest overall recommendation in 2026"}, {"id": "mai-20260917-1657-smoke|c147-m1|deepseek-small|ADP Workforce Now", "prompt": "c147-m1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP Workforce Now** for payroll-heavy needs"}, {"id": "mai-20260917-1657-smoke|c147-m1|deepseek-small|HiBob", "prompt": "c147-m1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose HiBob** if you have a **global, distributed B2B workforce**"}, {"id": "mai-20260917-1657-smoke|c147-m1|deepseek-small|BambooHR", "prompt": "c147-m1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **BambooHR** as the best \"simple and fast\" alternative"}, {"id": "mai-20260917-1657-smoke|c147-m1|deepseek-small|Paylocity", "prompt": "c147-m1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Paylocity** if you want a single vendor covering HR, payroll, and workforce management"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|Workday", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not have the massive budget or dedicated IT teams required to implement heavy enterprise platforms like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|SAP SuccessFactors", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not have the massive budget or dedicated IT teams required to implement heavy enterprise platforms like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|Rippling", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rippling is widely considered the gold standard"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|HiBob (Bob)", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B company prioritizes employee experience, retention, and performance management, HiBob is often the top pick."}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|ADP", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "it integrates with third-party payroll providers (like ADP or Paylocity)"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|Paylocity", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for US-Centric Compliance & Core Payroll ... Paylocity is highly reliable"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|BambooHR", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BambooHR is the easiest and most user-friendly transition"}, {"id": "mai-20260917-1657-smoke|c147-m1|google-small|Gusto", "prompt": "c147-m1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "graduate from spreadsheets or basic tools (like Gusto)"}, {"id": "mai-20260917-1657-smoke|c147-m1|meta-small|ADP Workforce Now", "prompt": "c147-m1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best HRIS for a mid-market B2B company is ADP Workforce Now, according to Forbes."}, {"id": "mai-20260917-1657-smoke|c147-m1|meta-small|Paylocity", "prompt": "c147-m1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Paylocity, HiBob, and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-m1|meta-small|HiBob", "prompt": "c147-m1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Paylocity, HiBob, and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-m1|meta-small|BambooHR", "prompt": "c147-m1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include Paylocity, HiBob, and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|ADP Workforce Now", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often rated as best for midsize businesses (4.0 stars). Strong payroll integration, scalable"}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|Workday", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive solution for mid-market and enterprise businesses"}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|HiBob", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern HRIS platform that's popular with growing B2B companies"}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|BambooHR", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BambooHR (great for SMB-mid market)"}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|Gusto", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gusto (simpler option for smaller mid-market companies)"}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|Paycom", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paycom (strong payroll features)"}, {"id": "mai-20260917-1657-smoke|c147-m1|minimax-small|Oracle PeopleSoft", "prompt": "c147-m1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Oracle PeopleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oracle PeopleSoft (more enterprise-focused)"}, {"id": "mai-20260917-1657-smoke|c147-m1|mistral-small|ADP Workforce Now", "prompt": "c147-m1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the best overall HRIS for midsize businesses"}, {"id": "mai-20260917-1657-smoke|c147-m1|mistral-small|Paylocity", "prompt": "c147-m1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly recommended for mid-market companies"}, {"id": "mai-20260917-1657-smoke|c147-m1|mistral-small|BambooHR", "prompt": "c147-m1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top choice for mid-sized companies"}, {"id": "mai-20260917-1657-smoke|c147-m1|mistral-small|HiBob", "prompt": "c147-m1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for culture-forward mid-market teams"}, {"id": "mai-20260917-1657-smoke|c147-m1|moonshot-small|Rippling", "prompt": "c147-m1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is likely your best bet"}, {"id": "mai-20260917-1657-smoke|c147-m1|moonshot-small|ADP Workforce Now", "prompt": "c147-m1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP Workforce Now** is the safer choice"}, {"id": "mai-20260917-1657-smoke|c147-m1|moonshot-small|BambooHR", "prompt": "c147-m1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ease of Use & Faster Implementation"}, {"id": "mai-20260917-1657-smoke|c147-m1|moonshot-small|Workday HCM", "prompt": "c147-m1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scaling to Enterprise"}, {"id": "mai-20260917-1657-smoke|c147-m1|moonshot-small|HiBob", "prompt": "c147-m1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**People-first culture & engagement** | **HiBob**"}, {"id": "mai-20260917-1657-smoke|c147-m1|openai-small|Rippling", "prompt": "c147-m1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single default pick** for a mid-market B2B company, I'd start with **Rippling**."}, {"id": "mai-20260917-1657-smoke|c147-m1|openai-small|HiBob HRIS", "prompt": "c147-m1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a modern HRIS with a strong employee experience and good fit for collaborative, often distributed teams"}, {"id": "mai-20260917-1657-smoke|c147-m1|openai-small|BambooHR", "prompt": "c147-m1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it's often more compelling for smaller or simpler orgs than for more complex mid-market needs"}, {"id": "mai-20260917-1657-smoke|c147-m1|openai-small|ADP Workforce Now", "prompt": "c147-m1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ADP Workforce Now** if payroll and compliance are the main concern."}, {"id": "mai-20260917-1657-smoke|c147-m1|xai-small|ADP Workforce Now", "prompt": "c147-m1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AI compliance tools, global support (140+ countries), onboarding automation; Forbes' top for midsize."}, {"id": "mai-20260917-1657-smoke|c147-m1|xai-small|Paylocity", "prompt": "c147-m1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If US-only, payroll-focused: ADP or Paylocity (proven for B2B compliance)."}, {"id": "mai-20260917-1657-smoke|c147-m1|xai-small|Rippling", "prompt": "c147-m1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified HR/payroll/IT (e.g., device mgmt), 600+ integrations; G2 leader for mid-market."}, {"id": "mai-20260917-1657-smoke|c147-m1|xai-small|BambooHR", "prompt": "c147-m1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If ease-of-use is priority: BambooHR (quick setup, high adoption)."}, {"id": "mai-20260917-1657-smoke|c147-m1|xai-small|UKG Pro", "prompt": "c147-m1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "#1 in Gartner NA mid-market use case; strong HCM for 1K+ employees."}, {"id": "mai-20260917-1657-smoke|c147-m1|xai-small|Workday", "prompt": "c147-m1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy like Workday unless >500 employees (too costly/complex for most mid-market)."}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|ADP Workforce Now", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **ADP Workforce Now** | ~$160/employee | Midsize + enterprise | Decades of payroll expertise, global compliance, AI-powered tools |"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|HiBob", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture‑first, multi‑country team:** HiBob"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|Rippling", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want a unified HR + IT + Finance stack:** Rippling"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|Personio", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Personio** | €7.60+/employee | European mid-market |"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|BambooHR", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best employee experience & easy to use:** BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|Paylocity", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Strong analytics + workflow automation:** Paylocity or Dayforce"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|Dayforce", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Strong analytics + workflow automation:** Paylocity or Dayforce"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|Workday HCM", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Workday HCM** | Custom (mid‑market tier) | Global, multi‑entity |"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|UKG Pro", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Hourly‑heavy, multi‑shift (retail, healthcare, manufacturing):** UKG Pro or Dayforce"}, {"id": "mai-20260917-1657-smoke|c147-m1|zai-small|Paycor", "prompt": "c147-m1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Balanced workforce, IT‑conscious:** Paycor or Paylocity"}, {"id": "mai-20260917-1657-smoke|c147-m2|alibaba-small|HiBob (Bob)", "prompt": "c147-m2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **HiBob (Bob)** ... HiBob is often the top pick for modern mid-market businesses."}, {"id": "mai-20260917-1657-smoke|c147-m2|alibaba-small|ADP Workforce Now", "prompt": "c147-m2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Payroll & Compliance Heavy Industries: **ADP Workforce Now**"}, {"id": "mai-20260917-1657-smoke|c147-m2|alibaba-small|BambooHR", "prompt": "c147-m2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Growth-Stage Startups/SMBs: **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-m2|anthropic-small|Paycor", "prompt": "c147-m2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Paycor** (Best overall for mid-sized B2B)"}, {"id": "mai-20260917-1657-smoke|c147-m2|anthropic-small|HiBob", "prompt": "c147-m2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market companies scaling globally often choose HiBob for its unified platform and ease of use"}, {"id": "mai-20260917-1657-smoke|c147-m2|anthropic-small|Workday HCM", "prompt": "c147-m2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better suited for larger mid-market companies (1,000+ employees) with complex needs"}, {"id": "mai-20260917-1657-smoke|c147-m2|anthropic-small|BambooHR", "prompt": "c147-m2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "widely cited as the default choice for SMB and lower mid-market organizations"}, {"id": "mai-20260917-1657-smoke|c147-m2|challenger-small|HiBob", "prompt": "c147-m2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob is the safest default pick for a mid-sized B2B company"}, {"id": "mai-20260917-1657-smoke|c147-m2|challenger-small|ADP Workforce Now", "prompt": "c147-m2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best alternative is **ADP Workforce Now** for stronger payroll, tax, time, and compliance capabilities"}, {"id": "mai-20260917-1657-smoke|c147-m2|challenger-small|Rippling", "prompt": "c147-m2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** is another strong option for mid-sized companies"}, {"id": "mai-20260917-1657-smoke|c147-m2|challenger-small|Paylocity", "prompt": "c147-m2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong if you want workflow automation, analytics, and a broader employee experience suite"}, {"id": "mai-20260917-1657-smoke|c147-m2|challenger-small|BambooHR", "prompt": "c147-m2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best for simplicity and clean HR administration, but less full-featured than the options above"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|Paylocity", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paylocity** — Best overall for most B2B mid-market teams"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|HiBob", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd **shortlist Paylocity** (modern, balanced, payroll-native) and **HiBob** (best UX and people analytics for knowledge workers"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|ADP Workforce Now", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex payroll/compliance needs"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|Ceridian Dayforce", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you also run frontline/sales-ops teams"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|Gusto", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for a pure B2B mid-market company - **Gusto / BambooHR** — Great for small teams (<100 employees) but typically too limited as you scale."}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|BambooHR", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid ... **Gusto / BambooHR** — ... typically too limited as you scale."}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|Workday", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Workday / SAP / Oracle** — Enterprise-grade, overkill and pricey"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|SAP", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Workday / SAP / Oracle** — Enterprise-grade, overkill and pricey"}, {"id": "mai-20260917-1657-smoke|c147-m2|deepseek-small|Oracle", "prompt": "c147-m2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Workday / SAP / Oracle** — Enterprise-grade, overkill and pricey"}, {"id": "mai-20260917-1657-smoke|c147-m2|google-small|Workday", "prompt": "c147-m2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without requiring a massive, year-long enterprise implementation like Workday"}, {"id": "mai-20260917-1657-smoke|c147-m2|google-small|Rippling", "prompt": "c147-m2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** is widely considered the gold standard for the mid-market"}, {"id": "mai-20260917-1657-smoke|c147-m2|google-small|HiBob", "prompt": "c147-m2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob** is an exceptional choice"}, {"id": "mai-20260917-1657-smoke|c147-m2|google-small|Paylocity", "prompt": "c147-m2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paylocity** is a highly competitive contender"}, {"id": "mai-20260917-1657-smoke|c147-m2|google-small|ADP Workforce Now", "prompt": "c147-m2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ADP Workforce Now** is the safest, most robust choice"}, {"id": "mai-20260917-1657-smoke|c147-m2|google-small|BambooHR", "prompt": "c147-m2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Honorable Mention... incredibly intuitive and easy to implement. However... you may quickly outgrow its features"}, {"id": "mai-20260917-1657-smoke|c147-m2|meta-small|BambooHR", "prompt": "c147-m2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is a recommended human capital management platform for mid-sized B2B companies"}, {"id": "mai-20260917-1657-smoke|c147-m2|meta-small|Workday", "prompt": "c147-m2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other platforms like Workday are also considered, but they are more suited for larger enterprises."}, {"id": "mai-20260917-1657-smoke|c147-m2|minimax-small|BambooHR", "prompt": "c147-m2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-m2|minimax-small|Workday", "prompt": "c147-m2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "though it's more enterprise-focused and expensive"}, {"id": "mai-20260917-1657-smoke|c147-m2|minimax-small|Rippling", "prompt": "c147-m2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern platform with strong IT automation capabilities, good for tech-forward B2B companies"}, {"id": "mai-20260917-1657-smoke|c147-m2|minimax-small|UKG (Ultimate Kronos)", "prompt": "c147-m2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for companies with complex workforce management needs or shift-based workers"}, {"id": "mai-20260917-1657-smoke|c147-m2|mistral-small|HiBob", "prompt": "c147-m2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HiBob** is a top choice"}, {"id": "mai-20260917-1657-smoke|c147-m2|mistral-small|Paylocity", "prompt": "c147-m2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more comprehensive all-in-one solution, consider **Paylocity** or **Ceridian Dayforce**"}, {"id": "mai-20260917-1657-smoke|c147-m2|mistral-small|BambooHR", "prompt": "c147-m2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If core HR and ease of use are your main concerns, **BambooHR** is a reliable option."}, {"id": "mai-20260917-1657-smoke|c147-m2|mistral-small|Ceridian Dayforce", "prompt": "c147-m2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Paylocity** or **Ceridian Dayforce**"}, {"id": "mai-20260917-1657-smoke|c147-m2|mistral-small|UKG Ready", "prompt": "c147-m2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular with mid-sized companies for its comprehensive workforce management"}, {"id": "mai-20260917-1657-smoke|c147-m2|moonshot-small|ADP Workforce Now", "prompt": "c147-m2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market: ADP Workforce Now"}, {"id": "mai-20260917-1657-smoke|c147-m2|moonshot-small|HiBob", "prompt": "c147-m2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider HiBob if you're growing rapidly and value modern UX"}, {"id": "mai-20260917-1657-smoke|c147-m2|moonshot-small|BambooHR", "prompt": "c147-m2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose BambooHR if you want simplicity and cost-effectiveness"}, {"id": "mai-20260917-1657-smoke|c147-m2|moonshot-small|UKG Pro", "prompt": "c147-m2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hourly/Shift-Based Workforces: UKG Pro"}, {"id": "mai-20260917-1657-smoke|c147-m2|moonshot-small|Workday HCM", "prompt": "c147-m2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Workday HCM** is generally **not recommended** for mid-sized companies"}, {"id": "mai-20260917-1657-smoke|c147-m2|openai-small|Workday GO", "prompt": "c147-m2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday GO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Workday GO**"}, {"id": "mai-20260917-1657-smoke|c147-m2|openai-small|UKG Ready", "prompt": "c147-m2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG Ready** is also a strong fit for midsize organizations"}, {"id": "mai-20260917-1657-smoke|c147-m2|openai-small|Dayforce", "prompt": "c147-m2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best single-platform alternative:** Dayforce"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|Rippling", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My pick: Start with Rippling** if you want automation across HR/IT/payroll"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|BambooHR", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend Rippling or BambooHR as top HCM platforms, depending on your priorities"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|Paylocity", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Paylocity** | Comprehensive mid-market suite |"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|ADP Workforce Now", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **ADP Workforce Now** | Payroll/compliance-heavy |"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|UKG", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not shift scheduling (where UKG shines but may overkill)"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|Workday", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise giants like Workday/SAP (too pricey/complex)"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|SAP", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise giants like Workday/SAP (too pricey/complex)"}, {"id": "mai-20260917-1657-smoke|c147-m2|xai-small|Gusto", "prompt": "c147-m2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid ... or small-biz only like Gusto."}, {"id": "mai-20260917-1657-smoke|c147-m2|zai-small|Paycor", "prompt": "c147-m2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Paycor** as the top HCM platform for a mid-sized B2B company"}, {"id": "mai-20260917-1657-smoke|c147-m2|zai-small|BambooHR", "prompt": "c147-m2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** – Best for simplicity and employee experience"}, {"id": "mai-20260917-1657-smoke|c147-m2|zai-small|ADP Workforce Now", "prompt": "c147-m2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Workforce Now** – Best for complex payroll requirements"}, {"id": "mai-20260917-1657-smoke|c147-m2|zai-small|Paylocity", "prompt": "c147-m2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paylocity** – Best for all-in-one functionality"}, {"id": "mai-20260917-1657-smoke|c147-m2|zai-small|HiBob (Bob)", "prompt": "c147-m2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HiBob (Bob)** – Best for culture-building and modern HR"}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|Workday", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Workday if you are a large enterprise needing robust, integrated HCM and advanced analytics."}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|Rippling", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Rippling if you want to unify HR, payroll, and IT management with powerful automation."}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|ADP Workforce Now", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ADP if payroll accuracy and compliance are your top priorities."}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|BambooHR", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose BambooHR if you need a simple, user-friendly system for basic HR record-keeping and recruiting."}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|UKG Pro (formerly Kronos)", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "UKG Pro is powerful for managing hourly workforces"}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|GoCo", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GoCo stands out for its modular, \"build-your-own\" approach and strong automation capabilities."}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|Deel HR", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Deel if your workforce is primarily remote or distributed globally."}, {"id": "mai-20260917-1657-smoke|c147-m3|alibaba-small|Gusto", "prompt": "c147-m3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Gusto if you are a small startup looking for an easy-to-use, all-in-one payroll and HR solution."}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|Workday", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is dominant in enterprise with deep HCM functionality, strong analytics, and global payroll"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|ADP Lyric", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Lyric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP's next-generation platform built on cloud-native microservices architecture, supports payroll in 75+ countries"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|Oracle", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "widely deployed for mid-market to large companies with strong payroll and good HRIS capabilities"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|Rippling", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modern unified platform covering HR, payroll, IT, and finance that's fast-growing with a developer-friendly API"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|Paycom", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for companies looking for tightly integrated HR software with minimal reliance on external vendors"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|BambooHR", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a leading choice for SMB to mid-market with strong employee experience and straightforward API"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|Gusto", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto is the best for benefits administration"}, {"id": "mai-20260917-1657-smoke|c147-m3|anthropic-small|Paychex", "prompt": "c147-m3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a dominant SMB payroll and HRIS platform with developer-friendly API"}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|BambooHR", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for small teams:** BambooHR or Gusto."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|Rippling", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for growth and automation:** Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|Workday", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for enterprise:** Workday or SAP SuccessFactors."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|Gusto", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for small teams:** BambooHR or Gusto."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|ADP Workforce Now", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong **payroll**, compliance, and reporting at scale."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|Deel", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for global hiring:** Deel."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|HiBob", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for culture/engagement:** HiBob."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|Paylocity", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasis on engagement and collaboration, not just admin."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|UKG Pro", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong workforce management and analytics for larger organizations."}, {"id": "mai-20260917-1657-smoke|c147-m3|challenger-small|SAP SuccessFactors", "prompt": "c147-m3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for enterprise:** Workday or SAP SuccessFactors."}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Workday", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprise, multiple systems to unify? → **Workday**"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|BambooHR", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** (better pure HR/employee experience)"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Rippling", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fast-growing SMB trying to scale? → **Rippling**"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Gusto", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small startup? → **Gusto** (simplest payroll + HR)"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|ADP Workforce Now", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market with heavy payroll needs? → **ADP Workforce Now**"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|UKG Pro", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**UKG Pro** — Best AI tools and workforce management"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Paylocity", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market with heavy payroll needs? → **ADP Workforce Now** or **Paylocity**"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Deel HR", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Operating globally/international teams? → **Deel HR**"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|HiBob", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "go with a people platform (BambooHR/HiBob)"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Oracle HCM Cloud", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise:** Workday, UKG Pro, Oracle HCM Cloud"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Namely", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mid-market:** ADP Workforce Now, Paylocity, HiBob, Namely"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|GoCo", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**SMB/Startups:** Gusto, BambooHR, GoCo, Deel HR"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Personio", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**People platform** (BambooHR, HiBob, Personio)"}, {"id": "mai-20260917-1657-smoke|c147-m3|deepseek-small|Uzio", "prompt": "c147-m3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Uzio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Uzio | $30/mo + $13/employee"}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|Rippling", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your HR team spends hours provisioning laptops and setting up software accounts, **Rippling** is a clear standout."}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|Paylocity", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Mid-market organizations looking for a feature-rich, all-in-one platform with robust workforce management."}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|BambooHR", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you need a platform employees actually enjoy logging into, **HiBob** or **BambooHR** is ideal"}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|Gusto", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto is a **payroll-first platform**... Best-in-class automated payroll interface and easy onboarding for small teams."}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|HiBob (Bob)", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HiBob** or **BambooHR** is ideal"}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|Deel", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are scaling globally and dealing with multi-country compliance, **Deel** is a strong fit"}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|ADP Workforce Now", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "complex multi-state enterprise operations will still gravitate toward **Workday** or **ADP**"}, {"id": "mai-20260917-1657-smoke|c147-m3|google-small|Workday HCM", "prompt": "c147-m3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Large enterprises and global corporations (1,000+ employees)."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Uzio", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Uzio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Rippling", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|BambooHR", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Gusto", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Zoho People", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Paycor", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Workday", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|Personio", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|HiBob", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|meta-small|TriNet", "prompt": "c147-m3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top HRIS platforms include Uzio, Rippling, BambooHR, Gusto, Zoho People, Paycor, Workday, Personio, HiBob, and TriNet."}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|Gusto", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best Overall"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|BambooHR", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** - Best for Employee Experience"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|Rippling", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** - Best for Growing Companies"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|Workday", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** - Best for Enterprises"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|ADP Workforce Now", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ADP Workforce Now** - Best for Medium-Sized Businesses"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|Deel HR", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deel HR** - Best for Global HR Management"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|UKG Pro (UltiPro)", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**UKG Pro (UltiPro)** - Best for Enterprise Analytics"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|TriNet", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**TriNet** | SMBs | Benefits administration"}, {"id": "mai-20260917-1657-smoke|c147-m3|minimax-small|Zenefits", "prompt": "c147-m3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Zenefits** | Small businesses | Benefits management"}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Workday", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workday** - **Best for:** Enterprises seeking comprehensive HCM (Human Capital Management) solutions."}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Rippling", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling stands out for its intuitive, user-friendly interface and the ability to automate HR and operational workflows."}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Oracle HCM Cloud", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers strong global capabilities, advanced analytics, and a wide range of modules"}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|ADP Workforce Now", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP is renowned for its payroll expertise, compliance support, and extensive benefits administration."}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|BambooHR", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR is praised for its user-friendly design, excellent customer support"}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Gusto", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gusto:** Best for small businesses"}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|UKG Pro (UltiPro)", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excels in enterprise HR analytics and payroll automation"}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Ceridian Dayforce", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong in performance management and employee feedback tools."}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Paycor", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for its payroll features and suitability for small to medium-sized businesses."}, {"id": "mai-20260917-1657-smoke|c147-m3|mistral-small|Deel HR", "prompt": "c147-m3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for global HR management, ideal for companies with international teams."}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Gusto", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Highest-rated overall, excellent for small businesses with salaried staff"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Rippling", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** - Best for growing companies and HR automation"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|BambooHR", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most user-friendly interface, best for employee well-being and applicant tracking"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Workday", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for enterprise performance management and unified HR/finance"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|UKG Pro", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for enterprise HR analytics and payroll automation"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|GoCo", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for employee record-keeping"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Paycor", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best combined payroll and HR for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Deel HR", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for global HR management and international teams"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|RemoFirst", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for teams in 170+ countries"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Justworks", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best customer support and integrated time tracking"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|ADP Workforce Now", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Most comprehensive, best for talent management"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Paycom", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best mobile payroll capabilities"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Ceridian Dayforce", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best for performance management and OKRs"}, {"id": "mai-20260917-1657-smoke|c147-m3|moonshot-small|Uzio", "prompt": "c147-m3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Uzio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Uzio offers cafeteria-style pricing (pick only what you need)"}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|Rippling", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best if you want a **unified platform** that combines **HR, payroll, IT, and compliance** in one system."}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|Workday", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for **larger organizations** that need **advanced workforce analytics, complex workflows, and enterprise-scale HCM**."}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|ADP Workforce Now", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for companies that want a **mature payroll + HR platform**"}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|Oracle Fusion Cloud HCM", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for **enterprise organizations** with **global operations** and complex HR structures."}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|SAP SuccessFactors", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also aimed at **large enterprises**, especially those that want broad HCM capabilities"}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|UKG", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for **hourly, shift-based, and workforce-management-heavy businesses**."}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|BambooHR", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for **small to mid-sized businesses** that want a **clean, easy-to-use HRIS**"}, {"id": "mai-20260917-1657-smoke|c147-m3|openai-small|Gusto", "prompt": "c147-m3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for **small businesses** that want **simple payroll, HR, and benefits** in one place"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Rippling", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (4.8) ... Stands out for automating HR/IT (e.g., device provisioning), ideal for distributed/tech teams"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|BambooHR", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ease of use, employee experience ... Intuitive UI/mobile app; strong onboarding/ATS"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Workday", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise HCM/analytics ... High cost/complex implementation (months)"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|ADP Workforce Now", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust payroll (140+ countries); compliance; integrations | Clunky UI; slower support"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Gusto", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple payroll + HR for small biz ... Easy benefits/payroll; US-focused; quick setup"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|UKG Pro", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Workforce mgmt/analytics ... Implementation-heavy; less intuitive"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Paycor", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Integrated payroll/HR ... Variable support; regional focus"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Paylocity", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mid-market culture/engagement ... Less global; customization needed"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Paycom", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paycom/Paycor (4.6)"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Oracle HCM", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise (Workday, UKG, Oracle HCM—not tabled but similar)"}, {"id": "mai-20260917-1657-smoke|c147-m3|xai-small|Deel", "prompt": "c147-m3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Rippling/Deel (table omitted) strong for international"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|BambooHR", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Clean, easy‑to‑use HRIS for <500 employees | BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Gusto", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HR + payroll in one simple platform for startups | Gusto"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Rippling", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unified HR, payroll, IT, and device management | Rippling"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Workday", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise‑scale, deep reporting, multi‑entity payroll | Workday"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|UKG Pro (UltiPro)", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workforce management, payroll automation, strong analytics | UKG Pro"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|ADP Workforce Now", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll‑centric, feature‑rich, flexible | ADP Workforce Now"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|SAP SuccessFactors", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integration with SAP ERP and global compliance | SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Paycor", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid‑market payroll + HR task management | Paycor"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Namely", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid‑market HR + payroll + culture focus | Namely"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Zenefits", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Extensive benefits administration | Zenefits"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Eddy", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Eddy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Small businesses / startups | BambooHR, Gusto, Zenefits, Eddy"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Oracle HCM Cloud", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise (500+) | Workday, UKG Pro, ADP Workforce Now, SAP SuccessFactors, Oracle HCM Cloud"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|15Five", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Performance & engagement | Workday, UKG Pro, 15Five (performance layer), Lattice"}, {"id": "mai-20260917-1657-smoke|c147-m3|zai-small|Lattice", "prompt": "c147-m3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Performance & engagement | Workday, UKG Pro, 15Five (performance layer), Lattice"}, {"id": "mai-20260917-1657-smoke|c147-m4|alibaba-small|Zoho People", "prompt": "c147-m4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Zoho People** ... is widely considered the top choice."}, {"id": "mai-20260917-1657-smoke|c147-m4|alibaba-small|Gusto", "prompt": "c147-m4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One (HR + Payroll): **Gusto** ... often the most cost-effective integrated solution for small businesses."}, {"id": "mai-20260917-1657-smoke|c147-m4|alibaba-small|TalentHR", "prompt": "c147-m4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Simple Entry-Level Option: **TalentHR**"}, {"id": "mai-20260917-1657-smoke|c147-m4|anthropic-small|Zoho People", "prompt": "c147-m4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People is the most affordable HRIS, with plans starting as low as $1.25 per employee per month"}, {"id": "mai-20260917-1657-smoke|c147-m4|anthropic-small|Gusto", "prompt": "c147-m4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is a top pick for small business HRIS thanks to its intuitive design, transparent pricing"}, {"id": "mai-20260917-1657-smoke|c147-m4|anthropic-small|Justworks", "prompt": "c147-m4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks is an affordable PEO offering payroll, benefits, HR, and compliance support"}, {"id": "mai-20260917-1657-smoke|c147-m4|anthropic-small|BambooHR", "prompt": "c147-m4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR shines in onboarding, engagement, and performance management... though payroll and benefits tools are paid add-ons"}, {"id": "mai-20260917-1657-smoke|c147-m4|anthropic-small|Paychex Flex", "prompt": "c147-m4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paychex Flex, BambooHR, and Gusto are built specifically for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-m4|challenger-small|Zoho People", "prompt": "c147-m4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best HRIS is usually **Zoho People** because it has a **free tier**"}, {"id": "mai-20260917-1657-smoke|c147-m4|challenger-small|Gusto", "prompt": "c147-m4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you also need **payroll + HR** in one system, ... though it is typically pricier than Zoho People"}, {"id": "mai-20260917-1657-smoke|c147-m4|challenger-small|BambooHR", "prompt": "c147-m4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a stronger **premium small-business** option, but not the best fit if budget is the main constraint"}, {"id": "mai-20260917-1657-smoke|c147-m4|deepseek-small|Zoho People", "prompt": "c147-m4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the **smallest budgets**, start with **Zoho People** (free up to 5 employees, then $1.25/employee) or **Deel HR** (free entirely)"}, {"id": "mai-20260917-1657-smoke|c147-m4|deepseek-small|Deel HR", "prompt": "c147-m4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Zoho People** ... or **Deel HR** (free entirely)"}, {"id": "mai-20260917-1657-smoke|c147-m4|deepseek-small|Paycom", "prompt": "c147-m4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Paycom** — *Best Free Tier* - Offers free access/tier for basic HR functions"}, {"id": "mai-20260917-1657-smoke|c147-m4|deepseek-small|Paylocity", "prompt": "c147-m4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paylocity** or **BambooHR** offer the best value-to-feature ratio"}, {"id": "mai-20260917-1657-smoke|c147-m4|deepseek-small|BambooHR", "prompt": "c147-m4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worth it if you have a bit more budget but still want affordability"}, {"id": "mai-20260917-1657-smoke|c147-m4|google-small|Deel HR", "prompt": "c147-m4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a **100% free directory and PTO tracker** for a growing team: Go with **Deel HR**."}, {"id": "mai-20260917-1657-smoke|c147-m4|google-small|TalentHR", "prompt": "c147-m4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a **very small team (under 10 people)** and want an incredibly easy setup: Start on **TalentHR's** free tier."}, {"id": "mai-20260917-1657-smoke|c147-m4|google-small|Zoho People", "prompt": "c147-m4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The user interface is functional but clunky, and the learning curve is steeper than modern, premium competitors."}, {"id": "mai-20260917-1657-smoke|c147-m4|google-small|OnPay", "prompt": "c147-m4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **all-in-one payroll, taxes, and HR** on a tight budget: Go with **OnPay** or **Gusto**."}, {"id": "mai-20260917-1657-smoke|c147-m4|google-small|Gusto", "prompt": "c147-m4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gusto (Simple Plan) — Best User Experience"}, {"id": "mai-20260917-1657-smoke|c147-m4|google-small|Homebase", "prompt": "c147-m4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Local, brick-and-mortar small businesses with shifts and hourly workers."}, {"id": "mai-20260917-1657-smoke|c147-m4|meta-small|Rippling", "prompt": "c147-m4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best HRIS for a company with a limited budget is Rippling"}, {"id": "mai-20260917-1657-smoke|c147-m4|meta-small|Gusto", "prompt": "c147-m4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Gusto and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-m4|meta-small|BambooHR", "prompt": "c147-m4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Gusto and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-m4|minimax-small|Zoho People", "prompt": "c147-m4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People — Best Overall Budget Choice"}, {"id": "mai-20260917-1657-smoke|c147-m4|minimax-small|Gusto", "prompt": "c147-m4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need payroll included, Gusto offers the best value for small businesses"}, {"id": "mai-20260917-1657-smoke|c147-m4|minimax-small|BambooHR", "prompt": "c147-m4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For the best overall feature-to-price ratio, BambooHR is worth the slightly higher investment."}, {"id": "mai-20260917-1657-smoke|c147-m4|mistral-small|Zoho People", "prompt": "c147-m4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** is often considered the most affordable HRIS option"}, {"id": "mai-20260917-1657-smoke|c147-m4|mistral-small|Gusto", "prompt": "c147-m4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **Gusto** and **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-m4|mistral-small|BambooHR", "prompt": "c147-m4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options include **Gusto** and **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-m4|moonshot-small|Zoho People", "prompt": "c147-m4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** – Best Overall for Budget"}, {"id": "mai-20260917-1657-smoke|c147-m4|moonshot-small|Homebase", "prompt": "c147-m4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** – Good for Hourly Workforces"}, {"id": "mai-20260917-1657-smoke|c147-m4|moonshot-small|Gusto", "prompt": "c147-m4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** – Best All-in-One Value"}, {"id": "mai-20260917-1657-smoke|c147-m4|moonshot-small|Odoo", "prompt": "c147-m4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Odoo** – Open-Source Option"}, {"id": "mai-20260917-1657-smoke|c147-m4|moonshot-small|Deel", "prompt": "c147-m4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deel** – For Remote/International Teams"}, {"id": "mai-20260917-1657-smoke|c147-m4|openai-small|Gusto", "prompt": "c147-m4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is usually the best value for a U.S.-based small business"}, {"id": "mai-20260917-1657-smoke|c147-m4|openai-small|Zoho People", "prompt": "c147-m4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho People is often worth a look, but I'd only recommend it if you're okay assembling pieces yourself"}, {"id": "mai-20260917-1657-smoke|c147-m4|openai-small|BambooHR", "prompt": "c147-m4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BambooHR is excellent, but its pricing starts at $10 per employee/month for Core and can get expensive as headcount grows"}, {"id": "mai-20260917-1657-smoke|c147-m4|xai-small|Zoho People", "prompt": "c147-m4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People stands out as the top HRIS recommendation for companies on a limited budget.**"}, {"id": "mai-20260917-1657-smoke|c147-m4|xai-small|Gusto", "prompt": "c147-m4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need US payroll/taxes, lean Gusto."}, {"id": "mai-20260917-1657-smoke|c147-m4|xai-small|TalentHR", "prompt": "c147-m4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for up to 10 users (freemium) | Startups needing applicant tracking + basic HR"}, {"id": "mai-20260917-1657-smoke|c147-m4|xai-small|Deel HR", "prompt": "c147-m4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free core HR (payroll/contractor fees extra) | Global/remote teams"}, {"id": "mai-20260917-1657-smoke|c147-m4|xai-small|BambooHR", "prompt": "c147-m4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less budget-friendly for <10 people due to minimums."}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Zoho People", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People – Best Overall for a Tight Budget"}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Gusto", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto – Best Integrated Payroll + HR for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|BambooHR", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR – Best All‑Round Dedicated HRIS"}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Rippling", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rippling (note the higher total cost)"}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|OnPay", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OnPay – Simple, Flat Pricing Payroll‑Centric Choice"}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Eddy", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Eddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Eddy – Best for Hourly/Shift‑Based Teams"}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Homebase", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for hourly teams; limited to one location."}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Jibble", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not a full HRIS; useful as a supplement."}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|OrangeHRM Starter", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "OrangeHRM Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self‑hosted or SaaS; more technical setup."}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|HRLocker", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "HRLocker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Under 5 employees | Employee records, holidays, documents, basic reporting | No support on free plan."}, {"id": "mai-20260917-1657-smoke|c147-m4|zai-small|Alexia.ai", "prompt": "c147-m4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Alexia.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Alexia.ai – Emerging Free Tier Option"}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|ADP", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**integration** with ADP, Gusto, Paylocity, UKG, etc."}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|Gusto", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "integration** with ADP, Gusto, Paylocity, UKG, etc."}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|Paylocity", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ADP, Gusto, Paylocity, UKG, etc."}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|UKG", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ADP, Gusto, Paylocity, UKG, etc."}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|BambooHR", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "At 500 employees, some tools like BambooHR can hit limits—confirm growth path to 1,000+"}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|HiBob", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist tools built for your 500-employee mid-market tier (e.g., HiBob, HR Cloud, Rippling, BambooHR, etc.)"}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|HR Cloud", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., HiBob, HR Cloud, Rippling, BambooHR, etc."}, {"id": "mai-20260917-1657-smoke|c147-m5|deepseek-small|Rippling", "prompt": "c147-m5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., HiBob, HR Cloud, Rippling, BambooHR, etc."}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Gusto", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You have outgrown basic, startup-focused HR software (like standard Gusto or entry-tier BambooHR)"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|BambooHR", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You have outgrown basic, startup-focused HR software (like standard Gusto or entry-tier BambooHR)"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Workday", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not yet large enough to justify the multi-million-dollar cost, complex administration, and year-long implementation of heavy enterprise systems like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|SAP SuccessFactors", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not yet large enough to justify the multi-million-dollar cost ... like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Rippling", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Currently a dominant player in this market segment. ... it is the gold standard for fusing HR, IT, and Finance ... Rippling is unparalleled"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|HiBob (Bob)", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly flexible, global HR platform. ... Bob is a top choice."}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|ADP Workforce Now", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Why they fit: If you are in a highly regulated, US-centric industry with a large hourly, shift-based, or manufacturing workforce"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Paycor", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ADP Workforce Now / Paycor / Paylocity ... if you are in a highly regulated, US-centric industry"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Paylocity", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ADP Workforce Now / Paycor / Paylocity ... Their user interfaces and implementation timelines are typically longer"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Leapsome", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If your primary focus is employee retention, robust 360-degree feedback, goal-setting (OKRs), and structured learning management"}, {"id": "mai-20260917-1657-smoke|c147-m5|google-small|Lattice", "prompt": "c147-m5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Leapsome / Lattice ... Many mid-market companies use these platforms either as an HRIS or heavily integrated with a core payroll system."}, {"id": "mai-20260917-1657-smoke|c147-m5|mistral-small|Workday", "prompt": "c147-m5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider top HRIS platforms like Workday, BambooHR, UKG, ADP Workforce Now, Paycom, or Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m5|mistral-small|BambooHR", "prompt": "c147-m5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider top HRIS platforms like Workday, BambooHR, UKG, ADP Workforce Now, Paycom, or Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m5|mistral-small|UKG", "prompt": "c147-m5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider top HRIS platforms like Workday, BambooHR, UKG, ADP Workforce Now, Paycom, or Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m5|mistral-small|ADP Workforce Now", "prompt": "c147-m5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider top HRIS platforms like Workday, BambooHR, UKG, ADP Workforce Now, Paycom, or Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m5|mistral-small|Paycom", "prompt": "c147-m5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider top HRIS platforms like Workday, BambooHR, UKG, ADP Workforce Now, Paycom, or Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m5|mistral-small|Rippling", "prompt": "c147-m5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider top HRIS platforms like Workday, BambooHR, UKG, ADP Workforce Now, Paycom, or Rippling."}, {"id": "mai-20260917-1657-smoke|c147-m5|xai-small|ADP Workforce Now", "prompt": "c147-m5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on platforms like ADP Workforce Now, BambooHR, Rippling, Workday, or UKG that handle this scale well"}, {"id": "mai-20260917-1657-smoke|c147-m5|xai-small|BambooHR", "prompt": "c147-m5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BambooHR | $6-12/emp/mo | SMB-friendly, add-ons extra."}, {"id": "mai-20260917-1657-smoke|c147-m5|xai-small|Rippling", "prompt": "c147-m5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "track record at your scale (e.g., Rippling excels here)"}, {"id": "mai-20260917-1657-smoke|c147-m5|xai-small|Workday", "prompt": "c147-m5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on platforms like ADP Workforce Now, BambooHR, Rippling, Workday, or UKG"}, {"id": "mai-20260917-1657-smoke|c147-m5|xai-small|UKG", "prompt": "c147-m5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on platforms like ADP Workforce Now, BambooHR, Rippling, Workday, or UKG that handle this scale well"}, {"id": "mai-20260917-1657-smoke|c147-m5|xai-small|Gusto", "prompt": "c147-m5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gusto | $40/base + $6/emp | Payroll-focused."}, {"id": "mai-20260917-1657-smoke|c147-m5|zai-small|Personio", "prompt": "c147-m5", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ensure robust compliance features (e.g., Personio, Workday for EU/Global)"}, {"id": "mai-20260917-1657-smoke|c147-m5|zai-small|Workday", "prompt": "c147-m5", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ensure robust compliance features (e.g., Personio, Workday for EU/Global)"}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|PeopleSoft", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid:** **PeopleSoft**, **Lawson** (now Infor), and **JD Edwards**."}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|Lawson", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Lawson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to Avoid:** **PeopleSoft**, **Lawson** (now Infor), and **JD Edwards**."}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|JD Edwards", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "JD Edwards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Platforms to Avoid:** **PeopleSoft**, **Lawson** (now Infor), and **JD Edwards**."}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|Workday", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Platforms to Be Cautious About:** **Workday**, **SAP SuccessFactors**, and **Oracle HCM Cloud**."}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|SAP SuccessFactors", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Platforms to Be Cautious About:** **Workday**, **SAP SuccessFactors**, and **Oracle HCM Cloud**."}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|Oracle HCM Cloud", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Platforms to Be Cautious About:** **Workday**, **SAP SuccessFactors**, and **Oracle HCM Cloud**."}, {"id": "mai-20260917-1657-smoke|c147-m6|alibaba-small|BambooHR", "prompt": "c147-m6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Watch BambooHR:** Use it for startups, but know when to upgrade."}, {"id": "mai-20260917-1657-smoke|c147-m6|anthropic-small|ADP Workforce Now", "prompt": "c147-m6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sentiment skews strongly negative at roughly 70 to 85 percent negative, with common themes including a clunky interface, difficult implementations"}, {"id": "mai-20260917-1657-smoke|c147-m6|anthropic-small|Namely", "prompt": "c147-m6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Feedback skews negative at roughly 60 to 80 percent negative"}, {"id": "mai-20260917-1657-smoke|c147-m6|anthropic-small|Zoho People", "prompt": "c147-m6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sentiment trends negative at roughly 60 to 75 percent negative"}, {"id": "mai-20260917-1657-smoke|c147-m6|anthropic-small|UKG Ready", "prompt": "c147-m6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Has received mostly negative feedback from users, with frequent complaints about the app's poor performance"}, {"id": "mai-20260917-1657-smoke|c147-m6|anthropic-small|SAP SuccessFactors", "prompt": "c147-m6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Implementation complexity ranks as the top concern, requiring significant consulting resources"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|ADP", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with payroll-heavy providers like ADP, Paycom, Paycor, and Paylocity if payroll accuracy, tax handling, or support responsiveness are critical"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|Paycom", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with payroll-heavy providers like ADP, Paycom, Paycor, and Paylocity"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|Paycor", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with payroll-heavy providers like ADP, Paycom, Paycor, and Paylocity"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|Paylocity", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with payroll-heavy providers like ADP, Paycom, Paycor, and Paylocity"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|UKG", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with UKG if you have a smaller team or need highly responsive support"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|Oracle", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid/pay extra scrutiny for enterprise suites like Workday, SAP SuccessFactors, and Oracle if you are a smaller or mid-sized company"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|Workday", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid/pay extra scrutiny for enterprise suites like Workday, SAP SuccessFactors, and Oracle"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|SAP", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid/pay extra scrutiny for enterprise suites like Workday, SAP SuccessFactors, and Oracle"}, {"id": "mai-20260917-1657-smoke|c147-m6|challenger-small|Namely", "prompt": "c147-m6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Treat Namely cautiously unless you have verified it fits your workflow"}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|Paycom", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often cited as the **most disappointing** by HR professionals... **Payroll/tax errors** are the dominant complaint"}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|ADP Workforce Now", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Possibly the most widely criticized for **user experience and support**."}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|Paycor", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently called out in \"crappy HRIS\" discussions... \"Paycor is absolute trash\""}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|Paychex", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Often grouped with ADP/Paycor as a vendor to \"avoid like the plague\" in practitioner threads"}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|Oracle Taleo (now Oracle Talent Management Cloud)", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle Taleo (now Oracle Talent Management Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less \"dangerous\" but falls short on modern UX."}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|UKG (Pro/Dimensions, formerly Kronos/Ultimate)", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG (Pro/Dimensions, formerly Kronos/Ultimate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A \"beast\" that's powerful but support-heavy \\u2014 results are mixed"}, {"id": "mai-20260917-1657-smoke|c147-m6|deepseek-small|BambooHR", "prompt": "c147-m6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "HR-first tools (BambooHR) tend to be weaker on complex payroll/tax"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|Paycom", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Paycom: Exercise Caution Regarding Modules and Integrations"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|Paylocity", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Paylocity: Exercise Caution Regarding Customer Support & Stability"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|ADP Workforce Now", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ADP Workforce Now: Exercise Caution Regarding UI & Legacy Clunkiness"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|UKG Ready", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "UKG Ready: Exercise Caution Regarding Setup Complexity & Dated UI"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|UKG Pro", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UKG Pro is a powerful enterprise tool"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|Gusto", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid or prepare to move off of it if you have crossed 150+ employees"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|BambooHR", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid if you are a larger enterprise"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|Workday", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid completely if you are a growing mid-market company (under 1,000 employees)"}, {"id": "mai-20260917-1657-smoke|c147-m6|google-small|SAP SuccessFactors", "prompt": "c147-m6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid completely if you are a growing mid-market company (under 1,000 employees)"}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|Workday", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "there are several HRIS platforms that users have expressed caution or dissatisfaction with"}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|SAP", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These platforms have been mentioned in various Reddit threads as being problematic or having significant issues."}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|ADP", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These platforms have been mentioned in various Reddit threads as being problematic or having significant issues."}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|Paycor", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These platforms have been mentioned in various Reddit threads as being problematic or having significant issues."}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|UKG", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These platforms have been mentioned in various Reddit threads as being problematic or having significant issues."}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|Paylocity", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These platforms have been mentioned in various Reddit threads as being problematic or having significant issues."}, {"id": "mai-20260917-1657-smoke|c147-m6|meta-small|Namely", "prompt": "c147-m6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These platforms have been mentioned in various Reddit threads as being problematic or having significant issues."}, {"id": "mai-20260917-1657-smoke|c147-m6|minimax-small|UKG", "prompt": "c147-m6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Multiple users reported issues with customer support and encountered more problems than with other systems."}, {"id": "mai-20260917-1657-smoke|c147-m6|minimax-small|Paycom", "prompt": "c147-m6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Several HR professionals specifically recommended avoiding Paycom"}, {"id": "mai-20260917-1657-smoke|c147-m6|minimax-small|Paycor", "prompt": "c147-m6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "One user described their experience as \"absolute trash\""}, {"id": "mai-20260917-1657-smoke|c147-m6|mistral-small|ADP", "prompt": "c147-m6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many users advise avoiding ADP altogether due to ongoing frustrations post-implementation."}, {"id": "mai-20260917-1657-smoke|c147-m6|mistral-small|Paychex", "prompt": "c147-m6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often grouped with ADP as problematic, with users reporting issues similar to those experienced with ADP."}, {"id": "mai-20260917-1657-smoke|c147-m6|mistral-small|Paycor", "prompt": "c147-m6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Several HR professionals advise against using Paycor."}, {"id": "mai-20260917-1657-smoke|c147-m6|mistral-small|PAYCOM", "prompt": "c147-m6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "PAYCOM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Known for a closed API, making integrations difficult and expensive. Users also report poor customer service"}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|Paycor", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple sources indicate significant concerns: **Customer service issues**: Described as \"awful,\""}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|UKG (Ultimate Kronos Group)", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tax service problems... active class action lawsuit regarding these issues"}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|ADP", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Described as \"clunky and not user friendly\""}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|Personio", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Bug-ridden platform... Terrible customer service"}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|Workday", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ERP integration limitations... Not ideal for very small companies"}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|SAP SuccessFactors", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally well-regarded but have **high complexity** and **long implementation timelines**"}, {"id": "mai-20260917-1657-smoke|c147-m6|moonshot-small|Oracle HCM", "prompt": "c147-m6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally well-regarded but have **high complexity** and **long implementation timelines**"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Paycom", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Strongly Avoid or High Caution... **Paycom**: Heavy criticism for poor customer support"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Paycor", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Notorious for bad support (long waits, unhelpful reps), hidden fees/price hikes"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|ADP (Workforce Now)", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP (Workforce Now)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Clunky/outdated UI, terrible implementation/support (months for resolutions, wrong advice)"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Namely", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious With: **Namely**: Service reps lacking knowledge, lost tickets, months for fixes"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Paylocity", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tax/payroll issues (W-2 errors, state filings), poor support during crises"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Paychex", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Payroll-First Systems Generally (e.g., some older Paychex/UKG variants): deceptive sales, hidden costs"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|UKG", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some older Paychex/UKG variants): BambooHR articles note deceptive sales, hidden costs, IRS penalty risks"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Workday", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "12-18 month delays for enterprise like Workday"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|Rippling", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "highly rated: Rippling 4.8/5"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|BambooHR", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "BambooHR 4.4/5"}, {"id": "mai-20260917-1657-smoke|c147-m6|xai-small|HiBob", "prompt": "c147-m6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "HiBob 4.5/5 for fewer complaints"}, {"id": "mai-20260917-1657-smoke|c147-m6|zai-small|ADP Workforce Now", "prompt": "c147-m6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to be cautious about include: ADP Workforce Now: Users frequently report that the system is clunky and not user-friendly... Why avoid them?"}, {"id": "mai-20260917-1657-smoke|c147-m6|zai-small|UKG (UltiPro / Kronos)", "prompt": "c147-m6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG (UltiPro / Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "UKG (UltiPro / Kronos): Since the merger, users have expressed frustration regarding integration issues... Why avoid them?"}, {"id": "mai-20260917-1657-smoke|c147-s1|alibaba-small|Gusto", "prompt": "c147-s1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is getting paid correctly, on benefits, and remaining compliant without hiring an HR department, **Gusto** is generally the winner."}, {"id": "mai-20260917-1657-smoke|c147-s1|alibaba-small|BambooHR", "prompt": "c147-s1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B business is heavy on headcount growth and you have a dedicated People/HR person, **BambooHR** is the market leader."}, {"id": "mai-20260917-1657-smoke|c147-s1|alibaba-small|Rippling", "prompt": "c147-s1", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** is increasingly becoming the favorite for growing startups."}, {"id": "mai-20260917-1657-smoke|c147-s1|anthropic-small|BambooHR", "prompt": "c147-s1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BambooHR** - Known for user-friendly interface and strong support"}, {"id": "mai-20260917-1657-smoke|c147-s1|anthropic-small|Guidepoint", "prompt": "c147-s1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Guidepoint** - Good for small to mid-sized businesses"}, {"id": "mai-20260917-1657-smoke|c147-s1|anthropic-small|Namely", "prompt": "c147-s1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Namely** - Offers culture-focused features"}, {"id": "mai-20260917-1657-smoke|c147-s1|anthropic-small|Rippling", "prompt": "c147-s1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling** - All-in-one platform combining HR, IT, and payroll"}, {"id": "mai-20260917-1657-smoke|c147-s1|anthropic-small|ADP Run", "prompt": "c147-s1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ADP Run** - Payroll-focused with HR features"}, {"id": "mai-20260917-1657-smoke|c147-s1|anthropic-small|Zenefits", "prompt": "c147-s1", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zenefits** - Simple interface with benefits management"}, {"id": "mai-20260917-1657-smoke|c147-s1|challenger-small|BambooHR", "prompt": "c147-s1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is the safest default choice because it is repeatedly described as a leading, easy-to-implement HRIS"}, {"id": "mai-20260917-1657-smoke|c147-s1|challenger-small|Gusto", "prompt": "c147-s1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto**: Best if you need an easy all-in-one tool for HR and payroll"}, {"id": "mai-20260917-1657-smoke|c147-s1|challenger-small|ADP RUN", "prompt": "c147-s1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "single out **ADP RUN** as a strong option for companies under 50 employees"}, {"id": "mai-20260917-1657-smoke|c147-s1|challenger-small|Rippling", "prompt": "c147-s1", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling**: Best if you expect rapid growth or want HR plus IT automation in one platform."}, {"id": "mai-20260917-1657-smoke|c147-s1|deepseek-small|Gusto", "prompt": "c147-s1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best for 1–50 employees ... **Under 30 employees & want payroll handled:** → **Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-s1|deepseek-small|BambooHR", "prompt": "c147-s1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**25–100 employees, need HR depth (onboarding, performance, reporting):** → **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s1|deepseek-small|Rippling", "prompt": "c147-s1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tech/SaaS B2B company, remote team, IT + HR alignment matters:** → **Rippling**"}, {"id": "mai-20260917-1657-smoke|c147-s1|deepseek-small|HiBob", "prompt": "c147-s1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **HiBob** | Modern people management (75–300) | ❌ No | Custom quote |"}, {"id": "mai-20260917-1657-smoke|c147-s1|deepseek-small|Paychex Flex", "prompt": "c147-s1", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Paychex Flex** | Payroll-first simplicity (10–150) | ✅ Yes | ~$39/mo + $5/person |"}, {"id": "mai-20260917-1657-smoke|c147-s1|google-small|Rippling", "prompt": "c147-s1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is widely considered the gold standard"}, {"id": "mai-20260917-1657-smoke|c147-s1|google-small|Gusto", "prompt": "c147-s1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your team is 1–15 people:** Go with **Gusto**. It's cheap, incredibly easy to set up, and handles payroll flawlessly."}, {"id": "mai-20260917-1657-smoke|c147-s1|google-small|Deel", "prompt": "c147-s1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are hiring across international borders:** Go with **Deel**."}, {"id": "mai-20260917-1657-smoke|c147-s1|google-small|BambooHR", "prompt": "c147-s1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** offers an excellent, clean applicant tracking system (ATS) and beautiful employee directories"}, {"id": "mai-20260917-1657-smoke|c147-s1|google-small|HiBob", "prompt": "c147-s1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HiBob (Bob)** acts almost like a modern company intranet"}, {"id": "mai-20260917-1657-smoke|c147-s1|google-small|Justworks", "prompt": "c147-s1", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your priority is offering the absolute best healthcare benefits to US employees:** Go with **Justworks**."}, {"id": "mai-20260917-1657-smoke|c147-s1|meta-small|BambooHR", "prompt": "c147-s1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely to be one of the following: BambooHR, Gusto, GoCo, or Zenefits"}, {"id": "mai-20260917-1657-smoke|c147-s1|meta-small|Gusto", "prompt": "c147-s1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "likely to be one of the following: BambooHR, Gusto, GoCo, or Zenefits"}, {"id": "mai-20260917-1657-smoke|c147-s1|meta-small|GoCo", "prompt": "c147-s1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "likely to be one of the following: BambooHR, Gusto, GoCo, or Zenefits"}, {"id": "mai-20260917-1657-smoke|c147-s1|meta-small|Zenefits", "prompt": "c147-s1", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "likely to be one of the following: BambooHR, Gusto, GoCo, or Zenefits"}, {"id": "mai-20260917-1657-smoke|c147-s1|minimax-small|BambooHR", "prompt": "c147-s1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** or **Gusto** would be the strongest choices"}, {"id": "mai-20260917-1657-smoke|c147-s1|minimax-small|Gusto", "prompt": "c147-s1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** or **Gusto** would be the strongest choices"}, {"id": "mai-20260917-1657-smoke|c147-s1|minimax-small|ADP", "prompt": "c147-s1", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you anticipate rapid growth, ADP offers more scalability."}, {"id": "mai-20260917-1657-smoke|c147-s1|mistral-small|BambooHR", "prompt": "c147-s1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as the best overall HRIS for small businesses due to its intuitive interface"}, {"id": "mai-20260917-1657-smoke|c147-s1|mistral-small|Gusto", "prompt": "c147-s1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its simplicity and integrated payroll, making it a great fit for small B2B companies"}, {"id": "mai-20260917-1657-smoke|c147-s1|mistral-small|GoCo", "prompt": "c147-s1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers flexibility and automation, ideal for businesses that want to customize their HR processes"}, {"id": "mai-20260917-1657-smoke|c147-s1|mistral-small|Zenefits", "prompt": "c147-s1", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides a comprehensive suite of HR tools, including benefits administration and compliance"}, {"id": "mai-20260917-1657-smoke|c147-s1|moonshot-small|Gusto", "prompt": "c147-s1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** – Best Overall for Small B2B Companies"}, {"id": "mai-20260917-1657-smoke|c147-s1|moonshot-small|BambooHR", "prompt": "c147-s1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** – Best for HR-First Approach"}, {"id": "mai-20260917-1657-smoke|c147-s1|moonshot-small|Rippling", "prompt": "c147-s1", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** – Best for Tech-Savvy & Scaling B2B Companies"}, {"id": "mai-20260917-1657-smoke|c147-s1|openai-small|BambooHR", "prompt": "c147-s1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around HRIS is usually **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s1|openai-small|Gusto", "prompt": "c147-s1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** — best if you want HRIS tightly bundled with **payroll**"}, {"id": "mai-20260917-1657-smoke|c147-s1|openai-small|Rippling", "prompt": "c147-s1", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** — best if you expect to grow fast"}, {"id": "mai-20260917-1657-smoke|c147-s1|xai-small|BambooHR", "prompt": "c147-s1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Go BambooHR** for pure HR tools (tracking, engagement) without heavy payroll reliance"}, {"id": "mai-20260917-1657-smoke|c147-s1|xai-small|Gusto", "prompt": "c147-s1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Gusto** if you're <50 people, US-focused, and payroll/benefits are top needs—cheapest entry, highest ease-of-use scores."}, {"id": "mai-20260917-1657-smoke|c147-s1|xai-small|Rippling", "prompt": "c147-s1", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rippling** if B2B means tech-savvy ... highest ratings overall, scales well."}, {"id": "mai-20260917-1657-smoke|c147-s1|zai-small|Gusto", "prompt": "c147-s1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under 50 employees: Gusto or BambooHR are top picks (highly rated for usability and simplicity)."}, {"id": "mai-20260917-1657-smoke|c147-s1|zai-small|BambooHR", "prompt": "c147-s1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Under 50 employees: Gusto or BambooHR are top picks"}, {"id": "mai-20260917-1657-smoke|c147-s1|zai-small|Rippling", "prompt": "c147-s1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want HR + IT automation: **Rippling**"}, {"id": "mai-20260917-1657-smoke|c147-s1|zai-small|Zenefits", "prompt": "c147-s1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need payroll + benefits + compliance support: **Zenefits** or **Paychex Flex**"}, {"id": "mai-20260917-1657-smoke|c147-s1|zai-small|Paychex Flex", "prompt": "c147-s1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need payroll + benefits + compliance support: **Zenefits** or **Paychex Flex**"}, {"id": "mai-20260917-1657-smoke|c147-s1|zai-small|Zoho People", "prompt": "c147-s1", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want the lowest entry cost: **Zoho People**"}, {"id": "mai-20260917-1657-smoke|c147-s2|alibaba-small|Gusto", "prompt": "c147-s2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Gusto** as the primary choice"}, {"id": "mai-20260917-1657-smoke|c147-s2|alibaba-small|BambooHR", "prompt": "c147-s2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative for Pure People Ops: BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-s2|alibaba-small|Rippling", "prompt": "c147-s2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Integrated Teams: Rippling ... slightly more expensive than Gusto"}, {"id": "mai-20260917-1657-smoke|c147-s2|alibaba-small|ADP", "prompt": "c147-s2", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you prefer a dedicated payroll provider (like ADP), go with **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s2|anthropic-small|BambooHR", "prompt": "c147-s2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some generally well-regarded HCM platforms for small businesses include: **BambooHR** - Known for ease of use and strong HR features for small teams"}, {"id": "mai-20260917-1657-smoke|c147-s2|anthropic-small|Guidepoint", "prompt": "c147-s2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Guidepoint** - Offers core HR, payroll, and benefits in one platform"}, {"id": "mai-20260917-1657-smoke|c147-s2|anthropic-small|Justworks", "prompt": "c147-s2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Justworks** - All-in-one platform with payroll, benefits, compliance"}, {"id": "mai-20260917-1657-smoke|c147-s2|anthropic-small|ADP Run", "prompt": "c147-s2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "ADP Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP Run** - Solid payroll and HR features with good scalability"}, {"id": "mai-20260917-1657-smoke|c147-s2|anthropic-small|Rippling", "prompt": "c147-s2", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rippling** - Comprehensive platform that combines HR, IT, and finance"}, {"id": "mai-20260917-1657-smoke|c147-s2|challenger-small|BambooHR", "prompt": "c147-s2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the default choice"}, {"id": "mai-20260917-1657-smoke|c147-s2|challenger-small|Gusto", "prompt": "c147-s2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Gusto** as the best alternative for payroll-first teams"}, {"id": "mai-20260917-1657-smoke|c147-s2|challenger-small|Rippling", "prompt": "c147-s2", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Rippling** if you expect faster growth... though it can be more than a very small team needs"}, {"id": "mai-20260917-1657-smoke|c147-s2|deepseek-small|Gusto", "prompt": "c147-s2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** as the strongest all-around choice"}, {"id": "mai-20260917-1657-smoke|c147-s2|deepseek-small|BambooHR", "prompt": "c147-s2", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **BambooHR** as the top alternative depending on your priorities"}, {"id": "mai-20260917-1657-smoke|c147-s2|google-small|Rippling", "prompt": "c147-s2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling: Best Overall for Tech-Forward & Scaling B2B Businesses ... Rippling is the gold standard."}, {"id": "mai-20260917-1657-smoke|c147-s2|google-small|Gusto", "prompt": "c147-s2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto: Best for Small, Simple B2B Agencies or Consulting Firms"}, {"id": "mai-20260917-1657-smoke|c147-s2|google-small|BambooHR", "prompt": "c147-s2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is highly recommended"}, {"id": "mai-20260917-1657-smoke|c147-s2|google-small|Justworks", "prompt": "c147-s2", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Justworks (PEO): Best for Attracting High-Tier B2B Talent"}, {"id": "mai-20260917-1657-smoke|c147-s2|meta-small|BambooHR", "prompt": "c147-s2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR - A popular choice for smaller and mid-sized organizations that want a cleaner HR experience without buying a giant enterprise suite."}, {"id": "mai-20260917-1657-smoke|c147-s2|meta-small|Gusto", "prompt": "c147-s2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto - A payroll and HR platform that handles the full employment lifecycle for small and mid-sized businesses"}, {"id": "mai-20260917-1657-smoke|c147-s2|meta-small|HiBob", "prompt": "c147-s2", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob - A comprehensive HCM platform that offers a range of features, including payroll, benefits, and core HR management."}, {"id": "mai-20260917-1657-smoke|c147-s2|minimax-small|Gusto", "prompt": "c147-s2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, I'd suggest **Gusto** or **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s2|minimax-small|BambooHR", "prompt": "c147-s2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B company, I'd suggest **Gusto** or **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s2|minimax-small|HiBob", "prompt": "c147-s2", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small to mid-sized businesses managing core HR functions"}, {"id": "mai-20260917-1657-smoke|c147-s2|mistral-small|Gusto", "prompt": "c147-s2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** and **BambooHR** are the most frequently recommended due to their simplicity, affordability, and strong feature sets tailored to small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s2|mistral-small|BambooHR", "prompt": "c147-s2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** and **BambooHR** are the most frequently recommended due to their simplicity, affordability, and strong feature sets tailored to small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s2|mistral-small|HiBob", "prompt": "c147-s2", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more social, engaging employee experience, **HiBob** is also a strong contender."}, {"id": "mai-20260917-1657-smoke|c147-s2|moonshot-small|Gusto", "prompt": "c147-s2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Gusto** if payroll is your primary concern, or **BambooHR** if you need stronger HR/people management features"}, {"id": "mai-20260917-1657-smoke|c147-s2|moonshot-small|BambooHR", "prompt": "c147-s2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **BambooHR** if you need stronger HR/people management features beyond payroll"}, {"id": "mai-20260917-1657-smoke|c147-s2|moonshot-small|Rippling", "prompt": "c147-s2", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Rippling** — Best for Growing B2B Businesses"}, {"id": "mai-20260917-1657-smoke|c147-s2|openai-small|BambooHR", "prompt": "c147-s2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the default HCM choice."}, {"id": "mai-20260917-1657-smoke|c147-s2|openai-small|Gusto", "prompt": "c147-s2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** if your main need is **simple payroll plus basic HR**"}, {"id": "mai-20260917-1657-smoke|c147-s2|openai-small|Rippling", "prompt": "c147-s2", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** if you expect to need **more advanced automation**"}, {"id": "mai-20260917-1657-smoke|c147-s2|xai-small|BambooHR", "prompt": "c147-s2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top HCM platform."}, {"id": "mai-20260917-1657-smoke|c147-s2|xai-small|Gusto", "prompt": "c147-s2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto shines if payroll is your biggest pain (e.g., multi-state taxes, benefits), but BambooHR edges it for full HCM depth."}, {"id": "mai-20260917-1657-smoke|c147-s2|xai-small|Rippling", "prompt": "c147-s2", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is great for scaling B2B but pricier/modular."}, {"id": "mai-20260917-1657-smoke|c147-s2|zai-small|BambooHR", "prompt": "c147-s2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-s2|zai-small|Gusto", "prompt": "c147-s2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If payroll is your top priority"}, {"id": "mai-20260917-1657-smoke|c147-s2|zai-small|Rippling", "prompt": "c147-s2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need strong automation and IT system integration"}, {"id": "mai-20260917-1657-smoke|c147-s2|zai-small|Eddy", "prompt": "c147-s2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Eddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a primary concern"}, {"id": "mai-20260917-1657-smoke|c147-s2|zai-small|Deel", "prompt": "c147-s2", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you hire freelancers globally"}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|Gusto", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are purely US-based and want easy payroll:** Choose **Gusto**."}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|BambooHR", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have complex hiring needs and want great data organization:** Choose **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|Rippling", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you manage IT assets (MacBooks, software licenses) alongside HR:** Choose **Rippling**."}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|Deel", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are hiring in 5+ countries:** Choose **Deel** or **Remote**."}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|Remote", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are hiring in 5+ countries:** Choose **Deel** or **Remote**."}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|Oyster", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel / Remote / Oyster ... These are EOR (Employer of Record) platforms first."}, {"id": "mai-20260917-1657-smoke|c147-s3|alibaba-small|Justworks", "prompt": "c147-s3", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Startups wanting a **PEO (Professional Employer Organization)** relationship for simple benefits administration."}, {"id": "mai-20260917-1657-smoke|c147-s3|anthropic-small|Gusto", "prompt": "c147-s3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best HR software for small businesses in 2026 is Gusto (4.6/5 G2, $49/mo + $6/person) for under 50 employees"}, {"id": "mai-20260917-1657-smoke|c147-s3|anthropic-small|Rippling", "prompt": "c147-s3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling (4.8/5 G2, $8/user/mo) for 50 to 500 employees"}, {"id": "mai-20260917-1657-smoke|c147-s3|anthropic-small|Workday", "prompt": "c147-s3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "and Workday for enterprise"}, {"id": "mai-20260917-1657-smoke|c147-s3|anthropic-small|BambooHR", "prompt": "c147-s3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR - Best for Small-to-Mid Size"}, {"id": "mai-20260917-1657-smoke|c147-s3|anthropic-small|Deel HR", "prompt": "c147-s3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a great fit for small businesses that hire across multiple countries"}, {"id": "mai-20260917-1657-smoke|c147-s3|anthropic-small|HiBob", "prompt": "c147-s3", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HiBob is a modern HRIS designed for small and mid-sized businesses"}, {"id": "mai-20260917-1657-smoke|c147-s3|challenger-small|Gusto", "prompt": "c147-s3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick Gusto if payroll is the main problem"}, {"id": "mai-20260917-1657-smoke|c147-s3|challenger-small|BambooHR", "prompt": "c147-s3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR if you need broader HR operations"}, {"id": "mai-20260917-1657-smoke|c147-s3|challenger-small|Rippling", "prompt": "c147-s3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling if you want HR and IT automation together"}, {"id": "mai-20260917-1657-smoke|c147-s3|challenger-small|Paychex Flex", "prompt": "c147-s3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paychex Flex if compliance and payroll support matter most"}, {"id": "mai-20260917-1657-smoke|c147-s3|challenger-small|Zoho People", "prompt": "c147-s3", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho People is commonly cited as the budget option"}, {"id": "mai-20260917-1657-smoke|c147-s3|deepseek-small|BambooHR", "prompt": "c147-s3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Strongest employee experience / HR core:** **BambooHR** — best onboarding, PTO, and performance tools, if you're ready to pay more."}, {"id": "mai-20260917-1657-smoke|c147-s3|deepseek-small|Gusto", "prompt": "c147-s3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simplest all-in-one for most small teams (<25):** **Gusto** — transparent pricing, great payroll"}, {"id": "mai-20260917-1657-smoke|c147-s3|deepseek-small|Rippling", "prompt": "c147-s3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tech/remote company juggling IT + HR:** **Rippling**."}, {"id": "mai-20260917-1657-smoke|c147-s3|deepseek-small|Zoho People", "prompt": "c147-s3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tight budget or Zoho shop:** **Zoho People**."}, {"id": "mai-20260917-1657-smoke|c147-s3|deepseek-small|ADP (RUN / Workforce Now)", "prompt": "c147-s3", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP (RUN / Workforce Now)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Planning to scale past ~50 and want guaranteed compliance:** **ADP**."}, {"id": "mai-20260917-1657-smoke|c147-s3|google-small|Gusto", "prompt": "c147-s3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Gusto** if you have fewer than 25 employees, operate mostly in the US, and want a simple, cost-effective way to handle payroll"}, {"id": "mai-20260917-1657-smoke|c147-s3|google-small|BambooHR", "prompt": "c147-s3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BambooHR** if you have 25+ employees, have payroll handled"}, {"id": "mai-20260917-1657-smoke|c147-s3|google-small|Rippling", "prompt": "c147-s3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rippling** if you are a rapidly scaling startup"}, {"id": "mai-20260917-1657-smoke|c147-s3|google-small|Justworks", "prompt": "c147-s3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Justworks** if you are a small team (under 50) competing with large corporations for talent"}, {"id": "mai-20260917-1657-smoke|c147-s3|google-small|TriNet", "prompt": "c147-s3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "transparent PEO pricing compared to legacy PEOs (like TriNet or ADP)"}, {"id": "mai-20260917-1657-smoke|c147-s3|google-small|ADP", "prompt": "c147-s3", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "transparent PEO pricing compared to legacy PEOs (like TriNet or ADP)"}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Deel HR", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deel HR is best for small teams hiring globally, with a starting price of $5/employee/month."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Justworks", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Justworks is best for integrated time tracking tools"}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Paylocity", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Paylocity is best for payroll automation and integrations."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Factorial", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Factorial is best for employee feedback."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|HiBob", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HiBob is best for onboarding automation."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Leapsome", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leapsome is best for aligned HRIS-to-performance flow."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Workable HR", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workable HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workable HR is best for managing employee records."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Gusto", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gusto is best for integrating payroll and HR"}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Folks HR", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Folks HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Folks HR is best for small and mid-sized Canadian businesses."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Paycor", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Paycor is best for small businesses needing scalability."}, {"id": "mai-20260917-1657-smoke|c147-s3|meta-small|Zoho People", "prompt": "c147-s3", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some platforms, like Zoho People, offer a free tier for small teams"}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|BambooHR", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **BambooHR** or **Gusto** for the best balance of features, ease of use, and pricing"}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|Gusto", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **BambooHR** or **Gusto** for the best balance of features, ease of use, and pricing"}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|ADP Run", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP Run", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Comprehensive all-in-one solution"}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|Rippling", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Standout**: Unique HR + IT automation"}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|Justworks", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Standout**: Excellent benefits administration and compliance support"}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|Zoho People", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If budget is primary, **Zoho People** offers the best value with a free tier."}, {"id": "mai-20260917-1657-smoke|c147-s3|minimax-small|Deel", "prompt": "c147-s3", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Remote/global teams"}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|BambooHR", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small to medium-sized businesses prioritizing ease of use and strong customer support."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Gusto", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small businesses and startups focused on payroll and HR integration."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Deel HR", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel HR is best if you have international employees or contractors."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Justworks", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Integrated time tracking and compliance."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Rippling", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Tech-forward teams needing IT-HR automation."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Paychex Flex", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SMBs needing payroll, benefits, and compliance."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Zoho People", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Budget-conscious small teams."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Folks HR", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Folks HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Small and mid-sized Canadian businesses."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|HiBob", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Onboarding automation."}, {"id": "mai-20260917-1657-smoke|c147-s3|mistral-small|Leapsome", "prompt": "c147-s3", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Aligned HRIS-to-performance flow."}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|Gusto", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Under 25 employees, US-only:** **Gusto** — best balance of features, price, and ease of use"}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|BambooHR", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**25-100 employees, strong HR focus:** **BambooHR** — superior people management tools"}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|Rippling", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rapidly growing, need IT integration:** **Rippling** — scales well but costs more"}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|Deel", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**International team or contractors:** **Deel** — purpose-built for global workforce management"}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|Paychex Flex", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Paychex Flex:** ~$39 base + ~$5/employee — Budget-friendly, traditional payroll focus"}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|Justworks", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Justworks:** ~$59/employee (PEO model) — Good for teams wanting HR support included"}, {"id": "mai-20260917-1657-smoke|c147-s3|moonshot-small|ADP", "prompt": "c147-s3", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**ADP:** Custom pricing — Enterprise-grade, can be complex for very small teams"}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|Gusto", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need the simplest all-in-one choice?** Gusto."}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|BambooHR", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want HR-first and employee-focused?** BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|Rippling", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "typically more powerful, but also more complex than Gusto"}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|Deel", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "less of a classic U.S. small-business HRIS and more of a global workforce platform"}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|Justworks", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want outsourced HR via PEO?** Justworks."}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|Workday GO", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Workday GO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's usually more platform than a tiny team needs"}, {"id": "mai-20260917-1657-smoke|c147-s3|openai-small|Connecteam", "prompt": "c147-s3", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need scheduling for hourly staff?** Connecteam."}, {"id": "mai-20260917-1657-smoke|c147-s3|xai-small|Gusto", "prompt": "c147-s3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Payroll-heavy? Gusto. Pure HR? BambooHR... but Gusto/BambooHR for pure SMB simplicity."}, {"id": "mai-20260917-1657-smoke|c147-s3|xai-small|BambooHR", "prompt": "c147-s3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pure HR? BambooHR... Gusto/BambooHR for pure SMB simplicity"}, {"id": "mai-20260917-1657-smoke|c147-s3|xai-small|Rippling", "prompt": "c147-s3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recent G2 data favors Rippling overall"}, {"id": "mai-20260917-1657-smoke|c147-s3|xai-small|Justworks", "prompt": "c147-s3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employer-of-record for better group benefits rates... PEO model locks you in, less flexible for custom HR"}, {"id": "mai-20260917-1657-smoke|c147-s3|xai-small|Paychex Flex", "prompt": "c147-s3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payroll, benefits, 24/7 support, strong compliance tools | Less modern UI, pricier for basics"}, {"id": "mai-20260917-1657-smoke|c147-s3|xai-small|Deel", "prompt": "c147-s3", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for international hiring, consider add-ons like Deel (~$5/user/mo) instead of Justworks"}, {"id": "mai-20260917-1657-smoke|c147-s3|zai-small|Gusto", "prompt": "c147-s3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easiest All‑in‑One (Payroll + HR):** Gusto"}, {"id": "mai-20260917-1657-smoke|c147-s3|zai-small|BambooHR", "prompt": "c147-s3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best General‑Purpose HRIS:** BambooHR"}, {"id": "mai-20260917-1657-smoke|c147-s3|zai-small|Rippling", "prompt": "c147-s3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for HR + IT Automation:** Rippling"}, {"id": "mai-20260917-1657-smoke|c147-s3|zai-small|Zoho People", "prompt": "c147-s3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Budget & Customization:** Zoho People"}, {"id": "mai-20260917-1657-smoke|c147-s3|zai-small|Paychex Flex", "prompt": "c147-s3", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Traditional HCM with Strong Benefits & Reporting:** Paychex Flex"}, {"id": "mai-20260917-1657-smoke|c147-s4|alibaba-small|Gusto", "prompt": "c147-s4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto (Best Overall Value) ... widely considered the gold standard for small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s4|alibaba-small|Zenefits", "prompt": "c147-s4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have $0 budget: Go with Zenefits (Free Tier)"}, {"id": "mai-20260917-1657-smoke|c147-s4|alibaba-small|BambooHR", "prompt": "c147-s4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR (Best for HR Organization) ... the industry favorite"}, {"id": "mai-20260917-1657-smoke|c147-s4|alibaba-small|Keela", "prompt": "c147-s4", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Keela", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Keela (Best Disruptor/Lowest Price) ... the feature set is slightly less mature"}, {"id": "mai-20260917-1657-smoke|c147-s4|anthropic-small|Zoho People", "prompt": "c147-s4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute tightest budget, **Zoho People** is the most cost-effective."}, {"id": "mai-20260917-1657-smoke|c147-s4|anthropic-small|Gusto", "prompt": "c147-s4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For better features and ease of use, **Gusto** offers excellent value with transparent pricing."}, {"id": "mai-20260917-1657-smoke|c147-s4|anthropic-small|Justworks", "prompt": "c147-s4", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks is an affordable PEO offering payroll, benefits, HR, and compliance support"}, {"id": "mai-20260917-1657-smoke|c147-s4|challenger-small|Zoho People", "prompt": "c147-s4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** is the strongest overall pick because it has a **free tier** for small teams"}, {"id": "mai-20260917-1657-smoke|c147-s4|challenger-small|Gusto", "prompt": "c147-s4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** if you want the best mix of **HR + payroll** for a U.S.-based small business."}, {"id": "mai-20260917-1657-smoke|c147-s4|challenger-small|BambooHR", "prompt": "c147-s4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** if you need stronger **onboarding, performance, and reporting** and can pay more"}, {"id": "mai-20260917-1657-smoke|c147-s4|challenger-small|Paychex", "prompt": "c147-s4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other small-business HRIS tools like Gusto, BambooHR, and Paychex are often better suited when you can spend more"}, {"id": "mai-20260917-1657-smoke|c147-s4|challenger-small|FirstHR", "prompt": "c147-s4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FirstHR** if you have a very small team and want **flat pricing**"}, {"id": "mai-20260917-1657-smoke|c147-s4|challenger-small|Factorial", "prompt": "c147-s4", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Factorial** if you want a low per-user cost and a more general small-business HR platform."}, {"id": "mai-20260917-1657-smoke|c147-s4|deepseek-small|Zoho People", "prompt": "c147-s4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Zoho People ... consistently named the most affordable HRIS option"}, {"id": "mai-20260917-1657-smoke|c147-s4|deepseek-small|Gusto", "prompt": "c147-s4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is your best pick if payroll is your primary need"}, {"id": "mai-20260917-1657-smoke|c147-s4|deepseek-small|BambooHR", "prompt": "c147-s4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most complete core HRIS, but pricier at low headcount"}, {"id": "mai-20260917-1657-smoke|c147-s4|deepseek-small|Factorial", "prompt": "c147-s4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broad features on a budget"}, {"id": "mai-20260917-1657-smoke|c147-s4|deepseek-small|Rippling", "prompt": "c147-s4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From ~$8/user/mo + modules | HR + payroll + IT all-in-one"}, {"id": "mai-20260917-1657-smoke|c147-s4|deepseek-small|FirstHR", "prompt": "c147-s4", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "want flat, predictable pricing, consider **FirstHR**"}, {"id": "mai-20260917-1657-smoke|c147-s4|google-small|TalentHR", "prompt": "c147-s4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentHR (Best Overall Standalone Budget HRIS)"}, {"id": "mai-20260917-1657-smoke|c147-s4|google-small|Deel HR", "prompt": "c147-s4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Deel HR if you have a larger hybrid or global team (up to 200 employees)"}, {"id": "mai-20260917-1657-smoke|c147-s4|google-small|Zoho People", "prompt": "c147-s4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Desk-Based Teams Under 5 ... highly stable, mature system"}, {"id": "mai-20260917-1657-smoke|c147-s4|google-small|Homebase", "prompt": "c147-s4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Homebase if you run a local brick-and-mortar business"}, {"id": "mai-20260917-1657-smoke|c147-s4|google-small|OnPay", "prompt": "c147-s4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Why it's the best budget pick: Unlike competitors that gate premium features, OnPay has a single pricing tier."}, {"id": "mai-20260917-1657-smoke|c147-s4|google-small|Gusto", "prompt": "c147-s4", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The budget warning: Some advanced HR features...are restricted to Gusto's more expensive \"Plus\" tier"}, {"id": "mai-20260917-1657-smoke|c147-s4|meta-small|Zoho People", "prompt": "c147-s4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some options to consider are Zoho People, Gusto, and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-s4|meta-small|Gusto", "prompt": "c147-s4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some options to consider are Zoho People, Gusto, and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-s4|meta-small|BambooHR", "prompt": "c147-s4", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some options to consider are Zoho People, Gusto, and BambooHR."}, {"id": "mai-20260917-1657-smoke|c147-s4|minimax-small|Gusto", "prompt": "c147-s4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, start with **Zoho People** or **Gusto**."}, {"id": "mai-20260917-1657-smoke|c147-s4|minimax-small|BambooHR", "prompt": "c147-s4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more comprehensive features and can afford slightly higher costs, **BambooHR** or **Paychex Flex** would be better choices."}, {"id": "mai-20260917-1657-smoke|c147-s4|minimax-small|Zoho People", "prompt": "c147-s4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budget, start with **Zoho People** or **Gusto**."}, {"id": "mai-20260917-1657-smoke|c147-s4|minimax-small|Paychex Flex", "prompt": "c147-s4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** or **Paychex Flex** would be better choices"}, {"id": "mai-20260917-1657-smoke|c147-s4|minimax-small|Run Powered by ADP", "prompt": "c147-s4", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Run Powered by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Very small companies needing reliable payroll and HR features"}, {"id": "mai-20260917-1657-smoke|c147-s4|mistral-small|Gusto", "prompt": "c147-s4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto**: Known for cost transparency and strong payroll features, making it a favorite for small businesses."}, {"id": "mai-20260917-1657-smoke|c147-s4|mistral-small|BambooHR", "prompt": "c147-s4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a user-friendly interface and is well-suited for small to medium-sized teams, with transparent pricing."}, {"id": "mai-20260917-1657-smoke|c147-s4|mistral-small|Paychex Flex", "prompt": "c147-s4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good fit for small businesses prioritizing payroll, benefits, and compliance."}, {"id": "mai-20260917-1657-smoke|c147-s4|mistral-small|Zoho People", "prompt": "c147-s4", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for very small businesses needing a structured HR system at a low cost."}, {"id": "mai-20260917-1657-smoke|c147-s4|moonshot-small|Zoho People", "prompt": "c147-s4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** — Best Free Option ... Most affordable full HRIS on the market"}, {"id": "mai-20260917-1657-smoke|c147-s4|moonshot-small|Gusto", "prompt": "c147-s4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need payroll:** Go with **Gusto Simple**"}, {"id": "mai-20260917-1657-smoke|c147-s4|moonshot-small|BambooHR", "prompt": "c147-s4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're planning to grow quickly:** Consider **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s4|moonshot-small|Eddy", "prompt": "c147-s4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Eddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built specifically for small businesses; includes hiring, onboarding, and PTO tracking"}, {"id": "mai-20260917-1657-smoke|c147-s4|moonshot-small|TriNet HR (formerly Zenefits)", "prompt": "c147-s4", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "TriNet HR (formerly Zenefits)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Low-Cost All-in-One ... Free basic plan available; paid plans from $20-$80/month"}, {"id": "mai-20260917-1657-smoke|c147-s4|openai-small|Gusto", "prompt": "c147-s4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget pick: **Gusto**"}, {"id": "mai-20260917-1657-smoke|c147-s4|openai-small|BambooHR", "prompt": "c147-s4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want stronger HR features and can pay a bit more: **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c147-s4|openai-small|Rippling", "prompt": "c147-s4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Rippling** is powerful, but it's generally better when you want a broader platform and have more budget; pricing is often more complex."}, {"id": "mai-20260917-1657-smoke|c147-s4|openai-small|Paycor", "prompt": "c147-s4", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Paycor** is typically more quote-based and less budget-friendly for the smallest teams."}, {"id": "mai-20260917-1657-smoke|c147-s4|xai-small|Zoho People", "prompt": "c147-s4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People stands out as the best HRIS for a small company on a tight budget."}, {"id": "mai-20260917-1657-smoke|c147-s4|xai-small|Gusto", "prompt": "c147-s4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need US payroll first? Go Gusto—transparent and handles compliance."}, {"id": "mai-20260917-1657-smoke|c147-s4|xai-small|BambooHR", "prompt": "c147-s4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intuitive employee management/onboarding | No free tier; payroll as add-on"}, {"id": "mai-20260917-1657-smoke|c147-s4|xai-small|Homebase", "prompt": "c147-s4", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for 1 location/20 users (scheduling/time focus) | Hourly/shift workers | Limited full HRIS"}, {"id": "mai-20260917-1657-smoke|c147-s4|zai-small|Zoho People", "prompt": "c147-s4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** is widely considered the most affordable option"}, {"id": "mai-20260917-1657-smoke|c147-s4|zai-small|Homebase", "prompt": "c147-s4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase \\u2013 Best for Hourly, Retail, or Hospitality Teams"}, {"id": "mai-20260917-1657-smoke|c147-s4|zai-small|Eddy", "prompt": "c147-s4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Eddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eddy \\u2013 Good for Hourly Teams with Built\\u2011in Payroll"}, {"id": "mai-20260917-1657-smoke|c147-s4|zai-small|Gusto", "prompt": "c147-s4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto \\u2013 Best for Payroll\\u2011Centric Needs"}, {"id": "mai-20260917-1657-smoke|c147-s4|zai-small|Rippling", "prompt": "c147-s4", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling \\u2013 Best for Automation & IT/HR/Finance Integration"}, {"id": "mai-20260917-1657-smoke|c147-s5|alibaba-small|Workday", "prompt": "c147-s5", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably aren't ready for the massive complexity and cost of enterprise systems like Workday or Oracle"}, {"id": "mai-20260917-1657-smoke|c147-s5|alibaba-small|Oracle", "prompt": "c147-s5", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "aren't ready for the massive complexity and cost of enterprise systems like Workday or Oracle"}, {"id": "mai-20260917-1657-smoke|c147-s5|alibaba-small|Rippling", "prompt": "c147-s5", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling: Best if you want to merge HR and IT (controlling computers/access). Highly automated"}, {"id": "mai-20260917-1657-smoke|c147-s5|alibaba-small|BambooHR", "prompt": "c147-s5", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "BambooHR: The gold standard for mid-sized growing companies. Excellent UI, robust core HR features"}, {"id": "mai-20260917-1657-smoke|c147-s5|alibaba-small|Gusto (+ HR Module)", "prompt": "c147-s5", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto (+ HR Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their HR add-on is simple and affordable. However, it may be too limited for complex performance management"}, {"id": "mai-20260917-1657-smoke|c147-s5|deepseek-small|Rippling", "prompt": "c147-s5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist ~3 vendors in the small-business HRIS category (Rippling, Gusto, BambooHR, Bob, etc. — not HCM suites)."}, {"id": "mai-20260917-1657-smoke|c147-s5|deepseek-small|Gusto", "prompt": "c147-s5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist ~3 vendors in the small-business HRIS category (Rippling, Gusto, BambooHR, Bob, etc.)"}, {"id": "mai-20260917-1657-smoke|c147-s5|deepseek-small|BambooHR", "prompt": "c147-s5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist ~3 vendors in the small-business HRIS category (Rippling, Gusto, BambooHR, Bob, etc.)"}, {"id": "mai-20260917-1657-smoke|c147-s5|deepseek-small|Bob", "prompt": "c147-s5", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Bob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Rippling, Gusto, BambooHR, Bob, etc. — not HCM suites)"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|Workday", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need a heavy, enterprise-grade system (like Workday, Dayforce, or UKG Pro)"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|Dayforce", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need a heavy, enterprise-grade system (like Workday, Dayforce, or UKG Pro)"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|UKG Pro", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you do not need a heavy, enterprise-grade system (like Workday, Dayforce, or UKG Pro)"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|ADP", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You keep your existing payroll provider (like ADP or QuickBooks)"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|QuickBooks", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You keep your existing payroll provider (like ADP or QuickBooks)"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|BambooHR", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BambooHR (Best for Core HR & Culture-First Teams) ... a beloved option for small-to-midsize businesses"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|Gusto", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Gusto is the gold standard for startups"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|Rippling", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a fast-growing tech company, Rippling is excellent"}, {"id": "mai-20260917-1657-smoke|c147-s5|google-small|Deel", "prompt": "c147-s5", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel (Best for International Teams)"}, {"id": "mai-20260917-1657-smoke|c147-s5|minimax-small|Gusto", "prompt": "c147-s5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** – Best overall for SMBs, strong payroll, affordable"}, {"id": "mai-20260917-1657-smoke|c147-s5|minimax-small|BambooHR", "prompt": "c147-s5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** – Excellent employee experience, great UI"}, {"id": "mai-20260917-1657-smoke|c147-s5|minimax-small|Deel", "prompt": "c147-s5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** – If you have international/contractor workers"}, {"id": "mai-20260917-1657-smoke|c147-s5|minimax-small|Rippling", "prompt": "c147-s5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Rippling** – Powerful automation, slightly higher learning curve"}, {"id": "mai-20260917-1657-smoke|c147-s5|minimax-small|Zoho People", "prompt": "c147-s5", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho People** – Budget-friendly, free tier available"}, {"id": "mai-20260917-1657-smoke|c147-s5|mistral-small|BambooHR", "prompt": "c147-s5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR:** User-friendly, great for SMBs, strong onboarding."}, {"id": "mai-20260917-1657-smoke|c147-s5|mistral-small|Gusto", "prompt": "c147-s5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto:** Best for payroll + HR, especially if you're US-based."}, {"id": "mai-20260917-1657-smoke|c147-s5|mistral-small|Rippling", "prompt": "c147-s5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling:** All-in-one, strong automation, good for tech companies."}, {"id": "mai-20260917-1657-smoke|c147-s5|mistral-small|Workday", "prompt": "c147-s5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Workday:** Scalable, enterprise-grade, but may be overkill."}, {"id": "mai-20260917-1657-smoke|c147-s5|mistral-small|Zoho People", "prompt": "c147-s5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho People:** Affordable, customizable, good for global teams."}, {"id": "mai-20260917-1657-smoke|c147-s5|mistral-small|Paycor", "prompt": "c147-s5", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Paycor:** Strong in compliance and reporting."}, {"id": "mai-20260917-1657-smoke|c147-s5|moonshot-small|Gusto", "prompt": "c147-s5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto** - Strong all-in-one for under 100 employees (payroll + benefits + HR)"}, {"id": "mai-20260917-1657-smoke|c147-s5|moonshot-small|BambooHR", "prompt": "c147-s5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BambooHR** - User-friendly, good for growing companies"}, {"id": "mai-20260917-1657-smoke|c147-s5|moonshot-small|Rippling", "prompt": "c147-s5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** - Modern, highly automated, strong integrations"}, {"id": "mai-20260917-1657-smoke|c147-s5|moonshot-small|ADP RUN", "prompt": "c147-s5", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP RUN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP RUN** - Established player, solid compliance support"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|BambooHR", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist (3–5 vendors): BambooHR, Gusto, Rippling, HiBob, Personio, Paychex, ADP Workforce Now (top for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|Gusto", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Gusto | Payroll + basics | $40/mo base + $6/user | 4.6 |"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|Rippling", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Rippling | Integrations/device mgmt | $8/user/mo | 4.9 |"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|HiBob", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| HiBob | Global teams | Custom | 4.5 |"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|Personio", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR, Gusto, Rippling, HiBob, Personio, Paychex, ADP Workforce Now"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|Paychex", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR, Gusto, Rippling, HiBob, Personio, Paychex, ADP Workforce Now"}, {"id": "mai-20260917-1657-smoke|c147-s5|xai-small|ADP Workforce Now", "prompt": "c147-s5", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Personio, Paychex, ADP Workforce Now (top for SMBs per Forbes/People Managing People 2024–2026 reviews)"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|Workday", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "widely regarded as inappropriate for small businesses due to its steep learning curve, expensive licensing"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|UKG Pro / Kronos", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Pro / Kronos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses often find the reporting and interface too heavy for their needs."}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|SAP SuccessFactors", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the cost and configuration complexity will likely outweigh any benefits"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|ADP Workforce Now", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Workforce Now** is the enterprise product to avoid"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|BambooHR", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want **out-of-the-box** solutions (like BambooHR or Gusto)"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|Gusto", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want **out-of-the-box** solutions (like BambooHR or Gusto)"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|Paycor", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The community consensus suggests caution until they significantly improve their support tier for SMBs."}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|ADP (General Reputation)", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP (General Reputation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "ADP as a brand often receives criticism from smaller clients who feel \"lost\" in their large ecosystem"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|Rippling", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "slower response times than niche competitors like Gusto or Rippling"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|Lattice", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "these are excellent engagement and performance review tools, but they are **not HRIS**"}, {"id": "mai-20260917-1657-smoke|c147-s6|alibaba-small|15Five", "prompt": "c147-s6", "model": "alibaba-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Lattice / 15Five:** ... they are **not HRIS**"}, {"id": "mai-20260917-1657-smoke|c147-s6|anthropic-small|ADP Workforce Now", "prompt": "c147-s6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users have criticized the customer service, citing difficulties in resolving issues, lack of responsiveness and problematic communication"}, {"id": "mai-20260917-1657-smoke|c147-s6|anthropic-small|Zoho People", "prompt": "c147-s6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sentiment trends negative with Redditors frequently mentioning difficult setup, limited flexibility, and support challenges."}, {"id": "mai-20260917-1657-smoke|c147-s6|anthropic-small|Namely", "prompt": "c147-s6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Feedback skews negative at roughly 60 to 80 percent negative"}, {"id": "mai-20260917-1657-smoke|c147-s6|anthropic-small|UKG Ready", "prompt": "c147-s6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "It has received mostly negative feedback from users, with frequent complaints about the app's poor performance"}, {"id": "mai-20260917-1657-smoke|c147-s6|anthropic-small|Rippling", "prompt": "c147-s6", "model": "anthropic-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "There's significant criticism regarding customer support, with complaints about unresponsiveness and slow issue resolution"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|Workday", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-grade suites like Workday or Oracle are often too complex and expensive for small teams"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|Oracle", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade suites like Workday or Oracle are often too complex and expensive for small teams"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|BambooHR", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BambooHR is cited as strong for core HR but lacking native payroll, so small businesses needing a single payroll bill should be cautious"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|Lattice", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice and 15Five are described as layers that sit on top of payroll/HR systems, not full HRIS platforms"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|15Five", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lattice and 15Five are described as layers that sit on top of payroll/HR systems, not full HRIS platforms"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|ADP", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms with recent support or reliability complaints deserve extra caution, including ADP, Paycom, Paylocity, and Gusto"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|Paycom", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "deserve extra caution, including ADP, Paycom, Paylocity, and Gusto based on user reports"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|Paylocity", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "deserve extra caution, including ADP, Paycom, Paylocity, and Gusto based on user reports"}, {"id": "mai-20260917-1657-smoke|c147-s6|challenger-small|Gusto", "prompt": "c147-s6", "model": "challenger-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "deserve extra caution, including ADP, Paycom, Paylocity, and Gusto based on user reports"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Paylocity", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** (for most small businesses)\n\n### 1. Paylocity"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Paycor", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Buyer beware. Do NOT choose Paycor.\""}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|UKG (Ultimate Kronos Group)", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "UKG is often **overkill and under-supported**"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Dayforce (Ceridian)", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "flag Dayforce as **primarily negative** for small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|ADP RUN", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with:** ADP RUN (cost/contracts)"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Gusto", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Gusto (support), but both can work well depending on your specific needs"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|BambooHR", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better Alternatives for Small Businesses"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Rippling", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling | Tech-forward teams | Unified HR + IT management"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|OnPay", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OnPay | Budget-conscious SMBs | Solid payroll at a low cost"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Justworks", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Justworks | Startups needing PEO"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Plintio", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Plintio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Plintio / Zoho People | Very small teams | Lean, affordable, quick setup"}, {"id": "mai-20260917-1657-smoke|c147-s6|deepseek-small|Zoho People", "prompt": "c147-s6", "model": "deepseek-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Plintio / Zoho People | Very small teams | Lean, affordable, quick setup"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Workday HCM", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: The implementation process alone can cost tens of thousands of dollars... Do not even schedule a demo."}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Oracle Cloud HCM", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Overkill (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|SAP SuccessFactors", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Overkill (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Paycom", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: Paycom has a highly aggressive sales culture and routinely locks businesses into rigid, expensive contracts."}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Paycor", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users often report being \"nickel-and-dimed\" with unexpected fees"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Ceridian Dayforce", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Dayforce is a heavy system... user interface to be outdated and overly complex."}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Namely", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to avoid: ... following its acquisition by Vensure HR, user sentiment has sharply declined."}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|ADP", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to be cautious: ADP and Paychex are the industry titans... they lack pricing transparency"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Paychex Flex", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they lack **pricing transparency**. You cannot sign up online"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Gusto", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Highly recommended SMB alternatives include Gusto (best for simple, transparent payroll and basic HR)"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|Rippling", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Rippling (best if you need IT/device management alongside HR and have plans to scale)"}, {"id": "mai-20260917-1657-smoke|c147-s6|google-small|BambooHR", "prompt": "c147-s6", "model": "google-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "BambooHR (best for a clean, user-friendly core HR directory)"}, {"id": "mai-20260917-1657-smoke|c147-s6|meta-small|BambooHR", "prompt": "c147-s6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BambooHR is a popular choice for small businesses, but its native payroll is US-focused, so UK businesses may need to rely on integrations or external payroll partners."}, {"id": "mai-20260917-1657-smoke|c147-s6|meta-small|Gusto", "prompt": "c147-s6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be the best fit for businesses that need more comprehensive HR features"}, {"id": "mai-20260917-1657-smoke|c147-s6|meta-small|Rippling", "prompt": "c147-s6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is a good option for companies that want HR, IT, and finance in one system of record."}, {"id": "mai-20260917-1657-smoke|c147-s6|meta-small|Rework", "prompt": "c147-s6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rework", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rework is a good option for businesses that want HR unified with sales, lead, and work ops."}, {"id": "mai-20260917-1657-smoke|c147-s6|meta-small|Lattice", "prompt": "c147-s6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice and 15Five are not HRIS platforms, but rather performance and engagement layers"}, {"id": "mai-20260917-1657-smoke|c147-s6|meta-small|15Five", "prompt": "c147-s6", "model": "meta-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lattice and 15Five are not HRIS platforms, but rather performance and engagement layers"}, {"id": "mai-20260917-1657-smoke|c147-s6|minimax-small|ADP", "prompt": "c147-s6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ADP** comes up frequently in reviews with strong warnings from small business users."}, {"id": "mai-20260917-1657-smoke|c147-s6|minimax-small|Gusto", "prompt": "c147-s6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** - Known for transparent pricing and strong UX"}, {"id": "mai-20260917-1657-smoke|c147-s6|minimax-small|BambooHR", "prompt": "c147-s6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** - Popular all-in-one with good customer support"}, {"id": "mai-20260917-1657-smoke|c147-s6|minimax-small|Zoho People", "prompt": "c147-s6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho People** - Budget-friendly, starting at $1.25/employee/month"}, {"id": "mai-20260917-1657-smoke|c147-s6|minimax-small|Rippling", "prompt": "c147-s6", "model": "minimax-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** - Good for companies needing HR + IT combined"}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|Paycom", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users frequently report poor customer service, tax filing errors... One review called it \"absolutely the worst\""}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|Paylocity", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Paylocity has received criticism for significant flaws that can impact small business needs"}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|Paycor", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "may be too complex and costly for small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|ADP Workforce Now", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Small businesses may find it overly complex and expensive, with less personalized support for their scale"}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|Gusto", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Gusto (transparent pricing, good support, built-in payroll)"}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|BambooHR", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BambooHR (ease of use, intuitive, good for small teams)"}, {"id": "mai-20260917-1657-smoke|c147-s6|mistral-small|Justworks", "prompt": "c147-s6", "model": "mistral-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Justworks (good for startups, access to benefits)"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|Workday", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid**: Designed for large enterprises (1,000+ employees)... Massive overkill for small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|SAP SuccessFactors", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid**: Enterprise-grade complexity with steep learning curves and lengthy implementations"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|ADP Workforce Now", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution**: Many users report regretting the switch to ADP; better options exist for pure HRIS needs"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|Paycom", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution**: Best for mid-market (50–750 employees), not true small businesses; fees for everything add up quickly"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|Gusto", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better Alternatives for Small Business | **Gusto** | Payroll-first, simple HR"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|BambooHR", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BambooHR** | Core HR, ease of use"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|Rippling", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling** | IT + HR automation"}, {"id": "mai-20260917-1657-smoke|c147-s6|moonshot-small|Zoho People", "prompt": "c147-s6", "model": "moonshot-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Zoho People** | Budget-conscious"}, {"id": "mai-20260917-1657-smoke|c147-s6|openai-small|Paylocity", "prompt": "c147-s6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One recent review example for Paylocity specifically warned that add-ons and support needed careful evaluation."}, {"id": "mai-20260917-1657-smoke|c147-s6|openai-small|HROne", "prompt": "c147-s6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "HROne", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "G2 review snippets for HROne and TriNet HR Plus reflect those kinds of issues."}, {"id": "mai-20260917-1657-smoke|c147-s6|openai-small|TriNet HR Plus", "prompt": "c147-s6", "model": "openai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "TriNet HR Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "G2 review snippets for HROne and TriNet HR Plus reflect those kinds of issues."}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|Gusto", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Needs vary—e.g., prioritize payroll? Stick to Gusto."}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|BambooHR", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular \"best fits\" like Gusto, BambooHR, Rippling, and Zoho People often get high marks for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|Rippling", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular \"best fits\" like Gusto, BambooHR, Rippling, and Zoho People often get high marks for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|Zoho People", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular \"best fits\" like Gusto, BambooHR, Rippling, and Zoho People often get high marks for SMBs"}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|Paycom", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Frequent complaints about poor customer support, payroll/tax errors ... Reddit users call it \"the worst\""}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|ADP Workforce Now", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Overbuilt and expensive for small teams ... Use ADP RUN instead for <50 employees."}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|ADP RUN", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use ADP RUN instead for <50 employees."}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|Workday", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Reviewers advise against it for SMBs, recommending simpler alternatives like Gusto."}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|Namely", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Mixed support ... positioned for mid-sized, not tiny teams."}, {"id": "mai-20260917-1657-smoke|c147-s6|xai-small|UKG (formerly Kronos) Pro/Dimensions", "prompt": "c147-s6", "model": "xai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG (formerly Kronos) Pro/Dimensions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "overall complaints about rigidity make it risky for very small businesses"}, {"id": "mai-20260917-1657-smoke|c147-s6|zai-small|Paycor", "prompt": "c147-s6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Paycor is frequently cited in \"Buyer Beware\" contexts for small businesses."}, {"id": "mai-20260917-1657-smoke|c147-s6|zai-small|ADP (Specifically ADP Workforce Now)", "prompt": "c147-s6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "ADP (Specifically ADP Workforce Now)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "for small businesses, their platform is often a mismatch in scale and usability"}, {"id": "mai-20260917-1657-smoke|c147-s6|zai-small|UKG Ready", "prompt": "c147-s6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it comes with a steep learning curve and configuration headaches"}, {"id": "mai-20260917-1657-smoke|c147-s6|zai-small|Namely", "prompt": "c147-s6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "many small businesses find the value proposition lacking"}, {"id": "mai-20260917-1657-smoke|c147-s6|zai-small|Zenefits", "prompt": "c147-s6", "model": "zai-small", "cat": "hris-and-hcm-platforms", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reviews describe the support as \"nightmare\" level."}, {"id": "mai-20260917-1657-smoke|c156-l1|alibaba-small|Greenhouse", "prompt": "c156-l1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is widely considered the market leader for mid-to-large sized B2B companies"}, {"id": "mai-20260917-1657-smoke|c156-l1|alibaba-small|iCIMS", "prompt": "c156-l1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume & Compliance-Heavy Hiring"}, {"id": "mai-20260917-1657-smoke|c156-l1|alibaba-small|Workday", "prompt": "c156-l1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Implementation can be long (9–18 months)... the integration costs usually make this a non-starter compared to Greenhouse."}, {"id": "mai-20260917-1657-smoke|c156-l1|alibaba-small|SmartRecruiters (now SAP)", "prompt": "c156-l1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SmartRecruiters (now SAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "continues to be a strong contender for large enterprises with decentralized hiring structures"}, {"id": "mai-20260917-1657-smoke|c156-l1|challenger-small|Greenhouse", "prompt": "c156-l1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-l1|challenger-small|Avature", "prompt": "c156-l1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avature** is the stronger enterprise suite choice, though it comes with higher implementation complexity and cost"}, {"id": "mai-20260917-1657-smoke|c156-l1|challenger-small|iCIMS", "prompt": "c156-l1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your enterprise already runs on a broader HCM stack and you want tighter suite integration"}, {"id": "mai-20260917-1657-smoke|c156-l1|challenger-small|Workday Recruiting", "prompt": "c156-l1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your enterprise already runs on a broader HCM stack"}, {"id": "mai-20260917-1657-smoke|c156-l1|challenger-small|SAP SuccessFactors Recruiting", "prompt": "c156-l1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your enterprise already runs on a broader HCM stack"}, {"id": "mai-20260917-1657-smoke|c156-l1|challenger-small|Oracle Taleo", "prompt": "c156-l1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Oracle Taleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if your enterprise already runs on a broader HCM stack"}, {"id": "mai-20260917-1657-smoke|c156-l1|deepseek-small|Greenhouse", "prompt": "c156-l1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is the safest, most proven default"}, {"id": "mai-20260917-1657-smoke|c156-l1|deepseek-small|Workday Recruiting", "prompt": "c156-l1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You're Already on Workday HCM"}, {"id": "mai-20260917-1657-smoke|c156-l1|deepseek-small|iCIMS", "prompt": "c156-l1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Very Large, High-Volume Hiring"}, {"id": "mai-20260917-1657-smoke|c156-l1|deepseek-small|Ashby", "prompt": "c156-l1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "emerging as a strong modern alternative"}, {"id": "mai-20260917-1657-smoke|c156-l1|deepseek-small|Lever (by Employ)", "prompt": "c156-l1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever (by Employ)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better for relationship-driven, high-touch, sourcing-heavy TA teams"}, {"id": "mai-20260917-1657-smoke|c156-l1|google-small|Greenhouse", "prompt": "c156-l1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is the long-standing gold standard for scaling mid-market and enterprise tech-forward companies."}, {"id": "mai-20260917-1657-smoke|c156-l1|google-small|Ashby", "prompt": "c156-l1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ashby is a highly robust, modern challenger winning over enterprise B2B and tech teams."}, {"id": "mai-20260917-1657-smoke|c156-l1|google-small|Lever (by Employ)", "prompt": "c156-l1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever (by Employ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Enterprises reliant on active outbound sourcing and candidate nurturing."}, {"id": "mai-20260917-1657-smoke|c156-l1|google-small|Workday Recruiting", "prompt": "c156-l1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Notoriously poor user experience for both candidates and hiring managers."}, {"id": "mai-20260917-1657-smoke|c156-l1|google-small|iCIMS", "prompt": "c156-l1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can feel monolithic and legacy. Requires a lengthy, expensive implementation"}, {"id": "mai-20260917-1657-smoke|c156-l1|meta-small|Pinpoint", "prompt": "c156-l1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated systems include Pinpoint, Darwinbox, and Pin."}, {"id": "mai-20260917-1657-smoke|c156-l1|meta-small|Darwinbox", "prompt": "c156-l1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some of the top-rated systems include Pinpoint, Darwinbox, and Pin."}, {"id": "mai-20260917-1657-smoke|c156-l1|meta-small|Pin", "prompt": "c156-l1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some of the top-rated systems include Pinpoint, Darwinbox, and Pin."}, {"id": "mai-20260917-1657-smoke|c156-l1|minimax-small|Greenhouse", "prompt": "c156-l1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Greenhouse** or **Pinpoint** if you prioritize structured hiring and flexibility"}, {"id": "mai-20260917-1657-smoke|c156-l1|minimax-small|iCIMS", "prompt": "c156-l1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iCIMS** if you need massive scale and compliance features"}, {"id": "mai-20260917-1657-smoke|c156-l1|minimax-small|Pinpoint", "prompt": "c156-l1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Greenhouse** or **Pinpoint** if you prioritize structured hiring and flexibility"}, {"id": "mai-20260917-1657-smoke|c156-l1|minimax-small|Darwinbox", "prompt": "c156-l1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If native HCM integration is critical, consider **Darwinbox**."}, {"id": "mai-20260917-1657-smoke|c156-l1|minimax-small|Gem", "prompt": "c156-l1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want all-in-one capabilities with AI sourcing, **Gem** is excellent."}, {"id": "mai-20260917-1657-smoke|c156-l1|mistral-small|Greenhouse", "prompt": "c156-l1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** is widely regarded as the best applicant tracking system (ATS) for enterprise B2B companies"}, {"id": "mai-20260917-1657-smoke|c156-l1|mistral-small|Pinpoint", "prompt": "c156-l1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pinpoint**, which is highly recommended for mid-market and enterprise organizations"}, {"id": "mai-20260917-1657-smoke|c156-l1|mistral-small|Lever", "prompt": "c156-l1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lever**, which is favored by B2B SaaS companies with a focus on sourcing-heavy recruitment processes"}, {"id": "mai-20260917-1657-smoke|c156-l1|moonshot-small|Greenhouse", "prompt": "c156-l1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies**, **Greenhouse** is the strongest choice"}, {"id": "mai-20260917-1657-smoke|c156-l1|moonshot-small|iCIMS", "prompt": "c156-l1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **iCIMS** if you need the broadest possible feature set and have complex, high-volume hiring needs"}, {"id": "mai-20260917-1657-smoke|c156-l1|moonshot-small|SmartRecruiters", "prompt": "c156-l1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SmartRecruiters** if you're deeply embedded in the SAP ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-l1|moonshot-small|Pinpoint", "prompt": "c156-l1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pinpoint** — Best for Flexible Enterprise Hiring"}, {"id": "mai-20260917-1657-smoke|c156-l1|openai-small|Greenhouse", "prompt": "c156-l1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" ATS pick is usually **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-l1|openai-small|Workday Recruiting", "prompt": "c156-l1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Workday Recruiting** if Workday is already your HR system"}, {"id": "mai-20260917-1657-smoke|c156-l1|openai-small|SAP SuccessFactors", "prompt": "c156-l1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SAP SuccessFactors** if your org is already SAP-heavy"}, {"id": "mai-20260917-1657-smoke|c156-l1|openai-small|iCIMS", "prompt": "c156-l1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose iCIMS** if you need a very configurable enterprise talent acquisition suite"}, {"id": "mai-20260917-1657-smoke|c156-l1|openai-small|ADP Recruiting Management", "prompt": "c156-l1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "ADP Recruiting Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights **Greenhouse, SAP SuccessFactors HCM, Workday HCM, iCIMS, and ADP Recruiting Management** among the leading options"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|Greenhouse", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If B2B SaaS/tech-focused**: Start with Greenhouse—it's the \"gold standard\" for structured processes in growing enterprises."}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|Workday Recruiting", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If integrated HCM is key**: Workday if on their stack"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|iCIMS Talent Cloud", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "otherwise, evaluate iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|Oracle Taleo", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy Oracle users | Talent suites | Varies | No (declining)"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|SAP SuccessFactors", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP ecosystem enterprises   | Global manufacturing/B2B"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|Lever", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong options**: Lever (ATS+CRM for relationship hiring)"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|SmartRecruiters", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SmartRecruiters (SAP users)"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|Avature", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Avature/Darwinbox (emerging AI leaders per 2026 Gartner)"}, {"id": "mai-20260917-1657-smoke|c156-l1|xai-small|Darwinbox", "prompt": "c156-l1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Avature/Darwinbox (emerging AI leaders per 2026 Gartner)"}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|Greenhouse", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** is widely regarded as the most AI‑endorsed and flexible ATS for enterprises (and is the top pick across several AI‑driven leaderboards in 2026)"}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|Workday Recruiting", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a very large organization already using Workday HCM**, **Workday Recruiting** offers the smoothest data flow"}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|iCIMS", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high‑volume, compliance‑heavy hiring**, **iCIMS** and **SAP SuccessFactors/Oracle Taleo** provide the modular, scalable architecture needed."}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|Lever", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lever** is a compelling option, though it's best positioned for mid‑market to large teams."}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|SAP SuccessFactors", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**iCIMS** and **SAP SuccessFactors/Oracle Taleo** provide the modular, scalable architecture needed"}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|Oracle Taleo", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Oracle Taleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SAP SuccessFactors/Oracle Taleo** provide the modular, scalable architecture needed"}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|Darwinbox", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Darwinbox** stands out for enterprises, especially in APAC markets."}, {"id": "mai-20260917-1657-smoke|c156-l1|zai-small|SmartRecruiters", "prompt": "c156-l1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": ">5,000 offers/year → high‑volume suites (iCIMS, Workday, SmartRecruiters)"}, {"id": "mai-20260917-1657-smoke|c156-l2|alibaba-small|iCIMS", "prompt": "c156-l2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iCIMS is widely considered the \"gold standard\" for standalone Applicant Tracking Systems (ATS)"}, {"id": "mai-20260917-1657-smoke|c156-l2|alibaba-small|Workday Recruiting", "prompt": "c156-l2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recommendation Level:** ⭐⭐⭐⭐⭐ (Highly conditional)"}, {"id": "mai-20260917-1657-smoke|c156-l2|alibaba-small|Rippling", "prompt": "c156-l2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want your ATS tightly integrated with **IT and Onboarding**"}, {"id": "mai-20260917-1657-smoke|c156-l2|alibaba-small|Greenhouse", "prompt": "c156-l2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Famous for its \"Scorecard\" feature"}, {"id": "mai-20260917-1657-smoke|c156-l2|alibaba-small|SAP SuccessFactors Recruiting", "prompt": "c156-l2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick with **SAP SuccessFactors Recruiting**. Moving away causes massive retraining costs."}, {"id": "mai-20260917-1657-smoke|c156-l2|alibaba-small|Oracle Taleo", "prompt": "c156-l2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Oracle Taleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick with **Oracle Taleo**. It is built specifically for organizations with 10,000+ employees."}, {"id": "mai-20260917-1657-smoke|c156-l2|anthropic-small|Greenhouse", "prompt": "c156-l2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Greenhouse** (Best overall for enterprise)"}, {"id": "mai-20260917-1657-smoke|c156-l2|anthropic-small|iCIMS", "prompt": "c156-l2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. iCIMS** (Best for high-volume hiring)"}, {"id": "mai-20260917-1657-smoke|c156-l2|anthropic-small|Workday Recruiting", "prompt": "c156-l2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Workday Recruiting** (Best for integrated HCM ecosystem)"}, {"id": "mai-20260917-1657-smoke|c156-l2|challenger-small|Greenhouse", "prompt": "c156-l2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-l2|challenger-small|Workday Recruiting", "prompt": "c156-l2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are already standardized on **Workday HCM** and want tighter system consolidation"}, {"id": "mai-20260917-1657-smoke|c156-l2|challenger-small|iCIMS", "prompt": "c156-l2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need **high-volume hiring**, strong **compliance**"}, {"id": "mai-20260917-1657-smoke|c156-l2|challenger-small|SAP SuccessFactors Recruiting", "prompt": "c156-l2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your HR stack is centered on **SAP** and you want a native fit"}, {"id": "mai-20260917-1657-smoke|c156-l2|challenger-small|SmartRecruiters", "prompt": "c156-l2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want a large-enterprise platform for **multi-brand, multi-region recruiting**"}, {"id": "mai-20260917-1657-smoke|c156-l2|deepseek-small|iCIMS", "prompt": "c156-l2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iCIMS is the strongest overall pick for most scenarios"}, {"id": "mai-20260917-1657-smoke|c156-l2|deepseek-small|Workday Recruiting", "prompt": "c156-l2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already on Workday ... go with Workday Recruiting for seamless data flow."}, {"id": "mai-20260917-1657-smoke|c156-l2|deepseek-small|Greenhouse", "prompt": "c156-l2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you run a structured, process-driven B2B hiring model and want flexibility at a lower cost → Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-l2|deepseek-small|SmartRecruiters", "prompt": "c156-l2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global enterprises needing broad marketplace integrations"}, {"id": "mai-20260917-1657-smoke|c156-l2|deepseek-small|SAP SuccessFactors", "prompt": "c156-l2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprises fully standardized on SAP or Oracle"}, {"id": "mai-20260917-1657-smoke|c156-l2|deepseek-small|Oracle Recruiting", "prompt": "c156-l2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Oracle Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprises fully standardized on SAP or Oracle"}, {"id": "mai-20260917-1657-smoke|c156-l2|google-small|Greenhouse", "prompt": "c156-l2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is widely considered the gold standard for mid-to-large enterprises that prioritize structured hiring"}, {"id": "mai-20260917-1657-smoke|c156-l2|google-small|Workday Recruiting", "prompt": "c156-l2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise already uses Workday as its central Human Capital Management (HCM) system, Workday Recruiting is often the default choice."}, {"id": "mai-20260917-1657-smoke|c156-l2|google-small|iCIMS Talent Cloud", "prompt": "c156-l2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: High-volume enterprise scale and highly complex requirements"}, {"id": "mai-20260917-1657-smoke|c156-l2|google-small|SmartRecruiters", "prompt": "c156-l2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SmartRecruiters is a modern, enterprise-focused platform designed to feel as user-friendly as consumer software"}, {"id": "mai-20260917-1657-smoke|c156-l2|google-small|SAP SuccessFactors", "prompt": "c156-l2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your enterprise is deeply integrated into **Workday or SAP SuccessFactors**, the native recruiting module is usually the starting point"}, {"id": "mai-20260917-1657-smoke|c156-l2|google-small|Lever", "prompt": "c156-l2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "favoring **Greenhouse** or **Lever**"}, {"id": "mai-20260917-1657-smoke|c156-l2|meta-small|Workday Recruiting", "prompt": "c156-l2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday Recruiting - dominates enterprise environments of 1,000+ employees where HCM integration matters"}, {"id": "mai-20260917-1657-smoke|c156-l2|meta-small|Greenhouse", "prompt": "c156-l2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "remains the gold standard for structured hiring at mid-market and enterprise scale"}, {"id": "mai-20260917-1657-smoke|c156-l2|meta-small|iCIMS", "prompt": "c156-l2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iCIMS - leads for high-volume hiring at scale"}, {"id": "mai-20260917-1657-smoke|c156-l2|meta-small|Pinpoint", "prompt": "c156-l2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-market and enterprise organizations managing multiple types of hiring"}, {"id": "mai-20260917-1657-smoke|c156-l2|minimax-small|Greenhouse", "prompt": "c156-l2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **iCIMS** or **Greenhouse** as top choices"}, {"id": "mai-20260917-1657-smoke|c156-l2|minimax-small|iCIMS", "prompt": "c156-l2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **iCIMS** or **Greenhouse** as top choices"}, {"id": "mai-20260917-1657-smoke|c156-l2|minimax-small|Workday", "prompt": "c156-l2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your company is already in the Workday ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-l2|mistral-small|iCIMS", "prompt": "c156-l2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**iCIMS** – Best for large enterprises with high-volume hiring needs."}, {"id": "mai-20260917-1657-smoke|c156-l2|mistral-small|Workday Recruiting", "prompt": "c156-l2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprises seeking a unified HCM (Human Capital Management) solution."}, {"id": "mai-20260917-1657-smoke|c156-l2|mistral-small|Greenhouse", "prompt": "c156-l2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise companies with established recruiting processes"}, {"id": "mai-20260917-1657-smoke|c156-l2|mistral-small|SAP SuccessFactors Recruiting", "prompt": "c156-l2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises already using SAP’s HR suite"}, {"id": "mai-20260917-1657-smoke|c156-l2|mistral-small|Oracle Taleo", "prompt": "c156-l2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Oracle Taleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for large enterprises within the Oracle ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-l2|mistral-small|Avature", "prompt": "c156-l2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for large enterprises needing a global hiring platform with extensive customization"}, {"id": "mai-20260917-1657-smoke|c156-l2|moonshot-small|Greenhouse", "prompt": "c156-l2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Greenhouse** as the starting point"}, {"id": "mai-20260917-1657-smoke|c156-l2|moonshot-small|Workday Recruiting", "prompt": "c156-l2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if Already Using Workday HCM"}, {"id": "mai-20260917-1657-smoke|c156-l2|moonshot-small|iCIMS", "prompt": "c156-l2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Volume, Modular Needs"}, {"id": "mai-20260917-1657-smoke|c156-l2|moonshot-small|Lever (now Employ)", "prompt": "c156-l2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever (now Employ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for ATS + CRM Combined"}, {"id": "mai-20260917-1657-smoke|c156-l2|moonshot-small|SmartRecruiters", "prompt": "c156-l2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best AI-First Option"}, {"id": "mai-20260917-1657-smoke|c156-l2|openai-small|Greenhouse", "prompt": "c156-l2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, I'd start with **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-l2|openai-small|iCIMS", "prompt": "c156-l2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** or **iCIMS** may be better fits"}, {"id": "mai-20260917-1657-smoke|c156-l2|openai-small|Workday Recruiting", "prompt": "c156-l2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Workday Recruiting** if HRIS integration and platform consolidation matter more"}, {"id": "mai-20260917-1657-smoke|c156-l2|xai-small|Workday Recruiting", "prompt": "c156-l2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with Workday often being the strongest fit if you're already using (or open to) a full HCM suite"}, {"id": "mai-20260917-1657-smoke|c156-l2|xai-small|iCIMS", "prompt": "c156-l2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iCIMS Talent Cloud**: Top for high-volume, standalone enterprise ATS"}, {"id": "mai-20260917-1657-smoke|c156-l2|xai-small|Greenhouse", "prompt": "c156-l2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent \"best-of-breed\" for structured hiring at enterprise scale"}, {"id": "mai-20260917-1657-smoke|c156-l2|xai-small|Taleo/Oracle Recruiting", "prompt": "c156-l2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Taleo/Oracle Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stick with their native ATS (Workday or Taleo/Oracle Recruiting) for zero-integration friction."}, {"id": "mai-20260917-1657-smoke|c156-l2|zai-small|Workday Recruiting", "prompt": "c156-l2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Recruiting** is the best starting point if you already have or plan to adopt Workday as your core HCM"}, {"id": "mai-20260917-1657-smoke|c156-l2|zai-small|Greenhouse", "prompt": "c156-l2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** is the next most compelling option"}, {"id": "mai-20260917-1657-smoke|c156-l2|zai-small|iCIMS", "prompt": "c156-l2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive; can feel heavy and bureaucratic."}, {"id": "mai-20260917-1657-smoke|c156-l2|zai-small|Pinpoint", "prompt": "c156-l2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less familiar name; newer in the market."}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|BambooHR", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unlike SMB tools (like BambooHR or Zoho), enterprise solutions prioritize scalability"}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|Zoho", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike SMB tools (like BambooHR or Zoho)"}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|Workday Talent Acquisition", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Talent Acquisition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Large enterprises already embedded in the Workday ecosystem... Cons: Can be expensive; setup is complex"}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|iCIMS", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iCIMS is a purpose-built recruitment platform that has scaled massively over two decades."}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|Greenhouse", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is the gold standard for companies trying to remove unconscious bias"}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|Lever", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Recruitment as a \"Sales\" function (CRM style)."}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|SAP SuccessFactors Recruiting", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Multinational corporations and SAP shop environments."}, {"id": "mai-20260917-1657-smoke|c156-l3|alibaba-small|Oracle Taleo", "prompt": "c156-l3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "vendor is actively discouraging new users from choosing it"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|LinkedIn Talent Insights", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LinkedIn Talent Insights, Greenhouse Recruiting, Bullhorn ATS & CRM, BambooHR, and LeverTRM are recognized as top enterprise ATS solutions"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|Greenhouse Recruiting", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for growing and enterprise hiring teams, it stands out for its structured interview approach, flexible workflow customization, and robust integration ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|Bullhorn ATS & CRM", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Bullhorn ATS & CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "recognized as top enterprise ATS solutions"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|BambooHR", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "recognized as top enterprise ATS solutions"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|LeverTRM", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "LeverTRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LeverTRM is the only solution with ATS and CRM functionality in one platform"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|iCIMS", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the core ATS (iCIMS Hire) doesn't include CRM, recruitment marketing, or candidate texting; those are separate modules at separate cost"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|Oracle", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "followed by Oracle, Workday, and Greenhouse Software"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|Workday", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "followed by Oracle, Workday, and Greenhouse Software"}, {"id": "mai-20260917-1657-smoke|c156-l3|anthropic-small|SmartRecruiters", "prompt": "c156-l3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "owned by SAP, making it the obvious frontrunner for organizations that run SAP, with deepened SuccessFactors integration"}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Greenhouse", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Greenhouse** if your priority is **structured hiring consistency** and interview rigor."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|iCIMS", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **iCIMS** if you need **enterprise scale, compliance, and a broad integrations ecosystem**."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|SmartRecruiters", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SmartRecruiters** if you need **global workflow flexibility**"}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Workday Recruiting", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you want **recruiting inside the same HCM platform**, not a standalone ATS."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|SAP SuccessFactors Recruiting", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strongest fit for **SAP-native HR stacks** and global compliance needs."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Oracle Taleo/Oracle HCM Recruiting", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Taleo/Oracle HCM Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Chosen mainly for **deep Oracle HCM/ERP alignment** rather than best-in-class ATS UX."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Avature", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a **configurable CRM + ATS suite** for sourcing, nurturing, and workforce planning"}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Darwinbox", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Differentiates through **natively embedded ATS + HCM** rather than a bolt-on ATS layer."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Phenom", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focuses on **personalization, matching, and talent-experience orchestration** more than core ATS mechanics."}, {"id": "mai-20260917-1657-smoke|c156-l3|challenger-small|Lever", "prompt": "c156-l3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "but is usually less \"enterprise-suite\" than Workday/iCIMS/SAP/Oracle"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|Workday Recruiting", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Enterprises (5,000+ employees) already running the Workday HCM stack... Trade-offs: Often criticized for a slower, more structured candidate application experience"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|Greenhouse", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The reference standard for structured hiring methodology, with one of the deepest integration marketplaces"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|iCIMS", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "companies wanting recruiting-led innovation and fast candidate UX often favor standalone leaders like Greenhouse or iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|Lever (Employ)", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever (Employ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-sized to enterprise in-house teams wanting ATS + CRM in one platform"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|SmartRecruiters", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-to-large enterprises that want a flexible, marketplace-based platform with the Winston AI assistant"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|Ashby", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fastest-growing enterprise ATS, known for built-in analytics and modern UX."}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|SAP SuccessFactors Recruiting", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for global/multi-national operations with broad compliance coverage; part of a modular but complex SAP stack."}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|Darwinbox", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A rising AI-native, HCM-embedded platform popular with large enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l3|deepseek-small|Pinpoint", "prompt": "c156-l3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Scores well for mid-market/enterprise orgs managing multiple hiring types"}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|Workday Recruiting", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose an HCM module (Workday/SAP) if your primary goal is backend simplicity... it is notoriously cumbersome"}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|SAP SuccessFactors (Recruiting)", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors (Recruiting)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is massive, highly configurable, and very expensive. It is almost exclusively chosen by massive multi-national conglomerates"}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|Greenhouse (Enterprise)", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The gold standard for structured, scorecard-based hiring."}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|iCIMS Talent Cloud", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extreme scalability and modular customization for high-volume enterprise hiring."}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|Lever Enterprise", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A unified ATS and CRM (Candidate Relationship Management) in one interface."}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|Ashby", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose a Modern Challenger (Ashby/Pinpoint) if you are a fast-scaling corporate enterprise"}, {"id": "mai-20260917-1657-smoke|c156-l3|google-small|Pinpoint", "prompt": "c156-l3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Premium mid-market to enterprise flexibility with robust native automation."}, {"id": "mai-20260917-1657-smoke|c156-l3|meta-small|Darwinbox", "prompt": "c156-l3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of the top enterprise-grade applicant tracking systems, including Darwinbox, Greenhouse, and iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l3|meta-small|Greenhouse", "prompt": "c156-l3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Darwinbox, Greenhouse, and iCIMS, and their differences in terms of architecture, AI capabilities, compliance, and HCM integration"}, {"id": "mai-20260917-1657-smoke|c156-l3|meta-small|iCIMS", "prompt": "c156-l3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Darwinbox, Greenhouse, and iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|iCIMS", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iCIMS | 10.7% ... **iCIMS** — Best for High-Volume, Modular Talent Acquisition"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|Greenhouse", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** — Best for Structured Hiring & DEI"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|Workday Recruiting", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Recruiting** — Best for Workday HCM Users"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|Oracle Taleo", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Taleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Taleo** — Best for Global Enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|SAP SuccessFactors", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP SuccessFactors** — Best for SAP ERP Customers"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|Lever (LeverTRM)", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever (LeverTRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lever (LeverTRM)** — Best for ATS + CRM Combined"}, {"id": "mai-20260917-1657-smoke|c156-l3|minimax-small|SmartRecruiters", "prompt": "c156-l3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SmartRecruiters** — Best for Mid-to-Large Enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|Greenhouse", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** excels in structured hiring and DEI analytics, making it ideal for companies that want to standardize and optimize their hiring processes."}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|iCIMS", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iCIMS** is unmatched for high-volume, global hiring and deep HRIS integration, especially in regulated industries."}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|Darwinbox", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Darwinbox** stands out for enterprises wanting a unified HCM suite with a native ATS"}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|Pinpoint", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pinpoint:** Best for mid-market and enterprise organizations managing multiple types of hiring"}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|Workday", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These HCM-embedded ATS solutions are also popular for enterprises already using their ecosystems."}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|SAP SuccessFactors", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These HCM-embedded ATS solutions are also popular for enterprises already using their ecosystems."}, {"id": "mai-20260917-1657-smoke|c156-l3|mistral-small|Oracle HCM", "prompt": "c156-l3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These HCM-embedded ATS solutions are also popular for enterprises already using their ecosystems."}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|Workday Recruiting", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Clunky UI for recruiters; poor mobile candidate experience; 74% of users augment with third-party tools"}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|SAP SuccessFactors", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rigid processes requiring consulting support; poor usability for recruiters"}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|Oracle Taleo/Recruiting Cloud", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Taleo/Recruiting Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Outdated legacy system; limited modern features; complex to customize"}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|Greenhouse", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Industry-leading structured interviewing; interview kits & scorecards; strong DEI workflows; excellent reporting"}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|Lever (LeverTRM)", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever (LeverTRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Lever if: Sourcing passive candidates is a major focus"}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|iCIMS", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-volume, compliance-heavy enterprise hiring (5,000+ employees)"}, {"id": "mai-20260917-1657-smoke|c156-l3|moonshot-small|SmartRecruiters", "prompt": "c156-l3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global enterprise recruiting | Agentic AI capabilities; recruiting marketplace model"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|Workday Recruiting", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Workday** is powerful but can be heavier and more complex, especially if you are not already on Workday HCM."}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|SAP SuccessFactors Recruiting", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its recruiting experience is often shaped by the wider SAP architecture rather than being best-in-class as a standalone ATS"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|Oracle Recruiting / Taleo", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Recruiting / Taleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for legacy enterprise TA:** Oracle Taleo"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|iCIMS Talent Cloud", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for high configurability and enterprise-scale operations:** iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|Greenhouse", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for structured hiring and strong recruiter UX:** Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|SmartRecruiters", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for modular enterprise recruiting with broad integrations:** SmartRecruiters"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|Lever", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for CRM-heavy talent acquisition workflows:** Lever or Avature"}, {"id": "mai-20260917-1657-smoke|c156-l3|openai-small|Avature", "prompt": "c156-l3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for CRM-heavy talent acquisition workflows:** Lever or Avature, depending on your exact needs"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|Workday Recruiting", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "market leader with ~22-39% share in Fortune 500/enterprise; often bundled with Workday HCM"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|iCIMS", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top standalone ATS, ~10-11% global market share; strong for high-volume"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|Oracle Taleo", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Taleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "legacy enterprise staple, part of Oracle HCM; high Fortune 500 adoption"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|Greenhouse", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "popular for mid-to-large enterprises, especially tech; excels in structured hiring"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|SAP SuccessFactors", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise HCM-integrated; ~13% Fortune 500 share"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|SmartRecruiters", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "rising for scalable mid-to-enterprise; AI-focused"}, {"id": "mai-20260917-1657-smoke|c156-l3|xai-small|Lever", "prompt": "c156-l3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "now under Employ; good for ATS+CRM in growing enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|Greenhouse", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** is the go‑to for structured hiring, DEI analytics, and deep integration with recruiting‑focused tools."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|iCIMS", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**iCIMS** excels at high‑volume, frontline, and global hiring with strong compliance and a full “Talent Cloud” suite."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|Workday Recruiting", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Not a best‑of‑breed ATS:** Recruiters often find the UX less intuitive and structured interviewing features more basic"}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|SmartRecruiters (now SAP‑owned)", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters (now SAP‑owned)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SmartRecruiters (SAP)** offers flexibility and global compliance for complex, multi‑region organizations."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|Darwinbox", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Darwinbox** delivers AI‑powered ATS with native HCM integration"}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|Oracle Taleo", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Less recruiting‑focused:** UX and structured hiring features are generally less refined than dedicated ATS platforms."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|SAP SuccessFactors", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Complex implementation:** Integration and customization can be more involved."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|Gem", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Gem** provides an all‑in‑one ATS/CRM with AI sourcing for mid‑market teams."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|Ashby", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Ashby** is a strong, analytics‑first choice for teams wanting flat‑rate pricing and a clean UX."}, {"id": "mai-20260917-1657-smoke|c156-l3|zai-small|BambooHR (ATS)", "prompt": "c156-l3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR (ATS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BambooHR (ATS) | SMBs wanting ATS + HR in one tool"}, {"id": "mai-20260917-1657-smoke|c156-l4|alibaba-small|JazzHR", "prompt": "c156-l4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JazzHR is widely recommended as the primary exception for larger teams because it offers **unlimited user licenses on all tiers**."}, {"id": "mai-20260917-1657-smoke|c156-l4|alibaba-small|Greenhouse", "prompt": "c156-l4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Negotiate a **fixed-price Enterprise Contract** with a leader like **Greenhouse**, **Lever**, or **SAP SuccessFactors**."}, {"id": "mai-20260917-1657-smoke|c156-l4|alibaba-small|Lever", "prompt": "c156-l4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with a leader like **Greenhouse**, **Lever**, or **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c156-l4|alibaba-small|SAP SuccessFactors", "prompt": "c156-l4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with a leader like **Greenhouse**, **Lever**, or **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c156-l4|anthropic-small|Workable", "prompt": "c156-l4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable prices on total company headcount, not recruiter seats\n, making it highly predictable for large organizations"}, {"id": "mai-20260917-1657-smoke|c156-l4|anthropic-small|iCIMS", "prompt": "c156-l4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iCIMS stands as one of the most robust solutions available, used by 40% of Fortune 100 companies"}, {"id": "mai-20260917-1657-smoke|c156-l4|anthropic-small|Greenhouse", "prompt": "c156-l4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Greenhouse performed the worst in pricing for reasons like its unclear contract requirements"}, {"id": "mai-20260917-1657-smoke|c156-l4|challenger-small|Workable Agent", "prompt": "c156-l4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable Agent** is the clearest example of a **company-size-priced, flat model** designed for cost predictability at enterprise scale"}, {"id": "mai-20260917-1657-smoke|c156-l4|challenger-small|iCIMS", "prompt": "c156-l4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "large-company contracts ranging from about **$55K/year to $140K+** for iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l4|challenger-small|SmartRecruiters", "prompt": "c156-l4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SmartRecruiters** if you want enterprise ATS with relatively lower starting enterprise pricing, though it still scales with headcount/modules"}, {"id": "mai-20260917-1657-smoke|c156-l4|challenger-small|Greenhouse", "prompt": "c156-l4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is not the most predictable pricing model in the results"}, {"id": "mai-20260917-1657-smoke|c156-l4|deepseek-small|iCIMS", "prompt": "c156-l4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear structural winner is **iCIMS**, provided you negotiate a flat-rate enterprise contract"}, {"id": "mai-20260917-1657-smoke|c156-l4|deepseek-small|Workable", "prompt": "c156-l4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** is the strongest alternative, but it's less proven at the true enterprise scale"}, {"id": "mai-20260917-1657-smoke|c156-l4|deepseek-small|Greenhouse", "prompt": "c156-l4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid these for your specific need.** All three charge **per recruiter seat**"}, {"id": "mai-20260917-1657-smoke|c156-l4|deepseek-small|Lever", "prompt": "c156-l4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid any vendor that quotes \"per seat\" or \"per recruiter\"** (Greenhouse, Lever, Ashby)"}, {"id": "mai-20260917-1657-smoke|c156-l4|deepseek-small|Ashby", "prompt": "c156-l4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid any vendor that quotes \"per seat\" or \"per recruiter\"** (Greenhouse, Lever, Ashby)"}, {"id": "mai-20260917-1657-smoke|c156-l4|google-small|Greenhouse", "prompt": "c156-l4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is the enterprise gold standard for companies that want to enforce rigorous, structured hiring processes."}, {"id": "mai-20260917-1657-smoke|c156-l4|google-small|Pinpoint", "prompt": "c156-l4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pinpoint (Best Modern Alternative with \"No Seat Tax\")"}, {"id": "mai-20260917-1657-smoke|c156-l4|google-small|LeverTRM Enterprise", "prompt": "c156-l4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "LeverTRM Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LeverTRM Enterprise (Best for CRM + ATS Consolidation)"}, {"id": "mai-20260917-1657-smoke|c156-l4|meta-small|iCIMS", "prompt": "c156-l4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated systems such as iCIMS, Oracle Taleo, or Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-l4|meta-small|Oracle Taleo", "prompt": "c156-l4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Oracle Taleo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be one of the top-rated systems such as iCIMS, Oracle Taleo, or Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-l4|meta-small|Greenhouse", "prompt": "c156-l4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely to be one of the top-rated systems such as iCIMS, Oracle Taleo, or Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-l4|mistral-small|Workable", "prompt": "c156-l4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable and Greenhouse are the strongest choices due to their flat-rate or headcount-based pricing models"}, {"id": "mai-20260917-1657-smoke|c156-l4|mistral-small|Greenhouse", "prompt": "c156-l4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workable and Greenhouse are the strongest choices"}, {"id": "mai-20260917-1657-smoke|c156-l4|mistral-small|Workday Recruiting", "prompt": "c156-l4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Recruiting and iCIMS are also excellent for very large enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l4|mistral-small|iCIMS", "prompt": "c156-l4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday Recruiting and iCIMS are also excellent for very large enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l4|moonshot-small|iCIMS Talent Cloud", "prompt": "c156-l4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For predictable costs with thousands of users, iCIMS stands out"}, {"id": "mai-20260917-1657-smoke|c156-l4|moonshot-small|SmartRecruiters", "prompt": "c156-l4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Enterprise Option"}, {"id": "mai-20260917-1657-smoke|c156-l4|moonshot-small|Workday Recruiting", "prompt": "c156-l4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "predictable per-employee cost but high absolute cost and complex implementation"}, {"id": "mai-20260917-1657-smoke|c156-l4|moonshot-small|Greenhouse", "prompt": "c156-l4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Per-seat models (Greenhouse, Lever) for thousands of users"}, {"id": "mai-20260917-1657-smoke|c156-l4|moonshot-small|Lever", "prompt": "c156-l4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Per-seat models (Greenhouse, Lever) for thousands of users"}, {"id": "mai-20260917-1657-smoke|c156-l4|moonshot-small|SAP/Oracle Taleo", "prompt": "c156-l4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SAP/Oracle Taleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per employee + high implementation | ⭐⭐ Moderate | Legacy enterprise environments"}, {"id": "mai-20260917-1657-smoke|c156-l4|openai-small|SmartRecruiters", "prompt": "c156-l4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with a slight edge to **SmartRecruiters** if your priority is cost predictability at scale"}, {"id": "mai-20260917-1657-smoke|c156-l4|openai-small|iCIMS", "prompt": "c156-l4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong enterprise option, but pricing can be based on products, users, and services, so it may be less predictable"}, {"id": "mai-20260917-1657-smoke|c156-l4|openai-small|VidCruiter", "prompt": "c156-l4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include SAP-related enterprise offerings and VidCruiter integrations"}, {"id": "mai-20260917-1657-smoke|c156-l4|openai-small|Greenhouse", "prompt": "c156-l4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent enterprise ATS, but you should scrutinize add-ons and support because total cost can expand"}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|Workday Recruiting", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Recruiting** stands out as the best applicant tracking system (ATS) for a large company"}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|Oracle Taleo/Fusion Recruiting", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Oracle Taleo/Fusion Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less predictable due to add-on transaction fees and Oracle ecosystem lock-in; Taleo phased out for new customers."}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|iCIMS", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Volume/feature-dependent; quotes vary widely, less linear scaling."}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|Greenhouse", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Negotiated annually; scales with reqs/users, implementation 2\\u201318 months adds variability."}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|Lever", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unpredictable if hiring teams grow/shrink; not optimized for thousands of casual users."}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|SmartRecruiters", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Quote-based, post-acquisition transitions add uncertainty."}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|JazzHR", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "appear budget-friendly but lack enterprise-grade scalability, compliance, and integrations for thousands of users"}, {"id": "mai-20260917-1657-smoke|c156-l4|xai-small|Recruitis", "prompt": "c156-l4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Recruitis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "appear budget-friendly but lack enterprise-grade scalability, compliance, and integrations"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|Workday Recruiting", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Recruiting** (per-employee) is the top recommendation due to its fixed per-employee rate"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|Greenhouse", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "custom quotes and renewal increases can introduce variability"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|Lever", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lever** and **Avature** are strong alternatives if you prefer per-seat pricing with volume discounts"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|Avature", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lever** and **Avature** are strong alternatives"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|Workable", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workable** offers flat pricing by company size for a more stable cost structure"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|iCIMS", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "renewals and custom quotes mean costs are less predictable than Workday's per-employee model"}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|SmartRecruiters (SAP)", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "SmartRecruiters (SAP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Moderate. Fixed annual range; renewal increases add variability."}, {"id": "mai-20260917-1657-smoke|c156-l4|zai-small|Pinpoint", "prompt": "c156-l4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Pinpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Custom quotes and renewal increases add variability."}, {"id": "mai-20260917-1657-smoke|c156-l5|alibaba-small|Greenhouse", "prompt": "c156-l5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When sending the questionnaire to vendors (Greenhouse, Lever, JazzHR, iCIMS, DayForce), explicitly state"}, {"id": "mai-20260917-1657-smoke|c156-l5|alibaba-small|Lever", "prompt": "c156-l5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors (Greenhouse, Lever, JazzHR, iCIMS, DayForce)"}, {"id": "mai-20260917-1657-smoke|c156-l5|alibaba-small|JazzHR", "prompt": "c156-l5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors (Greenhouse, Lever, JazzHR, iCIMS, DayForce)"}, {"id": "mai-20260917-1657-smoke|c156-l5|alibaba-small|iCIMS", "prompt": "c156-l5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors (Greenhouse, Lever, JazzHR, iCIMS, DayForce)"}, {"id": "mai-20260917-1657-smoke|c156-l5|alibaba-small|DayForce", "prompt": "c156-l5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "DayForce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors (Greenhouse, Lever, JazzHR, iCIMS, DayForce)"}, {"id": "mai-20260917-1657-smoke|c156-l5|google-small|Greenhouse (Enterprise Tier)", "prompt": "c156-l5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse (Enterprise Tier): Highly regarded for structured hiring, robust APIs, and great user experience. Very strong enterprise security/SSO capabilities."}, {"id": "mai-20260917-1657-smoke|c156-l5|google-small|Workday Recruiting", "prompt": "c156-l5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Workday as your HRIS, using their native recruiting module significantly simplifies procurement, security, and SSO... However, UX is often considered less modern"}, {"id": "mai-20260917-1657-smoke|c156-l5|google-small|iCIMS", "prompt": "c156-l5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An enterprise powerhouse designed for complex, high-volume, and global recruiting. Highly customizable, though it has a steeper learning curve."}, {"id": "mai-20260917-1657-smoke|c156-l5|google-small|SmartRecruiters", "prompt": "c156-l5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A very strong global enterprise ATS with deep integration capabilities, great compliance features, and a modern UI."}, {"id": "mai-20260917-1657-smoke|c156-l5|google-small|Ashby (Enterprise Tier)", "prompt": "c156-l5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby (Enterprise Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though you will want to heavily vet their enterprise-scale features against your specific HRIS"}, {"id": "mai-20260917-1657-smoke|c156-l5|meta-small|Pinpoint", "prompt": "c156-l5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinpoint and Manatal are designed for enterprise-scale operations... Pinpoint integrates deeply with these systems."}, {"id": "mai-20260917-1657-smoke|c156-l5|meta-small|Jobylon", "prompt": "c156-l5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Jobylon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jobylon and JazzHR have verified reviews and are suitable for mid-size to enterprise clients."}, {"id": "mai-20260917-1657-smoke|c156-l5|meta-small|Manatal", "prompt": "c156-l5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pinpoint and Manatal are designed for enterprise-scale operations."}, {"id": "mai-20260917-1657-smoke|c156-l5|meta-small|Personio", "prompt": "c156-l5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider an ATS that focuses on enhancing the candidate experience, such as Personio."}, {"id": "mai-20260917-1657-smoke|c156-l5|meta-small|JazzHR", "prompt": "c156-l5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pinpoint and JazzHR offer this feature."}, {"id": "mai-20260917-1657-smoke|c156-l5|minimax-small|Greenhouse", "prompt": "c156-l5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common ATS options to evaluate (most support SSO + SOC 2):\n- Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-l5|minimax-small|Lever", "prompt": "c156-l5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Lever"}, {"id": "mai-20260917-1657-smoke|c156-l5|minimax-small|Workday Recruiting", "prompt": "c156-l5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Workday Recruiting"}, {"id": "mai-20260917-1657-smoke|c156-l5|minimax-small|iCIMS", "prompt": "c156-l5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l5|minimax-small|Personio", "prompt": "c156-l5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Personio (if EU-based)"}, {"id": "mai-20260917-1657-smoke|c156-l5|moonshot-small|Workday Recruiting", "prompt": "c156-l5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Best if you are already a Workday HCM shop. Deep integration, but slower UX, higher cost, and longer implementation."}, {"id": "mai-20260917-1657-smoke|c156-l5|moonshot-small|Greenhouse", "prompt": "c156-l5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for structured hiring, DEI analytics, and compliance rigor. Often chosen by tech and high-growth enterprises."}, {"id": "mai-20260917-1657-smoke|c156-l5|moonshot-small|Lever", "prompt": "c156-l5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasizes CRM and relationship-building; faster candidate UX. Often favored by growth-stage companies scaling to enterprise."}, {"id": "mai-20260917-1657-smoke|c156-l5|moonshot-small|Ashby", "prompt": "c156-l5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Emerging challenger winning enterprise deals on analytics depth and faster implementation cycles."}, {"id": "mai-20260917-1657-smoke|c156-l5|moonshot-small|iCIMS", "prompt": "c156-l5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Longstanding enterprise player; strong in high-volume hourly and compliance-heavy industries."}, {"id": "mai-20260917-1657-smoke|c156-l5|xai-small|iCIMS", "prompt": "c156-l5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: iCIMS (high-volume), Greenhouse (structured), Pinpoint/Lever (SSO/SOC 2 strong)."}, {"id": "mai-20260917-1657-smoke|c156-l5|xai-small|Greenhouse", "prompt": "c156-l5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse (structured)"}, {"id": "mai-20260917-1657-smoke|c156-l5|xai-small|Workable", "prompt": "c156-l5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on vendors like iCIMS, Greenhouse, Workable, Pinpoint, or Lever that explicitly support enterprise scale"}, {"id": "mai-20260917-1657-smoke|c156-l5|xai-small|Pinpoint", "prompt": "c156-l5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pinpoint/Lever (SSO/SOC 2 strong)"}, {"id": "mai-20260917-1657-smoke|c156-l5|xai-small|Lever", "prompt": "c156-l5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pinpoint/Lever (SSO/SOC 2 strong)"}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|Workday Recruiting", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to Avoid/Caution: Workday holds a reputation among recruiters for having a \"clunky\" interface... Only choose this if your organization is *already* fully married to the Workday HR ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|SAP SuccessFactors Recruiting", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid if your recruiting team needs agility. It is best suited for large multinational corporations that prioritize strict global process control over recruiter speed."}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|Oracle Taleo", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "If you are buying a new ATS, Taleo should be at the bottom of your list."}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|Greenhouse", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lacking the modern UX found in competitors like Greenhouse or Lever"}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|JazzHR", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like **JazzHR**, **Breezy HR**, or **ZipRecruiter** are excellent for small businesses but should be **avoided** by large enterprises."}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|Breezy HR", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "should be **avoided** by large enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|ZipRecruiter", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "should be **avoided** by large enterprises"}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|iCIMS", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize Recruiting Agility? Look at **iCIMS**, **SmartRecruiters**, or **Lever**."}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|SmartRecruiters", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at **iCIMS**, **SmartRecruiters**, or **Lever**."}, {"id": "mai-20260917-1657-smoke|c156-l6|alibaba-small|Lever", "prompt": "c156-l6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at **iCIMS**, **SmartRecruiters**, or **Lever**."}, {"id": "mai-20260917-1657-smoke|c156-l6|anthropic-small|Workday Recruiting", "prompt": "c156-l6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Workday is quickly becoming the most complained about ATS on the market at TA conferences"}, {"id": "mai-20260917-1657-smoke|c156-l6|anthropic-small|Oracle Taleo", "prompt": "c156-l6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they have quietly transitioned it to a legacy offering with no more major updates... Taleo is not the answer"}, {"id": "mai-20260917-1657-smoke|c156-l6|anthropic-small|SAP SuccessFactors", "prompt": "c156-l6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "41% of SuccessFactors users say inflexibility is the biggest barrier to speed"}, {"id": "mai-20260917-1657-smoke|c156-l6|anthropic-small|iCIMS", "prompt": "c156-l6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While less problematic than the above systems, 87% of iCIMS customers use at least two external tools... indicating significant integration gaps."}, {"id": "mai-20260917-1657-smoke|c156-l6|challenger-small|AvaHR", "prompt": "c156-l6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "AvaHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "flagged as *avoid or scrutinize carefully* for a large enterprise are **AvaHR**"}, {"id": "mai-20260917-1657-smoke|c156-l6|challenger-small|Trakstar Hire", "prompt": "c156-l6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Trakstar Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Trakstar Hire** — described as *not well suited for large organizations*"}, {"id": "mai-20260917-1657-smoke|c156-l6|challenger-small|Workday", "prompt": "c156-l6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workday and iCIMS are repeatedly described as powerful enterprise systems with substantial setup and licensing overhead"}, {"id": "mai-20260917-1657-smoke|c156-l6|challenger-small|iCIMS", "prompt": "c156-l6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workday and iCIMS are repeatedly described as powerful enterprise systems with substantial setup and licensing overhead"}, {"id": "mai-20260917-1657-smoke|c156-l6|challenger-small|Oracle", "prompt": "c156-l6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "especially those already used to enterprise platforms like Oracle or Workday"}, {"id": "mai-20260917-1657-smoke|c156-l6|deepseek-small|Oracle Taleo", "prompt": "c156-l6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Oracle Taleo and IBM Kenexa/BrassRing are the riskiest legacy choices"}, {"id": "mai-20260917-1657-smoke|c156-l6|deepseek-small|Workday Recruiting", "prompt": "c156-l6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday Recruiting is risky from a recruiter/candidate UX standpoint"}, {"id": "mai-20260917-1657-smoke|c156-l6|deepseek-small|SAP SuccessFactors Recruiting", "prompt": "c156-l6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SuccessFactors only makes sense for SAP-native organizations"}, {"id": "mai-20260917-1657-smoke|c156-l6|deepseek-small|IBM Kenexa / BrassRing", "prompt": "c156-l6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "IBM Kenexa / BrassRing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Oracle Taleo and IBM Kenexa/BrassRing are the riskiest legacy choices"}, {"id": "mai-20260917-1657-smoke|c156-l6|deepseek-small|Cornerstone OnDemand / TalentLink", "prompt": "c156-l6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone OnDemand / TalentLink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Frequently called out by recruiters as one of the **worst ATS options**"}, {"id": "mai-20260917-1657-smoke|c156-l6|deepseek-small|iCIMS", "prompt": "c156-l6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "iCIMS is generally reliable for very large TA teams and regulated industries, but enterprises should be cautious about"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|BambooHR", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mid-Market and SMB-Focused Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|JazzHR", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Mid-Market and SMB-Focused Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Breezy HR", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mid-Market and SMB-Focused Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Recruitee", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Mid-Market and SMB-Focused Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Workable", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Mid-Market and SMB-Focused Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Legacy Oracle Taleo (Enterprise Edition)", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Legacy Oracle Taleo (Enterprise Edition)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy \"Resume Filing Cabinets\" (Avoid or Plan Exit Strategy)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|legacy IBM Kenexa", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "legacy IBM Kenexa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy \"Resume Filing Cabinets\" (Avoid or Plan Exit Strategy)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Oracle Recruiting Cloud (ORC)", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Recruiting Cloud (ORC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Oracle has actively shifted its engineering and product roadmap focus toward **Oracle Recruiting Cloud (ORC)**"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Workday Recruiting", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "HRIS-First \"All-in-One\" Recruiting Modules (Proceed with Extreme Caution)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|SAP SuccessFactors Recruiting", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "HRIS-First \"All-in-One\" Recruiting Modules (Proceed with Extreme Caution)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Greenhouse", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "consider using a modern, recruiter-friendly ATS (like Greenhouse, SmartRecruiters, or Lever)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|SmartRecruiters", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "consider using a modern, recruiter-friendly ATS (like Greenhouse, SmartRecruiters, or Lever)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Lever", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "consider using a modern, recruiter-friendly ATS (like Greenhouse, SmartRecruiters, or Lever)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Bullhorn", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Agency-First Platforms Used for Corporate Recruiting (Avoid)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|Loxo", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Agency-First Platforms Used for Corporate Recruiting (Avoid)"}, {"id": "mai-20260917-1657-smoke|c156-l6|google-small|PCR (PCRecruiter)", "prompt": "c156-l6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "PCR (PCRecruiter)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Agency-First Platforms Used for Corporate Recruiting (Avoid)"}, {"id": "mai-20260917-1657-smoke|c156-l6|meta-small|Workday", "prompt": "c156-l6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the ATS mentioned include Workday, Oracle Taleo, and legacy ATS solutions. These systems have been criticized for their complexity"}, {"id": "mai-20260917-1657-smoke|c156-l6|meta-small|Oracle Taleo", "prompt": "c156-l6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some of the ATS mentioned include Workday, Oracle Taleo, and legacy ATS solutions. These systems have been criticized for their complexity"}, {"id": "mai-20260917-1657-smoke|c156-l6|minimax-small|Workday Recruiting", "prompt": "c156-l6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently described as \"horrible\" and \"disaster\" by users"}, {"id": "mai-20260917-1657-smoke|c156-l6|minimax-small|Oracle Taleo", "prompt": "c156-l6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Infamous for outdated UI and multiple login requirements"}, {"id": "mai-20260917-1657-smoke|c156-l6|minimax-small|SAP SuccessFactors", "prompt": "c156-l6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Extremely long implementation timelines (12-18 months)"}, {"id": "mai-20260917-1657-smoke|c156-l6|minimax-small|iCIMS", "prompt": "c156-l6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Hidden costs for basic features"}, {"id": "mai-20260917-1657-smoke|c156-l6|minimax-small|UKG Pro Recruiting", "prompt": "c156-l6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "UKG Pro Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Commonly disliked, especially for high-volume hiring"}, {"id": "mai-20260917-1657-smoke|c156-l6|mistral-small|Workday", "prompt": "c156-l6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Clunky UI, overwhelming workflows, poor mobile experience, limited sourcing and automation, and high drop-off rates for candidates"}, {"id": "mai-20260917-1657-smoke|c156-l6|mistral-small|SAP SuccessFactors", "prompt": "c156-l6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overly rigid processes, poor recruiter and hiring manager experience, and customization often requires expensive consulting support"}, {"id": "mai-20260917-1657-smoke|c156-l6|mistral-small|Oracle Taleo", "prompt": "c156-l6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Considered outdated, with complex and unintuitive interfaces."}, {"id": "mai-20260917-1657-smoke|c156-l6|mistral-small|iCIMS", "prompt": "c156-l6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often criticized for being cumbersome and not user-friendly for large-scale operations"}, {"id": "mai-20260917-1657-smoke|c156-l6|mistral-small|Cornerstone", "prompt": "c156-l6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users report it as particularly problematic, with a poor user experience and inefficiencies in workflows"}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|Oracle Taleo", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "New enterprise buyers should avoid unless tied to a broader Oracle mandate."}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|Workday Recruiting", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid if recruiting effectiveness is a top priority."}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|iCIMS", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Evaluate carefully against modern alternatives."}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|SAP SuccessFactors Recruiting", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "an HCM-first platform with a recruiting module that lags behind dedicated ATS solutions"}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|Greenhouse", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose a dedicated, modern ATS (Greenhouse, Lever, Ashby, SmartRecruiters, or Jobvite)"}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|Lever", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose a dedicated, modern ATS (Greenhouse, Lever, Ashby, SmartRecruiters, or Jobvite)"}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|Ashby", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose a dedicated, modern ATS (Greenhouse, Lever, Ashby, SmartRecruiters, or Jobvite)"}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|SmartRecruiters", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose a dedicated, modern ATS (Greenhouse, Lever, Ashby, SmartRecruiters, or Jobvite)"}, {"id": "mai-20260917-1657-smoke|c156-l6|moonshot-small|Jobvite", "prompt": "c156-l6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose a dedicated, modern ATS (Greenhouse, Lever, Ashby, SmartRecruiters, or Jobvite)"}, {"id": "mai-20260917-1657-smoke|c156-l6|openai-small|Workable", "prompt": "c156-l6", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Workable** — due to recent complaints about feature changes and added costs."}, {"id": "mai-20260917-1657-smoke|c156-l6|openai-small|Lever", "prompt": "c156-l6", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Lever** — due to recent complaints around enterprise fit, support responsiveness, and core-functionality gaps."}, {"id": "mai-20260917-1657-smoke|c156-l6|openai-small|TalentReef", "prompt": "c156-l6", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "TalentReef", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**TalentReef** — if your enterprise needs a polished candidate experience; recent reviews mention application pages not loading and lost opportunities."}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|Workday Recruiting", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems to **Strongly Avoid or Be Highly Cautious About**: 1. **Workday Recruiting** ... fails as a standalone ATS at high volume"}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|SAP SuccessFactors", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Rigid workflows requiring expensive consultants for customization (12-18 month implementations); poor usability"}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|Oracle Taleo", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Outdated legacy interface; basic automation; slow performance; poor candidate communication tools."}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|iCIMS", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High costs for \"basic\" features; subpar customer support; over-customization leads to maintenance nightmares."}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|Cornerstone OnDemand", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Frequently called out as \"way worse\" than peers in recruiter forums; buggy reporting; inadequate for complex needs."}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|Greenhouse", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for enterprise-proven leaders like **Greenhouse**, **Lever**, or **Phenom** (strong UX, AI, scalability per reviews)"}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|Lever", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for enterprise-proven leaders like **Greenhouse**, **Lever**, or **Phenom**"}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|Phenom", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for enterprise-proven leaders like **Greenhouse**, **Lever**, or **Phenom** (strong UX, AI, scalability per reviews)"}, {"id": "mai-20260917-1657-smoke|c156-l6|xai-small|UKG Pro", "prompt": "c156-l6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or HCM-embedded like **UKG Pro** if integrated"}, {"id": "mai-20260917-1657-smoke|c156-l6|zai-small|Workday (Recruiting module)", "prompt": "c156-l6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday (Recruiting module)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid | Workday Recruiting, SAP SuccessFactors Recruiting, Oracle Taleo, iCIMS"}, {"id": "mai-20260917-1657-smoke|c156-l6|zai-small|SAP SuccessFactors (Recruiting)", "prompt": "c156-l6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors (Recruiting)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overly rigid processes; customization often requires expensive consulting."}, {"id": "mai-20260917-1657-smoke|c156-l6|zai-small|Oracle Taleo", "prompt": "c156-l6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy architecture; struggles with modern, data‑driven workflows."}, {"id": "mai-20260917-1657-smoke|c156-l6|zai-small|iCIMS", "prompt": "c156-l6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High cost for basic features; heavy customization required."}, {"id": "mai-20260917-1657-smoke|c156-l6|zai-small|Greenhouse", "prompt": "c156-l6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Greenhouse (for enterprises with limited HR ops) ... Steep learning curve, low user satisfaction, slow reporting."}, {"id": "mai-20260917-1657-smoke|c156-l6|zai-small|Pinpoint", "prompt": "c156-l6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Source: Pinpoint – “What to look for (and avoid) in an ATS Vendor” (2025)"}, {"id": "mai-20260917-1657-smoke|c156-m1|alibaba-small|Greenhouse", "prompt": "c156-m1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is widely considered the industry standard for mid-market B2B companies"}, {"id": "mai-20260917-1657-smoke|c156-m1|alibaba-small|Lever", "prompt": "c156-m1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lever (Best for Talent Relations & CRM)"}, {"id": "mai-20260917-1657-smoke|c156-m1|alibaba-small|Pinpoint", "prompt": "c156-m1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pinpoint has emerged as a top contender for mid-market companies"}, {"id": "mai-20260917-1657-smoke|c156-m1|alibaba-small|Workable", "prompt": "c156-m1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workable (Best for Ease of Use)"}, {"id": "mai-20260917-1657-smoke|c156-m1|anthropic-small|Lever", "prompt": "c156-m1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options** for mid-market companies include Lever, Greenhouse, JazzHR, and SmartRecruiters"}, {"id": "mai-20260917-1657-smoke|c156-m1|anthropic-small|Greenhouse", "prompt": "c156-m1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular options** for mid-market companies include Lever, Greenhouse, JazzHR, and SmartRecruiters"}, {"id": "mai-20260917-1657-smoke|c156-m1|anthropic-small|JazzHR", "prompt": "c156-m1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Popular options** for mid-market companies include Lever, Greenhouse, JazzHR, and SmartRecruiters"}, {"id": "mai-20260917-1657-smoke|c156-m1|anthropic-small|SmartRecruiters", "prompt": "c156-m1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "though the best choice depends on your specific needs, budget, and company culture"}, {"id": "mai-20260917-1657-smoke|c156-m1|challenger-small|Greenhouse", "prompt": "c156-m1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-m1|challenger-small|Pinpoint", "prompt": "c156-m1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pinpoint** is the strongest alternative"}, {"id": "mai-20260917-1657-smoke|c156-m1|challenger-small|Workable", "prompt": "c156-m1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fast setup and simpler workflows** | **Workable**"}, {"id": "mai-20260917-1657-smoke|c156-m1|challenger-small|Ashby", "prompt": "c156-m1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deep recruiting analytics for a growth-stage team** | **Ashby**"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Greenhouse", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Greenhouse** if you expect to grow headcount and value structured hiring + deep integrations"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Workable", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Workable** if you want a cost-effective, fast-to-deploy option with transparent pricing"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Ashby", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is tech-forward and 50–500 employees, **Ashby** is worth a serious look."}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Pinpoint", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excels for mid-market/enterprise managing multiple hiring types"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Lever", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great if you want a combined candidate CRM + ATS"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|BambooHR", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you want an HR-first platform where ATS is secondary"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|JazzHR", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like BambooHR or JazzHR may suffice"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Recruitee", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mid-market in-house teams generally fit Greenhouse, Lever, Recruitee, or Ashby"}, {"id": "mai-20260917-1657-smoke|c156-m1|deepseek-small|Treegarden", "prompt": "c156-m1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Treegarden", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Treegarden** (unlimited users, ~$499/mo) are strong picks"}, {"id": "mai-20260917-1657-smoke|c156-m1|google-small|Ashby", "prompt": "c156-m1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ashby: Best Overall for Modern, Data-Driven B2B Companies"}, {"id": "mai-20260917-1657-smoke|c156-m1|google-small|Greenhouse", "prompt": "c156-m1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse: Best for Structured Hiring and Scaling Enterprises"}, {"id": "mai-20260917-1657-smoke|c156-m1|google-small|Lever", "prompt": "c156-m1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lever (LeverTRM): Best for Outbound-Heavy Sourcing"}, {"id": "mai-20260917-1657-smoke|c156-m1|google-small|Rippling ATS", "prompt": "c156-m1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Rippling ATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Rippling ATS** or **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c156-m1|google-small|BambooHR", "prompt": "c156-m1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "They lack the robust CRM, sourcing, and structured scorecard capabilities"}, {"id": "mai-20260917-1657-smoke|c156-m1|meta-small|Pinpoint", "prompt": "c156-m1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinpoint - scores highest on the rubric for mid-market and enterprise organizations with powerful automation tools"}, {"id": "mai-20260917-1657-smoke|c156-m1|meta-small|Workable", "prompt": "c156-m1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a popular choice for mid-market businesses preferring modern simplicity"}, {"id": "mai-20260917-1657-smoke|c156-m1|meta-small|Greenhouse", "prompt": "c156-m1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for mid-market to enterprise companies with structured hiring processes"}, {"id": "mai-20260917-1657-smoke|c156-m1|meta-small|Lever (Employ)", "prompt": "c156-m1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever (Employ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another option for mid-market companies"}, {"id": "mai-20260917-1657-smoke|c156-m1|meta-small|JazzHR", "prompt": "c156-m1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good choice for small and mid-sized businesses"}, {"id": "mai-20260917-1657-smoke|c156-m1|minimax-small|Greenhouse", "prompt": "c156-m1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse ⭐ Best Overall for Mid-Market B2B"}, {"id": "mai-20260917-1657-smoke|c156-m1|minimax-small|Lever", "prompt": "c156-m1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Greenhouse** or **Lever** if budget allows"}, {"id": "mai-20260917-1657-smoke|c156-m1|minimax-small|Pinpoint", "prompt": "c156-m1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** or **Pinpoint** are excellent alternatives"}, {"id": "mai-20260917-1657-smoke|c156-m1|minimax-small|Workable", "prompt": "c156-m1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** or **Pinpoint** are excellent alternatives that offer strong B2B functionality"}, {"id": "mai-20260917-1657-smoke|c156-m1|minimax-small|Zoho Recruit", "prompt": "c156-m1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable option with strong automation and sourcing tools"}, {"id": "mai-20260917-1657-smoke|c156-m1|mistral-small|Pinpoint", "prompt": "c156-m1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pinpoint** and **Greenhouse** are often cited as the top choices"}, {"id": "mai-20260917-1657-smoke|c156-m1|mistral-small|Greenhouse", "prompt": "c156-m1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pinpoint** and **Greenhouse** are often cited as the top choices"}, {"id": "mai-20260917-1657-smoke|c156-m1|mistral-small|Workable", "prompt": "c156-m1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, **Workable** is a more affordable alternative"}, {"id": "mai-20260917-1657-smoke|c156-m1|mistral-small|Lever (Employ)", "prompt": "c156-m1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever (Employ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option for mid-market businesses, with custom pricing"}, {"id": "mai-20260917-1657-smoke|c156-m1|moonshot-small|Greenhouse", "prompt": "c156-m1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** — Best Overall for Mid-Market"}, {"id": "mai-20260917-1657-smoke|c156-m1|moonshot-small|Workable", "prompt": "c156-m1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** — Best Value for Mid-Market Budget"}, {"id": "mai-20260917-1657-smoke|c156-m1|moonshot-small|Pinpoint", "prompt": "c156-m1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pinpoint** — Best for Multi-Type Hiring"}, {"id": "mai-20260917-1657-smoke|c156-m1|moonshot-small|Ashby", "prompt": "c156-m1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ashby** — Best for Analytics-Driven Teams"}, {"id": "mai-20260917-1657-smoke|c156-m1|moonshot-small|Lever", "prompt": "c156-m1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some reports of stagnation post-acquisition (2022)"}, {"id": "mai-20260917-1657-smoke|c156-m1|openai-small|Greenhouse", "prompt": "c156-m1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is usually **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-m1|openai-small|SmartRecruiters", "prompt": "c156-m1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you have **higher-volume, more global, or more complex enterprise-like workflows**"}, {"id": "mai-20260917-1657-smoke|c156-m1|openai-small|Lever", "prompt": "c156-m1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you want **ATS + CRM/nurture** in one system"}, {"id": "mai-20260917-1657-smoke|c156-m1|openai-small|Workable", "prompt": "c156-m1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want something simpler and often more cost-effective"}, {"id": "mai-20260917-1657-smoke|c156-m1|xai-small|Greenhouse", "prompt": "c156-m1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** edges out as the top pick for most mid-market B2B companies."}, {"id": "mai-20260917-1657-smoke|c156-m1|xai-small|Lever", "prompt": "c156-m1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need strong CRM without extra tools, go Lever."}, {"id": "mai-20260917-1657-smoke|c156-m1|xai-small|Workable", "prompt": "c156-m1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For quicker/cheaper starts, Workable."}, {"id": "mai-20260917-1657-smoke|c156-m1|xai-small|Ashby", "prompt": "c156-m1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High satisfaction; native analytics/CRM; beats others on support/customization | Fewer reviews; newer player"}, {"id": "mai-20260917-1657-smoke|c156-m1|zai-small|Greenhouse", "prompt": "c156-m1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best applicant tracking system (ATS) for a mid-market B2B company is **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-m1|zai-small|Workable", "prompt": "c156-m1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Ease of Use & Pricing: Workable"}, {"id": "mai-20260917-1657-smoke|c156-m1|zai-small|Lever", "prompt": "c156-m1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Candidate Relationship Management (CRM): Lever"}, {"id": "mai-20260917-1657-smoke|c156-m1|zai-small|Ashby", "prompt": "c156-m1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best All-in-One Platform: Ashby"}, {"id": "mai-20260917-1657-smoke|c156-m1|zai-small|BambooHR", "prompt": "c156-m1", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for HR Integration: BambooHR"}, {"id": "mai-20260917-1657-smoke|c156-m2|alibaba-small|Greenhouse", "prompt": "c156-m2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** remains the gold standard for established growth companies"}, {"id": "mai-20260917-1657-smoke|c156-m2|alibaba-small|Ashby", "prompt": "c156-m2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ashby** is the rising favorite for high-growth tech teams wanting a modern, unified platform"}, {"id": "mai-20260917-1657-smoke|c156-m2|alibaba-small|Lever", "prompt": "c156-m2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Relationship Specialist: Lever ... Choose this if recruiting in your industry is about building long-term relationships"}, {"id": "mai-20260917-1657-smoke|c156-m2|alibaba-small|Workable", "prompt": "c156-m2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workable is a strong contender ... Choose this if you prioritize ease of use and quick setup"}, {"id": "mai-20260917-1657-smoke|c156-m2|anthropic-small|Greenhouse", "prompt": "c156-m2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** – Best Overall Choice"}, {"id": "mai-20260917-1657-smoke|c156-m2|anthropic-small|Lever", "prompt": "c156-m2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lever** – Best for CRM + Scaling"}, {"id": "mai-20260917-1657-smoke|c156-m2|anthropic-small|Ashby", "prompt": "c156-m2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby is the strongest option for recruiting teams that want CRM, analytics, and automation in one product"}, {"id": "mai-20260917-1657-smoke|c156-m2|anthropic-small|Workable", "prompt": "c156-m2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** – Best for Fast Implementation"}, {"id": "mai-20260917-1657-smoke|c156-m2|anthropic-small|Pinpoint", "prompt": "c156-m2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The five leading ATS for mid-market firms are Greenhouse, Ashby, Lever, Workable, and Pinpoint."}, {"id": "mai-20260917-1657-smoke|c156-m2|challenger-small|Greenhouse", "prompt": "c156-m2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Greenhouse** if you want the safest all-around choice for **structured, scalable hiring**"}, {"id": "mai-20260917-1657-smoke|c156-m2|challenger-small|Workable", "prompt": "c156-m2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** is the strongest alternative"}, {"id": "mai-20260917-1657-smoke|c156-m2|challenger-small|Ashby", "prompt": "c156-m2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ashby** is a strong contender for mid-sized companies that want a more data-driven, modern recruiting stack"}, {"id": "mai-20260917-1657-smoke|c156-m2|challenger-small|Lever", "prompt": "c156-m2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lever** is worth evaluating if your hiring motion is **sourcing-heavy**"}, {"id": "mai-20260917-1657-smoke|c156-m2|challenger-small|Pinpoint", "prompt": "c156-m2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pinpoint** is a better fit if your company hires in multiple ways"}, {"id": "mai-20260917-1657-smoke|c156-m2|deepseek-small|Greenhouse", "prompt": "c156-m2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-m2|deepseek-small|Pinpoint", "prompt": "c156-m2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "vet **Pinpoint** or **Lever** as strong, slightly more affordable alternatives"}, {"id": "mai-20260917-1657-smoke|c156-m2|deepseek-small|Lever", "prompt": "c156-m2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CRM + ATS hybrid — great for pipeline-nurturing and relationship-driven B2B hiring"}, {"id": "mai-20260917-1657-smoke|c156-m2|deepseek-small|Ashby", "prompt": "c156-m2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Is analytics a top priority?** **Ashby or Greenhouse** lead here."}, {"id": "mai-20260917-1657-smoke|c156-m2|deepseek-small|Workable", "prompt": "c156-m2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fastest setup / simplicity for smaller mid-market teams"}, {"id": "mai-20260917-1657-smoke|c156-m2|deepseek-small|BambooHR", "prompt": "c156-m2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want ATS bundled with an HR suite in one tool"}, {"id": "mai-20260917-1657-smoke|c156-m2|google-small|Ashby", "prompt": "c156-m2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ashby has rapidly become the modern favorite for mid-market and scaling B2B/SaaS companies."}, {"id": "mai-20260917-1657-smoke|c156-m2|google-small|Gem", "prompt": "c156-m2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Instead of paying for a separate ATS and a sourcing CRM (like Gem), Ashby handles both."}, {"id": "mai-20260917-1657-smoke|c156-m2|google-small|Greenhouse", "prompt": "c156-m2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Greenhouse remains the \"gold standard\" for mid-sized companies looking to build a mature, scalable hiring process."}, {"id": "mai-20260917-1657-smoke|c156-m2|google-small|Lever (TRM)", "prompt": "c156-m2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever (TRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lever calls itself a \"Talent Relationship Management\" platform because it seamlessly blends a traditional ATS with a robust candidate CRM."}, {"id": "mai-20260917-1657-smoke|c156-m2|google-small|Rippling ATS", "prompt": "c156-m2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Rippling ATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for All-in-One HR Consolidation"}, {"id": "mai-20260917-1657-smoke|c156-m2|google-small|Workable", "prompt": "c156-m2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Lean TA Teams & Rapid Setup"}, {"id": "mai-20260917-1657-smoke|c156-m2|meta-small|Lever", "prompt": "c156-m2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lever: Best for scaling mid-market companies, with ATS + CRM + automation functionality."}, {"id": "mai-20260917-1657-smoke|c156-m2|meta-small|Greenhouse", "prompt": "c156-m2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse: Best for structured hiring at mid-market and enterprise scale"}, {"id": "mai-20260917-1657-smoke|c156-m2|meta-small|Ashby", "prompt": "c156-m2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby: Best for tech companies scaling 50 to 500 employees"}, {"id": "mai-20260917-1657-smoke|c156-m2|meta-small|Pinpoint", "prompt": "c156-m2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top ATS platforms for mid-sized companies include Lever, Greenhouse, Ashby, Pinpoint, and Treegarden"}, {"id": "mai-20260917-1657-smoke|c156-m2|meta-small|Treegarden", "prompt": "c156-m2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Treegarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Treegarden: Best value for growing mid-market companies, with a flat-rate pricing model"}, {"id": "mai-20260917-1657-smoke|c156-m2|minimax-small|Greenhouse", "prompt": "c156-m2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Greenhouse** if you want robust analytics and structured hiring workflows"}, {"id": "mai-20260917-1657-smoke|c156-m2|minimax-small|100Hires", "prompt": "c156-m2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **100Hires** if you want strong automation without complexity"}, {"id": "mai-20260917-1657-smoke|c156-m2|minimax-small|Pinpoint", "prompt": "c156-m2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent choice if candidate experience is a priority."}, {"id": "mai-20260917-1657-smoke|c156-m2|minimax-small|Zoho Recruit", "prompt": "c156-m2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a key concern, **Zoho Recruit** offers good value."}, {"id": "mai-20260917-1657-smoke|c156-m2|mistral-small|Greenhouse", "prompt": "c156-m2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a top-tier, scalable ATS with strong integrations, **Greenhouse** is the best fit."}, {"id": "mai-20260917-1657-smoke|c156-m2|mistral-small|Zoho Recruit", "prompt": "c156-m2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more budget-friendly option with built-in automation, **Zoho Recruit** is a great alternative."}, {"id": "mai-20260917-1657-smoke|c156-m2|mistral-small|JazzHR", "prompt": "c156-m2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JazzHR** is also worth considering for its ease of use and mid-market focus."}, {"id": "mai-20260917-1657-smoke|c156-m2|moonshot-small|Greenhouse", "prompt": "c156-m2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-sized B2B companies**, I'd recommend starting with **Greenhouse** or **Workable**."}, {"id": "mai-20260917-1657-smoke|c156-m2|moonshot-small|Workable", "prompt": "c156-m2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Greenhouse** or **Workable**."}, {"id": "mai-20260917-1657-smoke|c156-m2|moonshot-small|Lever", "prompt": "c156-m2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lever** — Best for Talent Relationship Management"}, {"id": "mai-20260917-1657-smoke|c156-m2|moonshot-small|Pinpoint", "prompt": "c156-m2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pinpoint** — Best for Tech/Software Companies"}, {"id": "mai-20260917-1657-smoke|c156-m2|moonshot-small|JazzHR", "prompt": "c156-m2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JazzHR** — Best Budget Option"}, {"id": "mai-20260917-1657-smoke|c156-m2|openai-small|Greenhouse", "prompt": "c156-m2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Greenhouse** if you want the safest \"best overall\" choice"}, {"id": "mai-20260917-1657-smoke|c156-m2|openai-small|Lever", "prompt": "c156-m2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lever** if you want a more ATS+CRM-forward platform for active sourcing and pipeline nurturing"}, {"id": "mai-20260917-1657-smoke|c156-m2|openai-small|Ashby", "prompt": "c156-m2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ashby** is also very strong if you want modern workflows and analytics"}, {"id": "mai-20260917-1657-smoke|c156-m2|xai-small|Greenhouse", "prompt": "c156-m2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Greenhouse as the top ATS choice"}, {"id": "mai-20260917-1657-smoke|c156-m2|xai-small|Workable", "prompt": "c156-m2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Workable** if you want faster rollout (<1 week), transparent pricing"}, {"id": "mai-20260917-1657-smoke|c156-m2|xai-small|Lever", "prompt": "c156-m2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Lever** for heavy B2B sales sourcing with nurture sequences."}, {"id": "mai-20260917-1657-smoke|c156-m2|xai-small|Ashby", "prompt": "c156-m2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Analytics + all-in-one ... Newer; best for data-focused"}, {"id": "mai-20260917-1657-smoke|c156-m2|xai-small|BambooHR", "prompt": "c156-m2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget/HR focus?** BambooHR or Workable."}, {"id": "mai-20260917-1657-smoke|c156-m2|zai-small|Greenhouse", "prompt": "c156-m2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-m2|zai-small|Zoho Recruit", "prompt": "c156-m2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Options (depending on priorities)"}, {"id": "mai-20260917-1657-smoke|c156-m2|zai-small|Workable", "prompt": "c156-m2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget & trial focus** → Workable (trial)"}, {"id": "mai-20260917-1657-smoke|c156-m2|zai-small|BambooHR", "prompt": "c156-m2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Integrated HR + ATS** → BambooHR or Personio"}, {"id": "mai-20260917-1657-smoke|c156-m2|zai-small|Personio", "prompt": "c156-m2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "European mid‑market, all‑in‑one HR suite"}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|Greenhouse", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have complex hiring committees and need standardized evaluations, Greenhouse is ideal."}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|Lever", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises need Greenhouse or Lever."}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|JazzHR", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Startups should look at JazzHR, Breezy, or Zoho."}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|BambooHR", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Small to mid-sized businesses already using or needing full HR software."}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|Workable", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prioritize speed and candidate experience, Lever or Workable might be better."}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|Zoho Recruit", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Businesses already in the Zoho ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|Breezy HR", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Small businesses and startups looking for a free or low-cost entry point."}, {"id": "mai-20260917-1657-smoke|c156-m3|alibaba-small|Bullhorn", "prompt": "c156-m3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use Bullhorn if you are a staffing agency."}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Greenhouse", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for fast-growing tech companies that prioritize recruiter UX and built-in collaboration tools"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Workable", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workable's AI-first approach adds autonomous capability, though buyers should validate explainability and audit trails"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|SmartRecruiters", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading ATS platforms include Greenhouse, Workable, SmartRecruiters, Bullhorn, and Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Bullhorn", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Greenhouse, Workable, SmartRecruiters, Bullhorn, and Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Zoho Recruit", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Greenhouse, Workable, SmartRecruiters, Bullhorn, and Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Recooty", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Recooty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recooty, iCIMS Recruit, Pinpoint, and BambooHR"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|iCIMS Recruit", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for enterprise configurability and a modular approach"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Pinpoint", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Greenhouse, Lever, Pinpoint, and iCIMS offer mid-market to enterprise capability"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|BambooHR", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Recooty, iCIMS Recruit, Pinpoint, and BambooHR"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Lever", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Greenhouse, Lever, Pinpoint, and iCIMS offer mid-market to enterprise capability"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Ashby", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Workable, Ashby, and Teamtailor are strong for growing companies with faster deployment"}, {"id": "mai-20260917-1657-smoke|c156-m3|anthropic-small|Teamtailor", "prompt": "c156-m3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Workable, Ashby, and Teamtailor are strong for growing companies with faster deployment"}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Greenhouse", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is repeatedly positioned as the best choice for teams that want consistent interview processes and better reporting."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Workable", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for **ease of use** and quick implementation; often a practical all-around ATS."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Lever", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lever is stronger than most on nurturing passive candidates"}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Ashby", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ashby is commonly highlighted for reporting and data-heavy recruiting teams."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|BambooHR", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when you want **ATS plus broader HRIS features** like onboarding and payroll."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|JazzHR", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on **affordability and straightforward hiring workflows**."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Breezy HR", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often chosen for its **free/low-cost entry and simple workflows**."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Zoho Recruit", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stands out for **AI-assisted recruiting** and a free tier."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Pinpoint", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emphasizes **customizable workflows** and a polished hiring experience."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|iCIMS", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built for **scale, compliance, and deep HR ecosystem integration**."}, {"id": "mai-20260917-1657-smoke|c156-m3|challenger-small|Workday Recruiting", "prompt": "c156-m3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "BambooHR and Workday Recruiting are better if you want recruiting to connect tightly with onboarding, payroll, or other HR systems."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Greenhouse", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need structured, consistent hiring at scale** → Greenhouse."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Lever", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want to nurture passive candidates & build talent pipelines** → Lever."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Workable", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growing company wanting all-around features** → Workable."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|BambooHR", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want recruiting plus full HR (payroll, onboarding)** → BambooHR or Rippling."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|JazzHR", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small team / budget-conscious** → JazzHR or Breezy HR"}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Breezy HR", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small businesses on a budget | Free plan; from ~$157/mo | Only one with a real permanent free plan"}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|iCIMS Talent Cloud", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Large enterprise with compliance/complexity needs** → SmartRecruiters or iCIMS."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|SmartRecruiters", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Large enterprise with compliance/complexity needs** → SmartRecruiters or iCIMS."}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Zoho Recruit", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI features / value | Free; from $25/user/mo | Built-in AI assistant"}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Pinpoint", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "In-house talent acquisition teams | Custom | Customizable workflows for collaborative hiring"}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Rippling", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**BambooHR** and **Rippling** bundle recruiting with **onboarding, payroll, benefits, and core HR**"}, {"id": "mai-20260917-1657-smoke|c156-m3|deepseek-small|Factorial", "prompt": "c156-m3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Factorial** highlights AI-driven HR process automation."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Greenhouse", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are an established mid-market company focused on structured interviews & reducing bias:** Choose **Greenhouse**."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Ashby", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a high-growth tech startup prioritizing data and speed:** Choose **Ashby**."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Lever", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you rely heavily on active outbound sourcing/talent pools:** Choose **Lever**."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Rippling (Recruiting Module)", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Rippling (Recruiting Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want an HRIS where the ATS directly triggers computer setup and payroll:** Choose **Rippling**."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|BambooHR", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a smaller business that wants to get up and running today:** Choose **Workable** or **BambooHR**."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Workable", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Speed to launch and built-in passive candidate sourcing"}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Pinpoint", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Outstanding custom-branded careers portals... sits at a premium price point"}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|JazzHR", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The user interface looks dated compared to modern tools like Ashby, and advanced integrations are sparse."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|iCIMS", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Scale. Used by a massive portion of the Fortune 500."}, {"id": "mai-20260917-1657-smoke|c156-m3|google-small|Workday Recruiting", "prompt": "c156-m3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Widely criticized by recruiters and candidates alike for having a rigid, multi-click application UI."}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Workable", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Workable is best for candidate tracking"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Breezy HR", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Breezy HR is suitable for small businesses on a budget"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Pinpoint", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pinpoint is ideal for a premium experience"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Zoho Recruit", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho Recruit offers AI features"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Greenhouse", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Greenhouse is known for its reporting capabilities"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|BambooHR", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR provides full HR integration"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|JazzHR", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "JazzHR is suitable for small and mid-sized businesses"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Lever", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lever is ideal for engaging passive candidates"}, {"id": "mai-20260917-1657-smoke|c156-m3|meta-small|Ashby", "prompt": "c156-m3", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ashby is designed for high-growth organizations"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Greenhouse", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise with complex needs**: Greenhouse or BambooHR"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Workable", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Growing company needing scalability**: Workable or Pinpoint"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|BambooHR", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise with complex needs**: Greenhouse or BambooHR"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Breezy HR", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious small business**: Breezy HR or Zoho Recruit (free tiers)"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Pinpoint", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growing company needing scalability**: Workable or Pinpoint"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Deel HR", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Global team**: Deel HR"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Manatal", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AI-driven**: Manatal, Factorial, Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Zoho Recruit", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget-conscious small business**: Breezy HR or Zoho Recruit (free tiers)"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|JazzHR", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Small business**: Breezy, JazzHR, Zoho Recruit (affordable, simple)"}, {"id": "mai-20260917-1657-smoke|c156-m3|minimax-small|Factorial", "prompt": "c156-m3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**AI-driven**: Manatal, Factorial, Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Workable", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Candidate tracking and ease of use"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Greenhouse", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Sourcing many qualified candidates and reporting"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|BambooHR", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Full HR integration"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Pinpoint", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: In-house talent acquisition teams and collaborative hiring"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Breezy HR", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small businesses on a budget"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Zoho Recruit", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: AI features and small to mid-sized businesses"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Manatal", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: AI recruitment and candidate sourcing"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Deel HR (Deel Hire)", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Deel HR (Deel Hire)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Companies with global hiring needs"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|Factorial", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: AI-driven HR process automation"}, {"id": "mai-20260917-1657-smoke|c156-m3|mistral-small|ClearCo", "prompt": "c156-m3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "ClearCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Streamlined hiring automation"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|Greenhouse", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** leads with mandatory scorecards, interview kits, and advanced DEI tools"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|Lever", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lever** uniquely combines ATS + CRM in one platform"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|Workable", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** is the most accessible: publishes prices, fastest setup"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|BambooHR", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HRIS integration (payroll, onboarding) | **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|JazzHR", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, structured hiring with team collaboration tools"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|Breezy HR", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Breezy HR** offers a free plan with essential features, making it ideal for startups"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|Zoho Recruit", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free/cheap option for basic needs | **Breezy HR** or **Zoho Recruit**"}, {"id": "mai-20260917-1657-smoke|c156-m3|moonshot-small|Factorial", "prompt": "c156-m3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Factorial**: AI-driven HR process automation (emerging leader)"}, {"id": "mai-20260917-1657-smoke|c156-m3|openai-small|Greenhouse", "prompt": "c156-m3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want structured, fair hiring?** Greenhouse."}, {"id": "mai-20260917-1657-smoke|c156-m3|openai-small|Lever", "prompt": "c156-m3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lever is positioned as a combined applicant tracking system and recruiting CRM"}, {"id": "mai-20260917-1657-smoke|c156-m3|openai-small|Workday Recruiting", "prompt": "c156-m3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already on Workday?** Workday Recruiting."}, {"id": "mai-20260917-1657-smoke|c156-m3|openai-small|SmartRecruiters", "prompt": "c156-m3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need enterprise TA suite scale?** SmartRecruiters."}, {"id": "mai-20260917-1657-smoke|c156-m3|openai-small|Ashby", "prompt": "c156-m3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want analytics-heavy recruiting?** Ashby."}, {"id": "mai-20260917-1657-smoke|c156-m3|openai-small|BambooHR", "prompt": "c156-m3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need a simpler HRIS + ATS combo?** BambooHR."}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Greenhouse", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common top picks include **Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Workable", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market → Workable/Lever"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Lever", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ATS+CRM hybrid, nurture campaigns"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|BambooHR", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMBs with full HR needs"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|JazzHR", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small/mid-sized budget teams"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Breezy HR", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget SMBs/small teams"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Zoho Recruit", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI on budget, agencies"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Ashby", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High-growth tech/data-driven"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|Pinpoint", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Premium collaborative hiring"}, {"id": "mai-20260917-1657-smoke|c156-m3|xai-small|iCIMS", "prompt": "c156-m3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**iCIMS** (more enterprise-focused)"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|iCIMS", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**iCIMS** | Enterprise / Fortune‑500 | Custom quote | Governed workflows, deep integrations"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Greenhouse", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenhouse** | Structured tech hiring / Enterprise"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Workable", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable** | Mid‑market / AI‑focused | ~$299/month"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|BambooHR", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BambooHR** | Small‑to‑mid‑size businesses (SMB) | $99/month"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Lever", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lever** | CRM + ATS (nurture pipelines)"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Ashby", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ashby** | Data‑driven recruiting teams"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|JazzHR", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**JazzHR** | Small teams / budget‑conscious | $99/month"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Factorial", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Factorial** | AI‑driven HR automation"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Manatal", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Manatal** | AI recruitment & candidate sourcing"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Deel HR", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Deel HR** | Global hiring with immigration"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Pinpoint", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Pinpoint** | In‑house talent acquisition teams"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|Recooty", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Recooty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Recooty** | Resume parsing & screening"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|ClearCo", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "ClearCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**ClearCo** | Streamlined hiring automation"}, {"id": "mai-20260917-1657-smoke|c156-m3|zai-small|100Hires", "prompt": "c156-m3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**100Hires** | Very small businesses / startups | Low monthly cost"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|Zoho Recruit", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Free Option: Zoho Recruit ... widely considered the king of free recruitment software"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|Greenhouse", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most major ATS providers (like Greenhouse or Lever) charge hundreds of dollars a month"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|Lever", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most major ATS providers (like Greenhouse or Lever) charge hundreds of dollars a month"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|HubSpot", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Existing CRM Users: HubSpot ... The Catch: It is not a *dedicated* ATS."}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|JazzHR", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Value-for-Money (Dedicated ATS): JazzHR ... is an excellent middle ground"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|Indeed Recruiter", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Indeed Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Simple/One-Person Teams: Indeed Recruiter"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|Notion", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "building a custom board in **Notion** or **Trello** is a valid strategy"}, {"id": "mai-20260917-1657-smoke|c156-m4|alibaba-small|Trello", "prompt": "c156-m4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "building a custom board in **Notion** or **Trello** is a valid strategy"}, {"id": "mai-20260917-1657-smoke|c156-m4|anthropic-small|Zoho Recruit", "prompt": "c156-m4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Recruit offers a Forever Free plan ... making it the strongest free option for bootstrapped startups."}, {"id": "mai-20260917-1657-smoke|c156-m4|anthropic-small|Breezy HR", "prompt": "c156-m4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Breezy HR offers the best balance of simplicity, automation, and value \\u2014 with a free tier and paid plans from $157 per month."}, {"id": "mai-20260917-1657-smoke|c156-m4|anthropic-small|JazzHR", "prompt": "c156-m4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JazzHR is an affordable, entry-level ATS built for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-m4|anthropic-small|Recooty", "prompt": "c156-m4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recooty offers a cost-effective flat-fee ATS starting at $79/month"}, {"id": "mai-20260917-1657-smoke|c156-m4|anthropic-small|Manatal", "prompt": "c156-m4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manatal is the most affordable per-user paid option, starting at $15/user/month"}, {"id": "mai-20260917-1657-smoke|c156-m4|challenger-small|Breezy HR", "prompt": "c156-m4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Breezy HR is the best choice for most companies on a tight budget"}, {"id": "mai-20260917-1657-smoke|c156-m4|challenger-small|Manatal", "prompt": "c156-m4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manatal is the best if you want the lowest-cost paid ATS with AI features"}, {"id": "mai-20260917-1657-smoke|c156-m4|challenger-small|Zoho Recruit", "prompt": "c156-m4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended by Capterra and others for budget-conscious teams, with a free plan and low-cost paid tiers"}, {"id": "mai-20260917-1657-smoke|c156-m4|challenger-small|JazzHR", "prompt": "c156-m4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often highlighted as an affordable SMB option"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Breezy HR", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Breezy HR** (Best overall budget pick)"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Zoho Recruit", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free tier** for one active job ... true free-forever plan"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Manatal", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manatal** at $15/user is the cheapest full-featured paid option"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|JazzHR", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built specifically for small businesses ... but the cheapest plan omits some features"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Workable", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "From about **$149/month** - Covers most small-business hiring needs"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Homebase", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Homebase** offers a free plan with hiring built in"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Greenhouse", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "don't publish prices and can cost $3,500\\u2013$6,000+/year \\u2014 avoid these on a limited budget"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|iCIMS", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid these on a limited budget"}, {"id": "mai-20260917-1657-smoke|c156-m4|deepseek-small|Lever", "prompt": "c156-m4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid these on a limited budget"}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|Breezy HR (Bootstrap Plan)", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR (Bootstrap Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Breezy HR's \"Bootstrap\" plan is permanently free... one of the most intuitive, visual Kanban-style drag-and-drop pipelines on the market."}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|Zoho Recruit (Free Edition)", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit (Free Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho's free plan is designed for 1 recruiter... Extremely affordable standard paid plans start at $25/user/month"}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|Manatal", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need a fully-featured, modern platform with AI matching but cannot afford premium systems... this is the top pick."}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|Greenhouse", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cannot afford premium systems like Greenhouse or Workable"}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|Workable", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cannot afford premium systems like Greenhouse or Workable"}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|JazzHR (Hero Plan)", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR (Hero Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Flat-Rate ATS (For Teams with Multiple Hiring Managers)... allows for unlimited users"}, {"id": "mai-20260917-1657-smoke|c156-m4|google-small|Homebase", "prompt": "c156-m4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Homebase if you run a restaurant, retail store, or local business hiring hourly workers."}, {"id": "mai-20260917-1657-smoke|c156-m4|meta-small|Breezy HR", "prompt": "c156-m4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best applicant tracking system for a company with a limited budget is Breezy HR, which offers a free Bootstrap plan"}, {"id": "mai-20260917-1657-smoke|c156-m4|meta-small|Manatal", "prompt": "c156-m4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Manatal, which costs $15/user/mo"}, {"id": "mai-20260917-1657-smoke|c156-m4|meta-small|Zoho Recruit", "prompt": "c156-m4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Recruit, which is a strong free ATS available"}, {"id": "mai-20260917-1657-smoke|c156-m4|meta-small|JazzHR", "prompt": "c156-m4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JazzHR is also a good option for structured workflows on a budget."}, {"id": "mai-20260917-1657-smoke|c156-m4|minimax-small|Greenhouse", "prompt": "c156-m4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For very tight budgets, start with **Greenhouse** or **Lever** free tiers"}, {"id": "mai-20260917-1657-smoke|c156-m4|minimax-small|Lever", "prompt": "c156-m4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Greenhouse** or **Lever** free tiers"}, {"id": "mai-20260917-1657-smoke|c156-m4|minimax-small|Breezy HR", "prompt": "c156-m4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Breezy HR** offers excellent value for money with good automation features"}, {"id": "mai-20260917-1657-smoke|c156-m4|minimax-small|Zoho Recruit", "prompt": "c156-m4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Zoho Recruit** for the lowest cost"}, {"id": "mai-20260917-1657-smoke|c156-m4|minimax-small|CATS", "prompt": "c156-m4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "CATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free ATS with solid features, pay for premium features"}, {"id": "mai-20260917-1657-smoke|c156-m4|mistral-small|Breezy HR", "prompt": "c156-m4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended as the top choice for small businesses due to its flat-rate pricing"}, {"id": "mai-20260917-1657-smoke|c156-m4|mistral-small|Zoho Recruit", "prompt": "c156-m4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highlighted as the strongest free ATS available"}, {"id": "mai-20260917-1657-smoke|c156-m4|mistral-small|Manatal", "prompt": "c156-m4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a budget-friendly AI-powered option at $15/user/month"}, {"id": "mai-20260917-1657-smoke|c156-m4|mistral-small|JazzHR", "prompt": "c156-m4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for structured workflows on a budget"}, {"id": "mai-20260917-1657-smoke|c156-m4|moonshot-small|Zoho Recruit", "prompt": "c156-m4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Recruit** - **Best for:** Budget-conscious small businesses"}, {"id": "mai-20260917-1657-smoke|c156-m4|moonshot-small|Breezy HR", "prompt": "c156-m4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Recruit and Breezy HR appear to offer the most robust free tiers for ongoing use."}, {"id": "mai-20260917-1657-smoke|c156-m4|moonshot-small|100Hires", "prompt": "c156-m4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Overall small business value"}, {"id": "mai-20260917-1657-smoke|c156-m4|moonshot-small|ApplicantStack", "prompt": "c156-m4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "ApplicantStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lowest monthly cost** | ApplicantStack ($29 flat rate)"}, {"id": "mai-20260917-1657-smoke|c156-m4|moonshot-small|JazzHR", "prompt": "c156-m4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cons:** Can feel basic as hiring complexity grows"}, {"id": "mai-20260917-1657-smoke|c156-m4|openai-small|Zoho Recruit", "prompt": "c156-m4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **Zoho Recruit**"}, {"id": "mai-20260917-1657-smoke|c156-m4|openai-small|ApplicantStack", "prompt": "c156-m4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "ApplicantStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ApplicantStack** is a strong alternative at **$29/month flat rate**"}, {"id": "mai-20260917-1657-smoke|c156-m4|openai-small|TalentHR", "prompt": "c156-m4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "starts at **$2/user/month** ... though it's more of an HR suite with ATS features"}, {"id": "mai-20260917-1657-smoke|c156-m4|xai-small|Breezy HR", "prompt": "c156-m4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR stands out as the top choice for companies on a limited budget"}, {"id": "mai-20260917-1657-smoke|c156-m4|xai-small|Zoho Recruit", "prompt": "c156-m4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Free/Low-Cost Alternatives"}, {"id": "mai-20260917-1657-smoke|c156-m4|xai-small|JazzHR", "prompt": "c156-m4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$49/mo flat (3 jobs) | Unlimited users, automation, reporting."}, {"id": "mai-20260917-1657-smoke|c156-m4|xai-small|100Hires", "prompt": "c156-m4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI sourcing/scoring, customizable, small-team focus (4.9/5 ratings)."}, {"id": "mai-20260917-1657-smoke|c156-m4|xai-small|Manatal", "prompt": "c156-m4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI candidate matching, 600M+ database, social enrichment."}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|Breezy HR", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Breezy HR's free Bootstrap plan** – it's the most generous free option available"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|Zoho Recruit", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need to grow later:** Zoho Recruit – free plan plus affordable paid tiers"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|MightyRecruiter", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "MightyRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "No candidate retention beyond trial period"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|Jobsoid", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Jobsoid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free plan is quite limited"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|100Hires", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**100Hires** at $99/month is a strong value for startups"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|Monday.com", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams wanting customizable workflows"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|GoHire", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "GoHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you want simplicity:** GoHire – under $100/month with a focused feature set"}, {"id": "mai-20260917-1657-smoke|c156-m4|zai-small|BambooHR", "prompt": "c156-m4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "comprehensive HR suite:** BambooHR (starts at $250/month for 25 employees)"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|Taleo", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the enterprise-level complexity or cost of Fortune 500 solutions (like Taleo or SAP SuccessFactors)"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|SAP SuccessFactors", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the enterprise-level complexity or cost of Fortune 500 solutions (like Taleo or SAP SuccessFactors)"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|Greenhouse", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Structured, scalable hiring | Industry standard for consistent interview processes; strong analytics."}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|Lever", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sourcing + Recruiting combined | Excellent CRM features to nurture passive talent pipelines."}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|Ashby", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tech-forward companies | Built-in analytics"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|Workable", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ease of use & speed | Very intuitive UI; great AI screening tools"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|SmartRecruiters", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large enterprises going mid-market | Highly customizable"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|BambooHR", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-one HR suites | If you already use their HR module, their ATS is integrated natively"}, {"id": "mai-20260917-1657-smoke|c156-m5|alibaba-small|Personio", "prompt": "c156-m5", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "BambooHR / Personio | All-in-one HR suites"}, {"id": "mai-20260917-1657-smoke|c156-m5|deepseek-small|Recruitee", "prompt": "c156-m5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 vendors across categories (e.g., mid-market platforms like Recruitee, plus enterprise players)."}, {"id": "mai-20260917-1657-smoke|c156-m5|google-small|Ashby", "prompt": "c156-m5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ashby (The High-Velocity Challenger):** ... Best for: High-growth, data-driven, or tech-forward companies looking to consolidate their recruiting stack."}, {"id": "mai-20260917-1657-smoke|c156-m5|google-small|Greenhouse", "prompt": "c156-m5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenhouse (The Structured-Hiring Incumbent):** Best for: Highly structured hiring processes"}, {"id": "mai-20260917-1657-smoke|c156-m5|google-small|Lever", "prompt": "c156-m5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Analytics are historically less robust than Ashby; since acquisition by Employ Inc., some users report slower product development cycles."}, {"id": "mai-20260917-1657-smoke|c156-m5|google-small|Pinpoint", "prompt": "c156-m5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pinpoint or Teamtailor (The Employer Brand & Experience Leaders)**"}, {"id": "mai-20260917-1657-smoke|c156-m5|google-small|Teamtailor", "prompt": "c156-m5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pinpoint or Teamtailor (The Employer Brand & Experience Leaders)**"}, {"id": "mai-20260917-1657-smoke|c156-m5|meta-small|Recruitee", "prompt": "c156-m5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top applicant tracking systems for companies of your size include Recruitee, JazzHR, and Jobtoolz."}, {"id": "mai-20260917-1657-smoke|c156-m5|meta-small|JazzHR", "prompt": "c156-m5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Recruitee, JazzHR, and Jobtoolz"}, {"id": "mai-20260917-1657-smoke|c156-m5|meta-small|Jobtoolz", "prompt": "c156-m5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Jobtoolz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Recruitee, JazzHR, and Jobtoolz"}, {"id": "mai-20260917-1657-smoke|c156-m5|meta-small|Tellent", "prompt": "c156-m5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Tellent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You can also consider platforms like Tellent, Ubeeo, and Personio."}, {"id": "mai-20260917-1657-smoke|c156-m5|meta-small|Ubeeo", "prompt": "c156-m5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ubeeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You can also consider platforms like Tellent, Ubeeo, and Personio."}, {"id": "mai-20260917-1657-smoke|c156-m5|meta-small|Personio", "prompt": "c156-m5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You can also consider platforms like Tellent, Ubeeo, and Personio."}, {"id": "mai-20260917-1657-smoke|c156-m5|minimax-small|Greenhouse", "prompt": "c156-m5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Greenhouse** – Strong collaboration, popular with mid-sized tech companies"}, {"id": "mai-20260917-1657-smoke|c156-m5|minimax-small|BambooHR", "prompt": "c156-m5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BambooHR** – Good if you want an all-in-one HR platform"}, {"id": "mai-20260917-1657-smoke|c156-m5|minimax-small|Workable", "prompt": "c156-m5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable** – Fast setup, intuitive interface"}, {"id": "mai-20260917-1657-smoke|c156-m5|minimax-small|JazzHR", "prompt": "c156-m5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**JazzHR** – Designed for growing mid-market companies"}, {"id": "mai-20260917-1657-smoke|c156-m5|minimax-small|Lever", "prompt": "c156-m5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lever** – Combines ATS + CRM for proactive sourcing"}, {"id": "mai-20260917-1657-smoke|c156-m5|moonshot-small|Greenhouse", "prompt": "c156-m5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Greenhouse** — strong for structured hiring processes"}, {"id": "mai-20260917-1657-smoke|c156-m5|moonshot-small|Lever", "prompt": "c156-m5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lever** — ATS + CRM combined, good for talent pipelining"}, {"id": "mai-20260917-1657-smoke|c156-m5|moonshot-small|Workable", "prompt": "c156-m5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable** — fast setup, good for growing teams"}, {"id": "mai-20260917-1657-smoke|c156-m5|moonshot-small|Pinpoint", "prompt": "c156-m5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pinpoint** — designed for scaling in-house recruiting teams"}, {"id": "mai-20260917-1657-smoke|c156-m5|moonshot-small|Ashby", "prompt": "c156-m5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ashby** — analytics-first approach"}, {"id": "mai-20260917-1657-smoke|c156-m5|xai-small|Greenhouse", "prompt": "c156-m5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aim for vendors like Greenhouse, Lever, Workable, iCIMS, or Recruitee, which suit this size."}, {"id": "mai-20260917-1657-smoke|c156-m5|xai-small|Lever", "prompt": "c156-m5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Aim for vendors like Greenhouse, Lever, Workable, iCIMS, or Recruitee, which suit this size."}, {"id": "mai-20260917-1657-smoke|c156-m5|xai-small|Workable", "prompt": "c156-m5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Aim for vendors like Greenhouse, Lever, Workable, iCIMS, or Recruitee, which suit this size."}, {"id": "mai-20260917-1657-smoke|c156-m5|xai-small|iCIMS", "prompt": "c156-m5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aim for vendors like Greenhouse, Lever, Workable, iCIMS, or Recruitee, which suit this size."}, {"id": "mai-20260917-1657-smoke|c156-m5|xai-small|Recruitee", "prompt": "c156-m5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aim for vendors like Greenhouse, Lever, Workable, iCIMS, or Recruitee, which suit this size."}, {"id": "mai-20260917-1657-smoke|c156-m5|zai-small|Greenhouse", "prompt": "c156-m5", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ATS‑to‑ATS sync** – import candidates from Greenhouse, Lever, JazzHR, etc."}, {"id": "mai-20260917-1657-smoke|c156-m5|zai-small|Lever", "prompt": "c156-m5", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "import candidates from Greenhouse, Lever, JazzHR, etc."}, {"id": "mai-20260917-1657-smoke|c156-m5|zai-small|JazzHR", "prompt": "c156-m5", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "import candidates from Greenhouse, Lever, JazzHR, etc."}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Workday ATS", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday ATS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Widely described as having a clunky user interface and overwhelming workflows"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Oracle Taleo", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Increasingly seen as legacy technology with a dated interface and workflow"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Cornerstone OnDemand", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently mentioned in recruiting communities as one of the worst ATS options"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|SAP SuccessFactors", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid**: Overly rigid processes; customization often requires expensive consulting support"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|iCIMS", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Often grouped with Workday and Taleo as a legacy system that's increasingly seen as a blocker"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Greenhouse", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "higher total cost of ownership than modern alternatives like Greenhouse, Lever, Ashby, or Bullhorn"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Lever", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "modern alternatives like Greenhouse, Lever, Ashby, or Bullhorn"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Ashby", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "modern alternatives like Greenhouse, Lever, Ashby, or Bullhorn"}, {"id": "mai-20260917-1657-smoke|c156-m6|alibaba-small|Bullhorn", "prompt": "c156-m6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "modern alternatives like Greenhouse, Lever, Ashby, or Bullhorn"}, {"id": "mai-20260917-1657-smoke|c156-m6|anthropic-small|Taleo", "prompt": "c156-m6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Taleo receives the most complaints from job seekers, followed by iCIMS and Workday"}, {"id": "mai-20260917-1657-smoke|c156-m6|anthropic-small|iCIMS", "prompt": "c156-m6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Taleo receives the most complaints from job seekers, followed by iCIMS and Workday"}, {"id": "mai-20260917-1657-smoke|c156-m6|anthropic-small|Workday", "prompt": "c156-m6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Workday lawsuit... alleging that when applying via their ATS, the algorithm resulted in his rejection by more than 100 jobs"}, {"id": "mai-20260917-1657-smoke|c156-m6|challenger-small|Trakstar Hire", "prompt": "c156-m6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Trakstar Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cited as a system to approach with caution because it reportedly has **no mobile app** and **little visible development since 2023**"}, {"id": "mai-20260917-1657-smoke|c156-m6|challenger-small|Recooty", "prompt": "c156-m6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Recooty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "described as a **very small vendor**, which raises concern about long-term vendor stability"}, {"id": "mai-20260917-1657-smoke|c156-m6|challenger-small|Taleo", "prompt": "c156-m6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "flagged as tools to avoid if you're an SMB because they come with **enterprise pricing and complexity**"}, {"id": "mai-20260917-1657-smoke|c156-m6|challenger-small|ADP recruiting modules", "prompt": "c156-m6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "ADP recruiting modules", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "flagged as tools to avoid if you're an SMB because they come with **enterprise pricing and complexity**"}, {"id": "mai-20260917-1657-smoke|c156-m6|challenger-small|Workday", "prompt": "c156-m6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "that makes it worth **careful evaluation**, especially if your team is concerned about complexity or candidate experience"}, {"id": "mai-20260917-1657-smoke|c156-m6|deepseek-small|Workday", "prompt": "c156-m6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or heavily scrutinize Workday, Oracle Taleo, Bullhorn, and Cornerstone."}, {"id": "mai-20260917-1657-smoke|c156-m6|deepseek-small|Oracle Taleo", "prompt": "c156-m6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Taleo is a legacy system... infamous for its ancient UI"}, {"id": "mai-20260917-1657-smoke|c156-m6|deepseek-small|Cornerstone (Saba / Cornerstone OnDemand)", "prompt": "c156-m6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone (Saba / Cornerstone OnDemand)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"Cornerstone is way worse\" than the other bad ones"}, {"id": "mai-20260917-1657-smoke|c156-m6|deepseek-small|Bullhorn", "prompt": "c156-m6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "pattern of pricing bait-and-switches and poor after-hours support makes it a risk"}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|Workday Recruiting", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Workday's interface is often described as clunky for recruiters and hiring managers who need to move quickly."}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|Oracle Taleo", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It has a notoriously outdated UI, a steep learning curve, and rigid customization flows."}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|Bullhorn", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "If you are an in-house corporate HR team, avoid Bullhorn."}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|ADP", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These recruiting tools are almost always \"afterthoughts\" compared to the provider's core payroll functionality."}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|Paycor", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"All-in-One\" HR/Payroll Bundled ATS (e.g., legacy modules in ADP, Paycor, Paycom)"}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|Paycom", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These recruiting tools are almost always \"afterthoughts\" compared to the provider's core payroll functionality."}, {"id": "mai-20260917-1657-smoke|c156-m6|google-small|iCIMS", "prompt": "c156-m6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These legacy systems are famous for \"black hole\" syndrome"}, {"id": "mai-20260917-1657-smoke|c156-m6|meta-small|Breezy HR", "prompt": "c156-m6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Breezy HR (owned by LTG) - a clean, affordable SMB system with a genuinely free plan, but it narrowly misses the list on AI depth."}, {"id": "mai-20260917-1657-smoke|c156-m6|meta-small|Jobvite", "prompt": "c156-m6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a capable enterprise system with a real AI interview tool, but it has a lower G2 score compared to other enterprise systems"}, {"id": "mai-20260917-1657-smoke|c156-m6|meta-small|Trakstar Hire", "prompt": "c156-m6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Trakstar Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trakstar Hire (formerly Recruiterbox, now under Mitratech) - still works but may require more caution."}, {"id": "mai-20260917-1657-smoke|c156-m6|meta-small|iCIMS", "prompt": "c156-m6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to other enterprise systems like iCIMS and SmartRecruiters"}, {"id": "mai-20260917-1657-smoke|c156-m6|meta-small|SmartRecruiters", "prompt": "c156-m6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to other enterprise systems like iCIMS and SmartRecruiters"}, {"id": "mai-20260917-1657-smoke|c156-m6|minimax-small|Workday", "prompt": "c156-m6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often ranked as one of the worst ATS by users"}, {"id": "mai-20260917-1657-smoke|c156-m6|minimax-small|Oracle Taleo", "prompt": "c156-m6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Another widely criticized enterprise-level ATS"}, {"id": "mai-20260917-1657-smoke|c156-m6|minimax-small|SuccessFactors (SAP)", "prompt": "c156-m6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SuccessFactors (SAP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Also receives consistent complaints"}, {"id": "mai-20260917-1657-smoke|c156-m6|minimax-small|PeopleSoft", "prompt": "c156-m6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Frequently mentioned alongside the above as problematic"}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|Oracle Taleo", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Oracle Taleo — The Worst Offender ... widely considered the most frustrating ATS"}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|Workday Recruiting", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday Recruiting — Runner-Up for Worst Experience ... recruiters consistently rank it as \"the absolute worst\""}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|iCIMS", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "iCIMS — Account Fatigue & Ranking Issues ... Creates unnecessary barriers for candidates"}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|SAP SuccessFactors", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SAP SuccessFactors — Rigid and Inflexible ... Overly complex and difficult to customize"}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|Greenhouse", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "systems like **Greenhouse**, **Lever**, and **SmartRecruiters** tend to receive better reviews"}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|Lever", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "systems like **Greenhouse**, **Lever**, and **SmartRecruiters** tend to receive better reviews"}, {"id": "mai-20260917-1657-smoke|c156-m6|moonshot-small|SmartRecruiters", "prompt": "c156-m6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "systems like **Greenhouse**, **Lever**, and **SmartRecruiters** tend to receive better reviews"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Workday Recruiting", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tops \"most frustrating\" lists. Job seekers report endless manual re-entry of resume data"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Oracle Taleo", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Ancient UI,\" chaotic resume parsing, multiple logins, complex navigation"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|SAP SuccessFactors", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Repetitive data entry (e.g., retyping job history multiple times), cumbersome for candidates"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|iCIMS", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Described as \"overly complicated,\" outdated/clunky UI, difficult navigation"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Cornerstone", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "antiquated, no modern AI, poor performance"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|UKG Pro", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others mentioned frequently: UKG Pro"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Jobvite", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Jobvite (hated for enterprise/high-volume use)"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Bullhorn", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Bullhorn (cost overruns, poor support)"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Greenhouse", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Better alternatives per reviews: Greenhouse, Ashby, Lever, Workable (praised for smooth candidate flow)"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Ashby", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Better alternatives per reviews: Greenhouse, Ashby, Lever, Workable"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Lever", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Better alternatives per reviews: Greenhouse, Ashby, Lever, Workable"}, {"id": "mai-20260917-1657-smoke|c156-m6|xai-small|Workable", "prompt": "c156-m6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Workable (praised for smooth candidate flow)"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Workday Recruiting", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid it:** Frequently called \"the most redundant application flow on earth\""}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Oracle Taleo", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid it:** Often ranks lowest among enterprise ATS platforms"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Cornerstone OnDemand", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid it:** Frequently described as \"way worse\" than competing ATS platforms"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Jobvite", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid it:** Recurring complaints about support, performance, and usability"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Bullhorn", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid it:** Performance issues and unreliable search functionality"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|iCIMS", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Interface can be clunky and difficult to navigate"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|SAP SuccessFactors", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Poor candidate experience due to repetitive data entry"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Greenhouse", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While generally well‑regarded, it still has 11 accessibility violations in its default candidate flow"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|Lever", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Falls short on generating precise reports"}, {"id": "mai-20260917-1657-smoke|c156-m6|zai-small|SmartRecruiters", "prompt": "c156-m6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Generally decent but performance can lag during peak search and high‑volume periods"}, {"id": "mai-20260917-1657-smoke|c156-s1|alibaba-small|JazzHR", "prompt": "c156-s1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JazzHR (Best Overall Value) ... frequently rated as the best ATS specifically for startups and small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s1|alibaba-small|Greenhouse", "prompt": "c156-s1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse is the industry gold standard. ... Cons: Expensive; has a steeper learning curve"}, {"id": "mai-20260917-1657-smoke|c156-s1|alibaba-small|Lever", "prompt": "c156-s1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Hiring CRM\" ... excellent for finding and nurturing passive candidates"}, {"id": "mai-20260917-1657-smoke|c156-s1|alibaba-small|Ashby", "prompt": "c156-s1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tech-First Organizations ... gained massive popularity among high-growth tech and SaaS companies"}, {"id": "mai-20260917-1657-smoke|c156-s1|alibaba-small|Zoho Recruit", "prompt": "c156-s1", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Budget-Conscious Teams ... Zoho is the standard choice"}, {"id": "mai-20260917-1657-smoke|c156-s1|anthropic-small|Workable", "prompt": "c156-s1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options** that are often recommended for small businesses include Workable, Lever, Recruiterbox, Ashby, and Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-s1|anthropic-small|Lever", "prompt": "c156-s1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often recommended for small businesses include Workable, Lever, Recruiterbox, Ashby, and Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-s1|anthropic-small|Recruiterbox", "prompt": "c156-s1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Recruiterbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Workable, Lever, Recruiterbox, Ashby, and Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-s1|anthropic-small|Ashby", "prompt": "c156-s1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Workable, Lever, Recruiterbox, Ashby, and Greenhouse"}, {"id": "mai-20260917-1657-smoke|c156-s1|anthropic-small|Greenhouse", "prompt": "c156-s1", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Workable, Lever, Recruiterbox, Ashby, and Greenhouse (though features and pricing change regularly)"}, {"id": "mai-20260917-1657-smoke|c156-s1|challenger-small|Breezy HR", "prompt": "c156-s1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best applicant tracking system is usually **Breezy HR** or **JazzHR**, with **Breezy HR** the safest default"}, {"id": "mai-20260917-1657-smoke|c156-s1|challenger-small|JazzHR", "prompt": "c156-s1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JazzHR** is a strong alternative"}, {"id": "mai-20260917-1657-smoke|c156-s1|challenger-small|BambooHR", "prompt": "c156-s1", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong if you want ATS plus broader HR tools, but it is less “pure ATS” focused"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|Breezy HR", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Breezy HR** for the best balance of cost, ease of use, and unlimited-user collaboration"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|AvaHR", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "AvaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AvaHR** is a close alternative"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|Workable", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're growing into mid-market and hiring more volume"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|BambooHR", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary need is broader HR management, go with **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|Zoho Recruit", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most affordable, great for SMBs, built-in automation"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|Teamtailor", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if employer branding and candidate experience matter most"}, {"id": "mai-20260917-1657-smoke|c156-s1|deepseek-small|JuggleHire", "prompt": "c156-s1", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JuggleHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "noted by some testers as the best value for 1–50 employees"}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Workable", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable: Best Overall & Best for Sourcing Passive B2B Talent"}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Breezy HR", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Breezy HR: Best for Budget & Founder-Led Hiring"}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Teamtailor", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teamtailor: Best for Employer Branding & Candidate Experience"}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Ashby", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ashby is the modern favorite for tech startups."}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Greenhouse", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highly cost-efficient compared to enterprise suites like Greenhouse or Lever"}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Lever", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to enterprise suites like Greenhouse or Lever"}, {"id": "mai-20260917-1657-smoke|c156-s1|google-small|Workday", "prompt": "c156-s1", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid any ATS that forces candidates to create an external account (like Workday does)"}, {"id": "mai-20260917-1657-smoke|c156-s1|meta-small|Breezy HR", "prompt": "c156-s1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Breezy HR - Best for small businesses on a budget, with a free plan and essential features starting at $157/month."}, {"id": "mai-20260917-1657-smoke|c156-s1|meta-small|JazzHR", "prompt": "c156-s1", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JazzHR - Best for small and mid-sized businesses, with a dynamic guide for job posting starting at $83.33/month."}, {"id": "mai-20260917-1657-smoke|c156-s1|minimax-small|Teamtailor", "prompt": "c156-s1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teamtailor** is often highlighted as the best overall for small businesses."}, {"id": "mai-20260917-1657-smoke|c156-s1|minimax-small|Lever", "prompt": "c156-s1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combines ATS with CRM functionality... It's good for smaller teams"}, {"id": "mai-20260917-1657-smoke|c156-s1|minimax-small|Greenhouse", "prompt": "c156-s1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it starts at around $6,000/year—significantly higher, making it better suited if you have more complex hiring needs and budget"}, {"id": "mai-20260917-1657-smoke|c156-s1|minimax-small|Workable", "prompt": "c156-s1", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with a free trial of **Teamtailor** or **Workable**... they're both well-suited for small B2B companies"}, {"id": "mai-20260917-1657-smoke|c156-s1|mistral-small|100Hires", "prompt": "c156-s1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **100Hires** and **Workable** are the top choices"}, {"id": "mai-20260917-1657-smoke|c156-s1|mistral-small|Workable", "prompt": "c156-s1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**100Hires** and **Workable** are the top choices due to their ease of use, affordability"}, {"id": "mai-20260917-1657-smoke|c156-s1|mistral-small|Zoho Recruit", "prompt": "c156-s1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a major concern, **Zoho Recruit** or **Breezy HR** are excellent alternatives."}, {"id": "mai-20260917-1657-smoke|c156-s1|mistral-small|Breezy HR", "prompt": "c156-s1", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Recruit** or **Breezy HR** are excellent alternatives."}, {"id": "mai-20260917-1657-smoke|c156-s1|moonshot-small|Breezy HR", "prompt": "c156-s1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation**: Start with **Breezy HR's free tier** to test the waters, or go with **Workable**"}, {"id": "mai-20260917-1657-smoke|c156-s1|moonshot-small|JazzHR", "prompt": "c156-s1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JazzHR** – Best for Simple, Structured Hiring"}, {"id": "mai-20260917-1657-smoke|c156-s1|moonshot-small|Teamtailor", "prompt": "c156-s1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teamtailor** – Best for Employer Branding"}, {"id": "mai-20260917-1657-smoke|c156-s1|moonshot-small|Workable", "prompt": "c156-s1", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or go with **Workable** if you want a solution that can grow with you into a full HR platform"}, {"id": "mai-20260917-1657-smoke|c156-s1|openai-small|Workable", "prompt": "c156-s1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick is **Workable**"}, {"id": "mai-20260917-1657-smoke|c156-s1|openai-small|Greenhouse", "prompt": "c156-s1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** is strong but uses **customized pricing**, which often makes it a better fit for larger or more process-heavy hiring teams"}, {"id": "mai-20260917-1657-smoke|c156-s1|openai-small|Lever", "prompt": "c156-s1", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lever** is also solid, especially if you care about ATS + CRM and scaling"}, {"id": "mai-20260917-1657-smoke|c156-s1|xai-small|100Hires", "prompt": "c156-s1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "100Hires (Highest-rated overall for small teams)"}, {"id": "mai-20260917-1657-smoke|c156-s1|xai-small|Breezy HR", "prompt": "c156-s1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Breezy HR (Best for simplicity & free entry)"}, {"id": "mai-20260917-1657-smoke|c156-s1|xai-small|Zoho Recruit", "prompt": "c156-s1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Recruit (Best budget/free option)"}, {"id": "mai-20260917-1657-smoke|c156-s1|xai-small|JazzHR", "prompt": "c156-s1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JazzHR ($83/mo, simple/cheap)"}, {"id": "mai-20260917-1657-smoke|c156-s1|xai-small|Teamtailor", "prompt": "c156-s1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Teamtailor (branding pros, but pricier)"}, {"id": "mai-20260917-1657-smoke|c156-s1|xai-small|Workable", "prompt": "c156-s1", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workable ($299/mo, sourcing-focused for growth)"}, {"id": "mai-20260917-1657-smoke|c156-s2|alibaba-small|Workable", "prompt": "c156-s2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Choice for Growth: **Workable**"}, {"id": "mai-20260917-1657-smoke|c156-s2|alibaba-small|Breezy HR", "prompt": "c156-s2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value & Simplicity: **Breezy HR**"}, {"id": "mai-20260917-1657-smoke|c156-s2|alibaba-small|BambooHR", "prompt": "c156-s2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One HR System: **BambooHR**"}, {"id": "mai-20260917-1657-smoke|c156-s2|alibaba-small|Zoho Recruit", "prompt": "c156-s2", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are just starting out and have a tight budget: Look at **Zoho Recruit**"}, {"id": "mai-20260917-1657-smoke|c156-s2|anthropic-small|Dover", "prompt": "c156-s2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Dover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dover is the best overall ATS for small businesses because it combines powerful recruiting software with access to real hiring support"}, {"id": "mai-20260917-1657-smoke|c156-s2|anthropic-small|JazzHR", "prompt": "c156-s2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JazzHR is the easiest to set up for first-time users, starting at $49/month"}, {"id": "mai-20260917-1657-smoke|c156-s2|anthropic-small|MokaHR", "prompt": "c156-s2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MokaHR, Breezy HR, Workable, JazzHR, and Zoho Recruit are top picks for small businesses in 2026"}, {"id": "mai-20260917-1657-smoke|c156-s2|anthropic-small|Breezy HR", "prompt": "c156-s2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A visual applicant tracking system with drag-and-drop pipelines designed for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s2|anthropic-small|Workable", "prompt": "c156-s2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top picks for small businesses in 2026"}, {"id": "mai-20260917-1657-smoke|c156-s2|anthropic-small|Zoho Recruit", "prompt": "c156-s2", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For B2B specifically, I'd especially recommend options with strong job board integration and CRM features (like Zoho Recruit)"}, {"id": "mai-20260917-1657-smoke|c156-s2|challenger-small|Workable", "prompt": "c156-s2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** as the safest all-around choice"}, {"id": "mai-20260917-1657-smoke|c156-s2|challenger-small|JazzHR", "prompt": "c156-s2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **JazzHR** as the budget-friendly alternative"}, {"id": "mai-20260917-1657-smoke|c156-s2|challenger-small|AvaHR", "prompt": "c156-s2", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "AvaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AvaHR** if you want the best flat-rate value"}, {"id": "mai-20260917-1657-smoke|c156-s2|deepseek-small|Breezy HR", "prompt": "c156-s2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Breezy HR**"}, {"id": "mai-20260917-1657-smoke|c156-s2|deepseek-small|Zoho Recruit", "prompt": "c156-s2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Recruit** — Best if cost is the top priority."}, {"id": "mai-20260917-1657-smoke|c156-s2|deepseek-small|Workable", "prompt": "c156-s2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** — Best if you need *more applicants* and strong sourcing."}, {"id": "mai-20260917-1657-smoke|c156-s2|deepseek-small|JazzHR", "prompt": "c156-s2", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**JazzHR** — A low-cost, dedicated ATS if you want a simple, cheap tool."}, {"id": "mai-20260917-1657-smoke|c156-s2|google-small|Workable", "prompt": "c156-s2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Workable (Best Overall for Passive Sourcing)"}, {"id": "mai-20260917-1657-smoke|c156-s2|google-small|Recruitee by Tellent", "prompt": "c156-s2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Recruitee by Tellent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recruitee is one of the best platforms on the market."}, {"id": "mai-20260917-1657-smoke|c156-s2|google-small|Ashby", "prompt": "c156-s2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby has quickly become the modern gold standard"}, {"id": "mai-20260917-1657-smoke|c156-s2|google-small|Greenhouse", "prompt": "c156-s2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ashby replaces the traditional, bulky enterprise tools (like Greenhouse)"}, {"id": "mai-20260917-1657-smoke|c156-s2|google-small|Breezy HR", "prompt": "c156-s2", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Breezy HR is the best \"get up and running in 10 minutes\" option."}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|Indeed", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Indeed - a freemium ATS with a high editorial score and a large number of reviews."}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|Breezy HR", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Breezy HR - a simple and visual hiring pipeline with a freemium pricing model."}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|JazzHR", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "JazzHR - a low-cost dedicated ATS with a paid pricing model."}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|Zoho Recruit", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho Recruit - a free or budget ATS ... ideal for businesses already using Zoho."}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|BambooHR", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR - an ATS with features inside a broader HR platform"}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|Workable", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workable - an ATS with sourcing, job-board reach, and recruiting automation"}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|Reqcore", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Reqcore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Reqcore - an ATS that helps small teams get more applicants than they can manually review"}, {"id": "mai-20260917-1657-smoke|c156-s2|meta-small|Greenhouse", "prompt": "c156-s2", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Greenhouse - an ATS with AI-assisted hiring, broad job-board reach, and flat pricing"}, {"id": "mai-20260917-1657-smoke|c156-s2|minimax-small|Workable", "prompt": "c156-s2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** as the top choice for a small B2B business"}, {"id": "mai-20260917-1657-smoke|c156-s2|minimax-small|Breezy HR", "prompt": "c156-s2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Strong Options: Breezy HR"}, {"id": "mai-20260917-1657-smoke|c156-s2|minimax-small|Teamtailor", "prompt": "c156-s2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent customer support - Unlimited users"}, {"id": "mai-20260917-1657-smoke|c156-s2|minimax-small|AvaHR", "prompt": "c156-s2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "AvaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AvaHR** (2026 pick) - Flat $99/month pricing (very affordable)"}, {"id": "mai-20260917-1657-smoke|c156-s2|minimax-small|BambooHR", "prompt": "c156-s2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Do you need HR/payroll integration? (If yes, consider BambooHR or Rippling)"}, {"id": "mai-20260917-1657-smoke|c156-s2|minimax-small|Rippling", "prompt": "c156-s2", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If yes, consider BambooHR or Rippling"}, {"id": "mai-20260917-1657-smoke|c156-s2|mistral-small|Breezy", "prompt": "c156-s2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as the best overall for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s2|mistral-small|BambooHR", "prompt": "c156-s2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Breezy and BambooHR are the most frequently recommended ATS options"}, {"id": "mai-20260917-1657-smoke|c156-s2|mistral-small|Ashby", "prompt": "c156-s2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby is a solid choice if you want a more robust system without overwhelming complexity"}, {"id": "mai-20260917-1657-smoke|c156-s2|mistral-small|GoHire", "prompt": "c156-s2", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "GoHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong contender, often mentioned as a runner-up to Breezy"}, {"id": "mai-20260917-1657-smoke|c156-s2|moonshot-small|Breezy HR", "prompt": "c156-s2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Breezy HR** as the starting point—it offers the best balance of affordability, ease of use, and features"}, {"id": "mai-20260917-1657-smoke|c156-s2|moonshot-small|Teamtailor", "prompt": "c156-s2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Customer Support & Onboarding"}, {"id": "mai-20260917-1657-smoke|c156-s2|moonshot-small|Workable", "prompt": "c156-s2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you anticipate rapid growth or need more advanced sourcing capabilities, **Workable** is worth the higher price point."}, {"id": "mai-20260917-1657-smoke|c156-s2|moonshot-small|Zoho Recruit", "prompt": "c156-s2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option"}, {"id": "mai-20260917-1657-smoke|c156-s2|moonshot-small|JazzHR", "prompt": "c156-s2", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Transparent Pricing"}, {"id": "mai-20260917-1657-smoke|c156-s2|openai-small|Zoho Recruit", "prompt": "c156-s2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Recruit** if you want the best balance of **cost, features, and flexibility** for a small team."}, {"id": "mai-20260917-1657-smoke|c156-s2|openai-small|Workable", "prompt": "c156-s2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want something polished and easy to use as you grow"}, {"id": "mai-20260917-1657-smoke|c156-s2|openai-small|ApplicantStack", "prompt": "c156-s2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "ApplicantStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want simple pricing and a straightforward ATS"}, {"id": "mai-20260917-1657-smoke|c156-s2|openai-small|100Hires", "prompt": "c156-s2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you want a purpose-built ATS with more AI assistance"}, {"id": "mai-20260917-1657-smoke|c156-s2|openai-small|Greenhouse", "prompt": "c156-s2", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you expect to need more structured hiring workflows soon"}, {"id": "mai-20260917-1657-smoke|c156-s2|xai-small|Breezy HR", "prompt": "c156-s2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Breezy HR as the top ATS choice."}, {"id": "mai-20260917-1657-smoke|c156-s2|xai-small|JazzHR", "prompt": "c156-s2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Breezy doesn't fit... Budget-conscious beginners"}, {"id": "mai-20260917-1657-smoke|c156-s2|xai-small|Workable", "prompt": "c156-s2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams needing sourcing/AI ... 400M+ candidate database, AI matching"}, {"id": "mai-20260917-1657-smoke|c156-s2|xai-small|Zoho Recruit", "prompt": "c156-s2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Zoho CRM/sales tools | ~$25/user/mo"}, {"id": "mai-20260917-1657-smoke|c156-s2|xai-small|Greenhouse", "prompt": "c156-s2", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like Greenhouse (too pricey/complex)."}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Prepzo", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Prepzo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple, affordable ATS with a free plan and built‑in AI screening, I’d recommend **Prepzo**."}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Breezy HR", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Breezy HR** is an excellent choice. It’s easy to set up and great for small teams"}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Recruit CRM", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recruit CRM** is a solid pick. It’s popular among agencies and SMBs"}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Workable", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For 10–30 hires, Prepzo, Workable, or Recruitee are strong options."}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Recruitee", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For 10–30 hires, Prepzo, Workable, or Recruitee are strong options."}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|BambooHR", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Inbound** (candidates apply after you post a job): Prepzo, Workable, BambooHR."}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Manatal", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Need strong AI features for screening and matching | Manatal"}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Personio", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Larger small businesses (20–250 employees): Personio, Teamtailor, or Workable."}, {"id": "mai-20260917-1657-smoke|c156-s2|zai-small|Teamtailor", "prompt": "c156-s2", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Larger small businesses (20–250 employees): Personio, Teamtailor, or Workable."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|Greenhouse", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is widely considered the market standard for growing companies."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|BambooHR", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR (Best All-In-One HR Suite)... If you don't have HR software yet, this is the logical choice."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|Loxo", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Loxo (Best Budget Option)... Best for: Bootstrapped startups and small teams on a strict budget."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|Ashby", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ashby (Best for Tech & Engineering Teams)... Incredible API and integrations."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|Zoho Recruit", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Recruit (Best for Price-Conscious SMBs)... still a very capable low-cost tool."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|Lever", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Lever or Ashby feel more like Salesforce or HubSpot."}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|HubSpot", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "\"I have zero budget / We are just starting.\" | HubSpot (Free tier) or Zoho Free"}, {"id": "mai-20260917-1657-smoke|c156-s3|alibaba-small|Lovo", "prompt": "c156-s3", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lovo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "\"We are hiring 5+ roles a month and need speed.\" | Lovo"}, {"id": "mai-20260917-1657-smoke|c156-s3|anthropic-small|Spark Hire", "prompt": "c156-s3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire is positioned as the best overall applicant tracking system for small businesses in 2026, designed for lean teams"}, {"id": "mai-20260917-1657-smoke|c156-s3|anthropic-small|Workable", "prompt": "c156-s3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "known for its clean interface, transparent pricing, and fast setup... lacks advanced AI for application review"}, {"id": "mai-20260917-1657-smoke|c156-s3|anthropic-small|BambooHR", "prompt": "c156-s3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For small businesses with limited HR staff, this all-in-one approach means one system to learn"}, {"id": "mai-20260917-1657-smoke|c156-s3|anthropic-small|JazzHR", "prompt": "c156-s3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JazzHR is best for collaborative hiring teams, with pricing starting at $1,000 annually."}, {"id": "mai-20260917-1657-smoke|c156-s3|anthropic-small|Manatal", "prompt": "c156-s3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manatal is an intuitive applicant tracking system with AI-driven recommendations and social media recruitment tools."}, {"id": "mai-20260917-1657-smoke|c156-s3|anthropic-small|Pinpoint", "prompt": "c156-s3", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "For a single-location small business without that structural complexity, its configuration depth creates setup overhead without a matching benefit."}, {"id": "mai-20260917-1657-smoke|c156-s3|challenger-small|Breezy HR", "prompt": "c156-s3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Breezy HR** if you want a friendly, affordable ATS with a free starting point."}, {"id": "mai-20260917-1657-smoke|c156-s3|challenger-small|Workable", "prompt": "c156-s3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Workable** if you want the most polished all-in-one option and can pay more."}, {"id": "mai-20260917-1657-smoke|c156-s3|challenger-small|Zoho Recruit", "prompt": "c156-s3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Zoho Recruit** if budget is the priority."}, {"id": "mai-20260917-1657-smoke|c156-s3|challenger-small|JazzHR", "prompt": "c156-s3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **JazzHR** if your team hires collaboratively and wants customizable workflows."}, {"id": "mai-20260917-1657-smoke|c156-s3|challenger-small|100Hires", "prompt": "c156-s3", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **100Hires** if you want straightforward customization without paying for a larger HR suite."}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Breezy HR", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR** — Best Overall for Most Small Businesses"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Workable", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** — Best All-in-One with Built-in Sourcing"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|JazzHR", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JazzHR** — Best for Simplicity & Team Collaboration"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Teamtailor", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teamtailor** — Best for Employer Branding & Candidate Experience"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Manatal", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Manatal** — Best AI-Powered Budget Pick"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Zoho Recruit", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zoho Recruit** — Best Free Tier / Budget-Friendly"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Ashby", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill and expensive for very small teams; pricing scales with company size."}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|GoHire", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "GoHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flat-rate / unlimited users:** Breezy, Teamtailor, GoHire"}, {"id": "mai-20260917-1657-smoke|c156-s3|deepseek-small|Pinpoint", "prompt": "c156-s3", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Longer implementation: Ashby, Pinpoint (4–12 weeks)"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Workday", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level systems (such as Workday or Greenhouse) which require months of configuration and a dedicated HR department"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Greenhouse", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level systems (such as Workday or Greenhouse) which require months of configuration and a dedicated HR department"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Dover", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Dover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Dover: Best for Startups & Tight Budgets"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Breezy HR", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Breezy HR: Best for Visual, Collaborative Pipeline Management"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Workable", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workable: Best for All-in-One Outbound Sourcing"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Teamtailor", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teamtailor: Best for Employer Branding & Candidate Experience"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|JazzHR", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "JazzHR: Best for No-Frills, Structured SMB Hiring"}, {"id": "mai-20260917-1657-smoke|c156-s3|google-small|Zoho Recruit", "prompt": "c156-s3", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Note that it has a steeper learning curve and a more traditional database interface compared to modern tools like Breezy."}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Teamtailor", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall**: Teamtailor (support, features, scalability)"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Workable", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for ease of use**: Workable, Monday.com"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Zoho Recruit", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value**: Zoho Recruit (free plan + affordable paid tiers)"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Monday.com", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for ease of use**: Workable, Monday.com"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Greenhouse", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Growing businesses ready for structure | Custom pricing"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|BambooHR", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for full HR needs**: BambooHR, Personio"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|JazzHR", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small businesses | Custom pricing | Dynamic guide for job posting"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Breezy HR", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget-friendly | From $157/year | Free plan with essential features"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|ApplicantStack", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "ApplicantStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Low-cost flat-rate | $29/month"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|100Hires", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for AI features**: Zoho Recruit, 100Hires, ClearCompany"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|ClearCompany", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ClearCompany (AI job descriptions)"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Personio", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Best for full HR needs**: BambooHR, Personio"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Recruitee", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Recruitee (workflow automations)"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|Pinpoint", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Pinpoint (customizable workflows)"}, {"id": "mai-20260917-1657-smoke|c156-s3|minimax-small|SmartRecruiters", "prompt": "c156-s3", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Most integrations**: SmartRecruiters (300+)"}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|Workable", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Small businesses that want a full hiring workflow with built-in video interviewing."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|Breezy HR", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Small businesses on a budget."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|JazzHR", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Small and mid-sized businesses."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|Zoho Recruit", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Budget-conscious small businesses and staffing agencies."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|Teamtailor", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small businesses seeking excellent customer support and unlimited users."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|100Hires", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: AI-assisted, purpose-built ATS for small teams."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|ApplicantStack", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "ApplicantStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Low-cost, flat-rate ATS with built-in onboarding."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|Greenhouse", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Growing small businesses ready for a structured hiring process."}, {"id": "mai-20260917-1657-smoke|c156-s3|mistral-small|GoHire", "prompt": "c156-s3", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "GoHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: UK-based small teams."}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|Breezy HR", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR** – Best Overall for Small Businesses"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|Manatal", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** – Best Budget AI Option"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|Zoho Recruit", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Recruit** – Best Free/Budget Option"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|Workable", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** – Best for Sourcing"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|100Hires", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**100Hires** – Best for AI-Assisted Hiring"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|Greenhouse", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Greenhouse** – Best for Growing Teams"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|JazzHR", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**JazzHR** – Best Flat-Rate Flexibility"}, {"id": "mai-20260917-1657-smoke|c156-s3|moonshot-small|Ashby", "prompt": "c156-s3", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Scalability** | Greenhouse, Ashby"}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|Breezy HR", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're **very small and cost-sensitive**: start with **Breezy HR**."}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|Workable", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **best overall small-team ATS**: look hardest at **JazzHR** and **Workable**."}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|JazzHR", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best balanced small-business ATS:** JazzHR or Workable"}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|Zoho Recruit", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often more customizable/technical; great if you like configuration, less ideal if you want the simplest setup."}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|BambooHR", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If recruiting is only part of your HR stack: **BambooHR**."}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|Greenhouse", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you expect to grow into a more process-driven hiring operation: **Greenhouse**."}, {"id": "mai-20260917-1657-smoke|c156-s3|openai-small|Lever", "prompt": "c156-s3", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong if candidate nurturing matters; often more than a tiny team needs."}, {"id": "mai-20260917-1657-smoke|c156-s3|xai-small|Breezy HR", "prompt": "c156-s3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on budget (start with Breezy/Zoho free)... Breezy/ApplicantStack shine for spreadsheet replacements with drag-and-drop pipelines"}, {"id": "mai-20260917-1657-smoke|c156-s3|xai-small|Zoho Recruit", "prompt": "c156-s3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose based on budget (start with Breezy/Zoho free)"}, {"id": "mai-20260917-1657-smoke|c156-s3|xai-small|Workable", "prompt": "c156-s3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workable for growth toward mid-size... Higher cost, better for 20+ hires/mo"}, {"id": "mai-20260917-1657-smoke|c156-s3|xai-small|100Hires", "prompt": "c156-s3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "needs (AI: 100Hires)... Limited job boards, newer/less integrations"}, {"id": "mai-20260917-1657-smoke|c156-s3|xai-small|ApplicantStack", "prompt": "c156-s3", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "ApplicantStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$29/mo (flat) | Ultra-low-cost basics ... Basic reporting/sourcing, no native AI"}, {"id": "mai-20260917-1657-smoke|c156-s3|zai-small|Breezy HR", "prompt": "c156-s3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Breezy is widely considered the top choice for small businesses because it offers a genuinely usable **free plan**"}, {"id": "mai-20260917-1657-smoke|c156-s3|zai-small|Workable", "prompt": "c156-s3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workable is the industry standard for small-to-mid-sized companies (10–500 hires/year)"}, {"id": "mai-20260917-1657-smoke|c156-s3|zai-small|Zoho Recruit", "prompt": "c156-s3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Recruit is part of the larger Zoho ecosystem and is a powerhouse for companies already using Zoho products"}, {"id": "mai-20260917-1657-smoke|c156-s3|zai-small|Greenhouse", "prompt": "c156-s3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Greenhouse** only if you are a tech company that has outgrown basic tracking"}, {"id": "mai-20260917-1657-smoke|c156-s3|zai-small|BambooHR", "prompt": "c156-s3", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It also integrates with HRIS systems like BambooHR and Gusto."}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Breezy HR", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Breezy is widely considered the best all-around option for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|HiringBox", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "HiringBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for \"Zero Cost\" Setup: HiringBox"}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Greenhouse", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "found enterprise software (like Greenhouse or Lever) too complex and expensive"}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Lever", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "found enterprise software (like Greenhouse or Lever) too complex and expensive"}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Zoho Recruit", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Zoho Recruit if you have a higher volume of applicants (50+) and want powerful filters."}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Talentlyt", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Talentlyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talentlyt claims to be a 100% free ATS."}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Typeform", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Create a Typeform or Google Form (using the free tier) for application submission."}, {"id": "mai-20260917-1657-smoke|c156-s4|alibaba-small|Google Form", "prompt": "c156-s4", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Google Form", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Create a Typeform or Google Form (using the free tier) for application submission."}, {"id": "mai-20260917-1657-smoke|c156-s4|anthropic-small|Zoho Recruit", "prompt": "c156-s4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "making it the strongest free option for bootstrapped startups"}, {"id": "mai-20260917-1657-smoke|c156-s4|anthropic-small|Breezy HR", "prompt": "c156-s4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Breezy HR is the lowest-cost entry point for a company running its first structured hiring process."}, {"id": "mai-20260917-1657-smoke|c156-s4|anthropic-small|JazzHR", "prompt": "c156-s4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AI capabilities are virtually nonexistent, sourcing features are extremely limited, and analytics provide only surface-level metrics."}, {"id": "mai-20260917-1657-smoke|c156-s4|anthropic-small|Spark Hire", "prompt": "c156-s4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spark Hire is the best overall applicant tracking system for small businesses in 2026"}, {"id": "mai-20260917-1657-smoke|c156-s4|anthropic-small|JuggleHire", "prompt": "c156-s4", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small businesses transitioning from Google Forms or spreadsheets, JuggleHire offers the best combination of simplicity, affordability, and professional features."}, {"id": "mai-20260917-1657-smoke|c156-s4|challenger-small|Breezy HR", "prompt": "c156-s4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **Breezy HR** because it offers a genuine free plan"}, {"id": "mai-20260917-1657-smoke|c156-s4|challenger-small|Zoho Recruit", "prompt": "c156-s4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Recruit** is the other strong low-cost option because it also has a free tier"}, {"id": "mai-20260917-1657-smoke|c156-s4|challenger-small|Manatal", "prompt": "c156-s4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manatal** is the lowest-priced paid ATS cited here at about **$15/user/month**"}, {"id": "mai-20260917-1657-smoke|c156-s4|challenger-small|JazzHR", "prompt": "c156-s4", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want simple, structured hiring on a budget:** **JazzHR**"}, {"id": "mai-20260917-1657-smoke|c156-s4|deepseek-small|Dover", "prompt": "c156-s4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Dover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **Dover** is the best free option (unlimited jobs, no catches)"}, {"id": "mai-20260917-1657-smoke|c156-s4|deepseek-small|Breezy HR", "prompt": "c156-s4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the best free user experience and only hire one role at a time, **Breezy HR's free tier** is excellent."}, {"id": "mai-20260917-1657-smoke|c156-s4|deepseek-small|Zoho Recruit", "prompt": "c156-s4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zoho Recruit** is the strongest overall value if you're willing to spend a modest amount per month"}, {"id": "mai-20260917-1657-smoke|c156-s4|deepseek-small|JazzHR", "prompt": "c156-s4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JazzHR \\u2014 Best Paid Value Under $50/mo"}, {"id": "mai-20260917-1657-smoke|c156-s4|deepseek-small|Manatal", "prompt": "c156-s4", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manatal \\u2014 Best AI Features on a Budget"}, {"id": "mai-20260917-1657-smoke|c156-s4|google-small|Breezy HR", "prompt": "c156-s4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are hiring for exactly one role right now and want to spend $0:** Go with **Breezy HR**."}, {"id": "mai-20260917-1657-smoke|c156-s4|google-small|Zoho Recruit", "prompt": "c156-s4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Catch:** The user interface feels dated and clunky compared to newer systems, and the learning curve is slightly steeper."}, {"id": "mai-20260917-1657-smoke|c156-s4|google-small|Manatal", "prompt": "c156-s4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to spend as little as possible but need to keep 2-3 roles open:** Choose **Manatal**."}, {"id": "mai-20260917-1657-smoke|c156-s4|google-small|JazzHR", "prompt": "c156-s4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have multiple hiring managers who all need access:** Choose **JazzHR**."}, {"id": "mai-20260917-1657-smoke|c156-s4|google-small|Recooty", "prompt": "c156-s4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Recooty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "paid plans start around **$79/month** (billed annually)... Recooty is highly streamlined"}, {"id": "mai-20260917-1657-smoke|c156-s4|google-small|Workable", "prompt": "c156-s4", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a flat monthly starter plan starting around **$299/month**"}, {"id": "mai-20260917-1657-smoke|c156-s4|meta-small|Breezy HR", "prompt": "c156-s4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best applicant tracking system for a small company with a tight budget is Breezy HR, which offers a free plan with essential features"}, {"id": "mai-20260917-1657-smoke|c156-s4|meta-small|Zoho Recruit", "prompt": "c156-s4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Zoho Recruit, which has a free plan and paid tiers starting at $30/user/month"}, {"id": "mai-20260917-1657-smoke|c156-s4|meta-small|Manatal", "prompt": "c156-s4", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Manatal, which is priced at $15/user/mo."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|Zoho Recruit", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Recruit (free tier)** or **Lever (free up to 3 users)** are the strongest contenders."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|BambooHR", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need a full‑featured ATS + HRIS** | **BambooHR** | One‑stop shop for employee data + recruiting"}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|Lever", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zoho Recruit (free tier)** or **Lever (free up to 3 users)** are the strongest contenders."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|Workable", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable**, **Freshte**, or **Recruit CRM** give you more job‑board reach and a smoother UI."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|Freshte", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Freshte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workable**, **Freshte**, or **Recruit CRM** give you more job‑board reach and a smoother UI."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|OpenCATS", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "OpenCATS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**OpenCATS** is powerful but requires a bit of server know‑how; only go this route if you have internal tech resources."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|Recruit CRM", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need CRM + ATS** | **Recruit CRM** | ATS + candidate relationship management in one low‑cost package."}, {"id": "mai-20260917-1657-smoke|c156-s4|minimax-small|JobScore", "prompt": "c156-s4", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JobScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**JobScore** | Free for up to 3 job postings."}, {"id": "mai-20260917-1657-smoke|c156-s4|mistral-small|Breezy HR", "prompt": "c156-s4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR** is consistently recommended as the best applicant tracking system (ATS)"}, {"id": "mai-20260917-1657-smoke|c156-s4|mistral-small|100Hires", "prompt": "c156-s4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options mentioned include **100Hires** and **Zoho Recruit**"}, {"id": "mai-20260917-1657-smoke|c156-s4|mistral-small|Zoho Recruit", "prompt": "c156-s4", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options mentioned include **100Hires** and **Zoho Recruit**"}, {"id": "mai-20260917-1657-smoke|c156-s4|moonshot-small|Breezy HR", "prompt": "c156-s4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Breezy HR's free plan** if you only have 1-2 open positions at a time"}, {"id": "mai-20260917-1657-smoke|c156-s4|moonshot-small|Zoho Recruit", "prompt": "c156-s4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Zoho Recruit** (Best Free Option)"}, {"id": "mai-20260917-1657-smoke|c156-s4|moonshot-small|Dover", "prompt": "c156-s4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Dover", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **try Dover** if you need unlimited jobs and want to stay completely free"}, {"id": "mai-20260917-1657-smoke|c156-s4|moonshot-small|MightyRecruiter", "prompt": "c156-s4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "MightyRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "### 4. **MightyRecruiter**\n- **Free Plan**: Available with career site included"}, {"id": "mai-20260917-1657-smoke|c156-s4|moonshot-small|Jobsoid", "prompt": "c156-s4", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Jobsoid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "### 5. **Jobsoid**\n- **Free Plan**: Available with multi-channel candidate sourcing"}, {"id": "mai-20260917-1657-smoke|c156-s4|openai-small|Zoho Recruit", "prompt": "c156-s4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If \"tight budget\" means as cheap as possible: start with Breezy HR Bootstrap or Zoho Recruit."}, {"id": "mai-20260917-1657-smoke|c156-s4|openai-small|JazzHR", "prompt": "c156-s4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you can spend a little for a cleaner experience: JazzHR is often the best value for a small business"}, {"id": "mai-20260917-1657-smoke|c156-s4|openai-small|Breezy HR Bootstrap", "prompt": "c156-s4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR Bootstrap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Breezy HR Bootstrap** or **Zoho Recruit**"}, {"id": "mai-20260917-1657-smoke|c156-s4|openai-small|Workable", "prompt": "c156-s4", "model": "openai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workable is solid, but its published pricing is much higher than the budget options, starting at $299/month"}, {"id": "mai-20260917-1657-smoke|c156-s4|xai-small|Breezy HR", "prompt": "c156-s4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Breezy HR stands out as the top choice"}, {"id": "mai-20260917-1657-smoke|c156-s4|xai-small|Zoho Recruit", "prompt": "c156-s4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/cheap alternatives"}, {"id": "mai-20260917-1657-smoke|c156-s4|xai-small|JazzHR", "prompt": "c156-s4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$75/mo (annual, Hero plan; no free tier)"}, {"id": "mai-20260917-1657-smoke|c156-s4|xai-small|Manatal", "prompt": "c156-s4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI matching on a budget"}, {"id": "mai-20260917-1657-smoke|c156-s4|xai-small|100Hires", "prompt": "c156-s4", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one for startups"}, {"id": "mai-20260917-1657-smoke|c156-s4|zai-small|Zoho Recruit", "prompt": "c156-s4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Free\" Option: Zoho Recruit ... Choose Zoho Recruit if you have $0 budget"}, {"id": "mai-20260917-1657-smoke|c156-s4|zai-small|JazzHR", "prompt": "c156-s4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "JazzHR is widely considered the most affordable dedicated Applicant Tracking System for small businesses."}, {"id": "mai-20260917-1657-smoke|c156-s4|zai-small|Breezy HR", "prompt": "c156-s4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Breezy HR is known for having one of the most user-friendly interfaces."}, {"id": "mai-20260917-1657-smoke|c156-s4|zai-small|Homebase", "prompt": "c156-s4", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention: Homebase ... is worth considering."}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|BambooHR", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for an intuitive, affordable system like **Breezy HR, JazzHR, Workable, or BambooHR** that your team will actually adopt"}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|Breezy HR", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Flat-rate, unlimited users, ideal for small teams"}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|Zoho Recruit", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget option, ATS + recruitment CRM"}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|JazzHR", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat-rate pricing, unlimited users"}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|Workable", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one sourcing + recruiting"}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|Teamtailor", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong employer branding & career site builder"}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|Greenhouse", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "For a 30-person company, you don't need Greenhouse or iCIMS."}, {"id": "mai-20260917-1657-smoke|c156-s5|deepseek-small|iCIMS", "prompt": "c156-s5", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "For a 30-person company, you don't need Greenhouse or iCIMS."}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|Gusto", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you already use an all-in-one payroll/HRIS provider like **Gusto, Rippling, or BambooHR**, check if they have a built-in ATS module."}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|Rippling", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "check if they have a built-in ATS module"}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|BambooHR", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "check if they have a built-in ATS module"}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|Breezy HR", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Breezy HR:** * *Best for:* Visual simplicity and rapid setup."}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|JazzHR", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly customizable, very affordable, and offers great syndication to job boards."}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|Homerun", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Homerun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for:* Creative, tech, or culture-first small businesses."}, {"id": "mai-20260917-1657-smoke|c156-s5|google-small|Workable", "prompt": "c156-s5", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though it is on the pricier side compared to JazzHR or Breezy"}, {"id": "mai-20260917-1657-smoke|c156-s5|meta-small|BambooHR", "prompt": "c156-s5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BambooHR**: Offers a flat rate per employee per month, with ATS included in all plans."}, {"id": "mai-20260917-1657-smoke|c156-s5|meta-small|Workable", "prompt": "c156-s5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workable**: Publishes a monthly fee based on the number of employees, with discounts for annual billing."}, {"id": "mai-20260917-1657-smoke|c156-s5|meta-small|Ashby", "prompt": "c156-s5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ashby**: Offers a Foundations plan for companies up to 100 employees"}, {"id": "mai-20260917-1657-smoke|c156-s5|meta-small|Greenhouse", "prompt": "c156-s5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Offers a structured, bias-reducing hiring process, but with a higher price point."}, {"id": "mai-20260917-1657-smoke|c156-s5|meta-small|Lever", "prompt": "c156-s5", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lever**: Offers a mid-market tech team-focused ATS with a custom quote."}, {"id": "mai-20260917-1657-smoke|c156-s5|minimax-small|Recruitee", "prompt": "c156-s5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include **Recruitee, JazzHR, Lever, and Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-s5|minimax-small|JazzHR", "prompt": "c156-s5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include **Recruitee, JazzHR, Lever, and Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-s5|minimax-small|Lever", "prompt": "c156-s5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include **Recruitee, JazzHR, Lever, and Greenhouse**"}, {"id": "mai-20260917-1657-smoke|c156-s5|minimax-small|Greenhouse", "prompt": "c156-s5", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(though Greenhouse can be pricier)"}, {"id": "mai-20260917-1657-smoke|c156-s5|mistral-small|Greenhouse", "prompt": "c156-s5", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Greenhouse** (scalable, great for startups)"}, {"id": "mai-20260917-1657-smoke|c156-s5|mistral-small|Lever", "prompt": "c156-s5", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lever** (user-friendly, strong collaboration)"}, {"id": "mai-20260917-1657-smoke|c156-s5|mistral-small|Workable", "prompt": "c156-s5", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable** (affordable, good for SMBs)"}, {"id": "mai-20260917-1657-smoke|c156-s5|mistral-small|Breezy HR", "prompt": "c156-s5", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Breezy HR** (simple, good for small teams)"}, {"id": "mai-20260917-1657-smoke|c156-s5|mistral-small|Zoho Recruit", "prompt": "c156-s5", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoho Recruit** (budget-friendly, integrates with Zoho ecosystem)"}, {"id": "mai-20260917-1657-smoke|c156-s5|mistral-small|Ashby", "prompt": "c156-s5", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ashby** (modern, data-driven, good for tech companies)"}, {"id": "mai-20260917-1657-smoke|c156-s5|moonshot-small|Breezy HR", "prompt": "c156-s5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR** – simplest visual pipeline, flat-fee model"}, {"id": "mai-20260917-1657-smoke|c156-s5|moonshot-small|JazzHR", "prompt": "c156-s5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JazzHR** – purpose-built for 5-500 employees, budget-friendly"}, {"id": "mai-20260917-1657-smoke|c156-s5|moonshot-small|Zoho Recruit", "prompt": "c156-s5", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Recruit** – free tier available if you're already in the Zoho ecosystem"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Breezy HR", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| **Breezy HR** | Free/$59/mo | Quick starts | One-click posting, mobile-first | Free tier limits users |"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Zoho Recruit", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zoho Recruit (free)"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Dover", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Dover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dover (free)"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Manatal", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "| **Manatal** | $15/user/mo | Budget-conscious SMBs | AI screening, 24/5 support, fast setup | Basic reporting |"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|JazzHR", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **JazzHR** | $49/mo | Collaborative teams | Unlimited jobs, screening questions | Per-user add-ons |"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Workable", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "| **Workable** | $299/mo (negotiable) | Growing teams | AI summaries, workflows | Pricier for low volume |"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Recruitee", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Recruitee** | Custom (~$100/mo) | Workflow automation | WhatsApp hiring, mobile app | Setup slightly longer |"}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Homebase", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If hiring hourly/niche roles, check Homebase or Truffle for specialized fits."}, {"id": "mai-20260917-1657-smoke|c156-s5|xai-small|Truffle", "prompt": "c156-s5", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "scale", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "check Homebase or Truffle for specialized fits"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Workday", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: ... Common Examples: Workday, SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|SAP SuccessFactors", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Common Examples: **Workday**, **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Greenhouse", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Greenhouse and Lever are excellent tools, they are often best reserved for growing startups (50+ hires/year)"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Lever", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While Greenhouse and Lever are excellent tools, they are often best reserved for growing startups"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Bullhorn", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it frequently appears in negative reviews from smaller recruiters. Common complaints include a cluttered database, frequent crashes"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Often cited in discussions as being overly complex and difficult to customize"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Zoho Recruit", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "robust tools, but their pricing models can become expensive very quickly"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Manatal", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "robust tools, but their pricing models can become expensive very quickly"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Personio", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "some iterations of **Personio** or **Employment Hero**) prioritize backend HR integration over the frontend application process"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Employment Hero", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "prioritize backend HR integration over the frontend application process"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|BreezyHR", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "BreezyHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Look at platforms designed for agility and speed, such as **BreezyHR**, **HubSpot CRM**, or **Truffle**"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|HubSpot CRM", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as **BreezyHR**, **HubSpot CRM**, or **Truffle**, which typically offer better support"}, {"id": "mai-20260917-1657-smoke|c156-s6|alibaba-small|Truffle", "prompt": "c156-s6", "model": "alibaba-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "such as **BreezyHR**, **HubSpot CRM**, or **Truffle**"}, {"id": "mai-20260917-1657-smoke|c156-s6|anthropic-small|JazzHR", "prompt": "c156-s6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "JazzHR eliminated dedicated account managers, which multiple reviewers cite as a downgrade from its previous support model"}, {"id": "mai-20260917-1657-smoke|c156-s6|anthropic-small|Zoho Recruit", "prompt": "c156-s6", "model": "anthropic-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Zoho Recruit's Blueprint workflow builder is time-intensive to configure... support quality complaints documented across G2 and Capterra."}, {"id": "mai-20260917-1657-smoke|c156-s6|challenger-small|Taleo", "prompt": "c156-s6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "being careful with systems like **Taleo** and some **ADP recruiting modules** when your team is small"}, {"id": "mai-20260917-1657-smoke|c156-s6|challenger-small|ADP recruiting modules", "prompt": "c156-s6", "model": "challenger-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "ADP recruiting modules", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "being careful with systems like **Taleo** and some **ADP recruiting modules** when your team is small"}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Oracle Taleo", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "if you have under 100 open jobs, there is *no reason* to use Taleo"}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|iCIMS", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently rated as \"Not Ideal For Small Businesses.\""}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Jobvite", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Jobvite is too heavy... Avoid unless you have an internal HR team and a budget well over $10k/year."}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Workable", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workable is good for the first few months but becomes expensive and frustrating quickly."}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|JazzHR", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cancellation penalties and price hikes make it a risky long-term commitment"}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Breezy HR", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution: Cancellation and Data Holding"}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Pinpoint", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pinpoint** (if you're outside the US)"}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Recruitee / Tellent", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Recruitee / Tellent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "transparent per-seat pricing, no headcount scaling"}, {"id": "mai-20260917-1657-smoke|c156-s6|deepseek-small|Zoho Recruit", "prompt": "c156-s6", "model": "deepseek-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "has a free tier and flexible pricing, though support can be slow"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Workday Recruiting", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "notoriously a terrible fit for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Oracle Taleo", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Enterprise-First\" Legacy Systems (e.g., Workday Recruiting, Oracle Taleo, SAP SuccessFactors)... terrible fit for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|SAP SuccessFactors", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"Enterprise-First\" Legacy Systems (e.g., Workday Recruiting, Oracle Taleo, SAP SuccessFactors)... terrible fit for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Greenhouse", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "premier, highly respected ATS platforms, but they are built for rapidly scaling, data-driven mid-market companies"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Ashby", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ashby, for instance, is incredibly powerful but has massive configuration requirements"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|ADP", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the recruitment module in a payroll-first platform is often an afterthought"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Paychex", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the recruitment module in a payroll-first platform is often an afterthought"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Rippling", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can be very expensive to use strictly for hiring"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Breezy HR", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for a small-business-focused, lightweight ATS (such as Breezy HR, JazzHR, Teamtailor, or Zoho Recruit)"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|GoHire", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "GoHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look instead for flat-rate pricing models (like Breezy HR or GoHire) that allow unlimited users."}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|iCIMS", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "it can be highly frustrating for a small, nimble business"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|JazzHR", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as Breezy HR, JazzHR, Teamtailor, or Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Teamtailor", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "such as Breezy HR, JazzHR, Teamtailor, or Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-s6|google-small|Zoho Recruit", "prompt": "c156-s6", "model": "google-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "such as Breezy HR, JazzHR, Teamtailor, or Zoho Recruit"}, {"id": "mai-20260917-1657-smoke|c156-s6|meta-small|Breezy", "prompt": "c156-s6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular ATS for small businesses include Breezy, Ashby, and GoHire."}, {"id": "mai-20260917-1657-smoke|c156-s6|meta-small|Ashby", "prompt": "c156-s6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular ATS for small businesses include Breezy, Ashby, and GoHire."}, {"id": "mai-20260917-1657-smoke|c156-s6|meta-small|GoHire", "prompt": "c156-s6", "model": "meta-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "GoHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular ATS for small businesses include Breezy, Ashby, and GoHire."}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Workday", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Workday** - Can be costly and complex for smaller teams"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Oracle Taleo", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often requires significant customization and training"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|iCIMS", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise pricing can be prohibitive"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Breezy HR", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Breezy HR** (affordable, small-business friendly)"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Zoho Recruit", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Recruit** (good integrations)"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Greenhouse", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Greenhouse** (scalable, good candidate experience)"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Lever", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lever** (combines ATS with CRM)"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Freshteam", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Freshteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free options like Freshteam"}, {"id": "mai-20260917-1657-smoke|c156-s6|minimax-small|Google Jobs", "prompt": "c156-s6", "model": "minimax-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Google Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Google Jobs**"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|Cornerstone", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mentioned as particularly poor in user experience and functionality"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|Workable", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While popular, it has several drawbacks for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|BambooHR (for ATS alone)", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "BambooHR (for ATS alone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its ATS module starts at $250/month for 25 or fewer employees, which may be expensive for very small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|100Hires", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "100Hires", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The entry-tier plan only allows one user, which can be limiting for small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|BreezyHR", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "BreezyHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "more affordable and user-friendly options like BreezyHR, Manatal, or Zoho Recruit are recommended instead"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|Manatal", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "more affordable and user-friendly options like BreezyHR, Manatal, or Zoho Recruit are recommended instead"}, {"id": "mai-20260917-1657-smoke|c156-s6|mistral-small|Zoho Recruit", "prompt": "c156-s6", "model": "mistral-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "more affordable and user-friendly options like BreezyHR, Manatal, or Zoho Recruit are recommended instead"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|Oracle Taleo", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid/caution: Overly complex and has a dated, clunky interface"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|Workday Recruiting", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Designed for enterprise-scale companies, not small businesses"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|SAP SuccessFactors", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Very expensive ($110K-$8M+ ... Built for large enterprises, not SMBs"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|iCIMS Talent Cloud", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to approach with caution: Non-transparent pricing"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|Bullhorn", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to approach with caution: Support issues"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|Breezy HR", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better alternatives for small businesses typically include lightweight options like Breezy HR"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|JazzHR", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lightweight options like Breezy HR, JazzHR, Homerun, or Workable"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|Homerun", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Homerun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lightweight options like Breezy HR, JazzHR, Homerun, or Workable"}, {"id": "mai-20260917-1657-smoke|c156-s6|moonshot-small|Workable", "prompt": "c156-s6", "model": "moonshot-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lightweight options like Breezy HR, JazzHR, Homerun, or Workable"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Workday Recruiting", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should generally avoid or be cautious with enterprise-grade Applicant Tracking Systems (ATS) like Workday"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Oracle Taleo", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A legacy system with **clunky UI, poor reporting, steep learning curve, and unreliable support**"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Cornerstone OnDemand", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently called out on Reddit/forums as **way worse** than alternatives"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Jobvite", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Noted for **rigid workflows and repetitive fields**; ... often flagged as cumbersome for very small teams"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Bullhorn", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reddit users warn startups/agencies against it, citing unreliability even on high-end hardware."}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Greenhouse", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better for SMBs than pure enterprises, but **pricey** ($400+/mo), with complex setups"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Lever", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Reddit threads call them unsuitable under 50 employees."}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Breezy HR", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for SMB-focused ATS like Breezy HR ($157/mo, free plan)"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Workable", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Workable ($149/mo)"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|JazzHR", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "JazzHR ($39/mo)"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Zoho Recruit", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Zoho Recruit (free tier)"}, {"id": "mai-20260917-1657-smoke|c156-s6|xai-small|Ashby", "prompt": "c156-s6", "model": "xai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Ashby (scaling startups)"}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|Workday", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Widely cited as having one of the worst applicant experiences."}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|Taleo", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one of the top three worst ATS experiences"}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|SuccessFactors", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently grouped with Workday and Taleo in \"worst ATS\" discussions"}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|Bullhorn", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Frequently cited as slow and clunky... one of the most expensive platforms with limited customization"}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|Cornerstone", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users find the platform slow to navigate... requires extensive configuration and training"}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|BreezyHR", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "BreezyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "benefit more from a streamlined tool (like BreezyHR or JazzHR) than an enterprise suite"}, {"id": "mai-20260917-1657-smoke|c156-s6|zai-small|JazzHR", "prompt": "c156-s6", "model": "zai-small", "cat": "applicant-tracking-systems", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "benefit more from a streamlined tool (like BreezyHR or JazzHR)"}, {"id": "mai-20260917-1657-smoke|c167-l1|alibaba-small|Culture Amp", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Industry Standard: Culture Amp ... **Deep Benchmarking & Culture Building** | **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-l1|alibaba-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consideration:** It requires a steeper learning curve and often more effort to set up and maintain than lighter-weight apps."}, {"id": "mai-20260917-1657-smoke|c167-l1|alibaba-small|Workday Peakon", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprises already fully invested in the Workday ecosystem."}, {"id": "mai-20260917-1657-smoke|c167-l1|alibaba-small|CultureMonkey", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Distributed teams, global organizations, or those with significant frontline/workforce diversity."}, {"id": "mai-20260917-1657-smoke|c167-l1|alibaba-small|Microsoft Viva Engage / Viva Pulse", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Engage / Viva Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations deeply entrenched in Microsoft 365 where adoption is priority #1."}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|Leapsome", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Leapsome is noted as best for combined performance and engagement"}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|Workday Peakon", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday Peakon is best for large enterprises already on Workday"}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|CultureMonkey", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CultureMonkey is best for enterprises with global and distributed teams"}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|Qualtrics XM", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics XM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "arguably the most powerful survey and analytics engine available"}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|Culture Amp", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One of the most well-established dedicated employee experience platforms on the market"}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|Lattice", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A strong fit for mid-size to enterprise HR teams"}, {"id": "mai-20260917-1657-smoke|c167-l1|anthropic-small|Perceptyx", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Qualtrics XM, CultureMonkey, and Perceptyx target 1,000+"}, {"id": "mai-20260917-1657-smoke|c167-l1|challenger-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualtrics EmployeeXM** is the safest default for **deep analytics and survey science**"}, {"id": "mai-20260917-1657-smoke|c167-l1|challenger-small|Workday Peakon", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit if you already run **Workday**"}, {"id": "mai-20260917-1657-smoke|c167-l1|challenger-small|CultureMonkey", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong fit for **global or distributed teams** needing **anonymous feedback**"}, {"id": "mai-20260917-1657-smoke|c167-l1|challenger-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for organizations standardized on **Microsoft 365**"}, {"id": "mai-20260917-1657-smoke|c167-l1|challenger-small|Culture Amp", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for strong **people-science** and engagement analytics"}, {"id": "mai-20260917-1657-smoke|c167-l1|deepseek-small|Culture Amp", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is the safest \"best\" because it balances depth, usability, and proven adoption at scale"}, {"id": "mai-20260917-1657-smoke|c167-l1|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for companies already using Qualtrics for customer experience"}, {"id": "mai-20260917-1657-smoke|c167-l1|deepseek-small|Perceptyx", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Perceptyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for white‑glove enterprise service with AI‑driven action planning"}, {"id": "mai-20260917-1657-smoke|c167-l1|deepseek-small|Workday Peakon (Employee Voice)", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon (Employee Voice)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are already a Workday HCM customer"}, {"id": "mai-20260917-1657-smoke|c167-l1|deepseek-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it has **fewer advanced analytics** than the leaders above"}, {"id": "mai-20260917-1657-smoke|c167-l1|deepseek-small|CultureMonkey", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CultureMonkey** (emerging player)"}, {"id": "mai-20260917-1657-smoke|c167-l1|google-small|Culture Amp", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute best standalone platform for driving manager-level action: Go with **Culture Amp**."}, {"id": "mai-20260917-1657-smoke|c167-l1|google-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Analytics & CX Tie-ins ... High total cost of ownership; requires dedicated internal platform admins."}, {"id": "mai-20260917-1657-smoke|c167-l1|google-small|Workday Peakon Employee Voice", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use Workday HCM: Go with **Workday Peakon**."}, {"id": "mai-20260917-1657-smoke|c167-l1|google-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are heavily Microsoft-centric and want to combine surveys with work habits: Go with **Viva Glint**."}, {"id": "mai-20260917-1657-smoke|c167-l1|google-small|Lattice", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative Option: Lattice ... look closely at **Lattice**."}, {"id": "mai-20260917-1657-smoke|c167-l1|meta-small|CultureMonkey", "prompt": "c167-l1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated platforms include CultureMonkey, which is designed for global organisations running surveys across multiple locations, languages, and employee groups."}, {"id": "mai-20260917-1657-smoke|c167-l1|minimax-small|Culture Amp", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp and Workday Peakon are consistently rated as top choices for large enterprise B2B companies."}, {"id": "mai-20260917-1657-smoke|c167-l1|minimax-small|Workday Peakon", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Culture Amp and Workday Peakon are consistently rated as top choices for large enterprise B2B companies."}, {"id": "mai-20260917-1657-smoke|c167-l1|minimax-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for sophisticated research and analytics"}, {"id": "mai-20260917-1657-smoke|c167-l1|minimax-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for enterprises already using Microsoft ecosystem"}, {"id": "mai-20260917-1657-smoke|c167-l1|minimax-small|Betterworks", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines engagement with performance management"}, {"id": "mai-20260917-1657-smoke|c167-l1|mistral-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qualtrics EmployeeXM and Workday Peakon are top choices due to their scalability, advanced features, and integration capabilities"}, {"id": "mai-20260917-1657-smoke|c167-l1|mistral-small|Workday Peakon", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qualtrics EmployeeXM and Workday Peakon are top choices"}, {"id": "mai-20260917-1657-smoke|c167-l1|mistral-small|CultureMonkey", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CultureMonkey and Culture Amp are excellent alternatives"}, {"id": "mai-20260917-1657-smoke|c167-l1|mistral-small|Culture Amp", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CultureMonkey and Culture Amp are excellent alternatives"}, {"id": "mai-20260917-1657-smoke|c167-l1|moonshot-small|Culture Amp", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Culture Amp** – Best for Research-Backed Engagement Science"}, {"id": "mai-20260917-1657-smoke|c167-l1|moonshot-small|Qualtrics XM", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics XM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Qualtrics XM** – Best for Enterprise-Grade Analytics"}, {"id": "mai-20260917-1657-smoke|c167-l1|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Microsoft Viva Glint** – Best for Microsoft Ecosystems"}, {"id": "mai-20260917-1657-smoke|c167-l1|moonshot-small|Workday Peakon", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Workday Peakon** – Best for Workday Users"}, {"id": "mai-20260917-1657-smoke|c167-l1|moonshot-small|Lattice", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Needs both engagement + performance management | **Lattice** or **15Five**"}, {"id": "mai-20260917-1657-smoke|c167-l1|moonshot-small|15Five", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lattice** or **15Five**"}, {"id": "mai-20260917-1657-smoke|c167-l1|openai-small|Qualtrics Employee Experience", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **default choice** is usually **Qualtrics Employee Experience**"}, {"id": "mai-20260917-1657-smoke|c167-l1|openai-small|Workday Peakon Employee Voice", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already standardized on **Workday** and want tight HCM linkage plus continuous listening"}, {"id": "mai-20260917-1657-smoke|c167-l1|openai-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you live in the **Microsoft ecosystem** and want strong integration with Microsoft tools"}, {"id": "mai-20260917-1657-smoke|c167-l1|openai-small|Culture Amp", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **ease of use and adoption**"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualtrics EmployeeXM** (Strongest Overall for Large Enterprises)"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Culture Amp", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Frequently tops lists for science-backed surveys ... Scales seamlessly for global B2B enterprises"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Medallia EX", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Medallia EX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forrester Leader (highest scores in analysis, innovation, data democratization)"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Workday Peakon", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in the Workday/Microsoft ecosystem ... it's optimized for continuous listening with AI trends"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Glint, now Microsoft Viva Glint", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Glint, now Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workday Peakon** (or Glint, now Microsoft Viva Glint)"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Lattice", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Alternatives for hybrid needs**: Lattice or 15Five if blending with performance mgmt"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|15Five", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lattice or 15Five if blending with performance mgmt"}, {"id": "mai-20260917-1657-smoke|c167-l1|xai-small|Workhuman", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workhuman for recognition add-ons"}, {"id": "mai-20260917-1657-smoke|c167-l1|zai-small|Culture Amp", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is widely considered the best overall employee engagement platform"}, {"id": "mai-20260917-1657-smoke|c167-l1|zai-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for advanced analytics, text analytics, and unified experience management:** **Qualtrics EmployeeXM**"}, {"id": "mai-20260917-1657-smoke|c167-l1|zai-small|Betterworks", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for OKR‑driven performance alignment:** **Betterworks**"}, {"id": "mai-20260917-1657-smoke|c167-l1|zai-small|Lattice", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for modern, manager‑enablement‑focused engagement + performance + development:** **Lattice**"}, {"id": "mai-20260917-1657-smoke|c167-l1|zai-small|Gallup Access", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Gallup Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Gallup’s Q12 methodology and research‑backed frameworks:** **Gallup Access**"}, {"id": "mai-20260917-1657-smoke|c167-l2|alibaba-small|Qualtrics (EmployeeXM)", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics (EmployeeXM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Qualtrics** is the choice for maximum analytical control."}, {"id": "mai-20260917-1657-smoke|c167-l2|alibaba-small|Culture Amp", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a general large B2B company starting fresh, **Culture Amp** is often the safest bet due to the balance of power and ease-of-use"}, {"id": "mai-20260917-1657-smoke|c167-l2|alibaba-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are all-in on Microsoft, go with **Glint**."}, {"id": "mai-20260917-1657-smoke|c167-l2|alibaba-small|Workday Peakon", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are all-in on Workday, go with **Peakon**."}, {"id": "mai-20260917-1657-smoke|c167-l2|anthropic-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Qualtrics EmployeeXM"}, {"id": "mai-20260917-1657-smoke|c167-l2|anthropic-small|Workday Peakon", "prompt": "c167-l2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday Peakon is an employee engagement platform tailored for large enterprises"}, {"id": "mai-20260917-1657-smoke|c167-l2|anthropic-small|Lattice", "prompt": "c167-l2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice works best for mid-sized or larger companies that already run structured performance reviews."}, {"id": "mai-20260917-1657-smoke|c167-l2|challenger-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday Peakon Employee Voice** if you already use **Workday**"}, {"id": "mai-20260917-1657-smoke|c167-l2|challenger-small|Qualtrics EmployeeXM / EX", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM / EX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qualtrics** is the safer recommendation for a large enterprise"}, {"id": "mai-20260917-1657-smoke|c167-l2|challenger-small|CultureMonkey", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **global or distributed enterprises** that want anonymous feedback, action planning, and broad HRIS integrations"}, {"id": "mai-20260917-1657-smoke|c167-l2|challenger-small|Culture Amp", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for enterprises that prioritize **people analytics maturity** and benchmarking"}, {"id": "mai-20260917-1657-smoke|c167-l2|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Qualtrics EmployeeXM** as the top choice"}, {"id": "mai-20260917-1657-smoke|c167-l2|deepseek-small|Culture Amp", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Culture Amp** as the strongest alternative"}, {"id": "mai-20260917-1657-smoke|c167-l2|deepseek-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best choice if your company is already deeply invested in Microsoft 365/Teams"}, {"id": "mai-20260917-1657-smoke|c167-l2|deepseek-small|Workday Peakon", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you're already on Workday HRIS, offering strong continuous listening at scale"}, {"id": "mai-20260917-1657-smoke|c167-l2|deepseek-small|CultureMonkey", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you have a large global, multilingual, or frontline/distributed workforce"}, {"id": "mai-20260917-1657-smoke|c167-l2|google-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if your primary HRIS is Workday.... one of the most powerful continuous-listening platforms available."}, {"id": "mai-20260917-1657-smoke|c167-l2|google-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your company is a \"Microsoft House\" (Teams & M365 heavy)."}, {"id": "mai-20260917-1657-smoke|c167-l2|google-small|Culture Amp", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall Standalone & Science-Backed Platform... Culture Amp is the undisputed market leader for employee experience."}, {"id": "mai-20260917-1657-smoke|c167-l2|google-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you have dedicated HR data analysts & want absolute customizability."}, {"id": "mai-20260917-1657-smoke|c167-l2|google-small|CultureMonkey", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for deskless, hybrid, or highly distributed workforces."}, {"id": "mai-20260917-1657-smoke|c167-l2|meta-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee pulse survey tool for a large B2B company with thousands of employees would be Qualtrics EmployeeXM or CultureMonkey"}, {"id": "mai-20260917-1657-smoke|c167-l2|meta-small|CultureMonkey", "prompt": "c167-l2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Qualtrics EmployeeXM or CultureMonkey"}, {"id": "mai-20260917-1657-smoke|c167-l2|minimax-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Great for large enterprises, especially if you already use Workday. It offers continuous listening, real-time analytics, and deep integration with your HCM system."}, {"id": "mai-20260917-1657-smoke|c167-l2|minimax-small|Qualtrics", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A heavyweight enterprise platform with powerful analytics and customization, though it requires more setup and a bigger budget."}, {"id": "mai-20260917-1657-smoke|c167-l2|minimax-small|CultureMonkey", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its enterprise-friendly features, strong anonymity guarantees, and good integration with tools like Slack, Teams, and SAP."}, {"id": "mai-20260917-1657-smoke|c167-l2|minimax-small|Vantage Pulse", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Vantage Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for organizations of any size, with anonymous, real-time feedback and easy-to-act-on dashboards."}, {"id": "mai-20260917-1657-smoke|c167-l2|mistral-small|Culture Amp", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** – Best for mid-market benchmarking and actionable insights"}, {"id": "mai-20260917-1657-smoke|c167-l2|mistral-small|CultureMonkey", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises with global and distributed teams, offering robust analytics and customization for large-scale deployments"}, {"id": "mai-20260917-1657-smoke|c167-l2|mistral-small|Qualtrics EX (Pulse)", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EX (Pulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations with 5,000+ employees, providing advanced analytics and integration with HR systems"}, {"id": "mai-20260917-1657-smoke|c167-l2|mistral-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises already using Workday"}, {"id": "mai-20260917-1657-smoke|c167-l2|moonshot-small|Culture Amp", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Culture Amp** as the starting point"}, {"id": "mai-20260917-1657-smoke|c167-l2|moonshot-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Research-Grade Analytics... Requires more configuration time and budget"}, {"id": "mai-20260917-1657-smoke|c167-l2|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're heavily invested in Microsoft 365, **Viva Glint** would be the more seamless choice"}, {"id": "mai-20260917-1657-smoke|c167-l2|moonshot-small|Workday Peakon", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you're already on Workday HCM"}, {"id": "mai-20260917-1657-smoke|c167-l2|moonshot-small|CultureMonkey", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for global/distributed teams (minimum 1,000+ employees)"}, {"id": "mai-20260917-1657-smoke|c167-l2|openai-small|Qualtrics Employee Experience", "prompt": "c167-l2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Qualtrics Employee Experience**"}, {"id": "mai-20260917-1657-smoke|c167-l2|openai-small|WorkTango", "prompt": "c167-l2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkTango** — strong if you want employee listening plus recognition/rewards in one platform"}, {"id": "mai-20260917-1657-smoke|c167-l2|openai-small|Culture Amp", "prompt": "c167-l2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** — good if you want a more people-ops-friendly engagement workflow"}, {"id": "mai-20260917-1657-smoke|c167-l2|xai-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday Peakon Employee Voice (now part of Workday HCM suite) as the top employee pulse survey tool."}, {"id": "mai-20260917-1657-smoke|c167-l2|xai-small|Culture Amp", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** (Best for benchmarking-focused analytics)... Great for data-driven B2B HR but less \"continuous pulse\" than Peakon."}, {"id": "mai-20260917-1657-smoke|c167-l2|xai-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Viva Glint** (Best if in Microsoft stack)... Ideal for large B2B with Microsoft tools."}, {"id": "mai-20260917-1657-smoke|c167-l2|xai-small|Qualtrics EmployeeXM Pulse", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Handles massive scale with 290+ certified questions... Highly flexible but steeper setup; quote-based."}, {"id": "mai-20260917-1657-smoke|c167-l2|zai-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Workday Peakon Employee Voice\n**Best if you're already a Workday customer or want deep HRIS integration**"}, {"id": "mai-20260917-1657-smoke|c167-l2|zai-small|CultureMonkey", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for global, distributed enterprises**"}, {"id": "mai-20260917-1657-smoke|c167-l2|zai-small|Culture Amp", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for enterprise benchmarking and analytics**"}, {"id": "mai-20260917-1657-smoke|c167-l2|zai-small|Qualtrics Employee Experience", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need **deep customization** | **Qualtrics**"}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|CultureMonkey", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|Lattice", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|Achievers", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|Culture Amp", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|Motivosity", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|Nectar HR", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|anthropic-small|Bonusly", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, Motivosity, Nectar HR, and Bonusly."}, {"id": "mai-20260917-1657-smoke|c167-l3|challenger-small|Workhuman", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workhuman** stands out for recognition, rewards, and culture measurement across large enterprises."}, {"id": "mai-20260917-1657-smoke|c167-l3|challenger-small|Culture Amp", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for survey-led employee listening:** **Culture Amp** and **Qualtrics** are stronger when the goal is measuring sentiment, benchmarks, and lifecycle feedback"}, {"id": "mai-20260917-1657-smoke|c167-l3|challenger-small|Qualtrics", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best for survey-led employee listening:** **Culture Amp** and **Qualtrics** are stronger when the goal is measuring sentiment, benchmarks, and lifecycle feedback"}, {"id": "mai-20260917-1657-smoke|c167-l3|challenger-small|Glint", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Glint and Workday Peakon are strong for enterprise feedback inside Microsoft/Workday ecosystems"}, {"id": "mai-20260917-1657-smoke|c167-l3|challenger-small|Workday Peakon", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Glint and Workday Peakon are strong for enterprise feedback inside Microsoft/Workday ecosystems"}, {"id": "mai-20260917-1657-smoke|c167-l3|challenger-small|Betterworks", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Betterworks ties engagement directly to performance management."}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Braze", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Braze** | Large mobile-first B2C brands | Real-time, cross-channel lifecycle messaging"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Salesforce Marketing Cloud", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Salesforce Marketing Cloud** | Enterprises standardized on the Salesforce ecosystem"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Iterable", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Iterable** | Mid-size to enterprise lifecycle teams"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|MoEngage", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "MoEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**MoEngage** | Enterprise B2C, especially mobile/international markets"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|CleverTap", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "CleverTap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CleverTap** | Mobile-first apps and retention"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Insider", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Insider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Insider** | Enterprise retail/travel"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Klaviyo", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Klaviyo** | DTC/ecommerce brands"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Qualtrics XM", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics XM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Qualtrics XM** — the category giant; surveys, journey analytics, text analytics across CX/EX/product"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Medallia", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Medallia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Medallia** — best for huge enterprises needing real-time CX intelligence at massive operational scale"}, {"id": "mai-20260917-1657-smoke|c167-l3|deepseek-small|Sprinklr", "prompt": "c167-l3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Sprinklr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Sprinklr** — best for large brands needing governed, omnichannel social + care + marketing engagement"}, {"id": "mai-20260917-1657-smoke|c167-l3|google-small|Culture Amp", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is the leading science-backed, analytics-first platform for employee listening."}, {"id": "mai-20260917-1657-smoke|c167-l3|google-small|Workvivo (by Zoom)", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workvivo is a social-first intranet and internal communication hub designed to feel like a consumer social network."}, {"id": "mai-20260917-1657-smoke|c167-l3|google-small|Qualtrics EmployeeXM (EX)", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics EmployeeXM (EX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qualtrics is the heavy-duty enterprise feedback software used by the world's largest organizations."}, {"id": "mai-20260917-1657-smoke|c167-l3|google-small|Lattice", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice connects employee engagement directly to daily execution, integrating surveys with performance metrics."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Braze", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Braze, Maestra, Brevo, HubSpot Marketing Hub, Omnisend, Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Maestra", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Maestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Braze, Maestra, Brevo, HubSpot Marketing Hub, Omnisend, Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Brevo", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Braze, Maestra, Brevo, HubSpot Marketing Hub, Omnisend, Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|HubSpot Marketing Hub", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Braze, Maestra, Brevo, HubSpot Marketing Hub, Omnisend, Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Omnisend", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include Braze, Maestra, Brevo, HubSpot Marketing Hub, Omnisend, Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Salesforce Marketing Cloud", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include Braze, Maestra, Brevo, HubSpot Marketing Hub, Omnisend, Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Intercom", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top platforms include ... Salesforce Marketing Cloud, Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Zendesk Suite", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Zendesk Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top platforms include ... Intercom, Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Klaviyo", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top platforms include ... Zendesk Suite, Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|meta-small|Twilio Segment", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top platforms include ... Klaviyo, and Twilio Segment."}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Braze", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Braze** | Cross-channel messaging & journey orchestration | Large consumer brands"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Salesforce Service Cloud / Agentforce", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Service Cloud / Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CRM-integrated engagement | Enterprises already on Salesforce"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Zendesk", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Support-led CX | Customer service focus"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Twilio", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Twilio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Communications infrastructure | Teams building custom solutions"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|HubSpot Service Hub", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CRM-integrated for SMBs, strong marketing automation"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Intercom", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-first customer service, conversational engagement"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Yellow.ai", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Yellow.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered automation, omnichannel"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|MoEngage", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "MoEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Customer analytics & personalization, mobile-first brands"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Pendo", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "In-product engagement, analytics-first approach"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Appcues", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Appcues", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "In-product guidance and onboarding"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Iterable", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mid-market**: HubSpot, Intercom, MoEngage, Iterable"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Help Scout", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**SMB-focused**: Help Scout, Front, Drift"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Front", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**SMB-focused**: Help Scout, Front, Drift"}, {"id": "mai-20260917-1657-smoke|c167-l3|minimax-small|Drift", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Drift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**SMB-focused**: Help Scout, Front, Drift"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Salesforce Marketing Cloud", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Salesforce** if you're already invested in Salesforce CRM and need unified sales/marketing/service workflows"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Adobe Experience Cloud / Adobe Experience Platform", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Adobe Experience Cloud / Adobe Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Adobe** if content creation, creative workflows, and sophisticated personalization are priorities"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Oracle Advertising and Customer Experience (CX)", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Oracle Advertising and Customer Experience (CX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Oracle** if you want AI capabilities without unpredictable add-on costs and have complex B2B needs"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Braze", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Braze** if you need real-time, behavior-driven engagement and have strong product/engineering alignment"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Iterable", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Iterable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Iterable** if marketing teams need flexible journey orchestration with strong experimentation"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Airship", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Airship", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Airship** if mobile apps are your primary channel and you want marketing to control app experiences directly"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Bloomreach", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Bloomreach** | Commerce + Engagement | E-commerce personalization, search-driven experiences |"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Microsoft Dynamics 365 Customer Insights", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Dynamics 365 Customer Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Microsoft Dynamics 365 Customer Insights** | CRM + AI | Organizations in Microsoft ecosystem |"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|ServiceNow", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **ServiceNow** | Service + Engagement | IT service management extending to customer engagement |"}, {"id": "mai-20260917-1657-smoke|c167-l3|moonshot-small|Pegasystems", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Pegasystems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Pegasystems** | Decisioning + CRM | Complex decision management, regulated industries |"}, {"id": "mai-20260917-1657-smoke|c167-l3|openai-small|Salesforce Marketing Cloud Engagement / Next", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud Engagement / Next", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Salesforce** if your enterprise runs on Salesforce and you want marketing tightly tied to CRM."}, {"id": "mai-20260917-1657-smoke|c167-l3|openai-small|Adobe Journey Optimizer", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Adobe Journey Optimizer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Adobe** if you want a broader customer experience platform with strong journey and data capabilities."}, {"id": "mai-20260917-1657-smoke|c167-l3|openai-small|Braze", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Braze** if you want a modern, fast-moving engagement platform, especially for mobile and lifecycle marketing."}, {"id": "mai-20260917-1657-smoke|c167-l3|openai-small|Oracle Responsys / Oracle CX Marketing", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Oracle Responsys / Oracle CX Marketing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Oracle** if you’re in a large enterprise environment with Oracle already embedded."}, {"id": "mai-20260917-1657-smoke|c167-l3|openai-small|Iterable", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Iterable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Iterable** if you want a marketer-friendly orchestration tool."}, {"id": "mai-20260917-1657-smoke|c167-l3|openai-small|Klaviyo", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better known for ecommerce-native marketing than for deep enterprise governance."}, {"id": "mai-20260917-1657-smoke|c167-l3|xai-small|Qualtrics", "prompt": "c167-l3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Employee engagement platforms (e.g., Qualtrics, Culture Amp) exist separately but aren't the core fit here based on context."}, {"id": "mai-20260917-1657-smoke|c167-l3|xai-small|Culture Amp", "prompt": "c167-l3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Employee engagement platforms (e.g., Qualtrics, Culture Amp) exist separately but aren't the core fit here based on context."}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Workhuman", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Culture & recognition focus: Workhuman, Achievers, Vantage Recognition"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Lattice", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Performance + engagement: Lattice, Betterworks"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Culture Amp", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Data-rich engagement & benchmarking | Culture Amp ... Strong benchmarking, research-backed survey design"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Betterworks", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Surveys, eNPS, pulses, action planning + OKRs ... All-in-one engagement + performance workflow"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Qualtrics Employee Experience", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CX + EX unified: Qualtrics Employee Experience"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Achievers", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Always-on peer recognition | Organizations prioritizing recognition culture"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|Vantage Recognition", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Vantage Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global recognition & rewards | Large enterprises, distributed teams"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|15Five", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Check-ins + performance | Mid-market, growth-stage"}, {"id": "mai-20260917-1657-smoke|c167-l3|zai-small|EngageRocket", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "EngageRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Data & benchmarking: Culture Amp, EngageRocket"}, {"id": "mai-20260917-1657-smoke|c167-l4|alibaba-small|Workday Peakon", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Peakon** is widely considered the best fit due to its structured, headcount-based pricing bands."}, {"id": "mai-20260917-1657-smoke|c167-l4|alibaba-small|Qualtrics XM", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics XM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualtrics is the market leader for enterprise-grade survey analytics."}, {"id": "mai-20260917-1657-smoke|c167-l4|alibaba-small|15Five", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "15Five is the best \"Mid-Market-to-Enterprise\" option."}, {"id": "mai-20260917-1657-smoke|c167-l4|anthropic-small|Culture Amp", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** - Best overall for large enterprises"}, {"id": "mai-20260917-1657-smoke|c167-l4|anthropic-small|Lattice", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** - Best for unified HR + engagement ... This creates straightforward, predictable costs across thousands of users."}, {"id": "mai-20260917-1657-smoke|c167-l4|anthropic-small|Workday Peakon", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Peakon** - Best if already on Workday"}, {"id": "mai-20260917-1657-smoke|c167-l4|anthropic-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft ecosystems"}, {"id": "mai-20260917-1657-smoke|c167-l4|challenger-small|Workday Peakon", "prompt": "c167-l4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from these results is **Workday Peakon if you already use Workday**"}, {"id": "mai-20260917-1657-smoke|c167-l4|challenger-small|Qualtrics", "prompt": "c167-l4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "otherwise, I\\u2019d shortlist **Qualtrics** and ask for a **fixed annual enterprise quote**"}, {"id": "mai-20260917-1657-smoke|c167-l4|challenger-small|Culture Amp", "prompt": "c167-l4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is typically enterprise/custom rather than predictably flat for every org size"}, {"id": "mai-20260917-1657-smoke|c167-l4|deepseek-small|Workleap (formerly Officevibe)", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "So for \"thousands of users,\" it's not the right fit once you exceed its sweet spot."}, {"id": "mai-20260917-1657-smoke|c167-l4|deepseek-small|Culture Amp", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Culture Amp** is the best overall choice"}, {"id": "mai-20260917-1657-smoke|c167-l4|deepseek-small|Workday Peakon", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Peakon** is the equally predictable alternative"}, {"id": "mai-20260917-1657-smoke|c167-l4|deepseek-small|Qualtrics EX", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "If predictability is the priority, Qualtrics is a poor structural fit."}, {"id": "mai-20260917-1657-smoke|c167-l4|google-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company already uses Microsoft 365, **Viva Glint** is usually the most cost-predictable and cost-effective option on the market."}, {"id": "mai-20260917-1657-smoke|c167-l4|google-small|Workday Peakon Employee Voice", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your system of record is Workday, bringing in **Workday Peakon Employee Voice** provides a highly predictable continuous-listening model."}, {"id": "mai-20260917-1657-smoke|c167-l4|google-small|Culture Amp", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** is the industry standard for standalone enterprise people analytics"}, {"id": "mai-20260917-1657-smoke|c167-l4|google-small|Qualtrics EX", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The Trap to Avoid: Qualtrics EX ... it is generally not recommended if your primary goal is predictable, simplified TCO."}, {"id": "mai-20260917-1657-smoke|c167-l4|meta-small|Workday Peakon", "prompt": "c167-l4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Workday Peakon, which is best for large enterprises already on Workday"}, {"id": "mai-20260917-1657-smoke|c167-l4|meta-small|Perceptyx", "prompt": "c167-l4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Perceptyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Perceptyx, which is best for large enterprises (1,000+)"}, {"id": "mai-20260917-1657-smoke|c167-l4|meta-small|CultureMonkey", "prompt": "c167-l4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and CultureMonkey, which is best for enterprises with global and distributed teams"}, {"id": "mai-20260917-1657-smoke|c167-l4|minimax-small|Workleap (Officevibe)", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum predictability** with thousands of users, **Workleap's Pro plan at ~$12,000/year** gives you enterprise-grade surveys with a known, fixed budget"}, {"id": "mai-20260917-1657-smoke|c167-l4|minimax-small|Assessmentcloud", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assessmentcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat $49-279/month for entire company... Best for: Organizations wanting the lowest possible fixed cost"}, {"id": "mai-20260917-1657-smoke|c167-l4|minimax-small|Lattice", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$4/seat/month with $4,000 annual minimum - **Predictability**: Moderate"}, {"id": "mai-20260917-1657-smoke|c167-l4|minimax-small|Culture Amp", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "don't publish pricing and quote custom rates... costs are rarely as predictable as flat-fee options"}, {"id": "mai-20260917-1657-smoke|c167-l4|minimax-small|Workday Peakon", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "don't publish pricing and quote custom rates... costs are rarely as predictable as flat-fee options"}, {"id": "mai-20260917-1657-smoke|c167-l4|minimax-small|Qualtrics", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "don't publish pricing and quote custom rates... costs are rarely as predictable as flat-fee options"}, {"id": "mai-20260917-1657-smoke|c167-l4|mistral-small|Workleap Officevibe", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workleap Officevibe** stands out for large companies due to its flat annual fee, which eliminates per-user cost variables"}, {"id": "mai-20260917-1657-smoke|c167-l4|mistral-small|Honestly", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Honestly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a flat annual fee structure, which can be more predictable for very large teams"}, {"id": "mai-20260917-1657-smoke|c167-l4|mistral-small|Assessmentcloud", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assessmentcloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Whole-company pricing is flat, not per user, which can be cost-effective for large organizations."}, {"id": "mai-20260917-1657-smoke|c167-l4|mistral-small|Leapsome", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From $8/user/month, billed annually (predictable if you know your user count)"}, {"id": "mai-20260917-1657-smoke|c167-l4|mistral-small|Lattice", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From $10/user/month, billed annually"}, {"id": "mai-20260917-1657-smoke|c167-l4|mistral-small|15Five", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From $4/user/month, billed annually"}, {"id": "mai-20260917-1657-smoke|c167-l4|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Viva Glint** at $2/user/month — it's the most transparent and lowest-cost enterprise option."}, {"id": "mai-20260917-1657-smoke|c167-l4|moonshot-small|Workleap Officevibe", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a flat fee regardless of headcount:** Consider **Workleap Officevibe** with its annual flat-rate tiers."}, {"id": "mai-20260917-1657-smoke|c167-l4|moonshot-small|Culture Amp", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** offers the best balance of predictability (through volume bands) and research rigor."}, {"id": "mai-20260917-1657-smoke|c167-l4|moonshot-small|Qualtrics Employee Experience", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons:** Most expensive; complex implementation (6-12 weeks)"}, {"id": "mai-20260917-1657-smoke|c167-l4|moonshot-small|Workday Peakon", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires Workday ecosystem; per-user pricing scales with headcount"}, {"id": "mai-20260917-1657-smoke|c167-l4|moonshot-small|Lattice", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms that charge strictly per-user without volume discounts (like Lattice at $4/user/month with $4,000 minimums)"}, {"id": "mai-20260917-1657-smoke|c167-l4|openai-small|Qualtrics Employee Experience (XM for Employee Experience)", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics Employee Experience (XM for Employee Experience)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Qualtrics Employee Experience (XM for Employee Experience)**"}, {"id": "mai-20260917-1657-smoke|c167-l4|openai-small|Lattice", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cost rises with headcount and is less predictable if you're trying to lock in total cost across thousands of users"}, {"id": "mai-20260917-1657-smoke|c167-l4|openai-small|Culture Amp", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's not as clearly \"fixed total cost\" as Qualtrics for a very large deployment"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|15Five's Engage module", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five's Engage module", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "15Five's Engage module stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Culture Amp", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "excel in benchmarks/science but lack public pricing, making totals less upfront-predictable"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Qualtrics", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "which are quote-only/custom and can vary 20-50% based on negotiations, services, or modules"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Workday Peakon", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "quote-only/custom and can vary 20-50% based on negotiations"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Viva Glint", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Viva Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "quote-only/custom and can vary 20-50% based on negotiations"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Workleap Officevibe", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Workleap Officevibe shifts to custom enterprise pricing >250 users"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Lattice", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lattice Engagement: Also $4/seat/month (annual), $4k min—very similar predictability"}, {"id": "mai-20260917-1657-smoke|c167-l4|xai-small|Leapsome", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "predictable once quoted, but requires sales contact"}, {"id": "mai-20260917-1657-smoke|c167-l4|zai-small|Qualtrics", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why You Should Avoid \"Enterprise Giants\" (e.g., Qualtrics, Culture Amp)"}, {"id": "mai-20260917-1657-smoke|c167-l4|zai-small|Culture Amp", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why You Should Avoid \"Enterprise Giants\" (e.g., Qualtrics, Culture Amp)"}, {"id": "mai-20260917-1657-smoke|c167-l4|zai-small|Workleap", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why You Should Avoid \"Flat Fee\" Platforms (e.g., Workleap/Officevibe)"}, {"id": "mai-20260917-1657-smoke|c167-l4|zai-small|Lattice", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Recommendation: Lattice"}, {"id": "mai-20260917-1657-smoke|c167-l4|zai-small|15Five", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runner Up: 15Five ... a strong alternative"}, {"id": "mai-20260917-1657-smoke|c167-l5|deepseek-small|Qualtrics XM", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics XM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The major enterprise players include Qualtrics XM and Culture Amp (people-analytics maturity)"}, {"id": "mai-20260917-1657-smoke|c167-l5|deepseek-small|Culture Amp", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Qualtrics XM and Culture Amp (people-analytics maturity)"}, {"id": "mai-20260917-1657-smoke|c167-l5|deepseek-small|Workday Peakon", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday Peakon (if you're already on Workday)"}, {"id": "mai-20260917-1657-smoke|c167-l5|deepseek-small|Perceptyx", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "plus vendors like Perceptyx, CultureMonkey"}, {"id": "mai-20260917-1657-smoke|c167-l5|deepseek-small|CultureMonkey", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CultureMonkey (SOC 2/ISO/GDPR, HRIS auto-sync)"}, {"id": "mai-20260917-1657-smoke|c167-l5|deepseek-small|Sogolytics", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Sogolytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and Sogolytics"}, {"id": "mai-20260917-1657-smoke|c167-l5|google-small|Culture Amp", "prompt": "c167-l5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp: Highly popular in the enterprise space. Exceptionally strong in scientific methodology, robust SCIM/SSO, and manager action-planning."}, {"id": "mai-20260917-1657-smoke|c167-l5|google-small|Workday Peakon Employee Voice", "prompt": "c167-l5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Workday as your HRIS, Peakon offers unparalleled, real-time native data integration"}, {"id": "mai-20260917-1657-smoke|c167-l5|google-small|Qualtrics (EmployeeXM)", "prompt": "c167-l5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics (EmployeeXM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It can be complex and expensive, but it easily passes any enterprise review."}, {"id": "mai-20260917-1657-smoke|c167-l5|google-small|Microsoft Viva Glint", "prompt": "c167-l5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is heavily integrated into the Microsoft/M365 ecosystem, Glint (now part of Viva) is a natural fit"}, {"id": "mai-20260917-1657-smoke|c167-l5|meta-small|SogoEX", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SogoEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options to consider are SogoEX, CultureMonkey, HR Cloud, MangoApps, and Qualtrics EmployeeXM."}, {"id": "mai-20260917-1657-smoke|c167-l5|meta-small|CultureMonkey", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options to consider are SogoEX, CultureMonkey, HR Cloud, MangoApps, and Qualtrics EmployeeXM."}, {"id": "mai-20260917-1657-smoke|c167-l5|meta-small|HR Cloud", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options to consider are SogoEX, CultureMonkey, HR Cloud, MangoApps, and Qualtrics EmployeeXM."}, {"id": "mai-20260917-1657-smoke|c167-l5|meta-small|MangoApps", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options to consider are SogoEX, CultureMonkey, HR Cloud, MangoApps, and Qualtrics EmployeeXM."}, {"id": "mai-20260917-1657-smoke|c167-l5|meta-small|Qualtrics EmployeeXM", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options to consider are SogoEX, CultureMonkey, HR Cloud, MangoApps, and Qualtrics EmployeeXM."}, {"id": "mai-20260917-1657-smoke|c167-l5|minimax-small|Qualtrics XM", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics XM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualtrics XM** — deepest survey analytics, enterprise-grade"}, {"id": "mai-20260917-1657-smoke|c167-l5|minimax-small|Culture Amp", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** — strong people analytics, SOC 2/GDPR compliant"}, {"id": "mai-20260917-1657-smoke|c167-l5|minimax-small|CultureMonkey", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CultureMonkey** — strong on anonymity governance, SOC 2/ISO 27001"}, {"id": "mai-20260917-1657-smoke|c167-l5|minimax-small|Workday Peakon", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday Peakon** — if you're already on Workday"}, {"id": "mai-20260917-1657-smoke|c167-l5|minimax-small|Vantage Recognition", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Vantage Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you need global recognition + surveys"}, {"id": "mai-20260917-1657-smoke|c167-l5|moonshot-small|Culture Amp", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Culture Amp** | Strong | SOC 2, ISO 27001 | People science, benchmarking |"}, {"id": "mai-20260917-1657-smoke|c167-l5|moonshot-small|Qualtrics EmployeeXM", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Qualtrics EmployeeXM** | Very Strong | SOC 2, ISO 27001 | Advanced analytics, customization |"}, {"id": "mai-20260917-1657-smoke|c167-l5|moonshot-small|Workday Peakon", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Workday Peakon** | Strong | SOC 2, ISO 27001 | Native Workday integration |"}, {"id": "mai-20260917-1657-smoke|c167-l5|moonshot-small|Perceptyx", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Perceptyx** | Strong | SOC 2 | Healthcare/enterprise specialization |"}, {"id": "mai-20260917-1657-smoke|c167-l5|moonshot-small|CultureMonkey", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **CultureMonkey** | Growing | SOC 2, ISO 27001, GDPR | Competitive pricing, modern UI |"}, {"id": "mai-20260917-1657-smoke|c167-l5|moonshot-small|Glint (Microsoft Viva)", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint (Microsoft Viva)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Glint (Microsoft Viva)** | Strong | SOC 2, ISO 27001 | Microsoft 365 ecosystem |"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|Culture Amp", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise-grade options like Culture Amp, Qualtrics XM, Lattice... commonly support these needs"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|Qualtrics XM", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics XM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3-5 vendors: From leaders like Qualtrics, Culture Amp, Lattice"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|Lattice", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "From leaders like Qualtrics, Culture Amp, Lattice (check G2 for 4.5+ ratings, 500+ employee fits)"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|Workday Peakon", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday Peakon (now part of Workday), Microsoft Viva Glint, EngageRocket, and CultureMonkey commonly support these needs"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|Microsoft Viva Glint", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Viva Glint, EngageRocket, and CultureMonkey commonly support these needs"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|EngageRocket", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "EngageRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EngageRocket, and CultureMonkey commonly support these needs"}, {"id": "mai-20260917-1657-smoke|c167-l5|xai-small|CultureMonkey", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and CultureMonkey commonly support these needs—verify via demos and security questionnaires"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|WhatsApp", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-Grade \"Uncontrolled\" Apps (WhatsApp, Discord, Telegram) ... **Why to Avoid:** They lack granular administrative controls."}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Discord", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "In WhatsApp Business or Discord, data ownership is ambiguous"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Telegram", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Consumer-Grade \"Uncontrolled\" Apps (WhatsApp, Discord, Telegram)"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Workplace from Meta (Facebook)", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Workplace from Meta (Facebook)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the most prominent cautionary tale here is **Workplace from Meta (Facebook)** ... you risk \"vendor sunset.\""}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Circle", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Circle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "many newer platforms (like *Circle*, *Mighty Networks*, or *Sporcle*) ... **Why to Be Cautious:** These platforms often prioritize viral growth over enterprise stability."}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Mighty Networks", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mighty Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "newer platforms (like *Circle*, *Mighty Networks*, or *Sporcle*) ... prioritize viral growth over enterprise stability"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Sporcle", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sporcle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "newer platforms (like *Circle*, *Mighty Networks*, or *Sporcle*) ... Pricing Volatility"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Yammer", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Yammer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy \"Vampire\" Systems ... like early iterations of **Yammer** ... **Why to Avoid:** These systems consume budget and bandwidth but suffer from zero adoption"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|Jive Social Software", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Jive Social Software", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "older platforms (like early iterations of **Yammer**, **Jive Social Software**, or **IBM Connections**) that remain licensed but offer little value"}, {"id": "mai-20260917-1657-smoke|c167-l6|alibaba-small|IBM Connections", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "IBM Connections", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "older platforms (like ... **IBM Connections**) that remain licensed but offer little value"}, {"id": "mai-20260917-1657-smoke|c167-l6|challenger-small|Bonusly", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like Bonusly, Kudos, and Nectar are better suited to smaller organizations"}, {"id": "mai-20260917-1657-smoke|c167-l6|challenger-small|Kudos", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like Bonusly, Kudos, and Nectar are better suited to smaller organizations"}, {"id": "mai-20260917-1657-smoke|c167-l6|challenger-small|Nectar", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like Bonusly, Kudos, and Nectar are better suited to smaller organizations"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Doodle", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consumer social polling apps (e.g., Doodle, Typeform for sensitive sentiment)... are **red flags for enterprise engagement**"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Typeform", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "consumer social polling apps (e.g., Doodle, Typeform for sensitive sentiment)... are **red flags for enterprise engagement**"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Google Forms", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "generic survey tools** (like basic Google Forms or Mailchimp) are **red flags for enterprise engagement**"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Mailchimp", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "generic survey tools** (like basic Google Forms or Mailchimp) are **red flags for enterprise engagement**"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|TinyPulse", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TinyPulse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The **TinyPulse breach (2026)** — threat actors stole employee survey data ... risk of using a vendor whose security posture doesn't match the enterprise's own standards"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Workday Peakon", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like **Workday Peakon** are excellent, but they often require a Workday HCM commitment... This isn't a \"avoid\" but a \"evaluate carefully.\""}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Culture Amp", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the safest choice remains a mature, publicly-documented platform (like Culture Amp, Qualtrics EmployeeXM, or Glint)"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the safest choice remains a mature, publicly-documented platform (like Culture Amp, Qualtrics EmployeeXM, or Glint)"}, {"id": "mai-20260917-1657-smoke|c167-l6|deepseek-small|Glint", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the safest choice remains a mature, publicly-documented platform (like Culture Amp, Qualtrics EmployeeXM, or Glint)"}, {"id": "mai-20260917-1657-smoke|c167-l6|google-small|X (formerly Twitter)", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X (formerly Twitter)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like X (formerly Twitter), TikTok, and public community forums like Reddit or Discord require high caution."}, {"id": "mai-20260917-1657-smoke|c167-l6|google-small|TikTok", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms facing persistent regulatory scrutiny or potential bans (e.g., TikTok in Western markets) require contingency planning"}, {"id": "mai-20260917-1657-smoke|c167-l6|google-small|Reddit", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Reddit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid using community engagement tools (like Discord or Reddit) unless they integrate with governed enterprise social listening and workflow systems"}, {"id": "mai-20260917-1657-smoke|c167-l6|google-small|Discord", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid using community engagement tools (like Discord or Reddit) unless they integrate with governed enterprise social listening and workflow systems"}, {"id": "mai-20260917-1657-smoke|c167-l6|google-small|Hootsuite Social OS", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite Social OS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "unless they integrate with governed enterprise social listening and workflow systems (e.g., Hootsuite Social OS or Sprinklr)"}, {"id": "mai-20260917-1657-smoke|c167-l6|google-small|Sprinklr", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprinklr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "unless they integrate with governed enterprise social listening and workflow systems (e.g., Hootsuite Social OS or Sprinklr)"}, {"id": "mai-20260917-1657-smoke|c167-l6|meta-small|Staffbase", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Staffbase - While it is widely used by large enterprises, it has a high cost and may not be ideal for smaller teams."}, {"id": "mai-20260917-1657-smoke|c167-l6|meta-small|Slack", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be suitable for larger enterprises with complex needs"}, {"id": "mai-20260917-1657-smoke|c167-l6|meta-small|Workvivo", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong user experience and social features, but may lack structure for knowledge"}, {"id": "mai-20260917-1657-smoke|c167-l6|meta-small|AgilityPortal", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "AgilityPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all-in-one engagement and communication platform that combines comms, engagement, and knowledge in one place"}, {"id": "mai-20260917-1657-smoke|c167-l6|meta-small|Culture Amp", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "enterprise employee experience platform built around periodic surveys, benchmarking data, and analytics for large-scale organizations"}, {"id": "mai-20260917-1657-smoke|c167-l6|meta-small|Happily.ai", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Happily.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong fit for companies scaling past 50-100 people"}, {"id": "mai-20260917-1657-smoke|c167-l6|moonshot-small|Qualtrics EmployeeXM", "prompt": "c167-l6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful but expensive ($15–25/user/mo); requires dedicated admin; \"hands-off\" managed service model may not suit organizations wanting direct control"}, {"id": "mai-20260917-1657-smoke|c167-l6|moonshot-small|Gallup Access", "prompt": "c167-l6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Gallup Access", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less sophisticated analytics and manager tooling compared to competitors; methodology is strong but platform itself is dated"}, {"id": "mai-20260917-1657-smoke|c167-l6|moonshot-small|Glint (Microsoft)", "prompt": "c167-l6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Glint (Microsoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for Microsoft ecosystem; analytics depth lags behind competitors; manager tooling limitations at scale"}, {"id": "mai-20260917-1657-smoke|c167-l6|xai-small|Discord", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Risk Categories to Avoid or Scrutinize... Consumer-Grade or Small-Business Tools (e.g., Basic Discord, Skool, or Free-Tier Community Platforms)"}, {"id": "mai-20260917-1657-smoke|c167-l6|xai-small|Skool", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Skool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consumer-Grade or Small-Business Tools (e.g., Basic Discord, Skool, or Free-Tier Community Platforms) ... disastrous for enterprises"}, {"id": "mai-20260917-1657-smoke|c167-l6|xai-small|Sprinklr", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprinklr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Safer bets:** Enterprise-focused like Sprinklr, NICE CXone"}, {"id": "mai-20260917-1657-smoke|c167-l6|xai-small|NICE CXone", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "NICE CXone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Safer bets:** Enterprise-focused like Sprinklr, NICE CXone, or those with strong WEM/IVR for customers"}, {"id": "mai-20260917-1657-smoke|c167-l6|zai-small|Salesforce Marketing Cloud", "prompt": "c167-l6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**High‑complexity, low‑adoption platforms** (e.g., Salesforce Marketing Cloud, certain intranet suites)"}, {"id": "mai-20260917-1657-smoke|c167-l6|zai-small|Unily", "prompt": "c167-l6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complex and resource‑heavy implementations lasting months ... Reviewers note high pricing with additional feature costs"}, {"id": "mai-20260917-1657-smoke|c167-l6|zai-small|Staffbase", "prompt": "c167-l6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Search functionality notably behind competitors ... No built‑in employee recognition or kudos features"}, {"id": "mai-20260917-1657-smoke|c167-m1|alibaba-small|Culture Amp", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is widely considered the market leader for dedicated employee engagement surveys"}, {"id": "mai-20260917-1657-smoke|c167-m1|alibaba-small|Lattice", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your goal is to combine engagement with performance reviews, **Lattice** is often the better integrated choice"}, {"id": "mai-20260917-1657-smoke|c167-m1|alibaba-small|15Five", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Manager Coaching & Continuous Feedback: 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m1|alibaba-small|Workleap (formerly Officevibe)", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget-Friendly / Simple Setup: Workleap (formerly Officevibe)"}, {"id": "mai-20260917-1657-smoke|c167-m1|anthropic-small|Lattice", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is best for mid-market engagement, combining engagement surveys with reviews and 1:1s in one platform"}, {"id": "mai-20260917-1657-smoke|c167-m1|anthropic-small|Culture Amp", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** is best for engagement analytics"}, {"id": "mai-20260917-1657-smoke|c167-m1|anthropic-small|15Five", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** excels at continuous feedback, pulse surveys, and manager coaching"}, {"id": "mai-20260917-1657-smoke|c167-m1|anthropic-small|Workleap Officevibe", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workleap Officevibe** is best for frontline and mid-market employee engagement"}, {"id": "mai-20260917-1657-smoke|c167-m1|challenger-small|Culture Amp", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m1|challenger-small|Lattice", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** is often the better fit for mid-market teams"}, {"id": "mai-20260917-1657-smoke|c167-m1|challenger-small|15Five", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** is repeatedly positioned as a mid-market option for weekly check-ins"}, {"id": "mai-20260917-1657-smoke|c167-m1|challenger-small|Workleap Officevibe", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workleap Officevibe** if you want a **simple pulse-survey tool**"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Culture Amp", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want the gold standard in survey science and analytics → Culture Amp"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Lattice", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall pick for most mid-market B2B companies: Lattice"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|15Five", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to keep it lean, manager-focused, and budget-friendly → 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Peakon (by Workday)", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Peakon (by Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May over-serve companies under ~500 employees"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Quantum Workplace", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value for Mid-Market (500–2,000)"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Officevibe", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Under 200 → 15Five, Officevibe, or ThriveSparrow"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|ThriveSparrow", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Under 200 → 15Five, Officevibe, or ThriveSparrow"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Leapsome", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Yes → Lattice or Leapsome"}, {"id": "mai-20260917-1657-smoke|c167-m1|deepseek-small|Engagedly", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lattice, 15Five, and Engagedly excel at converting survey results into action"}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|Qualtrics XM", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics XM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why You Should Avoid Enterprise Giants (Qualtrics, Workday Peakon, Perceptyx)"}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|Workday Peakon", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why You Should Avoid Enterprise Giants (Qualtrics, Workday Peakon, Perceptyx)"}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|Lattice", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "request demos from **Lattice** and **Culture Amp** first"}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|Culture Amp", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "request demos from **Lattice** and **Culture Amp** first"}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|Leapsome", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Globally distributed B2B teams looking for excellent value and an all-in-one suite."}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|15Five", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: B2B companies focused heavily on manager coaching and effectiveness."}, {"id": "mai-20260917-1657-smoke|c167-m1|google-small|Perceptyx", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Perceptyx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why You Should Avoid Enterprise Giants (Qualtrics, Workday Peakon, Perceptyx)"}, {"id": "mai-20260917-1657-smoke|c167-m1|meta-small|Culture Amp", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a mid-market B2B company is Culture Amp"}, {"id": "mai-20260917-1657-smoke|c167-m1|meta-small|Lattice", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Lattice, Quantum Workplace, and 15Five, which are also suitable for mid-market companies."}, {"id": "mai-20260917-1657-smoke|c167-m1|meta-small|Quantum Workplace", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Lattice, Quantum Workplace, and 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m1|meta-small|15Five", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Lattice, Quantum Workplace, and 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m1|minimax-small|Culture Amp", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** or **Matter** would be the top recommendations."}, {"id": "mai-20260917-1657-smoke|c167-m1|minimax-small|Matter", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Culture Amp** or **Matter** would be the top recommendations."}, {"id": "mai-20260917-1657-smoke|c167-m1|minimax-small|Thrive Sparrow", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Thrive Sparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thrive Sparrow** (Best for Culture & Wellness)"}, {"id": "mai-20260917-1657-smoke|c167-m1|minimax-small|Lattice", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** (Best for Performance Integration)"}, {"id": "mai-20260917-1657-smoke|c167-m1|minimax-small|15Five", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**15Five** (Best for Manager-First Approach)"}, {"id": "mai-20260917-1657-smoke|c167-m1|mistral-small|Culture Amp", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Culture Amp** is the best overall choice for engagement analytics"}, {"id": "mai-20260917-1657-smoke|c167-m1|mistral-small|Lattice", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** and **Quantum Workplace** are excellent if you need deeper performance integration"}, {"id": "mai-20260917-1657-smoke|c167-m1|mistral-small|Quantum Workplace", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top choice for mid-market HR teams"}, {"id": "mai-20260917-1657-smoke|c167-m1|mistral-small|15Five", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** and **Workleap Officevibe** are strong alternatives for continuous feedback and ease of use"}, {"id": "mai-20260917-1657-smoke|c167-m1|mistral-small|Workleap Officevibe", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong alternatives for continuous feedback and ease of use, respectively"}, {"id": "mai-20260917-1657-smoke|c167-m1|moonshot-small|Culture Amp", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** if you want robust analytics and benchmarking"}, {"id": "mai-20260917-1657-smoke|c167-m1|moonshot-small|Lattice", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** if performance management is equally important"}, {"id": "mai-20260917-1657-smoke|c167-m1|moonshot-small|Workleap Officevibe", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Officevibe** if you need something quick, affordable, and easy to implement"}, {"id": "mai-20260917-1657-smoke|c167-m1|moonshot-small|15Five", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Continuous feedback and manager coaching"}, {"id": "mai-20260917-1657-smoke|c167-m1|moonshot-small|Leapsome", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** European mid-market companies wanting an all-in-one people platform"}, {"id": "mai-20260917-1657-smoke|c167-m1|openai-small|Culture Amp", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Culture Amp** if your main goal is to run engagement surveys, get actionable manager insights"}, {"id": "mai-20260917-1657-smoke|c167-m1|openai-small|Qualtrics XM for Employee Experience", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics XM for Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **deeper analytics, more sophisticated survey design, and an enterprise-grade experience platform**, I’d lean **Qualtrics**."}, {"id": "mai-20260917-1657-smoke|c167-m1|openai-small|WorkTango", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want **survey + recognition** in one platform"}, {"id": "mai-20260917-1657-smoke|c167-m1|openai-small|HiBob / Bob", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "HiBob / Bob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want engagement tools bundled into a broader people platform"}, {"id": "mai-20260917-1657-smoke|c167-m1|xai-small|Culture Amp", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp edges out as the overall best for pure employee engagement surveys in mid-market B2B"}, {"id": "mai-20260917-1657-smoke|c167-m1|xai-small|Lattice", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice or 15Five are better if you want an all-in-one HR platform."}, {"id": "mai-20260917-1657-smoke|c167-m1|xai-small|15Five", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice or 15Five are better if you want an all-in-one HR platform."}, {"id": "mai-20260917-1657-smoke|c167-m1|xai-small|Officevibe", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Officevibe | 4.3 (1,000+) | Lightweight pulses (leaner teams)"}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Culture Amp", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most comprehensive, research‑backed suite for data‑driven people decisions: → **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Lattice", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "→ **Lattice** (great for organizations that need goals, reviews, compensation, and engagement in one place)"}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|15Five", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "→ **15Five** (ideal for teams that want ongoing check‑ins rather than heavy‑weight surveys)"}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Quantum Workplace", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ **Quantum Workplace** (strong fit for mid‑market firms that want external validation)"}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Engagedly", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "→ **Engagedly** (cost‑effective and action‑oriented)"}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Workvivo", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Social/community‑centric engagement?* → Workvivo."}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Leapsome", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Unified performance & engagement platform?* → Lattice or Leapsome."}, {"id": "mai-20260917-1657-smoke|c167-m1|zai-small|Bonusly", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Peer‑to‑peer recognition & rewards baked into engagement surveys; gamified, low‑cost"}, {"id": "mai-20260917-1657-smoke|c167-m2|alibaba-small|Culture Amp", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is the top choice for the mid-market."}, {"id": "mai-20260917-1657-smoke|c167-m2|alibaba-small|Leapsome", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leapsome is excellent if your B2B strategy relies heavily on retaining top talent through personal development."}, {"id": "mai-20260917-1657-smoke|c167-m2|alibaba-small|Workleap (formerly Officevibe)", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workleap is the strongest option... plug-and-play experience without needing a dedicated admin"}, {"id": "mai-20260917-1657-smoke|c167-m2|anthropic-small|Lattice", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Lattice** (Best overall for mid-market B2B)"}, {"id": "mai-20260917-1657-smoke|c167-m2|anthropic-small|Leapsome", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Leapsome** (Strong all-in-one alternative)"}, {"id": "mai-20260917-1657-smoke|c167-m2|anthropic-small|Culture Amp", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Culture Amp** (For broader engagement insights)"}, {"id": "mai-20260917-1657-smoke|c167-m2|challenger-small|Culture Amp", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the default recommendation is **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m2|challenger-small|Workleap Officevibe", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workleap Officevibe** is the better practical choice"}, {"id": "mai-20260917-1657-smoke|c167-m2|challenger-small|FeedbackPulse", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Continuous listening on a budget** | **FeedbackPulse**"}, {"id": "mai-20260917-1657-smoke|c167-m2|challenger-small|15Five", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pulse tied to performance workflows** | **15Five** or **Lattice**"}, {"id": "mai-20260917-1657-smoke|c167-m2|challenger-small|Lattice", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** or **Lattice**"}, {"id": "mai-20260917-1657-smoke|c167-m2|deepseek-small|Culture Amp", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Culture Amp** (if you can stretch the budget)"}, {"id": "mai-20260917-1657-smoke|c167-m2|deepseek-small|Workleap Officevibe", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best \"budget-first,\" easier option: **Workleap Officevibe**"}, {"id": "mai-20260917-1657-smoke|c167-m2|deepseek-small|CultureMonkey", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you have a **distributed/global team** that needs multi-channel delivery"}, {"id": "mai-20260917-1657-smoke|c167-m2|deepseek-small|Lattice", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want **pulse data folded into performance reviews and OKRs**"}, {"id": "mai-20260917-1657-smoke|c167-m2|deepseek-small|15Five", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice or 15Five** — Best if you want **pulse data folded into performance reviews and OKRs**"}, {"id": "mai-20260917-1657-smoke|c167-m2|deepseek-small|Microsoft Viva Glint", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only if you're already deep in the Microsoft 365/LinkedIn ecosystem"}, {"id": "mai-20260917-1657-smoke|c167-m2|google-small|Qualtrics", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't have the budget or a dedicated \"People Analytics\" team to manage heavy, complex enterprise software like Qualtrics or Workday Peakon"}, {"id": "mai-20260917-1657-smoke|c167-m2|google-small|Workday Peakon", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy, complex enterprise software like Qualtrics or Workday Peakon"}, {"id": "mai-20260917-1657-smoke|c167-m2|google-small|Lattice", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lattice is the mid-market gold standard"}, {"id": "mai-20260917-1657-smoke|c167-m2|google-small|Culture Amp", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a standalone, specialized employee-listening tool that helps your managers become better leaders, go with **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m2|google-small|Workleap (formerly Officevibe)", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have limited HR bandwidth, start with **Workleap Officevibe**"}, {"id": "mai-20260917-1657-smoke|c167-m2|google-small|Leapsome", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a highly popular, slightly more agile competitor to Lattice and Culture Amp"}, {"id": "mai-20260917-1657-smoke|c167-m2|meta-small|Culture Amp", "prompt": "c167-m2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is best for mid-market benchmarking"}, {"id": "mai-20260917-1657-smoke|c167-m2|meta-small|CultureMonkey", "prompt": "c167-m2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CultureMonkey is best for enterprises with global and distributed teams"}, {"id": "mai-20260917-1657-smoke|c167-m2|meta-small|15Five", "prompt": "c167-m2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "15Five is best for mid-size teams that want pulse + performance"}, {"id": "mai-20260917-1657-smoke|c167-m2|minimax-small|15Five", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **15Five** or **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m2|minimax-small|Culture Amp", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **15Five** or **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m2|minimax-small|Leapsome", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-market companies"}, {"id": "mai-20260917-1657-smoke|c167-m2|minimax-small|Qualtrics", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Qualtrics** (for larger budgets)"}, {"id": "mai-20260917-1657-smoke|c167-m2|mistral-small|Culture Amp", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is the top recommendation for its robust analytics and scalability"}, {"id": "mai-20260917-1657-smoke|c167-m2|mistral-small|Leapsome", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** is ideal if you want to link engagement with performance"}, {"id": "mai-20260917-1657-smoke|c167-m2|mistral-small|15Five", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** is great for aligning feedback with business goals"}, {"id": "mai-20260917-1657-smoke|c167-m2|mistral-small|Vantage Pulse", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Vantage Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer a simpler, real-time solution, **Vantage Pulse** is a strong contender."}, {"id": "mai-20260917-1657-smoke|c167-m2|moonshot-small|Culture Amp", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **Culture Amp** ... go with **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m2|moonshot-small|Workleap Officevibe", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Quick Setup: **Workleap Officevibe**"}, {"id": "mai-20260917-1657-smoke|c167-m2|moonshot-small|15Five", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need Performance + Engagement: **15Five**"}, {"id": "mai-20260917-1657-smoke|c167-m2|moonshot-small|Microsoft Viva Glint", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You're Microsoft-Heavy: **Microsoft Viva Glint**"}, {"id": "mai-20260917-1657-smoke|c167-m2|moonshot-small|TINYpulse", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Officevibe** or **TINYpulse** (~$5/user/month) are better fits"}, {"id": "mai-20260917-1657-smoke|c167-m2|openai-small|Workleap Officevibe", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Workleap Officevibe** as the best default choice for an employee pulse survey tool."}, {"id": "mai-20260917-1657-smoke|c167-m2|openai-small|Qualtrics", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualtrics**: best if you want a more advanced, enterprise-grade listening program with benchmarking"}, {"id": "mai-20260917-1657-smoke|c167-m2|openai-small|Leapsome", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome / Lattice / Bonusly-style platforms**: better if you want pulse surveys bundled with performance management"}, {"id": "mai-20260917-1657-smoke|c167-m2|openai-small|Lattice", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Leapsome / Lattice / Bonusly-style platforms**: better if you want pulse surveys bundled with performance management"}, {"id": "mai-20260917-1657-smoke|c167-m2|openai-small|Bonusly", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Leapsome / Lattice / Bonusly-style platforms**: better if you want pulse surveys bundled with performance management"}, {"id": "mai-20260917-1657-smoke|c167-m2|xai-small|15Five", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend 15Five as the top employee pulse survey tool."}, {"id": "mai-20260917-1657-smoke|c167-m2|xai-small|Workleap Officevibe", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, low-cost weekly pulses for SMB/mid-sized"}, {"id": "mai-20260917-1657-smoke|c167-m2|xai-small|Culture Amp", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep benchmarking & analytics ... Opaque/higher pricing; longer onboarding"}, {"id": "mai-20260917-1657-smoke|c167-m2|xai-small|FeedbackPulse", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget SMB growing to mid-sized ... Newer/less proven at larger scales"}, {"id": "mai-20260917-1657-smoke|c167-m2|xai-small|Lattice", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Performance integration**: 15Five or Lattice (~$8-11/user/mo)."}, {"id": "mai-20260917-1657-smoke|c167-m2|zai-small|Culture Amp", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-m2|zai-small|Lattice", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Alternative: **Lattice**"}, {"id": "mai-20260917-1657-smoke|c167-m2|zai-small|FeedbackPulse", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Alternative: **FeedbackPulse**"}, {"id": "mai-20260917-1657-smoke|c167-m2|zai-small|OfficeVibe (Workleap)", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "OfficeVibe (Workleap)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OfficeVibe (Workleap)** | Lightweight weekly pulses | ~$4,999/year"}, {"id": "mai-20260917-1657-smoke|c167-m2|zai-small|15Five", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** | Manager coaching + continuous feedback"}, {"id": "mai-20260917-1657-smoke|c167-m2|zai-small|Qualtrics", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Qualtrics** | Enterprise‑scale, analyst‑driven | Custom"}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Culture Amp", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the most popular standalone engagement platforms... Choose Culture Amp or Qualtrics if: You want hard data, industry benchmarks"}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Qualtrics (XM Platform)", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics (XM Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Culture Amp or Qualtrics if: You want hard data, industry benchmarks, and have a dedicated HR team"}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Microsoft Viva Engage (formerly Yammer)", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Viva Engage (formerly Yammer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Viva if: You want to reduce \"app fatigue\" and already pay for Microsoft 365 licenses."}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|15Five", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose 15Five or Lattice if: You believe engagement is driven by better managers and clear goals (OKRs)."}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Lattice", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice offers strong performance review capabilities alongside engagement surveys."}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Workhuman", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Workhuman or Bonusly if: Your primary cultural issue is disconnection among remote teams"}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Workplace", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Communication-First Platforms** (e.g., Viva, Workplace)"}, {"id": "mai-20260917-1657-smoke|c167-m3|alibaba-small|Bonusly", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Workhuman or Bonusly if: Your primary cultural issue is disconnection among remote teams or lack of appreciation."}, {"id": "mai-20260917-1657-smoke|c167-m3|deepseek-small|Qualtrics XM", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics XM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most sophisticated employee experience platform, offering deep research-grade analytics, AI-powered insights, and extensive customization."}, {"id": "mai-20260917-1657-smoke|c167-m3|deepseek-small|Culture Amp", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "it's the top choice for mid-market companies wanting a research-backed yet approachable platform"}, {"id": "mai-20260917-1657-smoke|c167-m3|deepseek-small|Microsoft Viva Glint", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for Microsoft-centric organizations... Best for: Microsoft-heavy enterprises."}, {"id": "mai-20260917-1657-smoke|c167-m3|deepseek-small|Workday Peakon", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: companies already using Workday for HR."}, {"id": "mai-20260917-1657-smoke|c167-m3|deepseek-small|Lattice", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: companies wanting performance + engagement combined."}, {"id": "mai-20260917-1657-smoke|c167-m3|deepseek-small|15Five", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasizes continuous feedback, manager enablement, and 1:1 check-ins."}, {"id": "mai-20260917-1657-smoke|c167-m3|google-small|Culture Amp", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is the premier tool for organizations looking for rigorous, scientifically backed data on their culture."}, {"id": "mai-20260917-1657-smoke|c167-m3|google-small|Lattice", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice (Best for All-in-One Performance & Engagement)"}, {"id": "mai-20260917-1657-smoke|c167-m3|google-small|Teamflect", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teamflect (Best for Microsoft 365 Users)"}, {"id": "mai-20260917-1657-smoke|c167-m3|google-small|Bonusly", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly / Motivosity (Best for Peer-to-Peer Recognition)"}, {"id": "mai-20260917-1657-smoke|c167-m3|google-small|Motivosity", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rather than focusing on HR surveys, these platforms drive engagement from the bottom up through peer appreciation."}, {"id": "mai-20260917-1657-smoke|c167-m3|google-small|inFeedo AI", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "inFeedo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "inFeedo AI (Best for Predictive Attrition Analysis)"}, {"id": "mai-20260917-1657-smoke|c167-m3|meta-small|Brevo", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of the best customer engagement platforms, including Brevo, Twilio, and Braze"}, {"id": "mai-20260917-1657-smoke|c167-m3|meta-small|Twilio", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Twilio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Brevo, Twilio, and Braze"}, {"id": "mai-20260917-1657-smoke|c167-m3|meta-small|Braze", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Brevo, Twilio, and Braze"}, {"id": "mai-20260917-1657-smoke|c167-m3|meta-small|Workhuman", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "employee engagement platforms, such as Workhuman, Lattice, and eXo Platform"}, {"id": "mai-20260917-1657-smoke|c167-m3|meta-small|Lattice", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Workhuman, Lattice, and eXo Platform"}, {"id": "mai-20260917-1657-smoke|c167-m3|meta-small|eXo Platform", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "eXo Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Workhuman, Lattice, and eXo Platform"}, {"id": "mai-20260917-1657-smoke|c167-m3|moonshot-small|Culture Amp", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Culture Amp** | Deep analytics & enterprise-scale surveys | Large organizations needing sophisticated listening"}, {"id": "mai-20260917-1657-smoke|c167-m3|moonshot-small|Lattice", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lattice** | Performance-linked engagement (surveys + reviews + OKRs)"}, {"id": "mai-20260917-1657-smoke|c167-m3|moonshot-small|15Five", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**15Five** | Continuous feedback & manager enablement"}, {"id": "mai-20260917-1657-smoke|c167-m3|moonshot-small|Workday Peakon", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday Peakon** | Real-time engagement analytics | Enterprises already using Workday HRIS"}, {"id": "mai-20260917-1657-smoke|c167-m3|moonshot-small|Bonusly", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bonusly** | Peer-to-peer recognition & rewards"}, {"id": "mai-20260917-1657-smoke|c167-m3|moonshot-small|Workhuman", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workhuman** | AI-driven people intelligence & social recognition"}, {"id": "mai-20260917-1657-smoke|c167-m3|openai-small|Workday Peakon", "prompt": "c167-m3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Examples:** Workday Peakon, Qualtrics EmployeeXM, Culture Amp, 15Five, Lattice."}, {"id": "mai-20260917-1657-smoke|c167-m3|openai-small|Qualtrics EmployeeXM", "prompt": "c167-m3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Examples:** Workday Peakon, Qualtrics EmployeeXM, Culture Amp, 15Five, Lattice."}, {"id": "mai-20260917-1657-smoke|c167-m3|openai-small|Culture Amp", "prompt": "c167-m3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Examples:** Workday Peakon, Qualtrics EmployeeXM, Culture Amp, 15Five, Lattice."}, {"id": "mai-20260917-1657-smoke|c167-m3|openai-small|15Five", "prompt": "c167-m3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Examples:** Workday Peakon, Qualtrics EmployeeXM, Culture Amp, 15Five, Lattice."}, {"id": "mai-20260917-1657-smoke|c167-m3|openai-small|Lattice", "prompt": "c167-m3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Examples:** Workday Peakon, Qualtrics EmployeeXM, Culture Amp, 15Five, Lattice."}, {"id": "mai-20260917-1657-smoke|c167-m3|xai-small|Lattice", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For employee engagement (e.g., Lattice, Culture Amp, Bonusly), they focus on pulse surveys, recognition, and analytics"}, {"id": "mai-20260917-1657-smoke|c167-m3|xai-small|Culture Amp", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For employee engagement (e.g., Lattice, Culture Amp, Bonusly), they focus on pulse surveys, recognition, and analytics"}, {"id": "mai-20260917-1657-smoke|c167-m3|xai-small|Bonusly", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For employee engagement (e.g., Lattice, Culture Amp, Bonusly), they focus on pulse surveys, recognition, and analytics"}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|ThriveSparrow", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often cited as the most cost-effective solution for modern companies"}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|Workleap (formerly Officevibe)", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workleap (Officevibe)** or **FeedbackPulse** are generally recommended over enterprise giants"}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|FeedbackPulse", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workleap (Officevibe)** or **FeedbackPulse** are generally recommended over enterprise giants like Qualtrics"}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|15Five", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is robust but can be complex for just simple surveys."}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|Lattice", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Higher entry point, but often considered the industry standard"}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|Google Forms", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**No true anonymity** ... often lowers participation"}, {"id": "mai-20260917-1657-smoke|c167-m4|alibaba-small|Qualtrics", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "recommended over enterprise giants like Qualtrics, as they are cheaper to scale"}, {"id": "mai-20260917-1657-smoke|c167-m4|anthropic-small|ThriveSparrow", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ThriveSparrow offers the best balance of analytics depth, action planning, frontline accessibility, and implementation speed without enterprise complexity"}, {"id": "mai-20260917-1657-smoke|c167-m4|anthropic-small|Officevibe", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Officevibe is a lightweight, budget-friendly pulse-survey tool aimed at smaller teams"}, {"id": "mai-20260917-1657-smoke|c167-m4|anthropic-small|15Five", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget-friendly options ($3-5/employee/month) include ThriveSparrow, Officevibe, and 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m4|anthropic-small|Zoho Survey", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Survey is best for budget-friendly multilingual surveys"}, {"id": "mai-20260917-1657-smoke|c167-m4|anthropic-small|FeedbackPulse", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FeedbackPulse offers a free tier for teams up to 10 people"}, {"id": "mai-20260917-1657-smoke|c167-m4|anthropic-small|Google Forms", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Google Forms is free and flexible if you're willing to build templates and analysis yourself"}, {"id": "mai-20260917-1657-smoke|c167-m4|challenger-small|FeedbackPulse", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick in the results is **FeedbackPulse** if you want the strongest balance of affordability and useful engagement features"}, {"id": "mai-20260917-1657-smoke|c167-m4|challenger-small|Google Forms", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "free and unlimited, but less specialized for employee engagement"}, {"id": "mai-20260917-1657-smoke|c167-m4|challenger-small|Workleap (Officevibe)", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget-friendly established tool:** **Workleap (Officevibe)**"}, {"id": "mai-20260917-1657-smoke|c167-m4|challenger-small|Zoho Survey", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highlighted as a low-cost entry point for budget-conscious teams"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|FeedbackPulse", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse** — Best Overall for Small-to-Mid Teams"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|HeartCount", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "HeartCount", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Under 25 employees?** → **HeartCount** (free forever plan)"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Officevibe (by Workleap)", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (by Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value Pick ... Well-established platform with pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Google Forms", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Truly zero budget and have tech skills?** → **Google Forms + Sheets** for DIY surveys"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Microsoft Forms", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free (with M365) | Teams already on Microsoft 365"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|SurveyMonkey", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Occasional surveys, not dedicated engagement tracking"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Jotform", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free (100 responses/month) | Very small teams with simple needs"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Culture Amp", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms like **Culture Amp**, **Qualtrics**, or **Microsoft Viva Glint**"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Lattice", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Roughly half the cost of Culture Amp or Lattice."}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Qualtrics", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise platforms like **Culture Amp**, **Qualtrics**, or **Microsoft Viva Glint**"}, {"id": "mai-20260917-1657-smoke|c167-m4|deepseek-small|Microsoft Viva Glint", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid enterprise platforms like **Culture Amp**, **Qualtrics**, or **Microsoft Viva Glint**"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Culture Amp", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High-end enterprise tools like Culture Amp or Qualtrics often require expensive annual contracts"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Qualtrics", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High-end enterprise tools like Culture Amp or Qualtrics often require expensive annual contracts"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Tally", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Tally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tally's **free plan is incredibly generous**, offering unlimited forms, unlimited questions, and unlimited responses"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Jotform", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It includes dozens of pre-designed employee feedback, eNPS ... templates"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Google Forms + Looker Studio", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The ultimate bare-bones DIY solution ... without spending a single dollar"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|ThriveSparrow", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**ThriveSparrow** (Best overall value)"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|FeedbackPulse", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(Best for growing teams of 10 to 200) ... Free for up to 10 users"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Teamflect", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Microsoft 365 / Teams users ... arguably the best tool on the market"}, {"id": "mai-20260917-1657-smoke|c167-m4|google-small|Connecteam", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Deskless, Frontline, or Mobile Workers"}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|FeedbackPulse", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a company with a limited budget is FeedbackPulse or Workleap for teams under 50 employees"}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|Workleap", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is FeedbackPulse or Workleap for teams under 50 employees"}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|Lattice", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Lattice, 15Five, or Leapsome for teams with 50-500 employees"}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|15Five", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and Lattice, 15Five, or Leapsome for teams with 50-500 employees"}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|Leapsome", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "and Lattice, 15Five, or Leapsome for teams with 50-500 employees"}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|ThriveSparrow", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include ThriveSparrow, Officevibe, and SurveyMonkey."}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|Officevibe", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include ThriveSparrow, Officevibe, and SurveyMonkey."}, {"id": "mai-20260917-1657-smoke|c167-m4|meta-small|SurveyMonkey", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other options include ThriveSparrow, Officevibe, and SurveyMonkey."}, {"id": "mai-20260917-1657-smoke|c167-m4|minimax-small|FeedbackPulse", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse** and **Workleap (Officevibe)** give you the best bang for the buck"}, {"id": "mai-20260917-1657-smoke|c167-m4|minimax-small|Workleap (Officevibe)", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FeedbackPulse** and **Workleap (Officevibe)** give you the best bang for the buck"}, {"id": "mai-20260917-1657-smoke|c167-m4|minimax-small|TINYpulse", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prefer ultra‑short “pulse” surveys** | TINYpulse"}, {"id": "mai-20260917-1657-smoke|c167-m4|minimax-small|15Five", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need a bit more (performance reviews, OKRs) plus engagement | 15Five (14‑day trial)"}, {"id": "mai-20260917-1657-smoke|c167-m4|minimax-small|Culture Amp", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Willing to spend a little extra for deeper analytics & benchmarking | Culture Amp"}, {"id": "mai-20260917-1657-smoke|c167-m4|mistral-small|FeedbackPulse", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee engagement survey platforms are **FeedbackPulse** and **Officevibe (Workleap)**"}, {"id": "mai-20260917-1657-smoke|c167-m4|mistral-small|Officevibe (Workleap)", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best employee engagement survey platforms are **FeedbackPulse** and **Officevibe (Workleap)**"}, {"id": "mai-20260917-1657-smoke|c167-m4|mistral-small|StaffHero", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "StaffHero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have more than 25 employees, StaffHero and TINYpulse are also worth considering"}, {"id": "mai-20260917-1657-smoke|c167-m4|mistral-small|TINYpulse", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "StaffHero and TINYpulse are also worth considering, with plans starting under $200/month"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|Google Forms", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Under 10 employees, $0 budget** | Officevibe Free or Google Forms"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|Officevibe (by Workleap)", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (by Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**10-50 employees, minimal budget** | Officevibe Essential (~$3.50/employee/mo)"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|FeedbackPulse", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need anonymity + action planning** | FeedbackPulse (free tier, then affordable)"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|15Five", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want engagement + performance tools** | 15Five (from $4/employee/mo)"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|ThriveSparrow", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "From ~$3/user/month - Best for: Small businesses wanting peer recognition + surveys"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|TINYpulse", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **TINYpulse** | ~$250-500 | Per-seat (~$5-10) | One-question pulse checks |"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|Culture Amp", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "| **Culture Amp** | ~$400+ | Per-seat (~$8+) | Enterprise analytics |"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|StaffHero", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "StaffHero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flat-rate pricing (like StaffHero at $99-299/month) may be cheaper for rapidly growing teams"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|Typeform", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Typeform, Jotform, or SurveyMonkey can work if you don't need built-in anonymity"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|Jotform", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Typeform, Jotform, or SurveyMonkey can work if you don't need built-in anonymity"}, {"id": "mai-20260917-1657-smoke|c167-m4|moonshot-small|SurveyMonkey", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Typeform, Jotform, or SurveyMonkey can work if you don't need built-in anonymity"}, {"id": "mai-20260917-1657-smoke|c167-m4|openai-small|SurveySparrow", "prompt": "c167-m4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the lowest upfront cost:** **SurveySparrow** — it has a free plan"}, {"id": "mai-20260917-1657-smoke|c167-m4|openai-small|Betterworks", "prompt": "c167-m4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best balance of cost and purpose-built engagement features**, start by looking at **Betterworks**"}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|Google Forms", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Easiest zero-cost start if you're in Google Workspace... For <10 people, go FeedbackPulse/Google Forms free."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|FeedbackPulse Free Tier", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For <10 people, go FeedbackPulse/Google Forms free."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|Jotform Free", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for feedback forms but limits scale."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|ThriveSparrow (Engage Module)", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow (Engage Module)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Pick Overall for Limited Budget: ThriveSparrow Engage ($3/user/mo). Cheapest dedicated option with strong reviews"}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|15Five (Engage Plan)", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five (Engage Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Surveys + check-ins, targeted assessments. No dollar minimum."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|Lattice (Engagement Add-On)", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice (Engagement Add-On)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$4K annual min... watch min for <80 people."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|Officevibe (Workleap)", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Weekly pulses, recognition, coaching tips. Simple."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|Culture Amp", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise like Culture Amp/Qualtrics ($10+/user, custom quotes)."}, {"id": "mai-20260917-1657-smoke|c167-m4|xai-small|Qualtrics", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise like Culture Amp/Qualtrics ($10+/user, custom quotes)."}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Matter", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a free, dedicated engagement tool**: Choose **Matter** or **Team Insights**"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Google Forms", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "keep costs to zero and are comfortable building surveys yourself**: Choose **Google Forms**"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|FeedbackPulse", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free tier with anonymous-by-default surveys"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Team Insights", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Team Insights", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Matter** or **Team Insights**"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Jotform", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "100 responses/month free"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Typeform", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "10 free responses/month"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Engagedly", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're growing and need more features**: **Matter Basic** ($1/user/month) or **Engagedly**"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Bonusly", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need recognition + engagement**: **Bonusly**"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|WorkLeap Officevibe", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "WorkLeap Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free model with limited options; Essential at $5/person/month"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|15Five", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free plan available; paid tiers for full features"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Connecteam", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Deskless/field-based teams | Free plan available"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|WorkTango", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "~$8,000/year (annual commitment)"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|Pebb", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Free plan with unlimited features"}, {"id": "mai-20260917-1657-smoke|c167-m4|zai-small|SurveySparrow", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Companies wanting conversational surveys | Free plan available"}, {"id": "mai-20260917-1657-smoke|c167-m5|alibaba-small|Glint/Leverage", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint/Leverage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating platforms (e.g., Glint/Leverage, Officevibe, Culture Amp, Lattice, Qualtrics), focus your evaluation on these five pillars"}, {"id": "mai-20260917-1657-smoke|c167-m5|alibaba-small|Officevibe", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When evaluating platforms (e.g., Glint/Leverage, Officevibe, Culture Amp, Lattice, Qualtrics)"}, {"id": "mai-20260917-1657-smoke|c167-m5|alibaba-small|Culture Amp", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating platforms (e.g., Glint/Leverage, Officevibe, Culture Amp, Lattice, Qualtrics)"}, {"id": "mai-20260917-1657-smoke|c167-m5|alibaba-small|Lattice", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When evaluating platforms (e.g., Glint/Leverage, Officevibe, Culture Amp, Lattice, Qualtrics)"}, {"id": "mai-20260917-1657-smoke|c167-m5|alibaba-small|Qualtrics", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When evaluating platforms (e.g., Glint/Leverage, Officevibe, Culture Amp, Lattice, Qualtrics)"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Microsoft Viva Glint", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Viva Glint** | If you're a Microsoft shop, tight integration"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Workday Peakon", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday HRIS** | Workday Peakon"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Culture Amp", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Culture Amp** | Gold standard for mid-to-large orgs; strong action planning and benchmarking"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Lattice", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** | If you want engagement tightly coupled to performance management"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Workleap (Officevibe)", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workleap (Officevibe)** | If you want lightweight and fast time-to-value"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|15Five", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lightweight, low-friction** | Workleap (Officevibe), 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Leapsome", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Leapsome** | Strong European mid-market all-in-one option"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|CultureMonkey", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Global/distributed teams** | CultureMonkey"}, {"id": "mai-20260917-1657-smoke|c167-m5|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Qualtrics EmployeeXM** | Research-grade survey science, enterprise-grade analytics"}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Google Forms", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You have outgrown basic, manual forms (like Google Forms)"}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Culture Amp", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want deep analytics, driver analysis, and rich benchmarks: Look at Culture Amp or Quantum Workplace. These are standard-setting platforms"}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Quantum Workplace", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Quantum Workplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look at **Culture Amp** or **Quantum Workplace**. These are standard-setting platforms for employee-listening-first strategies."}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Lattice", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want engagement tied to performance (Reviews, 1:1s, OKRs): Look at Lattice, Leapsome, or 15Five."}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Leapsome", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at **Lattice**, **Leapsome**, or **15Five**."}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|15Five", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at **Lattice**, **Leapsome**, or **15Five**."}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Workleap", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want the absolute easiest admin setup with highly automated pulse surveys: Look at Workleap (formerly Officevibe)."}, {"id": "mai-20260917-1657-smoke|c167-m5|google-small|Teamflect", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a 100% Microsoft 365 environment: Look at Teamflect"}, {"id": "mai-20260917-1657-smoke|c167-m5|minimax-small|Culture Amp", "prompt": "c167-m5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Top platforms to consider**: Culture Amp, Qualtrics, Gallup, 15Five, Lattice, or Bonusly—each has different strengths."}, {"id": "mai-20260917-1657-smoke|c167-m5|minimax-small|Qualtrics", "prompt": "c167-m5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Top platforms to consider**: Culture Amp, Qualtrics, Gallup, 15Five, Lattice, or Bonusly"}, {"id": "mai-20260917-1657-smoke|c167-m5|minimax-small|Gallup", "prompt": "c167-m5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Gallup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Top platforms to consider**: Culture Amp, Qualtrics, Gallup, 15Five, Lattice, or Bonusly"}, {"id": "mai-20260917-1657-smoke|c167-m5|minimax-small|15Five", "prompt": "c167-m5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Top platforms to consider**: Culture Amp, Qualtrics, Gallup, 15Five, Lattice, or Bonusly"}, {"id": "mai-20260917-1657-smoke|c167-m5|minimax-small|Lattice", "prompt": "c167-m5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Top platforms to consider**: Culture Amp, Qualtrics, Gallup, 15Five, Lattice, or Bonusly"}, {"id": "mai-20260917-1657-smoke|c167-m5|minimax-small|Bonusly", "prompt": "c167-m5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Top platforms to consider**: Culture Amp, Qualtrics, Gallup, 15Five, Lattice, or Bonusly"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Culture Amp", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Top Contenders:** Culture Amp, Glint (now part of LinkedIn), Peakon, Officevibe, 15Five, Limeade, Perceptyx, Qualtrics."}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Glint", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Glint (now part of LinkedIn)"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Peakon", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top Contenders: Culture Amp, Glint, Peakon, Officevibe"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Officevibe", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Peakon, Officevibe, 15Five"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|15Five", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Officevibe, 15Five, Limeade"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Limeade", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "15Five, Limeade, Perceptyx"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Perceptyx", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Limeade, Perceptyx, Qualtrics"}, {"id": "mai-20260917-1657-smoke|c167-m5|mistral-small|Qualtrics", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Perceptyx, Qualtrics"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|Culture Amp", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Companies wanting strong benchmarks & research | Industry-leading benchmarks, solid analytics"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|Lattice", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integrated performance + engagement"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|Quantum Workplace", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Quantum Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Action-oriented approach | Strong manager tools, predictive analytics"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|CultureMonkey", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global/distributed teams | Anonymous feedback with built-in action planning"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|15Five", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Continuous feedback culture"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|Qualtrics XM", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics XM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most flexible, but more complex"}, {"id": "mai-20260917-1657-smoke|c167-m5|moonshot-small|Workday Peakon", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Already on Workday HCM | Native integration, continuous listening"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|Lattice", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top mid-market picks include Lattice (performance-integrated)"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|Culture Amp", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Culture Amp (deep analytics)"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|15Five", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "15Five (affordable pulses)"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|Glint", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like Culture Amp or Glint show retention lifts"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|Microsoft Viva Glint", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Viva Glint (enterprise-lite)"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|Qualtrics EmployeeXM", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Qualtrics EmployeeXM (customizable)"}, {"id": "mai-20260917-1657-smoke|c167-m5|xai-small|Workday Peakon", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday Peakon (if you use Workday)"}, {"id": "mai-20260917-1657-smoke|c167-m5|zai-small|Culture Amp", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research-backed, strong analytics, good for mid-market"}, {"id": "mai-20260917-1657-smoke|c167-m5|zai-small|Lattice", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Performance + engagement in one, solid integrations"}, {"id": "mai-20260917-1657-smoke|c167-m5|zai-small|Workleap (Officevibe)", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple, adoption-focused, good for smaller mid-market"}, {"id": "mai-20260917-1657-smoke|c167-m5|zai-small|CultureMonkey", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong multilingual support, frontline-friendly"}, {"id": "mai-20260917-1657-smoke|c167-m5|zai-small|15Five", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great manager leverage and OKR alignment"}, {"id": "mai-20260917-1657-smoke|c167-m5|zai-small|Qualtrics XM", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics XM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deep enterprise analytics, but heavier and pricier"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Slack", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Slack** can be poor if you need structured engagement or HR insights, since it is mainly a messaging tool.[2]"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Microsoft Teams", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Microsoft Teams** may be weak where user adoption is a problem.[2]"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Microsoft SharePoint", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can feel cluttered and harder to manage for engagement use cases"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Lark", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Lark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Lark** has a limited future according to the source you shared, so it is a caution flag.[2]"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Facebook Groups", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook Groups", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be fine for conversation but are often weak for owned, structured community building"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Discord", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often weak for owned, structured community building.[16]"}, {"id": "mai-20260917-1657-smoke|c167-m6|challenger-small|Outreach", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Outreach** may be a poor fit for small teams because of the onboarding burden.[6]"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Stormlikes", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Stormlikes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Stormlikes – Shut down in 2025; domain now redirects. Users lost money."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Growthoid", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Growthoid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Growthoid – Rebranded and abandoned original customers."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Likes.io", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Likes.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Likes.io – Banned from Trustpilot for fake reviews."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Views4You", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Views4You", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Views4You – Major red flags: orders marked \"complete\" with zero delivery, ignored support tickets"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Seamless AI", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Seamless AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Seamless AI – Banned/flagged by LinkedIn for scraping and automated outreach."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|PhantomBuster", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "PhantomBuster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "PhantomBuster – Identified as causing account restrictions and bans."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Apollo.io", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Apollo.io (for LinkedIn scraping features) – Flagged for terms of service violations."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Salesloft", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Broken integrations – Consistently failing CRM/social integrations (a top complaint across platforms like Salesloft, HubSpot engagement tools, etc.)"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|HubSpot engagement tools", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot engagement tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "a top complaint across platforms like Salesloft, HubSpot engagement tools, etc."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Groove", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Groove", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Platforms acquired and suddenly shut down (e.g., Groove, ToutApp, Mixmax were all acquired and killed)"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|ToutApp", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "ToutApp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Groove, ToutApp, Mixmax were all acquired and killed"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Mixmax", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Groove, ToutApp, Mixmax were all acquired and killed"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Feeld", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Feeld", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Feeld – Overwhelming negative reviews: glitchy software, unexpected account lockouts"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Match.com", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Match.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Highest volumes of bot, scam, and catfishing complaints and financial losses per incident."}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Plenty of Fish", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Plenty of Fish", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Match.com / Plenty of Fish / Tinder – Highest volumes of bot, scam, and catfishing complaints"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Tinder", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Tinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Match.com / Plenty of Fish / Tinder – Highest volumes of bot, scam, and catfishing complaints"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Buffer", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Buffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Stick with tools that work within platform terms of service (like Buffer, Hootsuite, Sprout Social, or Agorapulse"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Hootsuite", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Stick with tools that work within platform terms of service (like Buffer, Hootsuite, Sprout Social, or Agorapulse"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Sprout Social", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprout Social", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Stick with tools that work within platform terms of service (like Buffer, Hootsuite, Sprout Social, or Agorapulse"}, {"id": "mai-20260917-1657-smoke|c167-m6|deepseek-small|Agorapulse", "prompt": "c167-m6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Agorapulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Agorapulse for legitimate social media management"}, {"id": "mai-20260917-1657-smoke|c167-s1|alibaba-small|15Five", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Rounder: 15Five"}, {"id": "mai-20260917-1657-smoke|c167-s1|alibaba-small|Glint (by LinkedIn)", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Glint (by LinkedIn)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Industry Benchmarks: Glint (by LinkedIn)"}, {"id": "mai-20260917-1657-smoke|c167-s1|alibaba-small|TinyPulse", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "TinyPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for \"Quick Pulse\" (Low Cost): TinyPulse"}, {"id": "mai-20260917-1657-smoke|c167-s1|alibaba-small|Lattice", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. The Best Ecosystem Integration: Lattice"}, {"id": "mai-20260917-1657-smoke|c167-s1|alibaba-small|Culture Amp", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less robust feature set for HR managers compared to 15Five or Culture Amp"}, {"id": "mai-20260917-1657-smoke|c167-s1|alibaba-small|SurveyMonkey", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: No automated reporting or benchmarking. You have to do the math yourself"}, {"id": "mai-20260917-1657-smoke|c167-s1|anthropic-small|Officevibe", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms commonly used by small to mid-sized companies include Officevibe, CultureAmp, Peakon, 15Five, and SurveySparrow"}, {"id": "mai-20260917-1657-smoke|c167-s1|anthropic-small|CultureAmp", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms commonly used by small to mid-sized companies include Officevibe, CultureAmp, Peakon, 15Five, and SurveySparrow"}, {"id": "mai-20260917-1657-smoke|c167-s1|anthropic-small|Peakon", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms commonly used by small to mid-sized companies include Officevibe, CultureAmp, Peakon, 15Five, and SurveySparrow"}, {"id": "mai-20260917-1657-smoke|c167-s1|anthropic-small|15Five", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some platforms commonly used by small to mid-sized companies include Officevibe, CultureAmp, Peakon, 15Five, and SurveySparrow"}, {"id": "mai-20260917-1657-smoke|c167-s1|anthropic-small|SurveySparrow", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some platforms commonly used by small to mid-sized companies include Officevibe, CultureAmp, Peakon, 15Five, and SurveySparrow"}, {"id": "mai-20260917-1657-smoke|c167-s1|challenger-small|Workleap Officevibe", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Workleap Officevibe** if you want a dedicated engagement survey platform"}, {"id": "mai-20260917-1657-smoke|c167-s1|challenger-small|15Five", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose 15Five** if you care as much about manager behavior and follow-up as you do about survey data."}, {"id": "mai-20260917-1657-smoke|c167-s1|challenger-small|SurveyMonkey", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Choose SurveyMonkey** only if you mainly need a general survey tool rather than a purpose-built engagement platform."}, {"id": "mai-20260917-1657-smoke|c167-s1|challenger-small|ThriveSparrow", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMBs wanting engagement plus recognition and goal tracking"}, {"id": "mai-20260917-1657-smoke|c167-s1|challenger-small|FeedbackPulse", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positioned as affordable for SMBs, with pulse surveys and manager-ready reporting."}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|Officevibe (by Workleap)", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe (by Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Officevibe (by Workleap) \ns\ndThe most consistently recommended option for small teams"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|15Five (Engage tier)", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five (Engage tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you also want 1-on-1 check-ins, OKRs, and performance management bundled with engagement"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|Culture Amp", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's expensive and geared toward 500+ employees; usually overkill (and over-budget) for a small company"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|SurveyMonkey", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Downside: limited depth in analytics and action planning compared to dedicated engagement tools"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|Arenevo", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Arenevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer budget options ... Good value, but with smaller integration ecosystems"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|FeedbackPulse", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer budget options ... Good value, but with smaller integration ecosystems"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|Pulsewise", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Pulsewise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Several offer flat-rate team pricing (e.g., from ~\\u20ac9/month or free tiers)"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|Google Forms", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Under 25 employees: A free tier or flat plan under $50/month (Google Forms, Jotform, Officevibe free tier, Pulsewise)"}, {"id": "mai-20260917-1657-smoke|c167-s1|deepseek-small|Jotform", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a free tier or flat plan under $50/month (Google Forms, Jotform...)"}, {"id": "mai-20260917-1657-smoke|c167-s1|google-small|Workleap (formerly Officevibe)", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Continuous Pulse Surveys & Low Overhead ... Workleap is the industry standard"}, {"id": "mai-20260917-1657-smoke|c167-s1|google-small|15Five", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrating Engagement with Performance & OKRs"}, {"id": "mai-20260917-1657-smoke|c167-s1|google-small|Teamflect", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company runs on the Microsoft ecosystem (Teams, Outlook, Sharepoint), Teamflect is a clear choice."}, {"id": "mai-20260917-1657-smoke|c167-s1|google-small|Leapsome", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leapsome is a premium yet highly modular solution"}, {"id": "mai-20260917-1657-smoke|c167-s1|google-small|Qualtrics", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not buy an enterprise giant like Qualtrics."}, {"id": "mai-20260917-1657-smoke|c167-s1|meta-small|FeedbackPulse", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a small B2B company is FeedbackPulse"}, {"id": "mai-20260917-1657-smoke|c167-s1|meta-small|ThriveSparrow", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ThriveSparrow, 15Five, and PeopleGoal, which are also suitable for small businesses."}, {"id": "mai-20260917-1657-smoke|c167-s1|meta-small|15Five", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ThriveSparrow, 15Five, and PeopleGoal, which are also suitable for small businesses."}, {"id": "mai-20260917-1657-smoke|c167-s1|meta-small|PeopleGoal", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include ThriveSparrow, 15Five, and PeopleGoal, which are also suitable for small businesses."}, {"id": "mai-20260917-1657-smoke|c167-s1|minimax-small|ThriveSparrow", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ThriveSparrow** (Best Overall for Small B2B)"}, {"id": "mai-20260917-1657-smoke|c167-s1|minimax-small|15Five", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **ThriveSparrow** or **15Five**"}, {"id": "mai-20260917-1657-smoke|c167-s1|minimax-small|Officevibe", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Officevibe** (Best Simple Solution)"}, {"id": "mai-20260917-1657-smoke|c167-s1|minimax-small|FeedbackPulse", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FeedbackPulse** (Best Budget Option)"}, {"id": "mai-20260917-1657-smoke|c167-s1|minimax-small|Microsoft Viva Glint", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Viva Glint** (Best for Microsoft Ecosystem)"}, {"id": "mai-20260917-1657-smoke|c167-s1|mistral-small|Workleap Officevibe", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workleap Officevibe** and **FeedbackPulse** are the top choices"}, {"id": "mai-20260917-1657-smoke|c167-s1|mistral-small|FeedbackPulse", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workleap Officevibe** and **FeedbackPulse** are the top choices"}, {"id": "mai-20260917-1657-smoke|c167-s1|mistral-small|15Five", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for teams that want to tie feedback to manager routines and ongoing performance management"}, {"id": "mai-20260917-1657-smoke|c167-s1|mistral-small|Zoho Survey", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is very tight, **Zoho Survey** is a viable alternative."}, {"id": "mai-20260917-1657-smoke|c167-s1|moonshot-small|Workleap Officevibe", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workleap Officevibe** as the starting point"}, {"id": "mai-20260917-1657-smoke|c167-s1|moonshot-small|15Five", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to tie engagement into performance reviews, **15Five** is worth the extra cost."}, {"id": "mai-20260917-1657-smoke|c167-s1|moonshot-small|FeedbackPulse", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight, **FeedbackPulse** offers the essentials at a lower price point."}, {"id": "mai-20260917-1657-smoke|c167-s1|moonshot-small|Culture Amp", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "prioritize data-driven insights and don't mind higher costs"}, {"id": "mai-20260917-1657-smoke|c167-s1|openai-small|15Five", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B teams: **15Five**"}, {"id": "mai-20260917-1657-smoke|c167-s1|openai-small|Culture Amp", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My practical pick: _15Five_ or _Culture Amp_**, depending on your needs."}, {"id": "mai-20260917-1657-smoke|c167-s1|openai-small|SurveySparrow", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget-friendly/simple option: **SurveySparrow** or **Jotform**"}, {"id": "mai-20260917-1657-smoke|c167-s1|openai-small|Jotform", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget-friendly/simple option: **SurveySparrow** or **Jotform**"}, {"id": "mai-20260917-1657-smoke|c167-s1|openai-small|Qualtrics", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Qualtrics/Culture Amp-style platforms are commonly positioned for deeper survey and analytics workflows"}, {"id": "mai-20260917-1657-smoke|c167-s1|openai-small|ADP/RUN", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ADP/RUN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these are usually not as strong as dedicated engagement platforms for survey depth and action planning"}, {"id": "mai-20260917-1657-smoke|c167-s1|xai-small|15Five (Engage Plan)", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five (Engage Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "15Five (Engage Plan) – Often the best overall balance for small teams"}, {"id": "mai-20260917-1657-smoke|c167-s1|xai-small|FeedbackPulse", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FeedbackPulse – Best for very small teams or budget starters"}, {"id": "mai-20260917-1657-smoke|c167-s1|xai-small|Workleap Officevibe", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workleap Officevibe – Great for simple, frequent pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-s1|xai-small|Lattice", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Other notables to avoid for small B2B: Lattice/ThriveSparrow (good but $8+/user + modules)"}, {"id": "mai-20260917-1657-smoke|c167-s1|xai-small|ThriveSparrow", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Other notables to avoid for small B2B: Lattice/ThriveSparrow (good but $8+/user + modules)"}, {"id": "mai-20260917-1657-smoke|c167-s1|xai-small|Culture Amp", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Culture Amp (enterprise-focused, $5k+ min, not SMB-priced)"}, {"id": "mai-20260917-1657-smoke|c167-s2|alibaba-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workleap (formerly Officevibe)** as the top choice."}, {"id": "mai-20260917-1657-smoke|c167-s2|alibaba-small|SurveyMonkey", "prompt": "c167-s2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SurveyMonkey** is the standard runner-up."}, {"id": "mai-20260917-1657-smoke|c167-s2|alibaba-small|JotForm", "prompt": "c167-s2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "JotForm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: JotForm ... allows you to build visually polished, professional-looking surveys easily."}, {"id": "mai-20260917-1657-smoke|c167-s2|anthropic-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: **Workleap (formerly Officevibe)**"}, {"id": "mai-20260917-1657-smoke|c167-s2|anthropic-small|15Five", "prompt": "c167-s2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Alternatives: **15Five** - It's designed with small teams in mind"}, {"id": "mai-20260917-1657-smoke|c167-s2|anthropic-small|ThriveSparrow", "prompt": "c167-s2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small to midsize orgs that want engagement and performance insights without enterprise complexity"}, {"id": "mai-20260917-1657-smoke|c167-s2|anthropic-small|FeedbackPulse", "prompt": "c167-s2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best fit for small teams that need pulse surveys, eNPS, anonymous feedback, and manager-ready reporting"}, {"id": "mai-20260917-1657-smoke|c167-s2|challenger-small|Workleap (Officevibe)", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workleap (Officevibe)** as the safest default choice"}, {"id": "mai-20260917-1657-smoke|c167-s2|challenger-small|FeedbackPulse", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **FeedbackPulse** if you want **more survey breadth**"}, {"id": "mai-20260917-1657-smoke|c167-s2|challenger-small|Happily.ai", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Happily.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Happily.ai** if you want **continuous listening**"}, {"id": "mai-20260917-1657-smoke|c167-s2|challenger-small|Matter", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you want weekly pulses plus recognition in the same app."}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|Workleap (Officevibe)", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workleap (Officevibe)** — Best Overall for Small Businesses"}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|FeedbackPulse", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMBs on a tight budget | $4/user/mo"}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|SurveySparrow", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightweight recurring pulses | ~$19–34/mo"}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|Jotform", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No-code DIY approach ... Flexible but you build the workflow yourself"}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|TINYpulse", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small teams wanting benchmarking | Contact for pricing"}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|Google Forms", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider starting with **Google Forms or Microsoft Forms** for free"}, {"id": "mai-20260917-1657-smoke|c167-s2|deepseek-small|Microsoft Forms", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider starting with **Google Forms or Microsoft Forms** for free"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Businesses: **Workleap (formerly Officevibe)**... the gold standard for small-to-medium businesses"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|Polly", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Polly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Participation (Slack/Teams-Native): **Polly**"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|FeedbackPulse", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FeedbackPulse is an excellent choice"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|Lattice", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many popular tools (like Lattice or Culture Amp) require expensive, multi-thousand-dollar annual minimum contracts, which are overkill for a small team"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|Culture Amp", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many popular tools (like Lattice or Culture Amp) require expensive, multi-thousand-dollar annual minimum contracts, which are overkill for a small team"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|Leapsome", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Leapsome if you want to combine pulse surveys with structured 1:1s, performance reviews, and OKRs"}, {"id": "mai-20260917-1657-smoke|c167-s2|google-small|15Five", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at Leapsome or 15Five"}, {"id": "mai-20260917-1657-smoke|c167-s2|meta-small|FeedbackPulse", "prompt": "c167-s2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee pulse survey tool for a small business that sells to other businesses would be FeedbackPulse"}, {"id": "mai-20260917-1657-smoke|c167-s2|minimax-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workleap (formerly Officevibe)** as the top choice for a small B2B business"}, {"id": "mai-20260917-1657-smoke|c167-s2|minimax-small|FeedbackPulse", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for up to 10 employees, then $4/employee/month. Good pulse templates and eNPS tracking."}, {"id": "mai-20260917-1657-smoke|c167-s2|minimax-small|Matter", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very affordable at $1-5/user/month with a free forever plan, includes recognition features."}, {"id": "mai-20260917-1657-smoke|c167-s2|minimax-small|Google Forms", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free, but you'll need to build surveys manually and lack advanced analytics."}, {"id": "mai-20260917-1657-smoke|c167-s2|mistral-small|FeedbackPulse", "prompt": "c167-s2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse** is often the best balance of affordability, ease of use, and essential features"}, {"id": "mai-20260917-1657-smoke|c167-s2|mistral-small|CultureMonkey", "prompt": "c167-s2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced analytics or have a distributed team, **CultureMonkey** or **ContactMonkey** are also strong choices."}, {"id": "mai-20260917-1657-smoke|c167-s2|mistral-small|ContactMonkey", "prompt": "c167-s2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "ContactMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CultureMonkey** or **ContactMonkey** are also strong choices"}, {"id": "mai-20260917-1657-smoke|c167-s2|moonshot-small|FeedbackPulse", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **FeedbackPulse** or **15Five** depending on your needs"}, {"id": "mai-20260917-1657-smoke|c167-s2|moonshot-small|Workleap Officevibe", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Lightweight Weekly Pulses"}, {"id": "mai-20260917-1657-smoke|c167-s2|moonshot-small|15Five", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **FeedbackPulse** or **15Five** depending on your needs"}, {"id": "mai-20260917-1657-smoke|c167-s2|moonshot-small|Jotform", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget DIY Option ... You trade some automation and analytics for flexibility and cost savings."}, {"id": "mai-20260917-1657-smoke|c167-s2|openai-small|Officevibe", "prompt": "c167-s2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Officevibe** if your main goal is a simple, lightweight employee pulse survey tool"}, {"id": "mai-20260917-1657-smoke|c167-s2|openai-small|15Five", "prompt": "c167-s2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want pulse surveys plus performance management, 1:1s, and goal tracking in one place"}, {"id": "mai-20260917-1657-smoke|c167-s2|openai-small|Lattice", "prompt": "c167-s2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stronger if you expect to grow... though it can be more than a tiny team needs"}, {"id": "mai-20260917-1657-smoke|c167-s2|openai-small|Culture Amp", "prompt": "c167-s2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent analytics and survey depth, but often better for larger organizations"}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|FeedbackPulse", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend FeedbackPulse as the top employee pulse survey tool."}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|15Five (Engage plan)", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five (Engage plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "15Five is a close second for performance ties."}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|Workleap (Officevibe)", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple weekly team pulses | Platform base can confuse pricing"}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|Matter", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Slack/Teams-first recognition + pulses | Surveys are add-on"}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|Google Forms", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "stand out from general tools like Google Forms (too manual)"}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|SurveyMonkey", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SurveyMonkey (not pulse-optimized)"}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|Culture Amp", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise ones like Culture Amp/Lattice (overkill/expensive for small teams)"}, {"id": "mai-20260917-1657-smoke|c167-s2|xai-small|Lattice", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise ones like Culture Amp/Lattice (overkill/expensive for small teams)"}, {"id": "mai-20260917-1657-smoke|c167-s2|zai-small|FeedbackPulse", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **FeedbackPulse**"}, {"id": "mai-20260917-1657-smoke|c167-s2|zai-small|Officevibe (Workleap)", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Culture & Recognition: Officevibe (Workleap) ... is a strong contender"}, {"id": "mai-20260917-1657-smoke|c167-s2|zai-small|Jotform", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget/DIY Option: Jotform ... **Drawback:** It lacks the automated \"pulse\" cadence"}, {"id": "mai-20260917-1657-smoke|c167-s3|alibaba-small|Culture Amp", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best free professional tool**, go with **Culture Amp**. It is the industry standard for startups and small businesses"}, {"id": "mai-20260917-1657-smoke|c167-s3|alibaba-small|Donut", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Pick: Donut ... If you have a budget of **zero**: Start with **Donut** (for fun)"}, {"id": "mai-20260917-1657-smoke|c167-s3|alibaba-small|Kudos", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Kudos ... It shifts engagement from manager-led to peer-led"}, {"id": "mai-20260917-1657-smoke|c167-s3|alibaba-small|Lattice", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Lattice ... Handles 1-on-1s, OKRs (goals), and quarterly performance reviews alongside its engagement survey tool."}, {"id": "mai-20260917-1657-smoke|c167-s3|anthropic-small|Workleap/Officevibe", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap/Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's best for small to mid-market teams focused on pulse surveys, manager enablement and recognition"}, {"id": "mai-20260917-1657-smoke|c167-s3|anthropic-small|Enalyzer", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Enalyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "especially valuable for small and mid-sized organizations where HR resources are limited, integrating baseline surveys, pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-s3|anthropic-small|Bitrix24", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "combines a social intranet, project and task management... with a genuinely free tier for unlimited users"}, {"id": "mai-20260917-1657-smoke|c167-s3|anthropic-small|Connecteam", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed for small and mid-sized organisations in sectors such as construction, hospitality, retail... connect engagement with everyday frontline operations"}, {"id": "mai-20260917-1657-smoke|c167-s3|anthropic-small|Lemlist", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For sales-focused teams, Lemlist is a cold email and LinkedIn sequencing platform designed for small teams and agencies"}, {"id": "mai-20260917-1657-smoke|c167-s3|challenger-small|Bonusly", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Bonusly** if you want **peer recognition** and quick adoption."}, {"id": "mai-20260917-1657-smoke|c167-s3|challenger-small|Workleap Officevibe", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Officevibe** if you want **simple surveys and manager insights**."}, {"id": "mai-20260917-1657-smoke|c167-s3|challenger-small|15Five", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **15Five** if you want **better 1:1s, feedback, and reviews**."}, {"id": "mai-20260917-1657-smoke|c167-s3|challenger-small|Connecteam", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Connecteam** if your team is **frontline or mobile**."}, {"id": "mai-20260917-1657-smoke|c167-s3|challenger-small|Matter", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines recognition, rewards, celebrations, and surveys in a native chat app."}, {"id": "mai-20260917-1657-smoke|c167-s3|challenger-small|Assembly", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Assembly** if you want a **lightweight, small-team recognition layer**."}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Officevibe", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Officevibe (Workleap) — best for simple pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Culture Amp", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lattice, Culture Amp, and Leapsome carry **$4,000+ annual minimums** ... This disqualifies them for most small teams."}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Leapsome", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lattice, Culture Amp, and Leapsome carry **$4,000+ annual minimums**"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Bonusly", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly — best for peer recognition ... It's purely a *driver* tool. No serious surveys"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Matter", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bonusly's or Matter's free tier gets you running immediately"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Nectar", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bonusly, Matter, Nectar, Connecteam"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Connecteam", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam — best for frontline/deskless teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|15Five", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "15Five — best for manager-led continuous feedback"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Lattice", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lattice, Culture Amp, and Leapsome carry **$4,000+ annual minimums**"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|Workleap", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Workleap — best lightweight all-rounder for SMBs"}, {"id": "mai-20260917-1657-smoke|c167-s3|deepseek-small|ThriveSparrow", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ThriveSparrow — best modular option"}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Bonusly", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Bonusly** if you want the easiest Slack/Teams integration with zero learning curve."}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Nectar / Motivosity", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar / Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Nectar** or **Motivosity** if you want to pair recognition with company-wide wellness/activity challenges."}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Workleap (formerly Officevibe)", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workleap** is excellent for structured, category-based metrics ... with automated action plans."}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|TINYpulse", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TINYpulse** is better if you just want a single, continuous, low-barrier feedback loop with zero friction."}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|15Five", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**15Five** is the gold standard if you want to actively coach your managers"}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Small Improvements", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if you want to keep performance reviews extremely simple and budget-friendly while keeping an eye on engagement"}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Teamflect", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your company is a Microsoft-only shop, **Teamflect** is almost always the best option"}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Connecteam", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your team is remote/mobile/deskless, traditional tools like Bonusly or Officevibe will have low adoption. Connecteam bridges that gap beautifully."}, {"id": "mai-20260917-1657-smoke|c167-s3|google-small|Matter", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "pick a tool with a deep Slack integration (like Bonusly or Matter)"}, {"id": "mai-20260917-1657-smoke|c167-s3|meta-small|Enalyzer", "prompt": "c167-s3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Enalyzer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top engagement platforms for small teams include Enalyzer, Assembly, and Small Improvements."}, {"id": "mai-20260917-1657-smoke|c167-s3|meta-small|Assembly", "prompt": "c167-s3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top engagement platforms for small teams include Enalyzer, Assembly, and Small Improvements."}, {"id": "mai-20260917-1657-smoke|c167-s3|meta-small|Small Improvements", "prompt": "c167-s3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top engagement platforms for small teams include Enalyzer, Assembly, and Small Improvements."}, {"id": "mai-20260917-1657-smoke|c167-s3|minimax-small|Assembly", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Assembly** if you prioritize recognition on a budget"}, {"id": "mai-20260917-1657-smoke|c167-s3|minimax-small|Enalyzer", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Enalyzer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Enalyzer** if you need data-driven insights and action planning"}, {"id": "mai-20260917-1657-smoke|c167-s3|minimax-small|Pebb", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Pebb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pebb** if you have a distributed/deskless team"}, {"id": "mai-20260917-1657-smoke|c167-s3|minimax-small|Applauz", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Applauz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one solution | Surveys, rewards, social feed, analytics"}, {"id": "mai-20260917-1657-smoke|c167-s3|minimax-small|Empuls", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Empuls", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive engagement | Recognition, wellness challenges, surveys"}, {"id": "mai-20260917-1657-smoke|c167-s3|minimax-small|Connecteam", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for remote teams**: Pebb, Connecteam"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Applauz", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Applauz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Applauz** – Best all-in-one recognition and engagement for small to mid-sized teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Assembly", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Startups and budget-conscious teams often prefer Assembly, Connecteam, or Applauz"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Connecteam", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular with small businesses for its simplicity and affordability"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|15Five", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "those wanting more comprehensive tools may look at 15Five or ThriveSparrow"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|ThriveSparrow", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small to mid-sized teams wanting engagement, recognition, and goal tracking in one tool"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Officevibe", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on measurement through pulse surveys and analytics"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Bonusly", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on recognition and communication, often used by smaller teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Nectar", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on recognition and communication"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Motivosity", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focus on recognition and communication"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Lattice", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Full suites ... but may be more complex and costly for very small teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|WorkTango", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "may be more complex and costly for very small teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|mistral-small|Vantage Circle", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "may be more complex and costly for very small teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Friday Pulse", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **pure engagement** (surveys, recognition, feedback): **Friday Pulse** or **Officevibe**"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Officevibe", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **pure engagement** (surveys, recognition, feedback): **Friday Pulse** or **Officevibe**"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Matter", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small businesses on a budget"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Bonusly", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Peer-to-peer recognition with rewards"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Lattice", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Combined engagement + performance management"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Slack", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shallow - reactions, mentions, channels"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Microsoft Teams", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For **engagement through daily collaboration**: **Slack** or **Microsoft Teams**"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Google Workspace", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Seamless Docs/Sheets collaboration"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|ClickUp", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines chat, docs, projects, goals"}, {"id": "mai-20260917-1657-smoke|c167-s3|moonshot-small|Trello", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Simple Kanban boards"}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|HubSpot CRM", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All-in-one for SMBs (marketing, sales, service) | Free CRM core... Broad ecosystem for growing teams"}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|Intercom", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Proactive, product-led engagement; AI-heavy for deflection. More expensive and SaaS-oriented"}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|Zendesk", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Robust workflows/SLAs for volume; enterprise feel but workable for small teams. Heavier setup"}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|Help Scout", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Human-centric, clean UI; lightest and fastest setup."}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|Tidio", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget chat-first with visuals; great for non-tech teams."}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|Bonusly", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If this is about employee engagement (e.g., Bonusly, CultureAmp)"}, {"id": "mai-20260917-1657-smoke|c167-s3|xai-small|CultureAmp", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "CultureAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If this is about employee engagement (e.g., Bonusly, CultureAmp)"}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Officevibe", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want quick feedback and insights: Start with Officevibe or Culture Amp."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|15Five", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to connect engagement with performance: Choose 15Five or Lattice."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Culture Amp", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want quick feedback and insights: Start with Officevibe or Culture Amp."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Connecteam", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a frontline or deskless workforce: Go with Connecteam."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Bonusly", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for building a recognition culture with simple peer rewards."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Nectar", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for a balance of recognition and employee voice."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Matter", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for very small businesses seeking a simple, low‑cost solution."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Flaree", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Flaree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for distributed teams wanting a lightweight, weekly pulse tool."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Lattice", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you need to connect engagement with performance: Choose 15Five or Lattice."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|BambooHR", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BambooHR (~$10–17/user/mo for HRIS bundle)"}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Motivosity", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Recognition‑focused platforms (Bonusly, Nectar, Motivosity, Matter)"}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Assembly", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Frontline / deskless teams: Connecteam, Assembly, Pebb."}, {"id": "mai-20260917-1657-smoke|c167-s3|zai-small|Pebb", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Pebb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Frontline / deskless teams: Connecteam, Assembly, Pebb."}, {"id": "mai-20260917-1657-smoke|c167-s4|alibaba-small|TinyPulse", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "TinyPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Dedicated Platform (Value for Money): TinyPulse ... widely considered the gold standard for startups and small businesses"}, {"id": "mai-20260917-1657-smoke|c167-s4|alibaba-small|SurveyMonkey", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Freemium\" Tool: SurveyMonkey ... a strong contender due to its mature ecosystem"}, {"id": "mai-20260917-1657-smoke|c167-s4|alibaba-small|Google Forms", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Completely Free Option: Google Forms ... If you cannot spend a dime, this is the only logical choice."}, {"id": "mai-20260917-1657-smoke|c167-s4|alibaba-small|Officevibe (now Ovibe)", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (now Ovibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Modern Alternative: Officevibe (now Ovibe)"}, {"id": "mai-20260917-1657-smoke|c167-s4|alibaba-small|Lattice", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less detailed reporting than TinyPulse or Lattice."}, {"id": "mai-20260917-1657-smoke|c167-s4|anthropic-small|ThriveSparrow", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Budget-friendly options that cost $3-5/employee/month include ThriveSparrow, Officevibe, and 15Five"}, {"id": "mai-20260917-1657-smoke|c167-s4|anthropic-small|Officevibe", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Officevibe is recommended for small teams needing simple pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-s4|anthropic-small|15Five", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget-friendly options that cost $3-5/employee/month include ThriveSparrow, Officevibe, and 15Five"}, {"id": "mai-20260917-1657-smoke|c167-s4|anthropic-small|TINYpulse", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TINYpulse is the right choice if you are a small team running your first structured feedback habit"}, {"id": "mai-20260917-1657-smoke|c167-s4|anthropic-small|SurveyLegend", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyLegend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SurveyLegend is a good fit for small to mid-sized businesses that need a straightforward, visually appealing way to collect and review employee feedback"}, {"id": "mai-20260917-1657-smoke|c167-s4|anthropic-small|Assembly", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're an SMB looking for a flexible and budget-friendly employee engagement platform, Assembly is worth checking out"}, {"id": "mai-20260917-1657-smoke|c167-s4|challenger-small|FeedbackPulse", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick from these results is **FeedbackPulse**"}, {"id": "mai-20260917-1657-smoke|c167-s4|challenger-small|SurveyMonkey", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a solid budget-friendly choice for organizations under 500 employees, but it is more of a general survey tool"}, {"id": "mai-20260917-1657-smoke|c167-s4|challenger-small|Workleap Officevibe", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for simple pulse feedback, though the listed pricing suggests a higher annual entry point"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|Officevibe (by Workleap)", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (by Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small teams ... I'd start with **Officevibe** (free up to 10 users, then ~$3.50/seat)"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|ThriveSparrow", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Officevibe** ... or **ThriveSparrow** (flat $3/seat). Both are self-serve, transparent"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|15Five", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want engagement + performance ... but it's slightly more than the pure-survey tools above."}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|FeedbackPulse", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you're growth-minded ... FeedbackPulse for the broader feature set at a similar price."}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|Google Forms", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fine for under ~25 employees as a starting point, but no anonymity features or engagement analytics."}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|SurveyMonkey", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Forms / SurveyMonkey (free tiers) — Fine for under ~25 employees as a starting point"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|Qualtrics Starter", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics Starter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free for up to 10 users ... though it gets expensive beyond that"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|Culture Amp", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid on a Tight Budget - **Culture Amp, Lattice, Qualtrics (enterprise), Workday Peakon**"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|Lattice", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Tight Budget - **Culture Amp, Lattice, Qualtrics (enterprise), Workday Peakon**"}, {"id": "mai-20260917-1657-smoke|c167-s4|deepseek-small|Workday Peakon", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Tight Budget - **Culture Amp, Lattice, Qualtrics (enterprise), Workday Peakon**"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|Workleap (formerly Officevibe)", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has phased out its free tier and now starts at $5–$6.25 per user/month, which can add up quickly"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|FeedbackPulse", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall Dedicated Survey Tool: **FeedbackPulse**"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|Teamflect", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Use Microsoft Teams: **Teamflect**"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|Connecteam", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Frontline or Deskless Teams: **Connecteam**"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|Small Improvements", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Blending Surveys with 1-on-1s: **Small Improvements**"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|Google Forms + Looker Studio", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Absolute 100% Free \"DIY\" Option: **Google Forms + Looker Studio**"}, {"id": "mai-20260917-1657-smoke|c167-s4|google-small|Microsoft Forms", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "utilizing **Google Forms** or **Microsoft Forms** is completely free"}, {"id": "mai-20260917-1657-smoke|c167-s4|meta-small|ThriveSparrow", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. ThriveSparrow - $3 per employee per month"}, {"id": "mai-20260917-1657-smoke|c167-s4|meta-small|Officevibe", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Officevibe - $3.50 per employee per month"}, {"id": "mai-20260917-1657-smoke|c167-s4|meta-small|15Five", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. 15Five - $4 per employee per month"}, {"id": "mai-20260917-1657-smoke|c167-s4|meta-small|FeedbackPulse", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. FeedbackPulse - $4 per user per month (with a free plan available for up to 10 users)"}, {"id": "mai-20260917-1657-smoke|c167-s4|meta-small|Assembly", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Assembly - $2-6 per user per month (with a free plan available)"}, {"id": "mai-20260917-1657-smoke|c167-s4|minimax-small|FeedbackPulse", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **FeedbackPulse** (Best Overall for Small Teams)"}, {"id": "mai-20260917-1657-smoke|c167-s4|minimax-small|Workleap", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **FeedbackPulse** or **Workleap** as they offer the best value"}, {"id": "mai-20260917-1657-smoke|c167-s4|minimax-small|Google Forms", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Forms** - Free, simple, but lacks advanced analytics"}, {"id": "mai-20260917-1657-smoke|c167-s4|minimax-small|Constant Contact", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Constant Contact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Constant Contact** - Free survey software for small businesses"}, {"id": "mai-20260917-1657-smoke|c167-s4|minimax-small|Typeform", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Typeform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Typeform** - Free tier available with basic features"}, {"id": "mai-20260917-1657-smoke|c167-s4|mistral-small|FeedbackPulse", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee engagement survey platforms are **FeedbackPulse** and **Workleap (formerly Officevibe)**"}, {"id": "mai-20260917-1657-smoke|c167-s4|mistral-small|Workleap (formerly Officevibe)", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best employee engagement survey platforms are **FeedbackPulse** and **Workleap (formerly Officevibe)**"}, {"id": "mai-20260917-1657-smoke|c167-s4|mistral-small|Google Forms", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need something even simpler, Google Forms or SurveyMonkey can be a starting point for very small teams under 25 employees."}, {"id": "mai-20260917-1657-smoke|c167-s4|mistral-small|SurveyMonkey", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Forms or SurveyMonkey can be a starting point for very small teams under 25 employees."}, {"id": "mai-20260917-1657-smoke|c167-s4|moonshot-small|FeedbackPulse", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. FeedbackPulse** ⭐ Best Overall for Small Teams"}, {"id": "mai-20260917-1657-smoke|c167-s4|moonshot-small|ThriveSparrow", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. ThriveSparrow** ⭐ Best Value"}, {"id": "mai-20260917-1657-smoke|c167-s4|moonshot-small|Officevibe", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Established player with solid templates, quick implementation"}, {"id": "mai-20260917-1657-smoke|c167-s4|moonshot-small|Google Forms", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Google Forms** ⭐ Best Free DIY Option"}, {"id": "mai-20260917-1657-smoke|c167-s4|moonshot-small|15Five", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Want surveys + performance reviews | **15Five** (~$4/employee/month)"}, {"id": "mai-20260917-1657-smoke|c167-s4|openai-small|ThriveSparrow", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget option:** **ThriveSparrow** — lowest listed starting cost and built for engagement/feedback."}, {"id": "mai-20260917-1657-smoke|c167-s4|openai-small|SurveySparrow", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a simple survey tool first:** **SurveySparrow** — good for recurring feedback without a big HR suite commitment."}, {"id": "mai-20260917-1657-smoke|c167-s4|openai-small|Culture Amp", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Culture Amp** — but G2 notes small businesses often find it pricey."}, {"id": "mai-20260917-1657-smoke|c167-s4|openai-small|Lattice", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "before considering heavier platforms like Culture Amp or Lattice"}, {"id": "mai-20260917-1657-smoke|c167-s4|xai-small|Matter", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Matter** (Free Forever plan)"}, {"id": "mai-20260917-1657-smoke|c167-s4|xai-small|FeedbackPulse", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternative: **FeedbackPulse** (Free up to 10 employees)"}, {"id": "mai-20260917-1657-smoke|c167-s4|xai-small|Google Forms", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No built-in anonymity guarantee (manual setup risky for trust), lacks engagement templates/benchmarks"}, {"id": "mai-20260917-1657-smoke|c167-s4|xai-small|Officevibe (Workleap)", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "10-user min (~$50/mo floor); platform fees possible"}, {"id": "mai-20260917-1657-smoke|c167-s4|xai-small|15Five", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trial only ... Per-user scales quickly"}, {"id": "mai-20260917-1657-smoke|c167-s4|xai-small|SurveyMonkey/Typeform", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey/Typeform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$25+/mo ... Not engagement-specific"}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|FeedbackPulse", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with tight budgets, **FeedbackPulse** is the best all-around choice"}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|ThriveSparrow", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ThriveSparrow** \\u2013 Most Affordable per Seat"}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|Officevibe (Workleap)", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for eNPS & Pulse Surveys"}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|StaffHero", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "StaffHero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer a flat monthly rate regardless of headcount, **StaffHero** offers great value."}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|Jotform", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jotform** \\u2013 Best DIY Option"}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|Google Forms + Looker Studio", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a completely free option, **Google Forms** with manual analysis works well if you have the time."}, {"id": "mai-20260917-1657-smoke|c167-s4|zai-small|Arenevo", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look for AI-generated action plans or meeting scripts (e.g., Arenevo)"}, {"id": "mai-20260917-1657-smoke|c167-s5|alibaba-small|Typeform", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Typeform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are too large for Excel sheets and basic polling tools (like Typeform or SurveyMonkey) because you need structured benchmarking and actionable insights."}, {"id": "mai-20260917-1657-smoke|c167-s5|alibaba-small|SurveyMonkey", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too large for Excel sheets and basic polling tools (like Typeform or SurveyMonkey)"}, {"id": "mai-20260917-1657-smoke|c167-s5|alibaba-small|Qualtrics", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too small to justify the custom consulting and massive price tag of enterprise suites like Qualtrics or Glint"}, {"id": "mai-20260917-1657-smoke|c167-s5|alibaba-small|Glint", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "too small to justify the custom consulting and massive price tag of enterprise suites like Qualtrics or Glint"}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|Qualtrics", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Qualtrics/Culture Amp are powerful but often overkill and overpriced at your size."}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|Culture Amp", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Qualtrics/Culture Amp are powerful but often overkill and overpriced at your size."}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|FeedbackPulse", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "called out as best overall affordable option for 30–100 person teams; anonymous-by-default, free tier to trial"}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|Officevibe (Workleap)", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best pulse-only budget option, purpose-built for small teams"}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|15Five", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you want engagement + check-ins/performance together"}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|Small Improvements", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "engagement + 360° feedback without enterprise complexity"}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|SurveyMonkey", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "fine DIY options if you already use them and can do your own reporting"}, {"id": "mai-20260917-1657-smoke|c167-s5|deepseek-small|Google Forms", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "fine DIY options if you already use them and can do your own reporting"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Qualtrics", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many of the market's famous enterprise-grade solutions (like Qualtrics, Perceptyx, or Workday Peakon) are either too expensive or refuse to sell to companies under 100 or 250 seats."}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Perceptyx", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "either too expensive or refuse to sell to companies under 100 or 250 seats"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Workday Peakon", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "either too expensive or refuse to sell to companies under 100 or 250 seats"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Workleap Officevibe", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Workleap (formerly Officevibe) * Why it fits: Extremely lightweight, heavily automated, and has native Slack and Teams integrations."}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|TINYpulse", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built purely to measure sentiment and gather feedback (e.g., *Workleap Officevibe*, *TINYpulse*)"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Bonusly", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Primarily a peer-to-peer recognition and rewards platform, but it has expanded to include lightweight feedback, pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Motivosity", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Feedback + Peer Recognition: ... (e.g., *Bonusly*, *Motivosity*)"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|15Five", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent if you want to pair feedback surveys with manager-effectiveness tools"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Teamflect", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Teamflect (If you are a Microsoft 365 / Teams shop)"}, {"id": "mai-20260917-1657-smoke|c167-s5|google-small|Leapsome", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Feedback + Performance Management: ... (e.g., *15Five*, *Teamflect*, *Leapsome*)"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|FeedbackPulse", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular employee engagement survey platforms for small teams include:"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|SurveyMonkey", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular employee engagement survey platforms for small teams include:"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|Jotform", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular employee engagement survey platforms for small teams include:"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|Typeform", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular employee engagement survey platforms for small teams include:"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|Google Forms with Looker Studio", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Google Forms with Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Forms with Looker Studio"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|Officevibe (Workleap)", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Officevibe (Workleap)"}, {"id": "mai-20260917-1657-smoke|c167-s5|meta-small|Culture Amp", "prompt": "c167-s5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Culture Amp"}, {"id": "mai-20260917-1657-smoke|c167-s5|minimax-small|Culture Amp", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some well-regarded platforms include:\n- **Culture Amp**"}, {"id": "mai-20260917-1657-smoke|c167-s5|minimax-small|Qualtrics", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some well-regarded platforms include ... **Qualtrics**"}, {"id": "mai-20260917-1657-smoke|c167-s5|minimax-small|15Five", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**15Five**"}, {"id": "mai-20260917-1657-smoke|c167-s5|minimax-small|Lattice", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lattice** (includes surveys)"}, {"id": "mai-20260917-1657-smoke|c167-s5|minimax-small|BetterWorks", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "BetterWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BetterWorks**"}, {"id": "mai-20260917-1657-smoke|c167-s5|minimax-small|Surveymonkey", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Surveymonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Surveymonkey** (more basic, but affordable)"}, {"id": "mai-20260917-1657-smoke|c167-s5|mistral-small|Culture Amp", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your needs (e.g., Culture Amp, Officevibe, TINYpulse, Limeade, 15Five, Leapsome)."}, {"id": "mai-20260917-1657-smoke|c167-s5|mistral-small|Officevibe", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Culture Amp, Officevibe, TINYpulse, Limeade, 15Five, Leapsome"}, {"id": "mai-20260917-1657-smoke|c167-s5|mistral-small|TINYpulse", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Culture Amp, Officevibe, TINYpulse, Limeade, 15Five, Leapsome"}, {"id": "mai-20260917-1657-smoke|c167-s5|mistral-small|Limeade", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Culture Amp, Officevibe, TINYpulse, Limeade, 15Five, Leapsome"}, {"id": "mai-20260917-1657-smoke|c167-s5|mistral-small|15Five", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Culture Amp, Officevibe, TINYpulse, Limeade, 15Five, Leapsome"}, {"id": "mai-20260917-1657-smoke|c167-s5|mistral-small|Leapsome", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Culture Amp, Officevibe, TINYpulse, Limeade, 15Five, Leapsome"}, {"id": "mai-20260917-1657-smoke|c167-s5|moonshot-small|ThriveSparrow", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ThriveSparrow** | ~$3/user/month | Modular, recognition + surveys"}, {"id": "mai-20260917-1657-smoke|c167-s5|moonshot-small|Workleap Officevibe", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workleap Officevibe** | ~$5-6.25/user/month | Simple pulse surveys"}, {"id": "mai-20260917-1657-smoke|c167-s5|moonshot-small|15Five Engage", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**15Five Engage** | ~$4/user/month | Lightweight listening"}, {"id": "mai-20260917-1657-smoke|c167-s5|moonshot-small|FeedbackPulse", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FeedbackPulse** | Affordable tier | 30-100 person teams specifically"}, {"id": "mai-20260917-1657-smoke|c167-s5|moonshot-small|Lattice", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lattice** | $15/user/month | If you also need performance management"}, {"id": "mai-20260917-1657-smoke|c167-s5|xai-small|FeedbackPulse", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular fits include FeedbackPulse, 15Five, Lattice, SurveySparrow, or Tapsy"}, {"id": "mai-20260917-1657-smoke|c167-s5|xai-small|15Five", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular fits include FeedbackPulse, 15Five, Lattice, SurveySparrow, or Tapsy"}, {"id": "mai-20260917-1657-smoke|c167-s5|xai-small|Lattice", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular fits include FeedbackPulse, 15Five, Lattice, SurveySparrow, or Tapsy"}, {"id": "mai-20260917-1657-smoke|c167-s5|xai-small|SurveySparrow", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular fits include FeedbackPulse, 15Five, Lattice, SurveySparrow, or Tapsy"}, {"id": "mai-20260917-1657-smoke|c167-s5|xai-small|Tapsy", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Tapsy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular fits include FeedbackPulse, 15Five, Lattice, SurveySparrow, or Tapsy"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|Workleap Officevibe", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HR survey tools: ~$3–$5 per user/month (e.g., Workleap Officevibe, 15Five Engage, Empuls)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|15Five Engage", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HR survey tools: ~$3–$5 per user/month (e.g., Workleap Officevibe, 15Five Engage, Empuls)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|Empuls", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Empuls", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HR survey tools: ~$3–$5 per user/month (e.g., Workleap Officevibe, 15Five Engage, Empuls)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|SurveyMonkey", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "General survey tools: ~$25–$30 per seat/month (SurveyMonkey, Typeform)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|Typeform", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "General survey tools: ~$25–$30 per seat/month (SurveyMonkey, Typeform)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|Culture Amp", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms: Often quote‑only with high minimums (Culture Amp, Qualtrics, Peakon)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|Qualtrics", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise platforms: Often quote‑only with high minimums (Culture Amp, Qualtrics, Peakon)"}, {"id": "mai-20260917-1657-smoke|c167-s5|zai-small|Peakon", "prompt": "c167-s5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise platforms: Often quote‑only with high minimums (Culture Amp, Qualtrics, Peakon)"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|SalesLoft", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid:** **SalesLoft**, **Outreach**."}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Outreach", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to Avoid:** **SalesLoft**, **Outreach**."}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Apollo.io", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compared to lighter, all-in-one tools like **Apollo.io**, **Mixmax**, or **Lemlist**"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Mixmax", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lighter, all-in-one tools like **Apollo.io**, **Mixmax**, or **Lemlist**"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Lemlist", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lighter, all-in-one tools like **Apollo.io**, **Mixmax**, or **Lemlist**"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Simpplr", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Platform to Caution About:** **Simpplr**, **Microsoft Viva Engage**."}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Microsoft Viva Engage", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Viva Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Platform to Caution About:** **Simpplr**, **Microsoft Viva Engage**."}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Slack", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a shared workspace like **Slack** combined with **Notion** or **Confluence** often provides better engagement"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Notion", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Slack** combined with **Notion** or **Confluence** often provides better engagement with less administrative overhead"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Confluence", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Slack** combined with **Notion** or **Confluence** often provides better engagement"}, {"id": "mai-20260917-1657-smoke|c167-s6|alibaba-small|Snapchat", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Platform to Avoid:** **Snapchat** (unless targeting Gen Z)."}, {"id": "mai-20260917-1657-smoke|c167-s6|challenger-small|Outreach", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise-grade engagement platforms ... Examples in the results include **Outreach**, **SalesLoft**, and **HubSpot Sales Hub Enterprise**"}, {"id": "mai-20260917-1657-smoke|c167-s6|challenger-small|SalesLoft", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples in the results include **Outreach**, **SalesLoft**, and **HubSpot Sales Hub Enterprise** for sales engagement"}, {"id": "mai-20260917-1657-smoke|c167-s6|challenger-small|HubSpot Sales Hub Enterprise", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot Sales Hub Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "better suited to teams of 50+ reps with significant sales ops resources"}, {"id": "mai-20260917-1657-smoke|c167-s6|challenger-small|Slack", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "using Slack for employee engagement when it is \"not built for engagement or HR insights.\""}, {"id": "mai-20260917-1657-smoke|c167-s6|challenger-small|Trigify", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Trigify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as Trigify if LinkedIn is central to your business and you cannot tolerate LinkedIn-account risk"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Plixi", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Plixi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Services like **Plixi** and **SimplyGram** have documented negative reviews for delivering fake followers and billing issues."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|SimplyGram", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SimplyGram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Services like **Plixi** and **SimplyGram** have documented negative reviews for delivering fake followers and billing issues."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Path Social", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Path Social", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Path Social** has drawn criticism for slow, unreliable growth and disappearing followers."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|later", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "later", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Safer alternative:** Use manual, targeted engagement tools (e.g., later, Buffer, Hootsuite for scheduling)"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Buffer", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Buffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use manual, targeted engagement tools (e.g., later, Buffer, Hootsuite for scheduling)"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Hootsuite", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use manual, targeted engagement tools (e.g., later, Buffer, Hootsuite for scheduling)"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Mailchimp", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Some legacy email tools like **Mailchimp** have repeatedly raised prices and changed contact-count definitions, catching small businesses off guard."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Birdeye", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Birdeye", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Birdeye charges $299\\u2013$499/month per location... The caution is in the contract and cost structure."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Podium", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Podium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Reputation platforms like **Birdeye**, **Podium**, and **ReviewTrackers** are excellent for managing reviews \\u2014 *if* you use them fully. **The caution is in the contract and cost structure.**"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|ReviewTrackers", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "ReviewTrackers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "90-day cancellation windows.** Many of these require written notice 90 days before your annual term ends."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Ovatio", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Ovatio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look for tools that offer **month-to-month billing** (e.g., Ovatio, Grade.us, or Zonka Feedback) with flat pricing and no cancellation lock-in."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Grade.us", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Grade.us", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look for tools that offer **month-to-month billing** (e.g., Ovatio, Grade.us, or Zonka Feedback)"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Zonka Feedback", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Zonka Feedback", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for tools that offer **month-to-month billing** (e.g., Ovatio, Grade.us, or Zonka Feedback) with flat pricing and no cancellation lock-in."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Skool", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Skool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Tools like **Skool**, **Discord**, or **Slack** are great for engaging your existing superfans, but they are **not customer engagement platforms**"}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Discord", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Moderating a Discord server is a full-time job for a small business owner who should be selling."}, {"id": "mai-20260917-1657-smoke|c167-s6|deepseek-small|Slack", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Tools like **Skool**, **Discord**, or **Slack**... **No ownership of customer data.**"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|X (formerly Twitter)", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X (formerly Twitter)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reduced content moderation has made X highly volatile for brand safety ... minimize your time here"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|TikTok", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid TikTok unless you have a dedicated content creator"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Reddit", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Reddit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use Reddit strictly for social listening ... rather than direct marketing"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Threads", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Threads", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "do not dedicate active marketing hours here until they prove to have stable, monetizable traffic"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Bluesky", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Bluesky", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these newer or fragmented platforms often lack mature ad-targeting tools"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Mastodon", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mastodon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these newer or fragmented platforms often lack mature ad-targeting tools"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Salesforce Enterprise", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms."}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Adobe Experience Cloud", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Adobe Experience Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms."}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Marketo", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Marketo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise platforms."}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Keap", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Keap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Opt instead for small-business-first CRMs (such as Keap, ActiveCampaign, HubSpot Starter"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|ActiveCampaign", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Opt instead for small-business-first CRMs (such as Keap, ActiveCampaign, HubSpot Starter"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|HubSpot Starter", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Opt instead for small-business-first CRMs (such as Keap, ActiveCampaign, HubSpot Starter, or simpler niche tools)"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Discord", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "it requires 24/7 active moderation ... Do not launch a public chat community unless you have a dedicated staff member"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Slack", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "If you launch a public Discord or Slack group for your customers, it requires 24/7 active moderation"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|private Facebook groups", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "private Facebook groups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "opt for slower-paced, easier-to-manage platforms like private Facebook groups or email newsletters"}, {"id": "mai-20260917-1657-smoke|c167-s6|google-small|Google Business Profile", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Google Business Profile", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "better to have a highly active presence on one or two channels (like an optimized Google Business Profile and an engaged email list)"}, {"id": "mai-20260917-1657-smoke|c167-s6|meta-small|Salesforce", "prompt": "c167-s6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "various engagement platforms that small businesses should be cautious about or avoid. Some of the platforms mentioned include Salesforce"}, {"id": "mai-20260917-1657-smoke|c167-s6|meta-small|Zendesk", "prompt": "c167-s6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms mentioned include Salesforce, Zendesk, Hootsuite, Gong, and Snapchat"}, {"id": "mai-20260917-1657-smoke|c167-s6|meta-small|Hootsuite", "prompt": "c167-s6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms mentioned include Salesforce, Zendesk, Hootsuite, Gong, and Snapchat"}, {"id": "mai-20260917-1657-smoke|c167-s6|meta-small|Gong", "prompt": "c167-s6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms mentioned include Salesforce, Zendesk, Hootsuite, Gong, and Snapchat"}, {"id": "mai-20260917-1657-smoke|c167-s6|meta-small|Snapchat", "prompt": "c167-s6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "platforms mentioned include Salesforce, Zendesk, Hootsuite, Gong, and Snapchat"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Salesforce", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "prohibitively expensive for most small businesses"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Zendesk", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Can be a little complex, over-featured, and pricey for startups and smaller organizations"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Gong", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "too steep for startups and small businesses. It's designed for enterprise revenue teams."}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Outreach", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not suitable for most small businesses due to their complexity and pricing"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|SalesLoft", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "not suitable for most small businesses due to their complexity and pricing"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Snapchat", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Unless your target audience is bored teenagers, steer well clear."}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Hootsuite", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its downsides mainly affect small businesses and those on a budget"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Mailchimp", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "best for small businesses and email simplicity"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Klaviyo", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ideal for small-to-mid Shopify stores"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Less Annoying CRM", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "praised for simplicity and value"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Mixmax", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For sales engagement:\n- **Mixmax** (free, paid from $29/mo)"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Apollo.io", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Apollo.io** (free, paid from $49/mo)"}, {"id": "mai-20260917-1657-smoke|c167-s6|minimax-small|Lemlist", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Lemlist** ($39/mo)"}, {"id": "mai-20260917-1657-smoke|c167-s6|mistral-small|Snapchat", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Snapchat is often cited as not ideal for most businesses because it lacks robust business engagement tools"}, {"id": "mai-20260917-1657-smoke|c167-s6|mistral-small|Outreach", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Outreach and SalesLoft are powerful but designed for larger sales teams... overkill and potentially unaffordable for small businesses"}, {"id": "mai-20260917-1657-smoke|c167-s6|mistral-small|SalesLoft", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like Outreach and SalesLoft are powerful but designed for larger sales teams... overkill and potentially unaffordable for small businesses"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|SMM Panels (Social Media Marketing Panels)", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SMM Panels (Social Media Marketing Panels)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These services sell fake followers, likes, and engagement in bulk. **Why avoid:**"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Bark.com", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Bark.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple reports flag this as problematic"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|\"Buy Follower\" Services (Instagram, TikTok, etc.)", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "\"Buy Follower\" Services (Instagram, TikTok, etc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Deliver fake accounts that don't engage"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Angi (formerly Angie's List) / HomeAdvisor", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Angi (formerly Angie's List) / HomeAdvisor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Negative ROI** reported consistently"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Thumbtack", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Thumbtack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**926 BBB complaints** in 3 years"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Yelp Advertising", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Yelp Advertising", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Fake negative reviews** and disappearing positive reviews reported"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Groupon / LivingSocial", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Groupon / LivingSocial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**50% revenue cut** to the platform"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Fiverr", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Race to the bottom** pricing"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|HubSpot", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Headline prices ($50-200/month) balloon to **3-5x actual costs**"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Salesforce for Small Business", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce for Small Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Over-engineered for most small business needs"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Google Business Profile", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Google Business Profile", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Google Business Profile** (free), local SEO, referral networks"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Zoho", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**HubSpot free tier**, **Zoho**, **Notion**, **Airtable**"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Notion", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**HubSpot free tier**, **Zoho**, **Notion**, **Airtable**"}, {"id": "mai-20260917-1657-smoke|c167-s6|moonshot-small|Airtable", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**HubSpot free tier**, **Zoho**, **Notion**, **Airtable**"}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Snapchat", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Low engagement tracking (no reshares or views), audience skews young (teens/Gen Z), limited business tools."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Pinterest", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Pinterest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Requires heavy time investment in boards/pins for traction; low immediate sales"}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|X (formerly Twitter)", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X (formerly Twitter)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Chaotic environment, PR risks (viral backlash), declining ad trust/engagement for brands, low conversion for SMBs."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|TikTok", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High ad costs ($10 CPM, $500 min campaigns), video-only format limits content types"}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|LinkedIn (for non-B2B)", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "LinkedIn (for non-B2B)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very high ad CPC (£4–£10), B2B-focused; low ROI for B2C or local services."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Facebook/Instagram", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook/Instagram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focus on 1-2 platforms like Facebook/Instagram (broad reach, low CPC) or Google/YouTube first."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Google/YouTube", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Google/YouTube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focus on 1-2 platforms like Facebook/Instagram (broad reach, low CPC) or Google/YouTube first."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Outreach", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-grade ones: $100+/user/month + annual contracts, complex setup, overkill for <20 reps."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|SalesLoft", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise-grade ones: $100+/user/month + annual contracts, complex setup, overkill for <20 reps."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|HubSpot", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Better alternatives: Free/low-cost like HubSpot, Mixmax ($29/user), or Apollo.io for SMBs."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Mixmax", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Free/low-cost like HubSpot, Mixmax ($29/user), or Apollo.io for SMBs."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Apollo.io", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Free/low-cost like HubSpot, Mixmax ($29/user), or Apollo.io for SMBs."}, {"id": "mai-20260917-1657-smoke|c167-s6|xai-small|Salesforce", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid or be cautious: High setup/customization costs, steep learning curves, low adoption"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|Snapchat", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid for Most Small Businesses ... **Snapchat** - **Why avoid it:** No visibility into engagement"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|Twitter (X)", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Twitter (X)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid it:** Toxic environment with reduced content moderation; PR risk associated with the platform and its owner"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|Discord", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid it:** Not designed for professional business environments ... Compliance and security risks"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|Slack", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Better alternatives:** Slack, Microsoft Teams, or specialized business communication tools"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|Microsoft Teams", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better alternatives:** Slack, Microsoft Teams, or specialized business communication tools"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|LinkedIn", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to Use with Caution ... May not provide good ROI for small businesses outside B2B industries"}, {"id": "mai-20260917-1657-smoke|c167-s6|zai-small|Instagram", "prompt": "c167-s6", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Highly competitive with declining organic reach ... requires significant effort and often budget"}, {"id": "mai-20260917-1657-smoke|c181-l1|alibaba-small|Docebo", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo (Best Overall for Scalability & AI) ... widely considered the gold standard for modern enterprises"}, {"id": "mai-20260917-1657-smoke|c181-l1|alibaba-small|Absorb LMS", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb LMS (Best All-Rounder) ... balances ease-of-use with powerful enterprise features"}, {"id": "mai-20260917-1657-smoke|c181-l1|alibaba-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cornerstone** if compliance and HR integration are your primary drivers."}, {"id": "mai-20260917-1657-smoke|c181-l1|alibaba-small|Litmos", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Litmos (Best for Speed and Sales Training)"}, {"id": "mai-20260917-1657-smoke|c181-l1|alibaba-small|Workday Learning", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Limited learning features compared to standalone LMSs; difficult to migrate away from later."}, {"id": "mai-20260917-1657-smoke|c181-l1|anthropic-small|Brightspace", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Brightspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Brightspace is designed for enterprise organizations that need to manage complex training requirements across roles, teams and geographies"}, {"id": "mai-20260917-1657-smoke|c181-l1|anthropic-small|Docebo", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Docebo is a cloud-based enterprise LMS platform built around AI-driven personalization"}, {"id": "mai-20260917-1657-smoke|c181-l1|anthropic-small|Absorb LMS", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS reduces the manual overhead of compliance management"}, {"id": "mai-20260917-1657-smoke|c181-l1|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cornerstone OnDemand is built for large enterprises that want to tightly align training with performance management"}, {"id": "mai-20260917-1657-smoke|c181-l1|anthropic-small|Totara", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Totara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Totara is recommended especially for mid-sized and enterprise organizations"}, {"id": "mai-20260917-1657-smoke|c181-l1|challenger-small|Docebo", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to name one **default best choice**, I'd pick **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-l1|challenger-small|Absorb LMS", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a strong business-focused LMS with solid reporting and broad corporate training use cases"}, {"id": "mai-20260917-1657-smoke|c181-l1|challenger-small|Intellum", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for the most complex enterprise requirements, especially extended enterprise programs"}, {"id": "mai-20260917-1657-smoke|c181-l1|challenger-small|Continu", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a modern enterprise platform that centralizes employee, customer, and partner training"}, {"id": "mai-20260917-1657-smoke|c181-l1|challenger-small|Litmos", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good for enterprise compliance and training at scale"}, {"id": "mai-20260917-1657-smoke|c181-l1|challenger-small|360Learning", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong if collaborative learning and employee-led content creation matter"}, {"id": "mai-20260917-1657-smoke|c181-l1|deepseek-small|Docebo", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** is the most frequently recommended dedicated enterprise LMS"}, {"id": "mai-20260917-1657-smoke|c181-l1|deepseek-small|Cornerstone", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want learning integrated into your HR/talent suite, go with **Cornerstone**"}, {"id": "mai-20260917-1657-smoke|c181-l1|deepseek-small|360Learning", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collaborative / peer learning"}, {"id": "mai-20260917-1657-smoke|c181-l1|deepseek-small|Absorb LMS", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often praised as a strong, flexible all-rounder for enterprise."}, {"id": "mai-20260917-1657-smoke|c181-l1|google-small|Docebo", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo: Best Overall for AI-Powered Scaling & Extended Enterprise"}, {"id": "mai-20260917-1657-smoke|c181-l1|google-small|Cornerstone OnDemand (Cornerstone Galaxy)", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand (Cornerstone Galaxy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strict Compliance & Talent Management"}, {"id": "mai-20260917-1657-smoke|c181-l1|google-small|Absorb LMS", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for User Experience & AI-Driven Administration"}, {"id": "mai-20260917-1657-smoke|c181-l1|google-small|LearnUpon", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Segmented Multi-Portal Management"}, {"id": "mai-20260917-1657-smoke|c181-l1|google-small|SAP Litmos", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Sales Enablement & Rapid Deployment"}, {"id": "mai-20260917-1657-smoke|c181-l1|meta-small|Continu", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for an enterprise B2B company is Continu"}, {"id": "mai-20260917-1657-smoke|c181-l1|meta-small|LearnWorlds", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include LearnWorlds, D2L, Docebo, and Thinkific."}, {"id": "mai-20260917-1657-smoke|c181-l1|meta-small|D2L", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "D2L", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include LearnWorlds, D2L, Docebo, and Thinkific."}, {"id": "mai-20260917-1657-smoke|c181-l1|meta-small|Docebo", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include LearnWorlds, D2L, Docebo, and Thinkific."}, {"id": "mai-20260917-1657-smoke|c181-l1|meta-small|Thinkific", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other top contenders include LearnWorlds, D2L, Docebo, and Thinkific."}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|Continu", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Continu**\n- Particularly well-suited for enterprise teams"}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|Docebo", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for enterprise-level training over long periods"}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|TalentLMS", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated on G2"}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|SAP SuccessFactors LMS", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP SuccessFactors LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. Other Notable Options:**\n- SAP SuccessFactors LMS"}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other Notable Options:\n- Cornerstone OnDemand"}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|Workday Learning", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other Notable Options:\n- Workday Learning"}, {"id": "mai-20260917-1657-smoke|c181-l1|minimax-small|Oracle Taleo", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Oracle Taleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other Notable Options:\n- Oracle Taleo"}, {"id": "mai-20260917-1657-smoke|c181-l1|mistral-small|Continu", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best LMS for employee training in an enterprise B2B company is **Continu**"}, {"id": "mai-20260917-1657-smoke|c181-l1|mistral-small|Absorb LMS", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for business, with an easy-to-use interface"}, {"id": "mai-20260917-1657-smoke|c181-l1|mistral-small|Docebo", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for corporate training, with over 400 integrations"}, {"id": "mai-20260917-1657-smoke|c181-l1|mistral-small|TalentLMS", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for easy LMS setup and affordability."}, {"id": "mai-20260917-1657-smoke|c181-l1|mistral-small|Intellum", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for customer, partner, and employee training on one platform."}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|Docebo", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** is consistently rated as the top standalone enterprise LMS"}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|Workday Learning", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you already use Workday HCM... but it's a module rather than a deep specialized platform"}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for enterprises already using SAP"}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remains a leader for large global enterprises, particularly those with heavy compliance requirements"}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|SAP Litmos", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for large, distributed workforces and franchises"}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|Continu", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Frequently cited as the best for centralizing employee, customer, and partner training in one platform"}, {"id": "mai-20260917-1657-smoke|c181-l1|moonshot-small|Absorb LMS", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deep customization** | **Absorb LMS**"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|Docebo", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for enterprise B2B:** **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|Absorb LMS", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest default pick is usually **Docebo or Absorb LMS**"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|Rippling", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want an all-in-one HR/workforce stack:** **Rippling**"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|Cornerstone", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need deep enterprise learning/compliance breadth:** **Cornerstone**"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|TalentLMS", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually better as a cost-effective enterprise choice than the top \"best-in-class\" option for very large, complex deployments"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|360Learning", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "place **Absorb LMS, Docebo, 360Learning, Rippling, and Litmos** among the strongest options"}, {"id": "mai-20260917-1657-smoke|c181-l1|openai-small|Litmos", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "place **Absorb LMS, Docebo, 360Learning, Rippling, and Litmos** among the strongest options"}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|Absorb LMS", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest user satisfaction (98/100 on G2); AI-powered... #1 on G2 for corporate LMS."}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|Docebo", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-driven personalization, modular apps, skills mapping; Forrester/ Gartner-recognized"}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep HR/talent integration (performance, succession); skills tools; top for regulated industries."}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|360Learning", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaborative/peer-led learning; Forrester Wave mention"}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|SAP Litmos", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compliance/gamification; quick setup; strong for certifications."}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|Continu", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "high marks for Continu (modern/Slack-integrated) but less proven at massive scale"}, {"id": "mai-20260917-1657-smoke|c181-l1|xai-small|Adobe Learning Manager", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders include Adobe Learning Manager, Docebo, 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-l1|zai-small|Docebo", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises with complex needs: Docebo offers the most comprehensive AI-driven, multi-audience, and integration capabilities."}, {"id": "mai-20260917-1657-smoke|c181-l1|zai-small|Absorb LMS", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For companies focused on revenue from training: Absorb LMS provides built-in eCommerce and strong integrations."}, {"id": "mai-20260917-1657-smoke|c181-l1|zai-small|360Learning", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-market organizations valuing collaboration and ease of use: 360Learning delivers a user-friendly, peer-driven learning experience."}, {"id": "mai-20260917-1657-smoke|c181-l1|zai-small|TalentLMS", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For smaller teams needing quick setup and published pricing: TalentLMS or Workademy are solid choices."}, {"id": "mai-20260917-1657-smoke|c181-l1|zai-small|Workademy", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Workademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For smaller teams needing quick setup and published pricing: TalentLMS or Workademy are solid choices."}, {"id": "mai-20260917-1657-smoke|c181-l2|alibaba-small|Docebo", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Leader: Docebo"}, {"id": "mai-20260917-1657-smoke|c181-l2|alibaba-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is expensive, can be difficult to implement (long sales cycles), and is \"bloated\""}, {"id": "mai-20260917-1657-smoke|c181-l2|alibaba-small|Absorb LMS", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with a demo request for **Docebo** and **Absorb**."}, {"id": "mai-20260917-1657-smoke|c181-l2|alibaba-small|SAP SuccessFactors", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you use **SAP**, look at SAP SuccessFactors."}, {"id": "mai-20260917-1657-smoke|c181-l2|alibaba-small|Workday Learning", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you use **Workday**, look at Workday Learning."}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cornerstone OnDemand** - Known for enterprise-scale, talent management integration"}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|SAP SuccessFactors", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP SuccessFactors** - Strong for companies already in SAP ecosystem"}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|Workday Learning", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday Learning** - Integrates with Workday HCM"}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|Docebo", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Docebo** - AI-powered, scalable, good for global companies"}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|Canvas LMS", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Canvas LMS** - Flexible, strong community, customizable"}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|Moodle", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Moodle** - Open-source, highly customizable, lower cost"}, {"id": "mai-20260917-1657-smoke|c181-l2|anthropic-small|Blackboard Learn", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Blackboard Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Blackboard Learn** - Enterprise-focused with strong support"}, {"id": "mai-20260917-1657-smoke|c181-l2|challenger-small|Docebo", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Docebo** as the default first choice"}, {"id": "mai-20260917-1657-smoke|c181-l2|challenger-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone OnDemand** ... as strong alternatives if you have especially complex compliance, HR integration"}, {"id": "mai-20260917-1657-smoke|c181-l2|challenger-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors Learning** if your company already runs on SAP"}, {"id": "mai-20260917-1657-smoke|c181-l2|challenger-small|Absorb LMS", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absorb LMS** if you want another enterprise-grade option that is commonly recommended for **large corporations**"}, {"id": "mai-20260917-1657-smoke|c181-l2|deepseek-small|Docebo", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-l2|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your company is **heavily regulated or compliance-driven**"}, {"id": "mai-20260917-1657-smoke|c181-l2|deepseek-small|Absorb LMS", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An excellent broad-use enterprise option with a clean admin interface"}, {"id": "mai-20260917-1657-smoke|c181-l2|deepseek-small|SAP Litmos", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A fast, reliable choice if quick compliance and onboarding deployment is your priority"}, {"id": "mai-20260917-1657-smoke|c181-l2|deepseek-small|UKG Pro", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worth considering if your company already runs on UKG/HR software"}, {"id": "mai-20260917-1657-smoke|c181-l2|google-small|Docebo", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo (Best Overall for B2B & Extended Enterprise)"}, {"id": "mai-20260917-1657-smoke|c181-l2|google-small|Cornerstone Galaxy", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone Galaxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cornerstone Galaxy (Best for Massive Scale & Deep Compliance)"}, {"id": "mai-20260917-1657-smoke|c181-l2|google-small|Absorb LMS", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS is highly recommended for organizations looking to prioritize ease of use"}, {"id": "mai-20260917-1657-smoke|c181-l2|google-small|Adobe Learning Manager", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adobe Learning Manager (Best for Embedded Customer Education)"}, {"id": "mai-20260917-1657-smoke|c181-l2|meta-small|ProProfs Training Maker", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best learning management system for a large B2B company with thousands of employees would be ProProfs Training Maker, Docebo, Litmos, Absorb LMS, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c181-l2|meta-small|Docebo", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be ProProfs Training Maker, Docebo, Litmos, Absorb LMS, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c181-l2|meta-small|Litmos", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be ProProfs Training Maker, Docebo, Litmos, Absorb LMS, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c181-l2|meta-small|Absorb LMS", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "would be ProProfs Training Maker, Docebo, Litmos, Absorb LMS, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c181-l2|meta-small|UKG Pro", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "would be ProProfs Training Maker, Docebo, Litmos, Absorb LMS, or UKG Pro"}, {"id": "mai-20260917-1657-smoke|c181-l2|minimax-small|Docebo", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation would be **Docebo** or **Absorb LMS** for a large B2B company"}, {"id": "mai-20260917-1657-smoke|c181-l2|minimax-small|Absorb LMS", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top recommendation would be **Docebo** or **Absorb LMS** for a large B2B company"}, {"id": "mai-20260917-1657-smoke|c181-l2|minimax-small|UKG Pro", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large enterprises - Deep integration of learning with performance, career paths, and workforce planning"}, {"id": "mai-20260917-1657-smoke|c181-l2|minimax-small|Litmos", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for gamification and compliance certification management"}, {"id": "mai-20260917-1657-smoke|c181-l2|minimax-small|Axonify", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Axonify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for frontline enablement"}, {"id": "mai-20260917-1657-smoke|c181-l2|mistral-small|Docebo", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a more modern, AI-driven platform with strong external training capabilities, **Docebo** is an excellent choice."}, {"id": "mai-20260917-1657-smoke|c181-l2|mistral-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your B2B company already uses SAP for HR, **SAP SuccessFactors Learning** is a natural fit"}, {"id": "mai-20260917-1657-smoke|c181-l2|mistral-small|Cornerstone Learning", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Absorb LMS** and **Cornerstone** are also strong alternatives"}, {"id": "mai-20260917-1657-smoke|c181-l2|mistral-small|Absorb LMS", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absorb LMS** and **Cornerstone** are also strong alternatives"}, {"id": "mai-20260917-1657-smoke|c181-l2|mistral-small|TalentLMS", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A flexible, cloud-based LMS that can scale to thousands of users"}, {"id": "mai-20260917-1657-smoke|c181-l2|mistral-small|360Learning", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on collaborative learning and is well-suited for B2B companies"}, {"id": "mai-20260917-1657-smoke|c181-l2|moonshot-small|Docebo", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies with thousands of employees, I'd recommend Docebo"}, {"id": "mai-20260917-1657-smoke|c181-l2|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "However, choose Cornerstone if: You're in a heavily regulated industry"}, {"id": "mai-20260917-1657-smoke|c181-l2|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP SuccessFactors if: You're already invested in the SAP ecosystem"}, {"id": "mai-20260917-1657-smoke|c181-l2|openai-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **SAP SuccessFactors Learning** as the first system to evaluate."}, {"id": "mai-20260917-1657-smoke|c181-l2|openai-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a strong fit for enterprise talent + learning programs"}, {"id": "mai-20260917-1657-smoke|c181-l2|openai-small|Docebo", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often attractive if you care a lot about modern UX, AI-assisted learning, and extended enterprise training"}, {"id": "mai-20260917-1657-smoke|c181-l2|openai-small|Absorb LMS", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid enterprise LMS candidate, especially for ease of administration"}, {"id": "mai-20260917-1657-smoke|c181-l2|xai-small|Docebo", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Docebo as a top choice for a learning management system (LMS)."}, {"id": "mai-20260917-1657-smoke|c181-l2|xai-small|Absorb LMS", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ease of use & quick setup"}, {"id": "mai-20260917-1657-smoke|c181-l2|xai-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrated talent management"}, {"id": "mai-20260917-1657-smoke|c181-l2|xai-small|360Learning", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaborative & rapid content creation"}, {"id": "mai-20260917-1657-smoke|c181-l2|xai-small|SAP Litmos", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compliance & fast deployment"}, {"id": "mai-20260917-1657-smoke|c181-l2|xai-small|Intellum", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "B2B partner training? Docebo or Intellum (used by Google/Meta)."}, {"id": "mai-20260917-1657-smoke|c181-l2|zai-small|Docebo", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** or **Cornerstone OnDemand** are the safest bets due to proven enterprise scale"}, {"id": "mai-20260917-1657-smoke|c181-l2|zai-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Docebo** or **Cornerstone OnDemand** are the safest bets"}, {"id": "mai-20260917-1657-smoke|c181-l2|zai-small|Absorb LMS", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** or **Absorb LMS** provide robust auditing and regulatory features"}, {"id": "mai-20260917-1657-smoke|c181-l2|zai-small|360Learning", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prioritize collaborative content creation: **360Learning** offers a strong, user-friendly experience"}, {"id": "mai-20260917-1657-smoke|c181-l2|zai-small|LearnUpon", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If compliance and reporting are critical: **LearnUpon**"}, {"id": "mai-20260917-1657-smoke|c181-l2|zai-small|Intellum", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Intellum – Best for Multi-Audience Scale"}, {"id": "mai-20260917-1657-smoke|c181-l3|alibaba-small|Cornerstone OnDemand (Cornerstone Learn)", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand (Cornerstone Learn)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unmatched integration between *learning* and *talent*... this is the industry leader."}, {"id": "mai-20260917-1657-smoke|c181-l3|alibaba-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Global enterprises already invested in the SAP software stack"}, {"id": "mai-20260917-1657-smoke|c181-l3|alibaba-small|Docebo", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A standalone LMS that functions more like a \"Skills Intelligence\" engine."}, {"id": "mai-20260917-1657-smoke|c181-l3|alibaba-small|Absorb LMS", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Core Philosophy: Usability and flexibility."}, {"id": "mai-20260917-1657-smoke|c181-l3|alibaba-small|LearnUpon", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Extremely fast time-to-value; often described as the easiest enterprise system to set up."}, {"id": "mai-20260917-1657-smoke|c181-l3|alibaba-small|CYPHER Learning", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specifically architected for highly decentralized organizations"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Intellum", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most prominent enterprise LMS platforms include Intellum, Docebo, Absorb LMS, Cornerstone OnDemand, Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Docebo", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The most prominent enterprise LMS platforms include Intellum, Docebo, Absorb LMS..."}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Absorb LMS", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS is a good fit for enterprises with distributed teams and complex training needs"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cornerstone OnDemand combines learning with broader talent management including performance and succession planning"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Litmos", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Litmos is a modern enterprise learning management system focused on speed, simplicity, and scale"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|360Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Intellum, Docebo, Absorb LMS, Cornerstone OnDemand, Litmos, 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Moodle Workplace", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Skilljar", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Thought Industries", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|SumTotal", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SumTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SumTotal's depth in compliance certification tracking outweighs more general-purpose platforms, particularly for manufacturing, healthcare, or government"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|Workday Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Workday Learning and SAP SuccessFactors Learning both offer meaningfully faster implementation when you're already on that ecosystem"}, {"id": "mai-20260917-1657-smoke|c181-l3|anthropic-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Workday Learning and SAP SuccessFactors Learning both offer meaningfully faster implementation"}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Docebo", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Docebo** if you want AI-driven automation, personalization, and a platform that scales across employees and external audiences."}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cornerstone OnDemand** if learning must connect tightly with talent management, skills, and internal mobility."}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Absorb LMS", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Absorb LMS** if you want a broad, enterprise-ready LMS with strong usability"}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|360Learning", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose 360Learning** if your training model depends on subject-matter experts"}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|SAP Litmos", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose SAP Litmos** if speed of rollout and compliance-centric training matter most."}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|LearnUpon", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose LearnUpon** if you need a balanced platform for both employees and external learners."}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Intellum", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Three audiences in one instance and event-streaming architecture"}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Skilljar", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Skilljar or Thought Industries** if the primary goal is a customer education academy"}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Thought Industries", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Skilljar or Thought Industries** if the primary goal is a customer education academy or monetized learning business."}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|Moodle Workplace", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Moodle Workplace** if customization and local control matter more"}, {"id": "mai-20260917-1657-smoke|c181-l3|challenger-small|SAP SuccessFactors/Workday-style suite offerings", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors/Workday-style suite offerings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "tie closely to HR systems, such as **Cornerstone OnDemand** and **SAP SuccessFactors/Workday-style suite offerings**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Docebo", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best dedicated learning platform with advanced AI | **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One system for learning + performance + recruiting + succession | **Cornerstone**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless learning integrated into your SAP HR stack"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Workday Learning", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless learning integrated into Workday HR | **Workday Learning**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Adobe Learning Manager", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Media-rich corporate content powered by Adobe ecosystem | **Adobe Learning Manager**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Oracle Learning", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Oracle Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Learning module within Oracle's broader HCM/Fusion suite"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Absorb LMS", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fully-featured enterprise LMS with strong customization"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Moodle Workplace", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost-effective, highly customizable open-source foundation | **Moodle Workplace**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Saba Cloud", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Saba Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong customer/partner training with branded portals | **Skilljar** or **Saba**"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Skilljar", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Extended enterprise (customer/partner training):** Skilljar, Thought Industries, Saba"}, {"id": "mai-20260917-1657-smoke|c181-l3|deepseek-small|Thought Industries", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Skilljar, Thought Industries, Saba \\u2014 designed for training customers, partners"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Docebo", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** or **Absorb LMS** are the top contenders."}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Cornerstone OnDemand (Cornerstone Galaxy)", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand (Cornerstone Galaxy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Cornerstone** or your existing ERP's native learning module"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Absorb LMS", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Docebo** or **Absorb LMS** are the top contenders."}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Intellum", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are scaling massive customer training... choose **Intellum**"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|360Learning", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **360Learning** to crowdsource the work"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Moodle Workplace", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Highly technical enterprises that demand absolute control over their code"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Workday Learning", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "your existing ERP's native learning module (like Workday Learning or SAP SuccessFactors)"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|Skilljar", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a specialized customer LMS like **Skilljar**"}, {"id": "mai-20260917-1657-smoke|c181-l3|google-small|SAP SuccessFactors", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "native learning module (like Workday Learning or SAP SuccessFactors)"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Intellum", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Intellum is best for multi-audience, growth-focused training"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Docebo", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Docebo is suitable for internal training and modular add-ons"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Absorb LMS", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top LMS platforms include Intellum, Docebo, Absorb LMS"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone OnDemand, Litmos, 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Litmos", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cornerstone OnDemand, Litmos, 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|360Learning", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cornerstone OnDemand, Litmos, 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Moodle Workplace", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Skilljar", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|meta-small|Thought Industries", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|Docebo", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** - Best Overall Enterprise LMS"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Compliance & Governance"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for HR-Suite Integration"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|Absorb LMS", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scalable Admin & Reporting"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|LearnUpon", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Extended Enterprise"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|Workday Learning", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-based learning management native to Workday HCM"}, {"id": "mai-20260917-1657-smoke|c181-l3|minimax-small|Moodle Workplace", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Open-Source Option"}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|CYPHER Learning", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the top pick for enterprises due to its comprehensive features and competitive pricing."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|Docebo", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for AI-driven content recommendations, modular app marketplace, and strong analytics."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|Absorb LMS", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a broad set of use cases, fully responsive interface, and is highly scalable."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for large, regulated enterprises"}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|360Learning", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on collaborative learning and knowledge sharing"}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|TalentLMS", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Supports rapid deployment, compliance alerts, and offline learning."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong in compliance and skills management, often used in global enterprises."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|Moodle Workplace", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Open-source option with robust features for digital, classroom, blended, and mobile learning."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|Litmos", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known for quick setup and compliance-focused features."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|Intellum", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Supports employee, customer, and partner education from a single system"}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|imc Learning Suite", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "imc Learning Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Docebo and imc Learning Suite offer headless LMS capabilities for custom UI and deep integrations."}, {"id": "mai-20260917-1657-smoke|c181-l3|mistral-small|GoSkills", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some, like TalentLMS and GoSkills, offer free plans or trials for smaller teams."}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Cornerstone or SAP** if you need learning tightly integrated with performance management and HR data"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Cornerstone or SAP** if you need learning tightly integrated with performance management and HR data"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|Workday Learning", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For | Organizations already using Workday HCM ... Trade-off | Limited value as standalone LMS"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|Docebo", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Docebo** if you want AI-driven personalization with modular extensibility"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|Absorb LMS", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Absorb** if user experience and broad flexibility are priorities"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|SAP Litmos", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Litmos** if you need to deploy compliance training quickly"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|360Learning", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose 360Learning** if your strategy relies on internal experts creating knowledge"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|Moodle Workplace", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Moodle Workplace** if you value open-source control and customization"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|Intellum", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Intellum** if you're training employees, customers, and partners simultaneously at scale"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|LearnUpon", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Multi-Audience** | Intellum, Docebo, LearnUpon"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|TalentLMS", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Pricing Transparency** | TalentLMS, iSpring Learn | Lower-tier options"}, {"id": "mai-20260917-1657-smoke|c181-l3|moonshot-small|iSpring Learn", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Pricing Transparency** | TalentLMS, iSpring Learn | Lower-tier options"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: **large enterprises** that want learning tied tightly to **talent management, performance, succession, and compliance**."}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Docebo", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: organizations that want **AI-driven learning**, strong **automation**, and **extended enterprise** training"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Absorb LMS", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "companies that want an enterprise LMS with a **cleaner admin experience**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for organizations already standardized on SAP HCM/HR workflows"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|SAP Litmos", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Litmos**: often chosen for **ease of use**, faster deployment"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|360Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: organizations emphasizing **collaborative learning**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Workday Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: companies already on **Workday HCM**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Moodle Workplace", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "organizations that want **enterprise features with more flexibility and openness**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|LearnUpon", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: **customer education, partner training, and extended enterprise**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Skilljar", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: **customer education, partner training, and extended enterprise**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Thought Industries", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: **customer education, partner training, and extended enterprise**"}, {"id": "mai-20260917-1657-smoke|c181-l3|openai-small|Intellum", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: **customer education, partner training, and extended enterprise**"}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|Docebo", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo**: Often ranked as a top overall choice for its AI-driven features."}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|Cornerstone OnDemand (now Cornerstone Learning)", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand (now Cornerstone Learning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader for large, regulated enterprises."}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations using SAP HCM suites."}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|Absorb LMS", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Praised for admin ease and fast deployment."}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|CYPHER Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong value with comprehensive features."}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|360Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned**: 360Learning (collaborative learning)"}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|Litmos", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Litmos (SAP-owned, partner training)"}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|D2L Brightspace", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "D2L Brightspace, and Workday Learning (for Workday users)"}, {"id": "mai-20260917-1657-smoke|c181-l3|xai-small|Workday Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workday Learning (for Workday users)"}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large, global enterprises that want learning integrated with performance, recruiting, and succession planning."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprises already on SAP HCM/SuccessFactors who need a unified talent platform."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Workday Learning", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Organizations already running Workday HCM who want an AI‑powered learning module."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Darwinbox / IBM Kenexa / Other Suite LMS", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Darwinbox / IBM Kenexa / Other Suite LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large‑scale enterprises requiring a single HR platform with built‑in learning."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Docebo", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI‑native (Skills Intelligence, AI authoring, adaptive paths); strong reporting/analytics"}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Absorb LMS", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broad‑enterprise use with a responsive learner experience and strong integrations."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|SAP Litmos", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly regulated, compliance‑heavy environments (e.g., manufacturing, life sciences)."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|360Learning", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Collaborative learning and knowledge sharing across teams."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Intellum", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Multi‑audience (internal, customer, partner) with growth‑focused training."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Moodle Workplace", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Organizations that want control, customization, and open‑source flexibility."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|TalentLMS", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "not ideal for very large, highly regulated deployments"}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Sana Learn", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Sana Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI‑native, future‑proof enterprise learning."}, {"id": "mai-20260917-1657-smoke|c181-l3|zai-small|Canvas", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Flexible enterprise and professional learning with strong integration ecosystem."}, {"id": "mai-20260917-1657-smoke|c181-l4|alibaba-small|LifterLMS", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LifterLMS** is the top recommendation for this specific scenario."}, {"id": "mai-20260917-1657-smoke|c181-l4|alibaba-small|Docebo", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rely on a **MAU (Monthly Active User)** pricing model... Requires negotiation; hard to predict long-term"}, {"id": "mai-20260917-1657-smoke|c181-l4|alibaba-small|Absorb LMS", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most major enterprise platforms (such as **Docebo**, **Absorb LMS**, or **Cornerstone**) rely on a **MAU (Monthly Active User)** pricing model."}, {"id": "mai-20260917-1657-smoke|c181-l4|alibaba-small|Cornerstone", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most major enterprise platforms (such as **Docebo**, **Absorb LMS**, or **Cornerstone**) rely on a **MAU (Monthly Active User)** pricing model."}, {"id": "mai-20260917-1657-smoke|c181-l4|anthropic-small|Docebo", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo provides enterprise-level scalability, supporting thousands of users without performance limits, with tiered pricing model that ensures flexibility"}, {"id": "mai-20260917-1657-smoke|c181-l4|anthropic-small|Absorb LMS", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb LMS offers enterprise-grade reliability and flexibility while remaining user-friendly"}, {"id": "mai-20260917-1657-smoke|c181-l4|anthropic-small|LearnUpon LMS", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnUpon LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "license-based LMSs such as LearnUpon can offer unlimited users"}, {"id": "mai-20260917-1657-smoke|c181-l4|anthropic-small|Moodle", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source platforms like Moodle and license-based LMSs such as LearnUpon can offer unlimited users."}, {"id": "mai-20260917-1657-smoke|c181-l4|challenger-small|LifterLMS", "prompt": "c181-l4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **LifterLMS** if you want **flat, predictable licensing**"}, {"id": "mai-20260917-1657-smoke|c181-l4|challenger-small|Absorb LMS", "prompt": "c181-l4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for large enterprise feature depth:** **Absorb LMS**"}, {"id": "mai-20260917-1657-smoke|c181-l4|challenger-small|Docebo", "prompt": "c181-l4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for AI-driven enterprise learning at scale:** **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-l4|deepseek-small|LifterLMS", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LifterLMS is the best fit—it's the only major platform that guarantees the software cost stays fixed"}, {"id": "mai-20260917-1657-smoke|c181-l4|deepseek-small|Workademy", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Workademy (Tiered Flat-Rate)**"}, {"id": "mai-20260917-1657-smoke|c181-l4|deepseek-small|TalentLMS", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid these pricing models... **Pay-per-active-user** (e.g., TalentLMS Enterprise)"}, {"id": "mai-20260917-1657-smoke|c181-l4|deepseek-small|Docebo", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Per-registered-user models (e.g., typical Docebo, Cornerstone contracts)—costs spike"}, {"id": "mai-20260917-1657-smoke|c181-l4|deepseek-small|Cornerstone", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "requires strong negotiation and typically $100k+"}, {"id": "mai-20260917-1657-smoke|c181-l4|deepseek-small|SAP SuccessFactors", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually **six figures annually** and requires a multi-year commitment"}, {"id": "mai-20260917-1657-smoke|c181-l4|google-small|Totara Learn", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Totara Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Totara Learn ... The Best for Absolute Predictability at Massive Scale"}, {"id": "mai-20260917-1657-smoke|c181-l4|google-small|Absorb LMS", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Pick: Absorb LMS ... The Best for \"Out-of-the-Box\" Modern Features"}, {"id": "mai-20260917-1657-smoke|c181-l4|google-small|LearnUpon", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative Option: LearnUpon. LearnUpon operates similarly but specializes in \"extended enterprise\" setups."}, {"id": "mai-20260917-1657-smoke|c181-l4|google-small|Workday Learning", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Picks: Workday Learning or SAP SuccessFactors ... The Best for Vendor Consolidation"}, {"id": "mai-20260917-1657-smoke|c181-l4|google-small|SAP SuccessFactors", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Picks: Workday Learning or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c181-l4|google-small|Docebo", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you decide to go with a SaaS provider like Absorb, Docebo, or LearnUpon"}, {"id": "mai-20260917-1657-smoke|c181-l4|meta-small|LifterLMS", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is LifterLMS, which runs on WordPress and uses a flat annual licensing model"}, {"id": "mai-20260917-1657-smoke|c181-l4|meta-small|Valamis", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Valamis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Valamis, Docebo, and Konstantly"}, {"id": "mai-20260917-1657-smoke|c181-l4|meta-small|Docebo", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Valamis, Docebo, and Konstantly"}, {"id": "mai-20260917-1657-smoke|c181-l4|meta-small|Konstantly", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Konstantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Valamis, Docebo, and Konstantly"}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|Workademy", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workademy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Transparent flat‑rate tiers ... All features, support, and storage are included; no per‑user surcharges."}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|TalentLMS", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Predictable once you set the cap – you know the most you’ll pay."}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|LifterLMS", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the platform is best for “mid‑size” deployments rather than very large enterprises"}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|LearnWorlds", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnWorlds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the tool is built more for course‑creation/marketing than for deep corporate L&D"}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|SAP SuccessFactors Learning", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you negotiate a fixed “unlimited‑seat” contract the cost is predictable; you get enterprise‑grade features"}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Typically per‑seat, but they will negotiate a flat‑annual‑fee for very large volumes"}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|Docebo", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Typically per‑seat, but they will negotiate a flat‑annual‑fee for very large volumes"}, {"id": "mai-20260917-1657-smoke|c181-l4|minimax-small|Blackboard", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Blackboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Typically per‑seat, but they will negotiate a flat‑annual‑fee for very large volumes"}, {"id": "mai-20260917-1657-smoke|c181-l4|mistral-small|LifterLMS", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable scaling and full ownership. It uses a flat annual license"}, {"id": "mai-20260917-1657-smoke|c181-l4|mistral-small|TechClass", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TechClass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LifterLMS (flat license) and TechClass (transparent per-user pricing) are the strongest choices"}, {"id": "mai-20260917-1657-smoke|c181-l4|mistral-small|Absorb LMS", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS is also a solid option if you prefer a managed enterprise solution with custom pricing."}, {"id": "mai-20260917-1657-smoke|c181-l4|mistral-small|Docebo", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Many enterprise LMS platforms (like Docebo, Cornerstone, or Valamis) use custom, often six-figure annual contracts"}, {"id": "mai-20260917-1657-smoke|c181-l4|mistral-small|Cornerstone", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Many enterprise LMS platforms (like Docebo, Cornerstone, or Valamis)"}, {"id": "mai-20260917-1657-smoke|c181-l4|mistral-small|Valamis", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Valamis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Many enterprise LMS platforms (like Docebo, Cornerstone, or Valamis)"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|LifterLMS (WordPress-based)", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS (WordPress-based)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **LifterLMS (WordPress-based)** ⭐ Best for Predictable Costs"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|Moodle (Self-Hosted)", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Self-hosted Moodle** if you have IT resources and want unlimited users with no licensing fees"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|TOPYX", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TOPYX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Set annual amount for unlimited users, courses, and features"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|Docebo", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Docebo or CYPHER Learning** if you need enterprise-grade SaaS with more transparent/active-user pricing models"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|Absorb LMS", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Absorb LMS** | ~$15,000–$20,000/year | Active learners (banded)"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|Cornerstone", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cornerstone** | Custom quote | Per-user or module-based"}, {"id": "mai-20260917-1657-smoke|c181-l4|moonshot-small|CYPHER Learning", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Docebo or CYPHER Learning** if you need enterprise-grade SaaS with more transparent/active-user pricing models"}, {"id": "mai-20260917-1657-smoke|c181-l4|openai-small|Docebo", "prompt": "c181-l4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise platform:** **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|LifterLMS", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LifterLMS stands out as the strongest option based on current pricing data"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|iSpring Learn", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SaaS ease with some scaling discounts: iSpring (transparent tiers up to enterprise)"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|Moodle", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy customization/compliance: Moodle Workplace (partner quote for predictability)"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|Docebo", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low (usage-based + add-ons) ... Expensive scaling"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|Cornerstone", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bundled extras inflate costs"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|SAP SuccessFactors Learning", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not standalone, high minimums"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|TalentLMS/360Learning", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS/360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not optimized for 10K+ scale"}, {"id": "mai-20260917-1657-smoke|c181-l4|xai-small|Workday", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise leaders (SAP, Workday) bundle into HCM suites"}, {"id": "mai-20260917-1657-smoke|c181-l4|zai-small|LifterLMS", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Absolute Cost Predictability: LifterLMS ... is the strongest choice."}, {"id": "mai-20260917-1657-smoke|c181-l4|zai-small|TalentLMS", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Standard Enterprise SaaS: TalentLMS"}, {"id": "mai-20260917-1657-smoke|c181-l4|zai-small|Docebo", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for High Volume & Fluctuation: Docebo"}, {"id": "mai-20260917-1657-smoke|c181-l4|zai-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid: Be wary of Cornerstone OnDemand or Workday Learning."}, {"id": "mai-20260917-1657-smoke|c181-l4|zai-small|Workday Learning", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid: Be wary of Cornerstone OnDemand or Workday Learning."}, {"id": "mai-20260917-1657-smoke|c181-l5|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compliance-heavy, regulated environments | Strongest compliance and governance depth; heavier implementation"}, {"id": "mai-20260917-1657-smoke|c181-l5|deepseek-small|Docebo", "prompt": "c181-l5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Skills-driven, extended enterprise | Strong AI features; flexible pricing tiers"}, {"id": "mai-20260917-1657-smoke|c181-l5|deepseek-small|SAP SuccessFactors Learning", "prompt": "c181-l5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're already on SAP HCM | Native integration"}, {"id": "mai-20260917-1657-smoke|c181-l5|deepseek-small|Workday Learning", "prompt": "c181-l5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're already on Workday HCM | Deep people-data integration"}, {"id": "mai-20260917-1657-smoke|c181-l5|deepseek-small|Absorb LMS", "prompt": "c181-l5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compliance-heavy, strong reporting/admin | 99.99% uptime SLA option; good for larger deployments"}, {"id": "mai-20260917-1657-smoke|c181-l5|deepseek-small|LearnUpon", "prompt": "c181-l5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Extended enterprise, mid-to-upper enterprise | Faster implementation"}, {"id": "mai-20260917-1657-smoke|c181-l5|google-small|Docebo", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo: One of the most popular enterprise LMS platforms. Excellent user experience, strong AI-driven personalization... robust enterprise-grade security and SOC 2 certifications."}, {"id": "mai-20260917-1657-smoke|c181-l5|google-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cornerstone is incredibly robust—though its UI can be denser and implementation times are longer."}, {"id": "mai-20260917-1657-smoke|c181-l5|google-small|Absorb LMS", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has excellent SCIM/SSO protocols, and is highly respected in procurement reviews"}, {"id": "mai-20260917-1657-smoke|c181-l5|google-small|LearnUpon", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly scalable option known for incredibly fast deployment times and top-tier customer support."}, {"id": "mai-20260917-1657-smoke|c181-l5|google-small|Workday Learning", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use Workday or SuccessFactors as your primary HCM, check if their native LMS add-on meets your functional needs."}, {"id": "mai-20260917-1657-smoke|c181-l5|meta-small|Absorb LMS", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some LMS options that might be worth considering based on the search results include:\n- Absorb LMS"}, {"id": "mai-20260917-1657-smoke|c181-l5|meta-small|LearnUpon", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- LearnUpon"}, {"id": "mai-20260917-1657-smoke|c181-l5|meta-small|Seismic Learning", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Seismic Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Seismic Learning"}, {"id": "mai-20260917-1657-smoke|c181-l5|meta-small|Coggno", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Coggno"}, {"id": "mai-20260917-1657-smoke|c181-l5|meta-small|LearnWorlds", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- LearnWorlds"}, {"id": "mai-20260917-1657-smoke|c181-l5|minimax-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SOC 2, strong compliance features, enterprise-grade"}, {"id": "mai-20260917-1657-smoke|c181-l5|minimax-small|Docebo", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI features, scalable, SOC 2"}, {"id": "mai-20260917-1657-smoke|c181-l5|minimax-small|LearnUpon", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong SSO/SCIM, multi-portal, SOC 2"}, {"id": "mai-20260917-1657-smoke|c181-l5|minimax-small|Absorb LMS", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong admin features, SOC 2"}, {"id": "mai-20260917-1657-smoke|c181-l5|minimax-small|SAP SuccessFactors", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using SAP HR stack"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top enterprise LMS platforms include:\n   - Cornerstone OnDemand"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|Docebo", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top enterprise LMS platforms include: ... Docebo"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|SAP Litmos", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top enterprise LMS platforms include: ... SAP Litmos"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|Absorb LMS", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top enterprise LMS platforms include: ... Absorb LMS"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|Bridge (by Instructure)", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Bridge (by Instructure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bridge (by Instructure)"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|Moodle Workplace", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Moodle Workplace (open-source, self-hosted option)"}, {"id": "mai-20260917-1657-smoke|c181-l5|mistral-small|360Learning", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "360Learning (collaborative LMS)"}, {"id": "mai-20260917-1657-smoke|c181-l5|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the leading options typically include:\n- **Cornerstone OnDemand** (full talent suite)"}, {"id": "mai-20260917-1657-smoke|c181-l5|moonshot-small|Docebo Enterprise", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Docebo Enterprise** (AI-assisted, flexible billing)"}, {"id": "mai-20260917-1657-smoke|c181-l5|moonshot-small|Workday Learning", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Learning** (if you already use Workday HCM)"}, {"id": "mai-20260917-1657-smoke|c181-l5|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP SuccessFactors Learning** (if already on SAP)"}, {"id": "mai-20260917-1657-smoke|c181-l5|moonshot-small|Adobe Learning Manager", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Adobe Learning Manager** (if in Adobe ecosystem)"}, {"id": "mai-20260917-1657-smoke|c181-l5|xai-small|Docebo", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Docebo | AI skills, deep integrations, multi-tenant| High scalability |"}, {"id": "mai-20260917-1657-smoke|c181-l5|xai-small|360Learning", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| 360Learning | Collaborative, SOC 2/ISO, HRIS sync | Peer learning focus |"}, {"id": "mai-20260917-1657-smoke|c181-l5|xai-small|CYPHER Learning", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| CYPHER Learning | AI personalization, full compliance stack| Tech-heavy orgs |"}, {"id": "mai-20260917-1657-smoke|c181-l5|xai-small|LearnUpon", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| LearnUpon | Portals per dept, SSO per portal | Extended enterprise |"}, {"id": "mai-20260917-1657-smoke|c181-l5|xai-small|Absorb LMS", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Absorb LMS | Compliance tracking, unlimited users | Upskilling |"}, {"id": "mai-20260917-1657-smoke|c181-l5|xai-small|WorkRamp", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "WorkRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| WorkRamp | Sales/customer training extensions | If partners involved |"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Cornerstone", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "While almost all major enterprise vendors (Cornerstone, Docebo, SAP, Workday) have their place"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Docebo", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "While almost all major enterprise vendors (Cornerstone, Docebo, SAP, Workday) have their place"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|SAP", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "In companies like Workday or SAP, the LMS is often treated as a secondary feature rather than a core competency."}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Workday", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should generally **avoid** buying just their LMS add-on module"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Teachable", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: \"Small Business\" or B2C-Centric Platforms ... basic tiers of **Teachable**"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Thinkific", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are often risky for enterprises for three main reasons"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Kajabi", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "marketed toward solopreneurs, course creators, or small online businesses (e.g., basic tiers of ... **Kajabi**"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|GetCourse", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "GetCourse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**GetCourse**). These are often risky for enterprises"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Oracle", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "like Workday, SAP SuccessFactors, or Oracle, you should generally **avoid** buying just their LMS add-on module"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Moodle ITIL-hosted", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle ITIL-hosted", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid: Legacy \"On-Premise\" Systems ... older versions of **Moodle ITIL-hosted**"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|Blackboard", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "You should avoid these today unless there is a strict regulatory reason"}, {"id": "mai-20260917-1657-smoke|c181-l6|alibaba-small|SumTotal", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**SumTotal**). You should avoid these today"}, {"id": "mai-20260917-1657-smoke|c181-l6|challenger-small|Canvas", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Education-first LMSs** such as **Canvas** and **Blackboard**, which are described as being mainly aimed at higher education rather than corporate enterprise training."}, {"id": "mai-20260917-1657-smoke|c181-l6|challenger-small|Blackboard", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Education-first LMSs** such as **Canvas** and **Blackboard**, which are described as being mainly aimed at higher education"}, {"id": "mai-20260917-1657-smoke|c181-l6|challenger-small|TalentLMS", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Lightweight or small-business-oriented LMSs** like **TalentLMS** when the organization needs deep compliance, complex workflows, or large-scale enterprise architecture"}, {"id": "mai-20260917-1657-smoke|c181-l6|challenger-small|Moodle", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Open-source/self-hosted systems** such as **Moodle** or **Moodle Workplace** unless you have strong internal technical resources"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|SAP SuccessFactors Learning (SFLM)", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors Learning (SFLM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Caution level: High — avoid unless you are already deeply locked into the SAP HCM ecosystem."}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with: Cornerstone (unless you have admin staff)"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Oracle Taleo Learn", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Oracle Taleo Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Caution level: High — avoid for new deployments."}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Moodle", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid: ... any self-hosted Moodle without a dedicated dev team"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Blackboard Learn", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Caution level: High — avoid for corporate learning."}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Litmos", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with: ... Litmos/SumTotal (check their latest acquisition status)"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|SumTotal", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "long-time users report stagnant feature development and poor mobile support"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Canvas", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "There is no compelling reason to choose Blackboard over Canvas, a modern LMS, or even Moodle."}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Docebo", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "The safest bets today (for scale) remain **Docebo**, **Absorb**, **360Learning**"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Absorb", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The safest bets today (for scale) remain **Docebo**, **Absorb**, **360Learning**"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|360Learning", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**360Learning** (for collaborative learning)"}, {"id": "mai-20260917-1657-smoke|c181-l6|deepseek-small|Saba", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "if you buy Saba's standalone platform, verify the roadmap"}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Teachable", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Creator-Focused or SMB-First Platforms ... Why to avoid ... fundamentally mismatched with the operational reality of a large enterprise."}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Thinkific", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: These platforms are fantastic for startups... However, they are fundamentally mismatched with the operational reality of a large enterprise."}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Kajabi", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: ... fundamentally mismatched with the operational reality of a large enterprise."}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Podia", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Podia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: ... fundamentally mismatched with the operational reality of a large enterprise."}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Trainual", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Trainual", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid: ... fundamentally mismatched with the operational reality of a large enterprise."}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Canvas (Instructure)", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher Education & K-12 (Academic) LMSs ... Why to be cautious: ... these platforms were engineered for classrooms"}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Blackboard", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: While exceptionally scalable, these platforms were engineered for classrooms, semesters, grading curves"}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Moodle", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "standard Moodle ... Why to be cautious ... engineered for classrooms"}, {"id": "mai-20260917-1657-smoke|c181-l6|google-small|Totara", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Totara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Setting up a raw, self-hosted installation of Moodle or Totara ... deploying them at scale without a dedicated managed services partner ... is an enterprise hazard."}, {"id": "mai-20260917-1657-smoke|c181-l6|meta-small|SAP SuccessFactors", "prompt": "c181-l6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is not ideal for ultra-complex enterprise workflows (5,000+ employees) and is too expensive and complex"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|Thinkific", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SaaS LMS Platforms Originally Built for Small-Scale Use (e.g., Thinkific, LearnWorlds, some Moodle setups)**: These platforms often start as cost-effective solutions for small teams but fail to scale"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|LearnWorlds", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnWorlds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "e.g., Thinkific, LearnWorlds, some Moodle setups)... fail to scale with large enterprises"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|Moodle", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "some Moodle setups)**: These platforms often start as cost-effective solutions for small teams but fail to scale with large enterprises"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|Cornerstone Learning", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "should prioritize LMS platforms specifically built for enterprise needs—such as Cornerstone Learning, Absorb LMS, Docebo, or Workday Learning"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|Absorb LMS", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as Cornerstone Learning, Absorb LMS, Docebo, or Workday Learning—due to their scalability"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|Docebo", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as Cornerstone Learning, Absorb LMS, Docebo, or Workday Learning—due to their scalability"}, {"id": "mai-20260917-1657-smoke|c181-l6|mistral-small|Workday Learning", "prompt": "c181-l6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as Cornerstone Learning, Absorb LMS, Docebo, or Workday Learning—due to their scalability"}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|Workday Learning", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless your needs are extremely basic and you're already deeply committed to the Workday HCM ecosystem."}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only consider if you're already heavily invested in SAP's broader HCM suite and can tolerate long implementation cycles."}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|Moodle (Self-Hosted/Open Source)", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (Self-Hosted/Open Source)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid for large enterprises unless you have dedicated technical LMS infrastructure teams."}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|Moodle Workplace", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider Moodle Workplace (enterprise version) or cloud-hosted alternatives instead."}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|360Learning", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid if you need customer education, partner certification, or compliance-heavy regulated industries."}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|TalentLMS", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Verdict:** Caution for organizations with 10,000+ employees or complex multi-system integrations."}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Proven at 100K+ users, but complex admin UX and sub-par global support"}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|Docebo", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong scalability and AI features, but verify customer service SLAs"}, {"id": "mai-20260917-1657-smoke|c181-l6|moonshot-small|Absorb LMS", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good for extended enterprise, but evaluate integration depth"}, {"id": "mai-20260917-1657-smoke|c181-l6|openai-small|Tutor LMS", "prompt": "c181-l6", "model": "openai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Tutor LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CISA has flagged Tutor LMS plugin vulnerabilities in its bulletins."}, {"id": "mai-20260917-1657-smoke|c181-l6|openai-small|Moodle", "prompt": "c181-l6", "model": "openai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Moodle** if you need a turnkey enterprise SaaS experience and don’t have strong internal admins; it’s powerful, but security and maintenance discipline matter a lot."}, {"id": "mai-20260917-1657-smoke|c181-l6|openai-small|SAP Learning Solution", "prompt": "c181-l6", "model": "openai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Learning Solution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples in CISA bulletins have included Moodle, SAP Learning Solution, Academy LMS, and Frappe Learning."}, {"id": "mai-20260917-1657-smoke|c181-l6|openai-small|Academy LMS", "prompt": "c181-l6", "model": "openai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Academy LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples in CISA bulletins have included Moodle, SAP Learning Solution, Academy LMS, and Frappe Learning."}, {"id": "mai-20260917-1657-smoke|c181-l6|openai-small|Frappe Learning", "prompt": "c181-l6", "model": "openai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Frappe Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples in CISA bulletins have included Moodle, SAP Learning Solution, Academy LMS, and Frappe Learning."}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Cornerstone OnDemand", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here's a breakdown of ones to avoid or scrutinize heavily... Examples: Cornerstone OnDemand (now Cornerstone Learning, often criticized as \"Cumbersome OnDemand\""}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Workday Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are often bolted-on features within broader HR platforms, lacking depth in core LMS functions"}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Oracle HCM Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Oracle HCM Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "similar HR suite add-ons like Oracle HCM Learning... Why avoid/be cautious"}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Moodle", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise fit: Avoid unless you have robust DevOps resources."}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Blackboard", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Outdated UI, clunky navigation, and poor mobile experience... Enterprise fit: Avoid unless you have robust DevOps resources."}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Canvas LMS", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "limited customization, reporting, and enterprise governance. Scalability concerns for massive concurrent users; better for mid-market or academia than Fortune 500 ops."}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Docebo", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why be cautious (not outright avoid)... cite steep setup complexity, overwhelming permissions... administratively burdensome for large ops teams."}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Litmos (SAP Litmos)", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Litmos (SAP Litmos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lacks depth in skills tracking, customization, and global/multi-language support. Complaints about rigid workflows and poor analytics at enterprise scale."}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Absorb LMS", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Favor: Purpose-built enterprise SaaS like Absorb LMS, 360Learning, CYPHER Learning, or Disprz"}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|360Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Favor: Purpose-built enterprise SaaS like Absorb LMS, 360Learning, CYPHER Learning, or Disprz"}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|CYPHER Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "CYPHER Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Favor: Purpose-built enterprise SaaS like Absorb LMS, 360Learning, CYPHER Learning, or Disprz"}, {"id": "mai-20260917-1657-smoke|c181-l6|xai-small|Disprz", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Disprz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Favor: Purpose-built enterprise SaaS like Absorb LMS, 360Learning, CYPHER Learning, or Disprz (strong in compliance, AI, scalability per reviews)"}, {"id": "mai-20260917-1657-smoke|c181-l6|zai-small|KnowledgeDeliver", "prompt": "c181-l6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "KnowledgeDeliver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A **hard‑coded cryptographic key** in ASP.NET machineKeys enables **unauthenticated remote code execution** (CVE‑2026‑5426). Attackers have been actively exploiting this flaw"}, {"id": "mai-20260917-1657-smoke|c181-m1|alibaba-small|TalentLMS", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is widely considered the gold standard for mid-market businesses because it sits perfectly in the \"sweet spot\" of functionality vs. price."}, {"id": "mai-20260917-1657-smoke|c181-m1|alibaba-small|Docebo", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is growing rapidly and plans to become an enterprise within 3–5 years, Docebo is the strongest candidate."}, {"id": "mai-20260917-1657-smoke|c181-m1|alibaba-small|Lessonly", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Lessonly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B companies where revenue comes from a sales team, Lessonly is a favorite."}, {"id": "mai-20260917-1657-smoke|c181-m1|alibaba-small|360Learning", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "360Learning encourages subject matter experts (SMEs) throughout the company to create content."}, {"id": "mai-20260917-1657-smoke|c181-m1|alibaba-small|iSpring Learn", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "iSpring is excellent because it turns those existing assets into interactive SCORM courses instantly"}, {"id": "mai-20260917-1657-smoke|c181-m1|anthropic-small|Absorb LMS", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Built for mid-sized organizations that want core employee training functionality without a long implementation process"}, {"id": "mai-20260917-1657-smoke|c181-m1|anthropic-small|TalentLMS", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consistently the most recommended LMS for mid-market organisations that need to be live within days rather than months"}, {"id": "mai-20260917-1657-smoke|c181-m1|anthropic-small|WorkRamp", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for B2B SaaS and technology mid-market companies"}, {"id": "mai-20260917-1657-smoke|c181-m1|anthropic-small|Litmos", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for organizations that need to roll out employee training quickly with minimal setup"}, {"id": "mai-20260917-1657-smoke|c181-m1|challenger-small|TalentLMS", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best LMS is usually **TalentLMS** if you want the strongest balance of **speed, simplicity, and predictable pricing**"}, {"id": "mai-20260917-1657-smoke|c181-m1|challenger-small|WorkRamp", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "especially **customer, partner, or reseller training**\\u2014**WorkRamp** or **Absorb LMS** are often better fits"}, {"id": "mai-20260917-1657-smoke|c181-m1|challenger-small|Absorb LMS", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market teams that need a more **feature-rich, scalable platform**"}, {"id": "mai-20260917-1657-smoke|c181-m1|challenger-small|360Learning", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **collaborative / peer-generated learning**"}, {"id": "mai-20260917-1657-smoke|c181-m1|challenger-small|Docebo", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best if you want a more **enterprise-grade** platform and have the budget and admin capacity for it"}, {"id": "mai-20260917-1657-smoke|c181-m1|deepseek-small|TalentLMS", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **TalentLMS** ... It's the safest, most scalable pick for mid-market B2B employee training."}, {"id": "mai-20260917-1657-smoke|c181-m1|deepseek-small|LearnUpon", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growing B2B Companies (Internal + External): **LearnUpon**"}, {"id": "mai-20260917-1657-smoke|c181-m1|deepseek-small|Absorb LMS", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance-Heavy or Highly Customized Needs: **Absorb LMS**"}, {"id": "mai-20260917-1657-smoke|c181-m1|deepseek-small|Docebo", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cheaper than enterprise Absorb/Docebo"}, {"id": "mai-20260917-1657-smoke|c181-m1|deepseek-small|360Learning", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's ~5x more expensive than TalentLMS and requires a more mature L&D culture to be effective"}, {"id": "mai-20260917-1657-smoke|c181-m1|google-small|Absorb LMS", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market B2B: **Absorb LMS**"}, {"id": "mai-20260917-1657-smoke|c181-m1|google-small|LearnUpon", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LearnUpon is the gold standard for this."}, {"id": "mai-20260917-1657-smoke|c181-m1|google-small|360Learning", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech & High-Growth Companies: **360Learning**"}, {"id": "mai-20260917-1657-smoke|c181-m1|google-small|Litmos (formerly SAP Litmos)", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos (formerly SAP Litmos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast Setup & Sales Enablement: **Litmos (formerly SAP Litmos)**"}, {"id": "mai-20260917-1657-smoke|c181-m1|google-small|Docebo", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Advanced AI & Enterprise Scaling: **Docebo**"}, {"id": "mai-20260917-1657-smoke|c181-m1|meta-small|LearnUpon", "prompt": "c181-m1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for a mid-market B2B company is LearnUpon, TalentLMS, or Absorb LMS."}, {"id": "mai-20260917-1657-smoke|c181-m1|meta-small|TalentLMS", "prompt": "c181-m1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TalentLMS is best for simple, mid-market training programs prioritizing ease of use and quick setup."}, {"id": "mai-20260917-1657-smoke|c181-m1|meta-small|Absorb LMS", "prompt": "c181-m1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Absorb LMS is built for mid-sized organizations that want core employee training functionality without a long implementation process."}, {"id": "mai-20260917-1657-smoke|c181-m1|minimax-small|360Learning", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**360Learning** — Best Overall for Mid-Market B2B"}, {"id": "mai-20260917-1657-smoke|c181-m1|minimax-small|WorkRamp", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkRamp** — Best for Multi-Audience Training ... **Considerations:** Higher price point"}, {"id": "mai-20260917-1657-smoke|c181-m1|minimax-small|TalentLMS", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentLMS** — Best for Fast Implementation"}, {"id": "mai-20260917-1657-smoke|c181-m1|minimax-small|ProProfs Training Maker", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ProProfs Training Maker** — Best for B2B-Specific Needs"}, {"id": "mai-20260917-1657-smoke|c181-m1|mistral-small|LearnUpon", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a flexible, multi-audience LMS with strong integrations and a focus on B2B training, **LearnUpon** is a top choice."}, {"id": "mai-20260917-1657-smoke|c181-m1|mistral-small|Absorb LMS", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a polished, compliance-focused solution with AI automation, **Absorb LMS** is excellent."}, {"id": "mai-20260917-1657-smoke|c181-m1|mistral-small|Docebo", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want AI-powered personalization and multi-audience training at scale, **Docebo** is worth considering."}, {"id": "mai-20260917-1657-smoke|c181-m1|moonshot-small|TalentLMS", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** – Best Overall Value for Mid-Market"}, {"id": "mai-20260917-1657-smoke|c181-m1|moonshot-small|360Learning", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**360Learning** – Best for Collaborative & Internal Content"}, {"id": "mai-20260917-1657-smoke|c181-m1|moonshot-small|LearnUpon", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** – Best for Multi-Audience Training"}, {"id": "mai-20260917-1657-smoke|c181-m1|moonshot-small|Absorb LMS", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absorb LMS** – Best for Scalability"}, {"id": "mai-20260917-1657-smoke|c181-m1|openai-small|Absorb LMS", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best LMS is usually **Absorb LMS** if you want the strongest balance of scalability, reporting, automation, and corporate-training fit"}, {"id": "mai-20260917-1657-smoke|c181-m1|openai-small|360Learning", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **collaborative, peer-driven learning** and faster content creation"}, {"id": "mai-20260917-1657-smoke|c181-m1|openai-small|TalentLMS", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **simplicity, ease of use, and faster rollout**"}, {"id": "mai-20260917-1657-smoke|c181-m1|openai-small|Cornerstone LMS", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **large-scale compliance-heavy training** and deeper enterprise controls"}, {"id": "mai-20260917-1657-smoke|c181-m1|openai-small|Trainual", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for **SOPs and onboarding documentation**, more than classic LMS depth"}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|Absorb LMS", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb LMS dominates G2 corporate LMS grids (e.g., #1 in 42+ reports) and suits B2B with external training needs."}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|TalentLMS", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS is the go-to for fast, budget-friendly launches (70K+ customers)."}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|360Learning", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360Learning and Docebo excel in modern AI/collaboration for growing teams."}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|Docebo", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper setup; enterprise-oriented (may overkill)"}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|LearnUpon", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: LearnUpon (mid-sized external training)"}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|Rippling", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rippling (if bundling with HR/payroll)"}, {"id": "mai-20260917-1657-smoke|c181-m1|xai-small|Litmos", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Litmos (sales enablement)"}, {"id": "mai-20260917-1657-smoke|c181-m1|zai-small|TalentLMS", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fast rollout, predictable price, employee-focused | TalentLMS"}, {"id": "mai-20260917-1657-smoke|c181-m1|zai-small|Absorb LMS", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavily regulated industry, detailed compliance | Absorb LMS"}, {"id": "mai-20260917-1657-smoke|c181-m1|zai-small|Docebo", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven personalization, multiple audiences, growth-oriented | Docebo"}, {"id": "mai-20260917-1657-smoke|c181-m1|zai-small|360Learning", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Peer-driven, collaborative learning culture | 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-m1|zai-small|WorkRamp", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Training employees + customers/partners with AI | WorkRamp"}, {"id": "mai-20260917-1657-smoke|c181-m1|zai-small|Litmos", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sales enablement & customer training (WorkRamp, Litmos)"}, {"id": "mai-20260917-1657-smoke|c181-m2|alibaba-small|Docebo", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Enterprise-Grade LMS: Docebo ... Go with **Docebo** if you want a future-proof platform that grows with you."}, {"id": "mai-20260917-1657-smoke|c181-m2|alibaba-small|Absorb LMS", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Absorb LMS** if you want the happiest users and easiest administration."}, {"id": "mai-20260917-1657-smoke|c181-m2|alibaba-small|Torch (formerly Lessonly)", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Torch (formerly Lessonly)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Torch** if your primary ROI comes from faster onboarding for your sales team."}, {"id": "mai-20260917-1657-smoke|c181-m2|alibaba-small|Litmos", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Speed and Simplicity: Litmos ... Litmos is the go-to."}, {"id": "mai-20260917-1657-smoke|c181-m2|anthropic-small|Continu", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Continu offers an optimal balance of robust functionality, intuitive user experience, and implementation flexibility, making it a top recommendation"}, {"id": "mai-20260917-1657-smoke|c181-m2|anthropic-small|Thought Industries", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Thought Industries is a market leader in B2B customer and partner education"}, {"id": "mai-20260917-1657-smoke|c181-m2|anthropic-small|Trainn", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Trainn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trainn is designed for B2B SaaS companies, featuring an all-in-one platform"}, {"id": "mai-20260917-1657-smoke|c181-m2|anthropic-small|Mitratech Perform", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Mitratech Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mitratech Perform is a strong fit for mid-sized to large organizations with HR and L&D teams"}, {"id": "mai-20260917-1657-smoke|c181-m2|anthropic-small|Absorb LMS", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Absorb LMS is best suited for mid-market and enterprise businesses looking for a highly customizable learning platform"}, {"id": "mai-20260917-1657-smoke|c181-m2|challenger-small|LearnUpon", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LearnUpon is the best default pick for a mid-sized B2B company"}, {"id": "mai-20260917-1657-smoke|c181-m2|challenger-small|Bridge", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Bridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bridge is also a strong contender for mid-market teams"}, {"id": "mai-20260917-1657-smoke|c181-m2|challenger-small|TalentLMS", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentLMS is a strong budget-friendly option for small-to-mid-sized teams"}, {"id": "mai-20260917-1657-smoke|c181-m2|challenger-small|Absorb LMS", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong if you need a more robust mid-market system for multiple training programs"}, {"id": "mai-20260917-1657-smoke|c181-m2|challenger-small|360Learning", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good for B2B training, customer education, and extended enterprise use cases"}, {"id": "mai-20260917-1657-smoke|c181-m2|deepseek-small|LearnUpon", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-sized B2B: **LearnUpon**"}, {"id": "mai-20260917-1657-smoke|c181-m2|deepseek-small|Articulate 360", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "basic native authoring pushes many teams toward Articulate 360"}, {"id": "mai-20260917-1657-smoke|c181-m2|deepseek-small|TalentLMS", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for budget-conscious teams: **TalentLMS**"}, {"id": "mai-20260917-1657-smoke|c181-m2|deepseek-small|360Learning", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for internal upskilling & collaboration: **360Learning**"}, {"id": "mai-20260917-1657-smoke|c181-m2|deepseek-small|Docebo", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent for customer/partner education at scale... but it's pricey (custom quotes ~$25K–40K/yr)"}, {"id": "mai-20260917-1657-smoke|c181-m2|deepseek-small|Absorb LMS", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Absorb** (~$14.5K+/yr) targets mid-market to enterprise with AI personalization"}, {"id": "mai-20260917-1657-smoke|c181-m2|google-small|Cornerstone", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't have the massive L&D and IT departments required to maintain overly complex enterprise systems like Cornerstone"}, {"id": "mai-20260917-1657-smoke|c181-m2|google-small|LearnUpon", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LearnUpon** is arguably the best mid-market option."}, {"id": "mai-20260917-1657-smoke|c181-m2|google-small|WorkRamp", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkRamp** is a modern, highly popular choice designed to bridge the gap between internal enablement and external customer academies."}, {"id": "mai-20260917-1657-smoke|c181-m2|google-small|Absorb LMS", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absorb LMS** is a highly reliable market leader."}, {"id": "mai-20260917-1657-smoke|c181-m2|google-small|Docebo", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "While Docebo often leans into the enterprise space, it is a highly viable choice for fast-scaling, mid-sized B2B companies"}, {"id": "mai-20260917-1657-smoke|c181-m2|google-small|Skilljar", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like *Skilljar* are amazing if you are 100% focused on B2B customer education, but weak for internal HR compliance"}, {"id": "mai-20260917-1657-smoke|c181-m2|meta-small|LearnUpon", "prompt": "c181-m2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best learning management system for a mid-sized B2B company would be LearnUpon, Bridge, or 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-m2|meta-small|Bridge", "prompt": "c181-m2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Bridge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be LearnUpon, Bridge, or 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-m2|meta-small|360Learning", "prompt": "c181-m2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be LearnUpon, Bridge, or 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-m2|minimax-small|LearnUpon", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically mentioned as ideal for mid-sized enterprises training multiple external audiences"}, {"id": "mai-20260917-1657-smoke|c181-m2|minimax-small|360Learning", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Well-suited for mid-sized organizations focused on employee onboarding and upskilling"}, {"id": "mai-20260917-1657-smoke|c181-m2|minimax-small|SkyPrep", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good middle-ground option for mid-sized teams"}, {"id": "mai-20260917-1657-smoke|c181-m2|mistral-small|LearnUpon", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LearnUpon** is often the best choice due to its focus on external training and scalability"}, {"id": "mai-20260917-1657-smoke|c181-m2|mistral-small|Docebo", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for mid-market and enterprise organizations looking for a comprehensive LMS"}, {"id": "mai-20260917-1657-smoke|c181-m2|mistral-small|Absorb LMS", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Absorb LMS** is also a solid option if ease of use and reporting are priorities."}, {"id": "mai-20260917-1657-smoke|c181-m2|mistral-small|360Learning", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another highly rated option for corporate training"}, {"id": "mai-20260917-1657-smoke|c181-m2|moonshot-small|TalentLMS", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: TalentLMS ... consistently the most recommended for mid-market organizations"}, {"id": "mai-20260917-1657-smoke|c181-m2|moonshot-small|Docebo", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Extended Enterprise: Docebo ... is the stronger choice"}, {"id": "mai-20260917-1657-smoke|c181-m2|moonshot-small|360Learning", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collaborative/Peer Learning: 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-m2|moonshot-small|Absorb LMS", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Regulated Industries: Absorb LMS"}, {"id": "mai-20260917-1657-smoke|c181-m2|openai-small|Docebo", "prompt": "c181-m2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Docebo** as the strongest default choice"}, {"id": "mai-20260917-1657-smoke|c181-m2|openai-small|LearnUpon", "prompt": "c181-m2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **LearnUpon** as a very close alternative"}, {"id": "mai-20260917-1657-smoke|c181-m2|openai-small|Cornerstone Learning", "prompt": "c181-m2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cornerstone Learning** is worth a look"}, {"id": "mai-20260917-1657-smoke|c181-m2|xai-small|TalentLMS", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** as the top starting point."}, {"id": "mai-20260917-1657-smoke|c181-m2|xai-small|WorkRamp", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "B2B SaaS/tech sales & onboarding ... Higher cost, custom quotes"}, {"id": "mai-20260917-1657-smoke|c181-m2|xai-small|LearnUpon", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Training external audiences (clients/partners) ... Multi-portal for B2B"}, {"id": "mai-20260917-1657-smoke|c181-m2|xai-small|Absorb LMS", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance-heavy industries ... Longer setup (4-8 weeks)"}, {"id": "mai-20260917-1657-smoke|c181-m2|xai-small|ProProfs Training Maker", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly mid-market ... Less scalable for 1,000+ users"}, {"id": "mai-20260917-1657-smoke|c181-m2|xai-small|360Learning", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Collaborative/team-created content ... Peer learning, fast upskilling"}, {"id": "mai-20260917-1657-smoke|c181-m2|zai-small|TalentLMS", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the strongest overall choice for most mid‑sized B2B organizations in 2024‑2026"}, {"id": "mai-20260917-1657-smoke|c181-m2|zai-small|LearnUpon", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnUpon** is the next‑best recommendation"}, {"id": "mai-20260917-1657-smoke|c181-m2|zai-small|Absorb LMS", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced analytics, mobile/offline, or ERP integrations: **Absorb LMS**"}, {"id": "mai-20260917-1657-smoke|c181-m2|zai-small|Docebo", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best fit:** Larger B2B organizations that need a scalable, feature‑rich platform"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Docebo", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Docebo or Continu** if you are an enterprise seeking AI-driven personalization and scalability."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|TalentLMS", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose TalentLMS** if you need a simple, cost-effective solution for internal employee training."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Absorb LMS", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Absorb** if compliance tracking and detailed reporting are your highest priorities."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|360Learning", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose 360Learning** if you want to encourage employee-generated content and collaboration."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|LearnUpon", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose LearnUpon** if your primary goal is training external partners or customers."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Continu", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Docebo or Continu** if you are an enterprise seeking AI-driven personalization and scalability."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cornerstone and custom Docebo setups may take months due to deep integration requirements."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Schoox", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern UI, high engagement features, and rapid deployment designed for large, distributed workforces."}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|iSpring Learn", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Seamless integration with iSpring Suite (authoring tool)"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|BrainCert", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "BrainCert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Low barrier to entry, affordable pricing, and strong support for academic institutions"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Sana", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**New Generation (Docebo, Continu, Sana):** Use AI to auto-generate quizzes"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Coassemble", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Social/Collaborative (360Learning, Coassemble):**"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Thought Industries", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "LearnUpon and Thought Industries excel at branded portals"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Moodle", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Moodle, Canvas, and Blackboard (not listed above as they are academia-specific)"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Canvas", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Moodle, Canvas, and Blackboard (not listed above as they are academia-specific)"}, {"id": "mai-20260917-1657-smoke|c181-m3|alibaba-small|Blackboard", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Moodle, Canvas, and Blackboard (not listed above as they are academia-specific)"}, {"id": "mai-20260917-1657-smoke|c181-m3|anthropic-small|Moodle", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Moodle is an open-source learning management system with extensive customization options"}, {"id": "mai-20260917-1657-smoke|c181-m3|anthropic-small|Docebo", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Docebo is an enterprise learning platform with AI-powered automation"}, {"id": "mai-20260917-1657-smoke|c181-m3|anthropic-small|D2L Brightspace", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "D2L Brightspace focuses on enterprise upskilling and talent management"}, {"id": "mai-20260917-1657-smoke|c181-m3|anthropic-small|TalentLMS", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TalentLMS is a flexible LMS for employee, customer, and compliance training"}, {"id": "mai-20260917-1657-smoke|c181-m3|anthropic-small|360Learning", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "360Learning is a collaborative learning platform with AI-powered content creation"}, {"id": "mai-20260917-1657-smoke|c181-m3|anthropic-small|WorkRamp", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "WorkRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "WorkRamp is a learning platform for employee enablement, customer education, and partner training"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Docebo", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-powered learning automation and enterprise-scale training"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|TalentLMS", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Simple, affordable, fast deployment"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|360Learning", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Peer-driven course creation and knowledge sharing"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Absorb LMS", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong reporting and compliance-oriented training"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|LearnUpon", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for training employees, customers, and partners"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Moodle", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source flexibility and customization"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|iSpring Learn", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Quick conversion of existing content into training"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Learning tied to broader talent management"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Blackboard", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Academic course delivery and assessment focus"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Canvas", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Canvas / Blackboard | Education and higher ed"}, {"id": "mai-20260917-1657-smoke|c181-m3|challenger-small|Adobe Learning Manager", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best fit for organizations already using Adobe tools"}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|Moodle", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Cost-conscious institutions that want maximum control and customization."}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|Canvas (Instructure)", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Winner on user experience — clean, modern interface"}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|Blackboard (Anthology)", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard (Anthology)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Winner on compliance, accessibility tooling, and administrative detail"}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|TalentLMS", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Small businesses — free tier, starts at ~$119/month."}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|Docebo", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Adaptive learning, scalability, and versatility at enterprise level."}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Skill management and mobile learning in large organizations."}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|LearnUpon", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Streamlined administration and customer training at enterprise scale."}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|360Learning", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Collaborative, peer-driven course creation"}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|iSpring Learn", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Fast onboarding with easy course authoring tools."}, {"id": "mai-20260917-1657-smoke|c181-m3|deepseek-small|GoSkills", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "paid per-user subscriptions (TalentLMS, GoSkills)"}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|Docebo", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Mid-to-large enterprises wanting deep AI personalization."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|Absorb LMS", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large enterprise customization and compliance."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|TalentLMS", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small-to-medium businesses (SMBs) needing a quick launch."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|360Learning", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Collaborative, peer-driven training."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|Canvas (by Instructure)", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Canvas is the dominant force in North American higher education."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|Moodle", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If yes, and you are on a budget, Moodle is a strong option."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|Blackboard Learn (by Anthology)", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn (by Anthology)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Historically criticized for a clunky, outdated user interface, though its \"Ultra\" updates have modernized the experience."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|LearnWorlds", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If it is measured by revenue, buy LearnWorlds or Thinkific."}, {"id": "mai-20260917-1657-smoke|c181-m3|google-small|Thinkific", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Course monetization and independent academies."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|Mitratech Perform", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Mitratech Perform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top LMS platforms include Mitratech Perform, Acorn, Synergy Learning, Factorial, iSpring LMS, Absorb, Deel HR, TalentLMS, SkyPrep, and EducateMe LMS."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|Acorn", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Acorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top LMS platforms include Mitratech Perform, Acorn, Synergy Learning..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|Synergy Learning", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Synergy Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top LMS platforms include ... Synergy Learning, Factorial..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|Factorial", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top LMS platforms include ... Factorial, iSpring LMS..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|iSpring LMS", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top LMS platforms include ... iSpring LMS, Absorb..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|Absorb", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top LMS platforms include ... Absorb, Deel HR..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|Deel HR", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top LMS platforms include ... Deel HR, TalentLMS..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|TalentLMS", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top LMS platforms include ... TalentLMS, SkyPrep..."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|SkyPrep", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top LMS platforms include ... SkyPrep, and EducateMe LMS."}, {"id": "mai-20260917-1657-smoke|c181-m3|meta-small|EducateMe LMS", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "EducateMe LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top LMS platforms include ... and EducateMe LMS."}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|TalentLMS", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Small businesses and SMBs"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Docebo", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Global enterprises with AI-driven needs"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|LearnUpon", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Enterprises and customer training"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|360Learning", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Peer-driven course creation and collaboration"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Continu", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Enterprise teams (employees, customers, partners)"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Absorb LMS", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Compliance-intensive industries"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Sana", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** AI-automated training delivery"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Skill management and mobile learning"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|BrainCert", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "BrainCert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMB-focused:** TalentLMS, 360Learning, BrainCert"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Schoox", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Specific niches:** Schoox (frontline)"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|CoreAchieve", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CoreAchieve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "CoreAchieve (VR training)"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Anthology", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Anthology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Anthology (compliance)"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Learnster", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learnster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**AI-heavy:** Docebo, Sana, Learnster, 360Learning"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Coassemble", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Free tiers:** TalentLMS, BrainCert, Coassemble"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Thought Industries", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Customer training:** Thought Industries, LearnUpon, Eurekos"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Eurekos", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Eurekos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Customer training:** Thought Industries, LearnUpon, Eurekos"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|Learn Amp", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Employee development:** Learn Amp, Cornerstone"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|CYPHER Learning", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Collaboration:** 360Learning, CYPHER Learning"}, {"id": "mai-20260917-1657-smoke|c181-m3|minimax-small|iSpring Learn", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "iSpring Learn (quick onboarding)"}, {"id": "mai-20260917-1657-smoke|c181-m3|mistral-small|Learn Amp", "prompt": "c181-m3", "model": "mistral-small", "cat": 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"learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stand out for collaboration-driven learning and high user engagement."}, {"id": "mai-20260917-1657-smoke|c181-m3|mistral-small|Learnster", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learnster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Uses AI for highly personalized learning experiences."}, {"id": "mai-20260917-1657-smoke|c181-m3|mistral-small|TalentLMS", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Popular for small businesses, offering a free tier"}, {"id": "mai-20260917-1657-smoke|c181-m3|mistral-small|Moodle Workplace", 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"mai-20260917-1657-smoke|c181-m3|moonshot-small|Sana", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-only automated training delivery"}, {"id": "mai-20260917-1657-smoke|c181-m3|moonshot-small|CYPHER Learning", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-driven personalized learning paths"}, {"id": "mai-20260917-1657-smoke|c181-m3|moonshot-small|Learn Amp", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Modern employee development with powerful reporting"}, 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"Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Docebo** - Best for enterprise-scale with AI features."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Absorb LMS", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Absorb LMS** - Best for compliance-heavy industries and multi-audience training."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Canvas LMS", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Canvas LMS** (by Instructure) - Best for higher education and modern UX."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Moodle", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Moodle** - Best for open-source, customizable needs"}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|LearnUpon", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LearnUpon** - Best for enterprises needing multilingual support."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|360Learning", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**360Learning** - Best for collaborative, peer-driven learning."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|iSpring Learn", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**iSpring Learn** - Best for fast onboarding and course building."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Litmos (SAP Litmos)", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos (SAP Litmos)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Litmos (SAP Litmos)** - Best for sales/customer training with gamification."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Cornerstone OnDemand** - Best for HR-integrated skill development."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Blackboard", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others like Blackboard (enterprise academic/compliance)... also rank highly in niches."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Brightspace (D2L)", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Brightspace (D2L)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Brightspace (D2L), and Schoox also rank highly in niches."}, {"id": "mai-20260917-1657-smoke|c181-m3|xai-small|Schoox", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoox", "vendor_link": null, "label": "mention", "override": 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"comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise talent management | Integrated talent development"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|SAP Litmos", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global enterprise compliance | Global rollout, mobile-first"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|Canvas by Instructure", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas by Instructure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Universities, K-12, large academic institutions | Intuitive interface"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|Blackboard Learn", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Traditional higher-ed institutions | Robust grading tools"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|Moodle", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free, highly customizable, large plugin ecosystem"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|LearnDash", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "WordPress-based learning sites | Easy WordPress integration"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|LearnPress", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "WordPress-based courses | Lightweight, plugin-based"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|360Learning", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Collaborative, social learning | Peer-reviewed content"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|TalentLMS", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Small to mid-size businesses | Easy course creation, gamification"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|iSpring Learn", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SCORM/xAPI, fast onboarding, simple UI"}, {"id": "mai-20260917-1657-smoke|c181-m3|zai-small|Axis LMS", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Axis LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Need white-label branding → Absorb LMS, Axis LMS, some enterprise options"}, {"id": "mai-20260917-1657-smoke|c181-m4|alibaba-small|EdApp", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 0 budget: Go with **EdApp**. It gets you the furthest ahead with zero financial risk."}, {"id": "mai-20260917-1657-smoke|c181-m4|alibaba-small|TalentLMS", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a tiny team (under 5 people): Go with **TalentLMS** for better administration features."}, {"id": "mai-20260917-1657-smoke|c181-m4|alibaba-small|iSpring Suite", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it isn't a cloud-based LMS; it is a plug-in for PowerPoint"}, {"id": "mai-20260917-1657-smoke|c181-m4|alibaba-small|Moodle", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have an IT department: Download **Moodle** to avoid long-term subscription fees."}, {"id": "mai-20260917-1657-smoke|c181-m4|alibaba-small|Cornerstone", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "handle these scales more gracefully than larger enterprise brands (like Cornerstone or Docebo)"}, {"id": "mai-20260917-1657-smoke|c181-m4|alibaba-small|Docebo", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "handle these scales more gracefully than larger enterprise brands (like Cornerstone or Docebo)"}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|GoSkills", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Free Plan provides access to 10 lessons per course and essential customization features at no cost."}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|Canvas LMS", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Moodle and Canvas are popular in this category."}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|Google Classroom", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include GoSkills, Canvas LMS, Google Classroom, LearnDash, Moodle"}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|LearnDash", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include GoSkills, Canvas LMS, Google Classroom, LearnDash, Moodle"}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|Moodle", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Moodle and Canvas are popular in this category."}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|SafetyCulture", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|Sakai", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Sakai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|TalentLMS", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "TalentLMS stands out because it combines affordability, ease of use, and scalability in a platform designed for growing businesses."}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|Thinkific", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-m4|anthropic-small|Zoho Learn", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-m4|challenger-small|TalentLMS", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **TalentLMS** because it is repeatedly positioned as **budget-friendly for small teams**"}, {"id": "mai-20260917-1657-smoke|c181-m4|challenger-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want very low per-learner pricing and easy course creation:** **ProProfs Training Maker**"}, {"id": "mai-20260917-1657-smoke|c181-m4|challenger-small|Moodle", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you have IT support and want the lowest licensing cost:** **Moodle**"}, {"id": "mai-20260917-1657-smoke|c181-m4|challenger-small|SkyPrep", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SkyPrep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Described as budget-conscious, but usually less budget-friendly than TalentLMS."}, {"id": "mai-20260917-1657-smoke|c181-m4|deepseek-small|TalentLMS", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. TalentLMS** — *Best Overall Value for Small Teams*"}, {"id": "mai-20260917-1657-smoke|c181-m4|deepseek-small|Zoho Learn", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Zoho Learn** — *Best for Ultra-Tight Budgets*"}, {"id": "mai-20260917-1657-smoke|c181-m4|deepseek-small|Moodle", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Moodle** — *Best Free & Fully Customizable (DIY)*"}, {"id": "mai-20260917-1657-smoke|c181-m4|deepseek-small|iSpring Learn", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. iSpring Learn** — *Best for Compliance & PowerPoint-Based Training*"}, {"id": "mai-20260917-1657-smoke|c181-m4|deepseek-small|Coassemble", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Coassemble** — *Best for First-Time Training Programs*"}, {"id": "mai-20260917-1657-smoke|c181-m4|deepseek-small|LearnDash", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **LearnDash** (a WordPress plugin with flat pricing)"}, {"id": "mai-20260917-1657-smoke|c181-m4|google-small|TalentLMS", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams: TalentLMS ... widely considered the industry standard for budget-friendly internal training"}, {"id": "mai-20260917-1657-smoke|c181-m4|google-small|Zoho Learn", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have 10\\u2013100 employees and a strict budget: Go with Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-m4|google-small|GoSkills", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want ready-to-go business courses: Go with GoSkills"}, {"id": "mai-20260917-1657-smoke|c181-m4|google-small|Mitti (by SafetyCulture)", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with TalentLMS (for standard desk jobs) or Mitti (for retail/field/hands-on jobs)"}, {"id": "mai-20260917-1657-smoke|c181-m4|google-small|Moodle", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Moodle quickly becomes more expensive than a paid cloud LMS"}, {"id": "mai-20260917-1657-smoke|c181-m4|meta-small|TalentLMS", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for a company with a limited budget is TalentLMS"}, {"id": "mai-20260917-1657-smoke|c181-m4|meta-small|EducateMe", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "EducateMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include EducateMe, ProProfs Training Maker, and LearnWorlds."}, {"id": "mai-20260917-1657-smoke|c181-m4|meta-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other affordable options include EducateMe, ProProfs Training Maker, and LearnWorlds."}, {"id": "mai-20260917-1657-smoke|c181-m4|meta-small|LearnWorlds", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other affordable options include EducateMe, ProProfs Training Maker, and LearnWorlds."}, {"id": "mai-20260917-1657-smoke|c181-m4|minimax-small|Zoho Learn", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **TalentLMS** or **Zoho Learn** as they offer the best balance of features and affordability"}, {"id": "mai-20260917-1657-smoke|c181-m4|minimax-small|TalentLMS", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **TalentLMS** or **Zoho Learn** as they offer the best balance of features and affordability"}, {"id": "mai-20260917-1657-smoke|c181-m4|minimax-small|GoSkills", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly good for small businesses, with flexible pricing and focused on practical skills training."}, {"id": "mai-20260917-1657-smoke|c181-m4|minimax-small|LearnWorlds", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers affordable plans with good features for employee development."}, {"id": "mai-20260917-1657-smoke|c181-m4|minimax-small|Teachable", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While more known for course creation, it can be used for internal training at lower price points."}, {"id": "mai-20260917-1657-smoke|c181-m4|mistral-small|TalentLMS", "prompt": "c181-m4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** and **ProProfs Training Maker** are often recommended as the best value options for employee training"}, {"id": "mai-20260917-1657-smoke|c181-m4|mistral-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TalentLMS** and **ProProfs Training Maker** are often recommended as the best value options for employee training"}, {"id": "mai-20260917-1657-smoke|c181-m4|moonshot-small|TalentLMS", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **TalentLMS** – Best Overall Value"}, {"id": "mai-20260917-1657-smoke|c181-m4|moonshot-small|Moodle", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have technical staff**: Go with **Moodle** (free, unlimited users, highly customizable)"}, {"id": "mai-20260917-1657-smoke|c181-m4|moonshot-small|GoSkills", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **GoSkills** | Small businesses | Limited free tier | Course creation, tracking |"}, {"id": "mai-20260917-1657-smoke|c181-m4|moonshot-small|Zoho Learn", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Zoho Learn** | Budget-conscious teams | Yes | Integration with Zoho ecosystem |"}, {"id": "mai-20260917-1657-smoke|c181-m4|moonshot-small|Canvas LMS", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Canvas LMS** | Educational-style training | Free version available |"}, {"id": "mai-20260917-1657-smoke|c181-m4|openai-small|TalentLMS", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best all-around budget pick for employee training ... choose **TalentLMS**"}, {"id": "mai-20260917-1657-smoke|c181-m4|openai-small|Connecteam", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but it's **not a dedicated LMS** and can outgrow you if you need SCORM, complex certifications, or deep analytics"}, {"id": "mai-20260917-1657-smoke|c181-m4|openai-small|360Learning", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it may be less budget-friendly as your headcount grows"}, {"id": "mai-20260917-1657-smoke|c181-m4|openai-small|Zoho Learn", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid low-cost option for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-m4|openai-small|iSpring LMS", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good pick if course creation speed matters ... but pricing is less transparent"}, {"id": "mai-20260917-1657-smoke|c181-m4|openai-small|Trainual", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trainual** can be excellent, but it's more process-management than classic LMS"}, {"id": "mai-20260917-1657-smoke|c181-m4|xai-small|TalentLMS", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS stands out as the best LMS for employee training on a limited budget, especially for small to mid-sized companies.**"}, {"id": "mai-20260917-1657-smoke|c181-m4|xai-small|Moodle", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (self-host); Tech-savvy teams wanting full customization | Hosting/maintenance time ... steeper learning curve"}, {"id": "mai-20260917-1657-smoke|c181-m4|xai-small|Google Classroom", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, Google-integrated training | Basic (no advanced SCORM/reports); education-focused"}, {"id": "mai-20260917-1657-smoke|c181-m4|xai-small|MoodleCloud", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "MoodleCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$160/year (50 users, 1GB) | Easy hosted open-source"}, {"id": "mai-20260917-1657-smoke|c181-m4|xai-small|ProProfs", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$1.99/user/month | Ultra-cheap basics | Fewer enterprise features"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|Moodle", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"Free\" open-source platforms like Moodle often cost **$1,000–$6,000/year** in hosting + maintenance, plus technical time."}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|Google Classroom", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Limited to Google ecosystem, basic features only"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|Canvas LMS", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Educational institutions or schools | Robust features, open-source"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|Zoho Learn", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Learn** (5 users free) – affordable, integrates with Zoho ecosystem"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ProProfs** (10 learners free) – AI assistance, good for getting started"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|eLeaP", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "eLeaP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**eLeaP** (~$5/user) – simple, no hidden fees"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|iSpring Learn", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**iSpring Learn** | Low per-user | Microsoft 365 integration"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|TalentLMS", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**TalentLMS** (5 users free) – easiest to set up, no technical skills needed"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|Thinkific", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Thinkific** ($49/month flat) – predictable pricing, good for content-heavy training"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|Coursebox", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Coursebox** | ~$89/month flat | AI-assisted course creation"}, {"id": "mai-20260917-1657-smoke|c181-m4|zai-small|ZoomLearn", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ZoomLearn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**ZoomLearn** | Freemium | Marketplace for courses, cloud-based"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|TalentLMS", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–4 vendors from the mid-market sweet spot (TalentLMS, LearnUpon, Absorb, 360Learning, Docebo, or similar)"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|iSpring Learn", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **iSpring Learn** | $7,000–$8,500 |"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|LearnUpon", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3–4 vendors from the mid-market sweet spot (TalentLMS, LearnUpon, Absorb, 360Learning, Docebo, or similar)"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|Absorb LMS", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Absorb LMS** | $15,000–$25,000 |"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|SAP Litmos", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **SAP Litmos** | $20,000+ |"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|Docebo", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Docebo** | $25,000–$35,000 |"}, {"id": "mai-20260917-1657-smoke|c181-m5|deepseek-small|360Learning", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **360Learning** | $20,000–$40,000 |"}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|TalentLMS", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for Ease of Use & Fast Setup:** *TalentLMS*, *WorkRamp*, or *LearnUpon*."}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|WorkRamp", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Ease of Use & Fast Setup:** *TalentLMS*, *WorkRamp*, or *LearnUpon*."}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|LearnUpon", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Ease of Use & Fast Setup:** *TalentLMS*, *WorkRamp*, or *LearnUpon*."}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|Absorb LMS", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Complex Compliance & Enterprise Features:** *Absorb LMS* or *Docebo*."}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|Docebo", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Complex Compliance & Enterprise Features:** *Absorb LMS* or *Docebo*."}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|Rippling", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Check if your HRIS (like *Rippling* or *Paylocity*) has a native LMS module. While sometimes less feature-rich than standalone tools"}, {"id": "mai-20260917-1657-smoke|c181-m5|google-small|Paylocity", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Check if your HRIS (like *Rippling* or *Paylocity*) has a native LMS module. While sometimes less feature-rich than standalone tools"}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|LifterLMS", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LifterLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "LifterLMS: Offers a flat annual license and is suitable for internal teams, associations, and customer onboarding."}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|Docebo", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "others, like Docebo, are designed for larger enterprises"}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|TalentLMS", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentLMS: Suitable for small to mid-sized internal teams, with tiered SaaS pricing and fast setup."}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|Absorb LMS", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Absorb LMS: Ideal for mid-to-large enterprise training operations, with enterprise SaaS pricing and managed infrastructure."}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|360Learning", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "360Learning: Collaborative and peer-driven, with pricing starting at $8/user/mo."}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|Adobe Learning Manager", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-powered semantic search (Adobe Learning Manager)"}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|SC Training/EdApp", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SC Training/EdApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mobile-first design (SC Training/EdApp)"}, {"id": "mai-20260917-1657-smoke|c181-m5|meta-small|Valamis", "prompt": "c181-m5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Valamis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Valamis: Geared towards mid-large enterprises, with a focus on compliance and analytics"}, {"id": "mai-20260917-1657-smoke|c181-m5|mistral-small|Cornerstone", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like a comparison of top LMS platforms (e.g., Cornerstone, Docebo, Absorb, Moodle, 360Learning)?"}, {"id": "mai-20260917-1657-smoke|c181-m5|mistral-small|SAP", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LMS (e.g., Cornerstone, SAP)"}, {"id": "mai-20260917-1657-smoke|c181-m5|mistral-small|Docebo", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison of top LMS platforms (e.g., Cornerstone, Docebo, Absorb, Moodle, 360Learning)"}, {"id": "mai-20260917-1657-smoke|c181-m5|mistral-small|Absorb", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top LMS platforms (e.g., Cornerstone, Docebo, Absorb, Moodle, 360Learning)"}, {"id": "mai-20260917-1657-smoke|c181-m5|mistral-small|Moodle", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top LMS platforms (e.g., Cornerstone, Docebo, Absorb, Moodle, 360Learning)"}, {"id": "mai-20260917-1657-smoke|c181-m5|mistral-small|360Learning", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top LMS platforms (e.g., Cornerstone, Docebo, Absorb, Moodle, 360Learning)"}, {"id": "mai-20260917-1657-smoke|c181-m5|moonshot-small|TalentLMS", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **TalentLMS**, **Docebo**, **Absorb LMS**, **LearnUpon**, or **Totara** often fit well—but demo based on your use case, not brand name"}, {"id": "mai-20260917-1657-smoke|c181-m5|moonshot-small|Docebo", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **TalentLMS**, **Docebo**, **Absorb LMS**, **LearnUpon**, or **Totara** often fit well"}, {"id": "mai-20260917-1657-smoke|c181-m5|moonshot-small|Absorb LMS", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **TalentLMS**, **Docebo**, **Absorb LMS**, **LearnUpon**, or **Totara** often fit well"}, {"id": "mai-20260917-1657-smoke|c181-m5|moonshot-small|LearnUpon", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **TalentLMS**, **Docebo**, **Absorb LMS**, **LearnUpon**, or **Totara** often fit well"}, {"id": "mai-20260917-1657-smoke|c181-m5|moonshot-small|Totara", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Totara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like **TalentLMS**, **Docebo**, **Absorb LMS**, **LearnUpon**, or **Totara** often fit well"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|Docebo", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Issue RFP to 10 vendors (e.g., Docebo, Absorb LMS, TalentLMS, 360Learning, LearnUpon—strong for mid-market)"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|TalentLMS", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Use this **structured checklist** based on expert guides (e.g., from Docebo, TalentLMS, Litmos, and iSpring)"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|Litmos", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "based on expert guides (e.g., from Docebo, TalentLMS, Litmos, and iSpring)"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|iSpring", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "based on expert guides (e.g., from Docebo, TalentLMS, Litmos, and iSpring)"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|Absorb LMS", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Issue RFP to 10 vendors (e.g., Docebo, Absorb LMS, TalentLMS, 360Learning, LearnUpon—strong for mid-market)"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|360Learning", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Issue RFP to 10 vendors (e.g., Docebo, Absorb LMS, TalentLMS, 360Learning, LearnUpon—strong for mid-market)"}, {"id": "mai-20260917-1657-smoke|c181-m5|xai-small|LearnUpon", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LearnUpon—strong for mid-market"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|Blackboard Learn (Legacy/Classic)", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard Learn (Legacy/Classic)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it became infamous for its unintuitive interface, slow loading times, and frustrating student experience"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|D2L Brightspace", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "D2L Brightspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a reputation for being \"heavy.\" Users often complain about steep learning curves"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|Self-Hosted Moodle", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Self-Hosted Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Moodle is technically excellent and highly customizable, it is a resource hog."}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|LearnDash", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While tools like LearnDash or LifterLMS are fantastic, building an LMS entirely inside WordPress carries a risk"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|LifterLMS", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LifterLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While tools like LearnDash or LifterLMS are fantastic"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|LearningStudio (formerly Angel)", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearningStudio (formerly Angel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Abandoned Systems ... leaving the customers stuck on legacy versions that no longer receive updates"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|WebCT", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "WebCT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These are mostly historical examples now"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|Canvas LMS", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "market leaders that are generally viewed as safe havens ... are **Canvas LMS** (Education)"}, {"id": "mai-20260917-1657-smoke|c181-m6|alibaba-small|Cornerstone OnDemand", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "and **Cornerstone OnDemand** (Corporate)"}, {"id": "mai-20260917-1657-smoke|c181-m6|deepseek-small|Cornerstone (OnDemand)", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone (OnDemand)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This is the most frequently called-out system in user and industry critiques"}, {"id": "mai-20260917-1657-smoke|c181-m6|deepseek-small|Moodle (self-hosted)", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While free and powerful, many educators complain it's: Sluggish and overly complex"}, {"id": "mai-20260917-1657-smoke|c181-m6|deepseek-small|Canvas", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Even though it's widely used in higher ed, it gets substantial criticism"}, {"id": "mai-20260917-1657-smoke|c181-m6|deepseek-small|eCommons", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "eCommons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Multiple users report it's very limited, incredibly slow, and cumbersome."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Blackboard (Anthology)", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard (Anthology)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Blackboard is a pioneer in the academic LMS space, but it has historically been one of the most heavily criticized platforms by both instructors and students."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Moodle", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "older versions of **Moodle** or **Sakai**... Hidden Maintenance Costs: You must host, secure, and update the platform yourself."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Sakai", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Sakai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy Giants with Outdated UX... older versions of **Moodle** or **Sakai**"}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Cornerstone OnDemand", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Unless you are a massive Fortune 500 company with a dedicated team of full-time LMS administrators, you should avoid them."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Saba", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Unless you are a massive Fortune 500 company with a dedicated team of full-time LMS administrators, you should avoid them."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|SumTotal", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Unless you are a massive Fortune 500 company with a dedicated team of full-time LMS administrators, you should avoid them."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Docebo", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Docebo is highly rated for corporate training, but it is often a trap for mid-sized or growing businesses that want custom-tailored user interfaces."}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Teachable", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Transaction Fees on Paid Plans... Platform Lock-In"}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Thinkific", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Creator Platforms with High Transaction Fees"}, {"id": "mai-20260917-1657-smoke|c181-m6|google-small|Kajabi", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Creator Platforms with High Transaction Fees"}, {"id": "mai-20260917-1657-smoke|c181-m6|minimax-small|Blackboard", "prompt": "c181-m6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has been called \"the worst digital learning management system experience\" by some users, with complaints about usability issues, clunky interfaces"}, {"id": "mai-20260917-1657-smoke|c181-m6|minimax-small|Brightspace", "prompt": "c181-m6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Brightspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users calling it \"the worst LMS\" due to non-intuitive design, poor screen organization"}, {"id": "mai-20260917-1657-smoke|c181-m6|minimax-small|Canvas", "prompt": "c181-m6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is sometimes criticized, though one Reddit comment noted it's \"the least favorable learning management system, with the exception of all the alternatives\""}, {"id": "mai-20260917-1657-smoke|c181-m6|moonshot-small|Canvas (Instructure)", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Canvas (Instructure)** — Use with extreme caution"}, {"id": "mai-20260917-1657-smoke|c181-m6|moonshot-small|TalentLMS", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Not SOC-2 compliant**; limited security/compliance features; poor navigation UX"}, {"id": "mai-20260917-1657-smoke|c181-m6|moonshot-small|SAP Litmos", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Compliance over usability\" design; poor Trustpilot reviews; recurring billing/cancellation complaints"}, {"id": "mai-20260917-1657-smoke|c181-m6|moonshot-small|Blackboard Learn", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Widely criticized as outdated (\"stuck in 2010\"); sluggish and complex interface; poor mobile experience"}, {"id": "mai-20260917-1657-smoke|c181-m6|moonshot-small|Cornerstone OnDemand", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "1. Cornerstone OnDemand (as an LMS—it's an HR tool with learning bolted on)"}, {"id": "mai-20260917-1657-smoke|c181-m6|moonshot-small|Moodle", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Only choose Moodle if you have dedicated technical staff** for security maintenance"}, {"id": "mai-20260917-1657-smoke|c181-m6|openai-small|Canvas Free-For-Teacher", "prompt": "c181-m6", "model": "openai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas Free-For-Teacher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "issued a 2026 security alert about an ongoing cybersecurity incident involving Canvas Free-For-Teacher accounts, which is a reminder to evaluate account types, security settings"}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|Canvas (Instructure)", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution: Recent Major Data Breaches - Canvas (Instructure): Suffered the largest claimed education breach in 2026"}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|PowerSchool", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "PowerSchool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "2024 breach (Dec) hit ~62M students/9.5M teachers ... Largest confirmed kids' data breach."}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|itslearning", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "itslearning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trustpilot 1.4/5 ... Frequent reports of instability disrupting classes."}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|TalentLMS", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Trustpilot \"Poor\" at 2.4/5 (169+ reviews), with recent complaints on support and functionality."}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|Blackboard", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Historical critiques of XSS vulnerabilities, poor file access controls, abysmal performance/UI, and weak support."}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|Moodle", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less patched than open-source alternatives like Moodle per vulnerability studies."}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|Litmos", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Many lack recent audits (e.g., only Litmos noted)"}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|Docebo", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize: SOC 2/ISO 27001 certified LMS ... strong reviews (e.g., Docebo 4.5/5"}, {"id": "mai-20260917-1657-smoke|c181-m6|xai-small|LearnUpon", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strong reviews (e.g., Docebo 4.5/5, LearnUpon 4.6/5)"}, {"id": "mai-20260917-1657-smoke|c181-m6|zai-small|LearnPress", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Researchers have identified serious security flaws in these three popular WordPress LMS plugins"}, {"id": "mai-20260917-1657-smoke|c181-m6|zai-small|LearnDash", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnDash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Researchers have identified serious security flaws in these three popular WordPress LMS plugins"}, {"id": "mai-20260917-1657-smoke|c181-m6|zai-small|LifterLMS", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LifterLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Researchers have identified serious security flaws in these three popular WordPress LMS plugins"}, {"id": "mai-20260917-1657-smoke|c181-m6|zai-small|Canvas (Instructure)", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Canvas has gained significant market share, but user feedback reveals notable concerns"}, {"id": "mai-20260917-1657-smoke|c181-m6|zai-small|Blackboard (Anthology)", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard (Anthology)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "declining market share and ongoing user dissatisfaction"}, {"id": "mai-20260917-1657-smoke|c181-m6|zai-small|Moodle", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Moodle versions before 3.11 ... No more security patches or bug fixes. ... Avoid using these platforms for production environments"}, {"id": "mai-20260917-1657-smoke|c181-s1|alibaba-small|TalentLMS", "prompt": "c181-s1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS (Best Overall Value & Simplicity)"}, {"id": "mai-20260917-1657-smoke|c181-s1|alibaba-small|iSpring LMS", "prompt": "c181-s1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iSpring LMS (Best for Internal Content Creation)"}, {"id": "mai-20260917-1657-smoke|c181-s1|alibaba-small|LearnUpon", "prompt": "c181-s1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LearnUpon (Best for Multi-Audience / Partner Training)"}, {"id": "mai-20260917-1657-smoke|c181-s1|anthropic-small|TalentLMS", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is the best all-around employee training software because it gives teams a practical LMS without forcing an enterprise-level rollout."}, {"id": "mai-20260917-1657-smoke|c181-s1|anthropic-small|iSpring LMS", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iSpring LMS is noted as best for effective performance tracking."}, {"id": "mai-20260917-1657-smoke|c181-s1|anthropic-small|Knowledge Anywhere", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Knowledge Anywhere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a smaller-scale LMS built for organizations that need a simple, functional platform to deliver custom training"}, {"id": "mai-20260917-1657-smoke|c181-s1|anthropic-small|Trainual", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trainual is best for turning SOPs and company processes into training"}, {"id": "mai-20260917-1657-smoke|c181-s1|anthropic-small|iSpring Learn", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "iSpring Learn is best when course authoring matters"}, {"id": "mai-20260917-1657-smoke|c181-s1|challenger-small|TalentLMS", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the safest default recommendation if your priority is fast setup"}, {"id": "mai-20260917-1657-smoke|c181-s1|challenger-small|GoSkills", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want an especially strong small-business option with a ready-to-use course library"}, {"id": "mai-20260917-1657-smoke|c181-s1|challenger-small|ProProfs Training Maker", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you care most about published pricing, AI-assisted course building"}, {"id": "mai-20260917-1657-smoke|c181-s1|challenger-small|Trainual", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main goal is internal onboarding and SOP-style process training"}, {"id": "mai-20260917-1657-smoke|c181-s1|challenger-small|LearnWorlds", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you also plan to sell training externally"}, {"id": "mai-20260917-1657-smoke|c181-s1|deepseek-small|TalentLMS", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the strongest default choice"}, {"id": "mai-20260917-1657-smoke|c181-s1|deepseek-small|360Learning", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Collaborative Learning"}, {"id": "mai-20260917-1657-smoke|c181-s1|deepseek-small|GoSkills", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoSkills** is the runner-up"}, {"id": "mai-20260917-1657-smoke|c181-s1|deepseek-small|iSpring Learn", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Build Content in PowerPoint"}, {"id": "mai-20260917-1657-smoke|c181-s1|deepseek-small|LearnUpon", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Scaling B2B Training Programs"}, {"id": "mai-20260917-1657-smoke|c181-s1|google-small|TalentLMS", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS: Best All-Rounder & Budget-Friendly ... is the industry gold standard for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s1|google-small|Trainual", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SOPs, Company Playbooks, and Operations ... Trainual is a better fit than a traditional LMS"}, {"id": "mai-20260917-1657-smoke|c181-s1|google-small|360Learning", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Peer-to-Peer & Collaborative Learning"}, {"id": "mai-20260917-1657-smoke|c181-s1|google-small|WorkRamp", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Growth & Sales/Customer Enablement ... WorkRamp is the premium choice"}, {"id": "mai-20260917-1657-smoke|c181-s1|google-small|iSpring Learn", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TalentLMS or iSpring Learn will allow you to upload them immediately"}, {"id": "mai-20260917-1657-smoke|c181-s1|meta-small|TalentLMS", "prompt": "c181-s1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top LMS options for small businesses include TalentLMS, LearnWorlds, and ProProfs Training Maker"}, {"id": "mai-20260917-1657-smoke|c181-s1|meta-small|LearnWorlds", "prompt": "c181-s1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top LMS options for small businesses include TalentLMS, LearnWorlds, and ProProfs Training Maker"}, {"id": "mai-20260917-1657-smoke|c181-s1|meta-small|ProProfs Training Maker", "prompt": "c181-s1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top LMS options for small businesses include TalentLMS, LearnWorlds, and ProProfs Training Maker"}, {"id": "mai-20260917-1657-smoke|c181-s1|minimax-small|TalentLMS", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **TalentLMS** for its balance of affordability, ease of use, and essential features"}, {"id": "mai-20260917-1657-smoke|c181-s1|minimax-small|Litmos", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Litmos** or **Absorb** are excellent choices"}, {"id": "mai-20260917-1657-smoke|c181-s1|minimax-small|Absorb LMS", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Litmos** or **Absorb** are excellent choices"}, {"id": "mai-20260917-1657-smoke|c181-s1|minimax-small|Teachable", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teachable or Thinkific - Best for: If you need to create and sell training content"}, {"id": "mai-20260917-1657-smoke|c181-s1|minimax-small|Thinkific", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teachable or Thinkific - Best for: If you need to create and sell training content"}, {"id": "mai-20260917-1657-smoke|c181-s1|mistral-small|TalentLMS", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely regarded as the best all-around LMS for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s1|mistral-small|Zoho Learn", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also highly recommended, especially for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s1|mistral-small|Rippling", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also highly recommended, especially for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s1|mistral-small|Trainual", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also highly recommended, especially for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s1|mistral-small|LearnUpon", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "another top contender, particularly for companies that need a robust system"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|TalentLMS", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **TalentLMS** - Best for Tight Budgets & Fast Setup"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|GoSkills", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 2. **GoSkills** - Best Overall for Small Business"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|360Learning", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collaborative Learning"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|iSpring Learn", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance & Performance Tracking"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|Connecteam", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Deskless/Frontline Teams"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|SafetyCulture", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Have deskless/field workers?** → Connecteam or SafetyCulture"}, {"id": "mai-20260917-1657-smoke|c181-s1|moonshot-small|Coassemble", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very tight budget?** → TalentLMS (free tier) or Coassemble"}, {"id": "mai-20260917-1657-smoke|c181-s1|openai-small|Zoho Learn", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zoho Learn if you want a small-business-friendly all-around option"}, {"id": "mai-20260917-1657-smoke|c181-s1|openai-small|Rippling", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling if you already want your training tied into HR, payroll, and IT"}, {"id": "mai-20260917-1657-smoke|c181-s1|openai-small|Trainual", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Trainual if you're under ~50 employees and training is mostly internal onboarding/processes."}, {"id": "mai-20260917-1657-smoke|c181-s1|openai-small|TalentLMS", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with TalentLMS if you need more formal course delivery, quizzes, reporting, and a more traditional LMS."}, {"id": "mai-20260917-1657-smoke|c181-s1|openai-small|Absorb LMS", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Absorb LMS, though it's usually more than a tiny team needs initially"}, {"id": "mai-20260917-1657-smoke|c181-s1|xai-small|TalentLMS", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS stands out as the best overall LMS for employee training in a small B2B company"}, {"id": "mai-20260917-1657-smoke|c181-s1|xai-small|iSpring Learn", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Too pricey/high minimum for <100"}, {"id": "mai-20260917-1657-smoke|c181-s1|xai-small|360Learning", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost (~$320/mo), more enterprise-focused"}, {"id": "mai-20260917-1657-smoke|c181-s1|xai-small|ProProfs", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI course creation/compliance | Free (10 learners); $1.99/learner/mo"}, {"id": "mai-20260917-1657-smoke|c181-s1|xai-small|Trainual", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SOP-heavy (Trainual)"}, {"id": "mai-20260917-1657-smoke|c181-s1|xai-small|Connecteam", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "global/remote teams (Connecteam, from $29/mo)"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|iSpring Learn", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **TalentLMS** or **iSpring Learn**"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|TalentLMS", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **TalentLMS** or **iSpring Learn**"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|360Learning", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** (Best for Collaboration)"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|Connecteam", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** (Best for Mobile/Deskless Teams)"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|LearnUpon", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LearnUpon** (Enterprise-Ready)"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|Moodle", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Technical teams comfortable with self-hosting and customization"}, {"id": "mai-20260917-1657-smoke|c181-s1|zai-small|Whale", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Whale** (AI-Powered)"}, {"id": "mai-20260917-1657-smoke|c181-s2|alibaba-small|TalentLMS", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **TalentLMS**"}, {"id": "mai-20260917-1657-smoke|c181-s2|alibaba-small|LearnWorlds", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Brand Prestige: LearnWorlds"}, {"id": "mai-20260917-1657-smoke|c181-s2|alibaba-small|Teachable", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Easiest/Fastest to Set Up: Teachable (or Thinkific)"}, {"id": "mai-20260917-1657-smoke|c181-s2|alibaba-small|Thinkific", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teachable (or Thinkific) ... the safest bet"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Moodle", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Moodle** - Open-source, highly customizable, cost-effective"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|TalentLMS", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **TalentLMS** or **Absorb LMS** if focused on employee training"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Cornerstone OnDemand", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cornerstone OnDemand** - Enterprise-grade but scalable"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Absorb LMS", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **TalentLMS** or **Absorb LMS** if focused on employee training"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Teachable", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Teachable** if you're training customers"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Thinkific", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Teachable** or **Thinkific** - Built for course creation and delivery"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Kajabi", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Kajabi** - All-in-one with marketing features"}, {"id": "mai-20260917-1657-smoke|c181-s2|anthropic-small|Canvas", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Canvas** - Flexible, works well for external users"}, {"id": "mai-20260917-1657-smoke|c181-s2|challenger-small|TalentLMS", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** as the default choice if you want something broad, affordable, and quick to launch"}, {"id": "mai-20260917-1657-smoke|c181-s2|challenger-small|LearnWorlds", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if selling courses to business customers is central"}, {"id": "mai-20260917-1657-smoke|c181-s2|challenger-small|BrainCert", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "BrainCert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need ecommerce plus live sessions and CRM integration"}, {"id": "mai-20260917-1657-smoke|c181-s2|challenger-small|Absorb LMS", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a more enterprise-style B2B training platform"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|TalentLMS", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **TalentLMS**"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|Docebo", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overkill (and overpriced) for most small B2B businesses"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|360Learning", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Collaborative, peer-driven learning | ~$8/user/month | Strong if your culture is peer-led"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|LearnUpon", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More powerful than TalentLMS for complex portal management, but pricier"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|Skilljar", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for customer training, but pricey and enterprise-oriented"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|SalesHood", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SalesHood", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more expensive and likely overkill for a small business"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|Mindtickle", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Mindtickle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more expensive and likely overkill for a small business"}, {"id": "mai-20260917-1657-smoke|c181-s2|deepseek-small|LifterLMS", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LifterLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "LifterLMS (WordPress-based) is also a budget option if you already use WordPress"}, {"id": "mai-20260917-1657-smoke|c181-s2|google-small|TalentLMS", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS (Best Overall for Affordability & Ease of Use)"}, {"id": "mai-20260917-1657-smoke|c181-s2|google-small|LearnUpon", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LearnUpon (Best for Growth & CRM Integrations)"}, {"id": "mai-20260917-1657-smoke|c181-s2|google-small|LearnWorlds", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LearnWorlds (Best for Highly Interactive Content & Seat Selling)"}, {"id": "mai-20260917-1657-smoke|c181-s2|google-small|Academy of Mine", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the top \"boutique\" developer-friendly LMS"}, {"id": "mai-20260917-1657-smoke|c181-s2|google-small|Docebo", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "significantly cheaper than major enterprise platforms (like Docebo or Skilljar)"}, {"id": "mai-20260917-1657-smoke|c181-s2|google-small|Skilljar", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "significantly cheaper than major enterprise platforms (like Docebo or Skilljar)"}, {"id": "mai-20260917-1657-smoke|c181-s2|minimax-small|GoSkills", "prompt": "c181-s2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend starting with **GoSkills**"}, {"id": "mai-20260917-1657-smoke|c181-s2|minimax-small|iSpring", "prompt": "c181-s2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "iSpring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High scores in reviews, specifically designed for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s2|minimax-small|Moodle", "prompt": "c181-s2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source and highly customizable... Best if: You have technical resources to set it up"}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|TalentLMS", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** – Easy to set up, affordable, and great for onboarding and ongoing training."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|LearnUpon", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong reporting and compliance features, good for regulated industries."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|Absorb LMS", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly customizable, good for growing teams."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|Thinkific", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for selling online courses to customers, integrates with Stripe/PayPal."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|LearnDash", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(WordPress plugin) – Cost-effective if you already use WordPress."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|Docebo", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered, good for customer education at scale."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|Tovuti LMS", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Tovuti LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one, supports both employee and customer training."}, {"id": "mai-20260917-1657-smoke|c181-s2|mistral-small|360Learning", "prompt": "c181-s2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Collaborative learning, good for B2B knowledge sharing."}, {"id": "mai-20260917-1657-smoke|c181-s2|moonshot-small|Thinkific Plus", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with Thinkific Plus** if you have the budget"}, {"id": "mai-20260917-1657-smoke|c181-s2|moonshot-small|Skilljar", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Customer Education... Purpose-built for B2B SaaS customer training"}, {"id": "mai-20260917-1657-smoke|c181-s2|moonshot-small|Northpass", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Northpass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skilljar** or **Northpass** - Best for Customer Education"}, {"id": "mai-20260917-1657-smoke|c181-s2|moonshot-small|TalentLMS", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **TalentLMS** if you need a more affordable entry point"}, {"id": "mai-20260917-1657-smoke|c181-s2|moonshot-small|Docebo", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - **Docebo**: While powerful, it's designed primarily for large enterprises"}, {"id": "mai-20260917-1657-smoke|c181-s2|moonshot-small|Teachable", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Teachable**: Better suited for individual creators selling courses rather than B2B customer training"}, {"id": "mai-20260917-1657-smoke|c181-s2|openai-small|TalentLMS", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **TalentLMS** as the best starting point."}, {"id": "mai-20260917-1657-smoke|c181-s2|openai-small|Docebo", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you expect more complexity, automation, or growth, but it's usually pricier"}, {"id": "mai-20260917-1657-smoke|c181-s2|openai-small|Absorb LMS", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "polished and robust, especially if you care about a premium learner experience"}, {"id": "mai-20260917-1657-smoke|c181-s2|openai-small|Thinkific", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you're more of a course-selling business"}, {"id": "mai-20260917-1657-smoke|c181-s2|openai-small|LearnWorlds", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're mainly **selling courses online**: **Thinkific** or **LearnWorlds**"}, {"id": "mai-20260917-1657-smoke|c181-s2|openai-small|Moodle", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "very flexible and low-cost, but more technical to maintain"}, {"id": "mai-20260917-1657-smoke|c181-s2|xai-small|TalentLMS", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend TalentLMS** for a small B2B business."}, {"id": "mai-20260917-1657-smoke|c181-s2|xai-small|GoSkills", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want micro-learning paths for sales skills | Per-user, free trial | Less emphasis on multi-tenant portals"}, {"id": "mai-20260917-1657-smoke|c181-s2|xai-small|ProProfs Training Maker", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Super simple quizzes/certifications | $1.99/user/month | Fewer advanced B2B integrations"}, {"id": "mai-20260917-1657-smoke|c181-s2|xai-small|Moodle", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires tech setup/maintenance—not ideal for small teams"}, {"id": "mai-20260917-1657-smoke|c181-s2|zai-small|iSpring Learn", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iSpring Learn is likely your best option if you want predictable pricing and robust white-labeling"}, {"id": "mai-20260917-1657-smoke|c181-s2|zai-small|TalentLMS", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS is a user-friendly alternative"}, {"id": "mai-20260917-1657-smoke|c181-s2|zai-small|LearnUpon", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Downside: It is expensive. It does not publish public pricing"}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|TalentLMS", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're on a tight budget:** Start with **TalentLMS** (free tier)"}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|GoSkills", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Teams that need ready-made content and AI-assisted creation."}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|Connecteam", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team works off-site (deskless):** Choose **Connecteam**."}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|360Learning", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a community-driven culture:** Choose **360Learning**."}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|iSpring Learn", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to train fast using existing PPTs:** Choose **iSpring Learn**."}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|Trainual (by SafetyCulture)", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need to document processes/SOPs:** Choose **Trainual**."}, {"id": "mai-20260917-1657-smoke|c181-s3|alibaba-small|Zoho Learn", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "affordable and straightforward but lacks some advanced standalone LMS features"}, {"id": "mai-20260917-1657-smoke|c181-s3|anthropic-small|TalentLMS", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is one of the best values for small teams, with a free plan that works for up to five users"}, {"id": "mai-20260917-1657-smoke|c181-s3|anthropic-small|ProProfs Training Maker", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ProProfs offers an affordable way to deploy training quickly with a library of content and easy setup, ideal for small teams."}, {"id": "mai-20260917-1657-smoke|c181-s3|anthropic-small|360Learning", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360Learning is a strong option for growing businesses that want to make collaborative learning part of everyday work"}, {"id": "mai-20260917-1657-smoke|c181-s3|anthropic-small|SkyPrep", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SkyPrep is a strong fit for small to mid-sized businesses that need a straightforward LMS"}, {"id": "mai-20260917-1657-smoke|c181-s3|anthropic-small|Workleap LMS", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workleap LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a modern, AI‑powered learning management system designed for human resources teams and L&D leaders of small to mid-sized organizations"}, {"id": "mai-20260917-1657-smoke|c181-s3|anthropic-small|Connecteam", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecteam is a mobile-first learning management system built for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|TalentLMS", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **TalentLMS** if you want the safest all-around pick for a small team"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|GoSkills", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GoSkills** if you want the quickest setup and a built-in content library"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|360Learning", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **360Learning** if team collaboration is central"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|iSpring Learn", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **iSpring Learn** if compliance and reporting are the priority"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|LearnUpon", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **LearnUpon** if you need to train both internal and external audiences"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|SkyPrep", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often recommended when ease of use and customer support matter more than advanced complexity"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|Zoho Learn", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Appears in small-business recommendations as a lower-cost option"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|Connecteam", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Better when your team is mobile or non-office-based"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|Litmos", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "sometimes **Litmos** are stronger fits when tracking and structured training matter more"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|Trainual", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools like **Trainual**, **Whale**, or **Zoho Learn** are often chosen"}, {"id": "mai-20260917-1657-smoke|c181-s3|challenger-small|Whale", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "tools like **Trainual**, **Whale**, or **Zoho Learn** are often chosen"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|Cornerstone", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best options aren't the enterprise giants (like Cornerstone or SAP Litmos)"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|SAP Litmos", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the best options aren't the enterprise giants (like Cornerstone or SAP Litmos)"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|TalentLMS", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TalentLMS — *Best Overall for Most Small Teams*"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|iSpring Learn", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iSpring Learn — *Best for Compliance & PowerPoint Users*"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|GoSkills", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **TalentLMS** (or **GoSkills** if you want ready-made courses)"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|360Learning", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "360Learning — *Best for Collaborative / Peer-to-Peer Learning*"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|LearnUpon", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Training External Audiences (Customers/Partners)"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|Connecteam", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you train mostly deskless workers → **Connecteam**"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|LearnWorlds", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you're selling courses to customers or partners → **LearnWorlds** or **LearnUpon**"}, {"id": "mai-20260917-1657-smoke|c181-s3|deepseek-small|Zoho Learn", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Zoho Learn — *Best for Budget-First Teams (Free Tier)*"}, {"id": "mai-20260917-1657-smoke|c181-s3|google-small|Docebo", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complex, highly engineered enterprise software that requires dedicated IT administrators (such as Docebo or Absorb)"}, {"id": "mai-20260917-1657-smoke|c181-s3|google-small|Absorb", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complex, highly engineered enterprise software that requires dedicated IT administrators (such as Docebo or Absorb)"}, {"id": "mai-20260917-1657-smoke|c181-s3|google-small|TalentLMS", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TalentLMS is widely considered the gold standard for small businesses."}, {"id": "mai-20260917-1657-smoke|c181-s3|google-small|360Learning", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaborative & Social Learning"}, {"id": "mai-20260917-1657-smoke|c181-s3|google-small|SC Training (formerly EdApp)", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mobile-First & Frontline Teams"}, {"id": "mai-20260917-1657-smoke|c181-s3|google-small|iSpring Learn", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for PowerPoint Users & Deep Course Authoring"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|GoSkills", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top learning management systems for a small team include GoSkills, 360Learning, Coassemble..."}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|360Learning", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include GoSkills, 360Learning, Coassemble, iSpring Learn"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|Coassemble", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GoSkills, 360Learning, Coassemble, iSpring Learn, LearnUpon"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|iSpring Learn", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Coassemble, iSpring Learn, LearnUpon, Litmos"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|LearnUpon", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "iSpring Learn, LearnUpon, Litmos, SafetyCulture"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|Litmos", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LearnUpon, Litmos, SafetyCulture, TalentLMS"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|SafetyCulture", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Litmos, SafetyCulture, TalentLMS, Tovuti, and Trainual"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|TalentLMS", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SafetyCulture, TalentLMS, Tovuti, and Trainual"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|Tovuti", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TalentLMS, Tovuti, and Trainual"}, {"id": "mai-20260917-1657-smoke|c181-s3|meta-small|Trainual", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tovuti, and Trainual"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|TalentLMS", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent balance of features and affordability"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|Connecteam", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most reviewed; strong mobile-first approach"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|iSpring LMS", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ease of use**: iSpring LMS or LearnWorlds"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|LearnWorlds", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ease of use**: iSpring LMS or LearnWorlds"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|360Learning", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Collaborative course building"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|Coassemble", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AI features**: Coassemble or Whale"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|Whale", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious**: Start with Whale's free tier or TalentLMS"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|GoSkills", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Quick setup**: GoSkills (pre-made courses)"}, {"id": "mai-20260917-1657-smoke|c181-s3|minimax-small|Schoox", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Frontline training**: Schoox"}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|TalentLMS", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Differentiator: Strong all-around solution with a focus on simplicity and scalability for small teams."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|GoSkills", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emphasis on out-of-the-box courses and AI capabilities, making it ideal for teams without dedicated instructional designers."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|360Learning", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong emphasis on team collaboration and user-generated content"}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|Coassemble", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on ease of use and quick deployment, ideal for teams that need to create courses rapidly."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|iSpring Learn", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong integration with PowerPoint, making it easy for teams already using Microsoft tools."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|LearnUpon", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Compliance-heavy industries and structured training programs."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|Litmos", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Sales and customer service training."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|Connecteam", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Mobile and deskless teams (e.g., retail, healthcare)."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|Zoho Learn", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cost-effective for Zoho users, with a generous free tier."}, {"id": "mai-20260917-1657-smoke|c181-s3|mistral-small|Docebo", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Leverages AI to personalize learning paths for each team member."}, {"id": "mai-20260917-1657-smoke|c181-s3|moonshot-small|GoSkills", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** — Best Overall for Small Businesses"}, {"id": "mai-20260917-1657-smoke|c181-s3|moonshot-small|TalentLMS", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** — Best for Fast Training Setup"}, {"id": "mai-20260917-1657-smoke|c181-s3|moonshot-small|360Learning", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** — Best for Collaborative Learning"}, {"id": "mai-20260917-1657-smoke|c181-s3|moonshot-small|iSpring Learn", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iSpring Learn** — Best for PowerPoint-Based Training"}, {"id": "mai-20260917-1657-smoke|c181-s3|moonshot-small|Connecteam", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Connecteam** — Best for Mobile & Deskless Teams"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Trainual", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for internal onboarding:** **Trainual**"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Zoho Learn", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget option:** **Zoho Learn**"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Connecteam", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for frontline/mobile staff:** **Connecteam**"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|LearnWorlds", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for selling training or polished course content:** **LearnWorlds**"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|iSpring LMS", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for compliance-heavy training:** **iSpring LMS**"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|LearnUpon", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for **multi-audience training** like employees, partners, or customers"}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Forma LMS", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Forma LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good if you want flexibility and don't mind more setup/management."}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Easy LMS", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Easy LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Low flat monthly pricing:** LearnWorlds and Easy LMS."}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Cloud Assess", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cloud Assess", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Contact sales/custom quote:** Trainual, LearnUpon, Cloud Assess, Leapsome."}, {"id": "mai-20260917-1657-smoke|c181-s3|openai-small|Leapsome", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Contact sales/custom quote:** Trainual, LearnUpon, Cloud Assess, Leapsome."}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|TalentLMS", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top for value/ease... Choose based on needs: e.g., TalentLMS for versatility"}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|iSpring Learn", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for rapid course creation & blended learning; high ease/support scores. Pricier per user"}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|Connecteam", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connecteam for mobile ops"}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|360Learning", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emphasizes team-created courses & engagement; scales well. Higher cost"}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|GoSkills", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ready-to-use content saves time; top ease-of-use."}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|Moodle", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offers deep tweaks but needs IT skills—better for tech-savvy teams"}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|Google Classroom", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free/open-source options like Moodle or Google Classroom work for basics but often require more tech effort."}, {"id": "mai-20260917-1657-smoke|c181-s3|xai-small|Thinkific", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "add Thinkific (~$29/mo) if selling external courses"}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|TalentLMS", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All‑round small business choice:** TalentLMS."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|Connecteam", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mobile / deskless teams:** Connecteam."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|iSpring Learn", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Performance tracking & compliance:** iSpring Learn."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|360Learning", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Collaborative course creation:** 360Learning."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|LearnWorlds", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Course creation & selling:** LearnWorlds."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|Zoho Learn", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget‑conscious:** Zoho Learn or TalentCards."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|Whale", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Automation & documentation:** Whale."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|TalentCards", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentCards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget‑conscious:** Zoho Learn or TalentCards."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|SkyPrep", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pricing can be more opaque (on request), so you'll want to get a custom quote."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|BrainCert", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "BrainCert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More creator‑focused; less feature‑rich than TalentLMS or 360Learning."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|Coassemble", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**AI quiz generation:** Coassemble."}, {"id": "mai-20260917-1657-smoke|c181-s3|zai-small|Docebo", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "More complex and often more expensive; pricing is usually custom. Overkill for very small teams with basic needs"}, {"id": "mai-20260917-1657-smoke|c181-s4|alibaba-small|GoSkills", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall \"Free Forever\" Option: **GoSkills** ... arguably the best value"}, {"id": "mai-20260917-1657-smoke|c181-s4|alibaba-small|TalentLMS", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **GoSkills** if you need content; go with **TalentLMS** if you have existing files."}, {"id": "mai-20260917-1657-smoke|c181-s4|alibaba-small|Connecteam", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Freemium\" for Staff Management: **Connecteam**"}, {"id": "mai-20260917-1657-smoke|c181-s4|alibaba-small|Moodle", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Technical Teams/IT: **Moodle** ... king of free software"}, {"id": "mai-20260917-1657-smoke|c181-s4|alibaba-small|Google Classroom", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a real LMS (no compliance/certificates)"}, {"id": "mai-20260917-1657-smoke|c181-s4|alibaba-small|Google Forms + Drive", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Forms + Drive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider Google Forms + Drive ... While less professional, it functions and costs nothing."}, {"id": "mai-20260917-1657-smoke|c181-s4|anthropic-small|TalentLMS", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** - Best Overall Value"}, {"id": "mai-20260917-1657-smoke|c181-s4|anthropic-small|GoSkills", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoSkills** - Best Free Option"}, {"id": "mai-20260917-1657-smoke|c181-s4|anthropic-small|Thinkific", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thinkific** - Best if Selling Training Content"}, {"id": "mai-20260917-1657-smoke|c181-s4|challenger-small|TalentLMS", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest all-around pick is **TalentLMS**"}, {"id": "mai-20260917-1657-smoke|c181-s4|challenger-small|Connecteam", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong low-cost alternative, especially if you want a mobile-first tool"}, {"id": "mai-20260917-1657-smoke|c181-s4|challenger-small|Zoho Learn", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a budget-conscious option with low per-user pricing"}, {"id": "mai-20260917-1657-smoke|c181-s4|challenger-small|Moodle", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can be **free** for licensing, but the tradeoff is higher setup and maintenance effort"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|GoSkills", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **GoSkills**"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|TalentLMS", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoSkills** and **TalentLMS** are the two most consistently recommended options"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|Zoho Learn", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most Budget-Friendly: **Zoho Learn**"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|Moodle", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Moodle** is free but requires hosting and maintenance"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|Google Classroom", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free | Simple internal training and document sharing"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|Coassemble", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free plan available | AI-powered microlearning for lean teams"}, {"id": "mai-20260917-1657-smoke|c181-s4|deepseek-small|Connecteam", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free for up to 10 users | Training + employee management in one app"}, {"id": "mai-20260917-1657-smoke|c181-s4|google-small|TalentLMS", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS — Best Overall for Small-to-Midsize Businesses (SMBs)"}, {"id": "mai-20260917-1657-smoke|c181-s4|google-small|SC Training (formerly EdApp)", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Frontline Teams & Free Tier Value"}, {"id": "mai-20260917-1657-smoke|c181-s4|google-small|GoSkills", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoSkills — Best \"Forever Free\" LMS (Host-Your-Own Content)"}, {"id": "mai-20260917-1657-smoke|c181-s4|google-small|Groundwork1", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Groundwork1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Groundwork1 — Best Low-Friction (Email-Based) LMS"}, {"id": "mai-20260917-1657-smoke|c181-s4|google-small|LearnDash", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LearnDash (WordPress Plugin) — Best Flat-Rate Option"}, {"id": "mai-20260917-1657-smoke|c181-s4|google-small|Moodle", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Open-source systems like **Moodle** are technically free, but they require server hosting, complex installations, and ongoing IT maintenance"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|TalentLMS", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for a small company with a tight budget is TalentLMS."}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|GoSkills", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include GoSkills"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|Canvas LMS", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include GoSkills, Canvas LMS"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|Google Classroom", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Canvas LMS, Google Classroom"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|LearnDash", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Classroom, LearnDash"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|Moodle", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LearnDash, Moodle"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|SafetyCulture", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Moodle, SafetyCulture"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|Sakai", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Sakai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SafetyCulture, Sakai"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|Thinkific", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sakai, Thinkific"}, {"id": "mai-20260917-1657-smoke|c181-s4|meta-small|Zoho Learn", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-s4|minimax-small|TalentLMS", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** offers the best balance of affordability, ease of use, and features"}, {"id": "mai-20260917-1657-smoke|c181-s4|minimax-small|GoSkills", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pros:** Includes library of business courses, ready-made content"}, {"id": "mai-20260917-1657-smoke|c181-s4|minimax-small|Moodle", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have zero budget, **Moodle** is free but requires more technical know-how."}, {"id": "mai-20260917-1657-smoke|c181-s4|mistral-small|Zoho Learn", "prompt": "c181-s4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Learn** is highly recommended for budget-conscious teams, offering a free plan for up to 5 users"}, {"id": "mai-20260917-1657-smoke|c181-s4|mistral-small|TalentLMS", "prompt": "c181-s4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Learn** and **TalentLMS** are excellent choices"}, {"id": "mai-20260917-1657-smoke|c181-s4|mistral-small|Connecteam", "prompt": "c181-s4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** is a strong option if mobile access is a priority"}, {"id": "mai-20260917-1657-smoke|c181-s4|moonshot-small|TalentLMS", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is consistently rated as the top choice for small businesses due to its free tier, transparent pricing, and ease of use"}, {"id": "mai-20260917-1657-smoke|c181-s4|moonshot-small|Connecteam", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **fewer than 10 employees**, Connecteam's larger free tier may be ideal"}, {"id": "mai-20260917-1657-smoke|c181-s4|moonshot-small|Zoho Learn", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **ultra-tight budgets**, Zoho Learn offers the lowest per-user cost"}, {"id": "mai-20260917-1657-smoke|c181-s4|moonshot-small|Moodle", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires technical expertise to host and maintain"}, {"id": "mai-20260917-1657-smoke|c181-s4|moonshot-small|iSpring Learn", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-effective if you have seasonal training needs"}, {"id": "mai-20260917-1657-smoke|c181-s4|openai-small|TalentLMS", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is usually the best balance of cost, ease of use, and employee-training features for a small company."}, {"id": "mai-20260917-1657-smoke|c181-s4|openai-small|Trainual", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if your main goal is SOPs, onboarding, and internal process training"}, {"id": "mai-20260917-1657-smoke|c181-s4|openai-small|Absorb LMS", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong platform, but usually more expensive"}, {"id": "mai-20260917-1657-smoke|c181-s4|openai-small|Moodle Workplace / MoodleCloud", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle Workplace / MoodleCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Can be very cost-effective... More setup/admin effort"}, {"id": "mai-20260917-1657-smoke|c181-s4|openai-small|Google Classroom / Notion + simple training workflow", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom / Notion + simple training workflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a true LMS, but extremely cheap... Lacks stronger LMS features"}, {"id": "mai-20260917-1657-smoke|c181-s4|xai-small|TalentLMS", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS or Connecteam stand out as the best options for a small company on a tight budget"}, {"id": "mai-20260917-1657-smoke|c181-s4|xai-small|Connecteam", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TalentLMS or Connecteam stand out as the best options for a small company on a tight budget"}, {"id": "mai-20260917-1657-smoke|c181-s4|xai-small|Zoho Learn", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Super cheap scaling, knowledge base + training, high reviews (4.7/5 on GetApp/G2) | Basic for complex needs"}, {"id": "mai-20260917-1657-smoke|c181-s4|xai-small|Moodle", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Setup/maintenance requires IT skills; dated interface"}, {"id": "mai-20260917-1657-smoke|c181-s4|xai-small|Absorb", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy ones like Absorb; they're pricier."}, {"id": "mai-20260917-1657-smoke|c181-s4|zai-small|TalentLMS", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: TalentLMS ... widely considered the market leader for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s4|zai-small|Connecteam", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One: Connecteam ... the most cost-effective option"}, {"id": "mai-20260917-1657-smoke|c181-s4|zai-small|Zoho Learn", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrations: Zoho Learn ... this is the most logical choice"}, {"id": "mai-20260917-1657-smoke|c181-s4|zai-small|Moodle", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Moodle if: You have technical skills and want the lowest possible software cost"}, {"id": "mai-20260917-1657-smoke|c181-s5|alibaba-small|TalentLMS", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**TalentLMS:** Very user-friendly, popular with small businesses, affordable."}, {"id": "mai-20260917-1657-smoke|c181-s5|alibaba-small|iSpring Learn", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**iSpring Learn:** Great if you already use Microsoft Office/Teams heavily."}, {"id": "mai-20260917-1657-smoke|c181-s5|alibaba-small|Absorb LMS", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Absorb LMS:** Higher end, very polished, expensive but great UX."}, {"id": "mai-20260917-1657-smoke|c181-s5|alibaba-small|Moodle Workplace", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle Workplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you have a developer on staff who wants total control over customization."}, {"id": "mai-20260917-1657-smoke|c181-s5|challenger-small|TalentLMS", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small-business reviews recommend platforms like **TalentLMS** for general employee training"}, {"id": "mai-20260917-1657-smoke|c181-s5|challenger-small|Trainual", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tools like **Trainual** are better if your main need is documenting internal processes and tribal knowledge"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|Cornerstone", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify buying a complex, expensive enterprise LMS (like Cornerstone, Docebo, or Absorb)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|Docebo", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify buying a complex, expensive enterprise LMS (like Cornerstone, Docebo, or Absorb)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|Absorb", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too small to justify buying a complex, expensive enterprise LMS (like Cornerstone, Docebo, or Absorb)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|Moodle", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Open-Source Platforms (like Moodle)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|TalentLMS", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "TalentLMS (Best All-Rounder for Employee Training) ... gold standard for small businesses starting out"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|Trainual", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trainual (Best for Playbooks & SOP-Driven Training)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|360Learning", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "360Learning (Best for Collaborative/Social Learning)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|iSpring Learn", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "iSpring Learn (Best for Converting Existing PowerPoints)"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|Rippling", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Check your current HR payroll/benefits platform (like Rippling, BambooHR, etc.). Most of them offer a built-in \"Learning\" or \"LMS\" add-on"}, {"id": "mai-20260917-1657-smoke|c181-s5|google-small|BambooHR", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Check your current HR payroll/benefits platform (like Rippling, BambooHR, etc.)"}, {"id": "mai-20260917-1657-smoke|c181-s5|minimax-small|TalentLMS", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** – Good balance of features and price"}, {"id": "mai-20260917-1657-smoke|c181-s5|minimax-small|Connecteam", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** – Great mobile experience"}, {"id": "mai-20260917-1657-smoke|c181-s5|minimax-small|iSpring Learn", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Learn** – Strong ease-of-use ratings"}, {"id": "mai-20260917-1657-smoke|c181-s5|minimax-small|GoSkills", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoSkills** – Ready-made course library"}, {"id": "mai-20260917-1657-smoke|c181-s5|mistral-small|TalentLMS", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 LMS: TalentLMS, LearnUpon, Docebo, Absorb, or 360Learning are popular for SMBs."}, {"id": "mai-20260917-1657-smoke|c181-s5|mistral-small|LearnUpon", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TalentLMS, LearnUpon, Docebo, Absorb, or 360Learning are popular for SMBs."}, {"id": "mai-20260917-1657-smoke|c181-s5|mistral-small|Docebo", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TalentLMS, LearnUpon, Docebo, Absorb, or 360Learning are popular for SMBs."}, {"id": "mai-20260917-1657-smoke|c181-s5|mistral-small|Absorb", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TalentLMS, LearnUpon, Docebo, Absorb, or 360Learning are popular for SMBs."}, {"id": "mai-20260917-1657-smoke|c181-s5|mistral-small|360Learning", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TalentLMS, LearnUpon, Docebo, Absorb, or 360Learning are popular for SMBs."}, {"id": "mai-20260917-1657-smoke|c181-s5|moonshot-small|TalentLMS", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **TalentLMS** | ~$3.73/user/month | Easy setup, built-in authoring |"}, {"id": "mai-20260917-1657-smoke|c181-s5|moonshot-small|Connecteam", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Connecteam** | Free up to 10 users; $29/mo | Mobile-first, deskless teams |"}, {"id": "mai-20260917-1657-smoke|c181-s5|moonshot-small|iSpring Learn", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **iSpring Learn** | ~$3.75/active user | SCORM compliance, strong support |"}, {"id": "mai-20260917-1657-smoke|c181-s5|moonshot-small|Zoho Learn", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Zoho Learn** | Generous free tier | Budget-conscious teams |"}, {"id": "mai-20260917-1657-smoke|c181-s5|moonshot-small|LearnWorlds", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **LearnWorlds** | $29/month | Course creation & engagement |"}, {"id": "mai-20260917-1657-smoke|c181-s5|xai-small|TalentLMS", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS and Connecteam score highest on ease/value (4.6-4.8/5 on Capterra for SMBs)"}, {"id": "mai-20260917-1657-smoke|c181-s5|xai-small|iSpring Learn", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Learn** (SCORM pro)"}, {"id": "mai-20260917-1657-smoke|c181-s5|xai-small|Connecteam", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TalentLMS and Connecteam score highest on ease/value"}, {"id": "mai-20260917-1657-smoke|c181-s5|xai-small|GoSkills", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoSkills** (content-rich, AI)"}, {"id": "mai-20260917-1657-smoke|c181-s5|xai-small|LearnWorlds", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LearnWorlds** (creation-focused)"}, {"id": "mai-20260917-1657-smoke|c181-s5|xai-small|Moodle", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Moodle (open-source)"}, {"id": "mai-20260917-1657-smoke|c181-s5|zai-small|TalentLMS", "prompt": "c181-s5", "model": "zai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "While I can't recommend specific vendors, you'll likely encounter platforms that offer:\n\n- **TalentLMS** – fast setup, AI-assisted course creation, 500+ templates, strong integrations"}, {"id": "mai-20260917-1657-smoke|c181-s5|zai-small|LearnAMP", "prompt": "c181-s5", "model": "zai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnAMP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**LearnAMP** – learning journeys, workflow automation, onboarding flows"}, {"id": "mai-20260917-1657-smoke|c181-s5|zai-small|iSpring Suite", "prompt": "c181-s5", "model": "zai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**iSpring Suite** – document creation, assessments, mobile-friendly"}, {"id": "mai-20260917-1657-smoke|c181-s5|zai-small|Group", "prompt": "c181-s5", "model": "zai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Group** – cloud LMS for small/mid-sized businesses, employee onboarding, compliance, upskilling"}, {"id": "mai-20260917-1657-smoke|c181-s5|zai-small|SweetProcess", "prompt": "c181-s5", "model": "zai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SweetProcess", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SweetProcess** – document creation, workflow automation, mobile access"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid These Enterprise Platforms Entirely — Cornerstone OnDemand, Docebo, SAP SuccessFactors, Degreed"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Docebo", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid These Enterprise Platforms Entirely"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|SAP SuccessFactors", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid These Enterprise Platforms Entirely"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Degreed", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid These Enterprise Platforms Entirely"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Moodle", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Moodle has zero licensing cost but requires dedicated technical expertise to host, configure, and maintain."}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|TalentLMS", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "TalentLMS – Cheapest conventional LMS with published pricing; ~50% of customers have under 50 employees"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Connecteam", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam – Best for mobile/deskless teams; free for up to 10 users"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|iSpring Learn", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "iSpring Learn – ~$3.58/user/month; integrates with Google Workspace"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|GoSkills", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "GoSkills – All-in-one LMS + curated content library"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Zoho Learn", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Zoho Learn / Forma LMS – Generous free tiers for budget-conscious teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|alibaba-small|Forma LMS", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Forma LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Zoho Learn / Forma LMS – Generous free tiers for budget-conscious teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Docebo", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **avoid or scrutinize closely** include: - **Docebo** — described as an enterprise option with a median contract around **$32k+**"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Cornerstone", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "also flagged as enterprise-grade and generally not a good fit unless you are scaling to a much larger learner base"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Absorb LMS", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "specifically described as better for mid-market to large organizations, not small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Workday Learning", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not right for companies that are not already invested in the Workday ecosystem"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|LearnUpon", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if you only need a simple standalone LMS, it may be more than you need"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Moodle self-hosted", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle self-hosted", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it requires technical resources and ongoing maintenance, so small businesses without IT support should be cautious"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|TalentLMS", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "you are usually safer starting with simpler SMB-focused systems such as **TalentLMS, iSpring Learn, Connecteam, or Coassemble**"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|iSpring Learn", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safer starting with simpler SMB-focused systems such as **TalentLMS, iSpring Learn, Connecteam, or Coassemble**"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Connecteam", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safer starting with simpler SMB-focused systems such as **TalentLMS, iSpring Learn, Connecteam, or Coassemble**"}, {"id": "mai-20260917-1657-smoke|c181-s6|challenger-small|Coassemble", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "safer starting with simpler SMB-focused systems such as **TalentLMS, iSpring Learn, Connecteam, or Coassemble**"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Experts explicitly advise SMBs to avoid Cornerstone unless they're scaling past 5,000 learners within two years."}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|SAP SuccessFactors Learning", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Clearly a mismatch for most small businesses."}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Docebo", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "often \"overkill for most small businesses.\""}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Absorb LMS", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-grade suites (Cornerstone, Docebo, SAP SuccessFactors, Absorb)"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Blackboard", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "expensive, complex, and not designed for corporate training"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Canvas", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Optimized for universities. Requires institutional-style configuration, admin, and IT support."}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Moodle", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Moodle unless you have IT support"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Saba", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "their LMS modules are tightly coupled to the larger HCMS... not worth it for a small business"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|SumTotal", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "SumTotal specifically gets consistent complaints: an overly complex, non-intuitive interface"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|TalentLMS", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "TalentLMS (free tier up to 5 users, setup in minutes, public pricing)"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|iSpring Learn", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "iSpring Learn (PowerPoint-based authoring, clear pricing)"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|Coassemble", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Coassemble (AI course builder, free plan, good for small teams)"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|EdApp", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "EdApp (free forever tier, mobile microlearning)"}, {"id": "mai-20260917-1657-smoke|c181-s6|deepseek-small|GoSkills", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "GoSkills (~$9/user/month, built-in course library)"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Cornerstone OnDemand / Cornerstone Learn", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand / Cornerstone Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to avoid: Cornerstone OnDemand / Cornerstone Learn"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Workday Learning", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday Learning / Oracle HCM / SAP SuccessFactors: These require massive IT infrastructure, long rollout times, and deep budgets."}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Oracle HCM", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These require massive IT infrastructure, long rollout times, and deep budgets."}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|SAP SuccessFactors", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These require massive IT infrastructure, long rollout times, and deep budgets."}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Moodle (Self-Hosted)", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Moodle is the world's most popular open-source LMS, but it has a steep learning curve and a famously unintuitive interface."}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Totara Learn", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Totara Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to avoid: Totara Learn / Canvas (Open Source)"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Blackboard Learn (Anthology)", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard Learn (Anthology)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to avoid: Blackboard Learn (Anthology)"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Canvas by Instructure", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas by Instructure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to avoid: ... Canvas by Instructure (the commercial, hosted academic version)"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|D2L Brightspace", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "D2L Brightspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "D2L Brightspace (though they have a corporate arm, their DNA is deeply academic)"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Docebo", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Docebo, for example, is highly rated but often has high monthly minimum fees that make it cost-prohibitive for small organizations."}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|SAP Litmos", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "If a company does not list any pricing on its website (e.g., Docebo, SAP Litmos), they are likely targeting mid-market or enterprise clients."}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|TalentLMS", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Platforms like TalentLMS, GoSkills, iSpring Learn, or Coassemble are highly recommended for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|GoSkills", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "highly recommended for small businesses because they offer transparent, monthly pricing, zero implementation fees"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|iSpring Learn", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "highly recommended for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s6|google-small|Coassemble", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "highly recommended for small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s6|meta-small|TalentLMS", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS, iSpring Learn, and Coassemble are mentioned as good options due to their transparent pricing and fast deployment."}, {"id": "mai-20260917-1657-smoke|c181-s6|meta-small|iSpring Learn", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TalentLMS, iSpring Learn, and Coassemble are mentioned as good options due to their transparent pricing and fast deployment."}, {"id": "mai-20260917-1657-smoke|c181-s6|meta-small|Coassemble", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coassemble are mentioned as good options due to their transparent pricing and fast deployment."}, {"id": "mai-20260917-1657-smoke|c181-s6|meta-small|Connecteam", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like TalentLMS, iSpring Learn, Connecteam, 360Learning, and LearnUpon are highlighted as top picks for 2026."}, {"id": "mai-20260917-1657-smoke|c181-s6|meta-small|360Learning", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highlighted as top picks for 2026"}, {"id": "mai-20260917-1657-smoke|c181-s6|meta-small|LearnUpon", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "highlighted as top picks for 2026"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms Typically Unsuitable for Small Businesses ... Cornerstone OnDemand - Primary Issue: Built for enterprises with 1,000+ employees"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|Blackbaud Learning Management System", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackbaud Learning Management System", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Poor design and functionality ... Not Ideal For: Small businesses seeking intuitive, easy-to-manage solutions"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|SAP SuccessFactors LMS", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-First Platforms (General Caution) Platforms designed primarily for large organizations often create problems for small teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|Workday Learning", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms designed primarily for large organizations often create problems for small teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|Oracle Taleo Learning", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Oracle Taleo Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms designed primarily for large organizations often create problems for small teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|TalentLMS", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Recommended Alternatives for Small Business ... TalentLMS – Transparent pricing, easy to use"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|iSpring Learn", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "iSpring Learn – Good for simple implementation"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|Connecteam", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Connecteam – All-in-one for small teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|Zoho Learn", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zoho Learn – Budget-friendly with free tiers"}, {"id": "mai-20260917-1657-smoke|c181-s6|minimax-small|LearnWorlds", "prompt": "c181-s6", "model": "minimax-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "LearnWorlds – Strong ease-of-use ratings"}, {"id": "mai-20260917-1657-smoke|c181-s6|mistral-small|Moodle", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While free options like Moodle exist, they often require significant technical expertise for setup and ongoing maintenance"}, {"id": "mai-20260917-1657-smoke|c181-s6|moonshot-small|Cornerstone OnDemand (CSOD)", "prompt": "c181-s6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand (CSOD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Systems to Avoid\n\n**Cornerstone OnDemand (CSOD)**\n- Built for large enterprises (1,000+ employees), not small businesses"}, {"id": "mai-20260917-1657-smoke|c181-s6|moonshot-small|SAP SuccessFactors", "prompt": "c181-s6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Described as \"overwhelming for small businesses\""}, {"id": "mai-20260917-1657-smoke|c181-s6|moonshot-small|Workday Learning", "prompt": "c181-s6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-focused with complex deployment\n- Cost-prohibitive for small teams"}, {"id": "mai-20260917-1657-smoke|c181-s6|moonshot-small|Moodle (Self-Hosted)", "prompt": "c181-s6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Self-Hosted Options to Reconsider ... Free license but **hidden costs** add up quickly"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|TalentLMS", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "opt for SMB-friendly options like TalentLMS, iSpring Learn, Connecteam, or Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|iSpring Learn", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "opt for SMB-friendly options like TalentLMS, iSpring Learn, Connecteam, or Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Connecteam", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMB-friendly options like TalentLMS, iSpring Learn, Connecteam, or Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Zoho Learn", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB-friendly options like TalentLMS, iSpring Learn, Connecteam, or Zoho Learn"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Specific LMS to Avoid or Approach with Caution: 1. Cornerstone OnDemand"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Blackboard Learn", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Primarily academic-focused ... overkill for basic employee training"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Canvas LMS", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Primarily academic-focused (K-12/higher ed), requiring significant IT expertise"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Moodle (self-hosted)", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Moodle is free but incurs server/maintenance costs"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Docebo", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "not cost-effective for <500 users"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|SAP Litmos", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "steep learning curves, clunky ILT workflows, inadequate reporting"}, {"id": "mai-20260917-1657-smoke|c181-s6|xai-small|Absorb LMS", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "small businesses note it's opaque/expensive compared to simpler alternatives like TalentLMS"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Docebo", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid**: Requires custom quotes and pricing"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Blackboard", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid**: Intimidating interface, clunky navigation, slow performance, and technical issues"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Canvas (Enterprise Versions)", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (Enterprise Versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid**: While the free version exists, advanced features are locked behind expensive paid tiers"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Moodle", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid**: Despite being free, requires significant technical expertise for hosting, customization, and maintenance"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|TalentLMS", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**User-friendly interfaces** (TalentLMS, Connecteam)"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Connecteam", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**User-friendly interfaces** (TalentLMS, Connecteam)"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Zoho Learn", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Generous free tiers** (Zoho Learn, Forma LMS)"}, {"id": "mai-20260917-1657-smoke|c181-s6|zai-small|Forma LMS", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Forma LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Generous free tiers** (Zoho Learn, Forma LMS)"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|Anaplan", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely considered the gold standard for **Incentive Compensation Management (ICM)**"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|QuotaPath", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern, user-friendly alternative popular among mid-to-large growth tech companies."}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|Xactly", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly specialized specifically for incentive compensation."}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|Aeqium", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Anaplan** (Strongest analytics) or **Aeqium** (Most flexible)"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|CompLogix", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A veteran player in the space. Very strong for traditional compensation cycles"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|HRSoft COMPview", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft COMPview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Massive-scale organizations with complex reporting requirements"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|Workday Compensation", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "usually the default \"best\" choice for **fixed pay**... However, it often struggles with complex *variable* sales compensation"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|Oracle HCM", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "excellent for core HR and payroll alignment but may require add-ons"}, {"id": "mai-20260917-1657-smoke|c188-l1|alibaba-small|SAP SuccessFactors", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "excellent for core HR and payroll alignment but may require add-ons"}, {"id": "mai-20260917-1657-smoke|c188-l1|anthropic-small|SAP SuccessFactors HCM", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "enterprise-grade HCM suite with robust compensation management capabilities, well-suited for global organizations with complex pay program requirements"}, {"id": "mai-20260917-1657-smoke|c188-l1|anthropic-small|Beqom", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise-focused compensation platform that covers merit planning... supports large organizations with layered approval structures"}, {"id": "mai-20260917-1657-smoke|c188-l1|anthropic-small|Xactly Incent", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly Incent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recognized as a leader in enterprise compensation management"}, {"id": "mai-20260917-1657-smoke|c188-l1|anthropic-small|Qobra", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built for fast-growing B2B companies and replaces spreadsheet-driven commission management"}, {"id": "mai-20260917-1657-smoke|c188-l1|anthropic-small|Oracle Talent Management Cloud", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Talent Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers a unified platform for managing global compensation processes"}, {"id": "mai-20260917-1657-smoke|c188-l1|anthropic-small|HRSoft", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "built for enterprise organizations needing full lifecycle compensation support"}, {"id": "mai-20260917-1657-smoke|c188-l1|challenger-small|Workday Compensation", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation** is the safest \"best overall\" pick for a typical enterprise B2B company"}, {"id": "mai-20260917-1657-smoke|c188-l1|challenger-small|beqom", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for enterprises with *very complex* global compensation processes that need deep configurability"}, {"id": "mai-20260917-1657-smoke|c188-l1|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a leading option if your enterprise is already standardized on SAP"}, {"id": "mai-20260917-1657-smoke|c188-l1|challenger-small|Darwinbox Compensation Management", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong choice for multi-country enterprises that want compensation connected to a unified HR platform"}, {"id": "mai-20260917-1657-smoke|c188-l1|challenger-small|CaptivateIQ", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if the main need is **sales incentive compensation** rather than general employee compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Salary.com (CompAnalyst)", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Payscale** and **Salary.com** offer the best all-in-one workflow platforms"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Payscale (Insight Lab / Ascent)", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale (Insight Lab / Ascent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Total comp:** **Payscale** (global breadth) or **Salary.com** (ease + benchmarking)"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Radford / Mercer", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Radford / Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Radford** (via Mercer) remains the de facto benchmark standard"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Syndio", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Syndio** is the specialist if pay-equity compliance is your top priority"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Performio", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Varicent** or **Performio** if you have complex, multi-product commission plans at scale"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Varicent", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Sales comp (priority for B2B):** **Varicent** or **Performio**"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|CaptivateIQ", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CaptivateIQ** if you want something faster to deploy and more admin-friendly"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Xactly Incent", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly Incent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Legacy enterprise scale | Proven at huge orgs, widely adopted"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Everstage", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rep transparency & satisfaction | Top G2 satisfaction scores"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Qobra", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "RevOps/Finance at growing B2B | Highest satisfaction in G2 category"}, {"id": "mai-20260917-1657-smoke|c188-l1|deepseek-small|Salesforce Spiff", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Salesforce Spiff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Native Salesforce stacks | Seamless if you're all-in on Salesforce"}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|Varicent", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Very large global B2B enterprises requiring advanced data modeling and predictive analytics."}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|Performio", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Performio excels at letting RevOps and Finance teams adjust and build complex compensation plans out-of-the-box"}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|CaptivateIQ", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Modern, high-growth B2B SaaS and technology enterprises."}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|Xactly (Incent)", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly (Incent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the most established enterprise players, Xactly provides ironclad audit trails"}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|beqom", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best For: Large, multinational B2B enterprises that want to unify both HR merit planning and variable sales compensation on one single platform."}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|HRSoft", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HRSoft excels at sophisticated, multi-factor bonus calculations, performance-to-pay modeling"}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|Compport", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Compport stands out for being incredibly configurable while still boasting rapid implementation times"}, {"id": "mai-20260917-1657-smoke|c188-l1|google-small|Workday or SAP SuccessFactors (Compensation Modules)", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday or SAP SuccessFactors (Compensation Modules)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Their compensation-specific depth is sometimes lighter and less flexible than purpose-built, best-of-breed tools"}, {"id": "mai-20260917-1657-smoke|c188-l1|meta-small|CompLogix", "prompt": "c188-l1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated compensation management software include CompLogix, Salary.com, and Payscale Ascent."}, {"id": "mai-20260917-1657-smoke|c188-l1|meta-small|Salary.com", "prompt": "c188-l1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated compensation management software include CompLogix, Salary.com, and Payscale Ascent."}, {"id": "mai-20260917-1657-smoke|c188-l1|meta-small|Payscale Ascent", "prompt": "c188-l1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated compensation management software include CompLogix, Salary.com, and Payscale Ascent."}, {"id": "mai-20260917-1657-smoke|c188-l1|minimax-small|beqom", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**beqom** or **Darwinbox** would be the strongest choices due to their enterprise focus, global governance capabilities"}, {"id": "mai-20260917-1657-smoke|c188-l1|minimax-small|Darwinbox Compensation Management", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**beqom** or **Darwinbox** would be the strongest choices"}, {"id": "mai-20260917-1657-smoke|c188-l1|minimax-small|CompAnalyst by Salary.com", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "CompAnalyst by Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Salary benchmarking depth and market pricing"}, {"id": "mai-20260917-1657-smoke|c188-l1|minimax-small|CaptivateIQ", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary need is sales incentive management, **CaptivateIQ** specializes in that area."}, {"id": "mai-20260917-1657-smoke|c188-l1|mistral-small|Workday Compensation Management", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation Management** is widely regarded as the best compensation management software for large enterprise B2B companies"}, {"id": "mai-20260917-1657-smoke|c188-l1|mistral-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Oracle Fusion Cloud Compensation and Trusaic"}, {"id": "mai-20260917-1657-smoke|c188-l1|mistral-small|Trusaic", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include Oracle Fusion Cloud Compensation and Trusaic"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|Workday Compensation Management", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprise B2B companies find Workday or SAP SuccessFactors best for broad-based compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|SAP SuccessFactors Compensation Management", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "find **Workday** or **SAP SuccessFactors** best for broad-based compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Oracle Cloud HCM users"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|CaptivateIQ", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CaptivateIQ or Xactly excel for sales-specific incentive management"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|Xactly", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprise incentive compensation with deep analytics"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|Spiff (Salesforce)", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Spiff (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fastest deployment in Salesforce environment | Spiff"}, {"id": "mai-20260917-1657-smoke|c188-l1|moonshot-small|Anaplan", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecting comp to financial planning | Anaplan"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Workday Compensation", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation** is often the safest enterprise pick when you already run Workday HCM"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Payscale Ascent", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong choice if your priority is compensation intelligence and benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Xactly", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "usually the go-to for sales compensation / incentive-heavy B2B organizations"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Salary.com", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "G2\\u2019s current enterprise category highlights Payscale Ascent, Salary.com, SAP SuccessFactors HCM"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|SAP SuccessFactors HCM", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights Payscale Ascent, Salary.com, SAP SuccessFactors HCM, Deel Payroll"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Deel Payroll", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Deel Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel Payroll, Xactly, Anaplan, Oracle Workforce Rewards Cloud"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Anaplan", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for highly configurable enterprise planning:** **Anaplan** or **Oracle Workforce Rewards Cloud**"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|Oracle Workforce Rewards Cloud", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Workforce Rewards Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "worth considering if your comp process is deeply modeled and cross-functional"}, {"id": "mai-20260917-1657-smoke|c188-l1|openai-small|HRSoft Compensation Management", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and HRSoft Compensation Management among the leading enterprise products"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|Workday Compensation Management", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation Management** (Often ranked #1 for enterprises)"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Global B2B firms on SAP (e.g., S/4HANA); scenario planning, budget controls"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise fit**: Suits Oracle ecosystem enterprises."}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|beqom", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for global/multi-country B2B complexity, pay equity, governance (G2 4.4/5)"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|CompLogix", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Configurable for mid-to-large enterprises (500–50k employees)"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|HRSoft", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CompLogix or HRSoft**: Configurable for mid-to-large enterprises"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|Payscale Ascent", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High G2 ratings (4.3/5 avg for enterprise), good for benchmarking."}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|Varicent", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider SPM tools like Varicent/CaptivateIQ (Gartner Leaders for incentives)"}, {"id": "mai-20260917-1657-smoke|c188-l1|xai-small|CaptivateIQ", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider SPM tools like Varicent/CaptivateIQ (Gartner Leaders for incentives)"}, {"id": "mai-20260917-1657-smoke|c188-l1|zai-small|Workday Compensation Management", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Pick: Workday Compensation Management"}, {"id": "mai-20260917-1657-smoke|c188-l1|zai-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Enterprise Standard: SAP SuccessFactors Compensation"}, {"id": "mai-20260917-1657-smoke|c188-l1|zai-small|Oracle HCM Compensation", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle HCM Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle is a strong alternative to Workday"}, {"id": "mai-20260917-1657-smoke|c188-l1|zai-small|HiBob (Bob)", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. The Modern Alternative: HiBob (Bob)"}, {"id": "mai-20260917-1657-smoke|c188-l1|zai-small|Payscale Ascent", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Payscale if your specific need is deep market benchmarking and pay equity analysis."}, {"id": "mai-20260917-1657-smoke|c188-l2|alibaba-small|Varicent (Part of ADP)", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Varicent (Part of ADP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Varicent or Xactly if your biggest headache is calculating accurate commissions for a massive sales force."}, {"id": "mai-20260917-1657-smoke|c188-l2|alibaba-small|Xactly", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Varicent or Xactly if your biggest headache is calculating accurate commissions for a massive sales force."}, {"id": "mai-20260917-1657-smoke|c188-l2|alibaba-small|Pave", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pave if your biggest headache is organizing salary bands, offers, and retention bonuses"}, {"id": "mai-20260917-1657-smoke|c188-l2|alibaba-small|Anaplan", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Anaplan is a connected planning platform... Cons: Very steep learning curve; implementation takes months."}, {"id": "mai-20260917-1657-smoke|c188-l2|alibaba-small|Workday Compensation", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Workday if you want a single source of truth for employee data"}, {"id": "mai-20260917-1657-smoke|c188-l2|anthropic-small|Beqom", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Beqom is best for large enterprises (5,000+ employees) with global workforces, complex compensation structures"}, {"id": "mai-20260917-1657-smoke|c188-l2|anthropic-small|Xactly", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xactly has the longest market tenure in the ICM space, with a large enterprise customer base"}, {"id": "mai-20260917-1657-smoke|c188-l2|anthropic-small|Workday Compensation Module", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise-grade human capital management platform with a comprehensive compensation module ... though implementation costs and timelines are significant"}, {"id": "mai-20260917-1657-smoke|c188-l2|anthropic-small|CompLogix", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built specifically for the 500-to-5,000 employee tier"}, {"id": "mai-20260917-1657-smoke|c188-l2|anthropic-small|Compport", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compport takes an AI-powered approach to end-to-end compensation management"}, {"id": "mai-20260917-1657-smoke|c188-l2|challenger-small|CompLogix", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **CompLogix** as the safest default choice"}, {"id": "mai-20260917-1657-smoke|c188-l2|challenger-small|Workday Compensation", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for organizations fully committed to Workday and wanting end-to-end governance inside that ecosystem"}, {"id": "mai-20260917-1657-smoke|c188-l2|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it is described as more rigid outside the SAP stack"}, {"id": "mai-20260917-1657-smoke|c188-l2|challenger-small|Darwinbox Compensation Management", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for large, multi-country enterprises, especially where a native suite approach and global coverage matter"}, {"id": "mai-20260917-1657-smoke|c188-l2|challenger-small|beqom", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**beqom** is a strong specialist pick for enterprise-grade depth and multi-country compensation programs"}, {"id": "mai-20260917-1657-smoke|c188-l2|deepseek-small|CaptivateIQ", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: CaptivateIQ ... is the strongest choice"}, {"id": "mai-20260917-1657-smoke|c188-l2|deepseek-small|Varicent", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Varicent if you need top-tier territory planning, capacity/data-science modeling, and Workday integration"}, {"id": "mai-20260917-1657-smoke|c188-l2|deepseek-small|Xactly", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Xactly if compliance (ASC 606 revenue recognition accounting) and mature audit controls are a top priority."}, {"id": "mai-20260917-1657-smoke|c188-l2|deepseek-small|Salesforce Spiff", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salesforce Spiff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great if you're deeply invested in Salesforce; public per-seat pricing"}, {"id": "mai-20260917-1657-smoke|c188-l2|deepseek-small|QuotaPath", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "under ~100 payees use a simpler tool like QuotaPath"}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|beqom", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Overall Enterprise Complexity: **beqom** ... Choose **beqom**."}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|CompLogix", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Customization & White-Glove Support: **CompLogix** or **HRSoft**"}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|HRSoft", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HRSoft** offers immense administrative depth, granular workflow control"}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|Workday Compensation", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workday's out-of-the-box compensation module can feel rigid."}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|SAP SuccessFactors", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You are Fully Committed to Your HCM: **Workday Compensation** (or **SAP SuccessFactors**)"}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|Pave", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2B Tech & Equity-Heavy Workforces: **Pave**"}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|CaptivateIQ", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CaptivateIQ** is the more modern, agile competitor that uses a powerful, spreadsheet-like logic engine"}, {"id": "mai-20260917-1657-smoke|c188-l2|google-small|Varicent", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Varicent** is the legacy enterprise giant for massive sales forces"}, {"id": "mai-20260917-1657-smoke|c188-l2|meta-small|Pequity", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pequity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pequity - a compensation management software that balances enterprise power with usability."}, {"id": "mai-20260917-1657-smoke|c188-l2|meta-small|Salary.com", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Salary.com and Payscale Ascent - compensation management software that offers deep market data, robust modeling, pay-equity analytics"}, {"id": "mai-20260917-1657-smoke|c188-l2|meta-small|Payscale Ascent", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Salary.com and Payscale Ascent - compensation management software that offers deep market data, robust modeling, pay-equity analytics"}, {"id": "mai-20260917-1657-smoke|c188-l2|minimax-small|CompLogix", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation would be CompLogix for its comprehensive feature set and scalability"}, {"id": "mai-20260917-1657-smoke|c188-l2|minimax-small|HRSoft COMPview", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft COMPview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For pure administrative depth and handling extremely complex organizational hierarchies, **HRSoft COMPview** is particularly strong."}, {"id": "mai-20260917-1657-smoke|c188-l2|minimax-small|Workday", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already embedded in the Workday ecosystem, **Workday** itself is an excellent choice"}, {"id": "mai-20260917-1657-smoke|c188-l2|minimax-small|Trusaic", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trusaic** is worth considering if proactive compliance with evolving pay equity regulations is a priority"}, {"id": "mai-20260917-1657-smoke|c188-l2|mistral-small|Workday", "prompt": "c188-l2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is frequently highlighted as the best choice for large enterprises, especially those already using Workday HCM."}, {"id": "mai-20260917-1657-smoke|c188-l2|mistral-small|UKG Pro", "prompt": "c188-l2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG Pro** is also noted for its suitability for large organizations, particularly when strong audit needs and structured pay cycles are priorities."}, {"id": "mai-20260917-1657-smoke|c188-l2|moonshot-small|Workday Advanced Compensation", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If I had to pick one general recommendation:** **Workday Advanced Compensation** or **Beqom**"}, {"id": "mai-20260917-1657-smoke|c188-l2|moonshot-small|Beqom", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If I had to pick one general recommendation:** **Workday Advanced Compensation** or **Beqom**"}, {"id": "mai-20260917-1657-smoke|c188-l2|moonshot-small|SAP SuccessFactors Compensation Management", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SAP Ecosystem"}, {"id": "mai-20260917-1657-smoke|c188-l2|moonshot-small|Payscale Ascent", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data-Driven Compensation Strategy"}, {"id": "mai-20260917-1657-smoke|c188-l2|moonshot-small|Salary.com (CompAnalyst)", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Market Benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-l2|openai-small|Workday Compensation", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** for a large enterprise, I'd lean **Workday Compensation**"}, {"id": "mai-20260917-1657-smoke|c188-l2|openai-small|SAP SuccessFactors Compensation / Variable Pay", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation / Variable Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors Compensation / Variable Pay** if you're in the SAP ecosystem"}, {"id": "mai-20260917-1657-smoke|c188-l2|openai-small|Xactly Incent", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly Incent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need best-of-breed sales incentive compensation at very large scale?** Consider **Xactly Incent**"}, {"id": "mai-20260917-1657-smoke|c188-l2|openai-small|HRSoft", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HRSoft** is also positioned for mid-market to enterprise compensation programs"}, {"id": "mai-20260917-1657-smoke|c188-l2|xai-small|Workday Compensation Management", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday Compensation Management as the top choice."}, {"id": "mai-20260917-1657-smoke|c188-l2|xai-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle HCM users; modular ERP integration, global scale (8.6/10). Leader in Gartner HCM."}, {"id": "mai-20260917-1657-smoke|c188-l2|xai-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP users; scenario planning, workforce modeling (8.2/10)."}, {"id": "mai-20260917-1657-smoke|c188-l2|xai-small|beqom", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Standalone enterprise total comp; complex approvals, pay equity (8.9/10 in some lists)."}, {"id": "mai-20260917-1657-smoke|c188-l2|xai-small|Salary.com CompAnalyst", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Benchmarking depth + planning; mid-to-large with strong market data."}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|Workday Compensation Management", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation Management** is the most broadly recommended, enterprise-ready tool"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|Salary.com (CURO)", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com (CURO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deeper market-data and pay-equity analytics, **Salary.com (CURO)** or **Payscale** are strong add-on or standalone options."}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|Payscale", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salary.com (CURO)** or **Payscale** are strong add\\u2011on or standalone options"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Primary recommendation:** Oracle Fusion Cloud Compensation"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Primary recommendation:** SAP SuccessFactors Compensation"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|Paycom", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Paycom** \\u2013 Best if you want a single vendor for HR, payroll, and compensation"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|UKG Pro Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "UKG Pro Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Primary recommendation:** Paycom or UKG Pro Compensation"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|Beqom", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Beqom** \\u2013 Ideal for companies with complex sales commissions, variable pay, and equity plans"}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|HRSoft", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Large, specialized teams can manage more complex tools (e.g., HRSoft, CompLogix, Salary.com)."}, {"id": "mai-20260917-1657-smoke|c188-l2|zai-small|CompLogix", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large, specialized teams can manage more complex tools (e.g., HRSoft, CompLogix, Salary.com)."}, {"id": "mai-20260917-1657-smoke|c188-l3|alibaba-small|beqom", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Large enterprises with complex, multi-country compensation programs... High scalability and governance for global organizations"}, {"id": "mai-20260917-1657-smoke|c188-l3|alibaba-small|CompAnalyst (by Salary.com)", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (by Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Organizations prioritizing deep salary benchmarking and market pricing accuracy"}, {"id": "mai-20260917-1657-smoke|c188-l3|alibaba-small|Pave", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Fast-growing tech companies and startups scaling up to mid-market"}, {"id": "mai-20260917-1657-smoke|c188-l3|alibaba-small|Ravio", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines benchmarking, equity analysis, and comp planning in one seamless platform"}, {"id": "mai-20260917-1657-smoke|c188-l3|alibaba-small|Syndio", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Pay equity compliance, auditing, and governance"}, {"id": "mai-20260917-1657-smoke|c188-l3|alibaba-small|Mercer / Aon Radford", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer / Aon Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "They are primarily **benchmarking data providers** first, though they offer suite solutions."}, {"id": "mai-20260917-1657-smoke|c188-l3|anthropic-small|Compport", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top 5 enterprise picks in 2026 are Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1657-smoke|c188-l3|anthropic-small|Pave", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top 5 enterprise picks in 2026 are Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1657-smoke|c188-l3|anthropic-small|Beqom", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Beqom is an enterprise-focused compensation platform that covers merit planning, annual and discretionary bonuses, long-term incentives, executive compensation, and pay equity analysis"}, {"id": "mai-20260917-1657-smoke|c188-l3|anthropic-small|HRSoft", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top 5 enterprise picks in 2026 are Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1657-smoke|c188-l3|anthropic-small|Salary.com", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top 5 enterprise picks in 2026 are Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1657-smoke|c188-l3|anthropic-small|Comprehensive", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or do you need something live in weeks (Comprehensive)"}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Workday Compensation", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong, integrated compensation modeling inside a broader HCM suite rather than a standalone comp product."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best when compensation must fit into SAP's broader HR architecture and governance model."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Similar to Workday/SAP in being suite-led, with compensation embedded in a larger cloud HCM stack."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|beqom", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A dedicated compensation platform built for complexity"}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Payscale/MarketPay", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale/MarketPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong on compensation data and benchmarking, with a more data-led approach than suite-first tools."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Mercer", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Primarily a benchmarking/data provider ... rather than workflow-first comp planning."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Radford (Aon)", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specialized benchmarking for those industries, rather than a general-purpose enterprise comp suite."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Syndio", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on statistical pay-equity analysis and internal fairness controls, not broad compensation planning."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|Dayforce", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More of an integrated HR/payroll suite with compensation functionality than a dedicated comp-specialist platform."}, {"id": "mai-20260917-1657-smoke|c188-l3|challenger-small|HRSoft", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Emphasizes configurable workflows and implementation support for complex enterprise cycles."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Workday Compensation", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises already running Workday HCM."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SAP shops (S/4HANA) with complex, country-specific merit rules at scale."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep integration with Oracle HCM pay components and a unified data model."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Beqom", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Among the deepest enterprise total-rewards platforms, covering merit, bonus, equity, and sales incentive compensation."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|HRSoft", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations wanting a configurable, standalone compensation platform without replacing their HCM."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Payscale", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep multi-source market-pricing data + planning | Payscale"}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Pave", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Real-time tech benchmarks (US/Canada) | Pave"}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Ravio", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Real-time global/European tech benchmarks | Ravio"}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Xactly", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade incentive compensation with mature sales-performance workflows and analytics."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Varicent", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Often viewed as complex, rigid, and dependent on outside implementation services compared to newer tools."}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|CaptivateIQ", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "positioned as the modern alternative to Xactly/Varicent"}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|WTW", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "survey providers (Payscale, WTW, Radford) offer deep, curated, defensible market-pricing data but are less current"}, {"id": "mai-20260917-1657-smoke|c188-l3|deepseek-small|Radford", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "survey providers (Payscale, WTW, Radford) offer deep, curated, defensible market-pricing data"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|beqom", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large multinational enterprises with highly complex global compensation plans."}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|HRSoft (COMPview / CompTrak)", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft (COMPview / CompTrak)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HRSoft is selected for compliance-heavy and executive compensation environments"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Compport", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Evaluate **Compport**, **Figures**, or **Payscale**"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|CompLogix", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CompLogix differentiates itself with a highly praised, hands-on customer success model"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Salary.com (CompAnalyst)", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "widely considered the gold standard for traditional market pricing"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Payscale (Ascent / MarketPay)", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale (Ascent / MarketPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payscale generally offers a cleaner, more intuitive user interface and stronger onboarding support"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Pave", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a fast-growing tech company focused on equity communication:** Choose **Pave**"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Workday / SAP SuccessFactors / Oracle HCM", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday / SAP SuccessFactors / Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they are notoriously rigid and expensive to configure"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|CaptivateIQ", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your sales commission sheets are breaking:** Choose **CaptivateIQ** or **Varicent**"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Varicent", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "carries a steep learning curve and a high total cost of ownership"}, {"id": "mai-20260917-1657-smoke|c188-l3|google-small|Figures", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Evaluate **Compport**, **Figures**, or **Payscale**"}, {"id": "mai-20260917-1657-smoke|c188-l3|meta-small|CompLogix", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "like CompLogix, are known for their configurability and dedicated support"}, {"id": "mai-20260917-1657-smoke|c188-l3|meta-small|Beqom", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "like Beqom, are designed for large multinational organizations with complex global compensation programs"}, {"id": "mai-20260917-1657-smoke|c188-l3|meta-small|CaptivateIQ", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CaptivateIQ is best for sales compensation management and unified SPM"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|beqom", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For complex global compensation**: beqom"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|Workday Compensation", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For existing HCM suite**: Workday, Darwinbox, or Dayforce"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|CaptivateIQ", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For sales commission focus**: CaptivateIQ"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|Darwinbox", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For existing HCM suite**: Workday, Darwinbox, or Dayforce"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|Dayforce", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For existing HCM suite**: Workday, Darwinbox, or Dayforce"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|CompAnalyst (Salary.com)", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For market benchmarking depth**: CompAnalyst (Salary.com)"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|Pave", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market tools like Pave, Figures start around $7-8/employee/month"}, {"id": "mai-20260917-1657-smoke|c188-l3|minimax-small|Figures", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market tools like Pave, Figures start around $7-8/employee/month"}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|Workday Advanced Compensation", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need deep HRIS integration and global scale, choose Workday or Darwinbox."}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|beqom", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For complex global compensation (not just HR suite), beqom is a top pick."}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|CaptivateIQ", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For sales-heavy organizations, CaptivateIQ is the specialist."}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|Payscale", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For market data-driven planning, Payscale is ideal."}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you need deep HRIS integration and global scale, choose Workday or Darwinbox."}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Large enterprises using SAP ecosystems, needing country-specific merit rules and global scale."}, {"id": "mai-20260917-1657-smoke|c188-l3|mistral-small|Lattice", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Mid-market to large enterprises wanting a modular, user-friendly platform for total compensation"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Workday Advanced Compensation", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your organization already runs Workday, SAP, or Oracle as its HR backbone, the native module is usually the default choice"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your organization already runs Workday, SAP, or Oracle as its HR backbone, the native module is usually the default choice"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your organization already runs Workday, SAP, or Oracle as its HR backbone, the native module is usually the default choice"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|beqom", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex global plans that exceed HCM suite flexibility | **beqom**"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-country suite-led enterprises (especially in Asia-Pacific/EMEA growth markets)"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Xactly", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Xactly** is the most mature, end-to-end enterprise choice."}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|CaptivateIQ", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CaptivateIQ** wins when RevOps teams want self-serve control and fast deployment."}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Varicent", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "competes for the most complex crediting scenarios but carries a heavier legacy architecture"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Payscale", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Payscale** offers more real-time data refresh."}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Mercer", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Gold-standard annual global survey benchmarking data"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Radford (Aon)", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Industry-specific deep data for tech/biotech pay structures"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Salary.com (CompAnalyst)", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Strong salary benchmarking with pay range management"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Syndio", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Syndio** is purpose-built for *internal* pay equity analysis"}, {"id": "mai-20260917-1657-smoke|c188-l3|moonshot-small|Anaplan", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Anaplan** (sometimes used alongside HR platforms)"}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|Workday Compensation", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Workday** if you want tight HR/finance integration and a unified data model."}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose SAP SuccessFactors** if you need deep enterprise compensation processes, especially global and variable pay."}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|Oracle Compensation", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Oracle** if you're standardized on Oracle Cloud HCM."}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|Anaplan", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More of a planning/modeling platform than a dedicated compensation-only suite"}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|Xactly", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Xactly** if sales commissions and incentives are the main challenge."}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|Payscale Ascent", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More \"comp intelligence\" than \"comp workflow execution.\" Great when your main need is market data and pay structure design."}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|Salary.com", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Payscale or Salary.com** if benchmarking and pay structure design are the priority."}, {"id": "mai-20260917-1657-smoke|c188-l3|openai-small|HRSoft Compensation Management", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Listed by G2 among enterprise compensation products."}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|Workday Compensation", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for HR-integrated, start with Workday/Oracle"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global enterprises with SAP ecosystem | Broad country payroll (45+), performance linkage, analytics"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "for HR-integrated, start with Workday/Oracle"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|UKG Pro", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Payroll-heavy enterprises | Core HR/payroll integration, parallel comp cycles"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|beqom", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Complex global/total rewards | Full comp depth (merit/STIP/LTIP/equity), multi-country governance"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|CompLogix", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Configurable planning cycles | High configurability, full comp types, dedicated support"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|Xactly Incent", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly Incent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For sales-heavy, prioritize ICM like Xactly"}, {"id": "mai-20260917-1657-smoke|c188-l3|xai-small|CaptivateIQ", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sales commissions/performance | SmartGrid for no-code plans, real-time earnings visibility"}, {"id": "mai-20260917-1657-smoke|c188-l3|zai-small|Workday Compensation", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your organization uses Workday, this is usually the default choice for consistency."}, {"id": "mai-20260917-1657-smoke|c188-l3|zai-small|beqom (PaySuite)", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom (PaySuite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Workday** (if you have it) or **beqom** for the breadth of features."}, {"id": "mai-20260917-1657-smoke|c188-l3|zai-small|Xactly (Incent / SPO)", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly (Incent / SPO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is the industry standard for **Sales Performance Management (SPM)**"}, {"id": "mai-20260917-1657-smoke|c188-l3|zai-small|CaptivateIQ", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a Sales Leader:** Choose **Xactly** or **CaptivateIQ**."}, {"id": "mai-20260917-1657-smoke|c188-l3|zai-small|Salary.com (CompAnalyst)", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is the gold standard for \"How much should we pay for this role?\""}, {"id": "mai-20260917-1657-smoke|c188-l3|zai-small|Syndio (PayEQ)", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio (PayEQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is the market leader specifically for the *equity* aspect of compensation"}, {"id": "mai-20260917-1657-smoke|c188-l4|alibaba-small|Pave", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave is currently the gold standard for predictive costing"}, {"id": "mai-20260917-1657-smoke|c188-l4|alibaba-small|Deel", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel is the leading choice for scale"}, {"id": "mai-20260917-1657-smoke|c188-l4|alibaba-small|Anaplan", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Anaplan if your biggest risk is bad financial forecasting"}, {"id": "mai-20260917-1657-smoke|c188-l4|alibaba-small|Workday Adaptive Planning", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Financial Modeling (FP&A): Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1657-smoke|c188-l4|alibaba-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SAP SuccessFactors if you need strict compliance, audit trails, and global localization"}, {"id": "mai-20260917-1657-smoke|c188-l4|alibaba-small|Rippling", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling has moved into the \"Large Company\" tier"}, {"id": "mai-20260917-1657-smoke|c188-l4|anthropic-small|Beqom", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Beqom** stands out as the best choice for your specific needs."}, {"id": "mai-20260917-1657-smoke|c188-l4|anthropic-small|CompUp", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CompUp** offers a more cost-effective alternative with transparent, scalable pricing."}, {"id": "mai-20260917-1657-smoke|c188-l4|anthropic-small|Xactly", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "costs scale quickly with mid-market deployments commonly $60K–$200K/yr... which may be less predictable than Beqom's per-employee model"}, {"id": "mai-20260917-1657-smoke|c188-l4|anthropic-small|CaptivateIQ", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though they're stronger for sales compensation... may be less predictable than Beqom's per-employee model"}, {"id": "mai-20260917-1657-smoke|c188-l4|challenger-small|Beqom", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the safest fit from these results is **Beqom** ... but its pricing is typically a **custom enterprise quote** rather than a fixed transparent per-user price"}, {"id": "mai-20260917-1657-smoke|c188-l4|challenger-small|CompUp", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If **predictable total cost** is the top priority, **CompUp** is the strongest signal in the results"}, {"id": "mai-20260917-1657-smoke|c188-l4|challenger-small|Workday Compensation", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically sold with **custom pricing**, so they are less suited if your main requirement is a highly predictable per-user total cost"}, {"id": "mai-20260917-1657-smoke|c188-l4|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically sold with **custom pricing**, so they are less suited if your main requirement is a highly predictable per-user total cost"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Pave", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "charge per headcount... inherently less *predictable* in total dollar terms"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Xactly", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge per headcount... inherently less *predictable* in total dollar terms"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "charge per headcount... inherently less *predictable* in total dollar terms"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|beqom PaySuite", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom PaySuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**beqom PaySuite on a multi-year, fixed annual license** is the strongest pairing of enterprise capability and flat-fee pricing"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Compport", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both operate on enterprise platform licensing models (quote-based) suited to multi-thousand-employee organizations"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Varicent", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both operate on enterprise platform licensing models (quote-based)"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Workday", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "adding its compensation module often delivers the **most predictable cost of all**"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Compensation-planning modules inside your existing HCM (Workday, SAP SuccessFactors, Oracle)"}, {"id": "mai-20260917-1657-smoke|c188-l4|deepseek-small|Oracle", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Compensation-planning modules inside your existing HCM (Workday, SAP SuccessFactors, Oracle)"}, {"id": "mai-20260917-1657-smoke|c188-l4|google-small|SecureSheet", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "SecureSheet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. SecureSheet **Best For:** Pricing based *only* on planning managers, not total employee headcount."}, {"id": "mai-20260917-1657-smoke|c188-l4|google-small|Compport", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compport is a highly configurable, modular total compensation platform built specifically to replace massive spreadsheets in global organizations."}, {"id": "mai-20260917-1657-smoke|c188-l4|google-small|HRSoft (including Compview)", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft (including Compview)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HRSoft scales very predictably at a low rate (often starting around **$1.75 per employee per month**"}, {"id": "mai-20260917-1657-smoke|c188-l4|google-small|CompXL (by Salary.com)", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "CompXL (by Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CompXL pricing is built around **fixed-term enterprise contract lengths**"}, {"id": "mai-20260917-1657-smoke|c188-l4|meta-small|Workday", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday: Best for large enterprises with existing Workday HCM."}, {"id": "mai-20260917-1657-smoke|c188-l4|meta-small|Paycom", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycom: Best for midsize to large organizations."}, {"id": "mai-20260917-1657-smoke|c188-l4|meta-small|Salary.com", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for large enterprises due to deep market data, robust modeling, pay-equity analytics"}, {"id": "mai-20260917-1657-smoke|c188-l4|meta-small|Payscale Ascent", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for large enterprises due to deep market data, robust modeling, pay-equity analytics"}, {"id": "mai-20260917-1657-smoke|c188-l4|meta-small|HRSoft COMPview", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft COMPview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for large-scale enterprise administration, with features like merit, bonus, LTI, detailed reporting"}, {"id": "mai-20260917-1657-smoke|c188-l4|minimax-small|UKG (Ultimate Kronos Group)", "prompt": "c188-l4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG** - if you want the simplest PEPM model with no hidden fees"}, {"id": "mai-20260917-1657-smoke|c188-l4|minimax-small|Workday Compensation", "prompt": "c188-l4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** - if you're already in their ecosystem and want native integration"}, {"id": "mai-20260917-1657-smoke|c188-l4|minimax-small|SAP SuccessFactors Compensation", "prompt": "c188-l4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors** - if you're an SAP shop"}, {"id": "mai-20260917-1657-smoke|c188-l4|minimax-small|Darwinbox Compensation Management", "prompt": "c188-l4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: 5,000+ enterprises, especially Asia/MENA-led global companies"}, {"id": "mai-20260917-1657-smoke|c188-l4|mistral-small|Workday Compensation", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation** stands out as the best compensation management software for a large company that needs predictable total cost"}, {"id": "mai-20260917-1657-smoke|c188-l4|mistral-small|beqom", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing is quote-based and may not provide the same level of cost predictability as Workday’s PEPM model"}, {"id": "mai-20260917-1657-smoke|c188-l4|mistral-small|CompAnalyst (Salary.com)", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing is quote-based and may not provide the same level of cost predictability as Workday’s PEPM model"}, {"id": "mai-20260917-1657-smoke|c188-l4|mistral-small|Compport", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their pricing is quote-based and may not provide the same level of cost predictability as Workday’s PEPM model"}, {"id": "mai-20260917-1657-smoke|c188-l4|mistral-small|Ravio", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their pricing is less transparent and may not scale as predictably for thousands of users"}, {"id": "mai-20260917-1657-smoke|c188-l4|mistral-small|Compa", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Compa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their pricing is less transparent and may not scale as predictably for thousands of users"}, {"id": "mai-20260917-1657-smoke|c188-l4|moonshot-small|beqom", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. beqom** - **Best for:** Global enterprises with complex compensation needs"}, {"id": "mai-20260917-1657-smoke|c188-l4|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Consider beqom or CompAnalyst** if compensation management is your primary need"}, {"id": "mai-20260917-1657-smoke|c188-l4|moonshot-small|Workday", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Workday/SAP/Oracle** if you want compensation integrated with your broader HCM"}, {"id": "mai-20260917-1657-smoke|c188-l4|moonshot-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations already using these HCM suites"}, {"id": "mai-20260917-1657-smoke|c188-l4|moonshot-small|Oracle HCM Cloud", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations already using these HCM suites"}, {"id": "mai-20260917-1657-smoke|c188-l4|openai-small|HRSoft Compensation Management", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HRSoft is likely the stronger enterprise-grade choice, but with less pricing transparency"}, {"id": "mai-20260917-1657-smoke|c188-l4|openai-small|CompUp", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick one for \"predictable total cost across thousands of users,\" I'd start with CompUp"}, {"id": "mai-20260917-1657-smoke|c188-l4|openai-small|SimplyMerit", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "SimplyMerit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "is also worth evaluating for large employers ... though pricing is still quote-based"}, {"id": "mai-20260917-1657-smoke|c188-l4|xai-small|Paycom", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paycom** stands out as the best compensation management software for a large company (thousands of users) prioritizing predictable total costs."}, {"id": "mai-20260917-1657-smoke|c188-l4|xai-small|ADP Workforce Now", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unpredictable with payroll frequency/volume."}, {"id": "mai-20260917-1657-smoke|c188-l4|xai-small|UKG Pro", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher base rates; less comp-specific focus."}, {"id": "mai-20260917-1657-smoke|c188-l4|xai-small|Workday", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost; complex implementation."}, {"id": "mai-20260917-1657-smoke|c188-l4|xai-small|beqom", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For pure comp focus, evaluate beqom or Salary.com (quote-based)."}, {"id": "mai-20260917-1657-smoke|c188-l4|xai-small|Salary.com", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For pure comp focus, evaluate beqom or Salary.com (quote-based)."}, {"id": "mai-20260917-1657-smoke|c188-l4|zai-small|Workday", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "you should choose **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c188-l4|zai-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "you should choose **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1657-smoke|c188-l4|zai-small|beqom", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **beqom**, but be prepared for a custom negotiation process"}, {"id": "mai-20260917-1657-smoke|c188-l4|zai-small|Lattice (Compensate)", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice (Compensate)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice is generally not recommended for very large enterprises (5,000+) due to limitations in governance"}, {"id": "mai-20260917-1657-smoke|c188-l5|alibaba-small|Compensation Workbench", "prompt": "c188-l5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Compensation Workbench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluating compensation management software (Compensation Workbench, Total Rewards Staffing, Lighthouse 360, Radford, etc.)"}, {"id": "mai-20260917-1657-smoke|c188-l5|alibaba-small|Total Rewards Staffing", "prompt": "c188-l5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Total Rewards Staffing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Compensation Workbench, Total Rewards Staffing, Lighthouse 360, Radford, etc.)"}, {"id": "mai-20260917-1657-smoke|c188-l5|alibaba-small|Lighthouse 360", "prompt": "c188-l5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Lighthouse 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Compensation Workbench, Total Rewards Staffing, Lighthouse 360, Radford, etc.)"}, {"id": "mai-20260917-1657-smoke|c188-l5|alibaba-small|Radford", "prompt": "c188-l5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Compensation Workbench, Total Rewards Staffing, Lighthouse 360, Radford, etc.)"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Mercer", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "survey sources (Mercer, Radford, Payscale)"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Radford", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "survey sources (Mercer, Radford, Payscale)"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Payscale", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific enterprise comp platforms (e.g., Workday Comp, Salary.com/CompAnalyst, Payscale, Beqom, Aeqium, Comprehensive, Ledgy for equity)"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Workday Comp", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific enterprise comp platforms (e.g., Workday Comp, Salary.com/CompAnalyst, Payscale, Beqom, Aeqium, Comprehensive, Ledgy for equity)"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Salary.com/CompAnalyst", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com/CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific enterprise comp platforms (e.g., Workday Comp, Salary.com/CompAnalyst, Payscale, Beqom, Aeqium, Comprehensive, Ledgy for equity)"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Beqom", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday Comp, Salary.com/CompAnalyst, Payscale, Beqom, Aeqium, Comprehensive, Ledgy for equity"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Aeqium", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday Comp, Salary.com/CompAnalyst, Payscale, Beqom, Aeqium, Comprehensive, Ledgy for equity"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Comprehensive", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday Comp, Salary.com/CompAnalyst, Payscale, Beqom, Aeqium, Comprehensive, Ledgy for equity"}, {"id": "mai-20260917-1657-smoke|c188-l5|deepseek-small|Ledgy", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ledgy for equity) against your criteria?"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|Workday", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your company is built on a heavy ERP or HCM platform (like **Workday** or **SAP SuccessFactors**), the native compensation module is the easiest to procure"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|SAP SuccessFactors", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the native compensation module is the easiest to procure and pass security reviews for, but it is often criticized for a clunky user experience"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|beqom", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at enterprise-ready players like **beqom** (built for massive, complex global workforces)"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|CompLogix", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**beqom** ..., **CompLogix**, **HRSoft**, or **Pave**"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|HRSoft", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CompLogix**, **HRSoft**, or **Pave**"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|Pave", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pave** (strong if equity management and real-time market benchmarking are primary drivers)"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|CaptivateIQ", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you are trying to solve complex sales incentive compensation, you should look at specialized ICM platforms like **CaptivateIQ**, **Xactly**, or **Everstage**"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|Xactly", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialized ICM platforms like **CaptivateIQ**, **Xactly**, or **Everstage**"}, {"id": "mai-20260917-1657-smoke|c188-l5|google-small|Everstage", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Everstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized ICM platforms like **CaptivateIQ**, **Xactly**, or **Everstage**"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|Pequity", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|Aeqium", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|Compport", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|SimplyMerit", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "SimplyMerit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|beqom", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|Decusoft", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Decusoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|meta-small|HRSoft", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some popular compensation management software options for large companies include:"}, {"id": "mai-20260917-1657-smoke|c188-l5|minimax-small|Workday", "prompt": "c188-l5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** (if already on their ecosystem)"}, {"id": "mai-20260917-1657-smoke|c188-l5|minimax-small|Visier", "prompt": "c188-l5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise players to evaluate (based on 2026 market):\n- **Workday**...\n- **Visier**"}, {"id": "mai-20260917-1657-smoke|c188-l5|minimax-small|Darwinbox", "prompt": "c188-l5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "- **Darwinbox**"}, {"id": "mai-20260917-1657-smoke|c188-l5|minimax-small|compensation.com", "prompt": "c188-l5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "compensation.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**compensation.com**/other specialized platforms"}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|beqom", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**beqom**   | Incentives, global, audit-ready    | Yes/Yes (Type II) | Complex variable pay."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|Aeqium", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aeqium**  | AI-driven, configurable, 250-5K+   | Yes/Yes (Type II)  | Spreadsheet replacements."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|Workday", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday** | Deep HCM integration, full lifecycle | Yes/Yes    | If already on Workday; large enterprises."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|CompLogix", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CompLogix**| Planning/performance, scalable     | Yes/Yes            | Gartner-listed, mid-large orgs."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|Pave", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pave**    | Real-time data, equity-heavy       | Yes/Yes            | Tech cos, benchmarking."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|HRSoft", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HRSoft**  | Global compliance, full cycles     | Yes/Yes            | Financial services/large."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|Pequity", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pequity** | Security-first, equity focus       | Yes/Yes (Type II)  | Data-sensitive orgs."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|Stello AI", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Stello AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise vendors (e.g., Stello AI, Pequity, Workday) document this explicitly."}, {"id": "mai-20260917-1657-smoke|c188-l5|xai-small|Oracle", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "e.g., Workday/Oracle for HCM-integrated enterprises"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|BambooHR", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to be cautious with: *BambooHR, Gusto, Rippling (Core features).*"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|Gusto", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to be cautious with: *BambooHR, Gusto, Rippling (Core features).*"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|Rippling", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to be cautious with: *BambooHR, Gusto, Rippling (Core features).*"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|Workday", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "real-time API with your HCM (Human Capital Management) system (e.g., Workday, SAP SuccessFactors)"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Workday, SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|PeopleSoft", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Examples: *Older versions of PeopleSoft, outdated ADP instances.* ... Why to avoid/caution"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|ADP", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples: *Older versions of PeopleSoft, outdated ADP instances.*"}, {"id": "mai-20260917-1657-smoke|c188-l6|alibaba-small|Excel", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "\"Excel-Based\" Orchestration Tools ... Security Nightmares"}, {"id": "mai-20260917-1657-smoke|c188-l6|anthropic-small|Lattice's Compensation Module", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice's Compensation Module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users complaining of limited benchmarking options and integration issues"}, {"id": "mai-20260917-1657-smoke|c188-l6|anthropic-small|Comprehensive", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Comprehensive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "larger enterprises with highly complex global governance models may prefer more established enterprise systems"}, {"id": "mai-20260917-1657-smoke|c188-l6|anthropic-small|Payscale", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expect to evaluate specific modules rather than a single all-in-one platform"}, {"id": "mai-20260917-1657-smoke|c188-l6|anthropic-small|Beqom", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation averaging around nine months and the platform's flexibility creating a learning curve steep enough that users report meaningful risk of configuration errors"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|HRSoft", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HRSoft explicitly says to avoid spreadsheets when **security, auditability, and scale** matter."}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|Pave", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like **Pave**, **PayScale/Payfactors**, and **Salary.com CompAnalyst** are positioned around market pricing or benchmarking... not ideal when you need deeper enterprise compensation administration"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|PayScale/Payfactors", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "PayScale/Payfactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**PayScale** as having a **complex product offering and unintuitive software**, and **cycle administration UX** for **Payfactors** as potentially complex for global organizations"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|Salary.com CompAnalyst", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned around market pricing or benchmarking, and the results flag them as not ideal when you need deeper enterprise compensation administration"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|Compport", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The results describe **Compport** as having a **complex user experience**"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|Workday Compensation", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Workday Compensation** is described as **high cost** with **long implementation** and needing training"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**SAP SuccessFactors** is described as **rigid outside the SAP stack** and dependent on IT for configuration changes"}, {"id": "mai-20260917-1657-smoke|c188-l6|challenger-small|Bettercomp", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Bettercomp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bettercomp warns enterprises to pressure-test whether a platform was **built for enterprise headcount from the start**"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|CompXL", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "CompXL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mid-market tools pitched for enterprise (e.g., CompXL-style tools if you need multi-country compliance)"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|SalaryCube", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "SalaryCube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like **CompXL**, **SalaryCube**, and some **Payscale/Payfactors** modules work well at 500–2,000 employees but break at enterprise scale."}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Payscale/Payfactors", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale/Payfactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "some **Payscale/Payfactors** modules work well at 500–2,000 employees but break at enterprise scale"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Workday Compensation", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HRIS-bundled modules (Workday, SAP SF) – only if your plans are simple"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Approach with extreme caution and rigorous due diligence: HRIS-bundled modules (Workday, SAP SF)"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Xactly", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sales comp tools (Xactly, Model N) – expect integration pain and plan for it"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Model N", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Model N", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sales comp tools (Xactly, Model N) – expect integration pain and plan for it"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Javelin SPM", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Javelin SPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms like **Xactly**, **Model N**, and **Javelin SPM** (formerly CallidusCloud/SAP) frequently generate strong user complaints"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Lattice", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid completely: ... Performance platforms with thin comp modules (Lattice, Leapsome)"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Leapsome", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Performance platforms with thin comp modules (Lattice, Leapsome)"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Beqom", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Heavy enterprise tools (Beqom, HRSoft) – budget for 12–18 month implementations and dedicated admins"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|HRSoft", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Heavy enterprise tools (Beqom, HRSoft) – budget for 12–18 month implementations"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Pave", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Benchmarking-only tools as your primary comp system (Pave for total compensation management)"}, {"id": "mai-20260917-1657-smoke|c188-l6|deepseek-small|Radford/Mercer", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford/Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Radford/Mercer** data subscriptions are fine for data, not for running the cycle."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Excel", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises must actively avoid managing merit cycles or commission plans using Excel."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Google Sheets", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Homegrown Spreadsheet-Based Workflows (Excel & Google Sheets)... must actively avoid"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Pave", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "global enterprises should approach them with high caution."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Barley", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Barley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Modern platforms like Pave, Barley, and QuotaPath... should approach them with high caution."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|QuotaPath", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "QuotaPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "global enterprises should approach them with high caution."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Workday", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprises should be highly cautious about relying entirely on these native modules for complex merit cycles."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rigid \"Built-In\" HCM/HRIS Compensation Modules (e.g., standard Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Varicent", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Varicent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "modern enterprises should be very cautious before purchasing or maintaining these legacy platforms."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Callidus/SAP Commissions", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Callidus/SAP Commissions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy Incentive Compensation Management (ICM) \"Black Boxes\" (e.g., older Varicent or Callidus/SAP Commissions)"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Gusto", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why to avoid: These platforms are built for rapid payroll execution and standard, linear employee setups."}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|QuickBooks", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "SMB-Focused Payroll Platforms (e.g., Gusto, QuickBooks, Rippling's basic tier)... Why to avoid"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Rippling", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "SMB-Focused Payroll Platforms (e.g., Gusto, QuickBooks, Rippling's basic tier)... Why to avoid"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|CompLogix", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "large enterprises typically find the best ROI by utilizing Enterprise-Grade Overlay Platforms (such as CompLogix, Compport, HRSoft, Beqom, or Everstage for ICM)"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Compport", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "best ROI by utilizing Enterprise-Grade Overlay Platforms (such as CompLogix, Compport, HRSoft, Beqom, or Everstage for ICM)"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|HRSoft", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "such as CompLogix, Compport, HRSoft, Beqom, or Everstage for ICM"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Beqom", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "such as CompLogix, Compport, HRSoft, Beqom, or Everstage for ICM"}, {"id": "mai-20260917-1657-smoke|c188-l6|google-small|Everstage", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Beqom, or Everstage for ICM"}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|CompLogix", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some specific platforms that are mentioned in the search results include CompLogix, Workday, Beqom, CompXL, Pave, Lattice, and HRSoft."}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|Workday", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday (if not already invested in the Workday ecosystem)"}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|Beqom", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Beqom (due to implementation complexity)"}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|CompXL", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "CompXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms that are mentioned in the search results include CompLogix, Workday, Beqom, CompXL, Pave, Lattice, and HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|Pave", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms that are mentioned in the search results include CompLogix, Workday, Beqom, CompXL, Pave, Lattice, and HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|Lattice", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms that are mentioned in the search results include CompLogix, Workday, Beqom, CompXL, Pave, Lattice, and HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-l6|meta-small|HRSoft", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms that are mentioned in the search results include CompLogix, Workday, Beqom, CompXL, Pave, Lattice, and HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-l6|mistral-small|Workday Compensation", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is costly, has a long implementation time, and requires significant training to navigate effectively"}, {"id": "mai-20260917-1657-smoke|c188-l6|mistral-small|SAP SuccessFactors Compensation", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be rigid outside of it and requires internal SAP expertise for configuration changes"}, {"id": "mai-20260917-1657-smoke|c188-l6|mistral-small|HRSoft", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be overkill or too complex for organizations without such resources"}, {"id": "mai-20260917-1657-smoke|c188-l6|mistral-small|beqom", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize platforms explicitly built for enterprise scale... such as beqom"}, {"id": "mai-20260917-1657-smoke|c188-l6|moonshot-small|Workday Compensation", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Workday is a major player, enterprises should be cautious: **Best only for enterprises fully committed to the entire Workday stack** - High cost and long implementation"}, {"id": "mai-20260917-1657-smoke|c188-l6|moonshot-small|Beqom", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Requires significant implementation resources** - Ticket-based support model"}, {"id": "mai-20260917-1657-smoke|c188-l6|moonshot-small|Payfactors/Payscale", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Payfactors/Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cycle administration UX can be complex for global organizations**"}, {"id": "mai-20260917-1657-smoke|c188-l6|moonshot-small|CompLogix", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "enterprise-grade platforms like **CompLogix** and **HRSoft** are better positioned for large enterprises"}, {"id": "mai-20260917-1657-smoke|c188-l6|moonshot-small|HRSoft", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "enterprise-grade platforms like **CompLogix** and **HRSoft** are better positioned for large enterprises"}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Payscale (including Ascent/Marketpay)", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale (including Ascent/Marketpay)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid/caution for enterprises**: Not built for seamless scaling; better for mid-market."}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Varicent", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Varicent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Varicent-specific reviews cite persistent unresolved issues even with vendor SWAT teams, high TCO from consulting."}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Xactly", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy Sales Performance/Incentive Compensation Platforms (e.g., Varicent, Xactly, older SPM tools)... fail under growth"}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Compport", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize platforms like beqom (global complexity), Compport (configurability/speed)"}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Performio", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Performio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Alternatives lists (Performio, Qobra) emphasize these as migration triggers."}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Qobra", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternatives lists (Performio, Qobra) emphasize these as migration triggers."}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Workday Compensation", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Strong if you're already invested, but cons include customization needs, specialist dependency, and variable manager UX."}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Vendor HCM add-ons** (e.g., Workday Compensation, SAP SuccessFactors): Strong if you're already invested, but cons include customization needs"}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|beqom", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Prioritize platforms like beqom (global complexity)"}, {"id": "mai-20260917-1657-smoke|c188-l6|xai-small|Darwinbox", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "HCM-integrated ones (Darwinbox, Workday for existing users)"}, {"id": "mai-20260917-1657-smoke|c188-l6|zai-small|Workday Compensation", "prompt": "c188-l6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** ... \"Breadth over Depth\"... It struggles with complex incentive structures, layered equity plans, and multi-country compliance."}, {"id": "mai-20260917-1657-smoke|c188-l6|zai-small|Paycom", "prompt": "c188-l6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Paycom is a popular payroll provider, reviews for its compensation capabilities indicate potential friction points for large enterprises."}, {"id": "mai-20260917-1657-smoke|c188-m1|alibaba-small|Deel", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Deel** if you need speed, global reach, and an all-in-one platform."}, {"id": "mai-20260917-1657-smoke|c188-m1|alibaba-small|Payfactors (by Payscale)", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Payfactors (by Payscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payfactors is the industry standard for analytics."}, {"id": "mai-20260917-1657-smoke|c188-m1|alibaba-small|Qommet", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Qommet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Qommet** if you need a flexible, collaborative tool"}, {"id": "mai-20260917-1657-smoke|c188-m1|alibaba-small|Salary.com", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Traditional Benchmarking) A staple for many mid-market companies"}, {"id": "mai-20260917-1657-smoke|c188-m1|alibaba-small|beqom", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms like **beqom** or large enterprise suites unless you have a dedicated comp team"}, {"id": "mai-20260917-1657-smoke|c188-m1|anthropic-small|HiBob HRIS", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob HRIS and Payscale Ascent hit the sweet spot for mid-market teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|anthropic-small|Payscale Ascent", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HiBob HRIS and Payscale Ascent hit the sweet spot for mid-market teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|anthropic-small|Lattice", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best suited for mid-market teams that need basic total compensation coverage within a wider people platform"}, {"id": "mai-20260917-1657-smoke|c188-m1|anthropic-small|Xactly", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xactly is a strong fit for mid-size to enterprise companies with dedicated compensation or sales operations teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|anthropic-small|Everstage", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purpose-built for mid-market and enterprise businesses that blends no-code flexibility with enterprise-grade automation"}, {"id": "mai-20260917-1657-smoke|c188-m1|anthropic-small|Paycom", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ideal for companies already using Paycom"}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|HiBob", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HiBob** if you want the simplest path and already use, or want, a broader HRIS."}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|Comprehensive", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Comprehensive** if you want the best balance of flexibility, speed, and mid-market fit without going enterprise-heavy."}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|Payscale Ascent", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payscale Ascent** if pay benchmarking and structured pay analysis are a priority."}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|CompLogix", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CompLogix** if your compensation cycles are more complex and you need high configurability plus dedicated support."}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|SalaryCube", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SalaryCube** if you are a U.S. mid-market company and want real-time market data plus merit-cycle workflows"}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|QuotaPath", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**QuotaPath** for fast setup and transparent pricing."}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|CaptivateIQ", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CaptivateIQ** or **Performio** for more complex sales compensation structures."}, {"id": "mai-20260917-1657-smoke|c188-m1|challenger-small|Performio", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CaptivateIQ** or **Performio** for more complex sales compensation structures."}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|QuotaPath", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have straightforward-to-moderate plans and want a fast, transparent, budget-friendly solution → **QuotaPath**"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|CaptivateIQ", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your plans are genuinely complex → **CaptivateIQ** (or Everstage)"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|Everstage", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranked #1 in several comparisons for high-growth mid-market"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|Performio", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suited specifically to sales leaders at mid-market enterprises"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|Qobra", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong value pick for mid-market teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|Lattice Compensation", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specifically recommended for mid-market to growing enterprise"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|HiBob", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for mid-market to enterprise tech-forward teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|deepseek-small|CompLogix", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good options if you need standalone salary-planning and pay-equity features"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|Everstage", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Everstage** (Best Overall for Rep Transparency & Fast Setup)"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|CaptivateIQ", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CaptivateIQ** (Best for Complex Plan Customization & Modeling)"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|QuotaPath", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuotaPath** (Best for Fast Deployment & Ease of Use)"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|Pave", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pave is widely considered the gold standard"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|Pequity", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pequity** (Best for Tailored Merit Cycles & Mid-Cycle Promos)"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|CompLogix", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CompLogix** (Best for Dedicated Support & Custom Enterprise-lite Workflows)"}, {"id": "mai-20260917-1657-smoke|c188-m1|google-small|Compport", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Compport** is a highly rated alternative designed specifically to bridge the gap"}, {"id": "mai-20260917-1657-smoke|c188-m1|minimax-small|CompLogix", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **CompLogix** (if you need deep configurability) or **HiBob** (if you prefer an all-in-one HRIS platform) as your top choices."}, {"id": "mai-20260917-1657-smoke|c188-m1|minimax-small|HiBob HRIS", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **HiBob** (if you prefer an all-in-one HRIS platform) as your top choices"}, {"id": "mai-20260917-1657-smoke|c188-m1|minimax-small|Payscale Ascent (formerly Payfactors)", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies prioritizing market data and benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-m1|minimax-small|Paylocity", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market companies wanting compensation cycles paired with benchmarking and analytics"}, {"id": "mai-20260917-1657-smoke|c188-m1|minimax-small|Pave", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Technology companies and growth-stage organizations focused on market pricing"}, {"id": "mai-20260917-1657-smoke|c188-m1|mistral-small|Everstage", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for mid-market teams that prioritize rep-facing visibility, gamification, and sales commission management"}, {"id": "mai-20260917-1657-smoke|c188-m1|mistral-small|HiBob", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market to enterprise tech-forward teams that want compensation planning fully integrated into their HR platform"}, {"id": "mai-20260917-1657-smoke|c188-m1|mistral-small|CompLogix", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides cloud-based solutions for compensation planning... suitable for mid-market companies"}, {"id": "mai-20260917-1657-smoke|c188-m1|moonshot-small|Comprehensive", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest prioritizing **Comprehensive** or **CompLogix**"}, {"id": "mai-20260917-1657-smoke|c188-m1|moonshot-small|CompLogix", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest prioritizing **Comprehensive** or **CompLogix**"}, {"id": "mai-20260917-1657-smoke|c188-m1|moonshot-small|HiBob", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compensation planning fully integrated into HR platform"}, {"id": "mai-20260917-1657-smoke|c188-m1|moonshot-small|Lattice Compensation", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using Lattice for performance management, their Compensation module could provide a seamless integrated experience."}, {"id": "mai-20260917-1657-smoke|c188-m1|moonshot-small|Compport", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Configurable enough to run full cycles without enterprise overhead"}, {"id": "mai-20260917-1657-smoke|c188-m1|moonshot-small|SalaryCube Comp Planning", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "SalaryCube Comp Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Faster merit cycles, real-time market data, predictable pricing"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|CaptivateIQ", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is usually **CaptivateIQ**"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|Varicent", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need a more enterprise-grade, robust sales performance management suite"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|Xactly", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for mature sales comp programs and broader sales performance management"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|HRSoft", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better fits if you mean **broad compensation management** for HR purposes"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|beqom", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need **HR compensation planning** instead of sales comp, look at **beqom**"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|Payscale", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at **beqom**, **HRSoft**, or **Payscale**"}, {"id": "mai-20260917-1657-smoke|c188-m1|openai-small|Comprehensive", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HRSoft / beqom / Payscale / Comprehensive** \\u2014 better fits if you mean **broad compensation management**"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|CompLogix", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **CompLogix** (Top overall for configurable planning)"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|Comprehensive", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Comprehensive** (Best for flexible, quick-implementation cycles)"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|SimplyMerit", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **SimplyMerit** (Best for fast setup & affordability)"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|Payscale Ascent (formerly Payfactors)", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for data-driven insights"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|HiBob", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HiBob or Paycom**: If bundled with existing HRIS/payroll"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|Paycom", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HiBob or Paycom**: If bundled with existing HRIS/payroll"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|QuotaPath", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**QuotaPath or CaptivateIQ**: For B2B sales-heavy teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|xai-small|CaptivateIQ", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**QuotaPath or CaptivateIQ**: For B2B sales-heavy teams"}, {"id": "mai-20260917-1657-smoke|c188-m1|zai-small|CompLogix", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Choice: CompLogix"}, {"id": "mai-20260917-1657-smoke|c188-m1|zai-small|SalaryCube Comp Planning", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "SalaryCube Comp Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Choice for Real-Time Data: SalaryCube Comp Planning"}, {"id": "mai-20260917-1657-smoke|c188-m1|zai-small|Pave", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Choice for Tech & Equity: Pave"}, {"id": "mai-20260917-1657-smoke|c188-m1|zai-small|HiBob (Bob)", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Choice for Integrated HR: HiBob (Bob)"}, {"id": "mai-20260917-1657-smoke|c188-m1|zai-small|Payscale Ascent (formerly Payfactors)", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Choice for Benchmarking: Payscale Ascent"}, {"id": "mai-20260917-1657-smoke|c188-m2|alibaba-small|ChartHop", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop is currently the standout recommendation."}, {"id": "mai-20260917-1657-smoke|c188-m2|alibaba-small|Salary.co", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Market Data: Salary.co"}, {"id": "mai-20260917-1657-smoke|c188-m2|alibaba-small|Xactly", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Commissions: Xactly"}, {"id": "mai-20260917-1657-smoke|c188-m2|alibaba-small|Paycor", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paycor is a strong contender."}, {"id": "mai-20260917-1657-smoke|c188-m2|alibaba-small|Workday", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Their compensation module is simpler than enterprise tools like Workday"}, {"id": "mai-20260917-1657-smoke|c188-m2|alibaba-small|CaptivateIQ", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "go with Xactly or CaptivateIQ"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Compaas", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compaas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compaas, Salary.com, and Payscale for benchmarking and market data"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Salary.com", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compaas, Salary.com, and Payscale for benchmarking and market data"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Payscale", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compaas, Salary.com, and Payscale for benchmarking and market data"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Lattice", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lattice, 15Five, and Guidepoint for broader compensation planning integrated with performance management"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|15Five", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice, 15Five, and Guidepoint for broader compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Guidepoint", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lattice, 15Five, and Guidepoint for broader compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Rippling", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling for HRIS-integrated comp planning"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Mercer", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mercer or Willis Towers Watson if you need professional consulting alongside tools"}, {"id": "mai-20260917-1657-smoke|c188-m2|anthropic-small|Willis Towers Watson", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mercer or Willis Towers Watson if you need professional consulting alongside tools"}, {"id": "mai-20260917-1657-smoke|c188-m2|challenger-small|DealHub CPQ", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "DealHub CPQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **DealHub CPQ** in most cases"}, {"id": "mai-20260917-1657-smoke|c188-m2|challenger-small|Conga CPQ", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Conga CPQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Conga CPQ** is the main alternative worth considering"}, {"id": "mai-20260917-1657-smoke|c188-m2|challenger-small|Salesforce CPQ / Revenue Cloud", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salesforce CPQ / Revenue Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may be the better fit despite typically being more enterprise-oriented"}, {"id": "mai-20260917-1657-smoke|c188-m2|challenger-small|PandaDoc", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB / simpler quoting needs | **PandaDoc** or **HubSpot CPQ**"}, {"id": "mai-20260917-1657-smoke|c188-m2|challenger-small|HubSpot CPQ", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HubSpot CPQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB / simpler quoting needs | **PandaDoc** or **HubSpot CPQ**"}, {"id": "mai-20260917-1657-smoke|c188-m2|deepseek-small|OpenComp", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenComp is the best overall fit"}, {"id": "mai-20260917-1657-smoke|c188-m2|deepseek-small|Aeqium", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The runner-up: Aeqium"}, {"id": "mai-20260917-1657-smoke|c188-m2|deepseek-small|Beqom", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost-effective vs. enterprise tools like Beqom"}, {"id": "mai-20260917-1657-smoke|c188-m2|deepseek-small|Pave", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Note its planning capability is more cycle-focused rather than year-round."}, {"id": "mai-20260917-1657-smoke|c188-m2|deepseek-small|PayScale", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong if you want deep, established market data and reporting depth"}, {"id": "mai-20260917-1657-smoke|c188-m2|deepseek-small|Ravio", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "real-time total rewards benchmarking plus planning"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Workday", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid legacy tools designed for enterprises with 5,000+ employees (like *Varicent*, *Xactly*, or *Workday Comp*)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|beqom", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify the heavy implementation costs and complexity of enterprise tools like Workday or beqom"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Pave", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pave** (Best for Tech-Forward Companies & Real-Time Benchmarking)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Aeqium", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aeqium** (Best for Highly Configurable Merit & Bonus Cycles)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Workleap Barley", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workleap Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workleap Barley** (Best for Pay Transparency & Band Management)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|CaptivateIQ", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**CaptivateIQ** (Best Overall for Mid-Market Flexibility)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Everstage", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Everstage** (Best for Rapid Implementation & Rep Transparency)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|QuotaPath", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**QuotaPath** (Best for Simplicity & Ease of Use)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Varicent", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Varicent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid legacy tools designed for enterprises with 5,000+ employees (like *Varicent*, *Xactly*, or *Workday Comp*)"}, {"id": "mai-20260917-1657-smoke|c188-m2|google-small|Xactly", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid legacy tools designed for enterprises with 5,000+ employees (like *Varicent*, *Xactly*, or *Workday Comp*)"}, {"id": "mai-20260917-1657-smoke|c188-m2|meta-small|CompUp", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CompUp - A full-stack compensation management platform that is particularly well-suited for mid-sized to large organisations"}, {"id": "mai-20260917-1657-smoke|c188-m2|meta-small|SalaryCube Comp Planning", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SalaryCube Comp Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong fit for mid-market U.S. companies that want compensation planning workflows with real-time market data."}, {"id": "mai-20260917-1657-smoke|c188-m2|meta-small|Deel", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for companies compensating teams across multiple countries"}, {"id": "mai-20260917-1657-smoke|c188-m2|meta-small|HRSoft", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for mid-market and enterprise organisations"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|Comprehensive", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Comprehensive (formerly \"Comprehensive Compensation\")**"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|beqom", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you might look at Deel or beqom as a complement"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|Pave", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies that prioritize **modern UI/UX** and want strong **analytics & visualization**"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|CompAnalyst", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deeper market data before you plan → start with **CompAnalyst**"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|Deel", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong compliance, but compensation-planning features are a bit more \"light\" than a dedicated planner"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|Paylocity", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "may feel less flexible if you need highly custom workflows"}, {"id": "mai-20260917-1657-smoke|c188-m2|minimax-small|BambooHR", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "limited deeper planning features for complex incentive programs"}, {"id": "mai-20260917-1657-smoke|c188-m2|mistral-small|SalaryCube", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SalaryCube** is often recommended as the strongest option for compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-m2|mistral-small|Workday", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the complexity of enterprise-level tools like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c188-m2|mistral-small|SAP SuccessFactors", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the complexity of enterprise-level tools like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1657-smoke|c188-m2|mistral-small|Pave", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "or the equity focus of tools like Pave"}, {"id": "mai-20260917-1657-smoke|c188-m2|mistral-small|CompLogix", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider include **CompLogix** for cloud-based HR and compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-m2|mistral-small|Compease", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Compease** for small to medium-sized organizations, especially in financial services"}, {"id": "mai-20260917-1657-smoke|c188-m2|moonshot-small|Aeqium", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Aeqium** if you want modern planning workflows at mid-market pricing"}, {"id": "mai-20260917-1657-smoke|c188-m2|moonshot-small|Pave", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Pave** if you also need strong benchmarking data and have the budget"}, {"id": "mai-20260917-1657-smoke|c188-m2|moonshot-small|Pequity", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Pequity** if your comp team is spreadsheet-native and wants gradual automation"}, {"id": "mai-20260917-1657-smoke|c188-m2|moonshot-small|Figures", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**EU operations / GDPR compliance** | Figures"}, {"id": "mai-20260917-1657-smoke|c188-m2|moonshot-small|Beqom", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise-grade governance** | Beqom"}, {"id": "mai-20260917-1657-smoke|c188-m2|openai-small|Lattice Compensation", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Lattice Compensation** if your main need is **annual merit cycles, salary bands, pay equity, and tying compensation to performance reviews**"}, {"id": "mai-20260917-1657-smoke|c188-m2|openai-small|CaptivateIQ", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd look at **CaptivateIQ** instead, since it's especially strong for mid-market sales-comp use cases"}, {"id": "mai-20260917-1657-smoke|c188-m2|openai-small|Salary.com", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salary.com** or **Payscale Ascent** are also solid contenders"}, {"id": "mai-20260917-1657-smoke|c188-m2|openai-small|Payscale Ascent", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com** or **Payscale Ascent** are also solid contenders"}, {"id": "mai-20260917-1657-smoke|c188-m2|xai-small|Pave", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave (Strongest Overall Recommendation)"}, {"id": "mai-20260917-1657-smoke|c188-m2|xai-small|Comprehensive", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive (Close Second, for Flexibility)"}, {"id": "mai-20260917-1657-smoke|c188-m2|xai-small|CompLogix", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Solid Options | CompLogix | Configurability & support"}, {"id": "mai-20260917-1657-smoke|c188-m2|xai-small|Salary.com CompAnalyst", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Salary.com CompAnalyst | Benchmarking & ranges | 4.4/5"}, {"id": "mai-20260917-1657-smoke|c188-m2|xai-small|Deel", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pave/Deel for distributed teams"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|Aeqium", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aeqium** is the most pragmatic starting point for a mid‑sized B2B"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|CompLogix", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "need **deep customizability**, consider **CompLogix**"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|Pave", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If equity or real‑time market data is your biggest lever**, **Pave** is the standout"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|Beqom", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If global compliance or pay‑equity is the priority**, **Beqom** or **Dayforce** are stronger choices"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|Workday", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You are already **deeply invested in the Workday stack**"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|Dayforce", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Beqom** or **Dayforce** are stronger choices"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|SalaryCube Comp Planning", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SalaryCube Comp Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "“Strongest fit for mid‑market U.S. companies wanting faster merit cycles”"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|HiBob", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "wants a **fully integrated comp module** and a sleek UI for managers"}, {"id": "mai-20260917-1657-smoke|c188-m2|zai-small|ADP", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You already use ADP for payroll and want a **single vendor** for compensation and talent"}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|beqom", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers comprehensive **global workflows** and strict governance."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Pave", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses on **real-time benchmarking** across thousands of private company datasets."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Compport", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong emphasis on **workflow configuration**."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Salary.com", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less of a workflow tool and more of a **pricing engine**."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Workday Compensation", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An integrated module within the larger HCM suite."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Mercer", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like *Salary.com* or *Mercer* primarily provide the spreadsheet-like data tables"}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Xactly", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "highly customizable and supports incredibly complex incentive plans, but requires significant implementation time and resources"}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|CaptivateIQ", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for its **no-code logic engine** (\"SmartGrid\")."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|QuotaPath", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Designed for speed and simplicity."}, {"id": "mai-20260917-1657-smoke|c188-m3|alibaba-small|Qobra", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specialized in automating commission processes specifically for direct sales environments"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Ravio", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "purpose-built compensation platforms (like Ravio, Pave, Beqom) differ in data sources"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Pave", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "purpose-built compensation platforms (like Ravio, Pave, Beqom)"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Beqom", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "purpose-built compensation platforms (like Ravio, Pave, Beqom)"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Workday", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HRIS platforms with compensation features (like Workday, HiBob, Personio) ... typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|HiBob", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "broad HR suites with basic compensation tools ... typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Personio", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "broad HR suites with basic compensation tools ... typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Payscale", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Payscale offers one of the broadest data sets in the market ... with tools like Payfactors and MarketPay supporting structure design, job pricing, and enterprise-grade compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|Complete", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a strong fit for high-growth teams formalizing structure and emphasizing pay transparency"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|CaptivateIQ", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "with CaptivateIQ being best for sales compensation management and unified SPM"}, {"id": "mai-20260917-1657-smoke|c188-m3|anthropic-small|CompLogix", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "What sets platforms like CompLogix apart is that every customer gets a dedicated account representative"}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Payscale", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need **market pay data**, look at **Payscale, Salary.com, Mercer, or Ravio**."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Salary.com", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often positioned as a specialist in comp data and benchmarking."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Mercer", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better for broad geographic coverage and enterprise advisory needs."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Ravio", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for tech companies, especially in Europe."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Workday Compensation", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if the company is already standardized on Workday."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|beqom", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Suited to multinational complexity and advanced plans."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Lattice", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for companies that want comp and performance in one system."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|HiBob", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good for teams wanting comp inside a broader HR suite."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Aeqium", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Often used by growing teams that need configurability."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|CompLogix", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Known for hands-on service and flexible plan design."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Compport", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Useful for globally distributed organizations."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|CaptivateIQ", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "A leader in sales incentive compensation rather than HR salary planning."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|QuotaPath", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Focused on GTM teams and commission calculations."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Spiff", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Spiff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Focused on GTM teams and commission calculations."}, {"id": "mai-20260917-1657-smoke|c188-m3|challenger-small|Everstage", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Everstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Focused on GTM teams and commission calculations."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|CaptivateIQ", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CaptivateIQ** – Best for complex, *evolving* sales comp plans."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Xactly", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best for large enterprise sales comp teams, but more rigid/heavier to deploy."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Varicent", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Built for large enterprises, but often criticized as complex and slow to update."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Everstage", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Everstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-first incentive automation, real-time dashboards, strong on scaling revenue teams"}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Qobra", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "No-code comp plan editor, strong for mid-market."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Aeqium", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Built from the ground up as an *execution* platform... AI-assisted cycles, no-code config, audit trails... Fast rollout."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|CompLogix", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High configurability + dedicated account rep support. Full depth... Best for mid-market to large enterprise"}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|CompXL", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel-style UX for teams with non-standard pay practices"}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Comprehensive", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "All-in-one for replacing spreadsheets... Best for ~100–2,000 employees."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|beqom", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Best for multinational enterprises with heavy implementation resources."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Pave", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Note: benchmark-first, so execution is lighter."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Radford / WTW / Brightmine", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford / WTW / Brightmine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Traditional salary survey providers (data in spreadsheets/portals, limited software)."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Payscale / CompAnalyst", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale / CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Aggregate multiple survey sources into a software platform."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Workday", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Best only for enterprises fully committed to the Workday stack (moderate comp depth)."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Lattice", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Unified performance + comp; links performance reviews to merit cycles. Good for mid-market HR teams."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|HiBob", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Comp modules within broader HRIS/people platforms; convenient but often limited in depth."}, {"id": "mai-20260917-1657-smoke|c188-m3|deepseek-small|Rippling", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Comp modules within broader HRIS/people platforms; convenient but often limited in depth."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Pave", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A major leader for venture-backed and high-growth tech companies."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Pequity", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A highly customizable platform built for talent acquisition and compensation teams"}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Comprehensive", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A fast, intuitive tool designed for companies that want to move off spreadsheets quickly"}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|beqom", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An enterprise giant built to handle extreme scale and global complexity."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|HRSoft (COMPview)", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft (COMPview)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: It is services-heavy and requires consultant-supported implementation."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|CompLogix", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A highly configurable system that bridges the gap between the flexibility of Excel and the security of enterprise software."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Payscale (with Payfactors)", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale (with Payfactors)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "One of the most recognized brands in market data."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Salary.com (CompAnalyst)", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a data-heavy giant used heavily by HR teams to manage job matching"}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Workday Compensation", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they can feel clunky, rigid, and require IT/developer support to customize compared to modern standalone tools"}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|SAP SuccessFactors", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they can feel clunky, rigid, and require IT/developer support to customize"}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|ADP", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they can feel clunky, rigid, and require IT/developer support to customize"}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Deel (Compensation Module)", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel (Compensation Module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Global Employer of Record (EOR) and payroll giants that have expanded into compensation management."}, {"id": "mai-20260917-1657-smoke|c188-m3|google-small|Oyster", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "They specialize in managing global, cross-border compensation."}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Comprehensive", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of the best compensation management software platforms, including Comprehensive, Qobra, Payscale, Mercer, CompAnalyst (SHRM/Salary.com), Pave, Lattice, and Assemble"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Qobra", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Comprehensive, Qobra, Payscale, Mercer"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Payscale", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Payscale and Mercer are best for compensation benchmarking data"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Mercer", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Payscale and Mercer are best for compensation benchmarking data"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|CompAnalyst (SHRM/Salary.com)", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (SHRM/Salary.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CompAnalyst (SHRM/Salary.com) is best for market pricing"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Pave", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pave is best for real-time tech-company comp"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Lattice", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lattice / Assemble are best for comp planning tied to performance"}, {"id": "mai-20260917-1657-smoke|c188-m3|meta-small|Assemble", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Assemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lattice / Assemble are best for comp planning tied to performance"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|beqom", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Global enterprise with complex needs** → beqom or Workday"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Workday", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Global enterprise with complex needs** → beqom or Workday"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Pave", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fast-growing tech company** → Pave or Ravio"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Ravio", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fast-growing tech company** → Pave or Ravio"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Compa", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AI-driven compensation decisions** → Compa"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Dayforce", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dayforce** | Payroll-linked workflows | Compensation connected to payroll & HR"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|CompAnalyst", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Strong benchmarking requirements** → CompAnalyst or Pave"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Comprehensive", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Comprehensive** | All-in-one solution | Custom, scalable compensation workflows"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|HRSoft", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Workflow automation**: Comprehensive, HRSoft — merit cycles, bonus planning, budget controls"}, {"id": "mai-20260917-1657-smoke|c188-m3|minimax-small|Deel", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "beqom and Deel excel at multi-country payroll and compliance"}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Syndio PayEQ", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise HR needing repeatable pay equity audit reporting and gender gap monitoring."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|beqom", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprise-level compensation management."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Payfactors", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strengths: Cost-effective, focused on market data and salary benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Pave", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Real-time compensation planning and modeling."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Salary.com CompAnalyst", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Market data and salary benchmarking."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Figures", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Manager-driven planning with strong review-cycle traceability."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Deel HR", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Real-time benchmarking in 110+ countries."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Qobra", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: No-code compensation plan editing."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Xactly", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Compensation equity and retention."}, {"id": "mai-20260917-1657-smoke|c188-m3|mistral-small|Lattice", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Connecting pay with performance."}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Syndio", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need pay equity & compliance? → Syndio"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Pave", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tech/startup with equity focus? → Pave"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Compa", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprise with complex structures? → Compa or beqom"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Figures", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "European operations? → Figures"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Aeqium", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want AI automation? → Aeqium"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Barley", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Replacing spreadsheets affordably? → Comprehensive or Barley"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Comprehensive", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: 100–2,000 employees replacing spreadsheets"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Payfactors", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Budget-conscious but need statements? → Payfactors"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Radford", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Examples | Radford, Mercer, WTW"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Mercer", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Examples | Radford, Mercer, WTW"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|WTW", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Examples | Radford, Mercer, WTW"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|Ravio", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Pave, Compa, Ravio"}, {"id": "mai-20260917-1657-smoke|c188-m3|moonshot-small|beqom", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Large enterprise with complex structures? → Compa or beqom"}, {"id": "mai-20260917-1657-smoke|c188-m3|openai-small|Workday Compensation", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: companies already running on Workday HCM/Finance, especially larger enterprises."}, {"id": "mai-20260917-1657-smoke|c188-m3|openai-small|SAP SuccessFactors Compensation", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: organizations using SAP SuccessFactors HCM, especially global enterprises"}, {"id": "mai-20260917-1657-smoke|c188-m3|openai-small|Oracle Compensation", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: companies on Oracle Cloud HCM."}, {"id": "mai-20260917-1657-smoke|c188-m3|openai-small|Lattice Compensation", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: mid-market and growing companies that want comp planning plus performance management."}, {"id": "mai-20260917-1657-smoke|c188-m3|openai-small|Pave", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: companies that want market data + compensation planning"}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Pave", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Pave** - Best for U.S. tech companies with equity-heavy comp."}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Figures", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Figures** - Best for European/UK mid-market with compliance focus."}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Salary.com (CompAnalyst)", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broad market benchmarking and job architecture."}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|PayScale", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for survey-based data across industries and sizes (market leader per Apps Run The World)."}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Lattice", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for tying comp to performance reviews."}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Comprehensive", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for custom workflows replacing spreadsheets."}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Payfactors", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others often mentioned: Payfactors (affordable planning)"}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Ravio", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ravio (EU tech benchmarking)"}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Deel", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deel (global payroll-integrated)"}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Mercer/ Radford", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer/ Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mercer/ Radford (enterprise surveys)"}, {"id": "mai-20260917-1657-smoke|c188-m3|xai-small|Syndio", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pay equity (all, but Syndio excels)"}, {"id": "mai-20260917-1657-smoke|c188-m3|zai-small|Salary.com", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salary.com is widely considered the market leader for large enterprises."}, {"id": "mai-20260917-1657-smoke|c188-m3|zai-small|PayScale", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayScale has built its reputation on crowdsourced data, allowing it to cover a vast array of roles globally."}, {"id": "mai-20260917-1657-smoke|c188-m3|zai-small|Carta Total Comp", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Startups, Scale-ups, and Private Companies where equity is a major component of compensation."}, {"id": "mai-20260917-1657-smoke|c188-m3|zai-small|Pave", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A High-Growth Tech Company | Pave | You want real-time data, AI-driven automation, and a modern user experience."}, {"id": "mai-20260917-1657-smoke|c188-m3|zai-small|OpenComp", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenComp focuses heavily on **pay equity** and **transparency**."}, {"id": "mai-20260917-1657-smoke|c188-m3|zai-small|Ravio", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ravio is a newer entrant that has quickly gained traction in the European and Tech markets."}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|Empxtrack", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free-to-Starter Solution: **Empxtrack**"}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Empxtrack** for process management or **Salary.com CompAnalyst** purely for data benchmarking."}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|Pave", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Startup-Focused \"Smart Spreadsheet\": **Pave** or **OpenComp**"}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|OpenComp", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenComp:** Focuses strictly on the math and benchmarking without the bloat of a full HRIS."}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|SAP", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cannot afford SAP or Workday"}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|Workday", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cannot afford SAP or Workday"}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|Gusto", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "moving to **Gusto** or **Rippling** may give you enough functionality for salary bands and history tracking"}, {"id": "mai-20260917-1657-smoke|c188-m4|alibaba-small|Rippling", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "moving to **Gusto** or **Rippling** may give you enough functionality for salary bands and history tracking"}, {"id": "mai-20260917-1657-smoke|c188-m4|anthropic-small|Comprehensive", "prompt": "c188-m4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Comprehensive** is described as a customizable and cost-effective compensation management software"}, {"id": "mai-20260917-1657-smoke|c188-m4|anthropic-small|SimplyMerit", "prompt": "c188-m4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "SimplyMerit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend requesting demos of Comprehensive and SimplyMerit specifically, as they appear to be highlighted for being more cost-effective"}, {"id": "mai-20260917-1657-smoke|c188-m4|challenger-small|QuotaPath", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuotaPath** is the clearest budget-friendly option if your need is **sales commission compensation** because it starts at **$35/user/month**"}, {"id": "mai-20260917-1657-smoke|c188-m4|challenger-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salary benchmarking on a tight budget:** **Salary.com CompAnalyst**"}, {"id": "mai-20260917-1657-smoke|c188-m4|challenger-small|Comprehensive", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**General compensation planning for a small team:** **Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-m4|challenger-small|15Five", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Comprehensive** or **15Five** if you want a more balanced compensation planning workflow"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|HR Performance Solutions (Performance Pro / Compease)", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "HR Performance Solutions (Performance Pro / Compease)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Aeqium (free) or HR Performance Solutions (~$2–6/employee/mo)**"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|Aeqium", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Aeqium (free) or HR Performance Solutions (~$2–6/employee/mo)**"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|Deel HR", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair it with free salary data: Use **Comprehensive** or **Deel's benchmarking** for market data"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|Comprehensive", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free access to salary ranges from **6,000+ US tech companies**, refreshed daily."}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|Empxtrack", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers **free** HR modules (appraisal, payroll, attendance, etc.) with affordable customization"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|PayScale/Payfactors", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "PayScale/Payfactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms like PayScale/Payfactors, Xactly, or Workday unless you have a real budget"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|Xactly", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms like PayScale/Payfactors, Xactly, or Workday"}, {"id": "mai-20260917-1657-smoke|c188-m4|deepseek-small|Workday", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms like PayScale/Payfactors, Xactly, or Workday"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Aeqium", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aeqium (Best Free Tier for Core Compensation) ... offers a **completely free plan**"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|QuotaPath", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Tier for Sales Commission & Variable Pay ... QuotaPath is a leader"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|CaptivateIQ", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "making it highly SMB-friendly compared to enterprise giants like CaptivateIQ or Xactly"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Xactly", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "making it highly SMB-friendly compared to enterprise giants like CaptivateIQ or Xactly"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|BambooHR", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "BambooHR (Best for Small to Mid-Sized Businesses) ... almost always the most cost-effective path"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Deel", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Budget Global Compensation"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Compport", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best ROI for Mid-Market and Lean Teams ... starts around **$5,000/year**"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Comprehensive", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Comprehensive (Best for Fast Setup and Value)"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Workday Compensation", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Steer clear of enterprise tools like Workday Compensation, beqom, or HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|beqom", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Steer clear of enterprise tools like Workday Compensation, beqom, or HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|HRSoft", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Steer clear of enterprise tools like Workday Compensation, beqom, or HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-m4|google-small|Salary.com", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Platforms like **Comprehensive** and **Salary.com** offer free, daily-updated market salary ranges"}, {"id": "mai-20260917-1657-smoke|c188-m4|meta-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Salary.com CompAnalyst for market data. It is considered the best for budget-conscious companies."}, {"id": "mai-20260917-1657-smoke|c188-m4|meta-small|Bob", "prompt": "c188-m4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Bob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Bob, which brings together various compensation management features"}, {"id": "mai-20260917-1657-smoke|c188-m4|minimax-small|Pave", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Pave** (Best for Real-Time Market Data)\n- **Free tier** available for small teams"}, {"id": "mai-20260917-1657-smoke|c188-m4|minimax-small|Comprehensive", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a free tier** from Pave or Comprehensive for benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-m4|minimax-small|Ravio", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Ravio** (Best European Option)"}, {"id": "mai-20260917-1657-smoke|c188-m4|minimax-small|Pick", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Pick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick** - Starts at just **$2-6 per employee/month**"}, {"id": "mai-20260917-1657-smoke|c188-m4|minimax-small|BambooHR", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compensation management available in Elite plan ($25/employee/month) - best if you already use their HRIS"}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|Pave", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "using free benchmarking tools like **Pave**, **Ravio**, or **Comprehensive** is often the most cost-effective solution"}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|Ravio", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free benchmarking tools like **Pave**, **Ravio**, or **Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|Comprehensive", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free benchmarking tools like **Pave**, **Ravio**, or **Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenComp** or **Salary.com CompAnalyst** are the most budget-friendly paid options"}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|OpenComp", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pricing starts at $4,500 annually for basic features, making it affordable for small businesses."}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|Lattice Compensate", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "good if you want an all-in-one HR platform"}, {"id": "mai-20260917-1657-smoke|c188-m4|mistral-small|Deel HR", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "starts at $5 per employee per month, which is affordable for small teams"}, {"id": "mai-20260917-1657-smoke|c188-m4|moonshot-small|Pave", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Pave's free tier** - it provides excellent market benchmarking at no cost"}, {"id": "mai-20260917-1657-smoke|c188-m4|moonshot-small|Ravio", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ravio** - Best for European Companies"}, {"id": "mai-20260917-1657-smoke|c188-m4|moonshot-small|Comprehensive.io", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comprehensive.io** - Best AI-Powered Matching"}, {"id": "mai-20260917-1657-smoke|c188-m4|moonshot-small|Compease by HR Performance Solutions", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Compease** offers the best balance of features and affordability for small businesses"}, {"id": "mai-20260917-1657-smoke|c188-m4|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$7,000/year for SMBs (though requires quote)"}, {"id": "mai-20260917-1657-smoke|c188-m4|openai-small|Gusto", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best overall choice is usually **Gusto**"}, {"id": "mai-20260917-1657-smoke|c188-m4|openai-small|CompLogix / Harvest HCM Compensation", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "CompLogix / Harvest HCM Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CompLogix / Harvest HCM Compensation** and **SalaryCube** are worth a look, but pricing is less transparent"}, {"id": "mai-20260917-1657-smoke|c188-m4|openai-small|SalaryCube", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "are worth a look, but pricing is less transparent from the public listings, so they may require vendor quotes"}, {"id": "mai-20260917-1657-smoke|c188-m4|openai-small|Deel", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want dedicated compensation planning:** **Deel** or **CompLogix**"}, {"id": "mai-20260917-1657-smoke|c188-m4|openai-small|Compensation.com", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Compensation.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Compensation.com**-style tools around **$10/user/month**"}, {"id": "mai-20260917-1657-smoke|c188-m4|xai-small|Pave (Market Data Lite)", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Pave (Market Data Lite)**"}, {"id": "mai-20260917-1657-smoke|c188-m4|xai-small|Empxtrack", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Empxtrack** (Free forever for up to 25 employees)"}, {"id": "mai-20260917-1657-smoke|c188-m4|xai-small|Comprehensive.io", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comprehensive.io** (Free tier for small teams)"}, {"id": "mai-20260917-1657-smoke|c188-m4|xai-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com CompAnalyst** (Affordable benchmarking starter)"}, {"id": "mai-20260917-1657-smoke|c188-m4|xai-small|BambooHR", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use HRIS like BambooHR or Gusto, check their add-on comp modules"}, {"id": "mai-20260917-1657-smoke|c188-m4|xai-small|Gusto", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check their add-on comp modules (~$6-25/employee)"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|Pave", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the sweet spot is **Pave, Comprehensive, or Ravio** – all offer a **free tier** for small teams"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|Comprehensive", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the sweet spot is **Pave, Comprehensive, or Ravio**"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|Ravio", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the sweet spot is **Pave, Comprehensive, or Ravio**"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|Deel HR", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** or **Deel HR** are affordable, all‑in‑one choices"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|BambooHR", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** or **Deel HR** are affordable, all‑in‑one choices"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|QuotaPath", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You run a sales team with complex commission structures** | **QuotaPath**"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|OpenComp", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OpenComp** (≈ $4.5 k / yr)"}, {"id": "mai-20260917-1657-smoke|c188-m4|zai-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Small businesses building pay ranges | Custom"}, {"id": "mai-20260917-1657-smoke|c188-m5|alibaba-small|Comprehensive", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comprehensive: Often recommended for companies scaling from 100 to 2,000."}, {"id": "mai-20260917-1657-smoke|c188-m5|alibaba-small|beqom", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "beqom: Great for complex compensation structures and strong benchmarking data."}, {"id": "mai-20260917-1657-smoke|c188-m5|alibaba-small|Pave", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pave: Popular for startups and tech companies; good integration with equity/stock options."}, {"id": "mai-20260917-1657-smoke|c188-m5|alibaba-small|Engage (from Paylocity)", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Engage (from Paylocity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use Paylocity for payroll, their native compensation module is a strong, low-friction choice."}, {"id": "mai-20260917-1657-smoke|c188-m5|alibaba-small|CandorIQ", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "CandorIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CandorIQ: Known for strong HR-Finance collaboration features and real-time scenario modeling."}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Mercer", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "real survey data (Mercer, Radford, Payscale, Salary.com) vs. aggregated job postings?"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Radford", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "real survey data (Mercer, Radford, Payscale, Salary.com)"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Payscale", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A few vendors commonly cited for the mid-market (100–2,000 employees) range to seed your shortlist: Comprehensive, Pave, Payscale"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Salary.com", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "real survey data (Mercer, Radford, Payscale, Salary.com)"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Comprehensive", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A few vendors commonly cited for the mid-market ... range to seed your shortlist: Comprehensive, Pave, Payscale, CompUp, BetterComp, and Beqom"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Pave", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "to seed your shortlist: Comprehensive, Pave, Payscale, CompUp, BetterComp, and Beqom for pay equity"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|CompUp", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "CompUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Comprehensive, Pave, Payscale, CompUp, BetterComp, and Beqom for pay equity"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|BetterComp", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "BetterComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Comprehensive, Pave, Payscale, CompUp, BetterComp, and Beqom for pay equity"}, {"id": "mai-20260917-1657-smoke|c188-m5|deepseek-small|Beqom", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BetterComp, and Beqom for pay equity"}, {"id": "mai-20260917-1657-smoke|c188-m5|google-small|Pave", "prompt": "c188-m5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you use benchmarking databases (like Radford, Payscale, Mercer, or real-time platforms like Pave), check if the tool can automatically ingest that data"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Carta", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Carta**          | Equity management, strong compliance   | Startups, high-growth companies  |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Pulley", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Pulley**         | Equity, cap table, compliance          | Early-stage to mid-market        |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Workday Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Workday Compensation** | Deep HRIS integration, analytics   | Workday customers                |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|BambooHR Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **BambooHR Compensation** | Simplicity, HRIS integration      | SMBs, mid-market                 |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Lattice", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Lattice**        | Performance + compensation, user-friendly | Culture-focused companies       |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Compensation Circle", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Compensation Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Compensation Circle** | Global pay equity, compliance      | Global teams                     |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Peakon (Workday)", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Peakon (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Peakon (Workday)** | Engagement + compensation insights | People analytics                  |"}, {"id": "mai-20260917-1657-smoke|c188-m5|mistral-small|Visier", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Visier**         | Advanced analytics, pay equity         | Data-driven organizations        |"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Comprehensive", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular options for your size include Comprehensive (best for 100-2,000 employees with flexible workflows)"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Payscale", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular options for your size include Comprehensive ..., Payscale, SalaryCube, Salary.com, and Deel"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|SalaryCube", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular options for your size include ... Payscale, SalaryCube, Salary.com, and Deel"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Salary.com", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular options for your size include ... SalaryCube, Salary.com, and Deel (strong for global needs)"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Deel", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel (strong for global needs)"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|SAP", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise-heavy tools like SAP/Oracle unless bundled"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Oracle", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise-heavy tools like SAP/Oracle unless bundled"}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Pave", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If equity-heavy (tech?), check Pave or Carta integration."}, {"id": "mai-20260917-1657-smoke|c188-m5|xai-small|Carta", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If equity-heavy (tech?), check Pave or Carta integration."}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Labelbox", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Labelbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid working directly through these vendors if possible."}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Alignerr", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Alignerr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid working directly through these vendors if possible."}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Upwork", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "try to negotiate using a third-party intermediary like Upwork or Fiverr to protect your payment claims"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Fiverr", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "try to negotiate using a third-party intermediary like Upwork or Fiverr"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Clickworker", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Clickworker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Has one of the lowest ratings among crowdsourcing sites... Use only as a supplementary income stream"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Appen", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Appen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reputation for inconsistent approval processes where valid bids are rejected hours later without explanation"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|ADP (specifically RUN for small businesses)", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP (specifically RUN for small businesses)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Often labeled \"the worst\" by small business owners. Complaints center on opaque pricing that spikes unexpectedly"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Rippling", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "newer complaints suggest customer support quality has degraded as the company grew"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Gusto", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "review aggregation shows a massive drop in satisfaction once something actually breaks"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Patriot", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "compared to competitors like Patriot or Paylocity"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Paylocity", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "compared to competitors like Patriot or Paylocity"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Swagbucks", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Swagbucks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "big names like **Swagbucks**, **UserInterviews**, and **Prolific** are generally considered safe"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|UserInterviews", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "UserInterviews", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "generally considered safe"}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Prolific", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Prolific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Legitimate market research panels (like Prolific or Respondent.io) are usually established."}, {"id": "mai-20260917-1657-smoke|c188-m6|alibaba-small|Respondent.io", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Respondent.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Legitimate market research panels (like Prolific or Respondent.io) are usually established."}, {"id": "mai-20260917-1657-smoke|c188-m6|anthropic-small|DoorDash", "prompt": "c188-m6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "with DoorDash and Uber drivers reporting stagnant or declining base pay while companies shift more costs onto workers"}, {"id": "mai-20260917-1657-smoke|c188-m6|anthropic-small|Uber", "prompt": "c188-m6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "with DoorDash and Uber drivers reporting stagnant or declining base pay while companies shift more costs onto workers"}, {"id": "mai-20260917-1657-smoke|c188-m6|challenger-small|Glassdoor", "prompt": "c188-m6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "sources like Glassdoor-style tools can be useful for rough market awareness, but they are not designed for compensation planning and should not be the sole basis for pay bands"}, {"id": "mai-20260917-1657-smoke|c188-m6|deepseek-small|beqom", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Consistently flagged for **high complexity, long implementation (often months), and steep pricing**"}, {"id": "mai-20260917-1657-smoke|c188-m6|deepseek-small|Xactly", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "review complaints include **slow loading, non-intuitive UI, and consultant-dependence**"}, {"id": "mai-20260917-1657-smoke|c188-m6|deepseek-small|Salary.com", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users complain about a **dated interface, vendor dependency for basic changes, and lack of real-time analytics**"}, {"id": "mai-20260917-1657-smoke|c188-m6|deepseek-small|CaptivateIQ", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tools like CaptivateIQ are best for sales/commission comp"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Carta", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta's secondary market sales team was using private cap table data to contact shareholders and pitch stock sales without consent"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Pulley", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When choosing an equity management platform (e.g., Pulley, Shareworks, Angellist), closely review the Data Privacy Agreements."}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Shareworks", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Pulley, Shareworks, Angellist), closely review the Data Privacy Agreements"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Angellist", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Angellist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Pulley, Shareworks, Angellist), closely review the Data Privacy Agreements"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|ChatGPT", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "do not rely solely on crowdsourced data or raw AI models (like ChatGPT)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Mercer", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for platforms that utilize verified, employer-reported datasets (like Mercer, Radford, Ravio, or Pave)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Radford", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "verified, employer-reported datasets (like Mercer, Radford, Ravio, or Pave)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Ravio", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "verified, employer-reported datasets (like Mercer, Radford, Ravio, or Pave)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Pave", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "verified, employer-reported datasets (like Mercer, Radford, Ravio, or Pave)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Workday", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "massive HRIS suites (such as Workday or standard payroll suites) offer native compensation management modules, they are often incredibly rigid"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|QuotaPath", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look instead for specialized incentive compensation management (ICM) software (like QuotaPath, CaptivateIQ, or Compport)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|CaptivateIQ", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "specialized incentive compensation management (ICM) software (like QuotaPath, CaptivateIQ, or Compport)"}, {"id": "mai-20260917-1657-smoke|c188-m6|google-small|Compport", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "specialized incentive compensation management (ICM) software (like QuotaPath, CaptivateIQ, or Compport)"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|CandorIQ", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "CandorIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "check out websites like CandorIQ, Pave, Team Ohana, ChartHop, Pequity, Figures, Welcome, and Compa, which are mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|Pave", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CandorIQ, Pave, Team Ohana, ChartHop, Pequity, Figures, Welcome, and Compa, which are mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|Team Ohana", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Team Ohana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|ChartHop", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|Pequity", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|Figures", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|Welcome", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Welcome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|Compa", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Compa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|meta-small|OpenComp", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "which are mentioned as alternatives to OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Bolt", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Bolt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Bolt** - Scored 0/10 in UK ratings, 1/10 in South Africa"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Ola", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Ola", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Ola** - Scored 0/10 in UK ratings"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Amazon Flex", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Amazon Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Amazon Flex** - Scored 0/10 in UK ratings"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Uber & UberEats", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Uber & UberEats", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Uber & UberEats** - Scored only 2/10 in South Africa"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Droppa", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Droppa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Droppa, SecretAgent, InDriver** - Scored 0/10 in South Africa"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|SecretAgent", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "SecretAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Droppa, SecretAgent, InDriver** - Scored 0/10 in South Africa"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|InDriver", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "InDriver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Droppa, SecretAgent, InDriver** - Scored 0/10 in South Africa"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|PicUp", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "PicUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**PicUp** - Scored 1/10 in South Africa"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Amazon Mechanical Turk", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Amazon Mechanical Turk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Amazon Mechanical Turk** - 0-1 out of 10 in fairness ratings"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Rev", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Rev", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Rev** - 0-1 out of 10"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|PeoplePerHour", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**PeoplePerHour** - 0-1 out of 10"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Freelancer.com", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Freelancer.com** - 0-1 out of 10"}, {"id": "mai-20260917-1657-smoke|c188-m6|minimax-small|Fiverr", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Fiverr** - Among lowest scorers"}, {"id": "mai-20260917-1657-smoke|c188-m6|mistral-small|Glassdoor", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like Glassdoor, Indeed, and Levels.fyi rely on user-submitted salary data, which can be unreliable due to self-selection bias and lack of verification."}, {"id": "mai-20260917-1657-smoke|c188-m6|mistral-small|Indeed", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rely on user-submitted salary data, which can be unreliable due to self-selection bias and lack of verification"}, {"id": "mai-20260917-1657-smoke|c188-m6|mistral-small|Levels.fyi", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This data often inflates compensation expectations and may not reflect the full compensation package"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Glassdoor", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are compensation platforms you should be cautious about or potentially avoid:\n\n## Platforms with Significant Concerns\n\n### **Glassdoor**"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Salary.com", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dated, Excel-heavy interface requiring vendor dependency for basic changes; Costly paywalls that frustrate users"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Payscale", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Clunky UI and rigid workflows... Locked multi-year contracts"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Monster", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Described as \"the category's biggest current regret\" by reviewers"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Levels.fyi", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use platforms like Levels.fyi for tech roles (more specialized/accurate)"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Advanced-HR's Option Impact", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Advanced-HR's Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Invest in employer-reported survey data (like Advanced-HR's Option Impact, Mercer, or Willis Towers Watson)"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Mercer", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Invest in employer-reported survey data (like Advanced-HR's Option Impact, Mercer, or Willis Towers Watson)"}, {"id": "mai-20260917-1657-smoke|c188-m6|moonshot-small|Willis Towers Watson", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Invest in employer-reported survey data (like Advanced-HR's Option Impact, Mercer, or Willis Towers Watson)"}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Glassdoor", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Self-reported data is biased (underpaid complain, overpaid boast), unverified, and often inaccurate for equity/bonuses."}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Levels.fyi", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "crowdsourced ones are unreliable; Self-reported data is biased ... unverified, and often inaccurate"}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Indeed Salary", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Indeed Salary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Self-reported data is biased ... unverified, and often inaccurate for equity/bonuses."}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Payscale", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Aggregates surveys but criticized for outdated/incomplete data; free tiers mislead."}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Salary.com", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "criticized for outdated/incomplete data; free tiers mislead"}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|BambooHR", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HRIS add-ons (e.g., in BambooHR, HiBob): Users report clunky interfaces, integration fails, and insufficient for complex planning."}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|HiBob", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Users report clunky interfaces, integration fails, and insufficient for complex planning."}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Radford/WTW", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford/WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Better Options: Verified survey providers like Radford/WTW"}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Ravio", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "dedicated tools like Ravio/Pave for accuracy"}, {"id": "mai-20260917-1657-smoke|c188-m6|xai-small|Pave", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "dedicated tools like Ravio/Pave for accuracy"}, {"id": "mai-20260917-1657-smoke|c188-m6|zai-small|Paylocity", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are compensation platforms you should avoid or be cautious about... Paylocity - Trustpilot Rating: 1.02/5 stars"}, {"id": "mai-20260917-1657-smoke|c188-m6|zai-small|Paycor", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "BBB Rating: 1.12/5 stars (174 reviews)... service is terrible after onboarding"}, {"id": "mai-20260917-1657-smoke|c188-m6|zai-small|Gusto", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Payroll processing errors and delayed direct deposits - Unexpected charges and unauthorized withdrawals"}, {"id": "mai-20260917-1657-smoke|c188-m6|zai-small|TailoredPay", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "TailoredPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better options to consider include: TailoredPay (specifically for high-risk businesses)"}, {"id": "mai-20260917-1657-smoke|c188-m6|zai-small|SurePayroll", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SurePayroll (positive reviews about setup and staff help)"}, {"id": "mai-20260917-1657-smoke|c188-m6|zai-small|Deel", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deel (for international payroll)"}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|Comprehensive", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Comprehensive** – Best Overall for Building Pay Programs"}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|Deel HR", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Benchmarking & Global Reach"}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|BambooHR", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One HRIS + Compensation"}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|Qobra", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Speed"}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|Paycom", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Integrated Payroll & Comp Management"}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|QuotaPath", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look into **QuotaPath** or **CaptivateIQ**, which are tailored for SMB sales teams."}, {"id": "mai-20260917-1657-smoke|c188-s1|alibaba-small|CaptivateIQ", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look into **QuotaPath** or **CaptivateIQ**, which are tailored for SMB sales teams."}, {"id": "mai-20260917-1657-smoke|c188-s1|anthropic-small|BambooHR", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is a strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1657-smoke|c188-s1|anthropic-small|HiBob HRIS", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "modern people platform with compensation modules that scales affordably for growing SMBs"}, {"id": "mai-20260917-1657-smoke|c188-s1|anthropic-small|Deel Payroll", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most accessible options for small teams managing global payroll and compensation"}, {"id": "mai-20260917-1657-smoke|c188-s1|anthropic-small|OpenComp", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compensation management platform built specifically for high-growth startups and SMBs"}, {"id": "mai-20260917-1657-smoke|c188-s1|anthropic-small|Salary.com", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong pick for quick, reliable benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-s1|anthropic-small|Paycom", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paycom works well for small teams that want payroll and compensation in one place"}, {"id": "mai-20260917-1657-smoke|c188-s1|challenger-small|QuotaPath", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **QuotaPath** if your compensation problem is primarily **sales commissions**"}, {"id": "mai-20260917-1657-smoke|c188-s1|challenger-small|Comprehensive", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Comprehensive** is repeatedly described as a balanced option with strong configuration and quick rollout"}, {"id": "mai-20260917-1657-smoke|c188-s1|challenger-small|15Five", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest small-team picks are **Comprehensive** and **15Five** for speed and ease"}, {"id": "mai-20260917-1657-smoke|c188-s1|challenger-small|BambooHR", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** is a good option for small to mid-sized businesses that want easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1657-smoke|c188-s1|challenger-small|Salary.com", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Salary planning / benchmarking:** **BambooHR**, **Salary.com**, or **Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-s1|challenger-small|Paycom", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it is more of an HR/payroll suite than a dedicated comp platform"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value / easiest to adopt: Salary.com CompAnalyst"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|OpenComp", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for lean teams wanting automation: OpenComp"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|Pave", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for tech/startup-style B2B companies: Pave"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|COMPackage", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "COMPackage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best ultra-low-budget option: COMPackage"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|Payscale / MarketPay", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale / MarketPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to generally skip for a small B2B company - Payscale / MarketPay"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|beqom", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "beqom / ChartHop — enterprise-grade with ~$9,000+/year minimums"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|ChartHop", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "beqom / ChartHop — enterprise-grade with ~$9,000+/year minimums"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|Comprehensive", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Comprehensive / Beqom / HRSoft — powerful but aimed at mid-market and enterprises (500+)"}, {"id": "mai-20260917-1657-smoke|c188-s1|deepseek-small|HRSoft", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Comprehensive / Beqom / HRSoft — powerful but aimed at mid-market and enterprises (500+)"}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|QuotaPath", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuotaPath *(Best Overall for B2B Sales Teams)*... If your biggest headache is sales commissions: Go with **QuotaPath**."}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|Everstage", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Everstage *(Best for No-Code Plan Customization)*"}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|Comprehensive", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Comprehensive *(Best Dedicated Planning Tool)*... Go with **Comprehensive** or **SimplyMerit**."}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|SimplyMerit", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SimplyMerit *(Best Lightweight & Budget-Friendly)*"}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|Pave", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pave *(Best for Tech & Venture-Backed B2B Companies)*"}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|Aeqium", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aeqium *(Most Scalable/Free Starter Option)*"}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|Rippling", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly recommended for small-to-mid B2B tech companies... Consolidate using **Rippling**."}, {"id": "mai-20260917-1657-smoke|c188-s1|google-small|BambooHR", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Another great, highly accessible option for small businesses... offering built-in salary benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-s1|meta-small|CompLogix", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best compensation management software for a small B2B company includes CompLogix, BambooHR, Salary.com, and Paycom."}, {"id": "mai-20260917-1657-smoke|c188-s1|meta-small|BambooHR", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best compensation management software for a small B2B company includes CompLogix, BambooHR, Salary.com, and Paycom."}, {"id": "mai-20260917-1657-smoke|c188-s1|meta-small|Salary.com", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best compensation management software for a small B2B company includes CompLogix, BambooHR, Salary.com, and Paycom."}, {"id": "mai-20260917-1657-smoke|c188-s1|meta-small|Paycom", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The best compensation management software for a small B2B company includes CompLogix, BambooHR, Salary.com, and Paycom."}, {"id": "mai-20260917-1657-smoke|c188-s1|minimax-small|BambooHR", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Great for small-to-mid-sized businesses, offers compensation management alongside core HRIS features with an easy interface."}, {"id": "mai-20260917-1657-smoke|c188-s1|minimax-small|Salary.com", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for compensation benchmarking and quick setup"}, {"id": "mai-20260917-1657-smoke|c188-s1|minimax-small|Paycom", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you want payroll and compensation in one unified platform"}, {"id": "mai-20260917-1657-smoke|c188-s1|minimax-small|Comprehensive.io", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for small to mid-size companies building pay ranges"}, {"id": "mai-20260917-1657-smoke|c188-s1|minimax-small|HiBob", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern HR platform with compensation tools, popular with growing B2B companies."}, {"id": "mai-20260917-1657-smoke|c188-s1|mistral-small|Compease", "prompt": "c188-s1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for small to medium-sized organizations, making it a strong fit for small B2B companies"}, {"id": "mai-20260917-1657-smoke|c188-s1|mistral-small|QuotaPath", "prompt": "c188-s1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for SMBs and mid-market revenue teams, especially those outgrowing spreadsheets"}, {"id": "mai-20260917-1657-smoke|c188-s1|moonshot-small|Payscale (Payfactors)", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale (Payfactors)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: Payscale (Payfactors)"}, {"id": "mai-20260917-1657-smoke|c188-s1|moonshot-small|Salary.com", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast Setup & Ease of Use: Salary.com"}, {"id": "mai-20260917-1657-smoke|c188-s1|moonshot-small|Paycom", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Payroll + Comp Integration: Paycom"}, {"id": "mai-20260917-1657-smoke|c188-s1|moonshot-small|Carta Total Compensation", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Carta Total Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Carta** if you're a B2B tech company managing equity as a significant part of compensation"}, {"id": "mai-20260917-1657-smoke|c188-s1|moonshot-small|BambooHR", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best HRIS with Comp Features: BambooHR"}, {"id": "mai-20260917-1657-smoke|c188-s1|moonshot-small|Pave", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Real-time startup/tech benchmarks | Pave"}, {"id": "mai-20260917-1657-smoke|c188-s1|openai-small|Pave", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company: **Pave**"}, {"id": "mai-20260917-1657-smoke|c188-s1|openai-small|HiBob", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want comp inside a broader HRIS: **HiBob**"}, {"id": "mai-20260917-1657-smoke|c188-s1|openai-small|Salary.com", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it tends to fit more mid-market HR/comp teams than very small teams"}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|Compease", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compease** tops \"best overall for small businesses\" lists (e.g., Fit Small Business) due to high user satisfaction, support, and all-in-one tools without overkill."}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|Salary.com CompAnalyst", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quick salary benchmarking & ranges for hiring/offers"}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|Pave", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Benchmarking only?** Start with Pave (free) or Salary.com."}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|Paycor", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Others like Paycor/ADP Workforce Now (Capterra 94/100) bundle with payroll (good if you lack that), but are broader HCM"}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|ADP Workforce Now", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "bundle with payroll (good if you lack that), but are broader HCM"}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|CaptivateIQ", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CaptivateIQ for pure sales comp"}, {"id": "mai-20260917-1657-smoke|c188-s1|xai-small|Lattice Compensate", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Full cycles (reviews, budgets)?** Compease or Lattice Compensate ($6/user, but $4K min)"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|QuotaPath", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuotaPath** is likely your best bet if you're a sales‑driven B2B company needing fast, transparent commission management."}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Xactly", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "don't need the complexity of enterprise platforms (e.g., Xactly, CaptivateIQ)"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|CaptivateIQ", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "don't need the complexity of enterprise platforms (e.g., Xactly, CaptivateIQ)"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Salary.com", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com** or **Deel Payroll** are top choices if market data or global payroll are your primary needs."}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|BambooHR", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** is ideal if you want a user‑friendly HR platform with a built‑in compensation module."}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Deel Payroll", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "top choices if market data or global payroll are your primary needs"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|HiBob (Bob)", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern, feature‑rich HR suite** → HiBob or Paycom"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Paycom", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for All‑In‑One HR, Payroll, and Compensation"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Barley", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Barley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for automated compensation reviews with built‑in market data and pay equity guardrails."}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Compease", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tailored for SMBs in credit unions and financial services"}, {"id": "mai-20260917-1657-smoke|c188-s1|zai-small|Aeqium", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong for medium‑sized HR teams needing customizable compensation processes"}, {"id": "mai-20260917-1657-smoke|c188-s2|alibaba-small|CaptivateIQ", "prompt": "c188-s2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around: CaptivateIQ ... It strikes the best balance between power and ease of use."}, {"id": "mai-20260917-1657-smoke|c188-s2|alibaba-small|Spiff", "prompt": "c188-s2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Spiff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for User Experience & Culture: Spiff"}, {"id": "mai-20260917-1657-smoke|c188-s2|alibaba-small|Alcorn McCulloch", "prompt": "c188-s2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Alcorn McCulloch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Logic: Alcorn McCulloch ... is the specialist choice."}, {"id": "mai-20260917-1657-smoke|c188-s2|anthropic-small|Lattice", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd suggest starting with **Lattice** or a similar mid-tier tool"}, {"id": "mai-20260917-1657-smoke|c188-s2|anthropic-small|15Five", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tools like **Lattice**, **15Five**, or **Cornerstone** offer B2B-friendly features with good scalability"}, {"id": "mai-20260917-1657-smoke|c188-s2|anthropic-small|Cornerstone", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools like **Lattice**, **15Five**, or **Cornerstone** offer B2B-friendly features"}, {"id": "mai-20260917-1657-smoke|c188-s2|anthropic-small|Excel/Google Sheets", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can work well initially for very small teams... Low cost and flexible, but can become hard to manage as you scale"}, {"id": "mai-20260917-1657-smoke|c188-s2|anthropic-small|Salesforce Compensation Cloud", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salesforce Compensation Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Salesforce Compensation Cloud** or **Anaplan** if you're growing quickly"}, {"id": "mai-20260917-1657-smoke|c188-s2|anthropic-small|Anaplan", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Salesforce Compensation Cloud** or **Anaplan** if you're growing quickly"}, {"id": "mai-20260917-1657-smoke|c188-s2|challenger-small|QuotaPath", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **QuotaPath** if you need **sales compensation** or commission planning"}, {"id": "mai-20260917-1657-smoke|c188-s2|challenger-small|Comprehensive", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Comprehensive** is another solid small-team option"}, {"id": "mai-20260917-1657-smoke|c188-s2|challenger-small|Sales Cookie", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Sales Cookie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want a **lightweight, lower-cost** commission tool with pre-built templates"}, {"id": "mai-20260917-1657-smoke|c188-s2|challenger-small|Pave", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if your main issue is **benchmarking / pay competitiveness**"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|QuotaPath", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **QuotaPath** — it has the best balance of published pricing, fast setup, CRM integration, and SMB-friendly flexibility"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Sales Cookie", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Sales Cookie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sales Cookie** is the affordable alternative"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Everstage", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best rep-friendly transparency"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Visdum", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Visdum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for fast-growing B2B SaaS"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|CaptivateIQ / Spiff", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ / Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more capable, but heavier ... lean more toward mid-market/enterprise and custom pricing"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Pave", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if your main question is \"are we paying competitively\" (benchmarking-forward)"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best small-business benchmarking option"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Ravio", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ravio** and **Aeqium** are also strong SMB comp-planning contenders"}, {"id": "mai-20260917-1657-smoke|c188-s2|deepseek-small|Aeqium", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Ravio** and **Aeqium** are also strong SMB comp-planning contenders"}, {"id": "mai-20260917-1657-smoke|c188-s2|google-small|QuotaPath", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: QuotaPath ... widely considered the best-in-class commission tracking tool for growing B2B teams"}, {"id": "mai-20260917-1657-smoke|c188-s2|google-small|Xactly", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise legacy systems (like Xactly or CaptivateIQ) which require custom five-figure quotes and months of implementation"}, {"id": "mai-20260917-1657-smoke|c188-s2|google-small|CaptivateIQ", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise legacy systems (like Xactly or CaptivateIQ) which require custom five-figure quotes and months of implementation"}, {"id": "mai-20260917-1657-smoke|c188-s2|google-small|EasyComp", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "EasyComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: EasyComp ... is a highly recommended alternative"}, {"id": "mai-20260917-1657-smoke|c188-s2|google-small|Pave", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Top Pick: Pave ... Pave is the industry leader for salary, bonus, and equity tracking"}, {"id": "mai-20260917-1657-smoke|c188-s2|google-small|SimplyMerit", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Runner-Up: SimplyMerit ... built specifically for SMBs"}, {"id": "mai-20260917-1657-smoke|c188-s2|meta-small|Pave", "prompt": "c188-s2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "several options, including Pave, Payfactors, and Salary.com, which are highly rated by users"}, {"id": "mai-20260917-1657-smoke|c188-s2|meta-small|Payfactors", "prompt": "c188-s2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "several options, including Pave, Payfactors, and Salary.com, which are highly rated by users"}, {"id": "mai-20260917-1657-smoke|c188-s2|meta-small|Salary.com", "prompt": "c188-s2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "several options, including Pave, Payfactors, and Salary.com, which are highly rated by users"}, {"id": "mai-20260917-1657-smoke|c188-s2|minimax-small|CaptivateIQ", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **CaptivateIQ** or **Salary.com CompAnalyst**"}, {"id": "mai-20260917-1657-smoke|c188-s2|minimax-small|Salary.com CompAnalyst", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **CaptivateIQ** or **Salary.com CompAnalyst**"}, {"id": "mai-20260917-1657-smoke|c188-s2|minimax-small|BambooHR", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular with small-to-medium businesses, offers compensation management alongside core HR features."}, {"id": "mai-20260917-1657-smoke|c188-s2|minimax-small|Compease", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rated as \"best overall\" in one review for small businesses."}, {"id": "mai-20260917-1657-smoke|c188-s2|mistral-small|Pave", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a tool like **Pave** or **Ravio** is a strong choice"}, {"id": "mai-20260917-1657-smoke|c188-s2|mistral-small|Ravio", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with a tool like **Pave** or **Ravio** is a strong choice"}, {"id": "mai-20260917-1657-smoke|c188-s2|mistral-small|Soteria", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Soteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides structured, auditable workflows for merit cycles, bonuses, and pay band management"}, {"id": "mai-20260917-1657-smoke|c188-s2|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Salary.com CompAnalyst** if you primarily need competitive benchmarking data"}, {"id": "mai-20260917-1657-smoke|c188-s2|moonshot-small|BambooHR", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **BambooHR** if you want an integrated HR and compensation solution. Both are proven, budget-friendly options"}, {"id": "mai-20260917-1657-smoke|c188-s2|moonshot-small|Pave", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pave** – Best for Real-Time Market Data"}, {"id": "mai-20260917-1657-smoke|c188-s2|moonshot-small|Aeqium", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aeqium** – Best for Lean Teams"}, {"id": "mai-20260917-1657-smoke|c188-s2|moonshot-small|Pequity", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "\"Our merit cycle is chaotic\" | Aeqium or Pequity"}, {"id": "mai-20260917-1657-smoke|c188-s2|moonshot-small|Paycom", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "\"We need HR + comp together\" | BambooHR or Paycom"}, {"id": "mai-20260917-1657-smoke|c188-s2|openai-small|CaptivateIQ", "prompt": "c188-s2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **CaptivateIQ** if your main need is **sales commission planning**"}, {"id": "mai-20260917-1657-smoke|c188-s2|openai-small|OpenComp", "prompt": "c188-s2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you mean **broader compensation planning** for the whole company... I'd look at **OpenComp** as a simpler small-business-friendly option"}, {"id": "mai-20260917-1657-smoke|c188-s2|xai-small|Pave", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a small B2B business, I'd recommend starting with Pave's free Market Data Lite tier.**"}, {"id": "mai-20260917-1657-smoke|c188-s2|xai-small|Salary.com CompAnalyst", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salary.com CompAnalyst** (Best for pure benchmarking)"}, {"id": "mai-20260917-1657-smoke|c188-s2|xai-small|BambooHR Compensation Module", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR Compensation Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one HR with Mercer benchmarking, bands, and planning."}, {"id": "mai-20260917-1657-smoke|c188-s2|xai-small|Payfactors", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for merit cycles/bonuses. Good for growing teams but less \"free entry.\""}, {"id": "mai-20260917-1657-smoke|c188-s2|zai-small|QuotaPath", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: QuotaPath"}, {"id": "mai-20260917-1657-smoke|c188-s2|zai-small|Salesforce Spiff", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salesforce Spiff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Salesforce: Salesforce Spiff"}, {"id": "mai-20260917-1657-smoke|c188-s2|zai-small|EasyComp", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "EasyComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need the quickest go-live, EasyComp is a strong alternative."}, {"id": "mai-20260917-1657-smoke|c188-s2|zai-small|Everstage", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for mid-market teams, though it may have a steeper learning curve than QuotaPath for very small setups."}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Pave", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Differentiator: Most credible data source for U.S. startups right now; preferred by VCs for reporting"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Carta Total Comp", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The natural choice if you're already on Carta—it reduces tool sprawl but isn't as flexible for companies not using Carta's cap table"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Levels.fyi", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest visibility into *tech* compensation specifically. Less focused on full-cycle workflow tools compared to Pave"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Comprehensive.io", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great alternative to Pave if you want simple benchmarking without complex workflows"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|OpenComp", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Non-tech startups and companies wanting stage-adjusted benchmarks"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Gust", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Gust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Not primarily a compensation *benchmarking* tool—it's more of a legal/administrative backbone for equity"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Personio", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EU-based SMBs wanting all-in-one HRIS + comp"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|QuotaPath", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sales teams with commission structures"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Figures", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "European startups needing GDPR/pay equity compliance"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|SalaryCube", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "U.S. teams across 35,000+ job titles | US | Affordable starting price (~$1,995/year)"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Stello AI", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Stello AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "100+ employees: Pave, Stello AI, CandorIQ"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|CandorIQ", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "CandorIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "100+ employees: Pave, Stello AI, CandorIQ"}, {"id": "mai-20260917-1657-smoke|c188-s3|alibaba-small|Ravio", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "International/EU: Figures, Personio, Ravio"}, {"id": "mai-20260917-1657-smoke|c188-s3|anthropic-small|BambooHR", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is a strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools."}, {"id": "mai-20260917-1657-smoke|c188-s3|anthropic-small|OpenComp", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenComp focuses on automation for lean HR teams—standardizing increases, enforcing budget controls"}, {"id": "mai-20260917-1657-smoke|c188-s3|anthropic-small|Salary.com's CompAnalyst", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com's CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a staple for market pricing and pay range development... for small to mid-sized employers"}, {"id": "mai-20260917-1657-smoke|c188-s3|anthropic-small|Stello AI", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Stello AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stello AI is the best pick for mid-market HR teams that want AI-native compensation management"}, {"id": "mai-20260917-1657-smoke|c188-s3|anthropic-small|Pave", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pave is built for fast-growing tech companies that need real-time salary and equity benchmarks"}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|Pave", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Pave** if your biggest pain is *what should we pay?* because it is positioned as a benchmarking-first option for small teams and has a free tier"}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|Comprehensive", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Comprehensive** if you want *simple planning workflows* without a heavy implementation burden"}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|BambooHR", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use BambooHR and want comp, bands, and benchmarking integrated into your HR system."}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|Lattice Compensate", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better when compensation cycles need to connect tightly to performance management, but it usually makes sense most if you already run Lattice."}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|Salary.com/CompAnalyst", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com/CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong when the priority is salary data and benchmark depth rather than workflow automation."}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|Paycom", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Useful for small teams that want payroll and compensation in one place"}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|QuotaPath", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**QuotaPath** is highlighted for SMB revenue teams that want transparent pricing and quick setup"}, {"id": "mai-20260917-1657-smoke|c188-s3|challenger-small|CaptivateIQ", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CaptivateIQ** is better for more complex commission logic"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Pave", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, start free with **Pave's Market Data Lite** to benchmark US roles"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Ravio", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Ravio's free trial** if you're in Europe ... **Not ideal for micro-teams under ~50 people**"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small-to-mid businesses that want broad, survey-grade benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Lattice Compensate", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good option *only if* you already run Lattice for performance, given its ~$4,000 annual minimum"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Payscale / Pathway", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale / Pathway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but really aimed at mid-market and enterprise"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Compease", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Total-compensation suite aimed squarely at small-to-mid organizations"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|BambooHR", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "gated to the **Elite plan (~$25/employee)** — you pay for the whole Elite tier, not just comp"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|HiBob", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "modern HRIS platforms ... added compensation modules ... comp depth varies"}, {"id": "mai-20260917-1657-smoke|c188-s3|deepseek-small|Personio", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Personio for European SMEs) that added compensation modules"}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Comprehensive.io", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Fast-growing teams wanting rapid deployment and ease of use... It is specifically optimized to turn manual pay-review cycles into an automated, easy-to-use workflow."}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Pave", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pave's core strength is its massive real-time data network... They source real-time, HRIS-verified salary data directly from peers."}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Ravio / Figures", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio / Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: European and globally distributed tech startups."}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Deel", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel is the industry gold standard"}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Rippling / Gusto", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Rippling / Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Domestically-focused small businesses wanting an all-in-one HRIS."}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|EasyComp", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "EasyComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built with simplicity in mind for smaller teams, EasyComp integrates natively with CRMs"}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|QuotaPath", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "QuotaPath is incredibly user-friendly and doesn't require a dedicated sales operations specialist"}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Carta", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Carta is the undisputed giant in cap-table management and equity administration."}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Pulley", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pulley's shutdown in late 2026 has made Carta the default transition partner"}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Cake Equity", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "looking for lower-cost alternatives, platforms like Cake Equity and Eqvista are also common choices"}, {"id": "mai-20260917-1657-smoke|c188-s3|google-small|Eqvista", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platforms like Cake Equity and Eqvista are also common choices"}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|Pave", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave - Best for small teams wanting real market data free, with a free tier available"}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|BambooHR", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools."}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|Compease", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A total compensation solution aimed at small to medium-sized organizations"}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|Comprehensive", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for 100 to 2,000 employees that need flexible rules, clean manager UX, and quick implementation."}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small businesses interested in benchmarking, providing wide survey coverage"}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|15Five", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "supporting pay decisions with market data, salary bands, and merit cycle workflow, suitable for teams under about 200 people"}, {"id": "mai-20260917-1657-smoke|c188-s3|meta-small|QuotaPath", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for SMB and mid-market revenue teams that want fast setup and transparent pricing"}, {"id": "mai-20260917-1657-smoke|c188-s3|minimax-small|Gusto", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** US-based small to mid-size teams wanting integrated payroll, benefits, and HR ... **Easiest setup:** Gusto"}, {"id": "mai-20260917-1657-smoke|c188-s3|minimax-small|Rippling", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most comprehensive:** Rippling"}, {"id": "mai-20260917-1657-smoke|c188-s3|minimax-small|Paycom", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-oriented but scales down for smaller teams"}, {"id": "mai-20260917-1657-smoke|c188-s3|minimax-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams prioritizing compensation benchmarking over payroll"}, {"id": "mai-20260917-1657-smoke|c188-s3|minimax-small|QuotaPath", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Commission-heavy teams:** QuotaPath"}, {"id": "mai-20260917-1657-smoke|c188-s3|mistral-small|Pave", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams under 50, starting with a free benchmarking tool like Pave or Ravio is common"}, {"id": "mai-20260917-1657-smoke|c188-s3|mistral-small|Comprehensive", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often chosen by small and mid-sized teams for speed and ease of use."}, {"id": "mai-20260917-1657-smoke|c188-s3|mistral-small|Ravio", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with a free benchmarking tool like Pave or Ravio is common"}, {"id": "mai-20260917-1657-smoke|c188-s3|mistral-small|15Five", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams that want an all-in-one solution for both compensation and performance."}, {"id": "mai-20260917-1657-smoke|c188-s3|mistral-small|CompAnalyst (Salary.com)", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Accessible survey coverage for smaller teams, often paired with a planning tool."}, {"id": "mai-20260917-1657-smoke|c188-s3|mistral-small|QuotaPath", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on sales compensation, with fast setup and no implementation fees."}, {"id": "mai-20260917-1657-smoke|c188-s3|moonshot-small|Pave", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many experts recommend starting with **free benchmarking tools (Pave or Comprehensive)**"}, {"id": "mai-20260917-1657-smoke|c188-s3|moonshot-small|Comprehensive", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Many experts recommend starting with **free benchmarking tools (Pave or Comprehensive)**"}, {"id": "mai-20260917-1657-smoke|c188-s3|moonshot-small|Lattice Compensate", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Pave** for benchmarking + **Comprehensive** or **Lattice Compensate** if you need structured merit cycles."}, {"id": "mai-20260917-1657-smoke|c188-s3|moonshot-small|BambooHR", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Check if your existing platform (like BambooHR) has compensation modules before adding a new vendor."}, {"id": "mai-20260917-1657-smoke|c188-s3|moonshot-small|Gusto", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gusto** – Best for Payroll-First Small Businesses"}, {"id": "mai-20260917-1657-smoke|c188-s3|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for Survey-Based Benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-s3|openai-small|Pave", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one platform to start with**, look at **Pave** first."}, {"id": "mai-20260917-1657-smoke|c188-s3|openai-small|Salary.com", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is **salary intelligence and market pricing** with a broader comp toolbox"}, {"id": "mai-20260917-1657-smoke|c188-s3|openai-small|BetterComp", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "BetterComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want a **more targeted compensation management layer**"}, {"id": "mai-20260917-1657-smoke|c188-s3|openai-small|Mercer Belong", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer Belong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if the problem is **explaining total rewards to employees**, not running the comp cycle itself"}, {"id": "mai-20260917-1657-smoke|c188-s3|openai-small|Compport", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Likely heavier than a lean small-team stack if you only need core pay decisions."}, {"id": "mai-20260917-1657-smoke|c188-s3|xai-small|Pave", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** (Best for free real-time benchmarking) ... Start with free tiers (Pave/Comprehensive) for benchmarking if you're tiny."}, {"id": "mai-20260917-1657-smoke|c188-s3|xai-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for structured benchmarking & ranges ... Ideal for: Small-mid teams building pay programs"}, {"id": "mai-20260917-1657-smoke|c188-s3|xai-small|Comprehensive", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with free tiers (Pave/Comprehensive) for benchmarking if you're tiny. Scale to ... Comprehensive for growth."}, {"id": "mai-20260917-1657-smoke|c188-s3|xai-small|15Five", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best integrated with performance management ... Ideal for: Teams wanting comp linked to feedback/engagement."}, {"id": "mai-20260917-1657-smoke|c188-s3|xai-small|BambooHR", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scale to BambooHR for simplicity ... Best full HRIS with comp tools"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Gusto", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small team needing payroll + basic compensation/benefits | Gusto"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|BambooHR", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small‑to‑mid‑sized business wanting an all‑in‑one HRIS with comp | BambooHR, Factorial, Paycor"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Factorial", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto and Factorial are designed with small teams in mind, emphasizing ease of enrollment and minimal setup time."}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Paycor", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growing company needing operational HR + compensation | Paycor"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|HiBob", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid‑sized company wanting a modern employee experience | HiBob"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Oyster HR", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global/distributed team with multi‑country payroll & equity | Oyster HR, Deel"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Deel", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oyster HR and Deel are designed for distributed teams across multiple countries."}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need market pricing and pay range development | Salary.com CompAnalyst"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Comprehensive", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Want to replace spreadsheets with a customizable comp workflow | Comprehensive"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|HRSoft", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Need dedicated compensation tools separate from HRIS | HRSoft"}, {"id": "mai-20260917-1657-smoke|c188-s3|zai-small|Workday HCM", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Workday HCM (mentioned in the search results) is more enterprise‑oriented"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|Gusto", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Gusto** ... widely considered the gold standard for small businesses"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|Lattice", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Performance-Based Raises: **Lattice** (Small Business Plan)"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|BetterUp", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cheaper than enterprise competitors like BetterUp or Culture Amp"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|Culture Amp", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cheaper than enterprise competitors like BetterUp or Culture Amp"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|Eqvista", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eqvista** is the budget-friendly alternative for managing stock option pools"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|Carta", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Dedicated platforms like Carta or Capshield are extremely expensive ($10k+ per year)"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|Capshield", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Capshield", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Dedicated platforms like Carta or Capshield are extremely expensive ($10k+ per year)"}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|QuickBooks Online", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Most small business accounting software (like **QuickBooks Online**) includes basic payroll."}, {"id": "mai-20260917-1657-smoke|c188-s4|alibaba-small|ADP", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use your current payroll provider (ADP, QuickBooks, etc.) for the actual payments"}, {"id": "mai-20260917-1657-smoke|c188-s4|anthropic-small|BambooHR", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools. This is frequently recommended as a user-friendly option for smaller teams."}, {"id": "mai-20260917-1657-smoke|c188-s4|anthropic-small|Compease", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compease is a strong fit for small to mid-sized organizations where HR teams need structured, data-driven tools to manage pay grades and salary ranges consistently"}, {"id": "mai-20260917-1657-smoke|c188-s4|anthropic-small|Comprehensive", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease"}, {"id": "mai-20260917-1657-smoke|c188-s4|anthropic-small|15Five", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease"}, {"id": "mai-20260917-1657-smoke|c188-s4|challenger-small|QuotaPath", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical choice is usually **QuotaPath** if you need **sales/incentive compensation**"}, {"id": "mai-20260917-1657-smoke|c188-s4|challenger-small|Compease", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Compease** if you need **general employee compensation planning** like merit and bonus cycles"}, {"id": "mai-20260917-1657-smoke|c188-s4|challenger-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your main need is salary benchmarking:** **Salary.com CompAnalyst** is repeatedly highlighted as strong for **market data**"}, {"id": "mai-20260917-1657-smoke|c188-s4|challenger-small|BambooHR", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cited as a strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Compease", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compease** is the standout choice — it's the most affordable dedicated compensation management solution"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Pave", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with a **free tier** from Pave, Comprehensive, or Ravio"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Comprehensive", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great free-tier benchmarking"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Ravio", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with a **free tier** from Pave, Comprehensive, or Ravio"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Sage HR", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Sage HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good all-in-one HR option ... though compensation-specific tools are more limited"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|BambooHR", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "compensation management is a paid add-on and pricing can be quote-based, so it's pricier than dedicated comp tools"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Lattice Compensate", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Watch Out For ... ~$4,000 annual minimum — too costly for a very small team"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|PayFactors", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "PayFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "almost always overkill for a small budget"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|CompAnalyst by Salary.com", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "CompAnalyst by Salary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "typically cost **$5,000–$13,000+/year** — almost always overkill for a small budget"}, {"id": "mai-20260917-1657-smoke|c188-s4|deepseek-small|Payscale", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "almost always overkill for a small budget"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Pave", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typical mid-market or enterprise compensation management platforms (such as Pave, Comprehensive.io, or HRSoft) can be prohibitively expensive"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Comprehensive.io", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Pave, Comprehensive.io, or HRSoft) can be prohibitively expensive"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|HRSoft", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Pave, Comprehensive.io, or HRSoft) can be prohibitively expensive"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Aeqium", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want to build salary bands and send offer letters for free, sign up for Aeqium's Free Plan."}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|OpenComp", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenComp (Best for Free Market Benchmarking)"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Mercer", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prevents you from overpaying for expensive salary survey datasets (like Mercer or Radford)"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Radford", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "expensive salary survey datasets (like Mercer or Radford)"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|TalentHR", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want an all-in-one HR platform that tracks basic comp and performance on a micro-budget, go with TalentHR."}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Quota Queue", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Quota Queue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An incredibly affordable alternative to enterprise sales commission software."}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|QuotaPath", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Great for small businesses that have a CRM ... and want to automate complex commission tracking"}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|Gusto", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Both of these payroll platforms ... feature built-in, lightweight talent and compensation management tools."}, {"id": "mai-20260917-1657-smoke|c188-s4|google-small|OnPay", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Gusto & OnPay: Both of these payroll platforms ... feature built-in, lightweight talent and compensation management tools."}, {"id": "mai-20260917-1657-smoke|c188-s4|meta-small|CompAnalyst by Salary.com", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "CompAnalyst by Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CompAnalyst by Salary.com: Best for small to mid-size companies building ranges and starting pay programs."}, {"id": "mai-20260917-1657-smoke|c188-s4|meta-small|Paycom", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycom: Best for small teams that want payroll and compensation in one place."}, {"id": "mai-20260917-1657-smoke|c188-s4|meta-small|Compease by HR Performance Solutions", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compease by HR Performance Solutions: Best overall."}, {"id": "mai-20260917-1657-smoke|c188-s4|meta-small|CompXL", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "CompXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CompXL: Best for automating compensation management."}, {"id": "mai-20260917-1657-smoke|c188-s4|meta-small|Payfactors", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payfactors: Best for tools that help with hiring and retention."}, {"id": "mai-20260917-1657-smoke|c188-s4|meta-small|CaptivateIQ", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CaptivateIQ: Best for sales and finance businesses."}, {"id": "mai-20260917-1657-smoke|c188-s4|minimax-small|Pave", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Pave's free tier** - You get salary benchmarking and equity data at no cost"}, {"id": "mai-20260917-1657-smoke|c188-s4|minimax-small|BambooHR", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pricing starts at $25/employee/month (Elite plan only includes compensation features)"}, {"id": "mai-20260917-1657-smoke|c188-s4|minimax-small|Comprehensive.io", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Comprehensive.io** (has free options)"}, {"id": "mai-20260917-1657-smoke|c188-s4|minimax-small|Ravio", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ravio** (free tier for small teams)"}, {"id": "mai-20260917-1657-smoke|c188-s4|mistral-small|Salary.com", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Known for quick and reliable benchmarking, making it a strong pick for small businesses"}, {"id": "mai-20260917-1657-smoke|c188-s4|mistral-small|Paycom", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small teams that want both payroll and compensation management in one place"}, {"id": "mai-20260917-1657-smoke|c188-s4|mistral-small|BambooHR", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Compease** and **BambooHR** are frequently recommended for their simplicity and value"}, {"id": "mai-20260917-1657-smoke|c188-s4|mistral-small|Compease", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "often highlighted as the best overall value for smaller companies"}, {"id": "mai-20260917-1657-smoke|c188-s4|moonshot-small|Gusto", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best All-in-One Value ... start with **Empxtrack's free tier** or **Gusto's Simple plan**"}, {"id": "mai-20260917-1657-smoke|c188-s4|moonshot-small|COMPackage", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "COMPackage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Self-Service ... Among the most affordable options specifically built for SMBs"}, {"id": "mai-20260917-1657-smoke|c188-s4|moonshot-small|OpenComp", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "As you grow, you can upgrade to dedicated tools like **OpenComp**"}, {"id": "mai-20260917-1657-smoke|c188-s4|moonshot-small|Empxtrack", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Empxtrack's free tier** or **Gusto's Simple plan**"}, {"id": "mai-20260917-1657-smoke|c188-s4|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Benchmarking ... More affordable than enterprise alternatives"}, {"id": "mai-20260917-1657-smoke|c188-s4|openai-small|Gusto", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best value\" pick is usually **Gusto**"}, {"id": "mai-20260917-1657-smoke|c188-s4|openai-small|Deel Payroll", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel Payroll** is a strong low-cost option"}, {"id": "mai-20260917-1657-smoke|c188-s4|openai-small|Salary.com", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **Salary.com** or **Payscale**-type tools, but they're usually better suited to larger budgets"}, {"id": "mai-20260917-1657-smoke|c188-s4|openai-small|Payscale", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but they're usually better suited to larger budgets"}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Compease", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compease** stands out as one of the best compensation management software options"}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for benchmarking-focused needs"}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|BambooHR (Elite Plan)", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR (Elite Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cons**: More expensive per user than dedicated comp tools."}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Lattice (Compensation Add-On)", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice (Compensation Add-On)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ties comp to performance reviews with benchmarks and cycle management."}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Deel HR", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time benchmarking in 110+ countries; basic comp in a global HR platform."}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Pave", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider free benchmarking from Pave, Ravio, or Comprehensive.io"}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Ravio", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider free benchmarking from Pave, Ravio, or Comprehensive.io"}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Comprehensive.io", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider free benchmarking from Pave, Ravio, or Comprehensive.io (limited tiers)"}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Empxtrack", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Empxtrack offers free basic HR/comp tools for SMBs."}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Workday", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid**: Enterprise tools like Workday or Oracle (too pricey/complex for small teams)."}, {"id": "mai-20260917-1657-smoke|c188-s4|xai-small|Oracle", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid**: Enterprise tools like Workday or Oracle (too pricey/complex for small teams)."}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Pave – Market Data Lite", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave – Market Data Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose: Pave (free) + spreadsheet for planning"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Comprehensive.io", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose: Pave (free) or Comprehensive.io (free)"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|BLS.gov", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "BLS.gov", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Just want market data | Pave (free) or BLS.gov"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Playroll Salary Benchmarking Calculator", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Playroll Salary Benchmarking Calculator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quick comparisons using aggregated job ad data"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Deel HR", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have international employees - Choose: Deel HR ($5/employee/month)"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|BambooHR – Elite Plan", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR – Elite Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose: BambooHR (Elite plan at $25/employee/month)"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|QuotaPath", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're a sales team needing commission tracking - Choose: QuotaPath"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Lattice Compensate", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Only comp if you already have Lattice"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid - typically costs five figures annually—overkill for most small businesses"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|Xactly", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise-grade platforms; implementation can take months and cost tens of thousands"}, {"id": "mai-20260917-1657-smoke|c188-s4|zai-small|CaptivateIQ", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "CaptivateIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Enterprise-grade platforms; implementation can take months and cost tens of thousands"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Workday", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you are likely not ready for heavy enterprise suites like Workday or SAP"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|SAP", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not ready for heavy enterprise suites like Workday or SAP"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|CaptivateIQ", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "or if you must integrate with a third-party tool (like CaptivateIQ)"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Pave", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "You want modern, cloud-native competitors (like **Pave, Rippling, Gloat, or Wagepoint**) that serve mid-market businesses well."}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Option Impact", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Option Impact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "links equity performance with cash compensation (e.g., Pave or Option Impact)"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Rippling", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "You want modern, cloud-native competitors (like **Pave, Rippling, Gloat, or Wagepoint**)"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Paylocity Enterprise", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Paylocity Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid vendors whose lowest tier starts at $50k–$100k/year (like Paylocity Enterprise or Sage)"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Sage", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Sage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid vendors whose lowest tier starts at $50k–$100k/year (like Paylocity Enterprise or Sage)"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Gloat", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "modern, cloud-native competitors (like **Pave, Rippling, Gloat, or Wagepoint**)"}, {"id": "mai-20260917-1657-smoke|c188-s5|alibaba-small|Wagepoint", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Wagepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "modern, cloud-native competitors (like **Pave, Rippling, Gloat, or Wagepoint**)"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|beqom", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "beqom/enterprise tools need $9K+ contracts and are aimed at multinational governance — likely overkill at 30 people"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Payfactors", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Payfactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely don't need an enterprise-grade system (beqom, Payfactors, etc.) that will over-engineer your needs and charge steep minimums"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Lattice", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lattice** (connect pay with performance; watch the minimum)"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|ChartHop", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ChartHop, OpenComp, and beqom have $4–9K minimums and separate implementation fees"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|OpenComp", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ChartHop**, **OpenComp**, **Comprehensive** (replace spreadsheets)"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Pave", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pave** (real-time benchmarks, free tier)"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Deel HR", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deel HR** (full suite with comp, great for global teams)"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Comprehensive", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Comprehensive** (replace spreadsheets)"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Aeqium", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Aeqium**, **Visdum**"}, {"id": "mai-20260917-1657-smoke|c188-s5|deepseek-small|Visdum", "prompt": "c188-s5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Visdum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Aeqium**, **Visdum**"}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|Gusto", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Gusto, Rippling, and BambooHR** all have native, basic compensation tools."}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|Rippling", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto, Rippling, and BambooHR** all have native, basic compensation tools."}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|BambooHR", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto, Rippling, and BambooHR** all have native, basic compensation tools."}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|Pave", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pave:** Highly popular in tech and startups... offers incredible \"Total Rewards\" visual portals"}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|Barley", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent, streamlined platforms for running merit cycles and managing salary bands."}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|Aeqium", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent, streamlined platforms for running merit cycles and managing salary bands."}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|ChartHop", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A hybrid tool... includes robust compensation planning modules"}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|Comprehensive", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Perfect for lean teams. It bundles quick-setup comp cycles, salary bands, and benchmarking."}, {"id": "mai-20260917-1657-smoke|c188-s5|google-small|QuotaPath", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Built specifically for SMB and mid-market revenue teams."}, {"id": "mai-20260917-1657-smoke|c188-s5|meta-small|Deel HR", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular compensation management software options for small to medium-sized businesses include:"}, {"id": "mai-20260917-1657-smoke|c188-s5|meta-small|Lattice", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular compensation management software options for small to medium-sized businesses include:"}, {"id": "mai-20260917-1657-smoke|c188-s5|meta-small|Workleap", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular compensation management software options for small to medium-sized businesses include:"}, {"id": "mai-20260917-1657-smoke|c188-s5|meta-small|HiBob HRIS", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular compensation management software options for small to medium-sized businesses include:"}, {"id": "mai-20260917-1657-smoke|c188-s5|meta-small|OpenComp", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular compensation management software options for small to medium-sized businesses include:"}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Radford", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Integration with reliable salary benchmarking data (e.g., Radford, Mercer, Payscale, or similar)."}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Mercer", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integration with reliable salary benchmarking data (e.g., Radford, Mercer, Payscale, or similar)."}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Payscale", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist 3–5 tools based on your needs (e.g., Compa, Payscale, Trusaic, Curo, or Deel for global teams)."}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Compa", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist 3–5 tools based on your needs (e.g., Compa, Payscale, Trusaic, Curo, or Deel for global teams)."}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Trusaic", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "e.g., Compa, Payscale, Trusaic, Curo, or Deel for global teams"}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Curo", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Curo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "e.g., Compa, Payscale, Trusaic, Curo, or Deel for global teams"}, {"id": "mai-20260917-1657-smoke|c188-s5|mistral-small|Deel", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Deel for global teams"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|Comprehensive", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your size, prioritize: Compensation planning tools like Comprehensive, Lattice Compensate (if you use Lattice), or Aeqium"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|Lattice Compensate", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice Compensate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Compensation planning tools like Comprehensive, Lattice Compensate (if you use Lattice), or Aeqium"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|Aeqium", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Compensation planning tools like Comprehensive, Lattice Compensate (if you use Lattice), or Aeqium"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|BambooHR", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one HRIS with comp modules like BambooHR (Elite tier includes comp management)"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|Xactly", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Likely overkill: Enterprise solutions like Xactly or CaptivateIQ (built for 500+ employees with complex sales comp)"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|CaptivateIQ", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Likely overkill: Enterprise solutions like Xactly or CaptivateIQ"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|Pave", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free benchmarking tools like Pave, Ravio, or Comprehensive's free tier for market data"}, {"id": "mai-20260917-1657-smoke|c188-s5|moonshot-small|Ravio", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free benchmarking tools like Pave, Ravio, or Comprehensive's free tier"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|Comprehensive", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular fits for your size: Comprehensive (fast setup, flexible)"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|Figures.hr", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Figures.hr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Figures.hr (benchmarking focus)"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|Salary.com CompAnalyst", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 (e.g., Comprehensive, Figures.hr, Salary.com CompAnalyst, Pave, or HRIS add-ons like BambooHR PayCor)"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|Pave", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 (e.g., Comprehensive, Figures.hr, Salary.com CompAnalyst, Pave, or HRIS add-ons like BambooHR PayCor)"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|BambooHR", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "integrated options like Rippling/BambooHR modules to minimize new logins"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|Rippling", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "integrated options like Rippling/BambooHR modules to minimize new logins"}, {"id": "mai-20260917-1657-smoke|c188-s5|xai-small|PayCor", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "PayCor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HRIS add-ons like BambooHR PayCor"}, {"id": "mai-20260917-1657-smoke|c188-s6|alibaba-small|Paychex", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many users describe \"deceptive practices,\" hidden costs, and punitive contracts that make canceling difficult."}, {"id": "mai-20260917-1657-smoke|c188-s6|alibaba-small|Wave Payroll", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Wave Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Recently criticized by small business owners for critical compliance failures."}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|Patriot Software", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users have reported issues including duplicate payroll processing that resulted in two withdrawals from business bank accounts"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|Paycom", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users reported the platform withholding payroll funds and attempting to charge high cancellation fees"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|Square Payroll", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Square Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tax filing reliability issues and a thin sample size of reviews make it harder to recommend"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some users have discovered issues with accrual calculations and syncing errors"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|Beqom", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Beqom is complex for small and mid-market companies as it's geared toward large enterprises"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|Workday", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offer basic compensation tools as part of broader HR suites, but typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|HiBob", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "offer basic compensation tools as part of broader HR suites, but typically lack the depth and flexibility"}, {"id": "mai-20260917-1657-smoke|c188-s6|anthropic-small|Personio", "prompt": "c188-s6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "offer basic compensation tools as part of broader HR suites, but typically lack the depth and flexibility"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|Workday", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is typically an enterprise suite rather than a small-business-first option"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|beqom", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "one source explicitly flags it as needing a *multi-month enterprise rollout*"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|HRSoft", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "described as better suited to more complex compensation environments"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|CompTrak", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "CompTrak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "appears in enterprise-focused rankings rather than SMB-oriented shortlists"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|CompLogix", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "CompLogix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "similarly presented as a compensation platform for larger, more complex organizations"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|CURO", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "CURO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "specifically marked as **not ideal for small businesses or lean HR teams needing low-admin setup**"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|Xactly Incent", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly Incent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can be overkill if you just need simple commissions or salary management"}, {"id": "mai-20260917-1657-smoke|c188-s6|challenger-small|CaptivateIQ", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generally better for teams with more mature commission operations than for very small businesses"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Xactly", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "requires professional services, costs ~$40–60/user/month plus module fees, and takes 8–16+ weeks to configure... massive overkill"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|CaptivateIQ", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "has no published pricing (~$660/seat/year, ~$35K median ACV), adds integration and professional-services costs"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|QuotaPath", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Smaller teams are better served by tools like QuotaPath (~$35/user/mo) or spreadsheets."}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Payscale/Payfactors", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale/Payfactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Consistently flagged in user reviews for small teams: Steep learning curve and outdated, unintuitive interface"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Paycom", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Payroll/tax errors (Paycom has specific complaints about tax issues causing real problems)"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Lattice Compensate", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "unless you already use Lattice... there's a $4,000 annual minimum, which is a lot for a small team"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|BambooHR compensation module", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR compensation module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Gated to the Elite tier at $25/employee... which is steep"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Pave", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free benchmark data (Pave, Ravio, Comprehensive, Salary.com) plus a spreadsheet is often the correct answer"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Ravio", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "free benchmark data (Pave, Ravio, Comprehensive, Salary.com) plus a spreadsheet is often the correct answer"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Comprehensive", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "free benchmark data (Pave, Ravio, Comprehensive, Salary.com) plus a spreadsheet is often the correct answer"}, {"id": "mai-20260917-1657-smoke|c188-s6|deepseek-small|Salary.com", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "free benchmark data (Pave, Ravio, Comprehensive, Salary.com) plus a spreadsheet is often the correct answer"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Workday Compensation", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to avoid/be cautious of: Workday Compensation, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|SAP SuccessFactors", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to avoid/be cautious of: Workday Compensation, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Oracle HCM", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid/be cautious of: Workday Compensation, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Rippling", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "stick to modern, SMB-focused HRIS platforms with built-in or easily integrated compensation and payroll features, such as Rippling, BambooHR, or Gusto"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|BambooHR", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as **Rippling, BambooHR, or Gusto**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Gusto", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as **Rippling, BambooHR, or Gusto**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Radford (Aon)", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford (Aon)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples to avoid/be cautious of: Radford (Aon), Mercer, Willis Towers Watson (WTW)"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Mercer", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Examples to avoid/be cautious of: Radford (Aon), Mercer, Willis Towers Watson (WTW)"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Willis Towers Watson (WTW)", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Examples to avoid/be cautious of: Radford (Aon), Mercer, Willis Towers Watson (WTW)"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Pave", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look for real-time compensation benchmarking platforms ... such as **Pave, Ravio, or Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Ravio", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "such as **Pave, Ravio, or Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Comprehensive", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as **Pave, Ravio, or Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Xactly", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Examples to avoid/be cautious of: Xactly, Varicent, Spiff"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Varicent", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Varicent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Examples to avoid/be cautious of: Xactly, Varicent, Spiff"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Spiff", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Spiff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Examples to avoid/be cautious of: Xactly, Varicent, Spiff"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|QuotaPath", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Look for sales commission tools built for growing teams, such as **QuotaPath or EasyComp**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|EasyComp", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "EasyComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "such as **QuotaPath or EasyComp**"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Beqom", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 18, "ev": "Examples to avoid/be cautious of: Beqom, HRSoft, or Lattice Compensate"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|HRSoft", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 19, "ev": "Examples to avoid/be cautious of: Beqom, HRSoft, or Lattice Compensate"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Lattice Compensate", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "while Lattice is a great HR tool, adding its Compensation module usually comes with high platform minimums"}, {"id": "mai-20260917-1657-smoke|c188-s6|google-small|Barley", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "look for lightweight, agile planners like **Barley or Comprehensive**"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|ADP（尤其是 ADP RUN）", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP（尤其是 ADP RUN）", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "建议对 **ADP、Paylocity、Paychex、Paycom** 这类在公开渠道中出现较多投诉的平台保持高度警惕"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Paylocity", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "费用相对较高，且续约时往往有隐藏费用"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Paycom", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "客户投诉集中在“税务错误导致额外罚款”"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Paychex", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "费用较高，尤其是小企业在使用附加功能时"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|SurePayroll（已被 Paychex 收购）", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "SurePayroll（已被 Paychex 收购）", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "小企业用户反映功能相对单一、升级后费用上涨"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Gusto", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "可优先考虑 **Gusto、OnPay、Patriot、QuickBooks Payroll、Square Payroll**"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Patriot Software", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "低价、简洁 UI、手工 Payroll 与全服务两种模式"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|OnPay", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Gusto、OnPay 与 QuickBooks Payroll 在税务自动化方面表现突出"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Gusto、OnPay 与 QuickBooks Payroll 在税务自动化方面表现突出"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Square Payroll", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Patriot 的“自助版”与 Square Payroll 都是性价比较高的选项"}, {"id": "mai-20260917-1657-smoke|c188-s6|minimax-small|Rippling", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "自动化工作流、员工入职/离职全链路管理"}, {"id": "mai-20260917-1657-smoke|c188-s6|mistral-small|Deel Payroll", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Deel Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following compensation and payroll platforms"}, {"id": "mai-20260917-1657-smoke|c188-s6|mistral-small|Paychex", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pricing is opaque; only the most basic plan is publicly listed, and many features require costly add-ons."}, {"id": "mai-20260917-1657-smoke|c188-s6|mistral-small|ADP (especially RUN and Workforce Now)", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP (especially RUN and Workforce Now)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Known for non-transparent pricing and \"nickel-and-diming\" with hidden fees."}, {"id": "mai-20260917-1657-smoke|c188-s6|mistral-small|Paycor", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Often considered one of the least favorite payroll options due to these issues."}, {"id": "mai-20260917-1657-smoke|c188-s6|mistral-small|Rippling", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No public pricing, requiring a sales call or quote submission, which can be a red flag for small businesses"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|Paycor", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Complaints ... **Paycor** ... 551+ BBB complaints"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|ADP", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often **overkill for small businesses** with unnecessary complexity ... Punitive contracts with hidden fees"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|Paychex", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Similar issues to Paycor (they acquired Paycor) - Long lock-in contracts"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|Gusto", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternatives for Small Businesses | **Gusto** | Overall ease of use"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|OnPay", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OnPay** | Best value and support"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|Patriot", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Patriot** | Lowest cost"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|Square Payroll", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Square Payroll** | Restaurants/retail"}, {"id": "mai-20260917-1657-smoke|c188-s6|moonshot-small|Wave", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Wave** | Micro businesses"}, {"id": "mai-20260917-1657-smoke|c188-s6|xai-small|ADP (RUN)", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP (RUN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ADP RUN / ADP**: Often called the \"worst for small businesses\" in Reddit threads."}, {"id": "mai-20260917-1657-smoke|c188-s6|xai-small|Paychex", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "frequently grouped with it as an \"older platform\" to avoid"}, {"id": "mai-20260917-1657-smoke|c188-s6|xai-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Widely advised against on forums like Reddit. Issues include glitchy software, tax filing errors"}, {"id": "mai-20260917-1657-smoke|c188-s6|xai-small|Gusto", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer Alternatives Often Recommended for SMBs ... **Gusto** | 1-50 employees, ease of use"}, {"id": "mai-20260917-1657-smoke|c188-s6|xai-small|OnPay", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OnPay** | Value, unlimited runs | $49/mo + $6/ee | 4.8/5 G2"}, {"id": "mai-20260917-1657-smoke|c188-s6|xai-small|Rippling", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rippling** | Growing teams, HR/IT integration"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|Ceridian Dayforce", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Complex Rules & Deep Compliance ... **Ceridian Dayforce**"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|ADP (ADP Workforce Now / Global View)", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP (ADP Workforce Now / Global View)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ADP GlobalView** is the gold standard for managing multi-country compliance"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations with heavy workforce management needs"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|Rippling", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast Growth / Tech-Stack Focus ... **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|Deel", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Enterprise B2B companies with significant remote/distributed teams globally"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|Xactly", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "easily integrates with tools like **Xactly** or **Varicent**"}, {"id": "mai-20260917-1752-baseline|c148-l1|alibaba-small|Varicent", "prompt": "c148-l1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "integrates with tools like **Xactly** or **Varicent**"}, {"id": "mai-20260917-1752-baseline|c148-l1|anthropic-small|ADP Workforce Now", "prompt": "c148-l1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the largest payroll processors globally, offering comprehensive payroll, HR, and benefits administration with strong scalability for enterprises."}, {"id": "mai-20260917-1752-baseline|c148-l1|anthropic-small|Paychex Flex", "prompt": "c148-l1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another major player with extensive payroll, HR, and compliance services designed for businesses of various sizes, including enterprises."}, {"id": "mai-20260917-1752-baseline|c148-l1|anthropic-small|Workday", "prompt": "c148-l1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-based solution particularly strong for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l1|anthropic-small|Guidepoint", "prompt": "c148-l1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for mid-market to enterprise organizations with complex payroll needs across multiple states or countries."}, {"id": "mai-20260917-1752-baseline|c148-l1|anthropic-small|BambooHR", "prompt": "c148-l1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for mid-market companies seeking user-friendly interfaces combined with payroll and HR functionality."}, {"id": "mai-20260917-1752-baseline|c148-l1|anthropic-small|Rippling", "prompt": "c148-l1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern platform combining payroll, HR, and IT management, gaining popularity with growing enterprises."}, {"id": "mai-20260917-1752-baseline|c148-l1|challenger-small|ADP", "prompt": "c148-l1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest *overall* pick is usually **ADP** ... choose **ADP** for the safest enterprise default"}, {"id": "mai-20260917-1752-baseline|c148-l1|challenger-small|Rippling", "prompt": "c148-l1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** is the best overall choice in some enterprise roundups for unified payroll + HR/IT workflows"}, {"id": "mai-20260917-1752-baseline|c148-l1|challenger-small|Paycom", "prompt": "c148-l1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when your priority is payroll accuracy with a single database"}, {"id": "mai-20260917-1752-baseline|c148-l1|challenger-small|Papaya Global", "prompt": "c148-l1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **international enterprises** with multi-country payroll needs"}, {"id": "mai-20260917-1752-baseline|c148-l1|challenger-small|Workday HCM", "prompt": "c148-l1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if payroll must sit tightly inside a broader enterprise HCM stack"}, {"id": "mai-20260917-1752-baseline|c148-l1|challenger-small|Paylocity", "prompt": "c148-l1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong if you want full-service tax administration and an all-in-one HR/payroll/expense platform"}, {"id": "mai-20260917-1752-baseline|c148-l1|deepseek-small|Rippling", "prompt": "c148-l1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling — *Best overall for modern, tech-forward B2B enterprises*"}, {"id": "mai-20260917-1752-baseline|c148-l1|deepseek-small|ADP Workforce Now", "prompt": "c148-l1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global compliance and managed services"}, {"id": "mai-20260917-1752-baseline|c148-l1|deepseek-small|Workday", "prompt": "c148-l1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for massive enterprises (5,000+ employees) needing deep finance integration"}, {"id": "mai-20260917-1752-baseline|c148-l1|deepseek-small|Paycom", "prompt": "c148-l1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for US-centric B2B companies (100–10,000 employees) that want employee self-service"}, {"id": "mai-20260917-1752-baseline|c148-l1|deepseek-small|Deel", "prompt": "c148-l1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B companies with heavy contractor/international workforce"}, {"id": "mai-20260917-1752-baseline|c148-l1|google-small|Workday HCM & Payroll", "prompt": "c148-l1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday HCM & Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company already uses (or plans to adopt) Workday Financials, Workday Payroll is the gold standard."}, {"id": "mai-20260917-1752-baseline|c148-l1|google-small|ADP (ADP Lyric / ADP Vantage HCM)", "prompt": "c148-l1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP (ADP Lyric / ADP Vantage HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP is the undisputed giant of payroll... ADP's regulatory and tax filing engine is practically bulletproof."}, {"id": "mai-20260917-1752-baseline|c148-l1|google-small|Rippling", "prompt": "c148-l1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is the most popular choice for modern, venture-backed, or fast-scaling B2B tech enterprises."}, {"id": "mai-20260917-1752-baseline|c148-l1|google-small|Dayforce", "prompt": "c148-l1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a complex blend of hourly shift workers and salaried professionals: Go with Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l1|google-small|Deel", "prompt": "c148-l1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel is the premier option... Employer of Record (EOR) services in over 150 countries."}, {"id": "mai-20260917-1752-baseline|c148-l1|meta-small|Papaya Global", "prompt": "c148-l1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "highlighting Papaya Global and ADP GlobalView as enterprise defaults"}, {"id": "mai-20260917-1752-baseline|c148-l1|meta-small|ADP GlobalView", "prompt": "c148-l1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP GlobalView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "highlighting Papaya Global and ADP GlobalView as enterprise defaults"}, {"id": "mai-20260917-1752-baseline|c148-l1|minimax-small|Rippling", "prompt": "c148-l1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** — Best Overall"}, {"id": "mai-20260917-1752-baseline|c148-l1|minimax-small|ADP Workforce Now", "prompt": "c148-l1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend starting with **Rippling** or **ADP Workforce Now** if you're primarily US-focused"}, {"id": "mai-20260917-1752-baseline|c148-l1|minimax-small|Papaya Global", "prompt": "c148-l1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** if you have significant international operations"}, {"id": "mai-20260917-1752-baseline|c148-l1|minimax-small|Workday HCM", "prompt": "c148-l1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday HCM** — Best for Employee Engagement"}, {"id": "mai-20260917-1752-baseline|c148-l1|minimax-small|ADP GlobalView", "prompt": "c148-l1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP GlobalView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ADP GlobalView** — Best for Large Global Enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l1|mistral-small|Rippling", "prompt": "c148-l1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** and **ADP Workforce Now** are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline|c148-l1|mistral-small|ADP Workforce Now", "prompt": "c148-l1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** and **ADP Workforce Now** are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline|c148-l1|mistral-small|Workday", "prompt": "c148-l1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise HCM (Human Capital Management) and payroll unification"}, {"id": "mai-20260917-1752-baseline|c148-l1|mistral-small|Dayforce", "prompt": "c148-l1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for continuous payroll calculation, offering real-time data and analytics"}, {"id": "mai-20260917-1752-baseline|c148-l1|mistral-small|Deel", "prompt": "c148-l1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for global payroll and Employer of Record (EOR) services"}, {"id": "mai-20260917-1752-baseline|c148-l1|mistral-small|UKG Pro", "prompt": "c148-l1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for workforce management and payroll, with strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|Workday HCM", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** if you prioritize user experience and have strong finance integration needs"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|SAP SuccessFactors", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP SuccessFactors** if you need the broadest global payroll coverage"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Organizations already using Oracle applications"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|ADP Workforce Now / Enterprise", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now / Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP Enterprise** if you want a proven, stable partner with extensive compliance expertise"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|Dayforce (Ceridian)", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-to-large enterprises with complex workforce management needs"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|UKG", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider Paycom or UKG for faster deployment"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|Paycom", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider Paycom or UKG for faster deployment"}, {"id": "mai-20260917-1752-baseline|c148-l1|moonshot-small|Paylocity", "prompt": "c148-l1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**UKG / Paycom / Paylocity** - **Best for:** US-centric or frontline-heavy enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l1|openai-small|ADP", "prompt": "c148-l1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP is the best general-purpose payroll software for an enterprise B2B company."}, {"id": "mai-20260917-1752-baseline|c148-l1|openai-small|Workday", "prompt": "c148-l1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already standardized on Workday, then **Workday Payroll** is often the better enterprise fit."}, {"id": "mai-20260917-1752-baseline|c148-l1|openai-small|Oracle", "prompt": "c148-l1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top 5 enterprise payroll comparison** across ADP, Workday, Oracle, UKG, and Deel"}, {"id": "mai-20260917-1752-baseline|c148-l1|openai-small|UKG", "prompt": "c148-l1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "across ADP, Workday, Oracle, UKG, and Deel"}, {"id": "mai-20260917-1752-baseline|c148-l1|openai-small|Deel", "prompt": "c148-l1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "across ADP, Workday, Oracle, UKG, and Deel"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|ADP Workforce Now", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Best overall for global compliance, robust reporting/analytics, and proven scalability for enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|Workday", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified HCM/payroll platform with AI-driven insights; excellent for multinational enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|UKG Pro (formerly Ultimate Kronos Group)", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro (formerly Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pairs payroll with advanced workforce management (scheduling, time tracking)"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|Paycom", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employee self-service portal reduces HR workload; accurate retro/off-cycle pay"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|Rippling", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern all-in-one (HR, IT, finance, payroll); fast global expansion support"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|Dayforce", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Other notables**: Dayforce (real-time pay)"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|SAP SuccessFactors", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP SuccessFactors (if you're in SAP ecosystem)"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|Paylocity", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Paylocity (employee engagement)"}, {"id": "mai-20260917-1752-baseline|c148-l1|xai-small|Deel/Remote", "prompt": "c148-l1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel/Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deel/Remote (global contractors)"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|ADP Workforce Now", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B organizations: ADP Workforce Now, UKG Pro, Dayforce, or Workday are the safest bets"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|UKG Pro", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP Workforce Now, UKG Pro, Dayforce, or Workday are the safest bets—proven at scale"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Dayforce (formerly Ceridian)", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ADP Workforce Now, UKG Pro, Dayforce, or Workday are the safest bets"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|SAP SuccessFactors", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For SAP or Oracle ecosystems: SAP SuccessFactors or Oracle HCM Cloud provide seamless ERP integration."}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Workday HCM", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "ADP Workforce Now, UKG Pro, Dayforce, or Workday are the safest bets"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Paycom", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For HR‑centric, modern suites: Paycom, Paylocity, and Rippling offer excellent self‑service"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Paylocity", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For HR‑centric, modern suites: Paycom, Paylocity, and Rippling offer excellent self‑service"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Paychex Flex", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payroll support & compliance for large firms"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Rippling", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for organizations that want a “single pane of glass” across HR, IT, and finance."}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Deel Payroll", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For global teams: Deel Payroll, Remote, or Oyster HR excel at cross‑border payroll"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Remote", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For global teams: Deel Payroll, Remote, or Oyster HR excel at cross‑border payroll"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Oyster HR", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For global teams: Deel Payroll, Remote, or Oyster HR excel at cross‑border payroll"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Oracle HCM Cloud", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Ideal if you’re already on Oracle; seamless data flow across finance and HR."}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|greytHR", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "greytHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Large enterprises in India"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|ZingHR", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "ZingHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "India & emerging markets"}, {"id": "mai-20260917-1752-baseline|c148-l1|zai-small|Darwinbox", "prompt": "c148-l1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Good for companies with presence in Asia/Middle East."}, {"id": "mai-20260917-1752-baseline|c148-l2|alibaba-small|ADP", "prompt": "c148-l2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP is frequently cited as the best overall provider for large-scale operations due to its sheer depth of resources and compliance accuracy."}, {"id": "mai-20260917-1752-baseline|c148-l2|alibaba-small|Workday", "prompt": "c148-l2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday is the heavy hitter in this space"}, {"id": "mai-20260917-1752-baseline|c148-l2|alibaba-small|Paycom", "prompt": "c148-l2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycom is known for its technology-first approach, utilizing a single database"}, {"id": "mai-20260917-1752-baseline|c148-l2|alibaba-small|UKG Pro", "prompt": "c148-l2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UKG (Ultimate Kronos Group) is particularly strong when you need to bridge the gap between back-office payroll and frontline workforce management."}, {"id": "mai-20260917-1752-baseline|c148-l2|alibaba-small|Paycor", "prompt": "c148-l2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you need a provider with proven multi-country support (ADP and Paycor are strong here)"}, {"id": "mai-20260917-1752-baseline|c148-l2|anthropic-small|ADP Workforce Now", "prompt": "c148-l2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c148-l2|anthropic-small|Paycom", "prompt": "c148-l2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycom has been recommended for enterprises due to the comprehensiveness of their payroll and HR offering"}, {"id": "mai-20260917-1752-baseline|c148-l2|anthropic-small|Workday", "prompt": "c148-l2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides enterprise-level HR, payroll, and finance solutions and supports large organizations with complex operations"}, {"id": "mai-20260917-1752-baseline|c148-l2|anthropic-small|Paychex Flex", "prompt": "c148-l2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a preferred choice for large businesses, with advanced reporting, automation features, and compliance support"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|ADP", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ADP** as the default choice"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|UKG", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG** or **Dayforce** if you want a strong enterprise HCM/payroll suite"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|Dayforce", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UKG** or **Dayforce** if you want a strong enterprise HCM/payroll suite"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|Paycom", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paycom** if you prefer an employee-driven payroll model"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|Workday", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workday** or **SAP SuccessFactors** if payroll needs to be tightly integrated"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|SAP SuccessFactors", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workday** or **SAP SuccessFactors** if payroll needs to be tightly integrated"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|Papaya Global", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Papaya Global** or **CloudPay** if international payroll across many countries is the top priority"}, {"id": "mai-20260917-1752-baseline|c148-l2|challenger-small|CloudPay", "prompt": "c148-l2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Papaya Global** or **CloudPay** if international payroll across many countries is the top priority"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|ADP", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **ADP** (specifically **ADP Workforce Now**) as the top overall choice"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|Workday", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a *unified HCM + payroll + finance* platform"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|UKG Pro", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if workforce management ... deeply integrated with payroll is a priority"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|Dayforce", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for \"continuous calculation\" of pay and real-time insights, with strong global coverage"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|Rippling", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong, modern contender if you want payroll unified with IT, HR, and finance on one platform"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|SAP SuccessFactors", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP, Workday, or SAP SuccessFactors for global payroll depth"}, {"id": "mai-20260917-1752-baseline|c148-l2|deepseek-small|Paycom", "prompt": "c148-l2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling, Dayforce, or Paycom"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|ADP (ADP Lyric / ADP Workforce Now)", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP (ADP Lyric / ADP Workforce Now)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Enterprise Gold Standard (Best Overall): **ADP (ADP Lyric / ADP Workforce Now)**"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|Workday HCM & Payroll", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday HCM & Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified HR, Finance, & Operations: **Workday HCM & Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|UKG Pro", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Workforce Scheduling & Hourly Labor: **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|Paycom", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paycom and Paylocity are market leaders in automating payroll calculations"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|Paylocity", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paylocity's Ignite AI:** Paylocity heavily integrates practical generative AI"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|Deel", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for High-Growth Global Teams: **Deel or Dayforce**"}, {"id": "mai-20260917-1752-baseline|c148-l2|google-small|Dayforce", "prompt": "c148-l2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dayforce (formerly Ceridian): Excellent for large enterprises that want to run native global payroll"}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|ADP", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best payroll provider for a large B2B company with thousands of employees would be ADP"}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|Paycom", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include Paycom, Paycor, Paylocity, UKG, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|Paycor", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong options include Paycom, Paycor, Paylocity, UKG, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|Paylocity", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong options include Paycom, Paycor, Paylocity, UKG, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|UKG", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other strong options include Paycom, Paycor, Paylocity, UKG, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|Dayforce", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other strong options include Paycom, Paycor, Paylocity, UKG, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|Deel", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For global payroll needs, Deel, Papaya Global, and CloudPay are also worth considering."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|Papaya Global", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For global payroll needs, Deel, Papaya Global, and CloudPay are also worth considering."}, {"id": "mai-20260917-1752-baseline|c148-l2|meta-small|CloudPay", "prompt": "c148-l2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For global payroll needs, Deel, Papaya Global, and CloudPay are also worth considering."}, {"id": "mai-20260917-1752-baseline|c148-l2|minimax-small|ADP (Automatic Data Processing)", "prompt": "c148-l2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP (Automatic Data Processing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ADP (Automatic Data Processing)** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c148-l2|minimax-small|Workday", "prompt": "c148-l2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprises (1,000+ employees) that want a unified HCM suite"}, {"id": "mai-20260917-1752-baseline|c148-l2|minimax-small|Dayforce (Ceridian)", "prompt": "c148-l2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations seeking a modern, unified architecture for time and pay"}, {"id": "mai-20260917-1752-baseline|c148-l2|minimax-small|UKG Pro", "prompt": "c148-l2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for workforce management and payroll integration, suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l2|minimax-small|Paycom", "prompt": "c148-l2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong option if you want employee-driven payroll accuracy"}, {"id": "mai-20260917-1752-baseline|c148-l2|minimax-small|SAP SuccessFactors", "prompt": "c148-l2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for truly global multinationals"}, {"id": "mai-20260917-1752-baseline|c148-l2|mistral-small|ADP Workforce Now", "prompt": "c148-l2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now**: Best overall for large businesses, offering global payroll in over 140 countries"}, {"id": "mai-20260917-1752-baseline|c148-l2|mistral-small|Paycom", "prompt": "c148-l2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for enterprises that want an all-in-one solution integrating payroll, HR, time tracking"}, {"id": "mai-20260917-1752-baseline|c148-l2|mistral-small|Paylocity", "prompt": "c148-l2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both are highly rated for large businesses, offering robust features for payroll, HR, and workforce management."}, {"id": "mai-20260917-1752-baseline|c148-l2|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c148-l2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP Workforce Now and UKG are often highlighted for their international payroll and compliance capabilities"}, {"id": "mai-20260917-1752-baseline|c148-l2|mistral-small|Dayforce", "prompt": "c148-l2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its user-friendly interface and comprehensive payroll and HR capabilities."}, {"id": "mai-20260917-1752-baseline|c148-l2|moonshot-small|ADP", "prompt": "c148-l2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP (Overall Best for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline|c148-l2|moonshot-small|Workday HCM", "prompt": "c148-l2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **evaluating ADP and Workday first**"}, {"id": "mai-20260917-1752-baseline|c148-l2|moonshot-small|UKG Pro (formerly Kronos)", "prompt": "c148-l2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Workforce management combined with payroll"}, {"id": "mai-20260917-1752-baseline|c148-l2|moonshot-small|Paycom", "prompt": "c148-l2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Single-database approach (all HR data in one system)"}, {"id": "mai-20260917-1752-baseline|c148-l2|moonshot-small|Dayforce (Ceridian)", "prompt": "c148-l2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Continuous payroll calculation (real-time payroll processing)"}, {"id": "mai-20260917-1752-baseline|c148-l2|moonshot-small|Paylocity", "prompt": "c148-l2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Modern user experience** | Paycom or Paylocity"}, {"id": "mai-20260917-1752-baseline|c148-l2|openai-small|ADP", "prompt": "c148-l2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ADP** if you want the safest all-around choice"}, {"id": "mai-20260917-1752-baseline|c148-l2|openai-small|Dayforce", "prompt": "c148-l2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option if you want payroll plus time/HR/workforce management in one platform"}, {"id": "mai-20260917-1752-baseline|c148-l2|openai-small|UKG", "prompt": "c148-l2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a good fit when workforce management and payroll complexity are both important"}, {"id": "mai-20260917-1752-baseline|c148-l2|openai-small|Workday Payroll", "prompt": "c148-l2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best in a Workday-centered stack rather than the default standalone payroll pick"}, {"id": "mai-20260917-1752-baseline|c148-l2|openai-small|Paycom", "prompt": "c148-l2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "can be appealing for U.S.-based enterprises that want a more unified employee experience"}, {"id": "mai-20260917-1752-baseline|c148-l2|xai-small|ADP", "prompt": "c148-l2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ADP (specifically ADP Workforce Now or ADP Lyric HCM for enterprise scale) as the top choice."}, {"id": "mai-20260917-1752-baseline|c148-l2|xai-small|UKG Pro", "prompt": "c148-l2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified HCM with strong workforce mgmt... Higher implementation complexity/cost."}, {"id": "mai-20260917-1752-baseline|c148-l2|xai-small|Workday", "prompt": "c148-l2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payroll not as \"best-in-class\" as ADP's; very expensive for pure payroll focus."}, {"id": "mai-20260917-1752-baseline|c148-l2|xai-small|Dayforce (Ceridian)", "prompt": "c148-l2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Continuous payroll/global integration | Highest in some North American compliance use cases"}, {"id": "mai-20260917-1752-baseline|c148-l2|xai-small|Paycom", "prompt": "c148-l2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Beti® auto-payroll reduces errors; strong for mid-large U.S. | Limited international depth vs. ADP."}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|ADP", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP and Workday are the two most widely adopted, enterprise‑grade platforms** for this size"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Workday", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** is the leading option for 1,000+‑employee enterprises."}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|UKG Pro (UltiPro)", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Primarily US** → ADP, UKG Pro, Ceridian Dayforce, or Paycom/Paycor."}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Ceridian Dayforce", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Strong internal HR team that wants deep customization** → ADP or Ceridian Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|SAP SuccessFactors", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are heavily invested in SAP or Oracle ERP ... consider **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Oracle Cloud HCM", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "need tight financial integration, consider **SAP SuccessFactors** or **Oracle Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Paycom / Paycor", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom / Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, US‑centric HCM with integrated payroll"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Rippling (Enterprise)", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rapid deployment** → Workday or Rippling (if you want IT + HR + payroll)."}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Zimyo", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Zimyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at **greytHR, Darwinbox, or Zimyo**—they can complement or replace a global provider in those regions"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|greytHR", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "greytHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you operate primarily in APAC, India, or GCC ... look at **greytHR, Darwinbox, or Zimyo**"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Darwinbox", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look at **greytHR, Darwinbox, or Zimyo**"}, {"id": "mai-20260917-1752-baseline|c148-l2|zai-small|Deel", "prompt": "c148-l2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Global payroll for remote‑first companies (EOR model) ... best for distributed teams."}, {"id": "mai-20260917-1752-baseline|c148-l3|alibaba-small|ADP Workforce Now", "prompt": "c148-l3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP is often seen as the \"gold standard\" for payroll accuracy and compliance"}, {"id": "mai-20260917-1752-baseline|c148-l3|alibaba-small|Workday HCM", "prompt": "c148-l3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises seeking a unified platform for HR, Payroll, Finance, and Planning."}, {"id": "mai-20260917-1752-baseline|c148-l3|alibaba-small|Dayforce (Ceridian)", "prompt": "c148-l3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises wanting real-time payroll processing and strong workforce management (WFM)."}, {"id": "mai-20260917-1752-baseline|c148-l3|alibaba-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c148-l3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Companies with large hourly, shift-based workforces (retail, healthcare, manufacturing)."}, {"id": "mai-20260917-1752-baseline|c148-l3|alibaba-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global enterprises already using SAP ERP for finance and supply chain."}, {"id": "mai-20260917-1752-baseline|c148-l3|alibaba-small|Oracle Cloud HCM", "prompt": "c148-l3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very large enterprises using Oracle Financials or those needing highly customizable HCM suites."}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|ADP", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprises rely on ADP, Paychex, Paycom, and Paylocity for the compliance depth and scalability their operations demand."}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|Paychex", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprises rely on ADP, Paychex, Paycom, and Paylocity for the compliance depth and scalability"}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|Paycom", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprises rely on ADP, Paychex, Paycom, and Paylocity for the compliance depth and scalability"}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|Paylocity", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unifies payroll, HR, talent management, time tracking, benefits administration, and workforce management within one platform."}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|ADP Workforce Now", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A human capital management (HCM) platform offering diverse solutions for payroll processing, HR management, time and attendance tracking, and compliance concerns."}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|Deel Payroll", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "No other platform handles the complexity of cross-border compliance at enterprise scale as well."}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|CloudPay", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Supports enterprises with payroll in over 130 countries, offering global payroll with local compliance features"}, {"id": "mai-20260917-1752-baseline|c148-l3|anthropic-small|Remote", "prompt": "c148-l3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An all-in-one global HR and payroll platform ... It combines enterprise-grade compliance, intuitive workforce management tools, and dedicated local expertise"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|ADP", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad global payroll, compliance, and managed services | Large enterprises needing wide country coverage"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Deel", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "International hiring and global payroll orchestration"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Papaya Global", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global payroll consolidation | Enterprises with multi-country payroll complexity"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Workday", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Payroll unified with HCM and finance"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HCM suite with payroll for SAP-heavy organizations"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Oracle", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll inside Oracle’s enterprise stack"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|UKG", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workforce management plus payroll"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Dayforce", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Continuous payroll calculation"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Rippling", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unified HR, IT, finance, and payroll automation"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Paylocity", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern payroll with employee engagement tools"}, {"id": "mai-20260917-1752-baseline|c148-l3|challenger-small|Paycom", "prompt": "c148-l3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Employee-driven payroll workflows and accuracy"}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|ADP", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The incumbent market leader and the default \"safe\" choice for large multinationals."}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|Workday HCM / Workday Global Payroll", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday HCM / Workday Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Key caveat: Workday runs payroll *natively* in only 4 countries"}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|SAP SuccessFactors (Employee Central Payroll)", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors (Employee Central Payroll)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit for enterprises already running SAP ERP and for global workforces"}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|Oracle (HCM Cloud / Payroll)", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle (HCM Cloud / Payroll)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations needing highly configurable rules"}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|Dayforce", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time pay for complex schedules and a single unified platform: Dayforce."}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|UKG Pro", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The leader in workforce management combined with payroll."}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|Rippling", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern, scaling company that wants one simple stack: Rippling."}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|Paychex", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "fully **managed/outsourced payroll** (strong ADP and Paychex offerings)"}, {"id": "mai-20260917-1752-baseline|c148-l3|deepseek-small|Deel", "prompt": "c148-l3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**employer-of-record** models (like Deel) for hiring in countries where you have no legal entity"}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|Workday Payroll", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Workday** or **SAP** if you are already heavily invested in their broader enterprise software suites."}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|SAP SuccessFactors (Employee Central Payroll)", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors (Employee Central Payroll)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Global conglomerates already anchored in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|ADP (Vantage, Lyric, & GlobalView)", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP (Vantage, Lyric, & GlobalView)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **ADP** if you want to completely outsource the manual processing, tax filing, and risk."}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|Dayforce", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Dayforce** or **UKG** if you are bleeding money due to scheduling errors"}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry-leading workforce management."}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|Rippling (Enterprise)", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Rippling** if you want modern software automation that extends beyond HR"}, {"id": "mai-20260917-1752-baseline|c148-l3|google-small|Deel (Global Enterprise)", "prompt": "c148-l3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel (Global Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Deel** if your primary challenge is compliance and paying employees across dozens of foreign countries."}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|ADP Workforce Now", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade payroll platforms include ADP Workforce Now, Workday, UKG Pro, Dayforce, SAP SuccessFactors, Rippling, and FinStackk."}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|Workday", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade payroll platforms include ADP Workforce Now, Workday, UKG Pro..."}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|UKG Pro", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include ADP Workforce Now, Workday, UKG Pro, Dayforce, SAP SuccessFactors, Rippling, and FinStackk"}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|Dayforce", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dayforce, SAP SuccessFactors, Rippling, and FinStackk"}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dayforce, SAP SuccessFactors, Rippling, and FinStackk"}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|Rippling", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP SuccessFactors, Rippling, and FinStackk"}, {"id": "mai-20260917-1752-baseline|c148-l3|meta-small|FinStackk", "prompt": "c148-l3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "FinStackk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling, and FinStackk"}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|ADP", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For very large multinationals, ADP and SAP lead in global reach."}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For very large multinationals, ADP and SAP lead in global reach."}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|Workday HCM", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday excels when unified HR/finance visibility is priority."}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|Oracle HCM", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations already invested in SAP or Oracle ecosystems, those respective HCM suites offer tighter integration."}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|Dayforce (Ceridian)", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern unified architecture | Modern organizations seeking time/pay unification"}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|Deel", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel: Covers global hiring without requiring local entities"}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|Darwinbox/Ramco", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Darwinbox/Ramco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in Asia, Middle East, emerging markets"}, {"id": "mai-20260917-1752-baseline|c148-l3|minimax-small|UKG/Paycom", "prompt": "c148-l3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG/Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "US-centric, strong in frontline workforce management"}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|ADP (Workforce Now, Global Payroll)", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP (Workforce Now, Global Payroll)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Massive multinationals, broad global coverage, and managed services."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|Workday", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large enterprises wanting unified HCM and payroll with executive visibility."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|Dayforce (Ceridian)", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Differentiator: Continuous, real-time payroll processing and strong workforce management features."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Truly global multinationals that want to keep payroll calculations in-house within a single system."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|Oracle (Fusion Cloud HCM)", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle (Fusion Cloud HCM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Differentiator: Flexibility for complex payroll rules and international compliance."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|UKG Pro", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Differentiator: Best-in-class workforce management integration."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|Rippling", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Modern alternative for companies scaling into enterprise territory."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|Deel Payroll", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Differentiator: Focus on global compliance and ease of international payroll."}, {"id": "mai-20260917-1752-baseline|c148-l3|mistral-small|Darwinbox", "prompt": "c148-l3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Asia, Middle East, and emerging markets."}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|ADP (Workforce Now / GlobalView)", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP (Workforce Now / GlobalView)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most widely deployed enterprise global payroll platform"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Workday HCM & Payroll", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday HCM & Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large enterprises prioritizing executive visibility and premium user experience"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|SAP SuccessFactors (Employee Central Payroll)", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors (Employee Central Payroll)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strongest native global payroll coverage"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep configurability; strong in complex regulatory environments"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Dayforce (Ceridian)", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time payroll processing; strong workforce management heritage"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|UKG Pro", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong HCM suite breadth; higher user satisfaction ratings"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Paycom", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All-in-one system with strong employee self-service"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Rippling", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modular HCM suite that unifies HR, IT, and payroll"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Deel", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for companies hiring globally without local entities"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Remote", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "offer Employer of Record (EOR) services alongside payroll"}, {"id": "mai-20260917-1752-baseline|c148-l3|moonshot-small|Papaya Global", "prompt": "c148-l3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for companies hiring globally without local entities"}, {"id": "mai-20260917-1752-baseline|c148-l3|openai-small|Workday Payroll", "prompt": "c148-l3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday**: best overall if you want a modern, unified cloud suite with strong payroll/HR/finance cohesion."}, {"id": "mai-20260917-1752-baseline|c148-l3|openai-small|SAP SuccessFactors Employee Central Payroll", "prompt": "c148-l3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you are global, compliance-heavy, and already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c148-l3|openai-small|Oracle Cloud HCM Payroll", "prompt": "c148-l3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle Cloud HCM Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a powerful enterprise HCM platform with strong AI and Oracle infrastructure alignment"}, {"id": "mai-20260917-1752-baseline|c148-l3|openai-small|ADP Global Payroll / ADP Vantage HCM", "prompt": "c148-l3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Global Payroll / ADP Vantage HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if payroll specialization, multi-country operations, and service depth matter more than full-suite HCM unification"}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|ADP Workforce Now", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** - Proven for massive scale and compliance."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|Workday Payroll", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Payroll** - HCM-unified for large multinationals."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|UKG Pro", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in workforce management + payroll."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|Dayforce (Ceridian)", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dayforce (Ceridian)** - Real-time, continuous payroll."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated with SAP ERP ecosystems."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|Oracle HCM Cloud Payroll", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle HCM Cloud Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly configurable for complex rules."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|Paycom", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Employee self-service and accuracy-focused."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|Rippling", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Emerging options like Rippling (unified HR/IT/payroll) ... may lack depth for ultra-complex needs."}, {"id": "mai-20260917-1752-baseline|c148-l3|xai-small|Deel", "prompt": "c148-l3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Deel (global contractor/EOR) suit scaling enterprises but may lack depth for ultra-complex needs."}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Workday", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Workday, SAP SuccessFactors, or Oracle Fusion Cloud HCM** if you're a large, multi-region organization"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|SAP SuccessFactors", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** | Organizations already on SAP ERP"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Oracle Fusion Cloud HCM", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Fusion Cloud HCM** | Very large enterprises on Oracle financials"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|UKG Pro", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ADP Workforce Now or UKG Pro** if you prioritize proven tax compliance"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|ADP Workforce Now", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose ADP Workforce Now or UKG Pro** if you prioritize proven tax compliance"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Paycom", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Paycom or Paylocity** if you want a modern, employee-friendly payroll experience"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Paylocity", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Companies seeking modern UI and open integrations"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Dayforce (formerly Ceridian)", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Dayforce** for real-time payroll and a flexible HCM platform"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Rippling", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Rippling** if you want to unify HR, payroll, IT, and finance into one platform"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Deel", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Deel or Remote** if you have global remote teams"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Remote", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Global remote teams needing compliant payroll"}, {"id": "mai-20260917-1752-baseline|c148-l3|zai-small|Sage HR & Payroll", "prompt": "c148-l3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Sage HR & Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Sage HR & Payroll** | Mid-market companies needing integrated HR + payroll"}, {"id": "mai-20260917-1752-baseline|c148-l4|alibaba-small|Ceridian Dayforce", "prompt": "c148-l4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dayforce is widely considered the top choice for large enterprises seeking simplicity and cost predictability"}, {"id": "mai-20260917-1752-baseline|c148-l4|alibaba-small|Workday HCM", "prompt": "c148-l4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Workday HCM (Best for Finance Integration)"}, {"id": "mai-20260917-1752-baseline|c148-l4|alibaba-small|UKG Pro", "prompt": "c148-l4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. UKG Pro (Best for Hourly/Shift-Based Workforces)"}, {"id": "mai-20260917-1752-baseline|c148-l4|anthropic-small|Paychex", "prompt": "c148-l4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paychex** stands out as the best choice if predictable costs are your primary concern."}, {"id": "mai-20260917-1752-baseline|c148-l4|anthropic-small|ADP", "prompt": "c148-l4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For large-scale operations, the other major contenders include: **ADP**"}, {"id": "mai-20260917-1752-baseline|c148-l4|anthropic-small|Dayforce", "prompt": "c148-l4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for large enterprises, providing real-time data access"}, {"id": "mai-20260917-1752-baseline|c148-l4|anthropic-small|Workday", "prompt": "c148-l4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cloud-based Human Capital Management (HCM) platform designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l4|challenger-small|ADP", "prompt": "c148-l4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP** is the strongest overall choice, because it is the top large-business payroll provider"}, {"id": "mai-20260917-1752-baseline|c148-l4|challenger-small|Gusto", "prompt": "c148-l4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is generally better suited to smaller or midsize organizations than to thousands of employees"}, {"id": "mai-20260917-1752-baseline|c148-l4|challenger-small|Dayforce", "prompt": "c148-l4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dayforce** is priced at **$22–$31 per employee per month**"}, {"id": "mai-20260917-1752-baseline|c148-l4|challenger-small|UKG Pro", "prompt": "c148-l4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**UKG Pro** at **$27–$37 per employee per month**, both with module-dependent pricing"}, {"id": "mai-20260917-1752-baseline|c148-l4|challenger-small|Remote", "prompt": "c148-l4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for global hiring / cross-border payroll:** **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c148-l4|challenger-small|Deel", "prompt": "c148-l4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for global hiring / cross-border payroll:** **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|Rippling", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best overall: **Rippling** ... ADP Workforce Now or Rippling** are the strongest enterprise choices"}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|Papaya Global", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Papaya Global** offers the most transparent, published, and predictable pricing"}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|ADP Workforce Now", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The industry standard for large businesses ... Pricing is **custom/quoted**"}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|Workday HCM", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "flagship enterprise tools like ADP and Workday don't publish prices online"}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|Paylocity", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also strong enterprise options, but pricing is custom-quoted."}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|UKG", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also strong enterprise options, but pricing is custom-quoted."}, {"id": "mai-20260917-1752-baseline|c148-l4|deepseek-small|Dayforce", "prompt": "c148-l4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also strong enterprise options, but pricing is custom-quoted."}, {"id": "mai-20260917-1752-baseline|c148-l4|google-small|Paycom", "prompt": "c148-l4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best for Operational Cost Predictability: **Paycom**"}, {"id": "mai-20260917-1752-baseline|c148-l4|google-small|Workday HCM", "prompt": "c148-l4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for IT Budget Predictability (Fixed Annual Contracts): **Workday HCM**"}, {"id": "mai-20260917-1752-baseline|c148-l4|google-small|Dayforce", "prompt": "c148-l4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Eliminating \"End-of-Month\" Surprise Costs: **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c148-l4|google-small|Deel", "prompt": "c148-l4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Predictable Global Expansion: **Deel**"}, {"id": "mai-20260917-1752-baseline|c148-l4|google-small|UKG Pro", "prompt": "c148-l4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "whether you choose Paycom, Workday, Dayforce, or UKG Pro"}, {"id": "mai-20260917-1752-baseline|c148-l4|meta-small|Rippling", "prompt": "c148-l4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes Rippling, ADP Workforce Now, UKG Pro, Dayforce, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l4|meta-small|ADP Workforce Now", "prompt": "c148-l4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Rippling, ADP Workforce Now, UKG Pro, Dayforce, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l4|meta-small|UKG Pro", "prompt": "c148-l4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes Rippling, ADP Workforce Now, UKG Pro, Dayforce, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l4|meta-small|Dayforce", "prompt": "c148-l4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes Rippling, ADP Workforce Now, UKG Pro, Dayforce, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l4|meta-small|Workday", "prompt": "c148-l4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes Rippling, ADP Workforce Now, UKG Pro, Dayforce, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l4|meta-small|SAP SuccessFactors", "prompt": "c148-l4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes Rippling, ADP Workforce Now, UKG Pro, Dayforce, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l4|minimax-small|ADP Vantage/Workforce Now", "prompt": "c148-l4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Vantage/Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Vantage** — Best for payroll-focused needs with negotiated enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c148-l4|minimax-small|Workday HCM", "prompt": "c148-l4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** — Best if you need comprehensive HCM and can commit to the higher cost"}, {"id": "mai-20260917-1752-baseline|c148-l4|minimax-small|SAP SuccessFactors", "prompt": "c148-l4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often 30-50% discounts for enterprise deals. Good if you need deep HR functionality alongside payroll."}, {"id": "mai-20260917-1752-baseline|c148-l4|minimax-small|Oracle HCM Cloud", "prompt": "c148-l4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Oracle HCM Cloud** | PEPM | $100-350/employee/year |"}, {"id": "mai-20260917-1752-baseline|c148-l4|mistral-small|ADP Workforce Now", "prompt": "c148-l4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "also includes transaction-based fees, which can introduce variability in total cost... requires more careful contract management to avoid hidden costs"}, {"id": "mai-20260917-1752-baseline|c148-l4|mistral-small|UKG (Ultimate Kronos Group) Pro & Ready", "prompt": "c148-l4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG (Ultimate Kronos Group) Pro & Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UKG Pro** and **Dayforce** are the strongest choices due to their all-in PEPM models"}, {"id": "mai-20260917-1752-baseline|c148-l4|mistral-small|Dayforce (Ceridian)", "prompt": "c148-l4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**UKG Pro** and **Dayforce** are the strongest choices due to their all-in PEPM models"}, {"id": "mai-20260917-1752-baseline|c148-l4|moonshot-small|Rippling", "prompt": "c148-l4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** if you want modern, transparent pricing with modular flexibility"}, {"id": "mai-20260917-1752-baseline|c148-l4|moonshot-small|Justworks", "prompt": "c148-l4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Justworks** - Predictable PEO Model"}, {"id": "mai-20260917-1752-baseline|c148-l4|moonshot-small|ADP Workforce Now / Vantage", "prompt": "c148-l4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Workforce Now / Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Caveat:** Pricing is opaque and requires negotiation; add-ons can inflate costs unpredictably"}, {"id": "mai-20260917-1752-baseline|c148-l4|moonshot-small|Workday HCM", "prompt": "c148-l4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday HCM** - Premium but Predictable at Scale"}, {"id": "mai-20260917-1752-baseline|c148-l4|moonshot-small|UKG", "prompt": "c148-l4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Can be 40-70% of first-year costs (especially with UKG, Workday)"}, {"id": "mai-20260917-1752-baseline|c148-l4|openai-small|ADP Enterprise / ADP Workforce Now or ADP Lyric HCM", "prompt": "c148-l4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Enterprise / ADP Workforce Now or ADP Lyric HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **ADP Enterprise / ADP Workforce Now or ADP Lyric HCM**"}, {"id": "mai-20260917-1752-baseline|c148-l4|openai-small|Dayforce", "prompt": "c148-l4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dayforce** is another strong enterprise option"}, {"id": "mai-20260917-1752-baseline|c148-l4|openai-small|Workday Payroll", "prompt": "c148-l4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already run Workday HCM and want payroll inside that ecosystem:** **Workday Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-l4|xai-small|ADP Workforce Now", "prompt": "c148-l4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP often ranks #1 for large businesses"}, {"id": "mai-20260917-1752-baseline|c148-l4|xai-small|UKG Pro (formerly Kronos)", "prompt": "c148-l4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pure PEPM on headcount; modular but fixed once selected; praised for no hidden transaction fees"}, {"id": "mai-20260917-1752-baseline|c148-l4|xai-small|Dayforce (Ceridian)", "prompt": "c148-l4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Subscription PEPM; quarterly/annual billing for budgeting"}, {"id": "mai-20260917-1752-baseline|c148-l4|xai-small|Workday", "prompt": "c148-l4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strict PEPM ... highly predictable multi-year TCO ($300K-$2M+/yr at scale)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|ADP", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP** (industry leader, robust global HCM)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Dayforce", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dayforce** (strong mid-to-large enterprise offering, transparent PEPM)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Workday", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday** (enterprise-grade, highly scalable, quoted pricing)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Paychex Flex", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paychex Flex** (US-focused, flexible add-ons, clear per-employee rates)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Deel", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If **international payroll and EOR** are a must, add **Deel**, **Remote**, or **Papaya Global** to your shortlist."}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Remote", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "add **Deel**, **Remote**, or **Papaya Global** to your shortlist"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Papaya Global", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "add **Deel**, **Remote**, or **Papaya Global** to your shortlist"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Oyster HR", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "## 8. Oyster HR (global payroll & EOR)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Rippling", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "## 9. Rippling (HR + Payroll + IT)"}, {"id": "mai-20260917-1752-baseline|c148-l4|zai-small|Gusto", "prompt": "c148-l4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "## 10. Gusto (US-focused large companies)"}, {"id": "mai-20260917-1752-baseline|c148-l5|meta-small|Rippling", "prompt": "c148-l5", "model": "meta-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some top picks for SOC 2-certified payroll platforms include Rippling, ADP Workforce Now, and Paycom."}, {"id": "mai-20260917-1752-baseline|c148-l5|meta-small|ADP Workforce Now", "prompt": "c148-l5", "model": "meta-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some top picks for SOC 2-certified payroll platforms include Rippling, ADP Workforce Now, and Paycom."}, {"id": "mai-20260917-1752-baseline|c148-l5|meta-small|Paycom", "prompt": "c148-l5", "model": "meta-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some top picks for SOC 2-certified payroll platforms include Rippling, ADP Workforce Now, and Paycom."}, {"id": "mai-20260917-1752-baseline|c148-l5|minimax-small|Rippling", "prompt": "c148-l5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Rippling** - Strong IT/HR integration, SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline|c148-l5|minimax-small|Paylocity", "prompt": "c148-l5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paylocity** - Enterprise-grade, strong mid-market presence"}, {"id": "mai-20260917-1752-baseline|c148-l5|minimax-small|Workday", "prompt": "c148-l5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday** - Full HCM suite, enterprise native"}, {"id": "mai-20260917-1752-baseline|c148-l5|minimax-small|Deel", "prompt": "c148-l5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** - Strong for global/workforce compliance"}, {"id": "mai-20260917-1752-baseline|c148-l5|minimax-small|One Payroll", "prompt": "c148-l5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "One Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**One Payroll** - SOC 2 Type II, GDPR, ISO 27001"}, {"id": "mai-20260917-1752-baseline|c148-l5|moonshot-small|ADP Workforce Now / Lyric", "prompt": "c148-l5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now / Lyric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Global enterprises, unmatched scale | 140+ countries, 24/7 support, deep compliance"}, {"id": "mai-20260917-1752-baseline|c148-l5|moonshot-small|Workday HCM", "prompt": "c148-l5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified HR + payroll, real-time visibility | Single database, continuous pay calculations"}, {"id": "mai-20260917-1752-baseline|c148-l5|moonshot-small|Paylocity", "prompt": "c148-l5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern UX, strong integrations | Good for 50-5,000 employee range"}, {"id": "mai-20260917-1752-baseline|c148-l5|moonshot-small|Paycom", "prompt": "c148-l5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Employee self-service, single-database | Strong for mid-market to large (up to 10,000)"}, {"id": "mai-20260917-1752-baseline|c148-l5|xai-small|Rippling", "prompt": "c148-l5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 (e.g., ADP/Paycom for US-heavy; Rippling/Remote for modern/global)"}, {"id": "mai-20260917-1752-baseline|c148-l5|xai-small|ADP Workforce Now", "prompt": "c148-l5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3-5 (e.g., ADP/Paycom for US-heavy; Rippling/Remote for modern/global)"}, {"id": "mai-20260917-1752-baseline|c148-l5|xai-small|Paycom", "prompt": "c148-l5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "e.g., ADP/Paycom for US-heavy"}, {"id": "mai-20260917-1752-baseline|c148-l5|xai-small|Paylocity", "prompt": "c148-l5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "prioritize vendors that scale seamlessly (e.g., Rippling, ADP Workforce Now, Paycom, Paylocity, Remote/Deel for global needs)"}, {"id": "mai-20260917-1752-baseline|c148-l5|xai-small|Remote", "prompt": "c148-l5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If global/remote-heavy, prioritize Remote/Deel."}, {"id": "mai-20260917-1752-baseline|c148-l5|xai-small|Deel", "prompt": "c148-l5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If global/remote-heavy, prioritize Remote/Deel."}, {"id": "mai-20260917-1752-baseline|c148-l6|alibaba-small|QuickBooks Online", "prompt": "c148-l6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it lacks the robust APIs required to connect with massive ERP systems ... and cannot handle the volume of complex tax jurisdictions found in large organizations"}, {"id": "mai-20260917-1752-baseline|c148-l6|alibaba-small|Gusto", "prompt": "c148-l6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it is fundamentally built for small companies. It does not have native global payroll capabilities"}, {"id": "mai-20260917-1752-baseline|c148-l6|alibaba-small|BambooHR", "prompt": "c148-l6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not a payroll processor ... you will face integration friction"}, {"id": "mai-20260917-1752-baseline|c148-l6|alibaba-small|Namely", "prompt": "c148-l6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "user reports suggest it struggles significantly with **international expansion**"}, {"id": "mai-20260917-1752-baseline|c148-l6|alibaba-small|Zenefits (Tripple Threat)", "prompt": "c148-l6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Zenefits (Tripple Threat)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their direct payroll processing reliability in complex legal environments has been flagged by some legal experts as risky"}, {"id": "mai-20260917-1752-baseline|c148-l6|alibaba-small|Rippling", "prompt": "c148-l6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is notorious for a **steep learning curve** and complex initial configuration"}, {"id": "mai-20260917-1752-baseline|c148-l6|anthropic-small|Paylocity", "prompt": "c148-l6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Paylocity faced a lawsuit from DrinkPAK alleging the company committed errors that led to wage and hour violations"}, {"id": "mai-20260917-1752-baseline|c148-l6|anthropic-small|Kronos (now UKG)", "prompt": "c148-l6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Kronos (now UKG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The 2021 Kronos Private Cloud ransomware attack left employers ... without payroll and timekeeping services for weeks"}, {"id": "mai-20260917-1752-baseline|c148-l6|anthropic-small|Complete Payroll Solutions", "prompt": "c148-l6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Complete Payroll Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complete Payroll Solutions failed to implement appropriate cybersecurity measures to prevent a data breach"}, {"id": "mai-20260917-1752-baseline|c148-l6|anthropic-small|Workday", "prompt": "c148-l6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The City of Seattle faced a Workday class action lawsuit after widespread payroll errors revealed critical flaws in its software rollout"}, {"id": "mai-20260917-1752-baseline|c148-l6|challenger-small|Namely", "prompt": "c148-l6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Namely** — one result explicitly says it is “not well-suited” for an international team."}, {"id": "mai-20260917-1752-baseline|c148-l6|challenger-small|Justworks", "prompt": "c148-l6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one buyer guide says it would not suggest it for mid-large sized companies"}, {"id": "mai-20260917-1752-baseline|c148-l6|challenger-small|OnPay", "prompt": "c148-l6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "one buyer guide says it may not be a good fit for very large teams"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Gusto", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Gusto is the gold standard for SMBs (100-200 employees), but it is architecturally optimized for simplicity."}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|QuickBooks Payroll", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** QuickBooks is an accounting tool, not an HCM. It generally breaks down past ~100-150 employees."}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Zenefits", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** Primarily built for SMBs. Zenefits has historically had support and payroll glitch issues"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Justworks", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Zenefits / Justworks / OnPay** - **Why to avoid:** Primarily built for SMBs."}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|OnPay", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Zenefits / Justworks / OnPay** - **Why to avoid:** Primarily built for SMBs."}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|ADP", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious because:** ADP is a massive behemoth... notorious for **opaque pricing** ... and **terrible post-go-live support**"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|UKG (UltiPro / Kronos)", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG (UltiPro / Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it is one of the most complex implementations to pull off. Large enterprises often face **lengthy (9-18 month) migrations**, cost overruns"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Paychex Flex", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is still primarily built for the mid-market (50-500 employees). For 1,000+ employees, you will find its **global reach severely limited**"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Papaya Global", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "will secretly use partners like Papaya Global or remote.com behind the scenes"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|remote.com", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "will secretly use partners like Papaya Global or remote.com behind the scenes"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Rippling", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Look for vendors like **Rippling, Dayforce, or Paycom** that offer a single source of truth and a dedicated project manager"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Dayforce", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "stick to the dedicated giants with **rock-solid SLAs** or native-modern platforms like Dayforce or Rippling"}, {"id": "mai-20260917-1752-baseline|c148-l6|deepseek-small|Paycom", "prompt": "c148-l6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for vendors like **Rippling, Dayforce, or Paycom** that offer a single source of truth"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Gusto", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-First Platforms (Avoid Outright)"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|QuickBooks Payroll", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-First Platforms (Avoid Outright)"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Patriot", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-First Platforms (Avoid Outright)"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Wave", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB-First Platforms (Avoid Outright)"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Rippling", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rippling's \"module-stacking\" pricing model can become prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Paycom", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Paycom is notoriously expensive and is famous for its lack of flexibility with third-party integrations"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Paylocity", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Paylocity's customer service can \"drop off a cliff\""}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|ADP", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Legacy Giants (Approach with Strategic Caution)"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|UKG Pro", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy Giants (Approach with Strategic Caution)"}, {"id": "mai-20260917-1752-baseline|c148-l6|google-small|Workday Payroll", "prompt": "c148-l6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Nightmarish, 7-Figure Implementations"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Namely", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Namely - mentioned as a platform to avoid."}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Deel HR", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Deel HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not be the best option for teams on a budget that don't hire internationally, and lacks some features found in other established solutions"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Paycor", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be a good fit for very large enterprises or global organizations that require extensive international payroll capabilities"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|HiBob", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "particularly for managing multi-state operations and requiring precise solutions along with excellent support"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Paylocity", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a modern HCM platform designed for mid- to large-sized businesses"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Paychex", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "runs enterprise payroll services for large employers"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|ADP", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "considered a safe enterprise pick for large employers that cross jurisdictions constantly and need a platform they will not outgrow"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|UKG Pro", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "provides labor depth for shift-heavy employers in healthcare or manufacturing"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Rippling", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "suitable for operations-heavy organizations that want HR, IT, and payroll acting as one automated system"}, {"id": "mai-20260917-1752-baseline|c148-l6|meta-small|Workday", "prompt": "c148-l6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "carries the analytics weight for mid-to-upper-market teams"}, {"id": "mai-20260917-1752-baseline|c148-l6|minimax-small|Workday", "prompt": "c148-l6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday's architecture can present integration complexities... Organizations considering Workday should demand extensive pilot testing and maintain robust rollback plans."}, {"id": "mai-20260917-1752-baseline|c148-l6|mistral-small|Namely", "prompt": "c148-l6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Namely, Paycor, and UKG are frequently cited as payroll platforms to avoid or approach with caution for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l6|mistral-small|Paycor", "prompt": "c148-l6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Namely, Paycor, and UKG are frequently cited as payroll platforms to avoid or approach with caution for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l6|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c148-l6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While UKG is powerful for complex scheduling and compliance, it has notable drawbacks for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-l6|mistral-small|Gusto", "prompt": "c148-l6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms, such as those primarily designed for small or mid-sized businesses (e.g., Gusto), may lack the deep ERP integrations"}, {"id": "mai-20260917-1752-baseline|c148-l6|moonshot-small|Paylocity", "prompt": "c148-l6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Red Flags for Large Enterprises ... \"worst payroll software on the market\" with \"terrible customer service\""}, {"id": "mai-20260917-1752-baseline|c148-l6|moonshot-small|Paychex", "prompt": "c148-l6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "fragmented architecture ... Tax compliance issues, incorrect filings, missed submissions, and resolution times up to 40 days"}, {"id": "mai-20260917-1752-baseline|c148-l6|moonshot-small|ADP (with caveats)", "prompt": "c148-l6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP (with caveats)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While widely used, users report significant tax filing errors, poor post-implementation support... Still considered by some as better for 500+ employee companies"}, {"id": "mai-20260917-1752-baseline|c148-l6|moonshot-small|Gusto", "prompt": "c148-l6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms designed primarily for SMBs (like **Gusto**, **QuickBooks Payroll**) typically lack: Multi-entity, multi-country capabilities"}, {"id": "mai-20260917-1752-baseline|c148-l6|moonshot-small|QuickBooks Payroll", "prompt": "c148-l6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms designed primarily for SMBs (like **Gusto**, **QuickBooks Payroll**) typically lack: Multi-entity, multi-country capabilities"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|QuickBooks Payroll", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to treat cautiously: **QuickBooks Payroll**, **Gusto**, **Patriot Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Gusto", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to treat cautiously: **QuickBooks Payroll**, **Gusto**, **Patriot Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Patriot Payroll", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to treat cautiously: **QuickBooks Payroll**, **Gusto**, **Patriot Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|RUN Powered by ADP", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often **RUN Powered by ADP** for very large or complex enterprise needs"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Rippling", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples people often evaluate carefully: **Rippling**, **Deel**, **Remote**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Deel", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples people often evaluate carefully: **Rippling**, **Deel**, **Remote**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Remote", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Examples people often evaluate carefully: **Rippling**, **Deel**, **Remote**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Papaya Global", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "sometimes **Papaya Global** depending on scope"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Workday Payroll", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Examples to watch closely: **Workday Payroll**, **Oracle HCM Payroll**, and some **SAP** payroll setups"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|Oracle HCM Payroll", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Oracle HCM Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Examples to watch closely: **Workday Payroll**, **Oracle HCM Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-l6|openai-small|SAP", "prompt": "c148-l6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "some **SAP** payroll setups... they can be risky if your team lacks strong internal IT/HRIS support"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Gusto", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Gusto**: Built for small US businesses (under 100-500 employees)... Reviews highlight it's \"not scalable for large/global use.\""}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|BambooHR", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Geared toward SMBs/mid-market (under 500 employees)... Enterprise users report inadequate reporting and customization at scale."}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Namely", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "as unsuitable for international teams or growth beyond mid-market. Users describe poor scalability"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Justworks", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "PEO-style for small/mid-sized firms; not for enterprises needing extensive customization or advanced analytics."}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Oracle", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prioritize Leaders in Gartner MQ for 1,000+ Employees**: Oracle, Dayforce (Ceridian), UKG (despite cautions), SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|UKG (Ultimate Kronos Group)", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "criticized for complex implementations (timelines exceed averages), high costs, non-intuitive workflows"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Dayforce", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize Leaders in Gartner MQ for 1,000+ Employees: Oracle, Dayforce (Ceridian)"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|ADP", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ADP is a solid Challenger for mid-large but less visionary."}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Paycor", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Common complaints: \"enormous\" hidden fees/add-ons, poor customer service, and implementation challenges."}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Workday", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "case studies (e.g., City of Seattle lawsuit) show payroll rollout failures... High risk without strong internal governance."}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|SAP SuccessFactors", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prioritize Leaders in Gartner MQ for 1,000+ Employees: Oracle, Dayforce (Ceridian), UKG (despite cautions), SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Rippling", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Recommended Alternatives**: ADP Workforce Now (global compliance), Rippling (unified HR/IT/payroll)"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Paycom", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Paycom/Paylocity (configurable for medium-large)"}, {"id": "mai-20260917-1752-baseline|c148-l6|xai-small|Paylocity", "prompt": "c148-l6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Paycom/Paylocity (configurable for medium-large)"}, {"id": "mai-20260917-1752-baseline|c148-l6|zai-small|ADP", "prompt": "c148-l6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** platforms with documented tax‑filing errors, chronic support delays, and security weaknesses (ADP, Paycor, many local bureaus, small niche vendors)."}, {"id": "mai-20260917-1752-baseline|c148-l6|zai-small|Paycor", "prompt": "c148-l6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently listed as one of the “worst” choices in HR forums; implementation and support are major pain points."}, {"id": "mai-20260917-1752-baseline|c148-l6|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c148-l6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms with Widespread Complaints (Avoid or Be Very Cautious) ... **Implementation team was truly terrible**"}, {"id": "mai-20260917-1752-baseline|c148-l6|zai-small|Paylocity", "prompt": "c148-l6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Proceed with caution** for mixed‑review platforms (Paylocity, Workday, Dayforce)"}, {"id": "mai-20260917-1752-baseline|c148-l6|zai-small|Workday HCM", "prompt": "c148-l6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some enterprises struggle with **payroll‑specific customization** and **implementation complexity**"}, {"id": "mai-20260917-1752-baseline|c148-l6|zai-small|Kronos (Dayforce)", "prompt": "c148-l6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Kronos (Dayforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "users note **steep learning curve** and **support friction** for payroll adjustments"}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|Gusto", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mid-market companies generally outgrow entry-level tools (like Gusto or basic ADP)... Gusto's \"Core\" plans handle headcounts up to 500 reasonably well"}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|ADP", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start a demo with **ADP** if you are risk-averse and prioritize regulatory compliance above all else."}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|Workday", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "might find massive enterprise suites (like Workday or SAP SuccessFactors) too costly and rigid"}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|SAP SuccessFactors", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "might find massive enterprise suites (like Workday or SAP SuccessFactors) too costly and rigid"}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|Rippling", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start a demo with **Rippling** if you want the most modern, integrated experience."}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|BambooHR", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BambooHR integrates natively and flawlessly with almost all major payroll providers"}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|Zenefits", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Combines ATS, Benefits, and Payroll into a tight suite. Good if you want to reduce the number of vendors you deal with."}, {"id": "mai-20260917-1752-baseline|c148-m1|alibaba-small|Paychex", "prompt": "c148-m1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**QuickBooks/Paychex** is great if you are strictly QBO users"}, {"id": "mai-20260917-1752-baseline|c148-m1|anthropic-small|Rippling", "prompt": "c148-m1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked #1 for mid-market payroll from G2's 2026 awards"}, {"id": "mai-20260917-1752-baseline|c148-m1|anthropic-small|Paylocity", "prompt": "c148-m1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it a versatile choice for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c148-m1|anthropic-small|ADP Workforce Now", "prompt": "c148-m1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "companies pick ADP for brand-name comfort, then spend two full quarters in implementation before the platform starts delivering value"}, {"id": "mai-20260917-1752-baseline|c148-m1|anthropic-small|Paycor", "prompt": "c148-m1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paycor is an HCM software provider designed for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c148-m1|challenger-small|Paylocity", "prompt": "c148-m1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **Paylocity** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-m1|challenger-small|Rippling", "prompt": "c148-m1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest all-around choice is usually **Paylocity** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-m1|challenger-small|Paycom", "prompt": "c148-m1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paycom** and **ADP Workforce Now** as the main alternatives for more complex needs"}, {"id": "mai-20260917-1752-baseline|c148-m1|challenger-small|ADP Workforce Now", "prompt": "c148-m1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often the safer option for larger or more multi-entity organizations"}, {"id": "mai-20260917-1752-baseline|c148-m1|deepseek-small|Paylocity", "prompt": "c148-m1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **Paylocity** ... is frequently cited as the best overall choice"}, {"id": "mai-20260917-1752-baseline|c148-m1|deepseek-small|Rippling Unity", "prompt": "c148-m1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling Unity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're tech-forward or need IT, HR, and payroll on a single unified platform"}, {"id": "mai-20260917-1752-baseline|c148-m1|deepseek-small|ADP Workforce Now", "prompt": "c148-m1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for multi-entity operations, complex tax/multi-state compliance"}, {"id": "mai-20260917-1752-baseline|c148-m1|deepseek-small|UKG Pro", "prompt": "c148-m1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for unionized workforces or complex hourly/scheduling-heavy operations"}, {"id": "mai-20260917-1752-baseline|c148-m1|deepseek-small|Paycom", "prompt": "c148-m1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want employees (and managers) to manage their own payroll directly"}, {"id": "mai-20260917-1752-baseline|c148-m1|google-small|Rippling", "prompt": "c148-m1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling: Best Overall & Best for Tech-Forward or Remote B2B Teams ... is widely considered the market leader."}, {"id": "mai-20260917-1752-baseline|c148-m1|google-small|Paylocity", "prompt": "c148-m1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paylocity: Best for U.S.-Centric Companies & Employee Engagement ... is an exceptional choice."}, {"id": "mai-20260917-1752-baseline|c148-m1|google-small|ADP Workforce Now", "prompt": "c148-m1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP Workforce Now** is the safest enterprise-grade option."}, {"id": "mai-20260917-1752-baseline|c148-m1|google-small|Deel", "prompt": "c148-m1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel: Best for Internationally Distributed B2B Companies ... is the strongest solution."}, {"id": "mai-20260917-1752-baseline|c148-m1|meta-small|Paylocity", "prompt": "c148-m1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top picks for US mid-market companies (100 to 500 employees) in 2026 include Paylocity, Rippling Unity, ADP Workforce Now, and UKG Pro."}, {"id": "mai-20260917-1752-baseline|c148-m1|meta-small|Rippling Unity", "prompt": "c148-m1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling Unity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top picks for US mid-market companies ... include Paylocity, Rippling Unity, ADP Workforce Now, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c148-m1|meta-small|ADP Workforce Now", "prompt": "c148-m1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top picks for US mid-market companies ... include Paylocity, Rippling Unity, ADP Workforce Now, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c148-m1|meta-small|UKG Pro", "prompt": "c148-m1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top picks for US mid-market companies ... include Paylocity, Rippling Unity, ADP Workforce Now, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c148-m1|minimax-small|ADP Workforce Now", "prompt": "c148-m1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** or **Paylocity** would be the top choices"}, {"id": "mai-20260917-1752-baseline|c148-m1|minimax-small|Paylocity", "prompt": "c148-m1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ADP Workforce Now** or **Paylocity** would be the top choices"}, {"id": "mai-20260917-1752-baseline|c148-m1|minimax-small|Rippling Unity", "prompt": "c148-m1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling Unity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Tech-forward companies wanting a unified platform"}, {"id": "mai-20260917-1752-baseline|c148-m1|minimax-small|UKG Pro", "prompt": "c148-m1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Complex hourly workforces, unionized environments"}, {"id": "mai-20260917-1752-baseline|c148-m1|mistral-small|Paycom", "prompt": "c148-m1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paycom** stands out as the best overall due to its high user satisfaction, strong support, and efficient implementation."}, {"id": "mai-20260917-1752-baseline|c148-m1|mistral-small|ADP", "prompt": "c148-m1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong contender with a solid G2 score and broad market presence... though implementation and ROI may take longer than Paycom."}, {"id": "mai-20260917-1752-baseline|c148-m1|mistral-small|Paylocity", "prompt": "c148-m1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paylocity** is a great alternative"}, {"id": "mai-20260917-1752-baseline|c148-m1|mistral-small|Rippling Unity", "prompt": "c148-m1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling Unity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for tech-forward companies needing unified HR, IT, and finance solutions"}, {"id": "mai-20260917-1752-baseline|c148-m1|mistral-small|Gusto Premium", "prompt": "c148-m1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cost-effective and simple solution for lean US-only mid-market companies"}, {"id": "mai-20260917-1752-baseline|c148-m1|moonshot-small|Rippling", "prompt": "c148-m1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rippling** if you want a modern, integrated platform that can scale with you"}, {"id": "mai-20260917-1752-baseline|c148-m1|moonshot-small|Paycom", "prompt": "c148-m1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paycom** — Best for Deep HR Specialization"}, {"id": "mai-20260917-1752-baseline|c148-m1|moonshot-small|ADP Workforce Now", "prompt": "c148-m1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **ADP Workforce Now** if you're in a heavily regulated industry and need deep compliance expertise"}, {"id": "mai-20260917-1752-baseline|c148-m1|moonshot-small|Gusto", "prompt": "c148-m1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Smaller mid-market companies (under 100 employees) wanting an intuitive platform"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|Rippling", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most mid-market B2B companies:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|ADP Workforce Now / ADP Full Service Payroll", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now / ADP Full Service Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need maximum payroll/compliance maturity:** **ADP**"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|Paycom", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a broader HCM suite alongside payroll:** **Paycom**"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|ADP Global Payroll", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Global payroll / multiple countries:** consider **ADP Global Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|Deel", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **ADP Global Payroll**, **Deel**, or **Workday/Oracle**"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|Workday", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Already on Workday / SAP / Oracle:** stay in that ecosystem"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|Oracle", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workday/Oracle** depending on your stack and scale"}, {"id": "mai-20260917-1752-baseline|c148-m1|openai-small|SAP", "prompt": "c148-m1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Already on Workday / SAP / Oracle:** stay in that ecosystem"}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|Rippling", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Rippling or Paylocity** if you're US-based, tech-forward B2B needing quick, integrated payroll + HR"}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|Paylocity", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Rippling or Paylocity** if you're US-based, tech-forward B2B"}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|ADP Workforce Now", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ADP or Paycom** for heavy compliance, multi-state ops"}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|Paycom", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ADP or Paycom** for heavy compliance"}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|UKG Pro / Ready", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro / Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unionized or complex workforces | 4.4 | $3,000-$15,000/mo"}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|Paycor", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Growth-stage ($5M-$50M revenue) | 4.4 | $1,500-$10,500/mo | Affordable scaling, HR tools."}, {"id": "mai-20260917-1752-baseline|c148-m1|xai-small|Gusto", "prompt": "c148-m1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Gusto works for leaner mid-market (<300 employees) but may be outgrown quickly."}, {"id": "mai-20260917-1752-baseline|c148-m1|zai-small|Rippling Payroll", "prompt": "c148-m1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling Payroll** and **Paylocity** are the strongest all‑round choices"}, {"id": "mai-20260917-1752-baseline|c148-m1|zai-small|Paylocity", "prompt": "c148-m1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling Payroll** and **Paylocity** are the strongest all‑round choices"}, {"id": "mai-20260917-1752-baseline|c148-m1|zai-small|ADP Workforce Now", "prompt": "c148-m1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Workforce Now** or **UKG Pro** ... will be worth the higher cost"}, {"id": "mai-20260917-1752-baseline|c148-m1|zai-small|Paycor", "prompt": "c148-m1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Balanced workforce with growth, need analytics | **Paycor**"}, {"id": "mai-20260917-1752-baseline|c148-m1|zai-small|UKG Pro", "prompt": "c148-m1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**UKG Pro** | Deep time & attendance, shift management, and union‑friendly features."}, {"id": "mai-20260917-1752-baseline|c148-m1|zai-small|Workday HCM", "prompt": "c148-m1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Workday** for enterprise scale) will be worth the higher cost"}, {"id": "mai-20260917-1752-baseline|c148-m2|alibaba-small|Rippling", "prompt": "c148-m2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is currently the top recommendation."}, {"id": "mai-20260917-1752-baseline|c148-m2|alibaba-small|Paylocity", "prompt": "c148-m2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Paylocity** remains the safest, highest-rated bet for reliability and ease of use."}, {"id": "mai-20260917-1752-baseline|c148-m2|alibaba-small|Gusto", "prompt": "c148-m2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the upgrade path from smaller tools (like Gusto)"}, {"id": "mai-20260917-1752-baseline|c148-m2|alibaba-small|Workday", "prompt": "c148-m2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "before jumping to enterprise giants (like ADP or Workday)"}, {"id": "mai-20260917-1752-baseline|c148-m2|alibaba-small|ADP (Run by ADP)", "prompt": "c148-m2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP (Run by ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Compliance & Scale Leader: ADP (Run by ADP)"}, {"id": "mai-20260917-1752-baseline|c148-m2|anthropic-small|Paycor", "prompt": "c148-m2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paycor** - Paycor is an HCM software provider designed for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c148-m2|anthropic-small|ADP Workforce Now", "prompt": "c148-m2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP remains the provider of choice when it comes to payroll systems for medium- to large-sized companies"}, {"id": "mai-20260917-1752-baseline|c148-m2|anthropic-small|Gusto", "prompt": "c148-m2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "full-service payroll provider that automates tax filing and compliance for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c148-m2|anthropic-small|Justworks", "prompt": "c148-m2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "payroll partner built for small to mid-sized businesses, with strong support for multi-state payroll requirements"}, {"id": "mai-20260917-1752-baseline|c148-m2|challenger-small|ADP", "prompt": "c148-m2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ADP** if you want the safest all-around choice for scaling payroll"}, {"id": "mai-20260917-1752-baseline|c148-m2|challenger-small|Gusto", "prompt": "c148-m2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is a strong alternative for small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c148-m2|challenger-small|Paylocity", "prompt": "c148-m2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paylocity** is also positioned specifically for midsize businesses"}, {"id": "mai-20260917-1752-baseline|c148-m2|deepseek-small|Paylocity", "prompt": "c148-m2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c148-m2|deepseek-small|Rippling", "prompt": "c148-m2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're tech-forward and want to unify HR/IT/payroll (and save money) → Rippling."}, {"id": "mai-20260917-1752-baseline|c148-m2|deepseek-small|ADP Workforce Now", "prompt": "c148-m2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The safest, most scalable choice if you're at the upper end (500+)... But it's pricier and support quality is inconsistent."}, {"id": "mai-20260917-1752-baseline|c148-m2|deepseek-small|Paychex Flex", "prompt": "c148-m2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good value with strong compliance handling; ... though support slows as headcount grows."}, {"id": "mai-20260917-1752-baseline|c148-m2|deepseek-small|UKG Pro / Dayforce", "prompt": "c148-m2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro / Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Likely overkill for a typical white-collar B2B firm."}, {"id": "mai-20260917-1752-baseline|c148-m2|deepseek-small|Deel", "prompt": "c148-m2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you need global payroll, ADP or Deel become more relevant"}, {"id": "mai-20260917-1752-baseline|c148-m2|google-small|Rippling", "prompt": "c148-m2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is widely considered the modern gold standard."}, {"id": "mai-20260917-1752-baseline|c148-m2|google-small|Paylocity", "prompt": "c148-m2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paylocity** is highly rated in the mid-market"}, {"id": "mai-20260917-1752-baseline|c148-m2|google-small|Paycom", "prompt": "c148-m2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paycom** is a powerhouse in the mid-to-large business space"}, {"id": "mai-20260917-1752-baseline|c148-m2|google-small|ADP Workforce Now", "prompt": "c148-m2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ADP has a reputation for opaque contract pricing, a legacy interface, and customer service that can sometimes feel slow"}, {"id": "mai-20260917-1752-baseline|c148-m2|google-small|Deel", "prompt": "c148-m2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If this is your model, **Deel** is a top choice."}, {"id": "mai-20260917-1752-baseline|c148-m2|meta-small|Paycom", "prompt": "c148-m2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Paycom - named the No. 1 software in Implementation Index for Benefits Support"}, {"id": "mai-20260917-1752-baseline|c148-m2|meta-small|Gusto", "prompt": "c148-m2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto - a strong overall choice for small and midsize businesses."}, {"id": "mai-20260917-1752-baseline|c148-m2|meta-small|Justworks", "prompt": "c148-m2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks - suits more specialized payroll requirements."}, {"id": "mai-20260917-1752-baseline|c148-m2|meta-small|Deel", "prompt": "c148-m2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel - suits more specialized payroll requirements."}, {"id": "mai-20260917-1752-baseline|c148-m2|minimax-small|ADP (Workforce Now or RUN)", "prompt": "c148-m2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP (Workforce Now or RUN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Paycom** or **ADP** depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c148-m2|minimax-small|Paycom", "prompt": "c148-m2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Paycom** or **ADP** depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c148-m2|minimax-small|Gusto", "prompt": "c148-m2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "May be less ideal if you anticipate rapid growth beyond 500 employees"}, {"id": "mai-20260917-1752-baseline|c148-m2|minimax-small|Paylocity", "prompt": "c148-m2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong HR features alongside payroll, good analytics, scales well with mid-market growth"}, {"id": "mai-20260917-1752-baseline|c148-m2|mistral-small|ADP", "prompt": "c148-m2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for mid-sized companies operating across multiple states... ADP or Paychex are often the top recommendations"}, {"id": "mai-20260917-1752-baseline|c148-m2|mistral-small|Paycor", "prompt": "c148-m2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-sized teams that require integrated HR, time tracking, and analytics"}, {"id": "mai-20260917-1752-baseline|c148-m2|mistral-small|Gusto", "prompt": "c148-m2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong overall choice for small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c148-m2|mistral-small|Rippling", "prompt": "c148-m2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its flexibility and integration capabilities"}, {"id": "mai-20260917-1752-baseline|c148-m2|mistral-small|Paychex", "prompt": "c148-m2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another solid option for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c148-m2|moonshot-small|ADP", "prompt": "c148-m2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ADP** – Best for Scaling & Complex Operations"}, {"id": "mai-20260917-1752-baseline|c148-m2|moonshot-small|Gusto", "prompt": "c148-m2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Gusto** if you value transparency, modern software, and straightforward pricing"}, {"id": "mai-20260917-1752-baseline|c148-m2|moonshot-small|Paychex Flex", "prompt": "c148-m2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Paychex** if personalized service and flexible HR add-ons are priorities"}, {"id": "mai-20260917-1752-baseline|c148-m2|openai-small|Gusto", "prompt": "c148-m2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Gusto** if you want something clean and easy, or **Rippling** if your company is growing fast"}, {"id": "mai-20260917-1752-baseline|c148-m2|openai-small|Rippling", "prompt": "c148-m2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Gusto** if you want something clean and easy, or **Rippling** if your company is growing fast"}, {"id": "mai-20260917-1752-baseline|c148-m2|openai-small|ADP", "prompt": "c148-m2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for larger or more complex needs/compliance:** **ADP** ... Can be pricier and less intuitive"}, {"id": "mai-20260917-1752-baseline|c148-m2|xai-small|ADP Workforce Now", "prompt": "c148-m2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ADP Workforce Now as a strong starting point"}, {"id": "mai-20260917-1752-baseline|c148-m2|xai-small|Rippling", "prompt": "c148-m2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling | Tech-savvy automation & global ... Newer payroll; implementation fees."}, {"id": "mai-20260917-1752-baseline|c148-m2|xai-small|Paylocity", "prompt": "c148-m2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor or Paylocity | HR-focused growth | Strong analytics"}, {"id": "mai-20260917-1752-baseline|c148-m2|xai-small|Paychex Flex", "prompt": "c148-m2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paychex Flex | Hands-on support & simplicity ... G2 Leader."}, {"id": "mai-20260917-1752-baseline|c148-m2|xai-small|Paycor", "prompt": "c148-m2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paycor or Paylocity | HR-focused growth"}, {"id": "mai-20260917-1752-baseline|c148-m2|xai-small|Gusto", "prompt": "c148-m2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Outgrown by complex mid-sized ops."}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|Gusto", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Gusto** – Often called the “best for small and midsize businesses,” with a simple interface"}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|Paycom", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Midmarket companies wanting strong compliance and employee self-service"}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|ADP Workforce Now", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade compliance engine; ideal for larger midmarket firms with complex payroll structures."}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|Justworks", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Frequently recommended for multi-state/country compliance and is often cited as “Best for Compliance.”"}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|Paylocity", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong HR/payroll integration, especially with expense management tools."}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|OnPay", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "User-friendly and affordable for growing US-based businesses"}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|Deel", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for global employees and contractors across 50+ countries"}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|RemotePeople", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for hiring without local entities"}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|RemoFirst", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focuses on managing international teams with compliance at its core."}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|UKG Pro / Dayforce", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "UKG Pro / Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Frequently shortlisted by midmarket buyers; integrated HR, payroll, benefits, and analytics."}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|Rippling", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Unified HR/payroll/IT platform; great if you want to manage everything from one dashboard."}, {"id": "mai-20260917-1752-baseline|c148-m2|zai-small|QuickBooks Payroll", "prompt": "c148-m2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best if you’re already using QuickBooks; deep integration with accounting workflows."}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|Gusto", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Small businesses prioritizing simplicity and automated tax filing.... Extremely intuitive interface"}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|RUN Powered by ADP", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers the backend power of ADP with a modern, simplified frontend designed for SMEs."}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|Paylocity", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Growing companies needing deep HR, Time & Attendance, and Payroll integration."}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|Paycom", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mobile-first approach. Employees manage their own time entries and deductions via mobile app"}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|Rippling", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Uniquely integrates **IT management** (laptops, apps, Wi-Fi) with payroll."}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|Deel", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Teams distributed across 150+ countries."}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|RemoFirst", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel / RemoFirst / RemotePeople"}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|RemotePeople", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deel / RemoFirst / RemotePeople"}, {"id": "mai-20260917-1752-baseline|c148-m3|alibaba-small|Justworks", "prompt": "c148-m3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best For:** US-based mid-market companies facing Multi-State compliance."}, {"id": "mai-20260917-1752-baseline|c148-m3|anthropic-small|Gusto", "prompt": "c148-m3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the gold standard for automated domestic HR and payroll due to its user-friendly interface."}, {"id": "mai-20260917-1752-baseline|c148-m3|anthropic-small|ADP RUN", "prompt": "c148-m3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP RUN takes the top spot for small businesses that want a payroll platform built to scale"}, {"id": "mai-20260917-1752-baseline|c148-m3|anthropic-small|Rippling", "prompt": "c148-m3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is great for companies that want to unify payroll with HR and IT on one platform."}, {"id": "mai-20260917-1752-baseline|c148-m3|anthropic-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for smaller teams already using QuickBooks who need their ledgers to sync in real-time"}, {"id": "mai-20260917-1752-baseline|c148-m3|anthropic-small|Paychex", "prompt": "c148-m3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paychex's small business Flex platform provides payroll processing, automated tax filings and HR tools"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Gusto", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto** | Small and growing businesses | Strong all-in-one payroll + HR + benefits experience, with a reputation for ease of use."}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|OnPay", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OnPay** | Small businesses, especially with industry-specific needs"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you want payroll tightly integrated with accounting/bookkeeping."}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Rippling", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling** | Tech-forward companies | Stands out for HR + IT automation"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|ADP", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ADP RUN / ADP Payroll** | Larger or growing organizations | More scalable and enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Deel", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Deel** | Global contractors and employees | Focuses on international hiring"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Remote", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Remote** | International teams | Built for multi-country payroll and compliance"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Papaya Global", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Papaya Global** | Multinational payroll consolidation"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Paychex Flex", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Paychex Flex** | Businesses wanting flexible payroll + HR"}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Patriot Software", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Lower-cost options that trade off some advanced HR/global features for affordability."}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|Wave Payroll", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Wave Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Lower-cost options that trade off some advanced HR/global features for affordability."}, {"id": "mai-20260917-1752-baseline|c148-m3|challenger-small|SurePayroll", "prompt": "c148-m3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "SurePayroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Lower-cost options that trade off some advanced HR/global features for affordability."}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Gusto", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Gusto** is the recommended overall pick for its balance of ease of use, automation, and HR features."}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **QuickBooks Payroll** if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|ADP", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP** for enterprise-scale complexity"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Paychex", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paychex** for HR-heavy small/mid businesses"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Rippling", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling is best for automated workflows"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|OnPay", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Patriot/OnPay** for budget-friendly options"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Patriot Software", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best budget option ... Limitations: Fewer HR features and weaker mobile app/integrations."}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Paylocity", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Paylocity / Paycor | Custom | Mid-size companies"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Paycor", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paylocity, and Paycor use quote-only pricing"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Square Payroll", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Square Payroll | $35/mo + $6/employee | Automatic tax filing | Good"}, {"id": "mai-20260917-1752-baseline|c148-m3|deepseek-small|Papaya Global", "prompt": "c148-m3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Papaya Global** for international teams"}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|Gusto", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is widely considered the gold standard for user-friendliness."}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|Rippling", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a global team or are growing incredibly fast: Choose **Rippling**."}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|RUN Powered by ADP", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are risk-averse and value compliance scale: Choose **ADP RUN**."}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|Paychex Flex", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Businesses wanting dedicated, hands-on customer support or the option to transition to a PEO"}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|QuickBooks Payroll (QuickBooks Workforce)", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll (QuickBooks Workforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Businesses already deeply embedded in the QuickBooks accounting ecosystem."}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|Patriot Software", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Patriot** (for the absolute lowest cost and clean interface)"}, {"id": "mai-20260917-1752-baseline|c148-m3|google-small|OnPay", "prompt": "c148-m3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gusto/OnPay** (for clear access rights and transparent general ledger reports)"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|Gusto", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is considered the best overall"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|ADP", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top payroll platforms include Gusto, ADP, Rippling, OnPay, Papaya Global, Paychex"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|Rippling", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is considered the best for unified HR and IT operations"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|OnPay", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnPay is considered the best for industry-specific payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|Papaya Global", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Papaya Global is considered the best for international payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|Paychex", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top payroll platforms include ... Paychex"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|SurePayroll by Paychex", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "SurePayroll by Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SurePayroll by Paychex, QuickBooks Workforce, and Square Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|QuickBooks Workforce", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "QuickBooks Workforce, and Square Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|meta-small|Square Payroll", "prompt": "c148-m3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and Square Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|ADP", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Growing startup**: Rippling or ADP (for scalability)"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Workday", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise**: ADP Workforce Now, Workday, or Ceridian"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Paycom", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ADP, Workday, Paycom, Ceridian (Dayforce), SAP, and UKG dominate the enterprise space"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Ceridian (Dayforce)", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Ceridian (Dayforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise**: ADP Workforce Now, Workday, or Ceridian"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|SAP", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP, and UKG dominate the enterprise space"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|UKG", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP, and UKG dominate the enterprise space"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Gusto", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Small business (1-50 employees)**: Gusto (overall best)"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "QuickBooks Payroll (if using QuickBooks)"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Paychex", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Mid-size company**: Paychex or Paylocity"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Paylocity", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Mid-size company**: Paychex or Paylocity"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Rippling", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Growing startup**: Rippling or ADP (for scalability)"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Patriot", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Patriot: ~$17-47/month base + $4-6 per employee (more affordable for startups)"}, {"id": "mai-20260917-1752-baseline|c148-m3|minimax-small|Paycor", "prompt": "c148-m3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gusto, Rippling, and Paycor offer built-in HR functionalities"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|ADP", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Leader**: ADP holds the largest market share in the payroll software industry"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|Paycom", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Paycom is known for its user-friendly interface and strong payroll and HR features."}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|Workday", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday is a top choice for large enterprises"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|Gusto", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gusto is highly rated for its ease of use, HR features, and support for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|Paylocity", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paylocity is popular among mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|Rippling", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rippling is known for its modern, all-in-one platform"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|BambooHR", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excellent HR tools, user-friendly, but limited to US payroll."}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|UKG Ready", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "UKG Ready supports payroll in the US, Canada, UK, and New Zealand."}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|SAP SuccessFactors", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "designed for very large organizations with complex global payroll needs"}, {"id": "mai-20260917-1752-baseline|c148-m3|mistral-small|Justworks", "prompt": "c148-m3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Justworks handles payroll taxes and filings across multiple states or countries."}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|Gusto", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best for Small Businesses ... **Small business (under 50 employees) in the US:** Gusto"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|ADP (RUN Powered by ADP)", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP (RUN Powered by ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growing/Mid-Size Companies ... **Complex compliance needs:** ADP"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|Rippling", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Forward & Global Teams ... **Want HR + IT in one platform:** Rippling"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|Paycom", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Mid-Market Employee Self-Service"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|Paychex", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paychex** - Best for Customer Support"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|SurePayroll by Paychex", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "SurePayroll by Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers a more affordable option at $20 base + $4/employee"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Integrations ... **Already using QuickBooks:** QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|moonshot-small|Square Payroll", "prompt": "c148-m3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Contractors & Simple Setup"}, {"id": "mai-20260917-1752-baseline|c148-m3|openai-small|Gusto", "prompt": "c148-m3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto**: Best for small and midsize businesses that want a simple, modern all-in-one payroll + HR experience with transparent pricing."}, {"id": "mai-20260917-1752-baseline|c148-m3|openai-small|ADP", "prompt": "c148-m3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP**: Best for businesses that want a very scalable payroll/HR stack and may need enterprise-level complexity."}, {"id": "mai-20260917-1752-baseline|c148-m3|openai-small|Paychex", "prompt": "c148-m3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paychex**: Best for businesses that want payroll plus optional specialist support and modular add-ons."}, {"id": "mai-20260917-1752-baseline|c148-m3|openai-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your bookkeeping/accounting already lives in QuickBooks."}, {"id": "mai-20260917-1752-baseline|c148-m3|openai-small|Rippling", "prompt": "c148-m3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want payroll tightly connected to IT, HR, and workforce administration in one system."}, {"id": "mai-20260917-1752-baseline|c148-m3|openai-small|OnPay", "prompt": "c148-m3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often a fit for smaller businesses that want a simpler payroll product with fewer extras."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Gusto", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best overall for small businesses (1-50 employees)."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|ADP (e.g., RUN or Workforce Now)", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP (e.g., RUN or Workforce Now)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-sized to large/growing companies."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Paychex", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for customer support and HR integration."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for users already on QuickBooks accounting."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Paylocity", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for comprehensive HR + payroll with integrations."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|OnPay", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value for small businesses with unlimited runs."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Rippling", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for automations and IT/HR combo."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Paycom", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for employee self-service (mid-market)."}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Square Payroll", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Square Payroll (simple contractor pay)"}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Patriot", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Patriot (budget)"}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Justworks", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Justworks (PEO/multi-state) rank highly for niches"}, {"id": "mai-20260917-1752-baseline|c148-m3|xai-small|Deel", "prompt": "c148-m3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Add-ons like global payroll (e.g., Deel/Rippling) cost extra."}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Gusto", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the most popular all\\u2011round choice for small businesses, offering a polished employee experience and built\\u2011in HR/benefits."}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Rippling", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** stands out for organizations that want a single platform to manage people, IT, and payroll together."}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|OnPay", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OnPay** and **Patriot** are the go\\u2011to options for US\\u2011only, budget\\u2011conscious businesses"}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|QuickBooks Payroll", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when payroll must sit inside your existing accounting workflow"}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Patriot Payroll", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lowest cost for basic US payroll | Patriot Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Paycor", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "solid for mid\\u2011market and large enterprises needing deep HR features"}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|ADP", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large\\u2011enterprise compliance & multi\\u2011state/country payroll | ADP"}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Deel Payroll", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hiring & paying globally without local entities | Deel Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Remote", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "End\\u2011to\\u2011end global workforce management: EOR, contractor payments, time tracking, benefits."}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|RemoFirst", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Often more limited feature sets compared to Deel or Remote; pricing can be less transparent."}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|HireGlobal", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "HireGlobal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Often more limited feature sets compared to Deel or Remote; pricing can be less transparent."}, {"id": "mai-20260917-1752-baseline|c148-m3|zai-small|Xero Payroll", "prompt": "c148-m3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Xero Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Global payroll integrated with Xero accounting | Xero Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m4|alibaba-small|Patriot Software", "prompt": "c148-m4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best payroll software for a company with a limited budget is **Patriot Software**"}, {"id": "mai-20260917-1752-baseline|c148-m4|alibaba-small|Payroll4Free", "prompt": "c148-m4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is zero or near-zero, this is your best option, but it comes with limitations."}, {"id": "mai-20260917-1752-baseline|c148-m4|alibaba-small|Gusto", "prompt": "c148-m4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Significantly more expensive than Patriot for smaller teams."}, {"id": "mai-20260917-1752-baseline|c148-m4|anthropic-small|Patriot Software", "prompt": "c148-m4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Patriot is the best budget payroll provider, with pricing starting at just $17 plus $4 per person per month"}, {"id": "mai-20260917-1752-baseline|c148-m4|anthropic-small|OnPay", "prompt": "c148-m4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay offers a single affordable plan that includes payroll, tax filing, HR tools, and benefits administration in all 50 states"}, {"id": "mai-20260917-1752-baseline|c148-m4|anthropic-small|Gusto", "prompt": "c148-m4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto combines ease of use with powerful functionality and is built to offer affordable, integrated payroll software for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-m4|challenger-small|Patriot Payroll", "prompt": "c148-m4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Patriot Payroll** because multiple review sources identify it as the most affordable serious full-service option"}, {"id": "mai-20260917-1752-baseline|c148-m4|challenger-small|Payroll4Free", "prompt": "c148-m4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often cited as the lowest-cost choice for teams under 10 employees, but it has more limited capabilities"}, {"id": "mai-20260917-1752-baseline|c148-m4|challenger-small|Wave Payroll", "prompt": "c148-m4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if affordability is the top priority and you can accept more limited functionality"}, {"id": "mai-20260917-1752-baseline|c148-m4|challenger-small|OnPay", "prompt": "c148-m4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good budget-friendly option if you want a bit more functionality and transparent pricing"}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|Patriot Software", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Patriot Software**"}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|Payroll4Free", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **9 or fewer employees and want the absolute cheapest route**, start with **Payroll4Free** at $0/month."}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|Wave Payroll", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly with accounting features"}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|Square Payroll", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Contractors & multistate payroll, POS ecosystem"}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|OnPay", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious small teams"}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|Gusto", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best overall features/HR tools (worth a slight premium)"}, {"id": "mai-20260917-1752-baseline|c148-m4|deepseek-small|TimeTrex", "prompt": "c148-m4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some services (like TimeTrex) have a $50 *minimum*, which can be pricier than Patriot for smaller teams"}, {"id": "mai-20260917-1752-baseline|c148-m4|google-small|Patriot Software", "prompt": "c148-m4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Patriot is widely considered the best-value payroll software for small businesses."}, {"id": "mai-20260917-1752-baseline|c148-m4|google-small|SurePayroll (by Paychex)", "prompt": "c148-m4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "SurePayroll (by Paychex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Very Small Teams & Multi-State Employers"}, {"id": "mai-20260917-1752-baseline|c148-m4|google-small|Square Payroll", "prompt": "c148-m4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Square Payroll is highly cost-effective"}, {"id": "mai-20260917-1752-baseline|c148-m4|google-small|Zoho Payroll", "prompt": "c148-m4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Zoho Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Existing Zoho Users"}, {"id": "mai-20260917-1752-baseline|c148-m4|google-small|Wave Payroll", "prompt": "c148-m4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Freelancers transitioning to W-2"}, {"id": "mai-20260917-1752-baseline|c148-m4|google-small|Gusto (Simple Plan)", "prompt": "c148-m4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto (Simple Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"Feature-Rich\" Budget Option"}, {"id": "mai-20260917-1752-baseline|c148-m4|meta-small|Patriot Payroll", "prompt": "c148-m4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best payroll software for a company with a limited budget is Patriot Payroll, as it is considered one of the cheapest and most budget-friendly options available."}, {"id": "mai-20260917-1752-baseline|c148-m4|minimax-small|Patriot Payroll", "prompt": "c148-m4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Patriot Payroll** (Best Budget Pick)"}, {"id": "mai-20260917-1752-baseline|c148-m4|minimax-small|QuickBooks Payroll", "prompt": "c148-m4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for user-friendly interface and comprehensive features"}, {"id": "mai-20260917-1752-baseline|c148-m4|minimax-small|Gusto", "prompt": "c148-m4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular with small businesses"}, {"id": "mai-20260917-1752-baseline|c148-m4|minimax-small|Payroll4Free.com", "prompt": "c148-m4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payroll4Free.com** is the most economical option if you qualify for their services"}, {"id": "mai-20260917-1752-baseline|c148-m4|minimax-small|TimeTrex", "prompt": "c148-m4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good alternative if Patriot doesn't fit your needs"}, {"id": "mai-20260917-1752-baseline|c148-m4|mistral-small|Patriot", "prompt": "c148-m4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for budget-conscious businesses, starting at just $17 per month plus $4 per employee per month."}, {"id": "mai-20260917-1752-baseline|c148-m4|mistral-small|Payroll4Free", "prompt": "c148-m4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For the absolute lowest cost, **Payroll4Free** is the best if you have fewer than 10 employees."}, {"id": "mai-20260917-1752-baseline|c148-m4|mistral-small|Gusto", "prompt": "c148-m4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Patriot** or **Gusto** are excellent choices depending on your specific needs"}, {"id": "mai-20260917-1752-baseline|c148-m4|mistral-small|OnPay", "prompt": "c148-m4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another budget-friendly choice, with flat pricing starting at $49 per month plus $6 per employee"}, {"id": "mai-20260917-1752-baseline|c148-m4|moonshot-small|Patriot Payroll", "prompt": "c148-m4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses with limited budgets, Patriot Payroll offers the best combination of low cost and essential features."}, {"id": "mai-20260917-1752-baseline|c148-m4|moonshot-small|OnPay", "prompt": "c148-m4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay provides excellent value with better customer service"}, {"id": "mai-20260917-1752-baseline|c148-m4|moonshot-small|TimeTrex", "prompt": "c148-m4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be more expensive than Patriot for smaller teams due to the minimum"}, {"id": "mai-20260917-1752-baseline|c148-m4|openai-small|Payroll4Free", "prompt": "c148-m4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tightest budget / very small team:** Payroll4Free"}, {"id": "mai-20260917-1752-baseline|c148-m4|openai-small|Patriot Payroll", "prompt": "c148-m4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best low-cost **paid** option for most small businesses"}, {"id": "mai-20260917-1752-baseline|c148-m4|openai-small|Gusto", "prompt": "c148-m4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you can spend a bit more for a smoother experience"}, {"id": "mai-20260917-1752-baseline|c148-m4|xai-small|Patriot Payroll", "prompt": "c148-m4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Patriot Payroll** stands out as the best payroll software for companies on a limited budget"}, {"id": "mai-20260917-1752-baseline|c148-m4|xai-small|Payroll4Free", "prompt": "c148-m4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free** (up to 9 employees) | Tiny teams; basic calculations, stubs, reports | No auto tax filing"}, {"id": "mai-20260917-1752-baseline|c148-m4|xai-small|Wave Payroll", "prompt": "c148-m4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Contractors, very small businesses | Limited tax filing availability; fewer HR tools"}, {"id": "mai-20260917-1752-baseline|c148-m4|xai-small|Gusto", "prompt": "c148-m4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full-service with HR/benefits | Higher cost for larger teams (~$79 for 5 people)"}, {"id": "mai-20260917-1752-baseline|c148-m4|xai-small|Square Payroll", "prompt": "c148-m4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple needs with integrations | Slightly pricier than Patriot for basics"}, {"id": "mai-20260917-1752-baseline|c148-m4|xai-small|OnPay", "prompt": "c148-m4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple needs with integrations | Slightly pricier than Patriot for basics"}, {"id": "mai-20260917-1752-baseline|c148-m4|zai-small|Payroll4Free", "prompt": "c148-m4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For the absolute lowest cost with basic features: Payroll4Free (if under 10 employees)"}, {"id": "mai-20260917-1752-baseline|c148-m4|zai-small|Patriot Software", "prompt": "c148-m4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall value: Patriot Software (low base cost, flexible DIY/full-service options)"}, {"id": "mai-20260917-1752-baseline|c148-m4|zai-small|OnPay", "prompt": "c148-m4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best flat-rate all-in-one: OnPay (simple pricing, includes filing)"}, {"id": "mai-20260917-1752-baseline|c148-m4|zai-small|Gusto", "prompt": "c148-m4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need HR and benefits: Gusto (mid-range, feature-rich)"}, {"id": "mai-20260917-1752-baseline|c148-m4|zai-small|QuickBooks Payroll", "prompt": "c148-m4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already use QuickBooks: QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c148-m4|zai-small|Rippling", "prompt": "c148-m4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want broader operational tools: Rippling"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Gusto", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You have likely outgrown SMB tools like basic Gusto or BambooPay due to data complexity"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|BambooPay", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "BambooPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You have likely outgrown SMB tools like basic Gusto or BambooPay due to data complexity"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Oracle", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard Enterprise ERP systems (like Oracle or SAP) are often too expensive and cumbersome for your needs"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|SAP", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "standard Enterprise ERP systems (like Oracle or SAP) are often too expensive and cumbersome for your needs"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Rippling", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Modern Tech\" Pick (Rippling)"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Paylocity", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The \"Mid-Market Sweet Spot\" (Paylocity, Paycor) ... Excellent balance of cost and performance"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Paycor", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "The \"Mid-Market Sweet Spot\" (Paylocity, Paycor)"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|ADP Workforce Now", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The \"Heavy Lifter\" (ADP Workforce Now, Dayforce, Workday)"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Dayforce", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The \"Heavy Lifter\" (ADP Workforce Now, Dayforce, Workday)"}, {"id": "mai-20260917-1752-baseline|c148-m5|alibaba-small|Workday", "prompt": "c148-m5", "model": "alibaba-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The \"Heavy Lifter\" (ADP Workforce Now, Dayforce, Workday)"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|ADP", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3 vendors that fit your size (e.g., ADP, Paychex, Paycom, UKG, Gusto, Rippling, or Workday for larger requirements)"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|Paychex", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., ADP, Paychex, Paycom, UKG, Gusto, Rippling, or Workday"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|Paycom", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., ADP, Paychex, Paycom, UKG, Gusto, Rippling, or Workday"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|UKG", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., ADP, Paychex, Paycom, UKG, Gusto, Rippling, or Workday"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|Gusto", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., ADP, Paychex, Paycom, UKG, Gusto, Rippling, or Workday"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|Rippling", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., ADP, Paychex, Paycom, UKG, Gusto, Rippling, or Workday"}, {"id": "mai-20260917-1752-baseline|c148-m5|deepseek-small|Workday", "prompt": "c148-m5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or Workday for larger requirements"}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|Rippling", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling:** Highly rated for modern UI, superb automation, multi-state automation, and IT/device management integration."}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|ADP Workforce Now", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The market giant. Excellent for complex, traditional HR/payroll needs and highly customizable, though implementation and UI can feel dated to some."}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|Paylocity", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paylocity or Paycom:** Strong mid-market systems with deep talent management"}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|Paycom", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paylocity or Paycom:** Strong mid-market systems with deep talent management"}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|BambooHR", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "keep your current HRIS (e.g., BambooHR, Workday)"}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|Workday", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "keep your current HRIS (e.g., BambooHR, Workday)"}, {"id": "mai-20260917-1752-baseline|c148-m5|google-small|UKG Ready", "prompt": "c148-m5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great if you have a massive hourly workforce with complex scheduling"}, {"id": "mai-20260917-1752-baseline|c148-m5|minimax-small|ADP", "prompt": "c148-m5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ADP** – Large business focus, extensive features"}, {"id": "mai-20260917-1752-baseline|c148-m5|minimax-small|Paychex", "prompt": "c148-m5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Paychex** – Strong mid-market presence"}, {"id": "mai-20260917-1752-baseline|c148-m5|minimax-small|Gusto", "prompt": "c148-m5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gusto** – User-friendly, modern interface"}, {"id": "mai-20260917-1752-baseline|c148-m5|minimax-small|Workday", "prompt": "c148-m5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday** – Best for unified HR/payroll needs"}, {"id": "mai-20260917-1752-baseline|c148-m5|minimax-small|Rippling", "prompt": "c148-m5", "model": "minimax-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rippling** – Great for IT management + payroll"}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|ADP", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|Paychex", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|Gusto", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|Rippling", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|Workday", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|UKG", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|OnPay", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|mistral-small|Justworks", "prompt": "c148-m5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Research top vendors (e.g., ADP, Paychex, Gusto, Rippling, Workday, UKG, OnPay, Justworks)."}, {"id": "mai-20260917-1752-baseline|c148-m5|moonshot-small|Gusto", "prompt": "c148-m5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on vendors that specialize in this segment (e.g., Gusto, Rippling, OnPay, Paylocity, ADP Workforce Now)"}, {"id": "mai-20260917-1752-baseline|c148-m5|moonshot-small|Rippling", "prompt": "c148-m5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Gusto, Rippling, OnPay, Paylocity, ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c148-m5|moonshot-small|OnPay", "prompt": "c148-m5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Gusto, Rippling, OnPay, Paylocity, ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c148-m5|moonshot-small|Paylocity", "prompt": "c148-m5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Gusto, Rippling, OnPay, Paylocity, ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c148-m5|moonshot-small|ADP Workforce Now", "prompt": "c148-m5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Gusto, Rippling, OnPay, Paylocity, ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c148-m5|xai-small|Rippling", "prompt": "c148-m5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendations for your size: Rippling (automation leader)"}, {"id": "mai-20260917-1752-baseline|c148-m5|xai-small|ADP Workforce Now", "prompt": "c148-m5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP/Paylocity (compliance-heavy)"}, {"id": "mai-20260917-1752-baseline|c148-m5|xai-small|Paylocity", "prompt": "c148-m5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP/Paylocity (compliance-heavy)"}, {"id": "mai-20260917-1752-baseline|c148-m5|xai-small|UKG Pro", "prompt": "c148-m5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "UKG Pro | $12.5K-$15K | Quote | Unions, manufacturing"}, {"id": "mai-20260917-1752-baseline|c148-m5|xai-small|Paycom", "prompt": "c148-m5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paycom (single-DB simplicity)"}, {"id": "mai-20260917-1752-baseline|c148-m6|alibaba-small|Paylocity", "prompt": "c148-m6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the platforms you should be cautious about and why:\n\n### 1. Paylocity ... claim the software causes significant errors in payroll processing"}, {"id": "mai-20260917-1752-baseline|c148-m6|alibaba-small|ADP Run", "prompt": "c148-m6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ADP Run** (which is generally well-reviewed for ease of use)"}, {"id": "mai-20260917-1752-baseline|c148-m6|alibaba-small|Traditional ADP Solutions", "prompt": "c148-m6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Traditional ADP Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "legacy/larger enterprise solutions like **ADP Workforce Now** or standard **ADP Payroll Services** ... high costs ... poor support accessibility"}, {"id": "mai-20260917-1752-baseline|c148-m6|alibaba-small|Gusto", "prompt": "c148-m6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users frequently report **unresponsive customer support** when things actually go wrong"}, {"id": "mai-20260917-1752-baseline|c148-m6|alibaba-small|Zoho Payroll", "prompt": "c148-m6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Zoho Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zoho is an option, but it often falls short for growing companies ... The primary red flag is **support quality**"}, {"id": "mai-20260917-1752-baseline|c148-m6|anthropic-small|Paylocity", "prompt": "c148-m6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "here are some payroll platforms you should be cautious about: **Paylocity** - A California beverage manufacturer sued Paylocity, alleging its software failed to accurately program employees' regular rate of pay"}, {"id": "mai-20260917-1752-baseline|c148-m6|anthropic-small|Workday", "prompt": "c148-m6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "city workers filed a Workday class action lawsuit after months of pay discrepancies, missing overtime, tax errors, and misclassified benefits"}, {"id": "mai-20260917-1752-baseline|c148-m6|anthropic-small|Patriot Software", "prompt": "c148-m6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reported issues with the platform's user interface causing confusion, including cases where duplicate payrolls were processed"}, {"id": "mai-20260917-1752-baseline|c148-m6|challenger-small|Paylocity", "prompt": "c148-m6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "multiple user discussions describe **poor support** and **technical issues**, so it is a candidate for extra due diligence"}, {"id": "mai-20260917-1752-baseline|c148-m6|challenger-small|Patriot Software", "prompt": "c148-m6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it **does not support garnishments or child support deductions**, which makes it a poor fit if you need those workflows"}, {"id": "mai-20260917-1752-baseline|c148-m6|challenger-small|Rippling", "prompt": "c148-m6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one source advises **against it for companies under 100 employees** because it can be **overkill and expensive**"}, {"id": "mai-20260917-1752-baseline|c148-m6|challenger-small|Deel", "prompt": "c148-m6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "one review warns that it **does not publish FX terms**, so costs can be harder to see"}, {"id": "mai-20260917-1752-baseline|c148-m6|challenger-small|ADP", "prompt": "c148-m6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are repeatedly treated as platforms that deserve **careful pricing and fit checks**"}, {"id": "mai-20260917-1752-baseline|c148-m6|challenger-small|Paychex", "prompt": "c148-m6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the results do **not** say to avoid them universally, but they are repeatedly treated as platforms that deserve **careful pricing and fit checks**"}, {"id": "mai-20260917-1752-baseline|c148-m6|deepseek-small|A.D.P. (Workforce Now / RUN)", "prompt": "c148-m6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "A.D.P. (Workforce Now / RUN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most frequently criticized major platform in my research."}, {"id": "mai-20260917-1752-baseline|c148-m6|deepseek-small|Paychex", "prompt": "c148-m6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently described as the \"worst\" by small-business owners."}, {"id": "mai-20260917-1752-baseline|c148-m6|deepseek-small|Paylocity", "prompt": "c148-m6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Has a strong pattern of frustrated mid-sized company reviews ... reviews of **Paylocity** are actually mixed-to-positive in some HR professional communities"}, {"id": "mai-20260917-1752-baseline|c148-m6|deepseek-small|Paycom", "prompt": "c148-m6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Sizable organizations report tax-related problems that have caused serious stress"}, {"id": "mai-20260917-1752-baseline|c148-m6|deepseek-small|Intuit Payroll / QuickBooks Payroll", "prompt": "c148-m6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Intuit Payroll / QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavily criticized for: **Very poor support**"}, {"id": "mai-20260917-1752-baseline|c148-m6|deepseek-small|Gusto", "prompt": "c148-m6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the platforms that most consistently earn positive feedback on **simplicity and transparent pricing** are **Gusto** (for small businesses)"}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|QuickBooks Online (QBO) Payroll", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Online (QBO) Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notoriously risky for payroll compliance and customer support"}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|Paychex", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High fees, opaque pricing, and rigid contract terms."}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|ADP", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Extreme complexity, aggressive sales tactics, and varying levels of customer service."}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|ADP RUN", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ADP's platform for micro-businesses (*ADP RUN*) is generally well-regarded"}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|Paylocity", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "platforms like Paylocity and Paycor struggle to keep up with rapidly changing state and local tax laws"}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|Paycor", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like Paylocity and Paycor struggle to keep up with rapidly changing state and local tax laws"}, {"id": "mai-20260917-1752-baseline|c148-m6|google-small|Paycom", "prompt": "c148-m6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mid-Market \"All-in-One\" HR Platforms (Paylocity, Paycor, Paycom) **The Warning:** Clunky integrations and slow adaptations to local tax laws."}, {"id": "mai-20260917-1752-baseline|c148-m6|meta-small|Paylocity", "prompt": "c148-m6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "information on payroll platforms to avoid or be cautious about, including Paylocity and Paycom"}, {"id": "mai-20260917-1752-baseline|c148-m6|meta-small|Paycom", "prompt": "c148-m6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "payroll platforms to avoid or be cautious about, including Paylocity and Paycom"}, {"id": "mai-20260917-1752-baseline|c148-m6|minimax-small|QuickBooks Payroll", "prompt": "c148-m6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with Caution ... 1. QuickBooks Payroll ... Tax filing failures"}, {"id": "mai-20260917-1752-baseline|c148-m6|minimax-small|ADP", "prompt": "c148-m6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "2. ADP ... Terrible customer service with frustrating automated phone systems"}, {"id": "mai-20260917-1752-baseline|c148-m6|minimax-small|Paychex", "prompt": "c148-m6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "3. Paychex ... Failure to file quarterly reports, leading to penalty assessments"}, {"id": "mai-20260917-1752-baseline|c148-m6|minimax-small|Gusto", "prompt": "c148-m6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gusto** - praised for ease of use and good customer service"}, {"id": "mai-20260917-1752-baseline|c148-m6|minimax-small|Rippling", "prompt": "c148-m6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** - noted for better HR integration"}, {"id": "mai-20260917-1752-baseline|c148-m6|minimax-small|OnPay", "prompt": "c148-m6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OnPay** - recommended for multi-state payroll value"}, {"id": "mai-20260917-1752-baseline|c148-m6|mistral-small|Rippling", "prompt": "c148-m6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Experts warn against using Rippling if you have fewer than 100 employees, as it is considered overkill and can be very costly for smaller businesses."}, {"id": "mai-20260917-1752-baseline|c148-m6|mistral-small|Namely", "prompt": "c148-m6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report significant issues, especially for international teams, and advise against using Namely for HRIS/payroll needs."}, {"id": "mai-20260917-1752-baseline|c148-m6|mistral-small|Paylocity", "prompt": "c148-m6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "There are strong warnings from users to avoid Paylocity at all costs, citing poor service and major drawbacks."}, {"id": "mai-20260917-1752-baseline|c148-m6|mistral-small|ADP", "prompt": "c148-m6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For smaller or less complex businesses, they may be unnecessarily expensive or cumbersome."}, {"id": "mai-20260917-1752-baseline|c148-m6|mistral-small|Paychex", "prompt": "c148-m6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "For smaller or less complex businesses, they may be unnecessarily expensive or cumbersome."}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|Paycom", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Complaints ... Paycom - Major Issues: Tax filing errors that have caused users \"tears\""}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|Paylocity", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Trustpilot Rating: Very poor (majority of 63+ reviews negative)"}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|Zenefits (Now TriNet Zenefits)", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Zenefits (Now TriNet Zenefits)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trustpilot Rating: 2.2/5 - Very poor - Caution: Multiple complaints about service quality"}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|Gusto", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms with Notable Concerns ... Gusto (Popular but has issues)"}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|ADP", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons for small business: Lack of transparency in billing"}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|Patriot Software", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer Alternatives Mentioned - Patriot Software - frequently recommended for low-cost, transparent pricing"}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|OnPay", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often cited as having better customer service"}, {"id": "mai-20260917-1752-baseline|c148-m6|moonshot-small|Rippling", "prompt": "c148-m6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "newer platform with strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Paylocity", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit threads like \"AVOID Paylocity at all costs\"; low NPS scores"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Paycom", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tax processing errors, payroll inaccuracies, data breach lawsuit (2023, $900K settlement)"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|UKG (formerly Ultimate Kronos Group)", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "UKG (formerly Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Ongoing payroll errors, billing mismatches, slow/unhelpful support, and frequent glitches"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|ADP", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High volume of complaints (nearly 900 BBB in 3 years), opaque pricing, dated interface"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Paychex", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Recent data breaches (2024 incidents exposing SSNs, leading to negligence class actions)"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Complete Payroll Solutions", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Complete Payroll Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Major 2024 data breach ($2.6M settlement)"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Namely", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid per some HR forums for tax/reliability issues"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Employment Hero", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid per some HR forums for tax/reliability issues"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Gusto", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Gusto or Rippling often rate higher for SMBs despite some support gripes"}, {"id": "mai-20260917-1752-baseline|c148-m6|xai-small|Rippling", "prompt": "c148-m6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Gusto or Rippling often rate higher for SMBs despite some support gripes"}, {"id": "mai-20260917-1752-baseline|c148-m6|zai-small|Paycom", "prompt": "c148-m6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "class‑action lawsuit settled for $900K over a 2023 data breach ... This is a red flag for security."}, {"id": "mai-20260917-1752-baseline|c148-m6|zai-small|Intuit (QuickBooks Payroll)", "prompt": "c148-m6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Intuit (QuickBooks Payroll)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Extremely poor support: long hold times, repeated transfers, and unhelpful reps. Frequent glitches"}, {"id": "mai-20260917-1752-baseline|c148-m6|zai-small|Paycor", "prompt": "c148-m6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Poor customer support as the top complaint ... Unexpected hidden fees and price increases."}, {"id": "mai-20260917-1752-baseline|c148-m6|zai-small|Paychex", "prompt": "c148-m6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Missed or delayed payrolls. Errors in tax filings and 401(k) management."}, {"id": "mai-20260917-1752-baseline|c148-m6|zai-small|Paylocity", "prompt": "c148-m6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "A user review labeled Paylocity “the worst payroll software on the market,”"}, {"id": "mai-20260917-1752-baseline|c148-s1|alibaba-small|Gusto", "prompt": "c148-s1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Gusto** if you want the easiest setup and reliable tax compliance"}, {"id": "mai-20260917-1752-baseline|c148-s1|alibaba-small|Rippling", "prompt": "c148-s1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Scaling & HR Management: Rippling"}, {"id": "mai-20260917-1752-baseline|c148-s1|alibaba-small|QuickBooks Online Payroll", "prompt": "c148-s1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Online Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Accountants: QuickBooks Online Payroll"}, {"id": "mai-20260917-1752-baseline|c148-s1|alibaba-small|Deel", "prompt": "c148-s1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Global/B2B Services: Deel or Remote"}, {"id": "mai-20260917-1752-baseline|c148-s1|alibaba-small|Remote", "prompt": "c148-s1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Global/B2B Services: Deel or Remote"}, {"id": "mai-20260917-1752-baseline|c148-s1|alibaba-small|ADP", "prompt": "c148-s1", "model": "alibaba-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most major providers (Gusto, Rippling, ADP) handle this automatically."}, {"id": "mai-20260917-1752-baseline|c148-s1|anthropic-small|Gusto", "prompt": "c148-s1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** or **ADP Run** are strong choices because they balance affordability, ease of use, and robust features"}, {"id": "mai-20260917-1752-baseline|c148-s1|anthropic-small|ADP Run", "prompt": "c148-s1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Run", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** or **ADP Run** are strong choices"}, {"id": "mai-20260917-1752-baseline|c148-s1|anthropic-small|Paychex", "prompt": "c148-s1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Paychex - good for small businesses with various plan options"}, {"id": "mai-20260917-1752-baseline|c148-s1|anthropic-small|Square Payroll", "prompt": "c148-s1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Square Payroll - simple, affordable option"}, {"id": "mai-20260917-1752-baseline|c148-s1|anthropic-small|OnPay", "prompt": "c148-s1", "model": "anthropic-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OnPay - budget-friendly with solid features"}, {"id": "mai-20260917-1752-baseline|c148-s1|challenger-small|Gusto", "prompt": "c148-s1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the best default choice because multiple recent reviews call it the best overall small-business payroll platform"}, {"id": "mai-20260917-1752-baseline|c148-s1|challenger-small|OnPay", "prompt": "c148-s1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **simple pricing and strong compliance/value**"}, {"id": "mai-20260917-1752-baseline|c148-s1|challenger-small|QuickBooks Payroll", "prompt": "c148-s1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already use **QuickBooks accounting**"}, {"id": "mai-20260917-1752-baseline|c148-s1|challenger-small|Rippling", "prompt": "c148-s1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **automation and more advanced HR workflows**"}, {"id": "mai-20260917-1752-baseline|c148-s1|challenger-small|ADP RUN", "prompt": "c148-s1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you care most about **compliance and support**"}, {"id": "mai-20260917-1752-baseline|c148-s1|challenger-small|Patriot Payroll", "prompt": "c148-s1", "model": "challenger-small", "cat": "payroll-software", "variant": "direct", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if your top priority is **lowest cost**"}, {"id": "mai-20260917-1752-baseline|c148-s1|deepseek-small|Gusto", "prompt": "c148-s1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical small B2B company, **Gusto** is the safest, most-loved default"}, {"id": "mai-20260917-1752-baseline|c148-s1|deepseek-small|Patriot Software", "prompt": "c148-s1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best budget option. Offers reliable full-service payroll without the extras"}, {"id": "mai-20260917-1752-baseline|c148-s1|deepseek-small|QuickBooks Payroll", "prompt": "c148-s1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your B2B company already uses QuickBooks for accounting"}, {"id": "mai-20260917-1752-baseline|c148-s1|deepseek-small|OnPay", "prompt": "c148-s1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Packed with features at a competitive price and great for multi-state payroll"}, {"id": "mai-20260917-1752-baseline|c148-s1|deepseek-small|Square Payroll", "prompt": "c148-s1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "check **Square Payroll** or **Gusto** (both handle contractors well)"}, {"id": "mai-20260917-1752-baseline|c148-s1|deepseek-small|Rippling", "prompt": "c148-s1", "model": "deepseek-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gusto** and **Rippling** add full HR capabilities if you want to grow into that"}, {"id": "mai-20260917-1752-baseline|c148-s1|google-small|Gusto", "prompt": "c148-s1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Modern, Remote-First Teams: **Gusto** ... widely considered the gold standard for small-to-midsize B2B companies"}, {"id": "mai-20260917-1752-baseline|c148-s1|google-small|Rippling", "prompt": "c148-s1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast-Growing Tech & IT-Heavy Businesses: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-s1|google-small|Deel", "prompt": "c148-s1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global B2B Teams & International Talent: **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c148-s1|google-small|Remote", "prompt": "c148-s1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel or Remote allows you to hire full-time employees in foreign countries legally"}, {"id": "mai-20260917-1752-baseline|c148-s1|google-small|QuickBooks Workforce", "prompt": "c148-s1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tight Accounting Integration: **QuickBooks Workforce**"}, {"id": "mai-20260917-1752-baseline|c148-s1|google-small|OnPay", "prompt": "c148-s1", "model": "google-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Budget-Friendly Flat-Rate Option: **OnPay**"}, {"id": "mai-20260917-1752-baseline|c148-s1|meta-small|OnPay", "prompt": "c148-s1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The best payroll software for a small B2B company is OnPay, Patriot Payroll, QuickBooks, and Gusto."}, {"id": "mai-20260917-1752-baseline|c148-s1|meta-small|Patriot Payroll", "prompt": "c148-s1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best payroll software for a small B2B company is OnPay, Patriot Payroll, QuickBooks, and Gusto."}, {"id": "mai-20260917-1752-baseline|c148-s1|meta-small|QuickBooks", "prompt": "c148-s1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best payroll software for a small B2B company is OnPay, Patriot Payroll, QuickBooks, and Gusto."}, {"id": "mai-20260917-1752-baseline|c148-s1|meta-small|Gusto", "prompt": "c148-s1", "model": "meta-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Gusto is considered to be the best overall option as it combines full-service payroll, tax filing, benefits, basic HR tools, and employee self-service in one approachable platform."}, {"id": "mai-20260917-1752-baseline|c148-s1|minimax-small|Gusto", "prompt": "c148-s1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Gusto** is the top choice"}, {"id": "mai-20260917-1752-baseline|c148-s1|minimax-small|OnPay", "prompt": "c148-s1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnPay** - Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c148-s1|minimax-small|QuickBooks Payroll", "prompt": "c148-s1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good integration with accounting software"}, {"id": "mai-20260917-1752-baseline|c148-s1|minimax-small|ADP Run", "prompt": "c148-s1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scalable for growing businesses"}, {"id": "mai-20260917-1752-baseline|c148-s1|minimax-small|Paychex", "prompt": "c148-s1", "model": "minimax-small", "cat": "payroll-software", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for businesses with slightly larger needs"}, {"id": "mai-20260917-1752-baseline|c148-s1|mistral-small|Gusto", "prompt": "c148-s1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto**: Best overall for most small businesses, offering full-service payroll, tax filing, benefits, basic HR tools, and employee self-service in one platform."}, {"id": "mai-20260917-1752-baseline|c148-s1|mistral-small|OnPay", "prompt": "c148-s1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly recommended for small businesses, especially those needing straightforward payroll and tax filing."}, {"id": "mai-20260917-1752-baseline|c148-s1|mistral-small|Patriot Payroll", "prompt": "c148-s1", "model": "mistral-small", "cat": "payroll-software", "variant": "direct", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong contender, offering essential payroll features at a competitive price"}, {"id": "mai-20260917-1752-baseline|c148-s1|moonshot-small|Gusto", "prompt": "c148-s1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd recommend **Gusto** or **OnPay**"}, {"id": "mai-20260917-1752-baseline|c148-s1|moonshot-small|OnPay", "prompt": "c148-s1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a **small B2B company**, I'd recommend **Gusto** or **OnPay**"}, {"id": "mai-20260917-1752-baseline|c148-s1|moonshot-small|QuickBooks Payroll", "prompt": "c148-s1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Using QuickBooks ... Seamless integration with QuickBooks Online for accounting"}, {"id": "mai-20260917-1752-baseline|c148-s1|moonshot-small|Patriot Payroll", "prompt": "c148-s1", "model": "moonshot-small", "cat": "payroll-software", "variant": "direct", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option ... Most affordable full-service payroll option"}, {"id": "mai-20260917-1752-baseline|c148-s1|openai-small|Gusto", "prompt": "c148-s1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Gusto**"}, {"id": "mai-20260917-1752-baseline|c148-s1|openai-small|QuickBooks Payroll", "prompt": "c148-s1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Payroll** if your accounting is already in QuickBooks"}, {"id": "mai-20260917-1752-baseline|c148-s1|openai-small|ADP RUN", "prompt": "c148-s1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP RUN** if you want a more established provider"}, {"id": "mai-20260917-1752-baseline|c148-s1|openai-small|Rippling", "prompt": "c148-s1", "model": "openai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** if you want payroll plus deeper IT/HR automation in one platform"}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|Gusto", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Gusto** if you want an all-in-one payroll/HR solution with minimal hassle (most recommended overall)."}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|OnPay", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go OnPay** for top support and value without extras."}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|QuickBooks Payroll", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use QuickBooks | Seamless QuickBooks integration"}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|Patriot Payroll", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-friendly | $17/month + $4/employee | Cheapest option"}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|ADP", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ADP (scales better for growth, custom pricing—avoid if tiny team)"}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|Rippling", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rippling (automation-heavy HR, good for global/remote B2B)"}, {"id": "mai-20260917-1752-baseline|c148-s1|xai-small|Wave", "prompt": "c148-s1", "model": "xai-small", "cat": "payroll-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wave (free/low-cost for micro-businesses with its accounting)"}, {"id": "mai-20260917-1752-baseline|c148-s1|zai-small|BrightPay", "prompt": "c148-s1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "BrightPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: BrightPay (UK/Europe Focus) ... widely considered the industry standard for accountants running payroll bureaus"}, {"id": "mai-20260917-1752-baseline|c148-s1|zai-small|Staffology", "prompt": "c148-s1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Staffology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Staffology ... a \"cloud-first\" alternative to BrightPay"}, {"id": "mai-20260917-1752-baseline|c148-s1|zai-small|Moneysoft PM100", "prompt": "c148-s1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Moneysoft PM100", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Pick: Moneysoft PM100 ... cheapest option for unlimited employers"}, {"id": "mai-20260917-1752-baseline|c148-s1|zai-small|Rippling", "prompt": "c148-s1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Rippling** is currently the market leader"}, {"id": "mai-20260917-1752-baseline|c148-s1|zai-small|Gusto", "prompt": "c148-s1", "model": "zai-small", "cat": "payroll-software", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Gusto ... If you are a **multi-brand company**, look at **Gusto**"}, {"id": "mai-20260917-1752-baseline|c148-s2|alibaba-small|Gusto", "prompt": "c148-s2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Gusto ... widely considered the best all-around solution for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-s2|alibaba-small|QuickBooks Online Payroll", "prompt": "c148-s2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Online Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Accounting Integration: QuickBooks Online Payroll"}, {"id": "mai-20260917-1752-baseline|c148-s2|alibaba-small|ADP Run (Small Business Edition)", "prompt": "c148-s2", "model": "alibaba-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Run (Small Business Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growth & Compliance: ADP Run (Small Business Edition)"}, {"id": "mai-20260917-1752-baseline|c148-s2|anthropic-small|Gusto", "prompt": "c148-s2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is recognized as the best overall payroll company for small business owners"}, {"id": "mai-20260917-1752-baseline|c148-s2|anthropic-small|OnPay", "prompt": "c148-s2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay is a cloud-based payroll software that's designed for small businesses with budgets in mind and is the top choice based on expert reviews"}, {"id": "mai-20260917-1752-baseline|c148-s2|anthropic-small|Patriot Software", "prompt": "c148-s2", "model": "anthropic-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most affordable payroll systems available for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-s2|challenger-small|Gusto", "prompt": "c148-s2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** as the default choice"}, {"id": "mai-20260917-1752-baseline|c148-s2|challenger-small|ADP", "prompt": "c148-s2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP** if you expect to **scale quickly** or want a more enterprise-ready provider"}, {"id": "mai-20260917-1752-baseline|c148-s2|challenger-small|Rippling", "prompt": "c148-s2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** if you have **international payments** or broader workforce management needs"}, {"id": "mai-20260917-1752-baseline|c148-s2|challenger-small|QuickBooks Payroll", "prompt": "c148-s2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Payroll** if your business already runs on **QuickBooks accounting**"}, {"id": "mai-20260917-1752-baseline|c148-s2|challenger-small|OnPay", "prompt": "c148-s2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OnPay** if you want **transparent flat pricing** and strong overall value/support"}, {"id": "mai-20260917-1752-baseline|c148-s2|challenger-small|Patriot Payroll", "prompt": "c148-s2", "model": "challenger-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Patriot Payroll** if keeping costs low is the top priority"}, {"id": "mai-20260917-1752-baseline|c148-s2|deepseek-small|Gusto", "prompt": "c148-s2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the payroll provider I'd most strongly recommend is **Gusto**"}, {"id": "mai-20260917-1752-baseline|c148-s2|deepseek-small|QuickBooks Payroll", "prompt": "c148-s2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Payroll** ... *Choose this if you already use QuickBooks for accounting.*"}, {"id": "mai-20260917-1752-baseline|c148-s2|deepseek-small|OnPay", "prompt": "c148-s2", "model": "deepseek-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OnPay** (~$49/mo + $6/person) — *Best value/most affordable full-service option.*"}, {"id": "mai-20260917-1752-baseline|c148-s2|google-small|Gusto", "prompt": "c148-s2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the safest starting point for 90% of B2B small businesses due to its lack of contract lock-ins, transparent pricing, and stellar user interface."}, {"id": "mai-20260917-1752-baseline|c148-s2|google-small|Rippling", "prompt": "c148-s2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech-Forward, Remote-First, or Scaling B2Bs"}, {"id": "mai-20260917-1752-baseline|c148-s2|google-small|QuickBooks Payroll", "prompt": "c148-s2", "model": "google-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deeply Integrated Job Costing"}, {"id": "mai-20260917-1752-baseline|c148-s2|meta-small|Gusto", "prompt": "c148-s2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated payroll providers include Gusto, ADP, and others"}, {"id": "mai-20260917-1752-baseline|c148-s2|meta-small|ADP", "prompt": "c148-s2", "model": "meta-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated payroll providers include Gusto, ADP, and others"}, {"id": "mai-20260917-1752-baseline|c148-s2|minimax-small|Gusto", "prompt": "c148-s2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** as a top choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-s2|minimax-small|Paychex", "prompt": "c148-s2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for slightly larger small businesses, more scalable"}, {"id": "mai-20260917-1752-baseline|c148-s2|minimax-small|ADP", "prompt": "c148-s2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry giant, great for businesses expecting to grow quickly"}, {"id": "mai-20260917-1752-baseline|c148-s2|minimax-small|QuickBooks Payroll", "prompt": "c148-s2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you're already using QuickBooks for accounting"}, {"id": "mai-20260917-1752-baseline|c148-s2|minimax-small|Rippling", "prompt": "c148-s2", "model": "minimax-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you need robust HR + IT management together"}, {"id": "mai-20260917-1752-baseline|c148-s2|mistral-small|Gusto", "prompt": "c148-s2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the most frequently recommended payroll provider for small businesses that sell to other businesses (B2B)"}, {"id": "mai-20260917-1752-baseline|c148-s2|mistral-small|Paychex", "prompt": "c148-s2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paychex** is a strong option if you need more comprehensive HR support"}, {"id": "mai-20260917-1752-baseline|c148-s2|mistral-small|ADP", "prompt": "c148-s2", "model": "mistral-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP** is best for businesses planning rapid growth or with more complex needs, but it's less transparent about pricing"}, {"id": "mai-20260917-1752-baseline|c148-s2|moonshot-small|Gusto", "prompt": "c148-s2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend Gusto** for most small B2B businesses"}, {"id": "mai-20260917-1752-baseline|c148-s2|moonshot-small|Paychex Flex", "prompt": "c148-s2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Paychex instead if** you anticipate needing more robust HR services"}, {"id": "mai-20260917-1752-baseline|c148-s2|moonshot-small|ADP Run", "prompt": "c148-s2", "model": "moonshot-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP Run", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider ADP if** you're planning rapid scaling beyond 50+ employees"}, {"id": "mai-20260917-1752-baseline|c148-s2|openai-small|Gusto", "prompt": "c148-s2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Gusto** if you want the best mix of ease of use, transparent pricing, payroll + HR in one place, and solid support"}, {"id": "mai-20260917-1752-baseline|c148-s2|openai-small|ADP RUN", "prompt": "c148-s2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP RUN** is the safer enterprise-leaning choice for small business payroll"}, {"id": "mai-20260917-1752-baseline|c148-s2|openai-small|Paychex", "prompt": "c148-s2", "model": "openai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Paychex** if you want a more service-heavy option with strong HR/compliance support"}, {"id": "mai-20260917-1752-baseline|c148-s2|xai-small|Gusto", "prompt": "c148-s2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Gusto as the top payroll provider."}, {"id": "mai-20260917-1752-baseline|c148-s2|xai-small|QuickBooks Payroll", "prompt": "c148-s2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You already use QuickBooks for accounting (seamless sync for B2B invoicing)."}, {"id": "mai-20260917-1752-baseline|c148-s2|xai-small|OnPay", "prompt": "c148-s2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want max value/unlimited features at low cost."}, {"id": "mai-20260917-1752-baseline|c148-s2|xai-small|ADP RUN", "prompt": "c148-s2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pricier/overkill for tiny teams."}, {"id": "mai-20260917-1752-baseline|c148-s2|xai-small|Patriot", "prompt": "c148-s2", "model": "xai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Patriot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget is ultra-tight. | $17/mo + $4/emp | Basic features only."}, {"id": "mai-20260917-1752-baseline|c148-s2|zai-small|Gusto", "prompt": "c148-s2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c148-s2|zai-small|Patriot Software", "prompt": "c148-s2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lowest cost** | **Patriot Software** | $17 + $4/person/month – cheapest option with done-for-you tax filing"}, {"id": "mai-20260917-1752-baseline|c148-s2|zai-small|OnPay", "prompt": "c148-s2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Multistate operations** | **OnPay** | No extra fees for multistate payroll"}, {"id": "mai-20260917-1752-baseline|c148-s2|zai-small|Square Payroll", "prompt": "c148-s2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "great if you're already in Square's ecosystem"}, {"id": "mai-20260917-1752-baseline|c148-s2|zai-small|Wave Payroll", "prompt": "c148-s2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free starter tier, $40 + $6/person with tax filing – simpler, fewer HR features"}, {"id": "mai-20260917-1752-baseline|c148-s2|zai-small|ADP", "prompt": "c148-s2", "model": "zai-small", "cat": "payroll-software", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comprehensive features, best for scaling businesses"}, {"id": "mai-20260917-1752-baseline|c148-s3|alibaba-small|Gusto", "prompt": "c148-s3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto (Best Overall for Ease of Use)\nGusto is widely considered the gold standard for small businesses."}, {"id": "mai-20260917-1752-baseline|c148-s3|alibaba-small|QuickBooks Online Payroll", "prompt": "c148-s3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Online Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Accounting Integration... staying within that bubble is usually the smartest move."}, {"id": "mai-20260917-1752-baseline|c148-s3|alibaba-small|Rippling", "prompt": "c148-s3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rippling if you are growing fast (hiring >1 person a month) and need to control software/licenses."}, {"id": "mai-20260917-1752-baseline|c148-s3|alibaba-small|Square Payroll", "prompt": "c148-s3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Square if you are a brick-and-mortar business and need to track hours easily."}, {"id": "mai-20260917-1752-baseline|c148-s3|alibaba-small|Deel", "prompt": "c148-s3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel (Best for Global/Remote Teams)"}, {"id": "mai-20260917-1752-baseline|c148-s3|alibaba-small|ADP", "prompt": "c148-s3", "model": "alibaba-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "domestic providers like Gusto or ADP will fail you"}, {"id": "mai-20260917-1752-baseline|c148-s3|anthropic-small|Gusto", "prompt": "c148-s3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the gold standard for automated domestic HR and payroll due to its user-friendly interface."}, {"id": "mai-20260917-1752-baseline|c148-s3|anthropic-small|OnPay", "prompt": "c148-s3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay makes the most sense for small businesses that want payroll to stay simple and predictable."}, {"id": "mai-20260917-1752-baseline|c148-s3|anthropic-small|Patriot Software", "prompt": "c148-s3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Patriot is the most affordable payroll software for small businesses in this comparison."}, {"id": "mai-20260917-1752-baseline|c148-s3|anthropic-small|QuickBooks Payroll", "prompt": "c148-s3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for smaller teams already using QuickBooks who need their ledgers to sync in real-time"}, {"id": "mai-20260917-1752-baseline|c148-s3|anthropic-small|Homebase", "prompt": "c148-s3", "model": "anthropic-small", "cat": "payroll-software", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built specifically for hourly teams... hours flow from the clock directly into payroll without re-entry"}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|Gusto", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is often ranked highest for small businesses because it balances payroll, HR, and usability well."}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|OnPay", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **OnPay** for straightforward payroll and multi-state support."}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|QuickBooks Payroll", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the clearest choice when your books already live in QuickBooks"}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|ADP RUN", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ADP RUN** if you want a more scalable, compliance-heavy platform."}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|Patriot Software", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Patriot Software** if cost matters most."}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|Rippling", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rippling** stands out if payroll should connect with HR, IT, and finance workflows."}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|Square Payroll", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best fit for restaurants/retail because hours can flow directly from Square systems."}, {"id": "mai-20260917-1752-baseline|c148-s3|challenger-small|Homebase", "prompt": "c148-s3", "model": "challenger-small", "cat": "payroll-software", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good if you want scheduling and time tracking to connect closely with payroll."}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|Gusto", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-rounder / easiest to use ... I'd generally suggest starting with a free trial of Gusto and Patriot"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|Patriot Software", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest full-service option ... Trade-offs: Fewer HR/benefits features than Gusto"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|Rippling", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for automation & scalable HR/IT ... may be overkill for under ~10 employees"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|ADP Run", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP Run", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most established brand / scale-friendly ... More expensive, more complex interface"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|Paychex Flex", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deepest HR service bundle ... No transparent pricing"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|OnPay", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best price-to-feature / simple flat pricing"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|QuickBooks Payroll", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|Square Payroll", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for contractors & Square users"}, {"id": "mai-20260917-1752-baseline|c148-s3|deepseek-small|Homebase", "prompt": "c148-s3", "model": "deepseek-small", "cat": "payroll-software", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| Homebase | $69 |"}, {"id": "mai-20260917-1752-baseline|c148-s3|google-small|Gusto", "prompt": "c148-s3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto: Best Overall & Easiest to Use... widely considered the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-s3|google-small|OnPay", "prompt": "c148-s3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay: Best Flat-Rate & Multi-State Value... an underrated powerhouse"}, {"id": "mai-20260917-1752-baseline|c148-s3|google-small|Rippling", "prompt": "c148-s3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Fast-Growing & Tech-Forward Teams... Rippling is unmatched"}, {"id": "mai-20260917-1752-baseline|c148-s3|google-small|QuickBooks Workforce", "prompt": "c148-s3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for QuickBooks Loyals... QuickBooks Workforce is the logical choice"}, {"id": "mai-20260917-1752-baseline|c148-s3|google-small|Patriot Payroll", "prompt": "c148-s3", "model": "google-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Ultra-Budget Option... the cheapest dependable option on the market"}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|Gusto", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is known for its user-friendly interface and comprehensive features, including payroll automation, tax filing, and benefits administration."}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|RUN Powered by ADP", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RUN Powered by ADP is a strong contender for small businesses that need compliance management and automated tax filing."}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|OnPay", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OnPay and Patriot Payroll are cost-effective options"}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|Patriot Payroll", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnPay and Patriot Payroll are cost-effective options"}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|QuickBooks", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks is a popular choice for businesses already using QuickBooks accounting"}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|Rippling", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling is a good option for businesses that need automation-heavy HR workflows and international payments."}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|Remote", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Remote is a good choice for companies that need to pay employees across countries."}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|Justworks", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Justworks is a good option for businesses that need compliance management and integrations"}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|Paylocity", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Paylocity is a good choice for businesses that need HR, payroll, and integrations in one platform."}, {"id": "mai-20260917-1752-baseline|c148-s3|meta-small|HiBob", "prompt": "c148-s3", "model": "meta-small", "cat": "payroll-software", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "HiBob is a good option for businesses that need real-time payroll data access."}, {"id": "mai-20260917-1752-baseline|c148-s3|minimax-small|Gusto", "prompt": "c148-s3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams (under 20 employees), **Gusto** offers the best balance of features and usability."}, {"id": "mai-20260917-1752-baseline|c148-s3|minimax-small|ADP RUN", "prompt": "c148-s3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP RUN \\u2013 Best for Reliability & Compliance"}, {"id": "mai-20260917-1752-baseline|c148-s3|minimax-small|QuickBooks Payroll", "prompt": "c148-s3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For businesses already using QuickBooks, **QuickBooks Payroll** minimizes integration friction."}, {"id": "mai-20260917-1752-baseline|c148-s3|minimax-small|Patriot Payroll", "prompt": "c148-s3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is the primary concern, **Patriot Payroll** provides the lowest cost with core features."}, {"id": "mai-20260917-1752-baseline|c148-s3|minimax-small|OnPay", "prompt": "c148-s3", "model": "minimax-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OnPay \\u2013 Best Overall Value"}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|Gusto", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**US-only, small team:** Gusto or Patriot."}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|Rippling", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need HR+IT automation:** Rippling."}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|ADP RUN", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growing fast or need compliance:** ADP RUN."}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|Paychex Flex", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-sized businesses needing flexible payment options and HR services."}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|Patriot Software", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**US-only, small team:** Gusto or Patriot."}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|Deel", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**International team:** Deel."}, {"id": "mai-20260917-1752-baseline|c148-s3|mistral-small|OnPay", "prompt": "c148-s3", "model": "mistral-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best value:** Patriot or OnPay."}, {"id": "mai-20260917-1752-baseline|c148-s3|moonshot-small|Patriot Payroll", "prompt": "c148-s3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Patriot** is ideal if budget is the primary concern."}, {"id": "mai-20260917-1752-baseline|c148-s3|moonshot-small|OnPay", "prompt": "c148-s3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams (under 10 employees), **OnPay** or **Gusto** offer the best balance of features and price"}, {"id": "mai-20260917-1752-baseline|c148-s3|moonshot-small|Gusto", "prompt": "c148-s3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**OnPay** or **Gusto** offer the best balance of features and price"}, {"id": "mai-20260917-1752-baseline|c148-s3|moonshot-small|QuickBooks Workforce", "prompt": "c148-s3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for QuickBooks Users... Less ideal if you're not already in the QuickBooks ecosystem"}, {"id": "mai-20260917-1752-baseline|c148-s3|moonshot-small|Square Payroll", "prompt": "c148-s3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Square POS users, tipped staff"}, {"id": "mai-20260917-1752-baseline|c148-s3|moonshot-small|ADP RUN", "prompt": "c148-s3", "model": "moonshot-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Scaling & Complex Needs... Higher cost and more complex pricing structure"}, {"id": "mai-20260917-1752-baseline|c148-s3|openai-small|Gusto", "prompt": "c148-s3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — best all-around choice for many small businesses"}, {"id": "mai-20260917-1752-baseline|c148-s3|openai-small|QuickBooks Payroll", "prompt": "c148-s3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use QuickBooks for accounting"}, {"id": "mai-20260917-1752-baseline|c148-s3|openai-small|OnPay", "prompt": "c148-s3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for multi-state payroll and simpler pricing"}, {"id": "mai-20260917-1752-baseline|c148-s3|openai-small|Patriot Payroll", "prompt": "c148-s3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "budget-friendly, straightforward payroll"}, {"id": "mai-20260917-1752-baseline|c148-s3|openai-small|ADP RUN", "prompt": "c148-s3", "model": "openai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a more enterprise-grade provider that can scale"}, {"id": "mai-20260917-1752-baseline|c148-s3|xai-small|Gusto", "prompt": "c148-s3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For Overall small teams, HR integration ... start with Gusto if you want HR perks"}, {"id": "mai-20260917-1752-baseline|c148-s3|xai-small|OnPay", "prompt": "c148-s3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay for multi-state"}, {"id": "mai-20260917-1752-baseline|c148-s3|xai-small|QuickBooks Payroll", "prompt": "c148-s3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online users | Seamless QB accounting sync"}, {"id": "mai-20260917-1752-baseline|c148-s3|xai-small|Patriot Payroll", "prompt": "c148-s3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Patriot wins on cost for basics"}, {"id": "mai-20260917-1752-baseline|c148-s3|xai-small|ADP RUN", "prompt": "c148-s3", "model": "xai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More complex setup; higher cost/add-ons; less intuitive for tiny teams."}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|Gusto", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Overall ease of use & HR features** | **Gusto**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|OnPay", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multi‑state compliance without extra fees** | **OnPay**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|Patriot Payroll", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest cost, simple US payroll** | **Patriot**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|QuickBooks Workforce", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tight accounting integration (QuickBooks)** | **QuickBooks Workforce**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|Square Payroll", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Retail/restaurant team using Square** | **Square Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|Homebase", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Automated timesheets → payroll sync** | **Homebase**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|ADP RUN", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Enterprise‑scale compliance & scalability** | **ADP RUN**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|Rippling", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**HR + IT + payroll in one platform** | **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-s3|zai-small|SurePayroll", "prompt": "c148-s3", "model": "zai-small", "cat": "payroll-software", "variant": "comparative", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Personal support & household‑employee needs** | **SurePayroll**"}, {"id": "mai-20260917-1752-baseline|c148-s4|alibaba-small|Patriot Software", "prompt": "c148-s4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Patriot Software** if your only constraint is the dollar amount coming out of your bank account."}, {"id": "mai-20260917-1752-baseline|c148-s4|alibaba-small|SurePayroll", "prompt": "c148-s4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with SurePayroll** if you are hiring in multiple states."}, {"id": "mai-20260917-1752-baseline|c148-s4|alibaba-small|Homebase", "prompt": "c148-s4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Homebase** if you are running a shift-based business"}, {"id": "mai-20260917-1752-baseline|c148-s4|alibaba-small|OnPay", "prompt": "c148-s4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While slightly more expensive than Patriot (~$40 start), OnPay is excellent for tight budgets"}, {"id": "mai-20260917-1752-baseline|c148-s4|alibaba-small|Gusto", "prompt": "c148-s4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A major competitor, but typically twice the price of Patriot."}, {"id": "mai-20260917-1752-baseline|c148-s4|alibaba-small|QuickBooks", "prompt": "c148-s4", "model": "alibaba-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most competitors (like Gusto or QuickBooks) charge significantly more"}, {"id": "mai-20260917-1752-baseline|c148-s4|anthropic-small|Patriot Software", "prompt": "c148-s4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Patriot is the best budget payroll provider, with pricing starting at just $17 plus $4 per person per month"}, {"id": "mai-20260917-1752-baseline|c148-s4|anthropic-small|OnPay", "prompt": "c148-s4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay provides a good balance of cost and features with clearer pricing structure"}, {"id": "mai-20260917-1752-baseline|c148-s4|anthropic-small|Wave Payroll", "prompt": "c148-s4", "model": "anthropic-small", "cat": "payroll-software", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wave Payroll is a budget-friendly payroll that plugs into Wave's free accounting software"}, {"id": "mai-20260917-1752-baseline|c148-s4|challenger-small|Patriot Payroll", "prompt": "c148-s4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value pick is usually **Patriot Payroll** because it is consistently identified as the **lowest-cost budget option**"}, {"id": "mai-20260917-1752-baseline|c148-s4|challenger-small|OnPay", "prompt": "c148-s4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnPay** is also widely recommended for small businesses, with pricing around **$49 per month plus $6 per employee**"}, {"id": "mai-20260917-1752-baseline|c148-s4|challenger-small|Payroll4Free", "prompt": "c148-s4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Payroll4Free** is mentioned as a free option, but it is limited to smaller businesses"}, {"id": "mai-20260917-1752-baseline|c148-s4|challenger-small|Gusto", "prompt": "c148-s4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Best all-in-one overall, but not the cheapest:** **Gusto**"}, {"id": "mai-20260917-1752-baseline|c148-s4|challenger-small|QuickBooks Payroll", "prompt": "c148-s4", "model": "challenger-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you already use QuickBooks:** **QuickBooks Payroll**"}, {"id": "mai-20260917-1752-baseline|c148-s4|deepseek-small|Patriot Payroll", "prompt": "c148-s4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Patriot Payroll** is widely considered the best budget pick for a small business"}, {"id": "mai-20260917-1752-baseline|c148-s4|deepseek-small|OnPay", "prompt": "c148-s4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Flat-Pricing Option: OnPay"}, {"id": "mai-20260917-1752-baseline|c148-s4|deepseek-small|QuickBooks Payroll", "prompt": "c148-s4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You Already Use QuickBooks: QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c148-s4|deepseek-small|Payroll4Free", "prompt": "c148-s4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payroll4Free** is your $0 option"}, {"id": "mai-20260917-1752-baseline|c148-s4|deepseek-small|Gusto", "prompt": "c148-s4", "model": "deepseek-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Gusto | ~$79/mo | Nice UX + HR extras |"}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|Patriot Full-Service Payroll", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Full-Service Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want Full-Service (Highly Recommended):** Go with **Patriot Full-Service**."}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|Zoho Payroll", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Zoho Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Zoho books, **Zoho Payroll** is a great secondary choice."}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|SurePayroll (Full-Service)", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "SurePayroll (Full-Service)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cons:** Watch out for hidden fees; they may charge extra for year-end W-2 and 1099 form filing"}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|Patriot Basic Payroll", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Basic Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cheapest reliable way to pay employees (DIY Tax):** Go with **Patriot Basic**"}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|SurePayroll (No Tax Filing)", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "SurePayroll (No Tax Filing)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pros:** Reliable, simple payroll runs for a low monthly cost."}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|Payroll4Free", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you have a strict $0 budget:** Go with **Payroll4Free**, but be prepared to print paper checks and file your taxes manually."}, {"id": "mai-20260917-1752-baseline|c148-s4|google-small|Gusto (Simple Plan)", "prompt": "c148-s4", "model": "google-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto (Simple Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "While slightly more expensive than Patriot, Gusto has an incredibly user-friendly design."}, {"id": "mai-20260917-1752-baseline|c148-s4|meta-small|Patriot Payroll", "prompt": "c148-s4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best payroll software for a small company with a tight budget is Patriot Payroll, which is a budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c148-s4|meta-small|OnPay", "prompt": "c148-s4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are OnPay, QuickBooks Payroll, and Rippling."}, {"id": "mai-20260917-1752-baseline|c148-s4|meta-small|QuickBooks Payroll", "prompt": "c148-s4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are OnPay, QuickBooks Payroll, and Rippling."}, {"id": "mai-20260917-1752-baseline|c148-s4|meta-small|Rippling", "prompt": "c148-s4", "model": "meta-small", "cat": "payroll-software", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are OnPay, QuickBooks Payroll, and Rippling."}, {"id": "mai-20260917-1752-baseline|c148-s4|minimax-small|Patriot", "prompt": "c148-s4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Patriot** is your best bet"}, {"id": "mai-20260917-1752-baseline|c148-s4|minimax-small|SurePayroll by Paychex", "prompt": "c148-s4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "SurePayroll by Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Essential Features) ... Most affordable with essential payroll features"}, {"id": "mai-20260917-1752-baseline|c148-s4|minimax-small|TimeTrex", "prompt": "c148-s4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for:** Smaller teams needing basic payroll"}, {"id": "mai-20260917-1752-baseline|c148-s4|minimax-small|Gusto", "prompt": "c148-s4", "model": "minimax-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strength:** User-friendly interface, comprehensive features"}, {"id": "mai-20260917-1752-baseline|c148-s4|mistral-small|Patriot", "prompt": "c148-s4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Starting at just $17 per month plus $4 per person per month, making it very affordable for small teams"}, {"id": "mai-20260917-1752-baseline|c148-s4|mistral-small|OnPay", "prompt": "c148-s4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a starting price of $49 per month plus $6 per employee, providing good value and strong support"}, {"id": "mai-20260917-1752-baseline|c148-s4|mistral-small|Payroll4Free", "prompt": "c148-s4", "model": "mistral-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A no-cost solution for businesses with fewer than 10 employees, handling basic payroll and tax calculations."}, {"id": "mai-20260917-1752-baseline|c148-s4|moonshot-small|Patriot Payroll", "prompt": "c148-s4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're on a very tight budget:** Go with **Patriot Payroll's Basic plan ($17 + $4/employee)**"}, {"id": "mai-20260917-1752-baseline|c148-s4|moonshot-small|OnPay", "prompt": "c148-s4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnPay ($49 + $6/employee)** are your best values"}, {"id": "mai-20260917-1752-baseline|c148-s4|moonshot-small|Square Payroll", "prompt": "c148-s4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest base fee among full-service options, integrates seamlessly with Square POS"}, {"id": "mai-20260917-1752-baseline|c148-s4|moonshot-small|Gusto", "prompt": "c148-s4", "model": "moonshot-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Gusto** | $109 | $1,308 |"}, {"id": "mai-20260917-1752-baseline|c148-s4|openai-small|Patriot Software", "prompt": "c148-s4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Patriot Software** is often the best starting point for a small company because it's one of the cheapest full-service payroll options"}, {"id": "mai-20260917-1752-baseline|c148-s4|openai-small|OnPay", "prompt": "c148-s4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong \"best value\" option with solid payroll and HR features"}, {"id": "mai-20260917-1752-baseline|c148-s4|openai-small|Square Payroll", "prompt": "c148-s4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you already use Square for POS"}, {"id": "mai-20260917-1752-baseline|c148-s4|openai-small|Gusto", "prompt": "c148-s4", "model": "openai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "easier to use and feature-rich, but usually pricier"}, {"id": "mai-20260917-1752-baseline|c148-s4|xai-small|Patriot Payroll", "prompt": "c148-s4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Patriot Payroll** stands out as the best payroll software for a small company on a tight budget"}, {"id": "mai-20260917-1752-baseline|c148-s4|xai-small|OnPay", "prompt": "c148-s4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **OnPay** | $40–$49 base + $6/ee | Unlimited runs, multi-state | Flat pricing, great support"}, {"id": "mai-20260917-1752-baseline|c148-s4|xai-small|Gusto", "prompt": "c148-s4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More features (benefits, onboarding); pricier but scalable"}, {"id": "mai-20260917-1752-baseline|c148-s4|xai-small|Wave Payroll", "prompt": "c148-s4", "model": "xai-small", "cat": "payroll-software", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest in self-service states; limited tax filing."}, {"id": "mai-20260917-1752-baseline|c148-s4|zai-small|Payroll4Free", "prompt": "c148-s4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Payroll4Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Payroll4Free is the clear winner: core software is free, and you only pay for add-ons"}, {"id": "mai-20260917-1752-baseline|c148-s4|zai-small|Patriot Payroll", "prompt": "c148-s4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Patriot Payroll is the standout budget choice."}, {"id": "mai-20260917-1752-baseline|c148-s4|zai-small|OnPay", "prompt": "c148-s4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OnPay offers a flat, predictable fee with full-service compliance."}, {"id": "mai-20260917-1752-baseline|c148-s4|zai-small|Gusto", "prompt": "c148-s4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto is a strong alternative if you also want robust HR/benefits tools, but expect the same base price as OnPay."}, {"id": "mai-20260917-1752-baseline|c148-s4|zai-small|QuickBooks Payroll", "prompt": "c148-s4", "model": "zai-small", "cat": "payroll-software", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "starts around $50/mo + $6.50/employee. It's pricier but integrates tightly with QuickBooks accounting."}, {"id": "mai-20260917-1752-baseline|c148-s5|anthropic-small|Gusto", "prompt": "c148-s5", "model": "anthropic-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "think providers like Gusto, ADP Run, Rippling, or similar, rather than enterprise systems."}, {"id": "mai-20260917-1752-baseline|c148-s5|anthropic-small|ADP Run", "prompt": "c148-s5", "model": "anthropic-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Run", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "think providers like Gusto, ADP Run, Rippling, or similar"}, {"id": "mai-20260917-1752-baseline|c148-s5|anthropic-small|Rippling", "prompt": "c148-s5", "model": "anthropic-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "think providers like Gusto, ADP Run, Rippling, or similar"}, {"id": "mai-20260917-1752-baseline|c148-s5|challenger-small|Gusto", "prompt": "c148-s5", "model": "challenger-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "look at platforms like Gusto or QuickBooks Payroll, which emphasize bundled HR, time, and benefits features"}, {"id": "mai-20260917-1752-baseline|c148-s5|challenger-small|QuickBooks Payroll", "prompt": "c148-s5", "model": "challenger-small", "cat": "payroll-software", "variant": "scale", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at platforms like Gusto or QuickBooks Payroll, which emphasize bundled HR, time, and benefits features"}, {"id": "mai-20260917-1752-baseline|c148-s5|deepseek-small|Gusto", "prompt": "c148-s5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto** | Overall best for small business | ~$49/mo + $6/employee"}, {"id": "mai-20260917-1752-baseline|c148-s5|deepseek-small|OnPay", "prompt": "c148-s5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OnPay** | Ease of use & value"}, {"id": "mai-20260917-1752-baseline|c148-s5|deepseek-small|QuickBooks Payroll", "prompt": "c148-s5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**QuickBooks Payroll** | QuickBooks users"}, {"id": "mai-20260917-1752-baseline|c148-s5|deepseek-small|Patriot Payroll", "prompt": "c148-s5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Patriot Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Patriot Payroll** | Budget-friendly"}, {"id": "mai-20260917-1752-baseline|c148-s5|deepseek-small|ADP RUN", "prompt": "c148-s5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP RUN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ADP RUN** | Growing companies | Custom quote"}, {"id": "mai-20260917-1752-baseline|c148-s5|deepseek-small|Paycor", "prompt": "c148-s5", "model": "deepseek-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Paycor** | Scalability | Custom quote"}, {"id": "mai-20260917-1752-baseline|c148-s5|google-small|Gusto", "prompt": "c148-s5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent for modern, tech-forward small businesses... It's usually the benchmark for companies of your size."}, {"id": "mai-20260917-1752-baseline|c148-s5|google-small|Rippling", "prompt": "c148-s5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly recommended if you have remote employees, use a lot of SaaS tools, or plan to grow quickly."}, {"id": "mai-20260917-1752-baseline|c148-s5|google-small|QuickBooks Payroll", "prompt": "c148-s5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a convenient option, though its standalone HR and benefits features are generally considered weaker than Gusto or Rippling"}, {"id": "mai-20260917-1752-baseline|c148-s5|google-small|ADP Run", "prompt": "c148-s5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP Run", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their user interfaces can feel dated, and their pricing structures can sometimes be less transparent"}, {"id": "mai-20260917-1752-baseline|c148-s5|google-small|Paychex Flex", "prompt": "c148-s5", "model": "google-small", "cat": "payroll-software", "variant": "scale", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The traditional giants... their user interfaces can feel dated, and their pricing structures can sometimes be less transparent"}, {"id": "mai-20260917-1752-baseline|c148-s5|mistral-small|Gusto", "prompt": "c148-s5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top options like Gusto, ADP, Paychex, Rippling, OnPay, or BambooHR Payroll."}, {"id": "mai-20260917-1752-baseline|c148-s5|mistral-small|ADP", "prompt": "c148-s5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top options like Gusto, ADP, Paychex, Rippling, OnPay, or BambooHR Payroll."}, {"id": "mai-20260917-1752-baseline|c148-s5|mistral-small|Paychex", "prompt": "c148-s5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top options like Gusto, ADP, Paychex, Rippling, OnPay, or BambooHR Payroll."}, {"id": "mai-20260917-1752-baseline|c148-s5|mistral-small|Rippling", "prompt": "c148-s5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top options like Gusto, ADP, Paychex, Rippling, OnPay, or BambooHR Payroll."}, {"id": "mai-20260917-1752-baseline|c148-s5|mistral-small|OnPay", "prompt": "c148-s5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top options like Gusto, ADP, Paychex, Rippling, OnPay, or BambooHR Payroll."}, {"id": "mai-20260917-1752-baseline|c148-s5|mistral-small|BambooHR Payroll", "prompt": "c148-s5", "model": "mistral-small", "cat": "payroll-software", "variant": "scale", "raw": "BambooHR Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compare top options like Gusto, ADP, Paychex, Rippling, OnPay, or BambooHR Payroll."}, {"id": "mai-20260917-1752-baseline|c148-s5|moonshot-small|Gusto", "prompt": "c148-s5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto**, **OnPay**, **QuickBooks Payroll**, **Paycor**, and **Patriot Payroll** are frequently recommended for businesses your size."}, {"id": "mai-20260917-1752-baseline|c148-s5|moonshot-small|OnPay", "prompt": "c148-s5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "frequently recommended for businesses your size"}, {"id": "mai-20260917-1752-baseline|c148-s5|moonshot-small|QuickBooks Payroll", "prompt": "c148-s5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "frequently recommended for businesses your size"}, {"id": "mai-20260917-1752-baseline|c148-s5|moonshot-small|Paycor", "prompt": "c148-s5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "frequently recommended for businesses your size"}, {"id": "mai-20260917-1752-baseline|c148-s5|moonshot-small|Patriot Payroll", "prompt": "c148-s5", "model": "moonshot-small", "cat": "payroll-software", "variant": "scale", "raw": "Patriot Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "frequently recommended for businesses your size"}, {"id": "mai-20260917-1752-baseline|c148-s5|xai-small|Gusto", "prompt": "c148-s5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular picks for 2024/2025 SMBs include Gusto (best all-in-one)"}, {"id": "mai-20260917-1752-baseline|c148-s5|xai-small|OnPay", "prompt": "c148-s5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnPay (multi-state)"}, {"id": "mai-20260917-1752-baseline|c148-s5|xai-small|QuickBooks Payroll", "prompt": "c148-s5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks (if you're already on it)"}, {"id": "mai-20260917-1752-baseline|c148-s5|xai-small|Patriot Software", "prompt": "c148-s5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Patriot Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Patriot (~$17 + $4)—budget-friendly for SMBs"}, {"id": "mai-20260917-1752-baseline|c148-s5|xai-small|Rippling", "prompt": "c148-s5", "model": "xai-small", "cat": "payroll-software", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aim to demo 3-5 options (e.g., Gusto, OnPay, QuickBooks Payroll, Patriot Software, or Rippling)"}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|ADP", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you have a dedicated HR manager or anticipate rapid growth into 50+ employees within months."}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Paychex", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid unless you have a dedicated HR manager"}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Ceridian", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Ceridian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid unless you have a dedicated HR manager"}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Intuit (QuickBooks Payroll)", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Intuit (QuickBooks Payroll)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** Proceed with caution. Ensure you are getting a fully integrated solution rather than relying on the basic tier."}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Gusto", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Use only if you are tech-savvy enough to verify their work manually"}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Excel/Sheets", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Excel/Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** Avoid completely once you hire even a single part-time employee."}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Rippling", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "it is safer to choose a provider specifically built for SMBs—such as **Rippling**"}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|Deel", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Deel** (for global hires)"}, {"id": "mai-20260917-1752-baseline|c148-s6|alibaba-small|SurePayroll", "prompt": "c148-s6", "model": "alibaba-small", "cat": "payroll-software", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **SurePayroll**—rather than trying to downgrade from a major enterprise suite"}, {"id": "mai-20260917-1752-baseline|c148-s6|anthropic-small|Gusto", "prompt": "c148-s6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Gusto faces substantial criticism, predominantly concerning customer service"}, {"id": "mai-20260917-1752-baseline|c148-s6|anthropic-small|QuickBooks Payroll", "prompt": "c148-s6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "QuickBooks payroll can be frustrating when you need help"}, {"id": "mai-20260917-1752-baseline|c148-s6|anthropic-small|Paycor", "prompt": "c148-s6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious about hidden costs."}, {"id": "mai-20260917-1752-baseline|c148-s6|anthropic-small|OnPay", "prompt": "c148-s6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnPay provides better standalone payroll features and significantly superior customer support compared to QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c148-s6|anthropic-small|Paychex", "prompt": "c148-s6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Paychex charges per payroll run, and this per-run charge can significantly increase the total payroll cost"}, {"id": "mai-20260917-1752-baseline|c148-s6|anthropic-small|Patriot Software", "prompt": "c148-s6", "model": "anthropic-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Patriot costs less but comes with significantly fewer features and more limited support"}, {"id": "mai-20260917-1752-baseline|c148-s6|challenger-small|ADP", "prompt": "c148-s6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "positioned more for **medium-to-large businesses** ... pricing is **custom/not advertised**, which can make it less predictable for small teams"}, {"id": "mai-20260917-1752-baseline|c148-s6|challenger-small|Paychex", "prompt": "c148-s6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "framed more as an **HCM platform** than a simple small-business payroll tool, so it may be more than you need"}, {"id": "mai-20260917-1752-baseline|c148-s6|challenger-small|Square Payroll", "prompt": "c148-s6", "model": "challenger-small", "cat": "payroll-software", "variant": "negative", "raw": "Square Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "limited features and customization**, making it less compelling as a standalone payroll choice"}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|Paycor", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Who should avoid: Small businesses with 1–50 employees who don't have a dedicated HR person to fight billing disputes."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|Paycom", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Who should avoid: Small businesses under 50 employees."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|ADP (Especially ADP RUN)", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP (Especially ADP RUN)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Who should avoid: Solo owners and very small teams (1–10 employees)"}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|SurePayroll", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Who should avoid: Businesses that need local tax filing, year-end forms included, or robust support."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|Intuit QuickBooks Payroll", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Intuit QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Who should avoid: Businesses with employees in multiple states... it's not a fully managed service despite the marketing."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|OnPay", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "OnPay — flat $40/month + $6/employee, all-inclusive (no hidden fees), great support."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|Gusto", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto — $49/month + $6/employee, intuitive, includes year-end forms, strong for teams under 50."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|Rippling", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling — $8/employee/month, better for companies that also need HR and IT management."}, {"id": "mai-20260917-1752-baseline|c148-s6|deepseek-small|Paychex Flex", "prompt": "c148-s6", "model": "deepseek-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Paychex Flex (the small-business plan) — but negotiate hard on fees before signing."}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|ADP (specifically ADP RUN)", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP (specifically ADP RUN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ADP and Paychex are notorious for \"nickel-and-diming\""}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|Paychex (specifically Paychex Flex)", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex (specifically Paychex Flex)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be Cautious: Both ADP and Paychex were built as enterprise-level systems and adapted for small businesses."}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|QuickBooks Payroll (Intuit)", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll (Intuit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Notoriously Poor Customer Support ... Ecosystem Lock-in"}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|Patriot", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "self-service tiers of Patriot ... avoid self-service tax options"}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|Rippling", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "massive overkill and highly expensive for micro-businesses"}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|Justworks", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its administrative costs per employee are incredibly high if you don't actually need or use their health benefits"}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|Excel", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Manual Spreadsheets (Excel) ... Avoid this at all costs."}, {"id": "mai-20260917-1752-baseline|c148-s6|google-small|Gusto", "prompt": "c148-s6", "model": "google-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Many modern, well-liked platforms (like Gusto) are highly rated, but they have shifted heavily toward chat support and email ticketing."}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|Namely", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Namely - Not well-suited for managing an international team."}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|Rippling", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Rippling - Overkill and expensive for businesses with less than 100 employees."}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|QuickBooks Payroll", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "QuickBooks Payroll and Paychex/ADP - Notoriously poor customer support and hidden fees."}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|Paychex/ADP", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex/ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "QuickBooks Payroll and Paychex/ADP - Notoriously poor customer support and hidden fees."}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|Wave Payroll", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Wave Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Wave Payroll - Frustrating service experience and negatively impacting business."}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|Gusto", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Gusto - Simple, rock-solid tax filing, and excellent user experience"}, {"id": "mai-20260917-1752-baseline|c148-s6|meta-small|OnPay", "prompt": "c148-s6", "model": "meta-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OnPay - Best value at the cheapest rate."}, {"id": "mai-20260917-1752-baseline|c148-s6|minimax-small|Paychex", "prompt": "c148-s6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One of the most frequently criticized services. Common issues include: **Terrible customer support**"}, {"id": "mai-20260917-1752-baseline|c148-s6|minimax-small|Paylocity", "prompt": "c148-s6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While generally functional, many users report: **Opaque pricing**"}, {"id": "mai-20260917-1752-baseline|c148-s6|minimax-small|Paycor", "prompt": "c148-s6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple red flags include: **Poor customer service**"}, {"id": "mai-20260917-1752-baseline|c148-s6|minimax-small|Justworks", "prompt": "c148-s6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Several concerning reviews mention: **Poor customer service** - **Untrained staff** making frequent payroll errors"}, {"id": "mai-20260917-1752-baseline|c148-s6|minimax-small|Complete Payroll Solutions", "prompt": "c148-s6", "model": "minimax-small", "cat": "payroll-software", "variant": "negative", "raw": "Complete Payroll Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "faced a **$2.6 million settlement** due to a data breach"}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|Paycor", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple reports of hidden fees, unexpected charges, and poor customer support."}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|SurePayroll", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users frequently complain about poor customer support, misleading sales practices, and hidden fees."}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|Paycom", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "user reviews highlight ongoing problems with tax handling, customer service, and system errors"}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|Papaya Global", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Users report hidden fees, inaccurate quotes, and poor customer service."}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|ADP", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution: While these platforms are generally well-regarded, they have been involved in payroll data breaches"}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|Workday", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution: While these platforms are generally well-regarded, they have been involved in payroll data breaches"}, {"id": "mai-20260917-1752-baseline|c148-s6|mistral-small|Rippling", "prompt": "c148-s6", "model": "mistral-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "ADP, Workday, and Rippling have strong certifications, but no system is immune to cyber threats"}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|ADP (RUN for Small Business)", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP (RUN for Small Business)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many small businesses report feeling trapped after signing. Consider only if you need enterprise-level features and have negotiating power."}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|Paychex", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar to ADP—better for larger businesses that can negotiate. Many users recommend newer alternatives like Gusto instead."}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|QuickBooks Payroll", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The forced tax withholding policy is particularly problematic for cash-flow-sensitive small businesses."}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|Paycom", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Extremely punitive contracts: Reported $35,000 termination fee for a small business on a 3-year contract"}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|Gusto", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Gusto** (transparent pricing, good for 1-100 employees)"}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|OnPay", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OnPay** (simple, no hidden fees)"}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|SurePayroll", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SurePayroll** (smaller, more personal service)"}, {"id": "mai-20260917-1752-baseline|c148-s6|moonshot-small|Patriot Software", "prompt": "c148-s6", "model": "moonshot-small", "cat": "payroll-software", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Patriot Software** (budget-friendly, straightforward)"}, {"id": "mai-20260917-1752-baseline|c148-s6|openai-small|Paychex", "prompt": "c148-s6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the platforms I'd be most cautious about are **Paychex, Paycor, and SurePayroll**"}, {"id": "mai-20260917-1752-baseline|c148-s6|openai-small|Paycor", "prompt": "c148-s6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "recent reviews frequently mention high or unexpected fees and cancellation charges"}, {"id": "mai-20260917-1752-baseline|c148-s6|openai-small|SurePayroll", "prompt": "c148-s6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "recent reviews mention hidden fees, tax mistakes, and support problems"}, {"id": "mai-20260917-1752-baseline|c148-s6|openai-small|Payroll4Free", "prompt": "c148-s6", "model": "openai-small", "cat": "payroll-software", "variant": "negative", "raw": "Payroll4Free", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be careful if the \"free\" pricing depends on terms you may later lose"}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|Paycor", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with High Caution or Avoid:\n- **Paycor**: ... Hidden fees ... terrible support"}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|Paychex", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Issues: Payroll/tax errors (e.g., unfiled reports leading to liens/penalties), unresponsive support, unexpected charges."}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|ADP", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Opaque pricing ... inconsistent support ... complex for tiny teams. ConsumerAffairs reviews highlight it's \"not for small business.\""}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|Gusto", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Problems: Delayed deposits, tax filing errors, unhelpful/slow support ... Some Reddit users warn to \"stay away\""}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|Wave Payroll", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Wave Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Major red flags: ... calculation errors, lost history, unfiled taxes ... Reddit threads label it a \"nightmare\""}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|Rippling", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "top-rated alternatives ... include Rippling, BambooHR, or OnPay for better support and simplicity"}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|BambooHR", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "top-rated alternatives ... include Rippling, BambooHR, or OnPay"}, {"id": "mai-20260917-1752-baseline|c148-s6|xai-small|OnPay", "prompt": "c148-s6", "model": "xai-small", "cat": "payroll-software", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "include Rippling, BambooHR, or OnPay for better support and simplicity"}, {"id": "mai-20260917-1752-baseline|c148-s6|zai-small|Paychex", "prompt": "c148-s6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the specific platforms to avoid and the reasons why:\n\n### 1. Paychex ... frequently cited as a poor choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c148-s6|zai-small|QuickBooks Payroll (by Intuit)", "prompt": "c148-s6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "QuickBooks Payroll (by Intuit)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "its payroll integration is often criticized for being expensive and opaque"}, {"id": "mai-20260917-1752-baseline|c148-s6|zai-small|ADP (for Small Business)", "prompt": "c148-s6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "ADP (for Small Business)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "small businesses often find it too complex and difficult to navigate compared to modern competitors"}, {"id": "mai-20260917-1752-baseline|c148-s6|zai-small|Justworks", "prompt": "c148-s6", "model": "zai-small", "cat": "payroll-software", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While generally well-regarded, Justworks has faced specific operational issues that make it a cautionary pick for some."}, {"id": "mai-20260917-1752-baseline|c149-l1|alibaba-small|Globalization Partners", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Globalization Partners is often the default choice for Fortune 500 companies and highly regulated industries"}, {"id": "mai-20260917-1752-baseline|c149-l1|alibaba-small|Remote", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Remote if you want the highest quality user experience for your hires and strict IP protection protocols."}, {"id": "mai-20260917-1752-baseline|c149-l1|alibaba-small|Deel", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is the market leader in terms of brand recognition and rapid deployment."}, {"id": "mai-20260917-1752-baseline|c149-l1|alibaba-small|Rippling", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Rippling if you want to consolidate your entire workforce management into one software subscription."}, {"id": "mai-20260917-1752-baseline|c149-l1|alibaba-small|Oyster", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "May lack the heavy-duty compliance audit trails that traditional enterprise legal teams prefer"}, {"id": "mai-20260917-1752-baseline|c149-l1|anthropic-small|Rippling", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Rippling** - Strong for enterprise clients, comprehensive HR platform integration"}, {"id": "mai-20260917-1752-baseline|c149-l1|anthropic-small|Deel", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deel** - Global coverage with 150+ countries, good for distributed teams"}, {"id": "mai-20260917-1752-baseline|c149-l1|anthropic-small|Remote", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Remote** - Enterprise-focused with strong compliance and security"}, {"id": "mai-20260917-1752-baseline|c149-l1|anthropic-small|ADP TotalSource", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "ADP TotalSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP TotalSource** - Established PEO/EOR with enterprise experience"}, {"id": "mai-20260917-1752-baseline|c149-l1|anthropic-small|Insperity", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Insperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Insperity** - Comprehensive HR services for growing companies"}, {"id": "mai-20260917-1752-baseline|c149-l1|challenger-small|G-P", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**G-P** is the safest enterprise-oriented answer because multiple sources specifically call it the **best EOR for enterprises**"}, {"id": "mai-20260917-1752-baseline|c149-l1|challenger-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top-ranked in one enterprise-focused review with very strong review volume and coverage"}, {"id": "mai-20260917-1752-baseline|c149-l1|challenger-small|Deel", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest if you want broad platform scope and a widely adopted global EOR, though some sources position it more as a strong general/global option"}, {"id": "mai-20260917-1752-baseline|c149-l1|challenger-small|Rippling", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when EOR needs to integrate tightly with HR, payroll, and IT workflows"}, {"id": "mai-20260917-1752-baseline|c149-l1|deepseek-small|Papaya Global", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely cited as the strongest for *large, complex, multi-country workforces*"}, {"id": "mai-20260917-1752-baseline|c149-l1|deepseek-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often ranked the top pick specifically for *midmarket and enterprise* compliance"}, {"id": "mai-20260917-1752-baseline|c149-l1|deepseek-small|Globalization Partners (G-P)", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the strongest candidates are **Papaya Global** ..., **Pebl/Velocity Global** ..., or **G-P** (enterprise compliance depth)"}, {"id": "mai-20260917-1752-baseline|c149-l1|deepseek-small|Deel", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For most teams that value breadth, speed, and UX above all, **Deel** is the safest default."}, {"id": "mai-20260917-1752-baseline|c149-l1|deepseek-small|Rippling", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're US-centric and want EOR unified with your HR, IT, and payroll in one platform"}, {"id": "mai-20260917-1752-baseline|c149-l1|deepseek-small|Remote", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Owned entities give more control and IP protection (Remote, Deel)"}, {"id": "mai-20260917-1752-baseline|c149-l1|google-small|Remote", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum security, certified Workday synergy, and strict IP protection** (ideal for SaaS and B2B tech), choose **Remote**."}, {"id": "mai-20260917-1752-baseline|c149-l1|google-small|Deel", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a **comprehensive, modern tech stack** ... choose **Deel**."}, {"id": "mai-20260917-1752-baseline|c149-l1|google-small|G-P (Globalization Partners)", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise requires **structured consulting, global M&A transition support** ... choose **G-P**."}, {"id": "mai-20260917-1752-baseline|c149-l1|google-small|Safeguard Global", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Deep Bi-Directional Workday Sync"}, {"id": "mai-20260917-1752-baseline|c149-l1|google-small|Papaya Global", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Deel** or **Papaya Global** | Excellent for consolidating global payment rails"}, {"id": "mai-20260917-1752-baseline|c149-l1|meta-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ranked first on EOR Overview's scoring with 175 countries and 4.9/5 across 5,468 reviews"}, {"id": "mai-20260917-1752-baseline|c149-l1|meta-small|Remote", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "selected as the overall best EOR for doing everything well"}, {"id": "mai-20260917-1752-baseline|c149-l1|meta-small|Teamed", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for mid-market companies hiring across several countries"}, {"id": "mai-20260917-1752-baseline|c149-l1|meta-small|Globalization Partners (G-P)", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "best for enterprise-scale operations with complex compliance requirements across many jurisdictions"}, {"id": "mai-20260917-1752-baseline|c149-l1|minimax-small|Remote", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the best overall EOR service, known for comprehensive global coverage and strong platform quality."}, {"id": "mai-20260917-1752-baseline|c149-l1|minimax-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly rated for enterprise needs with coverage in 175 countries and a 4.9/5 rating"}, {"id": "mai-20260917-1752-baseline|c149-l1|minimax-small|G-P (Globalization Partners)", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized as one of the four best enterprise EOR companies, particularly suited for organizations with complex regulatory requirements."}, {"id": "mai-20260917-1752-baseline|c149-l1|minimax-small|Papaya Global", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another top enterprise EOR provider, strong on compliance and global workforce management."}, {"id": "mai-20260917-1752-baseline|c149-l1|minimax-small|Rippling", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though pricing is on the higher side ($599-899/employee/month)"}, {"id": "mai-20260917-1752-baseline|c149-l1|mistral-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is highly rated for enterprises, supporting 175 countries and receiving a 4.9/5 rating across 5,468 reviews, making it a top choice for large-scale operations"}, {"id": "mai-20260917-1752-baseline|c149-l1|mistral-small|Remote", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also recommended as the best overall EOR for 2026 due to its global coverage, pricing transparency, and platform quality"}, {"id": "mai-20260917-1752-baseline|c149-l1|mistral-small|G-P", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable providers for enterprise B2B companies include **G-P, Deel, Atlas HXM, and Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-l1|mistral-small|Deel", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable providers for enterprise B2B companies include **G-P, Deel, Atlas HXM, and Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-l1|mistral-small|Atlas HXM", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable providers for enterprise B2B companies include **G-P, Deel, Atlas HXM, and Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-l1|mistral-small|Rippling", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable providers for enterprise B2B companies include **G-P, Deel, Atlas HXM, and Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-l1|moonshot-small|Deel", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprise B2B companies tend to favor **Deel** or **Globalization Partners (G-P)** due to their scale, compliance depth, and proven track record"}, {"id": "mai-20260917-1752-baseline|c149-l1|moonshot-small|Remote", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Remote** if IP protection and transparent pricing are top priorities"}, {"id": "mai-20260917-1752-baseline|c149-l1|moonshot-small|Globalization Partners (G-P)", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most enterprise B2B companies tend to favor **Deel** or **Globalization Partners (G-P)**"}, {"id": "mai-20260917-1752-baseline|c149-l1|moonshot-small|Papaya Global", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Papaya Global** if integrated global payments and payroll are critical"}, {"id": "mai-20260917-1752-baseline|c149-l1|moonshot-small|Rippling", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for companies already using Rippling's ecosystem"}, {"id": "mai-20260917-1752-baseline|c149-l1|openai-small|Deel", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise B2B scale:** **Deel**"}, {"id": "mai-20260917-1752-baseline|c149-l1|openai-small|Remote", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest default pick is often **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-l1|openai-small|Velocity Global", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a more high-touch, global expansion–focused provider:** **Velocity Global / G-P**"}, {"id": "mai-20260917-1752-baseline|c149-l1|openai-small|G-P", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Velocity Global / G-P** are often in the conversation"}, {"id": "mai-20260917-1752-baseline|c149-l1|openai-small|Papaya Global", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison table** for **Deel vs Remote vs Papaya Global vs Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-l1|xai-small|Deel", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Deel** or **Pebl** for most enterprise B2B—they balance scale, ratings, and features."}, {"id": "mai-20260917-1752-baseline|c149-l1|xai-small|Pebl (ex-Velocity Global)", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (ex-Velocity Global)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Deel** or **Pebl** for most enterprise B2B"}, {"id": "mai-20260917-1752-baseline|c149-l1|xai-small|Papaya Global", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel/Papaya for platform/features"}, {"id": "mai-20260917-1752-baseline|c149-l1|xai-small|Remote", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100% owned entities (low partner risk), compliance focus; strong for IP-sensitive B2B."}, {"id": "mai-20260917-1752-baseline|c149-l1|xai-small|G-P (Globalization Partners)", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "G-P for mature enterprises"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Remote", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Remote** is widely regarded as the top overall EOR for enterprises"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Deel", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** is the strongest choice if you want the most feature‑rich, integrated HR/payroll/compliance stack"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Papaya Global", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for enterprises that need a unified global workforce wallet"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Globalization Partners (G‑P)", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G‑P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excels in compliance depth and regulatory expertise"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|OysterHR", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "OysterHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong small‑to‑mid‑size focus; good for teams needing a simple, contractor‑friendly experience."}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Safeguard Global", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "is a strong alternative for risk‑averse organizations"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Rippling", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best if you're already using or strongly prefer its HR/IT integration ecosystem"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Remofirst", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "budget‑friendly option for early‑stage or cost‑sensitive expansion"}, {"id": "mai-20260917-1752-baseline|c149-l1|zai-small|Atlas HXM", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "End‑to‑end global payroll, compliance, and benefits; good for enterprises needing a unified HXM platform."}, {"id": "mai-20260917-1752-baseline|c149-l2|alibaba-small|ADP (Automatic Data Processing)", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (Automatic Data Processing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: ADP (Automatic Data Processing)"}, {"id": "mai-20260917-1752-baseline|c149-l2|alibaba-small|Globalization Partners (GloPa)", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Globalization Partners (GloPa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strict Compliance & Risk: Globalization Partners (GloPa)"}, {"id": "mai-20260917-1752-baseline|c149-l2|alibaba-small|Rippling", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Modernization & Unified Systems: Rippling"}, {"id": "mai-20260917-1752-baseline|c149-l2|anthropic-small|ADP (Automatic Data Processing)", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (Automatic Data Processing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the largest payroll processors globally, with strong capabilities for enterprises, extensive country coverage, and robust compliance management."}, {"id": "mai-20260917-1752-baseline|c149-l2|anthropic-small|Paychex", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for larger companies with comprehensive payroll, HR, and benefits administration across multiple countries."}, {"id": "mai-20260917-1752-baseline|c149-l2|anthropic-small|Workday", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern cloud-based platform that integrates payroll with broader HCM ... ideal for companies wanting unified systems."}, {"id": "mai-20260917-1752-baseline|c149-l2|anthropic-small|SAP SuccessFactors", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong enterprise option, particularly if you already use SAP systems"}, {"id": "mai-20260917-1752-baseline|c149-l2|anthropic-small|Guidepoint (formerly Equifax Workforce Solutions)", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Guidepoint (formerly Equifax Workforce Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specializes in multi-country payroll for large enterprises."}, {"id": "mai-20260917-1752-baseline|c149-l2|anthropic-small|Ceridian", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Ceridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers cloud-based payroll and HCM solutions with good international reach."}, {"id": "mai-20260917-1752-baseline|c149-l2|challenger-small|ADP GlobalView Payroll", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ADP GlobalView Payroll**"}, {"id": "mai-20260917-1752-baseline|c149-l2|challenger-small|Papaya Global", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c149-l2|challenger-small|CloudPay", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Commonly grouped with enterprise/global payroll leaders for large multinational use cases."}, {"id": "mai-20260917-1752-baseline|c149-l2|challenger-small|Rippling", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong unified platform, but more of an all-in-one suite than a pure payroll-first choice."}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|ADP GlobalView Payroll", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ADP GlobalView Payroll** as the primary/default choice"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Papaya Global", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** as a strong modern alternative"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Workday Payroll", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use one of these as your global HCM/system of record, the most seamless path is often to run payroll through them"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|SAP SuccessFactors", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday Payroll or SAP SuccessFactors**: If you already use one of these... run payroll through them"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Strada", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Strada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or via a partner like Strada, Alight, or ADP GlobalView"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Alight", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Alight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or via a partner like Strada, Alight, or ADP GlobalView"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Deel", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they're usually better for *hiring/EOR* than as a core enterprise payroll system of record"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Rippling", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they're usually better for *hiring/EOR* than as a core enterprise payroll system of record"}, {"id": "mai-20260917-1752-baseline|c149-l2|deepseek-small|Remote", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they're usually better for *hiring/EOR* than as a core enterprise payroll system of record"}, {"id": "mai-20260917-1752-baseline|c149-l2|google-small|ADP (GlobalView & Celergo)", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (GlobalView & Celergo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP is the undisputed giant of enterprise payroll.... **Best for:** Mature global enterprises requiring unmatched regulatory depth"}, {"id": "mai-20260917-1752-baseline|c149-l2|google-small|Papaya Global", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprises prioritizing unified data analytics, instant treasury payments, and seamless General Ledger (GL) integrations."}, {"id": "mai-20260917-1752-baseline|c149-l2|google-small|Deel", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** High-growth B2B companies requiring a hybrid of owned-entity payroll, EOR, and contractor management under a single modern dashboard."}, {"id": "mai-20260917-1752-baseline|c149-l2|google-small|CloudPay", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises seeking a dedicated, pure-play global managed payroll solution"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|Papaya Global", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the recommended global payroll providers for a large B2B company with thousands of employees are:\n\n1. Papaya Global"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|Remote", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Remote"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|ADP Global Payroll", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ADP Global Payroll"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|Deel", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Deel"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|Globalisation Partners", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Globalisation Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Globalisation Partners"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|Safeguard Global", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Safeguard Global"}, {"id": "mai-20260917-1752-baseline|c149-l2|meta-small|CXC Global", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CXC Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. CXC Global"}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|ADP GlobalView", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP GlobalView** is the safest, most scalable recommendation"}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|Workday Global Payroll", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick the native global payroll module (Workday Global Payroll..."}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|Oracle HCM Cloud (Oracle Payroll)", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oracle HCM Cloud (Oracle Payroll)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle HCM Cloud Payroll ... tightest integration"}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|SAP SuccessFactors Employee Central Payroll", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors Employee Central Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or SAP SuccessFactors Employee Central Payroll"}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|CloudPay", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Papaya Global** or **CloudPay** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|Neeyamo", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Neeyamo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your primary driver is cost-efficiency... **Neeyamo**"}, {"id": "mai-20260917-1752-baseline|c149-l2|minimax-small|Papaya Global", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Papaya Global** or **CloudPay** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c149-l2|mistral-small|ADP Global Payroll", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP Global Payroll and Papaya Global are top recommendations"}, {"id": "mai-20260917-1752-baseline|c149-l2|mistral-small|Papaya Global", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP Global Payroll and Papaya Global are top recommendations"}, {"id": "mai-20260917-1752-baseline|c149-l2|mistral-small|Remote", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote is also a strong contender for its modern, integrated approach."}, {"id": "mai-20260917-1752-baseline|c149-l2|mistral-small|Deel", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also frequently recommended for large enterprises due to their comprehensive global coverage"}, {"id": "mai-20260917-1752-baseline|c149-l2|mistral-small|Globalization Partners", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Globalization Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also frequently recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c149-l2|mistral-small|Safeguard Global", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also frequently recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|ADP (Automatic Data Processing)", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (Automatic Data Processing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice**: **ADP** or **Workday** depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|Workday HCM", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary choice**: **ADP** or **Workday** depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|SAP SuccessFactors", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Evaluate**: **SAP SuccessFactors** if you're already using SAP ERP systems"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|Dayforce (Ceridian)", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern Unified Architecture"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|Deel", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Deel** - Best for rapid international hiring and all-in-one HR/payroll"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|Papaya Global", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for enterprise payroll consolidation"}, {"id": "mai-20260917-1752-baseline|c149-l2|moonshot-small|Rippling", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excellent for unified HR and IT operations"}, {"id": "mai-20260917-1752-baseline|c149-l2|openai-small|ADP GlobalView / ADP Celergo", "prompt": "c149-l2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView / ADP Celergo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ADP GlobalView / ADP Celergo**"}, {"id": "mai-20260917-1752-baseline|c149-l2|openai-small|Deel Global Payroll", "prompt": "c149-l2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel Global Payroll** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c149-l2|openai-small|Papaya Global", "prompt": "c149-l2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Papaya Global** if payments centralization and a single platform across many countries are especially important"}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|ADP", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend ADP as the top global payroll provider."}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|Ceridian Dayforce", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified HCM + global payroll for complex workforces"}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|Workday (with Global Payroll Connect)", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday (with Global Payroll Connect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner HCM Magic Quadrant (9x); newer payroll via partners"}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|Papaya Global", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Newer players for CFOs prioritizing multi-currency and vendor reduction; less \"traditional enterprise\" heritage."}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|CloudPay", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer players for CFOs prioritizing multi-currency and vendor reduction; less \"traditional enterprise\" heritage."}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|Rippling", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Newer providers like Rippling/Deel shine for mid-market growth but may lack ADP's depth for thousands of employees."}, {"id": "mai-20260917-1752-baseline|c149-l2|xai-small|Deel", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Newer providers like Rippling/Deel shine for mid-market growth but may lack ADP's depth for thousands of employees."}, {"id": "mai-20260917-1752-baseline|c149-l2|zai-small|ADP Global Payroll", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ADP Global Payroll** as the primary global payroll provider."}, {"id": "mai-20260917-1752-baseline|c149-l2|zai-small|Papaya Global", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** is another top choice for large enterprises."}, {"id": "mai-20260917-1752-baseline|c149-l2|zai-small|Remote", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ranked \"Best overall\" for global employment (EOR, HRIS, contractor management, and payroll)."}, {"id": "mai-20260917-1752-baseline|c149-l2|zai-small|Deel", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for rapid international hiring and contractor management"}, {"id": "mai-20260917-1752-baseline|c149-l2|zai-small|Rippling", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for unified HR, IT, and payroll, especially for US-first teams"}, {"id": "mai-20260917-1752-baseline|c149-l3|alibaba-small|Remote", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Remote** or **Deel** if your primary goal is **expanding headcount** quickly while minimizing legal headache."}, {"id": "mai-20260917-1752-baseline|c149-l3|alibaba-small|Deel", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Remote** or **Deel** if your primary goal is **expanding headcount** quickly"}, {"id": "mai-20260917-1752-baseline|c149-l3|alibaba-small|Papaya Global", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Data-driven financial teams and payroll consolidation."}, {"id": "mai-20260917-1752-baseline|c149-l3|alibaba-small|ADP (via GlobalView & Celergo)", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (via GlobalView & Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ADP** or a similar incumbent if your primary goal is **optimizing payroll costs**"}, {"id": "mai-20260917-1752-baseline|c149-l3|alibaba-small|Rippling", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Rippling** if your biggest pain point is the **administrative friction** between HR, IT, and Finance systems."}, {"id": "mai-20260917-1752-baseline|c149-l3|alibaba-small|Pebl (formerly Velocity Global)", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: High-touch service and difficult jurisdictions."}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Mercans", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Mercans", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The strongest enterprise EOR providers include Mercans and Papaya Global as payroll-first specialists"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Papaya Global", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mercans and Papaya Global as payroll-first specialists"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Atlas HXM", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Atlas HXM and Remote as enterprise direct-EOR with owned-entity payroll depth"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Remote", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Atlas HXM and Remote as enterprise direct-EOR with owned-entity payroll depth"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Deel", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deel and Multiplier as AI-driven all-rounders with broad currency coverage"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Multiplier", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel and Multiplier as AI-driven all-rounders with broad currency coverage"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Globalization Partners", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Globalization Partners spans 189 countries with a 4.8 G2 rating"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Rippling", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "full-stack global HR platforms (Rippling, Gusto with international add-ons)"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Gusto", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "full-stack global HR platforms (Rippling, Gusto with international add-ons)"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Oyster HR", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "dedicated global EOR providers (Deel, Remote, Oyster HR, Multiplier)"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|ADP Global", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "payroll-native global processors (Papaya Global, ADP Global)"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|OnPay", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "cost-focused specialists (OnPay, Playroll)"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|Playroll", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Playroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "cost-focused specialists (OnPay, Playroll)"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|CloudPay", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "CloudPay, ADP GlobalView, and Papaya Global (when used with a third-party EOR) work this way"}, {"id": "mai-20260917-1752-baseline|c149-l3|anthropic-small|ADP GlobalView", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "CloudPay, ADP GlobalView, and Papaya Global (when used with a third-party EOR) work this way"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Deel", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the most commonly cited leaders are **Deel**, **G-P (Globalization Partners)**, **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|G-P (Globalization Partners)", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**G-P** | Deep compliance and enterprise-grade legal support"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Remote", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Remote** | Transparency and direct owned-entity model"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Pebl (formerly Velocity Global)", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pebl (Velocity Global)** | Wide owned-entity footprint"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Papaya Global", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Papaya Global** | Payroll analytics and payroll-centric operations"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Safeguard Global", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Safeguard Global** | Complex-market coverage and support"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Rippling", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling** | Unified HRIS + IT + payroll stack"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Atlas HXM", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Atlas HXM** | Direct EOR model and HXM integration"}, {"id": "mai-20260917-1752-baseline|c149-l3|challenger-small|Workday HCM", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "in some enterprise comparisons, **Workday HCM** for coordination rather than as a pure payroll vendor"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Deel", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** | Market leader; best UX & contractor management | 150+ countries | Deepest integration ecosystem"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Remote", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**First 1\\u20133 international hires** \\u2192 Deel or Remote (~$599/ee/mo); skip enterprise tier."}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Globalization Partners (G-P)", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "deepest owned-entity network | 180+ countries ... premium pricing, opaque quotes"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Pebl (ex-Velocity Global)", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl (ex-Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pebl (ex-Velocity Global)** | Enterprise expansion programs | 185+ countries"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Rippling", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want one operating system for HR, IT, laptops, and global payroll; ~$200/ee/mo (premium)"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Papaya Global", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Papaya Global** | Payroll-first enterprise play | 160+ countries | Widest geographic reach"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Atlas HXM", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Atlas HXM** | Complex/regulated industries | 160+ countries | Hybrid entity model"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Oyster", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oyster** | Mid-market, simple EOR | 26\\u201328 owned countries"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|ADP GlobalView", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Most widely deployed enterprise global payroll; 75+ years expertise"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Workday", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Gold standard for UX and analytics; ~$50\\u201380 PEPM with payroll bundle"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|SAP SuccessFactors", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Leads traditional market with native payroll; strong for large multinationals"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Multiplier", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Multiplier** | APAC-focused growing teams | 160+ countries | ~$30/ee/mo; good APAC depth"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Mercer / Alight / Strada", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Mercer / Alight / Strada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Enterprise payroll outsourcing | Global | Partner-delivered payroll for Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Oracle", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Legacy suites (Workday, SAP, Oracle, ADP)** = powerful ... but quote-based, expensive, slower implementation"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Magnit", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Enterprise EOR (G-P, Pebl, Atlas, Magnit)** = Fortune 500-scale global programs"}, {"id": "mai-20260917-1752-baseline|c149-l3|deepseek-small|Dayforce", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Workday/SAP as system of record + ADP GlobalView/Dayforce for payroll"}, {"id": "mai-20260917-1752-baseline|c149-l3|google-small|Deel", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is one of the most recognizable and fast-scaling platforms in the industry."}, {"id": "mai-20260917-1752-baseline|c149-l3|google-small|Remote", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Remote if IP protection, direct-entity compliance, and strict legal boundaries are your highest priorities"}, {"id": "mai-20260917-1752-baseline|c149-l3|google-small|Rippling", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rippling if you are a tech-driven company that wants to eliminate administrative silos."}, {"id": "mai-20260917-1752-baseline|c149-l3|google-small|Papaya Global", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Papaya Global if your finance team requires treasury-grade, secure multi-currency money movement"}, {"id": "mai-20260917-1752-baseline|c149-l3|google-small|Mercans", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Mercans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Mercans if you are a legacy enterprise with an established core HCM system"}, {"id": "mai-20260917-1752-baseline|c149-l3|google-small|G-P (Globalization Partners)", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "G-P excels in high-touch, premium enterprise services."}, {"id": "mai-20260917-1752-baseline|c149-l3|meta-small|Deel", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is considered the best overall EOR provider, with a score of 4.7/5"}, {"id": "mai-20260917-1752-baseline|c149-l3|meta-small|Remote", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote is considered the best for transparency and compliance, with a score of 4.3/5."}, {"id": "mai-20260917-1752-baseline|c149-l3|meta-small|Papaya Global", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Papaya Global is considered the best dedicated global payroll platform"}, {"id": "mai-20260917-1752-baseline|c149-l3|meta-small|Payoneer", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deel, Remote, Papaya Global, Payoneer, Rippling, and ADP GlobalView"}, {"id": "mai-20260917-1752-baseline|c149-l3|meta-small|Rippling", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling is considered the best for US-first teams, with native payroll engines in 7 countries."}, {"id": "mai-20260917-1752-baseline|c149-l3|meta-small|ADP GlobalView", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ADP GlobalView is considered the best enterprise option for large, complex payroll programs"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Deel", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deel** | Global coverage, fast onboarding | 150+ | $599/employee/month"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Remote", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Remote** | Transparency, global-first teams | 100+ | Quote-based"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Papaya Global", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Papaya Global** | Enterprise payroll + payments | 160+"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Omni HR", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Omni HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Omni HR** | APAC-first enterprise | 10 APAC markets"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Oyster", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oyster** | EOR-first hiring | 180+ | Quote-based"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Globalization Partners", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Globalization Partners** | Large enterprises | 180+"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|ADP GlobalView", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ADP GlobalView** | Massive multinationals, risk mitigation | Enterprise"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Dayforce (Ceridian)", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dayforce (Ceridian)** | Modern unified architecture | Mid-to-enterprise"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|SAP SuccessFactors", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SAP SuccessFactors** | In-house calculations, single system | Global MNCs"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Workday", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Workday** | Executive visibility, premium UX | Large enterprises"}, {"id": "mai-20260917-1752-baseline|c149-l3|minimax-small|Oracle", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Traditional HCM suites (ADP, SAP, Workday, Oracle) suit organizations with existing global entities"}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Deel", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market share leader, strongest for mixed workforces (employees + contractors), unified HR/payroll/compliance"}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Remote", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Deel and Remote offer the most comprehensive, unified platforms."}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|ADP (GlobalView/Celergo)", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise complexity: ADP or Papaya Global"}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Papaya Global", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large, complex organizations with high-volume, multi-country payroll and compliance needs."}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Rippling", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "US-centric HR/IT/payroll: Rippling"}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Oyster HR", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market, cost-conscious: Oyster or Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Multiplier", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Fast-growing teams needing speed and simplicity."}, {"id": "mai-20260917-1752-baseline|c149-l3|mistral-small|Skuad", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Skuad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mixed workforce, global reach: Skuad"}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Deel", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Deel** if you need the broadest coverage and strong contractor management alongside EOR."}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Remote", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Remote** if you want the most reliable, transparent, and compliant solution with full entity ownership."}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Papaya Global", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Papaya Global** if you're a large enterprise needing advanced analytics"}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Rippling", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for US-First Teams & Unified HR/IT/Finance"}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Atlas HXM", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Atlas HXM** if you need a full human experience platform with strong compliance for regulated industries."}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Oyster", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Remote-First Culture & Premium EOR"}, {"id": "mai-20260917-1752-baseline|c149-l3|moonshot-small|Velocity Global (Pebl)", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global (Pebl)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Uses third-party entities in some countries, which may slow onboarding"}, {"id": "mai-20260917-1752-baseline|c149-l3|openai-small|Deel", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel = broadest \"enterprise global workforce platform\" feel."}, {"id": "mai-20260917-1752-baseline|c149-l3|openai-small|Papaya Global", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Papaya Global = payroll/data orchestration and workforce intelligence strength."}, {"id": "mai-20260917-1752-baseline|c149-l3|openai-small|Remote", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote = cleaner EOR/global payroll specialist positioning."}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Deel", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deel**: Broad coverage (150+ countries, mostly owned entities), strong platform with 60+ integrations"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Remote", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Remote**: Transparent pricing, 100% owned entities (100+ countries), unified HRIS/payroll/EOR."}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Papaya Global", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Papaya Global**: Enterprise-focused with AI analytics, payments engine, 160+ countries."}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Globalization Partners (G-P)", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "180+ countries (owned entities), ISO-certified, Workday integration."}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Atlas HXM", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Others**: Atlas HXM (160+ countries, tech platform)"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|CXC Global", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CXC Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CXC Global, GoGlobal, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|GoGlobal", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "GoGlobal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CXC Global, GoGlobal, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Multiplier", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Multiplier (affordable APAC focus)"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Oyster", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Oyster (SMB-enterprise hybrid)"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|ADP (GlobalView/Celergo)", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Legacy leader for massive multinationals, 140+ countries"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Workday", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Full HCM suites with global payroll (core markets + partners), best for in-house control with existing entities"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|SAP SuccessFactors", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Workday, SAP SuccessFactors, Oracle, Dayforce**: Full HCM suites with global payroll"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Oracle", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Workday, SAP SuccessFactors, Oracle, Dayforce**: Full HCM suites with global payroll"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Dayforce", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Workday, SAP SuccessFactors, Oracle, Dayforce**: Full HCM suites with global payroll"}, {"id": "mai-20260917-1752-baseline|c149-l3|xai-small|Rippling", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Rippling (unified HR/IT/payroll, US-first global)"}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Deel", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one platform to hire, pay, and manage contractors globally → Deel (best for contractor-heavy teams and fast-moving markets)."}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Papaya Global", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "→ Papaya Global (strongest dedicated global payroll platform)."}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Remote", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you value entity-owned payroll with transparent per-worker pricing → Remote"}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Globalization Partners (G-P)", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ Globalization Partners (ideal for large enterprises in highly regulated environments)."}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Atlas HXM", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "→ Atlas HXM (160+ owned entities, strong compliance certifications)."}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Multiplier", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "→ Multiplier (great for mid-market to enterprise with complex workforce needs)."}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|Rippling", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "→ Rippling (great for companies already using Rippling for internal operations)."}, {"id": "mai-20260917-1752-baseline|c149-l3|zai-small|ADP GlobalView / Celergo", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView / Celergo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "→ ADP GlobalView / Celergo (proven for large, complex payroll programs)."}, {"id": "mai-20260917-1752-baseline|c149-l4|alibaba-small|Remote.com", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Remote is generally considered the gold standard for massive scale... Initiate discussions with **Remote** and **Deel** simultaneously."}, {"id": "mai-20260917-1752-baseline|c149-l4|alibaba-small|Deel", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Initiate discussions with **Remote** and **Deel** simultaneously."}, {"id": "mai-20260917-1752-baseline|c149-l4|alibaba-small|Rippling", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is becoming a disruptor... Best For: US-headquartered companies expanding overseas that want to avoid \"vendor sprawl.\""}, {"id": "mai-20260917-1752-baseline|c149-l4|anthropic-small|Papaya Global", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papaya Global** appears most suited for your needs."}, {"id": "mai-20260917-1752-baseline|c149-l4|anthropic-small|Multiplier", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multiplier** is another strong choice, especially for predictability."}, {"id": "mai-20260917-1752-baseline|c149-l4|anthropic-small|Deel", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** is widely recognized at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c149-l4|challenger-small|Remote", "prompt": "c149-l4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best enterprise all-around choice if you want broad platform maturity: **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-l4|challenger-small|Atlas HXM", "prompt": "c149-l4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Atlas HXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for predictable large-scale budgeting:** **Atlas HXM**"}, {"id": "mai-20260917-1752-baseline|c149-l4|challenger-small|RemoFirst", "prompt": "c149-l4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best lower-cost predictable option:** **RemoFirst**"}, {"id": "mai-20260917-1752-baseline|c149-l4|deepseek-small|Deel", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company (thousands of users) prioritizing predictable total cost, Deel is the best choice"}, {"id": "mai-20260917-1752-baseline|c149-l4|deepseek-small|G-P (Globalization Partners)", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your legal team demands 100% owned entities (no partners) for regulatory reasons, then **G-P** is the only safe choice \\u2014 but budget for $800\\u2013$1,000+"}, {"id": "mai-20260917-1752-baseline|c149-l4|deepseek-small|Papaya Global", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** is a close third if finance/payroll analytics are your priority."}, {"id": "mai-20260917-1752-baseline|c149-l4|deepseek-small|Remote.com", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$599\\u2013$699/mo (public) | Limited \\u2013 mostly fixed | 100% owned entities"}, {"id": "mai-20260917-1752-baseline|c149-l4|deepseek-small|Rippling", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its EOR coverage is only ~50 countries ... This makes total cost harder to predict across thousands of users."}, {"id": "mai-20260917-1752-baseline|c149-l4|google-small|Remote", "prompt": "c149-l4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Remote** and **Deel** are the market leaders for predictable, enterprise-scale EOR"}, {"id": "mai-20260917-1752-baseline|c149-l4|google-small|Deel", "prompt": "c149-l4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Remote** and **Deel** are the market leaders for predictable, enterprise-scale EOR"}, {"id": "mai-20260917-1752-baseline|c149-l4|google-small|Papaya Global", "prompt": "c149-l4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Papaya utilizes a hybrid network of local partners ... you must negotiate tightly in your MSA to ensure local partner fees do not introduce variable costs."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Borderless AI", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Borderless AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top EOR services include Borderless AI, Playroll, Remote People, Deel, Remote, Papaya Global, Oyster HR, Rippling, Velocity Global, Multiplier, RemoFirst, and Skuad."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Playroll", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top EOR services include Borderless AI, Playroll, Remote People, Deel..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Remote People", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top EOR services include Borderless AI, Playroll, Remote People, Deel..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Deel", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top EOR services include ... Deel, Remote, Papaya Global..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Remote", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top EOR services include ... Deel, Remote, Papaya Global, Oyster HR..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Papaya Global", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top EOR services include ... Papaya Global, Oyster HR, Rippling..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Oyster HR", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Papaya Global, Oyster HR, Rippling, Velocity Global..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Rippling", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Oyster HR, Rippling, Velocity Global, Multiplier..."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Velocity Global", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rippling, Velocity Global, Multiplier, RemoFirst, and Skuad."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Multiplier", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Velocity Global, Multiplier, RemoFirst, and Skuad."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|RemoFirst", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Multiplier, RemoFirst, and Skuad."}, {"id": "mai-20260917-1752-baseline|c149-l4|meta-small|Skuad", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Skuad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "RemoFirst, and Skuad."}, {"id": "mai-20260917-1752-baseline|c149-l4|minimax-small|Deel", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is likely your best bet for cost predictability"}, {"id": "mai-20260917-1752-baseline|c149-l4|minimax-small|Remote", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Slight drawback**: Less flexible on volume discounts compared to Deel"}, {"id": "mai-20260917-1752-baseline|c149-l4|minimax-small|Remote People", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trade-off**: Smaller entity network, may use more partners"}, {"id": "mai-20260917-1752-baseline|c149-l4|mistral-small|Globalization Partners (G-P)", "prompt": "c149-l4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "G-P is more expensive and may include hidden fees"}, {"id": "mai-20260917-1752-baseline|c149-l4|mistral-small|Deel", "prompt": "c149-l4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by Deel for those who can negotiate volume discounts and manage additional statutory costs"}, {"id": "mai-20260917-1752-baseline|c149-l4|mistral-small|Remote", "prompt": "c149-l4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Remote is the best choice for predictable total cost at scale"}, {"id": "mai-20260917-1752-baseline|c149-l4|moonshot-small|G-P (Globalization Partners)", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**G-P** likely has the most mature enterprise infrastructure for thousands of users"}, {"id": "mai-20260917-1752-baseline|c149-l4|moonshot-small|Atlas HXM", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Atlas HXM** offers the most direct control through owned entities"}, {"id": "mai-20260917-1752-baseline|c149-l4|moonshot-small|Deel", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** may offer the most aggressive volume pricing given their growth strategy"}, {"id": "mai-20260917-1752-baseline|c149-l4|moonshot-small|Remote", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** — Best for Transparent Flat-Fee Model"}, {"id": "mai-20260917-1752-baseline|c149-l4|openai-small|Remote", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your #1 goal is **predictable total cost at massive scale**, pick **Remote** first."}, {"id": "mai-20260917-1752-baseline|c149-l4|openai-small|Deel", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your #1 goal is **enterprise-scale compliance, integrations, and global HR breadth**, shortlist **Deel** alongside it."}, {"id": "mai-20260917-1752-baseline|c149-l4|openai-small|Oyster", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side enterprise buyer's scorecard for Remote vs Deel vs Oyster vs Papaya Global"}, {"id": "mai-20260917-1752-baseline|c149-l4|openai-small|Papaya Global", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Remote vs Deel vs Oyster vs Papaya Global"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Globalization Partners (G-P)", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Globalization Partners (G-P)** stands out as the strongest option based on industry benchmarks and enterprise suitability"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Papaya Global", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for analytics-heavy enterprises but all-in costs can exceed headlines due to extras"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Deel", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most transparent public pricing and platform speed; scales well to thousands with discounts, but watch add-ons"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Rippling", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HRIS integration/automation; seamless for existing Rippling users"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Remote", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Transparent flat fees, strong support | FX ~2% (reported up to 8% in some cases)"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Remofirst", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for Pure Predictability**: Budget options like Remofirst ($199 PEPM) ... lack proven depth for thousands"}, {"id": "mai-20260917-1752-baseline|c149-l4|xai-small|Multiplier", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Pure Predictability: Budget options like ... Multiplier ($400) lack proven depth for thousands"}, {"id": "mai-20260917-1752-baseline|c149-l4|zai-small|Remofirst", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Lowest Predictable Cost: Remofirst ... Remofirst is the market leader."}, {"id": "mai-20260917-1752-baseline|c149-l4|zai-small|Velocity Global (Pebl)", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global (Pebl)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Reliability & Compliance: Velocity Global (Pebl)"}, {"id": "mai-20260917-1752-baseline|c149-l4|zai-small|Multiplier", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Balance of Cost and Features: Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-l4|zai-small|Deel", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Market Leader (with caveats): Deel ... recurring complaints about support responsiveness ... watch out for FX markups"}, {"id": "mai-20260917-1752-baseline|c149-l4|zai-small|Remote", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "significantly cheaper than the industry standard (Deel/Remote)"}, {"id": "mai-20260917-1752-baseline|c149-l5|google-small|Deel", "prompt": "c149-l5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The provider owns the legal entity in the country where your employees work (e.g., Deel, Atlas, or Rippling in many of their major hubs)."}, {"id": "mai-20260917-1752-baseline|c149-l5|google-small|Atlas", "prompt": "c149-l5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Deel, Atlas, or Rippling in many of their major hubs"}, {"id": "mai-20260917-1752-baseline|c149-l5|google-small|Rippling", "prompt": "c149-l5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Deel, Atlas, or Rippling in many of their major hubs"}, {"id": "mai-20260917-1752-baseline|c149-l5|minimax-small|Deel", "prompt": "c149-l5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many EOR providers offer evaluation frameworks — Deel, Safeguard Global, and others publish useful comparison tools."}, {"id": "mai-20260917-1752-baseline|c149-l5|minimax-small|Safeguard Global", "prompt": "c149-l5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deel, Safeguard Global, and others publish useful comparison tools."}, {"id": "mai-20260917-1752-baseline|c149-l5|xai-small|Deel", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist providers: Deel, Remote, Papaya Global, Globalization Partners (G-P), Velocity Global—top-rated for enterprise/SOC 2/SSO"}, {"id": "mai-20260917-1752-baseline|c149-l5|xai-small|Remote", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist providers: Deel, Remote, Papaya Global, Globalization Partners (G-P), Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-l5|xai-small|Papaya Global", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist providers: Deel, Remote, Papaya Global, Globalization Partners (G-P), Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-l5|xai-small|Globalization Partners (G-P)", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist providers: Deel, Remote, Papaya Global, Globalization Partners (G-P), Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-l5|xai-small|Velocity Global", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist providers: Deel, Remote, Papaya Global, Globalization Partners (G-P), Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|Deel", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deel is arguably the market leader for speed and cost, but it carries significant risks for large corps."}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|Remote.com", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprises often find their support structures rigid. Their pricing model... can become prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|Papaya Global", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their model relies heavily on aggregating different local providers... less dominant at the employment entity setup"}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|Velocity Global", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Velocity Global: Historically favored by enterprises for their \"fully owned\" entity model"}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|Mercor", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid using pure \"recruitment tech\" companies for global employment if you intend to hire FTEs"}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|ADP/Windmill", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP/Windmill", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their EOR footprint is often smaller or fragmented compared to modern natives"}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|TriNet", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TriNet: Better if your focus is US-centric with occasional international hires."}, {"id": "mai-20260917-1752-baseline|c149-l6|alibaba-small|Standard/Hays (Traditional Consultancies)", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Standard/Hays (Traditional Consultancies)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Expensive, but for high-risk sectors... their insurance and legal muscle outweigh the benefits of \"tech-native\" EORs"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|ADP", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "described as better fits when you already use their US payroll/PEO and only need a few international hires; that implies they may be less suitable as a primary global enterprise EOR"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|TriNet", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "better fits when you already use their US payroll/PEO and only need a few international hires... less suitable as a primary global enterprise EOR"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Justworks", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better fits when you already use their US payroll/PEO... less suitable as a primary global enterprise EOR"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Gusto", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better fits when you already use their US payroll/PEO... less suitable as a primary global enterprise EOR"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Insperity", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Insperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "explicitly noted as **not an EOR at all**, so it should be avoided if your need is employer-of-record coverage"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Skuad", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Skuad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"leaner tools\" that can be cheaper but come with trade-offs in coverage depth or support quality, so enterprises should vet them carefully"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Native Teams", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"leaner tools\" that can be cheaper but come with trade-offs in coverage depth or support quality"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Horizons", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Horizons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "\"leaner tools\" that can be cheaper but come with trade-offs in coverage depth or support quality"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|Agile HRO", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Agile HRO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "do not publicly publish compliance certifications, which means more diligence is needed"}, {"id": "mai-20260917-1752-baseline|c149-l6|challenger-small|RecruitGo", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RecruitGo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "do not publicly publish compliance certifications, which means more diligence is needed"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Papaya Global", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Papaya Global** | **Caution** | Unpublished FX margins, partner-dependent execution, 3.0/5 pricing transparency"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Deel", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Deel** | **Caution** | Deposit lock-up ($1.6M+ cash), opaque partner entity list"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Multiplier", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Multiplier** | **Avoid unless piloted** | Invoice errors, placeholder docs, short-payroll reports"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Remote", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** | **Generally safer** | Owned entities, published pricing, better compliance infra"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|ADP", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**ADP Global** | **Avoid for 100+ countries** | Hidden fees, service tickets, legacy integrations"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Paychex", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Paychex** | **Avoid for global** | No native international capability"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Workday", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid for Global Scale: US-Centric Payroll Giants Used \"Internationally\" ... Workday (global payroll add-on)"}, {"id": "mai-20260917-1752-baseline|c149-l6|deepseek-small|Oyster", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Oyster HR** | **Caution (on price)** | $699/mo is 20%+ above market"}, {"id": "mai-20260917-1752-baseline|c149-l6|google-small|Deel", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Even market giants like **Deel** use a hybrid model, utilizing partner networks... **Deel** has faced class-action risks regarding contractor classification and was hit with a high-profile civil RICO lawsuit"}, {"id": "mai-20260917-1752-baseline|c149-l6|google-small|Papaya Global", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like **Papaya Global**, explicitly advocate *against* the wholly owned model, choosing instead to orchestrate third-party local partners"}, {"id": "mai-20260917-1752-baseline|c149-l6|google-small|Remote", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize \"wholly owned direct EORs\" (like **Remote** or **G-P**) for core countries"}, {"id": "mai-20260917-1752-baseline|c149-l6|google-small|G-P", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize \"wholly owned direct EORs\" (like **Remote** or **G-P**) for core countries"}, {"id": "mai-20260917-1752-baseline|c149-l6|google-small|Safeguard Global", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Safeguard Global** sold its enterprise payroll division to Deel in 2025 to refocus on mid-market operations"}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|Papaya Global", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top providers include Papaya Global, Deel, ADP GlobalView/Celergo, Remote, TopSource, Rippling, and G-P (Globalization Partners)."}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|Deel", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top providers include Papaya Global, Deel, ADP GlobalView/Celergo, Remote, TopSource, Rippling, and G-P (Globalization Partners)."}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|ADP GlobalView/Celergo", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP GlobalView/Celergo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top providers include Papaya Global, Deel, ADP GlobalView/Celergo, Remote, TopSource, Rippling, and G-P"}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|Remote", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top providers include Papaya Global, Deel, ADP GlobalView/Celergo, Remote, TopSource, Rippling, and G-P"}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|TopSource", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "TopSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top providers include ... TopSource, Rippling, and G-P (Globalization Partners)."}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|Rippling", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top providers include ... Rippling, and G-P (Globalization Partners)."}, {"id": "mai-20260917-1752-baseline|c149-l6|meta-small|G-P (Globalization Partners)", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top providers include ... and G-P (Globalization Partners)."}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Neeyamo", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Neeyamo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Neeyamo** and providers with partner-based models show the highest risk profiles for large enterprises"}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Papaya Global", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Partner-based model introduces meaningful risk at scale**: data mismatches, inconsistent service quality across regions"}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Remote", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Billing errors and accounting issues** — users report being charged twice for mandated allowances"}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Oyster HR", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High fees and limited workflow flexibility** for complex enterprise requirements"}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Deel", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Deel** — market leader but requires careful contract negotiation"}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Atlas", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Atlas** — direct employer model with deep in-country expertise"}, {"id": "mai-20260917-1752-baseline|c149-l6|minimax-small|Mercans", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Mercans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mercans** — strong compliance focus, though higher price point"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|Deel", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Deel** ⚠️ Major Red Flags... Active criminal and civil litigation creates significant counterparty risk"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|Safeguard Global", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Safeguard Global** ⚠️ Structural Concerns... **Compliance failures** reported in some jurisdictions"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|Oyster HR", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Not suited for large enterprises** (1,000+ employees) according to multiple analyst reviews"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|Velocity Global (Pebl)", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global (Pebl)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "⚠️ Operational Issues... \"Serious inefficiencies\" in documentation and time-sensitive processes"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|Globalization Partners (G-P)", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution areas:** **No clean path to entity ownership**... FX charges described as \"crazy\""}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|Remote", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Currently strongest enterprise options** (with caveats): Remote (owned entities)"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|ADP Global Payroll", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ADP Global Payroll (mature governance)"}, {"id": "mai-20260917-1752-baseline|c149-l6|moonshot-small|CloudPay", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "CloudPay (managed delivery model), though each has trade-offs to evaluate"}, {"id": "mai-20260917-1752-baseline|c149-l6|openai-small|RemoFirst", "prompt": "c149-l6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**RemoFirst** — due to reported onboarding/communication delays."}, {"id": "mai-20260917-1752-baseline|c149-l6|openai-small|G-P", "prompt": "c149-l6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "delayed invoices / unclear charges for **G-P**"}, {"id": "mai-20260917-1752-baseline|c149-l6|openai-small|Remote", "prompt": "c149-l6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Remote** — due to support/compliance-help concerns in some reviews."}, {"id": "mai-20260917-1752-baseline|c149-l6|openai-small|Deel", "prompt": "c149-l6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "recent reviews mention invoice/charge clarity issues you'd want to validate in a pilot"}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Neeyamo", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Neeyamo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**:\n1. **Neeyamo**"}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Gusto (EOR features)", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto (EOR features)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Primarily US-focused PEO, with EOR as an add-on that's not optimized for global scale."}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Oyster HR", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"less suited for large enterprises\" needing strict compliance"}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Papaya Global", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex platform/pricing ($499+/mo per employee); sales process and UX feel \"enterprise-only\" with high overhead."}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Rippling", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "EOR immature (80 countries vs. 150+ competitors); hidden fees atop HR platform costs"}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Payoneer WFM", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Payoneer WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower scalability (3/5); good pricing/speed but shallower compliance/integrations for 10+ countries."}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Deel", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Top Enterprise Picks**: Deel (4.8/5, 12k+ reviews; broad/scalable)"}, {"id": "mai-20260917-1752-baseline|c149-l6|xai-small|Remote", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Remote (4.5/5; transparent owned entities)"}, {"id": "mai-20260917-1752-baseline|c149-l6|zai-small|Deel", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deel and Papaya Global** should be evaluated carefully for their **partner-entity risks** before signing large-scale contracts."}, {"id": "mai-20260917-1752-baseline|c149-l6|zai-small|Papaya Global", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Papaya relies on a partner-based EOR model. Reviews frequently cite \"data mismatches\" and \"inconsistent service quality across regions.\""}, {"id": "mai-20260917-1752-baseline|c149-l6|zai-small|Remote", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Remote** should be scrutinized for **support latency** and **payment flexibility**."}, {"id": "mai-20260917-1752-baseline|c149-l6|zai-small|ADP (Global Payroll)", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP (Global Payroll)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**ADP** should only be chosen if the enterprise can afford the implementation overhead to overcome its rigid, template-heavy nature."}, {"id": "mai-20260917-1752-baseline|c149-m1|alibaba-small|Deel", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is currently the most popular EOR in the market due to its rapid expansion and highly rated mobile application."}, {"id": "mai-20260917-1752-baseline|c149-m1|alibaba-small|Remote", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the current market leaders are **Deel**, **Remote**, and **Oyster**"}, {"id": "mai-20260917-1752-baseline|c149-m1|alibaba-small|Oyster", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the current market leaders are **Deel**, **Remote**, and **Oyster**"}, {"id": "mai-20260917-1752-baseline|c149-m1|alibaba-small|Papaya", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "support can sometimes be slower than older providers like Papaya"}, {"id": "mai-20260917-1752-baseline|c149-m1|alibaba-small|Multiplier", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multiplier is the leading value option"}, {"id": "mai-20260917-1752-baseline|c149-m1|alibaba-small|Rippling", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling now has a native EOR product"}, {"id": "mai-20260917-1752-baseline|c149-m1|anthropic-small|Oyster", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oyster positions itself as a user-friendly EOR platform with a focus on the mid-market — companies with 50-500 employees hiring internationally"}, {"id": "mai-20260917-1752-baseline|c149-m1|anthropic-small|Multiplier", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Multiplier serves companies from startups to mid-market and enterprise across 150+ countries, combining flat-rate pricing well below most competitors"}, {"id": "mai-20260917-1752-baseline|c149-m1|anthropic-small|Deel", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel simplifies global hiring by letting you bring on employees in 150+ countries while it handles local employment laws, tax filings and payroll"}, {"id": "mai-20260917-1752-baseline|c149-m1|anthropic-small|Velocity Global", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Velocity Global covers 185+ countries, including many hard-to-reach markets that other providers do not serve"}, {"id": "mai-20260917-1752-baseline|c149-m1|anthropic-small|Remote", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Remote is best for growth-stage or mid-market companies hiring internationally across multiple countries"}, {"id": "mai-20260917-1752-baseline|c149-m1|challenger-small|Teamed", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from the results is **Teamed**"}, {"id": "mai-20260917-1752-baseline|c149-m1|challenger-small|Safeguard Global", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Safeguard Global** is presented by another source as the **leading EOR provider for mid-market companies in 2026**"}, {"id": "mai-20260917-1752-baseline|c149-m1|challenger-small|Deel", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other sources also point to **Deel**, **Remote**, and **Multiplier** as common fits for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c149-m1|challenger-small|Remote", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other sources also point to **Deel**, **Remote**, and **Multiplier** as common fits for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c149-m1|challenger-small|Multiplier", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "other sources also point to **Deel**, **Remote**, and **Multiplier** as common fits for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c149-m1|deepseek-small|Deel", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is the strong pick for scale, speed, and automation."}, {"id": "mai-20260917-1752-baseline|c149-m1|deepseek-small|Oyster HR", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oyster** is explicitly designed for your segment."}, {"id": "mai-20260917-1752-baseline|c149-m1|deepseek-small|Remote", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Remote** (owned entities)"}, {"id": "mai-20260917-1752-baseline|c149-m1|deepseek-small|Teamed", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teamed** (flat, no-hidden-fees pricing)"}, {"id": "mai-20260917-1752-baseline|c149-m1|deepseek-small|Papaya Global", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often overkill (and pricier) for a lean mid-market team"}, {"id": "mai-20260917-1752-baseline|c149-m1|deepseek-small|Globalization Partners", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "G-P (180+ countries, typically $700\\u2013900/mo) targets risk-averse enterprises... often overkill"}, {"id": "mai-20260917-1752-baseline|c149-m1|google-small|Rippling", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your mid-market B2B company wants to consolidate its entire workforce tech stack, Rippling is the market leader."}, {"id": "mai-20260917-1752-baseline|c149-m1|google-small|Deel", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel: Best for Pure-Play Global Scale and Rapid Expansion"}, {"id": "mai-20260917-1752-baseline|c149-m1|google-small|Remote.com", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote.com: Best for IP Protection and Premium HR Support"}, {"id": "mai-20260917-1752-baseline|c149-m1|google-small|Papaya Global", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya Global: Best for Global Payroll Orchestration and BI Analytics"}, {"id": "mai-20260917-1752-baseline|c149-m1|meta-small|Oyster HR", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employer of record for a mid-market B2B company is Oyster HR, Deel, or Remote"}, {"id": "mai-20260917-1752-baseline|c149-m1|meta-small|Deel", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best employer of record for a mid-market B2B company is Oyster HR, Deel, or Remote"}, {"id": "mai-20260917-1752-baseline|c149-m1|meta-small|Remote", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best employer of record for a mid-market B2B company is Oyster HR, Deel, or Remote"}, {"id": "mai-20260917-1752-baseline|c149-m1|meta-small|Multiplier", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multiplier is also a good option, particularly for companies with a presence in Asia-Pacific markets."}, {"id": "mai-20260917-1752-baseline|c149-m1|minimax-small|Oyster HR", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically positioned for mid-market companies (50-500 employees), focused on international hiring with a user-friendly platform"}, {"id": "mai-20260917-1752-baseline|c149-m1|minimax-small|Deel", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers strong platform quality and multi-country management, balancing usability with scalability suitable for mid-market teams."}, {"id": "mai-20260917-1752-baseline|c149-m1|minimax-small|Remote", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option for mid-market companies, providing good platform functionality and benefits administration."}, {"id": "mai-20260917-1752-baseline|c149-m1|minimax-small|Multiplier", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Serves mid-market companies with competitive flat-rate pricing and coverage across 150+ countries."}, {"id": "mai-20260917-1752-baseline|c149-m1|minimax-small|Atlas", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A larger direct EOR with a strong technological platform, better suited for companies needing significant international presence."}, {"id": "mai-20260917-1752-baseline|c149-m1|mistral-small|Oyster HR", "prompt": "c149-m1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Especially strong for mid-market companies (50-500 employees) looking to hire internationally... a top choice for B2B firms expanding globally."}, {"id": "mai-20260917-1752-baseline|c149-m1|mistral-small|Deel", "prompt": "c149-m1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its scalability and usability, Deel is also highly recommended for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c149-m1|mistral-small|Remote", "prompt": "c149-m1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option, Remote is recognized for its ability to handle multi-country employment and benefits administration"}, {"id": "mai-20260917-1752-baseline|c149-m1|moonshot-small|Deel", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel — Best Overall for Mid-Market B2B"}, {"id": "mai-20260917-1752-baseline|c149-m1|moonshot-small|Remote", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Remote** if compliance and IP protection are your top concerns"}, {"id": "mai-20260917-1752-baseline|c149-m1|moonshot-small|Oyster HR", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oyster HR — Best for Employee Experience"}, {"id": "mai-20260917-1752-baseline|c149-m1|moonshot-small|Teamed", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teamed — Best for Advisory-Led Service"}, {"id": "mai-20260917-1752-baseline|c149-m1|moonshot-small|Rippling", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified HR/IT/payroll stack | **Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-m1|openai-small|Deel", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** — best overall if you want the strongest balance of global hiring speed, compliance, and broad platform coverage."}, {"id": "mai-20260917-1752-baseline|c149-m1|openai-small|Remote", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** — best if you want a simpler, highly compliant global hiring experience with strong reputation in EOR."}, {"id": "mai-20260917-1752-baseline|c149-m1|openai-small|Rippling", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** — best if you want an all-in-one workforce platform"}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Deel", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel consistently ranks as the top overall choice for mid-market B2B firms"}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Remote", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote: Pick if compliance/IP indemnity is key (100% owned entities). Great for engineering-heavy B2B."}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Oyster", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oyster: Ideal for remote-first cultures valuing UX/benefits; explicitly mid-market focused"}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Multiplier", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget picks ($199-$459) if cost > features, but check hidden fees/FX"}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Rippling", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HRIS/IT integration for tech B2B | US-centric, fewer countries"}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Papaya Global", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise payroll, analytics | Complex for smaller mid-market"}, {"id": "mai-20260917-1752-baseline|c149-m1|xai-small|Remofirst", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multiplier/Remofirst: Budget picks ($199-$459) if cost > features, but check hidden fees/FX"}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Safeguard Global", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **broad global coverage with compliance depth**: **Safeguard Global** or **Globalization Partners**."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Remote", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oyster HR, Deel, and Remote excel here"}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Papaya Global", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** and **Oyster HR** offer mid‑range pricing (~$599/month) with strong feature sets."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Globalization Partners", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For **broad global coverage with compliance depth**: **Safeguard Global** or **Globalization Partners**."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Oyster HR", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **user‑friendly, remote‑first platforms**: **Oyster HR** or **Deel**."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Deel", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need to manage **both contractors and employees** in one place, **Deel** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Multiplier", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For **budget‑conscious teams with APAC needs**: **Multiplier**."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Teamed", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For **concierge, expert‑led service**: **Teamed** or **WorkMotion**"}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Omni HR", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Omni HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For **APAC‑focused mid‑market teams**: **Omni HR** or **Multiplier**."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|Rippling", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Rippling offers a unified HR/IT/Payroll experience, ideal if you want a single system of record."}, {"id": "mai-20260917-1752-baseline|c149-m1|zai-small|WorkMotion", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For **concierge, expert‑led service**: **Teamed** or **WorkMotion** (Europe‑focused)."}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Papaya Global", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market: Papaya Global"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Oyster", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend requesting demos from **Papaya Global** and **Oyster** (or **Remote**) first"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Deel", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Papaya and Deel lead in broad coverage"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Rippling", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unified HR & IT Workflow: Rippling"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|SRGA Global", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SRGA Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Hybrid Advisory & Local Expertise: SRGA Global / TMF Group"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|TMF Group", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "TMF Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "firms like **TMF Group** or **SRGA** provide managed services"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Remote", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need speed and simplicity in <10 countries: Choose **Oyster** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Paylocity Global", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paylocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you already use a major US HR platform domestically: Choose **Rippling** or **Paylocity Global**"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|ADP Global", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "others (Paylocity Global, ADP Global) focus on traditional payroll entities"}, {"id": "mai-20260917-1752-baseline|c149-m2|alibaba-small|Paperbell", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Providers with strong local compliance engines (like Oyster or Paperbell) can mitigate this risk"}, {"id": "mai-20260917-1752-baseline|c149-m2|anthropic-small|TopSource", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "TopSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best global payroll providers in 2026 are TopSource, ADP, Deel, Rippling and Papaya Global."}, {"id": "mai-20260917-1752-baseline|c149-m2|anthropic-small|ADP", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Enterprise-Grade Compliance: ADP ... ADP Workforce Now and ADP Lyric HCM come out ahead, with payroll support and compliance in 140 countries."}, {"id": "mai-20260917-1752-baseline|c149-m2|anthropic-small|Deel", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. **For Speed & Unified Workflows: Deel** - Deel fits fast-growing contractor-heavy teams at $29 per employee per month"}, {"id": "mai-20260917-1752-baseline|c149-m2|anthropic-small|Rippling", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling unifies HR, IT and payroll for US-first mid-market firms at around $200 per employee per month."}, {"id": "mai-20260917-1752-baseline|c149-m2|anthropic-small|Papaya Global", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: enterprises with 100+ staff across 10+ countries that need consolidated treasury and reporting."}, {"id": "mai-20260917-1752-baseline|c149-m2|challenger-small|Deel", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deel** as the default choice if you want the best balance of speed, broad country coverage, and a unified payroll/EOR workflow."}, {"id": "mai-20260917-1752-baseline|c149-m2|challenger-small|Remote", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** if you want a **mid-market HR + payroll consolidation** platform with strong compliance framing."}, {"id": "mai-20260917-1752-baseline|c149-m2|challenger-small|Papaya Global", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** if your finance team cares most about **reporting, payments infrastructure, and finance-led controls**."}, {"id": "mai-20260917-1752-baseline|c149-m2|challenger-small|Rippling", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** if you want a broader **all-in-one HR, IT, and payroll** system"}, {"id": "mai-20260917-1752-baseline|c149-m2|challenger-small|Paylocity Global Payroll", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paylocity Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paylocity Global Payroll** if you are already in the Paylocity ecosystem and want a more gradual global expansion path."}, {"id": "mai-20260917-1752-baseline|c149-m2|deepseek-small|Rippling", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling — Best All-in-One Platform ... I'd recommend getting demos from **Rippling and Deel** as your top two candidates"}, {"id": "mai-20260917-1752-baseline|c149-m2|deepseek-small|Deel", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend getting demos from **Rippling and Deel** as your top two candidates"}, {"id": "mai-20260917-1752-baseline|c149-m2|deepseek-small|Papaya Global", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Papaya Global — Best for Finance-Driven B2B Teams"}, {"id": "mai-20260917-1752-baseline|c149-m2|deepseek-small|Remote", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Remote — Best for flat-rate pricing simplicity ($599/month regardless of country)"}, {"id": "mai-20260917-1752-baseline|c149-m2|deepseek-small|Multiplier", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multiplier — Best budget value at ~$400/employee/month"}, {"id": "mai-20260917-1752-baseline|c149-m2|deepseek-small|ADP", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "15+ countries or 500+ employees | Papaya Global or ADP"}, {"id": "mai-20260917-1752-baseline|c149-m2|google-small|Rippling", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c149-m2|google-small|Papaya Global", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** is highly recommended."}, {"id": "mai-20260917-1752-baseline|c149-m2|google-small|Deel", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** is the market leader."}, {"id": "mai-20260917-1752-baseline|c149-m2|google-small|Remote", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** is built specifically with this legal compliance in mind."}, {"id": "mai-20260917-1752-baseline|c149-m2|meta-small|Papaya Global", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Papaya Global - Best overall provider with the deepest payroll infrastructure across 160+ countries."}, {"id": "mai-20260917-1752-baseline|c149-m2|meta-small|Oyster", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oyster - Best for SMBs with $25/employee/month in 26-28 countries, no setup fees, and a clean platform experience."}, {"id": "mai-20260917-1752-baseline|c149-m2|meta-small|Remote", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote - Best for SMB to mid-market organizations wanting a modular HR, payroll, IT platform"}, {"id": "mai-20260917-1752-baseline|c149-m2|meta-small|Rivermate", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rivermate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for mid-sized companies hiring 10–15 people per new market"}, {"id": "mai-20260917-1752-baseline|c149-m2|minimax-small|Deel", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Deel** or **Papaya Global**. Deel is generally easier to get started with and has strong B2B traction"}, {"id": "mai-20260917-1752-baseline|c149-m2|minimax-small|Papaya Global", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Papaya Global offers more robust infrastructure if you anticipate rapid growth or complex multi-country needs"}, {"id": "mai-20260917-1752-baseline|c149-m2|minimax-small|Remote", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote** (Best for Integrated HR/Payroll)"}, {"id": "mai-20260917-1752-baseline|c149-m2|minimax-small|Rippling", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** (Best If Already Using It)"}, {"id": "mai-20260917-1752-baseline|c149-m2|mistral-small|Papaya Global", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Papaya is often cited as the best overall solution for mid-sized and larger firms with international operations."}, {"id": "mai-20260917-1752-baseline|c149-m2|mistral-small|Remote", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMB to mid-market organizations wanting a modular HR, payroll, and IT platform"}, {"id": "mai-20260917-1752-baseline|c149-m2|mistral-small|Rippling", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-size companies that want a unified platform combining payroll, HR, and IT tools."}, {"id": "mai-20260917-1752-baseline|c149-m2|mistral-small|Deel", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c149-m2|mistral-small|Lano", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Lano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market teams handling managed multi-country payroll"}, {"id": "mai-20260917-1752-baseline|c149-m2|moonshot-small|Papaya Global", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most mid-sized B2B companies:** **Papaya Global** strikes the best balance"}, {"id": "mai-20260917-1752-baseline|c149-m2|moonshot-small|Deel", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** – Best for Speed and Unified Workflows"}, {"id": "mai-20260917-1752-baseline|c149-m2|moonshot-small|Rippling", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** – Best for US-First Mid-Market Teams"}, {"id": "mai-20260917-1752-baseline|c149-m2|moonshot-small|Remote", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** – Best for Compliance-First Teams"}, {"id": "mai-20260917-1752-baseline|c149-m2|moonshot-small|Lano", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Lano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lano** – Best for Managed Multi-Country Payroll"}, {"id": "mai-20260917-1752-baseline|c149-m2|moonshot-small|Multiplier", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Cost-conscious APAC focus | **Multiplier** |"}, {"id": "mai-20260917-1752-baseline|c149-m2|openai-small|Remote", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-m2|openai-small|Papaya Global", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if your finance team cares most about centralized payments"}, {"id": "mai-20260917-1752-baseline|c149-m2|openai-small|Deel", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you have a large contractor-heavy workforce"}, {"id": "mai-20260917-1752-baseline|c149-m2|openai-small|Rippling", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're US-first and want payroll tied tightly to HR/IT"}, {"id": "mai-20260917-1752-baseline|c149-m2|openai-small|ADP Global Payroll", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you want a more traditional enterprise provider"}, {"id": "mai-20260917-1752-baseline|c149-m2|xai-small|Rippling", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Rippling as a top global payroll provider"}, {"id": "mai-20260917-1752-baseline|c149-m2|xai-small|Blue Marble", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Blue Marble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Payroll and EOR in 100+ countries via partnerships (e.g., with Blue Marble)"}, {"id": "mai-20260917-1752-baseline|c149-m2|xai-small|Deel", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel | Fast global hiring + contractors"}, {"id": "mai-20260917-1752-baseline|c149-m2|xai-small|Papaya Global", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya Global | Finance-heavy reporting & payments"}, {"id": "mai-20260917-1752-baseline|c149-m2|xai-small|Remote", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Remote | Transparent pricing & EOR"}, {"id": "mai-20260917-1752-baseline|c149-m2|xai-small|Paylocity", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Existing US payroll (e.g., pair with Paylocity)?"}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Papaya Global", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Papaya Global**"}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Deel", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need the fastest rollout and want unified payroll + EOR + contractor management in one place"}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Remote", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Your priority is compliance‑first operations, clean payroll data, and built‑in IP protection."}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Rippling", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You want a single platform that tightly integrates payroll, HR, IT, and device management"}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Multiplier", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your primary focus is APAC markets and you need cost‑focused efficiency"}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Oyster HR", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You primarily need strong contractor management and ease of use"}, {"id": "mai-20260917-1752-baseline|c149-m2|zai-small|Paylocity Global", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paylocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Your domestic payroll is already on Paylocity and you want a seamless extension to international payroll."}, {"id": "mai-20260917-1752-baseline|c149-m3|alibaba-small|Deel", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently one of the market leaders. Deel distinguishes itself with a robust technology stack and extensive payment options"}, {"id": "mai-20260917-1752-baseline|c149-m3|alibaba-small|Remote", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Remote or Deel if: You want the fastest onboarding and the largest pool of available candidates/government relationships."}, {"id": "mai-20260917-1752-baseline|c149-m3|alibaba-small|Oyster", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Oyster if: Your equity compensation structure is complex"}, {"id": "mai-20260917-1752-baseline|c149-m3|alibaba-small|Rippling", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Rippling if: You are a US-headquartered company that wants to automate IT setups alongside global HR."}, {"id": "mai-20260917-1752-baseline|c149-m3|alibaba-small|Papaya Global", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Papaya if: You are a CFO who needs extreme detail on global labor spend"}, {"id": "mai-20260917-1752-baseline|c149-m3|alibaba-small|Localis", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Localis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some specialized platforms (like **Localis**) focus exclusively on specific difficult regions"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Deel", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Runs payroll in 130+ countries while supporting wider global workforce use cases across 150+ countries, offering one platform for payroll, EOR, contractors, and workforce operations with strong usability"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Remote", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Operates in over 75 countries using a direct EOR model and is responsible for compliance, payroll processing, and benefits management"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Papaya Global", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Employs local experts who ensure full compliance and seamless onboarding with certified specialists based in the country"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Safeguard Global", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading EOR providers include Deel, Remote, Papaya Global, Safeguard Global, Multiplier, and others"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Multiplier", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Links International and Multiplier, which are strong EOR and payroll platforms for APAC"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|ADP Celergo", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Celergo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Big platforms in this space include ADP Celergo, SD Worx, Papaya Global, CloudPay, Deel Global Payroll, and Workday Payroll"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|SD Worx", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SD Worx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Big platforms in this space include ADP Celergo, SD Worx, Papaya Global, CloudPay"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|CloudPay", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Big platforms in this space include ADP Celergo, SD Worx, Papaya Global, CloudPay"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Workday Payroll", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deel Global Payroll, and Workday Payroll"}, {"id": "mai-20260917-1752-baseline|c149-m3|anthropic-small|Links International", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Links International", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Links International and Multiplier, which are strong EOR and payroll platforms for APAC"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Deel", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is repeatedly positioned as a broad, platform-led global hiring option"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Remote", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** is often described as compliance- and owned-entity-focused"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Papaya Global", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "among the provided results, Papaya Global is the clearest payroll-first option"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Rippling", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** as an all-in-one HR/IT/payroll suite"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Multiplier", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Multiplier** as a lower-cost or APAC-friendly option"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Oyster", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Oyster** as a remote-first team platform"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|G-P", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel, Remote, Oyster, Multiplier, G-P, RemoFirst, Pebl"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|RemoFirst/RemotePeople", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst/RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RemoFirst/RemotePeople, Pebl, and Payoneer Workforce Management"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Pebl", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pebl, and Payoneer Workforce Management"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Payoneer Workforce Management", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and Payoneer Workforce Management"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|ADP Global Payroll", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "the payroll leaders are typically **Papaya Global, Remote, Deel, Rippling, ADP Global Payroll"}, {"id": "mai-20260917-1752-baseline|c149-m3|challenger-small|Workday", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Workday/other enterprise payroll suites"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Deel", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader; all-in-one (EOR + payroll + contractors + immigration); best UX & integrations"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Remote", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transparent flat-rate pricing; strong EU focus; IP/data protection"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Oyster HR", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market, remote-first teams; B-Corp/sustainability focus; fast onboarding (~48 hrs)"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Papaya Global", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise; AI-powered payroll; workforce analytics"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Rippling", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "US-centric companies wanting one HR/IT/payroll system → **Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Multiplier", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-friendly; strong Asia-Pacific coverage"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise incumbent; compliance heritage; quote-based"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Velocity Global (Pebl)", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global (Pebl)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Maximum country coverage; hard-to-reach markets; enterprise programs"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|ADP (GlobalView / Celergo)", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView / Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Legacy enterprise incumbents already on ADP; 500+ employee populations"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|TMF Group", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TMF Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprises needing complex local compliance"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Safeguard Global", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Safeguard Global, Neeyamo, CloudPay | Broad | Managed payroll | Enterprise managed services"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|Neeyamo", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Neeyamo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Safeguard Global, Neeyamo, CloudPay | Broad | Managed payroll | Enterprise managed services"}, {"id": "mai-20260917-1752-baseline|c149-m3|deepseek-small|CloudPay", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Safeguard Global, Neeyamo, CloudPay | Broad | Managed payroll | Enterprise managed services"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Deel", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel: Best Overall for Global Scaling ... Deel is the market leader for fast-growing companies and startups."}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Rippling", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling: Best for Unified HR, IT, & Finance"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Remote", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote: Best for Deep Legal Compliance & IP Protection"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Papaya Global", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya Global: Best for Enterprise Payroll Consolidation"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Oyster HR", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oyster HR: Best for Remote-First SMBs"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Safeguard Global", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safeguard Global & G-P (Globalization Partners): Best for Enterprise and Complex Expansion"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safeguard Global and G-P focus on white-glove, strategic consulting"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|RemoFirst", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The Aggregator (Indirect) Model (Papaya Global, RemoFirst, Oyster in some locations)"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|CloudPay", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise/Aggregator Systems (Papaya Global, CloudPay)"}, {"id": "mai-20260917-1752-baseline|c149-m3|google-small|Multiplier", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Oyster or Multiplier** | Highly standardized benefits packages and cost-effective pricing structures tailored for SMBs."}, {"id": "mai-20260917-1752-baseline|c149-m3|meta-small|Deel", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is the best overall EOR provider"}, {"id": "mai-20260917-1752-baseline|c149-m3|meta-small|Papaya Global", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Papaya Global is the strongest dedicated global payroll platform"}, {"id": "mai-20260917-1752-baseline|c149-m3|meta-small|Remote", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote is the best EOR-first company adding payroll"}, {"id": "mai-20260917-1752-baseline|c149-m3|meta-small|ADP GlobalView", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP GlobalView is the best enterprise option for large, complex payroll programs"}, {"id": "mai-20260917-1752-baseline|c149-m3|meta-small|Multiplier", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top EOR and global payroll platforms are Deel, Papaya Global, Remote, ADP GlobalView, and Multiplier."}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|RemotePeople", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemotePeople** – Best overall EOR with combined recruitment, employment, and expansion support"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Deel", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** – Well-rated, great coverage, excellent for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Oyster HR", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster HR** – Affordable option with strong global coverage"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Remote", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** – Best for building and managing agile teams"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Rippling", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** – Best for companies with complex EOR and HR needs"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|RemoFirst", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**RemoFirst** – Best budget-conscious option ($199/employee/month)"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Papaya Global", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Papaya Global** – Best for large businesses with advanced features"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Multiplier", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Multiplier** – Best for Asia-Pacific hiring"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|G-P", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**G-P** – Best for global payroll without local entities"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|UKG", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**UKG** – Best with real-time payroll analytics"}, {"id": "mai-20260917-1752-baseline|c149-m3|minimax-small|Native Teams", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Native Teams** – Best for global employee support & local benefits"}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Deel", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** – Best overall, highly rated for compliance, scalability, and global coverage."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Oyster HR", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for hiring visibility and cost transparency, with strong compliance support."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Remote", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for building and managing agile international teams"}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|RemotePeople", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-round EOR, combining recruitment, employment, and expansion support."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Papaya Global", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for global workforce payments and compliance, especially for enterprises."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Multiplier", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for global onboarding and compliance, especially in complex markets."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Native Teams", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for compliant hiring in challenging markets."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|WorkMotion", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for compliance with European labor laws."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|G-P", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for flexible global payment options."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|RemoFirst", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for budget-conscious remote team expansion."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|Rippling", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best overall global payroll software, with strong HR and payroll integration."}, {"id": "mai-20260917-1752-baseline|c149-m3|mistral-small|TopSource", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for supporting business expansion."}, {"id": "mai-20260917-1752-baseline|c149-m3|moonshot-small|Deel", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Key Strength:** Market leader with wholly-owned legal entities (not third-party partners), unified platform"}, {"id": "mai-20260917-1752-baseline|c149-m3|moonshot-small|Remote", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Remote if:** You want the most transparent pricing, unified EOR/payroll/HRIS, and direct entity ownership"}, {"id": "mai-20260917-1752-baseline|c149-m3|moonshot-small|Papaya Global", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Papaya Global if:** You're an enterprise needing advanced payroll analytics and widest country coverage"}, {"id": "mai-20260917-1752-baseline|c149-m3|moonshot-small|Oyster HR", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Oyster if:** You prioritize fast onboarding, modern benefits, and sustainability-focused operations"}, {"id": "mai-20260917-1752-baseline|c149-m3|moonshot-small|Rippling", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Countries:** Unknown/Expanding ... **Choose Rippling if:** You're already in their ecosystem"}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|Deel", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around for both EOR and payroll:** Deel, Remote, Papaya Global."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|Remote", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best all-around for both EOR and payroll:** Deel, Remote, Papaya Global."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|Papaya Global", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best all-around for both EOR and payroll:** Deel, Remote, Papaya Global."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|Rippling", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want HR + IT + payroll together:** Rippling."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|Oyster", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best EOR-heavy options:** Oyster, G-P, Velocity Global."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|Velocity Global", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best EOR-heavy options:** Oyster, G-P, Velocity Global."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "widely recognized as an enterprise EOR provider"}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|ADP (GlobalView/Celergo)", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best enterprise payroll-heavy options:** ADP, CloudPay."}, {"id": "mai-20260917-1752-baseline|c149-m3|openai-small|CloudPay", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "payroll-oriented, especially for enterprise use"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Deel", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel**: Often ranked #1-3; 150+ countries; ... excels in compliant hiring without local entities"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Remote", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote**: Top 3 consistently; 90-185+ countries (owned entities emphasized)"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Oyster HR", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster HR**: Frequent top pick; 180+ countries"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Papaya Global", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Papaya Global**: Top pure-play; 160+ countries; $12-25/employee/month; excels in centralized reporting, compliance, and analytics"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|RemoFirst", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**RemoFirst**: Budget leader; 100+ countries; ~$199/month; ideal for cost-conscious expansion."}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Others**: G-P (Globalization Partners), Multiplier (~$400), Rippling (HR-integrated)"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Multiplier", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multiplier (~$400)"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Rippling", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling**: US-first global; 100+ countries; ~$8-35/employee/month; unifies payroll/HR/IT."}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Pebl/Velocity Global", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl/Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pebl/Velocity Global, Native Teams, WorkMotion."}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Native Teams", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Native Teams, WorkMotion."}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|WorkMotion", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pebl/Velocity Global, Native Teams, WorkMotion."}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|ADP (GlobalView/Celergo)", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**ADP (GlobalView/Celergo)**: Enterprise staple; 140+ countries; custom (volume-based); for complex, large-scale payroll."}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|CloudPay", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Others**: CloudPay (130-150+ countries, managed service)"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|UKG", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Multiplier (~$20), UKG, Safeguard Global, One Global Payroll (~$26)"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|Safeguard Global", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "UKG, Safeguard Global, One Global Payroll (~$26)"}, {"id": "mai-20260917-1752-baseline|c149-m3|xai-small|One Global Payroll", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "One Global Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "One Global Payroll (~$26)"}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Deel", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall / single platform** | **Deel** | Owned entities, deep compliance, unified platform, top G2 ratings."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Remote", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** and **Remote** are the top all‑in‑one choices... **Remote** leading in transparency"}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Papaya Global", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** excels in AI‑driven payroll and automation."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|OysterHR", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "OysterHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OysterHR** is ideal if you need crypto payments."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Rippling", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** is best if you need tight HR‑IT integration."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Atlas", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Atlas** | Direct employer model, enterprise governance."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|HireGlobal", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "HireGlobal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Low‑cost contractor AOR** | **HireGlobal** | Simple, low‑cost contractor pricing."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|TopSource Worldwide", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource Worldwide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Advisory & entity management** | **TopSource Worldwide** | Full‑service with HR advisory."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Mercans", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Mercans", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tech‑driven payroll with EOR; good for companies needing compliance‑heavy payroll."}, {"id": "mai-20260917-1752-baseline|c149-m3|zai-small|Payoneer WFM", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Low‑cost payroll** | **Payoneer WFM** | Best price‑point for payroll."}, {"id": "mai-20260917-1752-baseline|c149-m4|alibaba-small|Native Teams", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Native Teams is widely recognized as the most affordable main-stream EOR provider available today."}, {"id": "mai-20260917-1752-baseline|c149-m4|alibaba-small|RemoFirst", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RemoFirst is often cited as the best entry-point for startups because it offers lower costs"}, {"id": "mai-20260917-1752-baseline|c149-m4|alibaba-small|Deel", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "It is roughly half the cost of major competitors like Deel or Remote.com."}, {"id": "mai-20260917-1752-baseline|c149-m4|alibaba-small|Remote.com", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "roughly half the cost of major competitors like Deel or Remote.com"}, {"id": "mai-20260917-1752-baseline|c149-m4|anthropic-small|Hire with Columbus", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers EOR and payroll services from $179 per month with no setup fees, with onboarding completed in 24 to 48 hours"}, {"id": "mai-20260917-1752-baseline|c149-m4|anthropic-small|RemoFirst", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "RemoFirst's trade-offs include limited coverage compared to competitors, limited support with slow processing times, and onboarding that can take weeks instead of days"}, {"id": "mai-20260917-1752-baseline|c149-m4|anthropic-small|Multiplier", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Multiplier (starting at $400/mo)"}, {"id": "mai-20260917-1752-baseline|c149-m4|challenger-small|RemoFirst", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest pick in these results is **RemoFirst**, because multiple reviews identify it as the **most affordable** EOR option"}, {"id": "mai-20260917-1752-baseline|c149-m4|challenger-small|RemotePeople", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RemotePeople** is also cited as a budget-conscious pick at around **$199/month**"}, {"id": "mai-20260917-1752-baseline|c149-m4|challenger-small|Playroll", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best balance of price and support:** Playroll, at about **$399/month**"}, {"id": "mai-20260917-1752-baseline|c149-m4|challenger-small|Deel", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Broader all-in-one platform but higher cost:** Deel or Remote."}, {"id": "mai-20260917-1752-baseline|c149-m4|challenger-small|Remote", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Broader all-in-one platform but higher cost:** Deel or Remote."}, {"id": "mai-20260917-1752-baseline|c149-m4|deepseek-small|Native Teams", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're primarily hiring in **Europe**, **Native Teams at $99/employee/month** is the most cost-effective choice."}, {"id": "mai-20260917-1752-baseline|c149-m4|deepseek-small|Wisemonk", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Wisemonk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're hiring **Indian talent**, **Wisemonk at $99/employee/month** is unbeatable"}, {"id": "mai-20260917-1752-baseline|c149-m4|deepseek-small|RemoFirst", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**RemoFirst at $199/employee/month** offers the best balance of affordability, global coverage (193 countries), and transparent pricing"}, {"id": "mai-20260917-1752-baseline|c149-m4|deepseek-small|Payoneer Workforce Management", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Payoneer Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From **$199/month** - 160+ countries coverage - Great for APAC and Africa hiring"}, {"id": "mai-20260917-1752-baseline|c149-m4|deepseek-small|Deel", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise providers like Deel and Remote charge **$599\\u2013$699/month**"}, {"id": "mai-20260917-1752-baseline|c149-m4|deepseek-small|Remote", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise providers like Deel and Remote charge **$599\\u2013$699/month**"}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|Deel", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "premium, all-in-one Employer of Record (EOR) providers like Deel, Remote, or Rippling ... their base fees usually range from **$499 to $599+ per employee per month**"}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|Remote", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "premium, all-in-one Employer of Record (EOR) providers like Deel, Remote, or Rippling ... these admin costs can quickly deplete your capital"}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|Rippling", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "premium, all-in-one Employer of Record (EOR) providers like Deel, Remote, or Rippling ... these admin costs can quickly deplete your capital"}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|Hire with Columbus", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the **absolute lowest entry-level pricing**, go with **Hire with Columbus**."}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|Remofirst", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want the **most popular, streamlined startup option** with a track record of stability, choose **Remofirst**."}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|RemotePeople (formerly Horizons)", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople (formerly Horizons)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want **more personalized legal and HR guidance** ... choose **RemotePeople**."}, {"id": "mai-20260917-1752-baseline|c149-m4|google-small|Thera", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Thera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Thera stands out because it isn't just an EOR; it is a financial operations platform."}, {"id": "mai-20260917-1752-baseline|c149-m4|meta-small|Remofirst", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employer of record for a company with a limited budget is Remofirst, which positions itself as the budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c149-m4|meta-small|Pin", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options to consider are listed in the search results, including Pin"}, {"id": "mai-20260917-1752-baseline|c149-m4|meta-small|Hero Hunt", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hero Hunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Pin, Hero Hunt, HiveDesk"}, {"id": "mai-20260917-1752-baseline|c149-m4|meta-small|HiveDesk", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "HiveDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hero Hunt, HiveDesk, People Managing People"}, {"id": "mai-20260917-1752-baseline|c149-m4|meta-small|People Managing People", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "People Managing People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HiveDesk, People Managing People, and HR Stacks"}, {"id": "mai-20260917-1752-baseline|c149-m4|meta-small|HR Stacks", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "HR Stacks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "People Managing People, and HR Stacks"}, {"id": "mai-20260917-1752-baseline|c149-m4|minimax-small|RemoFirst", "prompt": "c149-m4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemoFirst** offers the best balance of affordability ($199/month), transparent pricing, and global coverage"}, {"id": "mai-20260917-1752-baseline|c149-m4|minimax-small|Remunance", "prompt": "c149-m4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remunance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you specifically need India expertise, **Remunance** may be cheaper for that region"}, {"id": "mai-20260917-1752-baseline|c149-m4|minimax-small|Pilot", "prompt": "c149-m4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "From $299/month per employee - Best for: US-based startups expanding internationally"}, {"id": "mai-20260917-1752-baseline|c149-m4|minimax-small|Multiplier", "prompt": "c149-m4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "From $300/month - Best for: APAC/MENA coverage"}, {"id": "mai-20260917-1752-baseline|c149-m4|mistral-small|Tarmack", "prompt": "c149-m4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employer of record (EOR) for a company with a limited budget is **Tarmack**, which starts at just $39 per employee per month"}, {"id": "mai-20260917-1752-baseline|c149-m4|mistral-small|Remote People", "prompt": "c149-m4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include Remote People, starting at $199 monthly"}, {"id": "mai-20260917-1752-baseline|c149-m4|mistral-small|Hire with Columbus", "prompt": "c149-m4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hire with Columbus, which is also frequently cited as a cost-effective EOR solution"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|Native Teams", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute tightest budget: **Native Teams** at ~$99/month"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|Hire with Columbus", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For best value with good coverage: **Remofirst** or **Hire with Columbus** at $179-$199/month"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|Remofirst", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For best value with good coverage: **Remofirst** or **Hire with Columbus**"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|RemotePeople", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. RemotePeople** - $199/month per employee"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|Tarmack", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**5. Tarmack** - $199/month per employee"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|Deel", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Claims to be 60% cheaper than major players like Deel and Remote.com"}, {"id": "mai-20260917-1752-baseline|c149-m4|moonshot-small|Remote.com", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Claims to be 60% cheaper than major players like Deel and Remote.com"}, {"id": "mai-20260917-1752-baseline|c149-m4|openai-small|RemoFirst", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tightest budget / simplest need:** look at **RemoFirst** first."}, {"id": "mai-20260917-1752-baseline|c149-m4|openai-small|Deel", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value if you want more compliance/support/features:** **Deel**. It's not the cheapest"}, {"id": "mai-20260917-1752-baseline|c149-m4|openai-small|Remote", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not ideal for a limited budget:** **Remote**, based on the public EOR price currently shown."}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|Hire with Columbus", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hire with Columbus stands out as one of the top Employer of Record (EOR) options"}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|Deel", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vs. pricier options like Deel ($599/mo)"}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|Remote", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricier options like Deel ($599/mo) or Remote ($699/mo)"}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|RemoFirst", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Close Runner-Up: RemoFirst ... $199/employee/month—nearly as cheap."}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|RecruitGo", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RecruitGo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-cheap for Philippines/Indonesia/etc., but limited geography—not ideal for global needs."}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|Horizons", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Horizons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good alternative if Columbus unavailable in specific countries."}, {"id": "mai-20260917-1752-baseline|c149-m4|xai-small|Multiplier", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher cost but excellent reviews; skip for strict budgets."}, {"id": "mai-20260917-1752-baseline|c149-m4|zai-small|Hire with Columbus", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employer‑of‑record (EOR) to start with is **Hire with Columbus**"}, {"id": "mai-20260917-1752-baseline|c149-m4|zai-small|RemoFirst", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also highly affordable; contractor pricing ~$25/month; strong reviews and fast onboarding."}, {"id": "mai-20260917-1752-baseline|c149-m4|zai-small|Tarmack", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "150+ countries, no setup fees, no minimum commitment; undercuts major players on price."}, {"id": "mai-20260917-1752-baseline|c149-m4|zai-small|HireGlobal", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "HireGlobal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$399/worker/month | Competitive pricing with transparent fees."}, {"id": "mai-20260917-1752-baseline|c149-m5|mistral-small|ADP", "prompt": "c149-m5", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Do they partner with global networks (e.g., ADP, Remote, Deel, Oyster)?"}, {"id": "mai-20260917-1752-baseline|c149-m5|mistral-small|Remote", "prompt": "c149-m5", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Do they partner with global networks (e.g., ADP, Remote, Deel, Oyster)?"}, {"id": "mai-20260917-1752-baseline|c149-m5|mistral-small|Deel", "prompt": "c149-m5", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Do they partner with global networks (e.g., ADP, Remote, Deel, Oyster)?"}, {"id": "mai-20260917-1752-baseline|c149-m5|mistral-small|Oyster", "prompt": "c149-m5", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Do they partner with global networks (e.g., ADP, Remote, Deel, Oyster)?"}, {"id": "mai-20260917-1752-baseline|c149-m5|xai-small|Deel", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 providers (e.g., Deel, Remote, Papaya Global, Oyster, Multiplier) based on your countries."}, {"id": "mai-20260917-1752-baseline|c149-m5|xai-small|Remote", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Deel, Remote, Papaya Global, Oyster, Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-m5|xai-small|Papaya Global", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Deel, Remote, Papaya Global, Oyster, Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-m5|xai-small|Oyster", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Deel, Remote, Papaya Global, Oyster, Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-m5|xai-small|Multiplier", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Deel, Remote, Papaya Global, Oyster, Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-m6|alibaba-small|Deel", "prompt": "c149-m6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deel relies heavily on its **aggregator model** for many jurisdictions ... verify entity ownership for high-risk, critical hires."}, {"id": "mai-20260917-1752-baseline|c149-m6|alibaba-small|Remote (Remote.com)", "prompt": "c149-m6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote (Remote.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Recent reviews note **partner dependency issues** ... ask clearly about their fallback strategy in complex or restricted jurisdictions."}, {"id": "mai-20260917-1752-baseline|c149-m6|alibaba-small|Payoneer", "prompt": "c149-m6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Only use these if you already have local entities and only need a payments rail. Do not use them as a \"shadow\" EOR."}, {"id": "mai-20260917-1752-baseline|c149-m6|alibaba-small|Wise", "prompt": "c149-m6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These are primarily **payment/fintech companies**, not HR compliance experts ... Do not use them as a \"shadow\" EOR."}, {"id": "mai-20260917-1752-baseline|c149-m6|anthropic-small|Deel", "prompt": "c149-m6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rippling sued Deel in March 2025 over claims that Deel was paying a Rippling employee to secretly gather confidential information"}, {"id": "mai-20260917-1752-baseline|c149-m6|anthropic-small|Rippling", "prompt": "c149-m6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the highly visible clash between Deel and Rippling, have eroded confidence in long-term stability"}, {"id": "mai-20260917-1752-baseline|c149-m6|challenger-small|Agile HRO", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Agile HRO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Agile HRO** and **RecruitGo** are noted as not publishing compliance certifications in one comparison, which means you would need extra due diligence."}, {"id": "mai-20260917-1752-baseline|c149-m6|challenger-small|RecruitGo", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RecruitGo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "noted as not publishing compliance certifications in one comparison, which means you would need extra due diligence"}, {"id": "mai-20260917-1752-baseline|c149-m6|challenger-small|Skuad", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Skuad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Skuad, Native Teams, and Horizons** are described as leaner tools that may trade off **coverage depth or support quality** for lower cost."}, {"id": "mai-20260917-1752-baseline|c149-m6|challenger-small|Native Teams", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "described as leaner tools that may trade off **coverage depth or support quality** for lower cost"}, {"id": "mai-20260917-1752-baseline|c149-m6|challenger-small|Horizons", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Horizons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "described as leaner tools that may trade off **coverage depth or support quality** for lower cost"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Deel", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Drastically Cautioned – Documented Legal/Compliance Issues... Who should avoid: Companies with compliance-sensitive contracts, enterprise clients, or critical payroll deadlines."}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Remote.com", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High Caution – Major Support & Policy Declines... Public sentiment has shifted sharply negative in 2024–2025."}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Gusto (including Gusto Global EOR)", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto (including Gusto Global EOR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trustpilot rating: 2.4/5 (234 reviews) – lowest among major EOR providers... Only covers 12 countries for EOR"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Papaya Global", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Moderate Caution – Contract/Implementation Risks... documented implementation failures and partner-model risks"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Hire with Columbus", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Simple, small team (1–20) | **Hire with Columbus** (highest warmest Reddit sentiment)"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Remofirst", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer alternatives per community consensus... **Remofirst**"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Velocity Global", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise multi-country | **Velocity Global**"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Mauve", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Mauve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise multi-country | **Velocity Global**, **Mauve**, **Mercans** (but verify local entities)"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Mercans", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Mercans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Mercans** (but verify local entities)"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|CloudPay", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Global payroll (not EOR) | **CloudPay**, **Neeyamo**, or **ADP Celergo** (with strict SLA)"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Neeyamo", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Neeyamo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Global payroll (not EOR) | **CloudPay**, **Neeyamo**"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|ADP Celergo", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Celergo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **ADP Celergo** (with strict SLA)"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Check", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "US+Canada only | **Check** (payroll API) or **Justworks**"}, {"id": "mai-20260917-1752-baseline|c149-m6|deepseek-small|Justworks", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "US+Canada only | **Check** (payroll API) or **Justworks**"}, {"id": "mai-20260917-1752-baseline|c149-m6|google-small|Deel", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deel (Exercise Caution Regarding: Legal Friction, Vendor Noise, & Liability Disclaimers)"}, {"id": "mai-20260917-1752-baseline|c149-m6|google-small|Rippling", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rippling (Exercise Caution Regarding: Bloat & aggressive upselling)"}, {"id": "mai-20260917-1752-baseline|c149-m6|google-small|Papaya Global", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Papaya Global (Exercise Caution Regarding: Service Variability & Hidden Partner Costs)"}, {"id": "mai-20260917-1752-baseline|c149-m6|google-small|Atlas HXM", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas HXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Atlas (Exercise Caution Regarding: Rigid Deadlines & Latin American Onboarding)"}, {"id": "mai-20260917-1752-baseline|c149-m6|google-small|Remote", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Direct-Owned Model (e.g., Remote, Atlas): The platform owns its own legal entity in that country"}, {"id": "mai-20260917-1752-baseline|c149-m6|meta-small|Papaya Global", "prompt": "c149-m6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the top EOR and global payroll platforms include Papaya Global, Deel, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline|c149-m6|meta-small|Deel", "prompt": "c149-m6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the top EOR and global payroll platforms include Papaya Global, Deel, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline|c149-m6|meta-small|Remote", "prompt": "c149-m6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the top EOR and global payroll platforms include Papaya Global, Deel, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline|c149-m6|meta-small|Rippling", "prompt": "c149-m6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the top EOR and global payroll platforms include Papaya Global, Deel, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Multiplier", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Multiplier, Talent500, Payoneer (for global payroll), Rippling (outside the US), G2O, and Foxhire"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Talent500 (by Oyster)", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Talent500 (by Oyster)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "has been flagged for limited country coverage and issues with local compliance"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Payoneer", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "its global payroll solution is often criticized for lack of transparency, hidden fees"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Rippling", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Rippling (for global payroll outside the US)... If you need true multi-country payroll, look elsewhere."}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|G2O (by Velocity Global)", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G2O (by Velocity Global)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "G2O has a smaller country footprint and has been noted for slow onboarding and support"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Foxhire", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Foxhire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "often cited for poor customer service and compliance issues"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Remote", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Remote, Deel, Papaya Global, and ADP are the safer, more reliable choices"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Deel", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Remote, Deel, Papaya Global, and ADP are the safer, more reliable choices"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Papaya Global", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For pure global payroll: Papaya Global or ADP"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|ADP GlobalView/Celergo", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP GlobalView/Celergo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For broad global coverage and strong compliance: Remote, Deel, Papaya Global, or ADP GlobalView/Celergo"}, {"id": "mai-20260917-1752-baseline|c149-m6|mistral-small|Oyster", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For EOR-first hiring: Oyster (for startups) or Remote (for larger teams)"}, {"id": "mai-20260917-1752-baseline|c149-m6|moonshot-small|Papaya Global", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Concerns ... **Papaya Global** - Trustpilot rating: Concerning 3.2/5 with reports of **missed payments** and **hidden fees**"}, {"id": "mai-20260917-1752-baseline|c149-m6|moonshot-small|Deel", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "While popular, Deel has significant documented issues... Payroll errors and delays are the most frequently cited complaints"}, {"id": "mai-20260917-1752-baseline|c149-m6|moonshot-small|Oyster HR", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Payroll delays: Reviewers report invoices that swing month-to-month and payroll landing days late"}, {"id": "mai-20260917-1752-baseline|c149-m6|moonshot-small|Velocity Global (now Pebl)", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global (now Pebl)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Now rebranded, suggesting past positioning issues"}, {"id": "mai-20260917-1752-baseline|c149-m6|moonshot-small|Globalization Partners", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lower-risk**: Providers with wholly owned local entities (e.g., Globalization Partners has 100+ owned entities)"}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Deel", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High performer, but note ongoing legal scrutiny: DOJ criminal probe ... Proceed with due diligence if compliance/trust is paramount."}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Remote", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Common issues: Payroll/tax errors (esp. India/Canada...), slow email support (3–10 days)"}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Papaya Global", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Best avoided if: Scaling across many countries or needing reliable payroll in complex markets."}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Oyster", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Best avoided if: Needing fast support or strong APAC coverage."}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|G-P (Globalization Partners)", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "G-P: ticket support slowness, premium pricing) but fewer red flags"}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Rippling", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Top-rated alternatives (fewer complaints): Rippling (4.8/5, integrated HR/IT)"}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Gusto", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Best avoided if: Outside US/small teams (it's US-focused, not ideal for true global EOR)"}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Multiplier", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Multiplier (affordable, strong India)"}, {"id": "mai-20260917-1752-baseline|c149-m6|xai-small|Pebl/Velocity Global", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Pebl/Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pebl/Velocity Global (compliance leader)"}, {"id": "mai-20260917-1752-baseline|c149-m6|zai-small|Remote", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Inadequate customer support, slow response times, payment delays, missing features, high fees, unclear timelines"}, {"id": "mai-20260917-1752-baseline|c149-m6|zai-small|Deel", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing opacity, compliance gaps at scale, support slowdowns during compliance events, complex cost forecasting"}, {"id": "mai-20260917-1752-baseline|c149-m6|zai-small|ADP Global Payroll", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Poor customer support, limited reporting, complex navigation, slow issue resolution"}, {"id": "mai-20260917-1752-baseline|c149-m6|zai-small|RemoFirst", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited reporting, fewer integrations, basic reporting capabilities, limited customization"}, {"id": "mai-20260917-1752-baseline|c149-m6|zai-small|Employment Hero", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Poorly written employment agreements, delays and mistakes in payroll, weak operating model"}, {"id": "mai-20260917-1752-baseline|c149-s1|alibaba-small|Deel", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** and **Rippling** are consistently rated as the top choices for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s1|alibaba-small|Rippling", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel** and **Rippling** are consistently rated as the top choices for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s1|alibaba-small|Oyster", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oyster (Best for Developer & Tech-Hiring Culture)"}, {"id": "mai-20260917-1752-baseline|c149-s1|alibaba-small|Remote", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Remote (Best for Complex Compliance)"}, {"id": "mai-20260917-1752-baseline|c149-s1|anthropic-small|Deel", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Well-known EOR providers** include names like Deel, Guidepoint, Rippling, ADP, and various smaller regional providers."}, {"id": "mai-20260917-1752-baseline|c149-s1|anthropic-small|Guidepoint", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include names like Deel, Guidepoint, Rippling, ADP"}, {"id": "mai-20260917-1752-baseline|c149-s1|anthropic-small|Rippling", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include names like Deel, Guidepoint, Rippling, ADP"}, {"id": "mai-20260917-1752-baseline|c149-s1|anthropic-small|ADP", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include names like Deel, Guidepoint, Rippling, ADP, and various smaller regional providers"}, {"id": "mai-20260917-1752-baseline|c149-s1|challenger-small|Deel", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is the best general-purpose EOR for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c149-s1|challenger-small|RemoFirst", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RemoFirst** is the strongest value-oriented option if cost is the priority"}, {"id": "mai-20260917-1752-baseline|c149-s1|challenger-small|Remote", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Remote** if you want a more all-in-one HR/EOR platform"}, {"id": "mai-20260917-1752-baseline|c149-s1|deepseek-small|Remofirst", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Remofirst** (~$199/employee/month) — cheapest entry point with 185+ countries"}, {"id": "mai-20260917-1752-baseline|c149-s1|deepseek-small|Multiplier", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multiplier** (~$400/month) — best value"}, {"id": "mai-20260917-1752-baseline|c149-s1|deepseek-small|Deel", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Deel** is the safest, most feature-complete default"}, {"id": "mai-20260917-1752-baseline|c149-s1|deepseek-small|Remote", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If **IP protection is critical** (software/engineering teams), choose **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-s1|deepseek-small|Rippling", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its EOR/global payroll is less mature; it uses partners in many countries"}, {"id": "mai-20260917-1752-baseline|c149-s1|deepseek-small|Oyster", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oyster | ~$699 | Mid-market, small-team friendly"}, {"id": "mai-20260917-1752-baseline|c149-s1|google-small|Remote", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Remote is the gold standard... Choose Remote if you are a tech/SaaS startup hiring developers, engineers, or product managers."}, {"id": "mai-20260917-1752-baseline|c149-s1|google-small|RemoFirst", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Bootstrapped or Budget-Conscious Teams... RemoFirst is the market leader in value."}, {"id": "mai-20260917-1752-baseline|c149-s1|google-small|Deel", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rapid Scaling & Mixed Teams (Contractors + Employees)"}, {"id": "mai-20260917-1752-baseline|c149-s1|google-small|Rippling", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Already Use Their domestic HR Stack"}, {"id": "mai-20260917-1752-baseline|c149-s1|meta-small|Deel", "prompt": "c149-s1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employer of record for a small B2B company is Deel, as it is considered the best EOR for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s1|meta-small|Oyster", "prompt": "c149-s1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Oyster and Rippling"}, {"id": "mai-20260917-1752-baseline|c149-s1|meta-small|Rippling", "prompt": "c149-s1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Oyster and Rippling"}, {"id": "mai-20260917-1752-baseline|c149-s1|minimax-small|RemotePeople", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company with limited budget, **RemotePeople** or **RemoFirst** offer the best value starting at $199/month."}, {"id": "mai-20260917-1752-baseline|c149-s1|minimax-small|RemoFirst", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**RemotePeople** or **RemoFirst** offer the best value starting at $199/month"}, {"id": "mai-20260917-1752-baseline|c149-s1|minimax-small|Deel", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prioritize brand recognition and faster onboarding, **Deel** or **Oyster** are worth the higher investment at $599/month."}, {"id": "mai-20260917-1752-baseline|c149-s1|minimax-small|Oyster", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** or **Oyster** are worth the higher investment at $599/month"}, {"id": "mai-20260917-1752-baseline|c149-s1|minimax-small|G-P (Globalization Partners)", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Companies planning global expansion"}, {"id": "mai-20260917-1752-baseline|c149-s1|mistral-small|Deel", "prompt": "c149-s1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is often recommended as the best Employer of Record (EOR) service"}, {"id": "mai-20260917-1752-baseline|c149-s1|mistral-small|Oyster", "prompt": "c149-s1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other EOR providers like Oyster and Rippling are also mentioned as strong options"}, {"id": "mai-20260917-1752-baseline|c149-s1|mistral-small|Rippling", "prompt": "c149-s1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other EOR providers like Oyster and Rippling are also mentioned as strong options"}, {"id": "mai-20260917-1752-baseline|c149-s1|moonshot-small|Remote.com", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Remote.com** — Best for Cost Transparency & Small-Budget Teams"}, {"id": "mai-20260917-1752-baseline|c149-s1|moonshot-small|Deel", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Deel** — Best All-Rounder for Growth"}, {"id": "mai-20260917-1752-baseline|c149-s1|moonshot-small|Oyster HR", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Oyster HR** — Best for Startups & Mission-Driven Companies"}, {"id": "mai-20260917-1752-baseline|c149-s1|moonshot-small|RemoFirst", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **RemoFirst or Pilot** — Best for Tight Budgets"}, {"id": "mai-20260917-1752-baseline|c149-s1|moonshot-small|Pilot", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pilot from ~$299/month"}, {"id": "mai-20260917-1752-baseline|c149-s1|moonshot-small|Rippling", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rippling** (larger small businesses)"}, {"id": "mai-20260917-1752-baseline|c149-s1|openai-small|Deel", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is usually the best \"default\" choice for a small B2B company that plans to hire internationally."}, {"id": "mai-20260917-1752-baseline|c149-s1|openai-small|Remote", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** \\u2014 strong for global hiring and simpler EOR usage"}, {"id": "mai-20260917-1752-baseline|c149-s1|openai-small|Justworks", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excellent if your need is mostly U.S.-based HR/payroll/benefits rather than true international EOR"}, {"id": "mai-20260917-1752-baseline|c149-s1|openai-small|Multiplier", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "can be more budget-friendly in some cases"}, {"id": "mai-20260917-1752-baseline|c149-s1|xai-small|Deel", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All-around balance?** Deel—most versatile for B2B growth."}, {"id": "mai-20260917-1752-baseline|c149-s1|xai-small|Remote", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Owned entities for compliance; localized benefits; reliable support"}, {"id": "mai-20260917-1752-baseline|c149-s1|xai-small|Oyster", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Contractor-friendly; 30-day trials; good for small teams"}, {"id": "mai-20260917-1752-baseline|c149-s1|xai-small|Multiplier", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tight budget?** Start with RemoFirst or Multiplier—ideal for small B2B testing international hires."}, {"id": "mai-20260917-1752-baseline|c149-s1|xai-small|RemoFirst", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most affordable; AI-driven; fast onboarding; contractor tools"}, {"id": "mai-20260917-1752-baseline|c149-s1|zai-small|RemoFirst", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **RemoFirst** is the best employer of record (EOR)"}, {"id": "mai-20260917-1752-baseline|c149-s1|zai-small|Oyster", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for employee experience**: **Oyster** \\u2013 strong benefits and guided onboarding."}, {"id": "mai-20260917-1752-baseline|c149-s1|zai-small|Deel", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for contractor\\u2011heavy teams**: **Deel** \\u2013 extensive contractor network."}, {"id": "mai-20260917-1752-baseline|c149-s1|zai-small|Remote", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for IP\\u2011intensive work**: **Remote** \\u2013 owned\\u2011entity compliance and IP Guard."}, {"id": "mai-20260917-1752-baseline|c149-s1|zai-small|Papaya Global", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Papaya Global may be a good long\\u2011term choice as you scale."}, {"id": "mai-20260917-1752-baseline|c149-s1|zai-small|Globalization Partners (G\\u2011P)", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G\\u2011P)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Partner\\u2011assisted, enterprise breadth"}, {"id": "mai-20260917-1752-baseline|c149-s2|alibaba-small|Oyster", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Oyster ... Most industry reviews currently highlight **Oyster** as the leading choice for SMBs."}, {"id": "mai-20260917-1752-baseline|c149-s2|alibaba-small|Deel", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Deel or Remote if you expect to hire mostly freelancers first"}, {"id": "mai-20260917-1752-baseline|c149-s2|alibaba-small|Remote.com", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Contractors: Deel or Remote.com"}, {"id": "mai-20260917-1752-baseline|c149-s2|alibaba-small|Papaya Global", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is often more expensive and complex to set up than Oyster, potentially making it overkill for very early-stage small businesses."}, {"id": "mai-20260917-1752-baseline|c149-s2|alibaba-small|ADP", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid legacy providers (like ADP)** for this purpose; they are generally too expensive and difficult"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Paycom", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycom was named the No. 1 software in Implementation Index for Benefits Support"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|TriNet", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most often shortlisted by small businesses in 2026 are Paycom, TriNet, Paycor, Paychex Flex® and PrimePay"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Paycor", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most often shortlisted by small businesses in 2026 are Paycom, TriNet, Paycor, Paychex Flex® and PrimePay"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Paychex Flex®", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paychex Flex®", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most often shortlisted by small businesses in 2026 are Paycom, TriNet, Paycor, Paychex Flex® and PrimePay"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|PrimePay", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "PrimePay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most often shortlisted by small businesses in 2026 are Paycom, TriNet, Paycor, Paychex Flex® and PrimePay"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Gusto", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto is widely recognized for offering a \"modern\" interface that is easy to use"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|OnPay", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OnPay and Patriot Software are also highly rated for their ease of use"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Patriot Software", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OnPay and Patriot Software are also highly rated for their ease of use"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Intuit QuickBooks", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Intuit QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Intuit QuickBooks is best if you already use it for bookkeeping"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|1-800Accountant", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "1-800Accountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "1-800Accountant stands out for offering full-service integrated accounting + payroll solutions"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Deel", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Deel and Rippling are purpose-built for global contractor and employer of record payments across 100+ countries"}, {"id": "mai-20260917-1752-baseline|c149-s2|anthropic-small|Rippling", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Deel and Rippling are purpose-built for global contractor and employer of record payments across 100+ countries"}, {"id": "mai-20260917-1752-baseline|c149-s2|challenger-small|Deel", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deel** as the default global payroll provider"}, {"id": "mai-20260917-1752-baseline|c149-s2|challenger-small|Gusto", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for a primarily US small business:** **Gusto**"}, {"id": "mai-20260917-1752-baseline|c149-s2|challenger-small|Oyster", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster** is also highlighted for SMBs with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c149-s2|deepseek-small|Deel", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Deel**"}, {"id": "mai-20260917-1752-baseline|c149-s2|deepseek-small|Remote", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** as a very close, slightly cheaper alternative if your needs are contractor-heavy"}, {"id": "mai-20260917-1752-baseline|c149-s2|deepseek-small|Rippling", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: its global payroll/EOR is less mature than Deel's."}, {"id": "mai-20260917-1752-baseline|c149-s2|deepseek-small|Justworks", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if your core payroll is US-based with only a handful of international hires"}, {"id": "mai-20260917-1752-baseline|c149-s2|deepseek-small|Gusto", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gusto** (if you're US-only) can be more economical than Deel's pricier per-contractor rate"}, {"id": "mai-20260917-1752-baseline|c149-s2|google-small|Rippling", "prompt": "c149-s2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B small business handles sensitive client data, relies heavily on cloud software, or requires SOC 2 compliance, **Rippling** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c149-s2|google-small|Deel", "prompt": "c149-s2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Speed and Global Contractor Management ... **Deel** is the easiest to use."}, {"id": "mai-20260917-1752-baseline|c149-s2|google-small|Remote", "prompt": "c149-s2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Intellectual Property (IP) Protection ... **Remote** is the safest option."}, {"id": "mai-20260917-1752-baseline|c149-s2|meta-small|Oyster", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best global payroll provider for a small business that sells to other businesses (B2B) would be Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s2|meta-small|Deel", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable providers include Deel and Remote, which are also popular choices for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s2|meta-small|Remote", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable providers include Deel and Remote, which are also popular choices for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s2|minimax-small|Deel", "prompt": "c149-s2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Deel** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c149-s2|minimax-small|Oyster HR", "prompt": "c149-s2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Deel** or **Oyster HR**"}, {"id": "mai-20260917-1752-baseline|c149-s2|minimax-small|Remote", "prompt": "c149-s2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Remote** ... Cleanest platform experience, no hidden fees, strong for small teams"}, {"id": "mai-20260917-1752-baseline|c149-s2|minimax-small|Rippling", "prompt": "c149-s2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Note**: Better suited if you primarily need US-based payroll with some international capabilities"}, {"id": "mai-20260917-1752-baseline|c149-s2|mistral-small|Deel", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** and **Remote** are often recommended as practical defaults for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s2|mistral-small|Remote", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel** and **Remote** are top choices for small B2B businesses"}, {"id": "mai-20260917-1752-baseline|c149-s2|mistral-small|Justworks", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** is a good option for US-based small businesses with a few international hires."}, {"id": "mai-20260917-1752-baseline|c149-s2|mistral-small|Papaya Global", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highly rated for its extensive infrastructure across 160+ countries, though it may be more suited for businesses with more complex needs"}, {"id": "mai-20260917-1752-baseline|c149-s2|moonshot-small|Oyster HR", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd suggest **Oyster HR** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-s2|moonshot-small|Remote", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a **small B2B business**, I'd suggest **Oyster HR** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-s2|moonshot-small|Rippling", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** - Best for US-First Teams"}, {"id": "mai-20260917-1752-baseline|c149-s2|moonshot-small|Deel", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** - Best for Payment Flexibility"}, {"id": "mai-20260917-1752-baseline|c149-s2|openai-small|Deel", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Deel** as the default choice for global payroll and international hiring."}, {"id": "mai-20260917-1752-baseline|c149-s2|openai-small|Papaya Global", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** if you're already more complex operationally or expect to run **broader, enterprise-style global payroll**"}, {"id": "mai-20260917-1752-baseline|c149-s2|openai-small|Oyster", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster** if you want a simpler, more predictable pricing model"}, {"id": "mai-20260917-1752-baseline|c149-s2|openai-small|Remote", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** if you want a strong alternative with a clear global payroll/EOR offering"}, {"id": "mai-20260917-1752-baseline|c149-s2|xai-small|Remote", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Remote** as the top starting point"}, {"id": "mai-20260917-1752-baseline|c149-s2|xai-small|Deel", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent integrations ...; slightly pricier for pure employees but fastest onboarding"}, {"id": "mai-20260917-1752-baseline|c149-s2|xai-small|Oyster", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest entry; clean UI but EOR jumps to $699+. Great for remote-first B2B sales teams."}, {"id": "mai-20260917-1752-baseline|c149-s2|xai-small|Multiplier", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-affordable for small multi-country employee payroll; less full HR suite."}, {"id": "mai-20260917-1752-baseline|c149-s2|xai-small|Papaya Global", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong for B2B with complex payments, but overkill (and pricier) for tiny teams."}, {"id": "mai-20260917-1752-baseline|c149-s2|xai-small|Rippling", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel or Rippling (if US-heavy)"}, {"id": "mai-20260917-1752-baseline|c149-s2|zai-small|Remote", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Remote"}, {"id": "mai-20260917-1752-baseline|c149-s2|zai-small|Deel", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑up: Deel"}, {"id": "mai-20260917-1752-baseline|c149-s2|zai-small|Papaya Global", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive; deeper features but longer onboarding; may be overkill for very small teams."}, {"id": "mai-20260917-1752-baseline|c149-s2|zai-small|Oyster HR", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher EOR fees (~$699/employee/month); strong compliance but pricier than Remote/Deel."}, {"id": "mai-20260917-1752-baseline|c149-s2|zai-small|Rippling", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Modular, quote‑based pricing; more complex to configure"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|Deel", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel (Best All-Rounder) ... Choose Deel if you want the fastest onboarding and a great software experience"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|Remote", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote (Best for Compliance Stability)"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|Oyster HR", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oyster HR (Best for Culture & Human Touch)"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|Papaya Global", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya Global (Best for Tech & Scaling)"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|SurePayroll", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SurePayroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less \"flashy\" ... Primarily UK and USA (with limited international expansion)"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|Rippling", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel/Rippling: These have the best UX"}, {"id": "mai-20260917-1752-baseline|c149-s3|alibaba-small|Centrical", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Centrical", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SurePayroll/Centrical: These may look dated."}, {"id": "mai-20260917-1752-baseline|c149-s3|anthropic-small|Deel", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deel operates in 150+ countries for EOR with transparent pricing from $49/contractor/month"}, {"id": "mai-20260917-1752-baseline|c149-s3|anthropic-small|Remote", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Remote is an EOR company focused on organizations with remote teams that operates in over 75 countries"}, {"id": "mai-20260917-1752-baseline|c149-s3|anthropic-small|Oyster", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "operates as an Employer of Record (EOR) in over 180 countries"}, {"id": "mai-20260917-1752-baseline|c149-s3|anthropic-small|Lano", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Lano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lano lets you keep them and pull all their data into one centralized hub"}, {"id": "mai-20260917-1752-baseline|c149-s3|anthropic-small|Multiplier", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multiplier is a strong fit for fast-growing small businesses that are actively expanding into new markets"}, {"id": "mai-20260917-1752-baseline|c149-s3|anthropic-small|Rippling", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some platforms combine payroll, HR, and IT (like Rippling)"}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|Deel", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Deel** if you want the broadest \"default\" choice for a small team and value ease of use."}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|Remote", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Remote** if compliance, entity ownership, and IP protections matter most."}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|Oyster", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Oyster** if you want the simplest path for your first international hire."}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|RemoFirst", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **RemoFirst** if price is the main constraint."}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|Multiplier", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-range option with strong APAC focus"}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|Rippling", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Rippling** if you want EOR plus a wider HR/IT stack in one place."}, {"id": "mai-20260917-1752-baseline|c149-s3|challenger-small|Papaya Global", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pick **Papaya Global** if your main need is **global payroll**, not just EOR."}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Multiplier", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most cost-sensitive / early-stage:** **Multiplier**"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Deel", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all-rounder as you grow:** **Deel** — flexible, covers mixed employee/contractor teams and many countries"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Remote.com", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most transparent, budget-friendly contractors:** **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Oyster", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hiring into tricky, remote-first markets, want premium local benefits:** **Oyster**"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Rippling", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rippling is worth it, but it hides most pricing behind a sales quote."}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|RemoFirst", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "budget entry at ~$199/mo in some regions, good for lean remote expansion"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Native Teams", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "founder-friendly, simple, tech-first option built for startups and small teams"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Gusto", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for consolidating US + global payroll"}, {"id": "mai-20260917-1752-baseline|c149-s3|deepseek-small|Papaya Global", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for consolidating multi-country payroll for finance teams"}, {"id": "mai-20260917-1752-baseline|c149-s3|google-small|Remofirst", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Remofirst: Best for Bootstrapped & Budget-Conscious Teams ... the most budget-friendly full-service EOR on the market"}, {"id": "mai-20260917-1752-baseline|c149-s3|google-small|Deel", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Deel** if you want maximum automation"}, {"id": "mai-20260917-1752-baseline|c149-s3|google-small|Remote", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Remote** if your business is tech/IP-heavy"}, {"id": "mai-20260917-1752-baseline|c149-s3|google-small|Playroll", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Playroll sits in the sweet spot between budget (Remofirst) and premium (Deel/Remote)"}, {"id": "mai-20260917-1752-baseline|c149-s3|google-small|Rippling", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "buying into Rippling's software is overkill and will be highly expensive"}, {"id": "mai-20260917-1752-baseline|c149-s3|google-small|Oyster", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Partner-Led (Remofirst, Playroll, Oyster):**"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Deel", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top EOR and global payroll platforms for a small team include Deel, Remote, Papaya Global, Rippling"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Remote", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Deel, Remote, Papaya Global, Rippling"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Papaya Global", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Deel, Remote, Papaya Global, Rippling"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Rippling", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Papaya Global, Rippling, Justworks"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Justworks", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling, Justworks, Multiplier"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Multiplier", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Justworks, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Oyster", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multiplier, Oyster, Payoneer Workforce Management"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Payoneer Workforce Management", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Oyster, Payoneer Workforce Management, G-P"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|G-P", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payoneer Workforce Management, G-P, RemoFirst"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|RemoFirst", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "G-P, RemoFirst, Pebl"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Pebl", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "RemoFirst, Pebl, RemotePeople"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|RemotePeople", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Pebl, RemotePeople, Native Teams"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Native Teams", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "RemotePeople, Native Teams, and Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-s3|meta-small|Velocity Global", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Native Teams, and Velocity Global"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Knit People", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Knit People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Budget-Conscious**: Knit People ($199/mo) or Tarmack ($39/mo)"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Tarmack", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-Conscious**: Knit People ($199/mo) or Tarmack ($39/mo)"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Multiplier", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Multiplier** | $400 | 171+ | Cost-effective EOR |"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Papaya Global", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Papaya Global** | $499 | 160+ | Mid-market scaling |"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Deel", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**All-in-One**: Deel or Remote (EOR + payroll + contractor management)"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Oyster HR", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Oyster HR** | $699 | 180+ | Startup-friendly |"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Remote", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Remote** | Best overall | $29/employee/month | 186+ countries"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|One Global Payroll", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "One Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Simplest**: One Global Payroll ($26/mo) for payroll-only needs"}, {"id": "mai-20260917-1752-baseline|c149-s3|minimax-small|Rippling", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**US-First**: Rippling (unified HR, IT, payroll)"}, {"id": "mai-20260917-1752-baseline|c149-s3|mistral-small|Deel", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, start with Deel or Remote for broad coverage and ease of use"}, {"id": "mai-20260917-1752-baseline|c149-s3|mistral-small|Remote", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Deel or Remote for broad coverage and ease of use"}, {"id": "mai-20260917-1752-baseline|c149-s3|mistral-small|Multiplier", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Multiplier if budget is a concern"}, {"id": "mai-20260917-1752-baseline|c149-s3|mistral-small|Oyster HR", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oyster is best for fast, compliant international hiring in many countries"}, {"id": "mai-20260917-1752-baseline|c149-s3|mistral-small|Rippling", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're US-heavy and want HR/IT bundled, Rippling is ideal."}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Deel", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Remote and Deel** are the safest bets for most small teams due to reliability and feature breadth"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Remote", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Remote and Deel** are the safest bets for most small teams due to reliability and feature breadth"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Oyster HR", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster HR** - Best for Small Teams/Startups"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Multiplier", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**RemoFirst and Multiplier** offer significant savings if budget is tight"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|RemoFirst", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Budget & Flexibility ... Cheapest entry point, cleanest terms, no setup fees"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Papaya Global", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Enterprise Multi-Country Payroll"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Rippling", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling** - Best for US-First Teams"}, {"id": "mai-20260917-1752-baseline|c149-s3|moonshot-small|Gusto", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited global capabilities compared to true global platforms"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Deel", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1–10 international hires, no entities:** start with **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Remote", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1–10 international hires, no entities:** start with **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Oyster", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote-first, benefits/onboarding matter a lot:** add **Oyster**"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Rippling", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Rippling for HR/IT:** consider **Rippling**"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Papaya Global", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Multiple owned entities / payroll-heavy ops:** consider **Papaya Global**"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Multiplier", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually not the first pick for a small team unless there's a strong region-specific reason"}, {"id": "mai-20260917-1752-baseline|c149-s3|openai-small|Pebl/Velocity Global", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl/Velocity Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually not the first pick for a small team unless there's a strong region-specific reason"}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Deel", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Deel or Remote if no entities (EOR mode)"}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Remote", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Deel or Remote if no entities (EOR mode)"}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Oyster", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for EOR-focused startups. 180+ countries."}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Rippling", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya or Rippling if you have them"}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|RemoFirst", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget picks for small teams. ~$199/employee/month (RemoFirst)"}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Native Teams", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EOR $99/month (Native Teams). Strengths: Affordable entry for testing markets."}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Papaya Global", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best dedicated global payroll. 160+ countries."}, {"id": "mai-20260917-1752-baseline|c149-s3|xai-small|Multiplier", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for compliance. ~$400+/user/month bundled."}, {"id": "mai-20260917-1752-baseline|c149-s3|zai-small|Deel", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** The best UI and ease of use for small teams."}, {"id": "mai-20260917-1752-baseline|c149-s3|zai-small|Remote (Remote.com)", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote (Remote.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The safest bet for compliance but the most expensive."}, {"id": "mai-20260917-1752-baseline|c149-s3|zai-small|Oyster HR", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid Papaya or Oyster until you have 10+ employees, as their \"small team\" pricing models are designed for scale."}, {"id": "mai-20260917-1752-baseline|c149-s3|zai-small|Papaya Global", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid Papaya or Oyster until you have 10+ employees"}, {"id": "mai-20260917-1752-baseline|c149-s3|zai-small|Multiplier", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose:** **Multiplier** or **Deel**... lower base rates (Multiplier)"}, {"id": "mai-20260917-1752-baseline|c149-s4|alibaba-small|Oyster HR", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Oyster HR** if you simply want the cleanest, lowest-cost way to employ someone globally."}, {"id": "mai-20260917-1752-baseline|c149-s4|alibaba-small|Deel", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Deel** if you anticipate needing to onboard many people quickly"}, {"id": "mai-20260917-1752-baseline|c149-s4|alibaba-small|Rippling", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is often the cheapest option because it bundles everything into one bill."}, {"id": "mai-20260917-1752-baseline|c149-s4|anthropic-small|Hire with Columbus", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if cost is your primary concern, Hire with Columbus or RemotePeople are excellent options"}, {"id": "mai-20260917-1752-baseline|c149-s4|anthropic-small|RemoFirst", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its platform is leaner, with fewer analytics features and more limited global coverage"}, {"id": "mai-20260917-1752-baseline|c149-s4|anthropic-small|RemotePeople", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "if cost is your primary concern, Hire with Columbus or RemotePeople are excellent options"}, {"id": "mai-20260917-1752-baseline|c149-s4|anthropic-small|Playroll", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Playroll is widely considered the best choice for startups thanks to its transparent pricing ($399/month)"}, {"id": "mai-20260917-1752-baseline|c149-s4|challenger-small|RemoFirst", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employer of record is usually **RemoFirst** because multiple reviews identify it as the lowest-cost mainstream option"}, {"id": "mai-20260917-1752-baseline|c149-s4|challenger-small|Hire with Columbus", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "some sources rank **Hire with Columbus** at **$179/month**"}, {"id": "mai-20260917-1752-baseline|c149-s4|challenger-small|Tarmack", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tarmack** at **$39/month**, but those are narrower claims and may come with different coverage or tradeoffs"}, {"id": "mai-20260917-1752-baseline|c149-s4|challenger-small|Deel", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "providers like **Deel** or **Remote** are often favored, but they cost significantly more"}, {"id": "mai-20260917-1752-baseline|c149-s4|challenger-small|Remote", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "providers like **Deel** or **Remote** are often favored, but they cost significantly more"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Remofirst", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small company on a tight budget**, **Remofirst** is the strongest pick"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|RemotePeople", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RemotePeople** is the better all-round choice at the same price point"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Deel", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "roughly **67% less than Deel ($599)**"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Remote", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**69% less than Remote ($645)**"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Rivermate", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rivermate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**RemotePeople, Remofirst, Rivermate:** from **$199/mo** (cheapest tier)"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Multiplier", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-tier** (Multiplier, Oyster): $400\\u2013$499/mo"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Oyster", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-tier** (Multiplier, Oyster): $400\\u2013$499/mo"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Papaya", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Premium** (Deel, Remote, Papaya, Rippling, Velocity): $599\\u2013$749/mo"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Rippling", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Premium** (Deel, Remote, Papaya, Rippling, Velocity): $599\\u2013$749/mo"}, {"id": "mai-20260917-1752-baseline|c149-s4|deepseek-small|Velocity", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Premium** (Deel, Remote, Papaya, Rippling, Velocity): $599\\u2013$749/mo"}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Remofirst", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **absolute lowest monthly flat fee** with simple compliance, go with **Remofirst** ($199/mo)."}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Hire with Columbus", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One of the cheapest documented EOR platforms on the market with a surprisingly wide country reach"}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Playroll", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Companies wanting transparent, flat-rate pricing with zero hidden platform upcharges."}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Multiplier", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small companies whose international hiring is heavily focused in the **Asia-Pacific (APAC) region**"}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Remote", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "apply for the startup program at **Remote** or **Deel** to get premium compliance infrastructure at budget prices"}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Deel", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deel's software is top-tier... dropping significantly with startup/volume discounts"}, {"id": "mai-20260917-1752-baseline|c149-s4|google-small|Teamed", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Teamed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look for providers (like Remote, Deel, or Teamed) that commit to near-mid-market FX rates."}, {"id": "mai-20260917-1752-baseline|c149-s4|meta-small|Remofirst", "prompt": "c149-s4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employer of record for a small company with a tight budget is Remofirst, with EOR services starting at $199/month per employee."}, {"id": "mai-20260917-1752-baseline|c149-s4|meta-small|Multiplier", "prompt": "c149-s4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include Multiplier, with prices ranging from $200 to $400 per employee per month."}, {"id": "mai-20260917-1752-baseline|c149-s4|minimax-small|Tarmack", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, I'd recommend starting with **Tarmack**, **Native Teams**, or **Columbus** as they're the most affordable."}, {"id": "mai-20260917-1752-baseline|c149-s4|minimax-small|Native Teams", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend starting with **Tarmack**, **Native Teams**, or **Columbus**"}, {"id": "mai-20260917-1752-baseline|c149-s4|minimax-small|Columbus", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd recommend starting with **Tarmack**, **Native Teams**, or **Columbus** as they're the most affordable."}, {"id": "mai-20260917-1752-baseline|c149-s4|minimax-small|Remofirst", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remofirst** at $199/month is a solid middle-ground choice"}, {"id": "mai-20260917-1752-baseline|c149-s4|minimax-small|RemotePeople", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Around $199/month per employee - Bundles recruitment, EOR, and entity setup"}, {"id": "mai-20260917-1752-baseline|c149-s4|mistral-small|Remofirst", "prompt": "c149-s4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Remofirst is often recommended as the best employer of record (EOR) due to its competitive pricing"}, {"id": "mai-20260917-1752-baseline|c149-s4|moonshot-small|RemoFirst", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **RemoFirst** for the best combination of low cost ($199), decent coverage, and established reputation"}, {"id": "mai-20260917-1752-baseline|c149-s4|moonshot-small|Multiplier", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multiplier** at $400 is still significantly cheaper than Deel/Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s4|moonshot-small|Tarmack", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "appears to be a newer/lesser-known provider, so verify service quality and country coverage meets your needs"}, {"id": "mai-20260917-1752-baseline|c149-s4|moonshot-small|Deel", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Deel | $599 | Established brand, more features |"}, {"id": "mai-20260917-1752-baseline|c149-s4|moonshot-small|Oyster", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Oyster/Remote | $699 | Premium service, higher budget |"}, {"id": "mai-20260917-1752-baseline|c149-s4|moonshot-small|Remote", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Oyster/Remote | $699 | Premium service, higher budget |"}, {"id": "mai-20260917-1752-baseline|c149-s4|openai-small|Playroll", "prompt": "c149-s4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Playroll** looks like the strongest value-oriented EOR option right now"}, {"id": "mai-20260917-1752-baseline|c149-s4|openai-small|Deel", "prompt": "c149-s4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** is currently listed at **$599 per employee per month**"}, {"id": "mai-20260917-1752-baseline|c149-s4|openai-small|Remote", "prompt": "c149-s4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Remote, though it's pricier at the standard EOR rate"}, {"id": "mai-20260917-1752-baseline|c149-s4|xai-small|RemoFirst", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemoFirst stands out as the best Employer of Record (EOR) for a small company on a tight budget.**"}, {"id": "mai-20260917-1752-baseline|c149-s4|xai-small|Native Teams", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cheapest, but complaints on payment delays, support slowness, onboarding issues"}, {"id": "mai-20260917-1752-baseline|c149-s4|xai-small|Deel", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it avoids the higher costs of mainstream EORs like Deel ($599+)"}, {"id": "mai-20260917-1752-baseline|c149-s4|xai-small|Remote", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "higher costs of mainstream EORs like Deel ($599+) or Remote ($699+)"}, {"id": "mai-20260917-1752-baseline|c149-s4|xai-small|RemotePeople", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "compare quotes from RemotePeople too"}, {"id": "mai-20260917-1752-baseline|c149-s4|xai-small|Multiplier", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Solid but pricier for tiny budgets"}, {"id": "mai-20260917-1752-baseline|c149-s4|zai-small|Hire with Columbus", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employer of record (EOR) is **Hire with Columbus**"}, {"id": "mai-20260917-1752-baseline|c149-s4|zai-small|RemoFirst", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Runner-Up: RemoFirst"}, {"id": "mai-20260917-1752-baseline|c149-s4|zai-small|Tarmack", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Contender: Tarmack"}, {"id": "mai-20260917-1752-baseline|c149-s4|zai-small|Deel", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "others (like Deel) charge significantly higher rates"}, {"id": "mai-20260917-1752-baseline|c149-s4|zai-small|Multiplier", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Multiplier:** $459/mo (Mid-range)"}, {"id": "mai-20260917-1752-baseline|c149-s4|zai-small|Remote.com", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Remote.com:** $699/mo (Premium)"}, {"id": "mai-20260917-1752-baseline|c149-s5|google-small|Remote", "prompt": "c149-s5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Remote: Best for IP protection and compliance-focused startups. They own 100% of their entities"}, {"id": "mai-20260917-1752-baseline|c149-s5|google-small|Deel", "prompt": "c149-s5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel: Best for pure global scale and speed."}, {"id": "mai-20260917-1752-baseline|c149-s5|google-small|Papaya Global", "prompt": "c149-s5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Partner Network Model (Aggregator EOR) ... (e.g., Papaya Global or smaller providers) ... you are at the mercy of a third party's response time"}, {"id": "mai-20260917-1752-baseline|c149-s5|google-small|Rippling", "prompt": "c149-s5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Rippling: Best if you want a single system of record."}, {"id": "mai-20260917-1752-baseline|c149-s5|google-small|Oyster", "prompt": "c149-s5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oyster: Best for advisory-led, human-first support."}, {"id": "mai-20260917-1752-baseline|c149-s5|moonshot-small|RemoFirst", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **RemoFirst** | ~$199/mo | Budget-conscious, 185+ countries |"}, {"id": "mai-20260917-1752-baseline|c149-s5|moonshot-small|Multiplier", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Multiplier** | ~$400/mo | APAC-heavy hiring |"}, {"id": "mai-20260917-1752-baseline|c149-s5|moonshot-small|Remote", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Remote** | ~$599/mo | Compliance-first, owned entities |"}, {"id": "mai-20260917-1752-baseline|c149-s5|moonshot-small|Deel", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Deel** | ~$599/mo | Fast onboarding, strong integrations |"}, {"id": "mai-20260917-1752-baseline|c149-s5|moonshot-small|Playroll", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Playroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Playroll** | ~$399/mo | Balance of price and support |"}, {"id": "mai-20260917-1752-baseline|c149-s5|xai-small|Oyster", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Request demos/RFPs from 3-5 providers (e.g., Oyster, Deel, Remote, Papaya Global—shortlist based on your countries)."}, {"id": "mai-20260917-1752-baseline|c149-s5|xai-small|Deel", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Oyster, Deel, Remote, Papaya Global—shortlist based on your countries)"}, {"id": "mai-20260917-1752-baseline|c149-s5|xai-small|Remote", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Oyster, Deel, Remote, Papaya Global—shortlist based on your countries)"}, {"id": "mai-20260917-1752-baseline|c149-s5|xai-small|Papaya Global", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Oyster, Deel, Remote, Papaya Global—shortlist based on your countries)"}, {"id": "mai-20260917-1752-baseline|c149-s6|alibaba-small|Globalization Partners", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: While they are highly compliant, they are notoriously expensive and operationally heavy."}, {"id": "mai-20260917-1752-baseline|c149-s6|alibaba-small|Rivermate", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rivermate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Globalization Partners (and similar pure-play EORs like Rivermate)"}, {"id": "mai-20260917-1752-baseline|c149-s6|alibaba-small|Rippling", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its \"full-service\" payroll module is very complex... Rippling's interface may feel bloated"}, {"id": "mai-20260917-1752-baseline|c149-s6|alibaba-small|Lano", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Lano", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lano\\u2019s EOR arm relies on third-party legal partners... compliance queries face inherent delays"}, {"id": "mai-20260917-1752-baseline|c149-s6|alibaba-small|Multiplier", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frequent user complaints center on invoice processing errors and delayed payouts"}, {"id": "mai-20260917-1752-baseline|c149-s6|anthropic-small|Oyster HR", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The biggest complaints revolve around limited human support... better suited for mid-size and larger companies"}, {"id": "mai-20260917-1752-baseline|c149-s6|anthropic-small|Rippling", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For smaller businesses ... the platform's complexity and support model may be less ideal"}, {"id": "mai-20260917-1752-baseline|c149-s6|anthropic-small|Skuad", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Skuad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you may encounter limitations with Skuad's regional support hours and partner-based delivery in some countries"}, {"id": "mai-20260917-1752-baseline|c149-s6|anthropic-small|Remofirst", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they only offer payments in six currencies and don't help with benefits management, which may be limiting"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|Deel", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|Remote", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|G-P", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|Rippling", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|Papaya", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|Multiplier", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|challenger-small|Oyster", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "screen specific vendors like Deel, Remote, G-P, Rippling, Papaya, Multiplier, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Remote.com", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Who should avoid: Small businesses with fewer than 5 global hires, non-standard contractor payment structures, or those needing rapid terminations."}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Deel", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High Caution... Who should avoid: Small businesses that need accurate cost forecasting"}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Papaya Global", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Who should avoid: Small businesses with fewer than 10 global employees, those needing a simple self-serve dashboard"}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Multiplier", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Delayed payments to employees... Who should avoid: Small businesses with cash-flow sensitivity"}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Gusto", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Moderate Caution... Trustpilot rating of 2.4/5—one of the lowest for any major payroll provider"}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Oyster HR", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Moderate Caution... Ticket-based support at standard tier with reported delays for complex issues"}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Teamed", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Teamed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Best overall for small businesses per 2026 comparisons: transparent pricing, expert-led support, path to own entity."}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Wisemonk", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Wisemonk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for India-specific hires at $99–$199/employee/month with strong local compliance."}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|PamGro", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "PamGro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Low-cost option (~£100/employee/month) with solid fundamentals for very small teams."}, {"id": "mai-20260917-1752-baseline|c149-s6|deepseek-small|Remofirst", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Budget-friendly but only works well with simple hiring patterns; avoid if hiring in complex countries"}, {"id": "mai-20260917-1752-baseline|c149-s6|google-small|Deel", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deel (Specifically for Small Teams with Low HR Bandwidth) ... The \"Black Hole\" Support Trap ... Sudden Payment Freezes ... Surprise Fees"}, {"id": "mai-20260917-1752-baseline|c149-s6|google-small|Remote", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major players like **Deel**, **Remote**, **Rippling**, and **Papaya Global** are reputable"}, {"id": "mai-20260917-1752-baseline|c149-s6|google-small|Rippling", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rippling is notorious for rigid contracts (often 1-year or 15-month commitments)"}, {"id": "mai-20260917-1752-baseline|c149-s6|google-small|Papaya Global", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Papaya Global (Specifically for Very Small Startups/Scaleups) ... They do not cater well to very early-stage startups"}, {"id": "mai-20260917-1752-baseline|c149-s6|google-small|Oyster HR", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "At a baseline of $699 per employee, per month, Oyster is one of the most expensive options on the market."}, {"id": "mai-20260917-1752-baseline|c149-s6|minimax-small|Gusto", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Gusto**: Multiple reports of unhelpful customer support, delayed direct deposits, unexpected fees, and weeks-long resolution times"}, {"id": "mai-20260917-1752-baseline|c149-s6|minimax-small|ADP Global Payroll", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**ADP Global Payroll**: Users report poor customer support, complex navigation, poor reporting, and contract issues"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|ADP GlobalView", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP GlobalView", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "safer pick for enterprises with 1,000+ employees and complex pay structures, but may be overkill and too expensive for small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Rippling", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing and complexity may not be ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Multiplier", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing and complexity may not be ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Papaya Global", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Global Payroll Software | Requires local entities | Papaya Global"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|CloudPay", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "CloudPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires local entities | Papaya Global, CloudPay, Gusto"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Gust", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**CloudPay** and **Gust** are also in this category"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Deel", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "All-in-one platforms | Hidden fees, FX markups | Deel, Remote, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Remote", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Hidden fees, FX markups | Deel, Remote, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|mistral-small|Oyster", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hidden fees, FX markups | Deel, Remote, Oyster"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|Papaya Global", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Trustpilot score of only 3.2/5** with reports of **missed payments and hidden fees**"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|Paycor", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple complaints about **deceptive fee practices**"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|ADP (for small business)", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP (for small business)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently cited as **\"worst for small business\"** specifically"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|Rippling", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**95 BBB complaints** in the last 3 years; ... Users report **implementation disasters**"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|Deel", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Support quality varies dramatically by country**"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|Oyster HR", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**No published owned-vs-partner entity split**"}, {"id": "mai-20260917-1752-baseline|c149-s6|moonshot-small|Remote", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Transparent, flat-rate pricing** (like Remote at ~$199–$299/employee/month)"}, {"id": "mai-20260917-1752-baseline|c149-s6|openai-small|Deel", "prompt": "c149-s6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complaints about **support, corrections, and termination processing delays**. That doesn't mean \"avoid,\" but it does mean you should test support responsiveness"}, {"id": "mai-20260917-1752-baseline|c149-s6|openai-small|Papaya Global", "prompt": "c149-s6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "serious complaints about **billing, error correction, and long back-and-forth to fix issues**. That's a caution flag"}, {"id": "mai-20260917-1752-baseline|c149-s6|openai-small|G-P (Globalization Partners)", "prompt": "c149-s6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong dissatisfaction centered on **support and operational headaches**. For a small business, that's worth vetting carefully."}, {"id": "mai-20260917-1752-baseline|c149-s6|openai-small|Oyster", "prompt": "c149-s6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "others report **payment/conversion issues and poor handling of final pay/PTO**"}, {"id": "mai-20260917-1752-baseline|c149-s6|openai-small|Rippling", "prompt": "c149-s6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Small businesses should be cautious if they need **deep international payroll/EOR expertise**"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Gusto", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Best for pure US SMBs, but avoid for global expansion."}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Papaya Global", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Premium pricing ($499–$599/employee/month) is a **budget killer for small teams**"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|ADP", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequent small-business complaints about **opaque pricing (hidden fees, $2K+ implementation), clunky software**"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Oyster HR", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "weak live support, slow timezone responses, payroll visibility issues, and partner reliance"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Deel", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "small businesses flag **high transaction/withdrawal fees, payment delays, and notification issues**"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Remote", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Safer picks for SMBs**: Remote (transparency)"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Payoneer WFM", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Payoneer WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Payoneer WFM (price), or Multiplier (compliance focus)"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Multiplier", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Multiplier (compliance focus)—higher weighted scores for cost-conscious users"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|OnPay", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "US-only payroll (e.g., OnPay)"}, {"id": "mai-20260917-1752-baseline|c149-s6|xai-small|Patriot", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Basic US (e.g., Patriot)"}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|Papaya Global", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: The pricing is premium... not suitable for very small businesses"}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|Oyster HR", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to Be Cautious: Slow Support... No Mobile App"}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|ADP Global Payroll", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to Avoid: It is designed for large, complex enterprises."}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|Deel", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "providers like Deel, Remote, or Velocity Global are generally preferred"}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|Remote", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "providers like Deel, Remote, or Velocity Global are generally preferred"}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|Rippling", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why to Be Cautious: Hidden Pricing... Overkill"}, {"id": "mai-20260917-1752-baseline|c149-s6|zai-small|Velocity Global", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "providers like Deel, Remote, or Velocity Global are generally preferred"}, {"id": "mai-20260917-1752-baseline|c150-l1|alibaba-small|Workday HCM", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#### 1. **Workday HCM** ... Why it leads: It offers deep native integration between HR, Payroll, and Benefits"}, {"id": "mai-20260917-1752-baseline|c150-l1|alibaba-small|Rippling", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Rippling if you want to replace fragmented systems with a modern, automated, and user-friendly platform."}, {"id": "mai-20260917-1752-baseline|c150-l1|alibaba-small|ADP Workforce Now", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ADP if your priority is flawless payroll-benefit-syncing and you value stability over innovation."}, {"id": "mai-20260917-1752-baseline|c150-l1|alibaba-small|Benefitfocus", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Benefitfocus if your benefits structures are highly complex"}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|ADP Workforce Now", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP Workforce Now, Rippling, and Workday HCM are the best benefits administration software for enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|Rippling", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP Workforce Now, Rippling, and Workday HCM are the best benefits administration software for enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|Workday HCM", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ADP Workforce Now, Rippling, and Workday HCM are the best benefits administration software for enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|Alight Solutions", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures."}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|bswift", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures."}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|Ease", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ease is purpose-built for companies working closely with benefits brokers"}, {"id": "mai-20260917-1752-baseline|c150-l1|anthropic-small|Forma", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Forma, Rippling, and ADP Workforce Now stand out for highest user satisfaction"}, {"id": "mai-20260917-1752-baseline|c150-l1|challenger-small|ADP Workforce Now", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single default choice is **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c150-l1|challenger-small|Workday HCM", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong option for enterprises that want benefits administration embedded in a unified HCM platform"}, {"id": "mai-20260917-1752-baseline|c150-l1|challenger-small|Rippling", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a compelling choice if you want a modern, integrated HR/payroll/benefits system"}, {"id": "mai-20260917-1752-baseline|c150-l1|challenger-small|bswift", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often positioned for large, complex organizations with enterprise-level plan design needs"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|Benefitfocus", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Businessolver**/**Benefitfocus** as best-of-breed specialists if you want dedicated benefits depth and service"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|Businessolver", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Businessolver**/**Benefitfocus** as best-of-breed specialists"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|Sequoia", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Sequoia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for venture-backed, tech-led companies with multi-state/multinational operations"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|Alight Solutions", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top choice when you want fully **outsourced** benefits administration at large scale"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|Workday HCM / Workday Benefits", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM / Workday Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the smartest decision is usually **Workday Benefits** if you're consolidating onto a unified HR suite"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|ADP Workforce Now / Vantage", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now / Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comfortable choice if you're already in the ADP ecosystem"}, {"id": "mai-20260917-1752-baseline|c150-l1|deepseek-small|Rippling", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though it's still solidly more mid-market-to-enterprise than the pure enterprise giants"}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Gusto", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a generic SMB tool like Gusto or Rippling usually falls short"}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Rippling", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a generic SMB tool like Gusto or Rippling usually falls short"}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Businessolver", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Enterprises looking for advanced AI-driven employee engagement and highly complex plan design customization."}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Benefitfocus (by Voya Financial)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus (by Voya Financial)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large enterprise employers with complex, self-funded, or multi-carrier health plans looking for rich data analytics."}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|bswift (by CVS Health)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift (by CVS Health)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**bswift** and **Businessolver** handle these edge cases much better than typical HCMs"}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Workday Benefits (Workday HCM Suite)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday Benefits (Workday HCM Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Global enterprises already using (or migrating to) Workday HCM."}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|ADP Vantage HCM / ADP Workforce Now", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Vantage HCM / ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Multi-state enterprises focused on seamless payroll-to-benefits deduction syncing."}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Forma", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Tech-forward enterprise B2B companies looking to administer Lifestyle Spending Accounts (LSAs)"}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Benepass", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Forma or Benepass ... these platforms let you set up global \"spending wallets\""}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|SAP SuccessFactors", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you are on **Workday** or **SAP SuccessFactors**, test their native modules first."}, {"id": "mai-20260917-1752-baseline|c150-l1|google-small|Alight Solutions", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you want to outsource, look at **Alight Solutions** or a managed service model through **Benefitfocus**."}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|ADP Workforce Now", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the following: ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|Rippling", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be one of the following: ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|Workday HCM", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely to be one of the following: ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|Paycor", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Paycor, Gusto, Employee Navigator, Paylocity, and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|Gusto", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Paycor, Gusto, Employee Navigator, Paylocity, and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|Employee Navigator", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Paycor, Gusto, Employee Navigator, Paylocity, and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|Paylocity", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options to consider are Paycor, Gusto, Employee Navigator, Paylocity, and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l1|meta-small|bswift", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Other options to consider are Paycor, Gusto, Employee Navigator, Paylocity, and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l1|minimax-small|ADP Workforce Now", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already run ADP for payroll → ADP Workforce Now (tightest integration, mature benefits module)"}, {"id": "mai-20260917-1752-baseline|c150-l1|minimax-small|Workday HCM", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need enterprise‑grade workforce analytics, global footprint, and are willing to invest in a full HCM suite → Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l1|minimax-small|Rippling", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a modern, user‑friendly UI and a unified HR/IT/benefits platform → Rippling"}, {"id": "mai-20260917-1752-baseline|c150-l1|mistral-small|ADP Workforce Now", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **ADP Workforce Now, Workday HCM, and Rippling** are the leading choices"}, {"id": "mai-20260917-1752-baseline|c150-l1|mistral-small|Workday HCM", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A top choice for large enterprises, offering comprehensive benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l1|mistral-small|Rippling", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Praised for its all-in-one HR, payroll, and benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l1|mistral-small|UKG Benefits Administration", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Benefits Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for enterprises needing end-to-end processing within a unified HR and payroll environment."}, {"id": "mai-20260917-1752-baseline|c150-l1|mistral-small|SAP SuccessFactors", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your organization has global or highly complex benefits structures, **SAP SuccessFactors** may be the best fit."}, {"id": "mai-20260917-1752-baseline|c150-l1|moonshot-small|Workday HCM", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Workday HCM** – Best for Large Enterprises with Complex Needs"}, {"id": "mai-20260917-1752-baseline|c150-l1|moonshot-small|Rippling", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** if you want the best user experience and unified platform approach"}, {"id": "mai-20260917-1752-baseline|c150-l1|moonshot-small|ADP Workforce Now", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Workforce Now** if payroll accuracy and global compliance are your top priorities"}, {"id": "mai-20260917-1752-baseline|c150-l1|moonshot-small|Benefitfocus", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Benefitfocus** – Best for Employee Experience"}, {"id": "mai-20260917-1752-baseline|c150-l1|moonshot-small|bswift", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**bswift** – Best for Configurable Enterprise Administration"}, {"id": "mai-20260917-1752-baseline|c150-l1|openai-small|Workday Benefits", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Benefits** is often the strongest enterprise option when you already use Workday HCM."}, {"id": "mai-20260917-1752-baseline|c150-l1|openai-small|Alight", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for complex benefits administration and outsourced support"}, {"id": "mai-20260917-1752-baseline|c150-l1|openai-small|Benefitfocus", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for benefits enrollment, administration, and carrier connectivity"}, {"id": "mai-20260917-1752-baseline|c150-l1|openai-small|NFP", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "NFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better if you want a broker-led, service-oriented approach with administration support"}, {"id": "mai-20260917-1752-baseline|c150-l1|openai-small|UKG Pro Benefits", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Pro Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already use UKG for HR/payroll and want a more unified stack"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|Workday HCM", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** edges out as the gold standard per G2 grids and HCM analyst reports"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|ADP Workforce Now", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader for payroll-centric enterprises... Best if payroll is your core system. Cons: Dated UI"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|Rippling", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rising star for mid-enterprise/fast-growing B2B... Rippling for agility"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|UKG Pro", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Others to consider**: UKG Pro (employee experience)"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|Paycor", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paycor (HCM modernization)"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|Oracle HCM", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle HCM (if in Oracle ecosystem)"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|Forma", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Forma/Benepass (high satisfaction for specific benefits)"}, {"id": "mai-20260917-1752-baseline|c150-l1|xai-small|Benepass", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Forma/Benepass (high satisfaction for specific benefits)"}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|ADP Workforce Now", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest user satisfaction (9.7/10) and consistently rated #1 for enterprise benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|Workday HCM (Benefits)", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM (Benefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a unified HCM + benefits stack: ADP Workforce Now or Workday HCM."}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|Rippling", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a simpler, easier-to-implement solution: Rippling."}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|UKG Benefits Administration", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Benefits Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already in the UKG ecosystem: UKG Benefits Administration."}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|Paylocity Benefits Administration", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity Benefits Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market to enterprise (8.0/10) with a focus on traceable enrollment workflows"}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|PlanSource", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specialized benefits enrollment and administration; strong carrier integrations and compliance tools."}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|bswift", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Comprehensive benefits management, with broker and carrier tools."}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|Businessolver", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong employee engagement and benefits communication tools."}, {"id": "mai-20260917-1752-baseline|c150-l1|zai-small|Forma", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern, broker-friendly platform with self-service and compliance support (popular with mid-market)."}, {"id": "mai-20260917-1752-baseline|c150-l2|alibaba-small|bswift", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** is widely considered the gold standard for large enterprises dealing with complex benefits programs."}, {"id": "mai-20260917-1752-baseline|c150-l2|alibaba-small|Workday", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Ecosystems... their built-in Benefits module is often the most logical choice."}, {"id": "mai-20260917-1752-baseline|c150-l2|alibaba-small|Benefitfocus", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "many very large direct employers choose Benefitfocus for its robust data tracking"}, {"id": "mai-20260917-1752-baseline|c150-l2|anthropic-small|ADP Workforce Now", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ADP Workforce Now (Best Overall for Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c150-l2|anthropic-small|bswift", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. bswift (Best for Complex Administration)**"}, {"id": "mai-20260917-1752-baseline|c150-l2|anthropic-small|Alight", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alight (which integrates bswift) fits"}, {"id": "mai-20260917-1752-baseline|c150-l2|anthropic-small|Dayforce", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**3. Dayforce (Best for Unified Platform)**"}, {"id": "mai-20260917-1752-baseline|c150-l2|challenger-small|bswift", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** is the strongest recommendation in the sources because it is described as best for **enterprise-scale, complex eligibility rules**"}, {"id": "mai-20260917-1752-baseline|c150-l2|challenger-small|Workday HCM", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday HCM** is the better pick because it is positioned for **large enterprises**"}, {"id": "mai-20260917-1752-baseline|c150-l2|challenger-small|ADP Workforce Now", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Workforce Now** is also a credible enterprise option"}, {"id": "mai-20260917-1752-baseline|c150-l2|challenger-small|Benefitfocus", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "point to **bswift** or **Benefitfocus** as the strongest benefits-enrollment specialists at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|bswift", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** — Best overall for enterprise scale"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|Benefitfocus", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**bswift** and **Benefitfocus** are the strongest dedicated-benefits picks"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|Alight Solutions", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Alight** as a close third"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|ADP Workforce Now", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP** or **Workday** are the safest high-rated enterprise choices"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|Dayforce", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ADP Workforce Now / Dayforce / Rippling / Workday** — If you want consolidation"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|Rippling", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP Workforce Now / Dayforce / Rippling / Workday** — If you want consolidation"}, {"id": "mai-20260917-1752-baseline|c150-l2|deepseek-small|Workday", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ADP** or **Workday** are the safest high-rated enterprise choices"}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|Benefitfocus (by Voya Financial)", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus (by Voya Financial)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Built specifically for large-scale enterprise environments, Benefitfocus handles massive enrollment volumes with ease."}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|bswift (by CVS Health)", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift (by CVS Health)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "bswift is renowned for its highly configurable business-rule engine, making it a favorite for complex eligibility matrices."}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|PlanSource", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PlanSource features some of the best-structured, real-time carrier integrations in the industry."}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|Workday Benefits", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises already running on (or migrating to) Workday HCM... configuring Workday's complex business rules requires robust internal IT"}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|ADP (Workforce Now or Vantage HCM)", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP (Workforce Now or Vantage HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is a low-risk procurement choice for thousands of employees."}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|Paycom", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: HR teams looking to completely offload data entry onto employees via a single-database app."}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|Alight Worklife Platform", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Worklife Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alight is a major global benefits administrator... looking to outsource complex administration, wellness, and leave."}, {"id": "mai-20260917-1752-baseline|c150-l2|google-small|Rippling", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling has disrupted the enterprise space by unifying HR, Payroll, Benefits, and IT"}, {"id": "mai-20260917-1752-baseline|c150-l2|meta-small|Workday", "prompt": "c150-l2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday - Best for large employers who need benefits enrollment governed inside one HCM system"}, {"id": "mai-20260917-1752-baseline|c150-l2|meta-small|bswift", "prompt": "c150-l2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "bswift - Best for enterprise organizations with complex eligibility rules"}, {"id": "mai-20260917-1752-baseline|c150-l2|meta-small|Dayforce", "prompt": "c150-l2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dayforce - A single-source benefits technology platform for benefits administration and enrollment."}, {"id": "mai-20260917-1752-baseline|c150-l2|minimax-small|Benefitfocus", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Benefitfocus** ... **Benefitfocus** if you prioritize dedicated benefits administration with strong decision support and carrier connections"}, {"id": "mai-20260917-1752-baseline|c150-l2|minimax-small|ADP Workforce Now", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP Workforce Now** if you want a established vendor with extensive compliance support and carrier integrations"}, {"id": "mai-20260917-1752-baseline|c150-l2|minimax-small|bswift", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise-scale organizations with complex eligibility-heavy enrollment"}, {"id": "mai-20260917-1752-baseline|c150-l2|minimax-small|Rippling", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Companies wanting HRIS-led enrollment with modular capabilities"}, {"id": "mai-20260917-1752-baseline|c150-l2|minimax-small|Dayforce", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dayforce** if you want to consolidate HRIS, payroll, and benefits into one unified platform"}, {"id": "mai-20260917-1752-baseline|c150-l2|minimax-small|Workday HCM", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Enterprises already using or considering Workday for overall HR management"}, {"id": "mai-20260917-1752-baseline|c150-l2|mistral-small|Workday", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** – Best for large employers who want benefits enrollment integrated within a single HCM system"}, {"id": "mai-20260917-1752-baseline|c150-l2|mistral-small|bswift", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise-level organizations with complex eligibility rules... though implementation can be complex and costly."}, {"id": "mai-20260917-1752-baseline|c150-l2|mistral-small|Dayforce", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another robust option for large companies"}, {"id": "mai-20260917-1752-baseline|c150-l2|mistral-small|Alight Solutions", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for large-scale administration and employee experience, often used for outsourced benefits administration."}, {"id": "mai-20260917-1752-baseline|c150-l2|moonshot-small|Workday HCM", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd typically recommend **Workday HCM** if you need a comprehensive, integrated platform, or **bswift** if benefits administration complexity is your primary pain point"}, {"id": "mai-20260917-1752-baseline|c150-l2|moonshot-small|bswift", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **bswift** if benefits administration complexity is your primary pain point and you want a specialized solution"}, {"id": "mai-20260917-1752-baseline|c150-l2|moonshot-small|ADP Workforce Now", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Payroll-Centric Organizations"}, {"id": "mai-20260917-1752-baseline|c150-l2|moonshot-small|UKG Pro", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise HCM with Benefits"}, {"id": "mai-20260917-1752-baseline|c150-l2|moonshot-small|Rippling", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern, Flexible Tech Stack"}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|Workday HCM", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **very large, complex enterprise**: **Workday HCM**."}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|ADP Workforce Now", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong choice if you want an all-in-one HR/payroll/benefits suite that's widely used at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|Rippling", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if your company wants a modern, unified platform that connects benefits with payroll and IT"}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|SAP SuccessFactors HCM", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP SuccessFactors HCM** for global enterprise HR environments."}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|WEX Benefits", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "WEX Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**WEX Benefits** or **Forma** if your benefits strategy includes perks, stipends"}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|Forma", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**WEX Benefits** or **Forma** if your benefits strategy includes perks, stipends"}, {"id": "mai-20260917-1752-baseline|c150-l2|openai-small|EverythingBenefits", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "EverythingBenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if you need strong carrier connectivity and benefits reconciliation across many systems"}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|Workday HCM", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday HCM (with its integrated Benefits module) as the top choice"}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|ADP Workforce Now", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by ADP Workforce Now or Benefitfocus as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|Benefitfocus", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Benefitfocus** (Best Dedicated Benefits Admin)"}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|bswift (now part of Paycor)", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift (now part of Paycor)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for heavy customization, but better for mid-to-upper large (up to 5,000+)."}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|SAP SuccessFactors Employee Central", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're in SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|Oracle Fusion Cloud HCM", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Robust but implementation-heavy."}, {"id": "mai-20260917-1752-baseline|c150-l2|xai-small|UKG Pro", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Frontline/shift-heavy B2B | 4.2 | Scalable for US-focused ops."}, {"id": "mai-20260917-1752-baseline|c150-l2|zai-small|bswift", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize bswift or Benefitfocus for specialized enrollment and administration"}, {"id": "mai-20260917-1752-baseline|c150-l2|zai-small|Benefitfocus", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize bswift or Benefitfocus for specialized enrollment and administration"}, {"id": "mai-20260917-1752-baseline|c150-l2|zai-small|Workday HCM (with Workday Benefits)", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM (with Workday Benefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider Workday or ADP Workforce Now if you want a unified HCM platform"}, {"id": "mai-20260917-1752-baseline|c150-l2|zai-small|ADP Workforce Now", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider Workday or ADP Workforce Now if you want a unified HCM platform"}, {"id": "mai-20260917-1752-baseline|c150-l2|zai-small|PlanSource", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PlanSource can be a strong secondary option"}, {"id": "mai-20260917-1752-baseline|c150-l3|alibaba-small|Workday HCM (Human Capital Management)", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM (Human Capital Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Workday** if you need a single source of truth for all employee data"}, {"id": "mai-20260917-1752-baseline|c150-l3|alibaba-small|ADP Workforce Now / ADP Benefits", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now / ADP Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ADP** if payroll accuracy and regulatory compliance are your biggest pain points."}, {"id": "mai-20260917-1752-baseline|c150-l3|alibaba-small|benefitfocus", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose benefitfocus** if you have highly customized benefit plans, union agreements, or complex global structures."}, {"id": "mai-20260917-1752-baseline|c150-l3|alibaba-small|bswift", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose bswift** if your biggest challenge is managing the operational chaos of open enrollment"}, {"id": "mai-20260917-1752-baseline|c150-l3|alibaba-small|Rippling", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Rippling** if you want to automate the entire employee lifecycle (IT + HR + Benefits)"}, {"id": "mai-20260917-1752-baseline|c150-l3|alibaba-small|Alight Solutions", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Primary Focus:** Employee engagement and wellbeing alongside traditional benefits."}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Alight Solutions", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures and enterprise-scale, multi-plan complexity."}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|bswift", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|ADP Workforce Now", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ADP Workforce Now is an enterprise-grade HCM platform built for organizations managing complex, multi-state benefits programs at scale"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Benepass", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Benepass, Gusto, Forma, and WEX Benefits stand out as the easiest enterprise benefits administration software platforms to set up and use."}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Gusto", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gusto ranks as an easy-to-implement enterprise benefits solution because it combines payroll and benefits in one system"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Forma", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Benepass, Gusto, Forma, and WEX Benefits stand out as the easiest enterprise benefits administration software platforms"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|WEX Benefits", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "WEX Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Benepass, Gusto, Forma, and WEX Benefits stand out as the easiest enterprise benefits administration software platforms"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Rippling", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rippling stands out for strong user recommendations driven by its all-in-one platform approach"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|PlanSource", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PlanSource and Benefitfocus lead as dedicated benefits administration platforms with deep carrier connectivity."}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Benefitfocus", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Benefitfocus is noted for employee experience and engagement"}, {"id": "mai-20260917-1752-baseline|c150-l3|anthropic-small|Employee Navigator", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Employee Navigator stands out with broker-friendly workflows and 600+ partner integrations."}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|ADP Workforce Now", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best for **enterprise HR, payroll, and benefits in one system**; it is repeatedly positioned as an enterprise leader"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|Workday HCM", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **unified enterprise workforce workflows**"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **rules-driven benefits administration and master-data governance**"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **global enterprise standardization**"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|UKG Pro", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often positioned as a broader HR/payroll platform rather than a dedicated benefits layer"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|Rippling", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "its differentiation is platform unification, not a benefits-first specialization"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|Benefitfocus", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for **employee experience and engagement**"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|bswift", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for **complex enterprise benefits administration**"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|Alight Solutions", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best for **outsourced enterprise benefits administration**"}, {"id": "mai-20260917-1752-baseline|c150-l3|challenger-small|PlanSource", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best for **dedicated benefits administration and carrier connectivity**"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Workday HCM", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The default choice for large enterprise HRIS... Large modern enterprise with unified data → Workday"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest option for **global, multi-country compliance**—localized for 100+ countries"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Oracle Fusion Cloud HCM (Oracle Benefits)", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM (Oracle Benefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already in an Oracle financial/ERP ecosystem."}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|UKG Pro", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest for large **frontline/hourly workforces** with complex scheduling and time tracking."}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|ADP Workforce Now", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for payroll-heavy organizations prioritizing tax compliance"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Rippling", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for fast-moving enterprises wanting a modern, easy-to-use interface"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Businessolver", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Chosen by large employers needing robust reporting, configuration flexibility, and complex plan architectures."}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|bswift", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An AI-native, configurable platform managing enrollment, eligibility, carrier connectivity"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|PlanSource", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A dedicated benefits platform strong in enrollment automation and carrier API connectivity."}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Benefitfocus", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Serves as a standalone benefits platform and decision-support tool."}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Employee Navigator", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Broker-managed, cost-effective program → Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-l3|deepseek-small|Ease", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Employee Navigator and Ease are designed so your **broker** administers the platform"}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|Alight Solutions (Worklife Platform)", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions (Worklife Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For:** Massive enterprises (10,000+ to 100,000+ employees) and Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|Businessolver (Benefitsolver Platform)", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver (Benefitsolver Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Exceptionally modern, intuitive user interface. Highly customizable portals, great decision support, and a reputation for high client-retention rates."}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|bswift", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly optimized for broker-led benefits programs. It has incredible backend configurability"}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|Benefitfocus (by Voya Financial)", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus (by Voya Financial)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Large enterprises seeking advanced claims analytics and detailed plan-modeling."}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|Empyrean Benefit Solutions", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Empyrean Benefit Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Empyrean is known for tailoring its software logic to fit complex, non-standard client needs."}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|Workday Benefits", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Workday lacks a services layer** ... configuring highly complex union or retiree eligibility rules within Workday can be incredibly rigid."}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|ADP Enterprise Benefits (Vantage/Decidian/Workforce Now)", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Enterprise Benefits (Vantage/Decidian/Workforce Now)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the administrator and employee interface can feel highly administrative and traditional compared to best-of-breed software"}, {"id": "mai-20260917-1752-baseline|c150-l3|google-small|SuccessFactors", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native HCM Modules (Workday, ADP, SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|ADP Workforce Now", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "All-in-one HR and payroll operations: ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Rippling", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Rippling"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Workday HCM", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|PlanSource", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dedicated benefits administration platform: PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Benefitfocus", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Employee experience and engagement: Benefitfocus"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Alight Solutions", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Enterprise complexity: Alight Solutions and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|bswift", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Enterprise complexity: Alight Solutions and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Employee Navigator", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broker-supported teams: Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Paycor", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB and mid-market practicality: Paycor and Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-l3|meta-small|Paylocity", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB and mid-market practicality: Paycor and Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|ADP Workforce Now", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For global enterprises with complex compliance needs**: ADP, Workday, Oracle, or SAP"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|Workday HCM", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For global enterprises with complex compliance needs**: ADP, Workday, Oracle, or SAP"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|Oracle HCM Cloud Benefits", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle HCM Cloud Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Target Market**: Large enterprises already using Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|SAP SuccessFactors Benefits", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Target Market**: Large enterprises using SAP systems"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|UKG Benefits Administration", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Benefits Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "End-to-end processing within UKG HR/payroll environment"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|PlanSource", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For better employee experience/engagement**: Benefitfocus or PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|Benefitfocus", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For better employee experience/engagement**: Benefitfocus or PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|bswift", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered enrollment workflows (Emma AI)"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|Rippling", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For cost-effective SMB with simpler needs**: Rippling, Gusto, or Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|Gusto", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For cost-effective SMB with simpler needs**: Rippling, Gusto, or Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-l3|minimax-small|Employee Navigator", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For cost-effective SMB with simpler needs**: Rippling, Gusto, or Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for complex, global employers that need benefits rules tightly tied to employee records and enterprise reporting"}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|Workday HCM", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A comprehensive HR and benefits administration suite for large enterprises."}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|ADP Workforce Now", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for user satisfaction and enterprise use"}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|Rippling", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling stands out for its real-time synchronization between benefits, payroll, and HR data"}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|UKG Pro", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for enterprise groups needing end-to-end benefits processing"}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|Ease", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for broker-centric organizations where structured, traceable enrollment steps are important"}, {"id": "mai-20260917-1752-baseline|c150-l3|mistral-small|Benefitfocus", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Ease and Benefitfocus focus more narrowly on benefits administration and carrier integration"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|Workday Benefits", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises wanting unified HCM with strong financial reporting"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|UKG Benefits Administration", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Benefits Administration", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Note: Does NOT have native benefits administration (requires third-party integration)"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|ADP Benefits Administration", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Benefits Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strongest compliance depth among major platforms"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|Alight Solutions", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Fortune 100/500 companies needing full-spectrum benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|bswift", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Enterprise dedicated benefits administration with AI-native approach"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|PlanSource", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built around enrollment automation and carrier connectivity"}, {"id": "mai-20260917-1752-baseline|c150-l3|moonshot-small|Businessolver", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: HR teams needing traceable, multilingual enrollment communications"}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|Workday", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Workday** if you want the cleanest enterprise HR architecture."}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|ADP", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ADP** if payroll and benefits must be deeply synchronized."}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|UKG", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose UKG** if workforce management and benefits need to live together."}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|Alight", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Alight** if you want the most service-heavy, employee-help-oriented model."}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|Mercer", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Mercer** if consulting, multinational complexity, and engagement are central."}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|bswift", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also commonly evaluated, though I'm not citing them here"}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|Benefitfocus", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also commonly evaluated, though I'm not citing them here"}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|Businessolver", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also commonly evaluated, though I'm not citing them here"}, {"id": "mai-20260917-1752-baseline|c150-l3|openai-small|Empyrean", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Empyrean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also commonly evaluated, though I'm not citing them here"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|Workday HCM", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large enterprises (Fortune 500+) needing deep analytics & workforce planning ... Workday for depth"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|ADP Workforce Now", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-to-large firms prioritizing payroll & compliance | Robust payroll sync, broad carrier integrations"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|UKG Pro", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise workforce management & shift-based industries"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-centric global enterprises | Tight ERP integration"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|Oracle HCM Cloud", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-heavy enterprise planning & customization ... Complex setup, expensive add-ons"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|Rippling", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "scaling rapidly into enterprise, high user satisfaction ... Newer at true enterprise scale"}, {"id": "mai-20260917-1752-baseline|c150-l3|xai-small|Forma", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling/Forma ( honorable mention for perks) focus on modern perks/stipends"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall enterprise score | 9.5/10"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|Workday HCM", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For large, analytics-driven enterprises: Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|UKG Pro", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For frontline-heavy workforces: UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|ADP Workforce Now", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For payroll-centric orgs: ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|Alight Solutions", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For complex multi-plan environments: bswift or Alight Solutions"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|bswift", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For complex multi-plan environments: bswift or Alight Solutions"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|Oracle Fusion Cloud HCM", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For global, highly regulated organizations: SAP SuccessFactors or Oracle Fusion Cloud HCM"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|PlanSource", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For benefits-only focus with strong carrier integrations: PlanSource or Benefitfocus"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|Benefitfocus", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For benefits-only focus with strong carrier integrations: PlanSource or Benefitfocus"}, {"id": "mai-20260917-1752-baseline|c150-l3|zai-small|Rippling", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For modern, fast-deploying setups: Rippling"}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|Workday", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid legacy ERP systems (like Workday or SAP SuccessFactors) which are notorious for unpredictable implementation fees and hidden administrative costs"}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|SAP SuccessFactors", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid legacy ERP systems (like Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|Rippling", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rippling is currently the market leader for scalability and transparency."}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|Zenefits", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Zenefits if you only want to modernize the Benefits/HCM module while keeping your existing payroll provider."}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|Paylocity", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best \"Unified\" Provider: Paylocity ... offering a \"One Price Includes Everything\" model"}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|Paycom", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paylocity distinguishes itself from competitors like Paycom or ADP"}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|ADP", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlike ADP, which bills heavily for extra modules"}, {"id": "mai-20260917-1752-baseline|c150-l4|alibaba-small|Humanly", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Best Emerging Contender: Humanly ... designed specifically to replace disjointed HR stacks at a flat monthly rate."}, {"id": "mai-20260917-1752-baseline|c150-l4|anthropic-small|ADP Workforce Now", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ADP Workforce Now** (Top Recommendation)"}, {"id": "mai-20260917-1752-baseline|c150-l4|anthropic-small|Alight Solutions", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alight is built for scale and complexity most companies will not reach for years"}, {"id": "mai-20260917-1752-baseline|c150-l4|anthropic-small|Workday HCM", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday HCM helps enterprise organizations manage the entire employee lifecycle by unifying HR, benefits, and financial management"}, {"id": "mai-20260917-1752-baseline|c150-l4|anthropic-small|Forma", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though Forma is positioned for different use cases"}, {"id": "mai-20260917-1752-baseline|c150-l4|challenger-small|ADP Workforce Now", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from these results is **ADP Workforce Now** because it is positioned as the best overall enterprise benefits administration platform"}, {"id": "mai-20260917-1752-baseline|c150-l4|challenger-small|bswift", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**bswift** is the clearest specialist option for large, complex benefits programs"}, {"id": "mai-20260917-1752-baseline|c150-l4|challenger-small|Workday HCM", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "also appear in enterprise-oriented shortlists, but the results here do not indicate they are better than ADP"}, {"id": "mai-20260917-1752-baseline|c150-l4|challenger-small|Rippling", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also appear in enterprise-oriented shortlists, but the results here do not indicate they are better than ADP"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|bswift", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** is the strongest fit"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|PlanSource", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PlanSource** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|Benefitfocus", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dedicated benefits admin platforms** (bswift, PlanSource, Benefitfocus, Employee Navigator)"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|Employee Navigator", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Employee Navigator** is worth considering if you want near-zero software cost through a broker relationship."}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|Workday", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "run **$14–$45 PEPM plus significant implementation costs** (Workday with benefits can run into the hundreds of thousands annually)"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|UKG Pro", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$14–$45 PEPM + large implementation"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|Dayforce", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Bundled enterprise HCM suites** (Workday, UKG Pro, Dayforce, ADP) ... run **$14–$45 PEPM plus significant implementation costs**"}, {"id": "mai-20260917-1752-baseline|c150-l4|deepseek-small|ADP", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Bundled enterprise HCM suites** (Workday, UKG Pro, Dayforce, ADP)"}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|Employee Navigator", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is a predictable software cost of **exactly $0**, the broker-channel model is the most effective approach."}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|Ease", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Employee Navigator** (which acquired its competitor Ease) sells licensing directly to insurance brokers"}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|BenefitWerks", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "BenefitWerks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they offer high-tier packages (like *Werks Best*) that support **unlimited employees and unlimited platform administrators** for a flat, predictable contract fee"}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|bswift", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both **bswift** and **PlanSource** are dedicated, enterprise-grade ben-admin giants."}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|PlanSource", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PlanSource** offers fully integrated, predictable add-on packages that consolidate ACA, COBRA, and carrier billing into a single, predictable invoice."}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|Workday Benefits", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you license the benefits module directly from **Workday** or **ADP**"}, {"id": "mai-20260917-1752-baseline|c150-l4|google-small|ADP Workforce Now", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "keeping benefits administration native to that ecosystem is often the most budget-predictable move"}, {"id": "mai-20260917-1752-baseline|c150-l4|meta-small|ADP Workforce Now", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated options such as ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l4|meta-small|Rippling", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "top-rated options such as ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l4|meta-small|Workday HCM", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "top-rated options such as ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260917-1752-baseline|c150-l4|meta-small|Alight Solutions", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some other options to consider include Alight Solutions and bswift, which are built for large, multi-plan benefit structures."}, {"id": "mai-20260917-1752-baseline|c150-l4|meta-small|bswift", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Some other options to consider include Alight Solutions and bswift"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|bswift", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** ... is the platform most often cited as the *best-in-class* solution for large enterprises that need a **predictable, per-employee cost**"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|ADP Workforce Now", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Medium-high** \\u2013 PEPM can be fixed ... Companies that want a single vendor for payroll + HR + benefits"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|PlanSource", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "dedicated benefits admin | Enrollment, compliance, voluntary benefits, analytics"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|Workday HCM", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Low** \\u2013 huge implementation costs, many variable modules"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|UKG Pro (Ultimate Kronos)", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "UKG Pro (Ultimate Kronos)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Medium** \\u2013 similar to Workday, but lower implementation"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|Rippling", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "modular pricing can become unpredictable as you add more modules ... less suited for very large, multi-plan enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l4|minimax-small|TriNet (PEO)", "prompt": "c150-l4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "TriNet (PEO)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**High** \\u2013 all-inclusive PEPM, but at a premium price"}, {"id": "mai-20260917-1752-baseline|c150-l4|mistral-small|Workday HCM", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for large enterprises, Workday provides a bundled approach with predictable PEPM pricing"}, {"id": "mai-20260917-1752-baseline|c150-l4|mistral-small|ADP Workforce Now", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top choice for large organizations, ADP offers custom but predictable pricing"}, {"id": "mai-20260917-1752-baseline|c150-l4|mistral-small|Dayforce", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for enterprise-scale benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l4|mistral-small|Paylocity", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bundles benefits administration into its full HCM suite, with pricing around $26–$33/employee/month"}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|bswift", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** offers the most enterprise-grade configurability with the most predictable cost structure for complex organizations."}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|PlanSource", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If cost optimization is critical**: **PlanSource** delivers strong enterprise functionality at roughly half the PEPM"}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|Workday HCM", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need full HCM + benefits**: **Workday** provides the most predictable PEPM scaling, though at a premium price point."}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|Alight Solutions", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Outsourced Administration (BPaaS)"}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|Dayforce", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some vendors (Dayforce, Gusto) charge platform fees + PEPM"}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|Rippling", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: Platforms like Rippling, Gusto, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|Gusto", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: Platforms like Rippling, Gusto, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c150-l4|moonshot-small|BambooHR", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid**: Platforms like Rippling, Gusto, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c150-l4|openai-small|Forma", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forma** is a strong contender if your top priority is **predictable spend** at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c150-l4|openai-small|ADP Workforce Now", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong all-in-one HR/payroll/benefits suite, good if you want a broad platform and operational consolidation"}, {"id": "mai-20260917-1752-baseline|c150-l4|openai-small|Workday HCM", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already run Workday and want benefits to live inside a larger HR ecosystem"}, {"id": "mai-20260917-1752-baseline|c150-l4|openai-small|bswift", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "shows a per-employee-per-month implementation reference point, so you'd want to confirm whether your contract can be structured as a fixed annual fee instead"}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|ADP Workforce Now", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** stands out as one of the strongest options for a large company"}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|Rippling", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rated top for enterprises by G2 (Spring 2026 Enterprise Grid alongside Workday and Rippling)"}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|bswift", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fixed PEPM tiers (Simplify/Unlimited); volume discounts for 1,000+."}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|UKG Pro", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in PEPM (no separate payroll fees); modular but negotiable flat rates at scale."}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|Workday HCM", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly predictable post-negotiation, but high implementation ($300K\\u2013$1M+)"}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|Employee Navigator", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less ideal for pure enterprise scale."}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|Gusto", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: Standalone SMB tools (Gusto/Zenefits) lack enterprise robustness"}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|Zenefits", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid**: Standalone SMB tools (Gusto/Zenefits) lack enterprise robustness"}, {"id": "mai-20260917-1752-baseline|c150-l4|xai-small|Oracle", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "full HCMs like Oracle add unpredictable modules"}, {"id": "mai-20260917-1752-baseline|c150-l4|zai-small|Workday HCM", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best benefits administration platform is **Workday HCM**"}, {"id": "mai-20260917-1752-baseline|c150-l4|zai-small|UKG Pro (Ultimate)", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "UKG Pro (Ultimate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Contender: UKG Pro (Ultimate)"}, {"id": "mai-20260917-1752-baseline|c150-l4|zai-small|ADP", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Medium** (Variable costs from per-payroll runs)"}, {"id": "mai-20260917-1752-baseline|c150-l4|zai-small|Rippling", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. The Budget/Operational Option: Rippling"}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|Businessolver", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Businessolver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly regarded for its robust security, complex rules engine (Benefitsolver), and strong customer support. Excellent for high-compliance environments."}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|bswift", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These are the legacy heavyweights... though their user interfaces can sometimes feel dated."}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|Benefitfocus (owned by Voya)", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus (owned by Voya)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are the legacy heavyweights... though their user interfaces can sometimes feel dated."}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|Empyrean", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Empyrean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are the legacy heavyweights... though their user interfaces can sometimes feel dated."}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|PlanSource", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A very popular mid-market and enterprise platform with great carrier API integrations and decision support."}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|Rippling", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling has aggressively moved upmarket and heavily automates global benefits, payroll sync, and IT provisioning"}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|Alight Solutions", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you are looking to outsource benefits administration entirely (including call centers for employees)"}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|Workday", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already use an enterprise HRIS like **Workday**... evaluating their native benefits modules is a must."}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|ADP (Vantage / Workforce Now)", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP (Vantage / Workforce Now)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "evaluating their native benefits modules is a must"}, {"id": "mai-20260917-1752-baseline|c150-l5|google-small|UKG Pro", "prompt": "c150-l5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "evaluating their native benefits modules is a must"}, {"id": "mai-20260917-1752-baseline|c150-l5|meta-small|PlanSource", "prompt": "c150-l5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top results include PlanSource, Collective Health, and Bswift"}, {"id": "mai-20260917-1752-baseline|c150-l5|meta-small|Collective Health", "prompt": "c150-l5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Collective Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The top results include PlanSource, Collective Health, and Bswift"}, {"id": "mai-20260917-1752-baseline|c150-l5|meta-small|Bswift", "prompt": "c150-l5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The top results include PlanSource, Collective Health, and Bswift"}, {"id": "mai-20260917-1752-baseline|c150-l5|minimax-small|Benefitfocus", "prompt": "c150-l5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms designed for this tier include **Benefitfocus**, **PlanSource**, **Warp** ... and **Avante**"}, {"id": "mai-20260917-1752-baseline|c150-l5|minimax-small|PlanSource", "prompt": "c150-l5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms designed for this tier include **Benefitfocus**, **PlanSource**"}, {"id": "mai-20260917-1752-baseline|c150-l5|minimax-small|Warp", "prompt": "c150-l5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Warp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Warp** (if they offer benefits administration)"}, {"id": "mai-20260917-1752-baseline|c150-l5|minimax-small|Avante", "prompt": "c150-l5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Avante", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "and **Avante** — though you'd want to run a formal RFP process"}, {"id": "mai-20260917-1752-baseline|c150-l5|xai-small|Rippling", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RFP to 4-6 vendors (e.g., Rippling for all-in-one HR, Employee Navigator for broker-heavy)"}, {"id": "mai-20260917-1752-baseline|c150-l5|xai-small|Workday", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top enterprise-grade options from recent reviews include Rippling, Workday, BambooHR (with enterprise add-ons), Employee Navigator, Benefitfocus, and Forma"}, {"id": "mai-20260917-1752-baseline|c150-l5|xai-small|BambooHR", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR (with enterprise add-ons)"}, {"id": "mai-20260917-1752-baseline|c150-l5|xai-small|Employee Navigator", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Employee Navigator for broker-heavy"}, {"id": "mai-20260917-1752-baseline|c150-l5|xai-small|Benefitfocus", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Benefitfocus, and Forma—verify their current SOC 2 status"}, {"id": "mai-20260917-1752-baseline|c150-l5|xai-small|Forma", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Benefitfocus, and Forma—verify their current SOC 2 status and SSO support directly"}, {"id": "mai-20260917-1752-baseline|c150-l6|alibaba-small|Gusto", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to Approach with Caution: **Gusto**, **BambooHR**, **Zenefits** (Standard editions)."}, {"id": "mai-20260917-1752-baseline|c150-l6|alibaba-small|BambooHR", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to Approach with Caution: **Gusto**, **BambooHR**, **Zenefits** (Standard editions)."}, {"id": "mai-20260917-1752-baseline|c150-l6|alibaba-small|Zenefits", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to Approach with Caution: **Gusto**, **BambooHR**, **Zenefits** (Standard editions)."}, {"id": "mai-20260917-1752-baseline|c150-l6|alibaba-small|ADP Workforce Now", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples to Approach with Caution: **ADP Workforce Now** (specifically the benefits module)"}, {"id": "mai-20260917-1752-baseline|c150-l6|alibaba-small|Paylocity", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Paylocity** (at high volumes)"}, {"id": "mai-20260917-1752-baseline|c150-l6|alibaba-small|UKG (formerly Ultimate/Kronos)", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG (formerly Ultimate/Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "there is significant disruption occurring in their product lines (UKG Pro/One)... a migration path that is currently confusing and fraught with feature gaps"}, {"id": "mai-20260917-1752-baseline|c150-l6|anthropic-small|Rippling", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rippling is not a good fit for large enterprise-level organizations"}, {"id": "mai-20260917-1752-baseline|c150-l6|anthropic-small|ADP Workforce Now", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users have reported mixed experiences with ADP's customer support, including delays in response time"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Gusto", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the platforms to **avoid or be cautious about** ... mainly includes **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Zenefits", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "PCMag frames it as a strong SMB/startup choice, which is a warning sign for large enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Paylocity", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "good for SMBs wanting payroll and benefits in one place, but not ideal when you need deep carrier connectivity"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Paycor", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Payroll-first bundled platforms such as Paylocity, Paycor... not ideal when you need deep carrier connectivity or complex eligibility rules"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Workday", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these can work, but you should be cautious if you need a dedicated benefits engine rather than an embedded module"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|ADP", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these can work, but you should be cautious if you need a dedicated benefits engine"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Rippling", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these can work, but you should be cautious if you need a dedicated benefits engine"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|Benefitfocus", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "not necessarily bad, but the results say to be cautious if you are under roughly 5,000 employees"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|bswift", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "shortlist\" for specific platforms like Workday, ADP, Rippling, Gusto, Paycor, Paylocity, Zenefits, Benefitfocus, bswift, and PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-l6|challenger-small|PlanSource", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Benefitfocus, bswift, and PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Benefitfocus", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid for large enterprises unless you accept significant integration and support risk."}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|UKG Pro", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: Be very cautious—especially if you need deep benefits configuration"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Dayforce (Ceridian)", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Avoid unless you have no other choice—data hostage and billing disputes are documented."}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Workday", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safest bets remain **Workday Benefits** (if you already use Workday HCM)"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Employee Navigator", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "work fine for 50–500 employees but scale poorly to 5,000+"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Ease", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "work fine for 50–500 employees but scale poorly to 5,000+"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Rippling", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious—not to avoid entirely, but keep your eyes open."}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Paylocity", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Bundled HCM benefits (Rippling, Paylocity) | 🟠 Medium–High | Limited eligibility logic, carrier integration gaps"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Gusto", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Bundled HRIS platforms (Rippling, Paylocity, Gusto) keep adding benefits features, but they are not designed for the complexity"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|bswift", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "a dedicated enterprise‑grade platform like **bswift, PlanSource, or Businessolver**"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|PlanSource", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a dedicated enterprise‑grade platform like **bswift, PlanSource, or Businessolver**"}, {"id": "mai-20260917-1752-baseline|c150-l6|deepseek-small|Businessolver", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a dedicated enterprise‑grade platform like **bswift, PlanSource, or Businessolver**"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Gusto", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-First and Startup Platforms (AVOID ENTIRELY)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|TriNet Zenefits", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-First and Startup Platforms (AVOID ENTIRELY)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Paychex Flex", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-First and Startup Platforms (AVOID ENTIRELY)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Rippling", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "USE EXTREME CAUTION ... its workflow builders can struggle with hyper-specific enterprise demands"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|ADP Workforce Now", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms like ADP Workforce Now are built partly through decades of acquisitions ... disjointed legacy system"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Paylocity", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High-Growth, Mid-Market \"All-in-One\" Suites (USE EXTREME CAUTION)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Paycor", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High-Growth, Mid-Market \"All-in-One\" Suites (USE EXTREME CAUTION)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Workday Benefits", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday Benefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "utilizing their native benefits modules is often a classic \"convenience trap\""}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|SAP SuccessFactors", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Native Modules of Enterprise HCM Giants (PROCEED WITH CAUTION)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Oracle HCM", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Customizing native benefits in Workday or Oracle is notoriously complex"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|bswift", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "they integrate a specialized, standalone Benefits Administration platform (such as **bswift**, **Businessolver**, **Empyrean**, or **PlanSource**)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Businessolver", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "specialized, standalone Benefits Administration platform (such as **bswift**, **Businessolver**, **Empyrean**, or **PlanSource**)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|Empyrean", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Empyrean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "specialized, standalone Benefits Administration platform (such as **bswift**, **Businessolver**, **Empyrean**, or **PlanSource**)"}, {"id": "mai-20260917-1752-baseline|c150-l6|google-small|PlanSource", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "specialized, standalone Benefits Administration platform (such as **bswift**, **Businessolver**, **Empyrean**, or **PlanSource**)"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|Employee Navigator", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms such as Employee Navigator, Ease, Gusto, and TriNet HR Plus are suitable for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|Ease", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms such as Employee Navigator, Ease, Gusto, and TriNet HR Plus are suitable for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|Gusto", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms such as Employee Navigator, Ease, Gusto, and TriNet HR Plus are suitable for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|TriNet HR Plus", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms such as Employee Navigator, Ease, Gusto, and TriNet HR Plus are suitable for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|Benefitfocus", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like Benefitfocus, bswift, and PlanSource are more suitable for enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|bswift", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms like Benefitfocus, bswift, and PlanSource are more suitable for enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l6|meta-small|PlanSource", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "platforms like Benefitfocus, bswift, and PlanSource are more suitable for enterprises"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|Benefitfocus", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Concern Level: HIGH** ... Multiple long-term customers report \"horrible\" support experiences"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|Alight", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Be cautious** of platforms with poor Trustpilot ratings (Alight at 1.1)"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|ADP", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Concern Level: MODERATE-HIGH ... Reddit users report significant tax calculation errors"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|Navia Benefit Solutions", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Navia Benefit Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** platforms with recent data breaches (like Navia)"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|PlanSource", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "problems span the entire category—including established players like **PlanSource**"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|Namely", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "established players like **PlanSource** and **Namely**"}, {"id": "mai-20260917-1752-baseline|c150-l6|minimax-small|Worksmile", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Worksmile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "as well as newer platforms like **Worksmile**"}, {"id": "mai-20260917-1752-baseline|c150-l6|mistral-small|Workday HCM", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some enterprise HCM platforms with bundled benefits administration (e.g., Workday HCM) can cost hundreds of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c150-l6|mistral-small|Employee Navigator", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may lack the depth required for very large, complex enterprises unless integrated with a robust HCM or third-party services"}, {"id": "mai-20260917-1752-baseline|c150-l6|mistral-small|Rippling", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not offer the enterprise-grade features or support needed for very large organizations"}, {"id": "mai-20260917-1752-baseline|c150-l6|mistral-small|Alight Solutions", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize platforms with strong carrier connectivity... such as Alight Solutions, bswift, or dedicated modules within ADP or Workday"}, {"id": "mai-20260917-1752-baseline|c150-l6|mistral-small|bswift", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as Alight Solutions, bswift, or dedicated modules within ADP or Workday"}, {"id": "mai-20260917-1752-baseline|c150-l6|mistral-small|ADP", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "dedicated modules within ADP or Workday"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|PlanSource", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Implementation delays: Users report 2-3 month turnaround times... When it might work: Mid-market companies with complex multi-carrier needs"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|Namely", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unresponsive benefits team... Better suited for smaller organizations: Generally positioned for mid-market, not large enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|ADP Workforce Now", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the bundled benefits administration is a **known weak point** for complex programs"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|Benefitfocus", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dated user interface... Opaque pricing... Customer service concerns"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|Gusto", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid platforms exhibiting these characteristics: SMB-focused platforms (Gusto, BambooHR, Zenefits core)"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|BambooHR", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB-focused platforms (Gusto, BambooHR, Zenefits core) | Cannot handle union plans, retiree benefits"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|Zenefits", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "SMB-focused platforms (Gusto, BambooHR, Zenefits core) | Cannot handle union plans"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|Workday HCM", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Enterprise-grade alternatives to consider: Workday HCM or UKG Pro for unified HCM with strong benefits"}, {"id": "mai-20260917-1752-baseline|c150-l6|moonshot-small|UKG Pro", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Workday HCM or UKG Pro for unified HCM with strong benefits (though implementation complexity remains)"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|Ease", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cautious about—or potentially avoid unless the fit is very clear—platforms that are built primarily for small/midsize employers... Examples... **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|BerniePortal", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BerniePortal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**BerniePortal** (reviewers describe it as broker-built with concerns about older tech/support)"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|Benepass", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "specialist point solutions like **Benepass** ... if your need is broad, end-to-end enterprise benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|WEX Benefits", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "WEX Benefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "specialist point solutions like ... **WEX Benefits** if your need is broad, end-to-end enterprise benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|ADP TotalSource", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "recurring complaints about poor customer support, high cost, and navigation difficulty for products such as **ADP TotalSource**"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|TriNet PEO", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet PEO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "recurring complaints about poor customer support, high cost, and navigation difficulty for products such as ADP TotalSource and TriNet PEO"}, {"id": "mai-20260917-1752-baseline|c150-l6|openai-small|Empyrean", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Empyrean", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Gartner Peer Insights for **Empyrean** also surfaces implementation/data-management and navigation-related concerns in reviews"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Benefitfocus", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid** for Large Enterprises:\n- **Benefitfocus**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Gusto", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious About ... Designed for SMBs (5-200 employees)"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Zenefits", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SMB/Mid-Market-Focused Tools (e.g., Zenefits, BambooHR, Employee Navigator)"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|BambooHR", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Thin on enterprise-grade features like global/multi-country support"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Employee Navigator", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMB/Mid-Market-Focused Tools (e.g., Zenefits, BambooHR, Employee Navigator)"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|ADP Workforce Now", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lags in partnership quality (8.0/10 vs. category avg 8.8) and support responsiveness"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Namely", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Namely is HR/payroll-focused but thin on advanced benefits dashboards"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Workday HCM", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "prioritize scalable options like **Workday HCM** ... e.g., Workday/UKG for full HCM consolidation"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|UKG Pro", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "e.g., Workday/UKG for full HCM consolidation"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Dayforce", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "prioritize scalable options like ... **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|SAP SuccessFactors", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "prioritize scalable options like ... **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|bswift", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "prioritize scalable options like ... **bswift**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|PlanSource", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "prioritize scalable options like ... **PlanSource**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Alight", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "prioritize scalable options like ... **Alight**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Paycor", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "prioritize scalable options like ... **Paycor**"}, {"id": "mai-20260917-1752-baseline|c150-l6|xai-small|Rippling", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Rippling** (for growing enterprises)"}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|BambooHR", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or approach with caution: ... (e.g., BambooHR, TriNet, ADP Workforce Now, Paycom, Alight Benefits Administration, Benefitfocus, bswift, PlanSource, Employee Navigator, Ease)"}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|TriNet", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "TriNet's benefits module may be a poor fit."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|ADP Workforce Now", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ADP's benefits module can feel outdated and cumbersome."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|Paycom", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Paycom's benefits module may be too complex and slow."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|Alight Benefits Administration", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight Benefits Administration", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Alight's benefits module may be a poor choice."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|Benefitfocus", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Benefitfocus may feel slow and rigid."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|bswift", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "bswift's benefits platform may be too heavyweight and slow."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|PlanSource", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "PlanSource may feel outdated and cumbersome."}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|Employee Navigator", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "too limited for a large enterprise (e.g., Employee Navigator, Ease)"}, {"id": "mai-20260917-1752-baseline|c150-l6|zai-small|Ease", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "too limited for a large enterprise (e.g., Employee Navigator, Ease)"}, {"id": "mai-20260917-1752-baseline|c150-m1|alibaba-small|PlanSource", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose PlanSource if you want a powerful, dedicated benefits tool that sits well alongside your existing HR stack."}, {"id": "mai-20260917-1752-baseline|c150-m1|alibaba-small|UKG Benefits", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company uses the UKG (UltiPro/Kronos) ecosystem, this is often the most seamless option."}, {"id": "mai-20260917-1752-baseline|c150-m1|alibaba-small|Paycor", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrated HR & Payroll: Paycor or Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-m1|alibaba-small|Paylocity", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for superior time-and-labor tracking combined with benefits"}, {"id": "mai-20260917-1752-baseline|c150-m1|alibaba-small|Employee Navigator", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Broker-Centric Organizations: Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m1|alibaba-small|Namely", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Namely if company culture and the employee experience are your primary drivers"}, {"id": "mai-20260917-1752-baseline|c150-m1|anthropic-small|Paycor", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Paycor and Paylocity bundle benefits inside a familiar HR/payroll workflow, making them practical for SMB and mid-market companies"}, {"id": "mai-20260917-1752-baseline|c150-m1|anthropic-small|Paylocity", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paylocity's mobile-first design and social collaboration features make it compelling for mid-sized businesses and distributed teams"}, {"id": "mai-20260917-1752-baseline|c150-m1|anthropic-small|PlanSource", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PlanSource offers a balance between usability and configurability for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c150-m1|anthropic-small|Namely", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Namely is an integrated HR platform designed for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c150-m1|anthropic-small|ADP Workforce Now", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP Workforce Now is a full HCM platform targeting midsize to large organizations"}, {"id": "mai-20260917-1752-baseline|c150-m1|challenger-small|Rippling", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-m1|challenger-small|PlanSource", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PlanSource** is the strongest mid-market specialist pick"}, {"id": "mai-20260917-1752-baseline|c150-m1|challenger-small|Employee Navigator", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Employee Navigator** if you work through a broker"}, {"id": "mai-20260917-1752-baseline|c150-m1|challenger-small|ADP Workforce Now", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you prefer an all-in-one HR/payroll suite"}, {"id": "mai-20260917-1752-baseline|c150-m1|challenger-small|Paycor", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you prefer an all-in-one HR/payroll suite"}, {"id": "mai-20260917-1752-baseline|c150-m1|challenger-small|Paylocity", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you prefer an all-in-one HR/payroll suite"}, {"id": "mai-20260917-1752-baseline|c150-m1|deepseek-small|PlanSource", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **PlanSource** is the strongest *dedicated* benefits platform"}, {"id": "mai-20260917-1752-baseline|c150-m1|deepseek-small|Rippling", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is the compelling alternative"}, {"id": "mai-20260917-1752-baseline|c150-m1|deepseek-small|Employee Navigator", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you buy through a broker, **Employee Navigator** is often the most cost-effective lane"}, {"id": "mai-20260917-1752-baseline|c150-m1|deepseek-small|Paycor", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best bundled HR/payroll"}, {"id": "mai-20260917-1752-baseline|c150-m1|deepseek-small|ADP Workforce Now", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling**, **Paycor**, or **ADP Workforce Now** may fit better than a standalone benefits tool"}, {"id": "mai-20260917-1752-baseline|c150-m1|deepseek-small|Paychex Flex", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paycor / ADP Workforce Now / Paychex Flex — Best bundled HR/payroll"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|Gusto", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you can no longer rely on simple small-business tools (like Gusto or basic HRIS add-ons)"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|Workday", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you also don't want the massive overhead, year-long implementation times, and heavy costs of enterprise engines like Workday or SAP"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|SAP", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavy costs of enterprise engines like Workday or SAP"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|Rippling", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Rippling has become the premier choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|ADP Workforce Now", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is the traditional mid-market powerhouse, and its *Workforce Now* product is highly reliable"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|Employee Navigator", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Employee Navigator** if you have a great relationship with your broker"}, {"id": "mai-20260917-1752-baseline|c150-m1|google-small|PlanSource", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with **PlanSource** if you have highly complex benefits plans"}, {"id": "mai-20260917-1752-baseline|c150-m1|meta-small|PlanSource", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best benefits administration platform for a mid-market B2B company is PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-m1|meta-small|Employee Navigator", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Employee Navigator, Paycor, and Rippling."}, {"id": "mai-20260917-1752-baseline|c150-m1|meta-small|Paycor", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Employee Navigator, Paycor, and Rippling."}, {"id": "mai-20260917-1752-baseline|c150-m1|meta-small|Rippling", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Employee Navigator, Paycor, and Rippling."}, {"id": "mai-20260917-1752-baseline|c150-m1|minimax-small|Namely", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Designed specifically for mid-market companies (100-5,000 employees)"}, {"id": "mai-20260917-1752-baseline|c150-m1|minimax-small|Workday", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Higher price point but robust features"}, {"id": "mai-20260917-1752-baseline|c150-m1|minimax-small|ADP", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry giant with extensive experience"}, {"id": "mai-20260917-1752-baseline|c150-m1|minimax-small|Gusto", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong mid-market features"}, {"id": "mai-20260917-1752-baseline|c150-m1|minimax-small|Justworks", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for companies wanting hands-off approach"}, {"id": "mai-20260917-1752-baseline|c150-m1|minimax-small|Rippling", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growing benefits administration features"}, {"id": "mai-20260917-1752-baseline|c150-m1|mistral-small|Rippling", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling, ADP Workforce Now, and Paycor are the top picks"}, {"id": "mai-20260917-1752-baseline|c150-m1|mistral-small|ADP Workforce Now", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A well-established, battle-tested platform that handles complex, multi-state payroll and benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-m1|mistral-small|Paycor", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong all-in-one HR and benefits platform, particularly for SMB and mid-market companies"}, {"id": "mai-20260917-1752-baseline|c150-m1|mistral-small|PlanSource", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed specifically for mid-market employers"}, {"id": "mai-20260917-1752-baseline|c150-m1|mistral-small|Employee Navigator", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you work closely with a broker, Employee Navigator is also a strong contender."}, {"id": "mai-20260917-1752-baseline|c150-m1|moonshot-small|PlanSource", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a best-of-breed benefits platform that integrates with your existing HRIS, go with **PlanSource**."}, {"id": "mai-20260917-1752-baseline|c150-m1|moonshot-small|Rippling", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is the standout choice for mid-market B2B companies."}, {"id": "mai-20260917-1752-baseline|c150-m1|moonshot-small|Employee Navigator", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Employee Navigator** — Best Broker-Integrated Option"}, {"id": "mai-20260917-1752-baseline|c150-m1|moonshot-small|Paylocity", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Payroll-first approach** with bundled benefits | **Paylocity** or **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c150-m1|moonshot-small|ADP Workforce Now", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Paylocity** or **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c150-m1|openai-small|Rippling", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a mid-market B2B company:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-m1|openai-small|ADP Workforce Now", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need deeper payroll/HR maturity and broader enterprise footprint:** **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c150-m1|openai-small|Workday HCM", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ranks **Rippling, ADP Workforce Now, and Workday HCM** among the top enterprise options"}, {"id": "mai-20260917-1752-baseline|c150-m1|openai-small|Paylocity", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Paylocity** if your priority is **ease of use**."}, {"id": "mai-20260917-1752-baseline|c150-m1|openai-small|Justworks", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Justworks** if you want a **simpler all-in-one admin experience**"}, {"id": "mai-20260917-1752-baseline|c150-m1|openai-small|TriNet", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong mid-market usage for platforms like **Rippling, Paylocity, Justworks, and TriNet**"}, {"id": "mai-20260917-1752-baseline|c150-m1|xai-small|ADP Workforce Now", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for most mid-market B2B companies: ADP Workforce Now."}, {"id": "mai-20260917-1752-baseline|c150-m1|xai-small|Paycor", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycor or Rippling are close seconds if you want something lighter/modern with payroll."}, {"id": "mai-20260917-1752-baseline|c150-m1|xai-small|Rippling", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor or Rippling are close seconds"}, {"id": "mai-20260917-1752-baseline|c150-m1|xai-small|Employee Navigator", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broker-supported mid-market (50-1,000 emp) | 4.6/5"}, {"id": "mai-20260917-1752-baseline|c150-m1|xai-small|PlanSource", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated benefits with carrier scale | 4.0/5"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|PlanSource", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest **dedicated benefits administration platform** is **PlanSource**"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|ADP Workforce Now Benefits", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want an **all‑in‑one HR + benefits** solution, **ADP Workforce Now Benefits** ... are the top choices."}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Paycor", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(or **Paycor / Paylocity**) are the top choices"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Paylocity", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(or **Paycor / Paylocity**) are the top choices"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Rippling", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** or **ADP Workforce Now Benefits** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Benefitfocus", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You want a carrier‑grade, self‑service portal for employees** | **Benefitfocus**"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|bswift", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**You need a configurable service model (not fully self‑service)** | **bswift**"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Businessolver", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**You have complex benefits and want a support service** | **Businessolver**"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Employee Navigator", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**You buy benefits through a broker ... | **Employee Navigator** (or **Ease**)"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Ease", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Broker‑managed → Employee Navigator, Ease (often $0 direct cost)"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|Selerix", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Selerix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PlanSource, Benefitfocus, bswift, Businessolver, Selerix"}, {"id": "mai-20260917-1752-baseline|c150-m1|zai-small|BambooHR", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "BambooHR (for smaller mid‑market)"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|Workday", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you generally want to avoid the complexity of enterprise suites like Workday or PeopleSoft"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|PeopleSoft", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid the complexity of enterprise suites like Workday or PeopleSoft"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|Rippling", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The \"All-in-One\" Powerhouse: **Rippling** ... has become the standard for modern mid-sized tech-forward companies"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|BambooHR", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The User Experience Leader: **BambooHR** ... gold standard for mid-market HRIS"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|Gusto", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Fast-Scalable Choice: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|Nuvoda", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Nuvoda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Specialized Integrator: **Nuvoda** or **Centivo**"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|Centivo", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Centivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Specialized Integrator: **Nuvoda** or **Centivo**"}, {"id": "mai-20260917-1752-baseline|c150-m2|alibaba-small|ADP Workforce Now", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Legacy/Enterprise Grade** | **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c150-m2|challenger-small|Paycor", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycor is the safer default for most mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c150-m2|challenger-small|Rippling", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is a strong pick if you want a single platform that unifies benefits, payroll, and HR"}, {"id": "mai-20260917-1752-baseline|c150-m2|challenger-small|Employee Navigator", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best choice if your benefits process is broker-led"}, {"id": "mai-20260917-1752-baseline|c150-m2|challenger-small|bswift", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if enrollment and eligibility rules are unusually complex"}, {"id": "mai-20260917-1752-baseline|c150-m2|challenger-small|Benefitfocus", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also strong mid-market-to-enterprise options"}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|Rippling", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is the strongest default choice"}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|Employee Navigator", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a good broker and want to keep costs near zero while maximizing carrier connectivity, choose **Employee Navigator**."}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|PlanSource", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for the 100–1,000 employee sweet spot, with decision-support tools"}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|bswift", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need deep enrollment workflows + eligibility reconciliation with carrier data."}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|ADP Workforce Now", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already run payroll on those platforms"}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|Paycor", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bundles benefits into a familiar HR/payroll workflow with strong compliance reporting."}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|Paylocity", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Paylocity/ADP are strong on compliance reporting"}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|BambooHR", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Good if you want straightforward administration tied to HRIS records (though thinner at the larger end)."}, {"id": "mai-20260917-1752-baseline|c150-m2|deepseek-small|Benefitfocus", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PlanSource/bswift/Benefitfocus are dedicated ben-admin platforms"}, {"id": "mai-20260917-1752-baseline|c150-m2|google-small|Rippling", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is the market leader for the mid-market"}, {"id": "mai-20260917-1752-baseline|c150-m2|google-small|Paylocity", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Traditional Mid-Market Companies"}, {"id": "mai-20260917-1752-baseline|c150-m2|google-small|Paycor", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Traditional Mid-Market Companies"}, {"id": "mai-20260917-1752-baseline|c150-m2|google-small|Employee Navigator", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Employee Navigator is the gold standard for broker-led benefits administration."}, {"id": "mai-20260917-1752-baseline|c150-m2|google-small|PlanSource", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PlanSource is a highly configurable power tool"}, {"id": "mai-20260917-1752-baseline|c150-m2|meta-small|PlanSource", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PlanSource - a dedicated benefit enrollment system for the 100–1,000 employee range with decision-support tooling, billing reconciliation, and a large carrier-feed library."}, {"id": "mai-20260917-1752-baseline|c150-m2|meta-small|Paycor", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "powered by bswift, provides tech-enabled benefits administration mainly for organizations with 1 to 2,500 employees"}, {"id": "mai-20260917-1752-baseline|c150-m2|meta-small|Employee Navigator", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a broker-friendly benefits enrollment tool with broker and carrier connectivity for SMB and mid-market employers"}, {"id": "mai-20260917-1752-baseline|c150-m2|meta-small|Benefitfocus", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "earning the top spot in the ZipDo ranking"}, {"id": "mai-20260917-1752-baseline|c150-m2|meta-small|Dayforce", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a unified platform for enrollment, payroll, and workforce management, suitable for mid-market to enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|PlanSource", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **PlanSource** if you want a dedicated benefits platform, or **Rippling** if you prefer an all-in-one HRIS solution"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|Rippling", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Rippling** if you prefer an all-in-one HRIS solution"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|Employee Navigator", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong broker and carrier connectivity, typically free for employers (broker-paid)"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|ADP Workforce Now", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payroll, HR, and benefits administration in one platform with broad carrier integrations"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|TriNet HR Platform (formerly Zenefits)", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "TriNet HR Platform (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Post-acquisition roadmap questions after IPO"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|Benefitfocus", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent employee experience and decision support"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|Businessolver", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c150-m2|minimax-small|BambooHR", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for companies prioritizing employee experience"}, {"id": "mai-20260917-1752-baseline|c150-m2|mistral-small|PlanSource", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need advanced automation and multi-carrier support, choose **PlanSource**."}, {"id": "mai-20260917-1752-baseline|c150-m2|mistral-small|Employee Navigator", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your benefits process is broker-led and you need strong integration and ease of use, **Employee Navigator** is ideal."}, {"id": "mai-20260917-1752-baseline|c150-m2|mistral-small|bswift", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a user-friendly, integrated experience with complex eligibility, **bswift** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c150-m2|moonshot-small|PlanSource", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-m2|moonshot-small|Rippling", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Rippling"}, {"id": "mai-20260917-1752-baseline|c150-m2|moonshot-small|Employee Navigator", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Option: Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m2|openai-small|Employee Navigator", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Employee Navigator** as the best starting point"}, {"id": "mai-20260917-1752-baseline|c150-m2|openai-small|Paylocity", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want **benefits tightly connected to payroll**"}, {"id": "mai-20260917-1752-baseline|c150-m2|openai-small|Paycor", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another solid option for **payroll-integrated enrollment and EDI feeds**"}, {"id": "mai-20260917-1752-baseline|c150-m2|openai-small|Rippling", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want a more unified **HR + IT + benefits** platform"}, {"id": "mai-20260917-1752-baseline|c150-m2|openai-small|WEX Benefits", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "WEX Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if your benefits stack includes **FSA/HSA/COBRA** administration"}, {"id": "mai-20260917-1752-baseline|c150-m2|xai-small|Employee Navigator", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for broker-supported setups ... Start with Employee Navigator if broker-involved"}, {"id": "mai-20260917-1752-baseline|c150-m2|xai-small|PlanSource", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best dedicated benefits platform ... or PlanSource for direct control"}, {"id": "mai-20260917-1752-baseline|c150-m2|xai-small|Paylocity", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one HCM bundles ... Paylocity excels in compliance reporting"}, {"id": "mai-20260917-1752-baseline|c150-m2|xai-small|Paycor", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paycor in tied workflows (G2: 3.9/5)"}, {"id": "mai-20260917-1752-baseline|c150-m2|xai-small|Rippling", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If IT/HR unification matters (modular per-employee pricing, G2 high 4s)"}, {"id": "mai-20260917-1752-baseline|c150-m2|xai-small|Benefitfocus", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Guided employee experiences and year-round access (enterprise-leaning but mid-market viable)"}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|Benefitfocus", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Benefitfocus"}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|PlanSource", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dedicated benefits administration with enrollment automation and carrier connectivity"}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|Employee Navigator", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Broker‑managed** – Employee Navigator is a natural fit."}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|bswift", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enrollment and exchange technology with carrier data alignment"}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|Paycor", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Benefits bundled into a broader HR/payroll workflow"}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unified HCM with benefits enrollment tied to HRIS/payroll mapping"}, {"id": "mai-20260917-1752-baseline|c150-m2|zai-small|ADP Workforce Now Benefits", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All‑in‑one HCM with benefits administration and compliance support"}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|UKG (Ultimate Kronos Group)", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "UKG (Ultimate Kronos Group): Highly robust for deep enterprise needs."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Workday", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A favorite among Fortune 500 companies for its modern interface and strong analytics."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|ADP", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a massive ecosystem. Its dedicated *Benefits Administration* platform handles extremely high volumes and complex compliance"}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|bswift", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for \"super-complex\" organizations ... add **bswift** or **Alight** as a specialist overlay."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Paylocity", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often rated #1 for mid-market due to its \"traceable enrollment workflows.\""}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Paycor", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar to Paylocity, it bundles benefits deeply into the payroll workflow"}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Rippling", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Paylocity** or **Rippling** are the strongest choices for seamless integration with payroll and IT."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Gusto", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Small Businesses (<50 heads): Go with **Gusto** or **TriNet**"}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Namely", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Designed for growth-stage companies (100–1,000 employees), offering a more customizable benefits module"}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Employee Navigator", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The leading tool for employers working closely with brokers."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Ease", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "It has acquired **Ease**, another broker-focused competitor."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|PlanSource", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Focuses on decision-support during Open Enrollment."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Benefitfocus", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Specializes in the \"employee experience,\" offering excellent navigation for plan comparisons"}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|TriNet", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Go with **Gusto** or **TriNet**; the administrative burden should be near zero."}, {"id": "mai-20260917-1752-baseline|c150-m3|alibaba-small|Alight", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "add **bswift** or **Alight** as a specialist overlay"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|Gusto", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto leads the pack as the best all-in-one benefits administration software"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|BambooHR", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is a top-tier HR platform with a growing benefits module"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|UKG", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG offers benefits administration as part of its full HCM suite"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|Zenefits", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zenefits provides a comprehensive HR solution designed to streamline benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|ADP Workforce Now", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-grade HCM platform built for organizations managing complex, multi-state benefits programs at scale"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|Indeed One", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Indeed One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a Professional Employer Organization (PEO) that bundles HR management, payroll, compliance support and employee benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|anthropic-small|Deel Benefits Administration", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Deel Benefits Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "managing enrollment experiences across 100+ countries from a single platform"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|ADP", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ADP** | Enterprise / compliance-heavy employers | Broad HCM with payroll, tax, HR, and benefits in one platform"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Rippling", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Benefits, payroll, and HR in one platform to reduce manual work and integration issues"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|PlanSource", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enrollment automation and carrier API connectivity"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Benefitfocus", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong plan navigation, billing, and engagement tools"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Employee Navigator", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Broker-friendly workflows and 600+ partner integrations"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|bswift", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Configurable administration with guided enrollment and strong service support"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Paycor", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Benefits inside a broader HR/payroll workflow"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Paylocity", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified HR/payroll platform with benefits built in"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Gusto", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple payroll-plus-benefits experience"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Benepass", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Card-first or flexible benefit spending rather than traditional open enrollment admin"}, {"id": "mai-20260917-1752-baseline|c150-m3|challenger-small|Forma", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Benepass** and **Forma** are better suited to *modern flexible benefits*"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|ADP (Workforce Now / RUN)", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP (Workforce Now / RUN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All-in-one HR + payroll + benefits | **ADP** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Rippling", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "All-in-one HR + payroll + benefits | **ADP** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Workday", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprise with complex analytics needs | **Workday**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|BambooHR", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HR-first SMB platform | **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Gusto", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small business with payroll-first approach | **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Paycor / Paylocity", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor / Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Benefits bundled inside familiar HR/payroll workflows; bswift powers Paycor's benefits tech"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|PlanSource", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dedicated enrollment automation & carrier feeds | **PlanSource**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Employee Navigator", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Benefits through a broker | **Employee Navigator**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Benefitfocus", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Employee experience & plan decision support | **Benefitfocus**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|bswift", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise-scale operations with AI assistance | **bswift**"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Justworks", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Small teams wanting PEO-style management"}, {"id": "mai-20260917-1752-baseline|c150-m3|deepseek-small|Zenefits", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMBs wanting simple cloud benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|Rippling", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling: Best for Tech-Forward, Fast-Growing Companies ... Unrivaled automation."}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|ADP Workforce Now", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mid-to-Large Enterprises & Rigorous Compliance"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|Gusto", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto: Best for Startups and Small Businesses"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|Employee Navigator", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Broker-Led/Standalone Platform"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|bswift", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Highly Complex Eligibility Rules"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|Forma", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Forma: Best for Modern & Lifestyle Benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|Ease", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "which consolidated with another major player, Ease"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|BambooHR", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms like **Gusto** and **BambooHR** are ideal if you have straightforward employee classifications"}, {"id": "mai-20260917-1752-baseline|c150-m3|google-small|Nayya", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Nayya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "integrations with tools like Nayya) offer guided \"decision support\""}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Gusto", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gusto is considered the best budget pick for under 50 employees"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Rippling", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Gusto, Rippling, ADP Workforce Now..."}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|ADP Workforce Now", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP is considered the best for all-in-one HR and payroll operations"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Workday Benefits", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Gusto, Rippling, ADP Workforce Now, Workday Benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Paycor", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|BambooHR", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Justworks", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|TriNet", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Namely", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|Benefitfocus", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Benefitfocus is considered the best for employee experience and engagement"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|UKG Pro", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro"}, {"id": "mai-20260917-1752-baseline|c150-m3|meta-small|PlanSource", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "PlanSource is considered the best for a dedicated benefits administration platform"}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|ADP", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known as the best overall for all-in-one HCM (Human Capital Management) with deep compliance support."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|PlanSource", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A dedicated benefits platform focused on enrollment automation and carrier connectivity."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Benefitfocus", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in employee experience and engagement, with strong plan navigation tools."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Paycor", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular for SMB and mid-market companies looking for integrated HR and payroll with benefits."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Paylocity", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for SMB and mid-market companies looking for integrated HR and payroll with benefits."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Employee Navigator", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A broker-friendly platform with extensive partner integrations, often free for employers through brokers."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|bswift", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Targeted at large enterprises with complex benefit structures."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Alight Solutions", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Targeted at large enterprises with complex benefit structures."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Rippling", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern all-in-one platforms that bundle benefits with HR and payroll, often at competitive prices."}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Gusto", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "an all-in-one solution like ADP, Gusto, or Paycor offers simplicity"}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|TriNet", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Smaller businesses may prefer bundled solutions like Gusto or TriNet"}, {"id": "mai-20260917-1752-baseline|c150-m3|minimax-small|Ease", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Employee Navigator and Ease are often free to employers because they are licensed through insurance brokers."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Rippling", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling - Best for: Unified HR, IT, and Finance automation. Differentiator: Single platform for HR, payroll, benefits, and IT"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|BambooHR", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small to mid-size companies."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Workday Human Capital Management (HCM)", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Human Capital Management (HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise organizations."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Zenefits", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Streamlined benefits administration and HR tools, often praised for ease of use"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|ADP Workforce Now", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong payroll engine with robust benefits administration and compliance features."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|isolved People Cloud", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "isolved People Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comprehensive benefits administration with a focus on flexibility and scalability."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|ease", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Top Platforms:** ... ease"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Benefitfocus", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Specialized needs (e.g., insurance broker integration, mid-market, or niche industries)."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Businessolver", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Specialized needs"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Paycor", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Each has strengths in specific areas like benefits enrollment, ACA compliance, or employee self-service."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Paylocity", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid-market: Rippling, ADP Workforce Now, or Paylocity."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Employee Navigator", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Specialized needs"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|PlanSource", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for: Specialized needs"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|bswift", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for: Specialized needs"}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|Gusto", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Small businesses: BambooHR, Zenefits, or Gusto."}, {"id": "mai-20260917-1752-baseline|c150-m3|mistral-small|SAP SuccessFactors", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enterprise: Workday, ADP, or SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|ADP Workforce Now", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **1. ADP Workforce Now**\n**Best for:** All-in-one HR and payroll operations across all business sizes"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Workday HCM", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Large enterprises (500+ employees) managing global benefits, payroll, and total rewards"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|bswift", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises with complex benefit structures needing ACA compliance automation"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|PlanSource", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market to enterprise with distributed workforces wanting decision support tools"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Benefitfocus", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise organizations prioritizing user experience"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|BambooHR", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Mid-market U.S. companies wanting benefits tied closely to core HR records"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Gusto", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Small businesses wanting payroll-linked enrollment with minimal complexity"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Rippling", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Small to mid-size companies needing highly customizable solutions"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Employee Navigator", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Organizations wanting broker-supported benefits administration at low cost"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Paycor", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Paycor:** Powered by bswift technology; good for 1-2,500 employees; mobile-friendly"}, {"id": "mai-20260917-1752-baseline|c150-m3|moonshot-small|Paylocity", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Paylocity:** Stronger user experience and satisfaction ratings; broader feature set"}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|Workday", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best enterprise suite:** Workday or ADP."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|ADP Workforce Now", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best enterprise suite:** Workday or ADP."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|Rippling", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best automation-first platform:** Rippling."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|Benefitfocus", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best benefits-specialist platform:** Benefitfocus or bswift."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|bswift", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best benefits-specialist platform:** Benefitfocus or bswift."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|UKG", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UKG's benefits modules are usually attractive when you want benefits tightly tied to workforce management"}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|Employee Navigator", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for SMB simplicity:** Justworks or Employee Navigator."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|Justworks", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for SMB simplicity:** Justworks or Employee Navigator."}, {"id": "mai-20260917-1752-baseline|c150-m3|openai-small|Gusto", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMB:** Justworks, Gusto, Employee Navigator, sometimes Rippling."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Rippling", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** (G2: 4.8/5) – Best for mid-market (50-1,000 employees) needing unified HR/IT/payroll."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|ADP Workforce Now", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market leader (10%+ share), ideal for mid-to-large (500+)."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Workday HCM/Benefits", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM/Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for large enterprises (1,000+)."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Paylocity", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for mid-market with mobile/engagement focus."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Paycor", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lower ratings in setup/support vs. peers."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Gusto", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top for small businesses (<50 employees), includes benefits free in plans."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Zenefits", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMB/mid-market all-in-one HR."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|PlanSource", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dedicated benefits platforms for complex carrier needs."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Benefitfocus", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Dedicated benefits platforms for complex carrier needs."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|bswift", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dedicated benefits platforms for complex carrier needs."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|BambooHR", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMB/mid-market HR-focused."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|isolved", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "isolved", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMB/mid-market HR-focused."}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Ease", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "brokers like Employee Navigator/Ease often free via partnerships"}, {"id": "mai-20260917-1752-baseline|c150-m3|xai-small|Employee Navigator", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "brokers like Employee Navigator/Ease often free via partnerships"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Gusto", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Gusto** | SMBs needing payroll + benefits in one place |"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Rippling", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| 2 | **Rippling** | Mid-size businesses wanting HR + IT + finance in one system"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Paycor", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| 3 | **Paycor** | Mid-market companies with payroll-centric operations"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Paychex Flex", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| 4 | **Paychex Flex** | Payroll-first benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|UKG Pro", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| 5 | **UKG Pro** | Enterprise HCM with benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Workday HCM", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| 6 | **Workday HCM** | Large enterprises needing standardized HR & benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|BambooHR", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| 7 | **BambooHR** | SMB HRIS with basic benefits"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Zenefits (TriNet Zenefits)", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| 8 | **Zenefits (TriNet Zenefits)** | SMBs running open enrollment"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|ADP Workforce Now", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| 9 | **ADP Workforce Now** | Mid-market HR & benefits suite"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Benefitfocus", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| 10 | **Benefitfocus** | Carrier-grade benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|Businessolver", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "| 11 | **Businessolver** | Complex benefits with support services"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|bswift", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| 12 | **bswift** | Enterprise enrollment & EDI"}, {"id": "mai-20260917-1752-baseline|c150-m3|zai-small|WEX Benefits", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "WEX Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| 13 | **WEX Benefits** | HSA/FSA & benefits accounts"}, {"id": "mai-20260917-1752-baseline|c150-m4|alibaba-small|Gusto", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Gusto (Best Overall Value)\nGusto is widely considered the gold standard for small business benefits administration."}, {"id": "mai-20260917-1752-baseline|c150-m4|alibaba-small|Zenefits", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for teams up to 10 people... Caveat: As you scale past 10–20 employees, the pricing can jump quickly"}, {"id": "mai-20260917-1752-baseline|c150-m4|alibaba-small|HREnabled", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "HREnabled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. HREnabled (Best Transparent Pricing)"}, {"id": "mai-20260917-1752-baseline|c150-m4|alibaba-small|SimpleBenefits", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "SimpleBenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. SimpleBenefits (Best Standalone Tool)"}, {"id": "mai-20260917-1752-baseline|c150-m4|alibaba-small|BambooHR", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "at a much lower price point than competitors like BambooHR or Rippling"}, {"id": "mai-20260917-1752-baseline|c150-m4|alibaba-small|Rippling", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "competitors like BambooHR or Rippling"}, {"id": "mai-20260917-1752-baseline|c150-m4|anthropic-small|Gusto", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is frequently highlighted as the best choice for cost-conscious companies."}, {"id": "mai-20260917-1752-baseline|c150-m4|anthropic-small|Justworks", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Justworks is another strong option."}, {"id": "mai-20260917-1752-baseline|c150-m4|anthropic-small|OnPay", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OnPay is recommended for affordability."}, {"id": "mai-20260917-1752-baseline|c150-m4|challenger-small|OnPay", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **OnPay** if you want the lowest direct platform cost"}, {"id": "mai-20260917-1752-baseline|c150-m4|challenger-small|Gusto", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Gusto** if you want the best balance of affordability, ease of use, and payroll-plus-benefits in one system"}, {"id": "mai-20260917-1752-baseline|c150-m4|challenger-small|Employee Navigator", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Employee Navigator** or **Ease** may fit better, but the results note these are more broker-supported than all-in-one systems"}, {"id": "mai-20260917-1752-baseline|c150-m4|challenger-small|Ease", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Employee Navigator** or **Ease** may fit better, but the results note these are more broker-supported than all-in-one systems"}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|Ease", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for a limited budget:** If you have a broker, ask about **Ease or Employee Navigator** (potentially free)."}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|Employee Navigator", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ask about **Ease or Employee Navigator** (potentially free)"}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|Gusto", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If not and you need a single simple tool, **Gusto's Simple plan** offers the best all-around value."}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|GoCo", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the absolute lowest per-employee cost, **GoCo** at $5/employee is hard to beat."}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|BambooHR", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** \\u2014 Best free option ... benefits are a paid add-on"}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|Zenefits (TriNet)", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable add-on model ... Flexible and can be cost-effective if you keep it modular"}, {"id": "mai-20260917-1752-baseline|c150-m4|deepseek-small|Lively", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Lively", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GoCo, Gusto, Zenefits, and Lively all offer free trials"}, {"id": "mai-20260917-1752-baseline|c150-m4|google-small|Employee Navigator", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Employee Navigator (formerly merged with Ease)"}, {"id": "mai-20260917-1752-baseline|c150-m4|google-small|Ease", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Employee Navigator (formerly merged with Ease)"}, {"id": "mai-20260917-1752-baseline|c150-m4|google-small|Gusto", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Gusto ... no additional software fees to administer your health, dental, and vision insurance"}, {"id": "mai-20260917-1752-baseline|c150-m4|google-small|OnPay", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: OnPay ... slightly cheaper than Gusto's base price"}, {"id": "mai-20260917-1752-baseline|c150-m4|google-small|Justworks", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Justworks ... the most budget-friendly option in the long run"}, {"id": "mai-20260917-1752-baseline|c150-m4|meta-small|Gusto", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best benefits administration platform for a company with a limited budget is Gusto."}, {"id": "mai-20260917-1752-baseline|c150-m4|meta-small|Rippling", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator, which offer similar services at competitive prices."}, {"id": "mai-20260917-1752-baseline|c150-m4|meta-small|Namely", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m4|meta-small|Ease", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m4|meta-small|Employee Navigator", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m4|minimax-small|Ease / Employee Navigator", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease / Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **tightest budget**, consider **Ease** or **GoCo** (around $4-5/employee)"}, {"id": "mai-20260917-1752-baseline|c150-m4|minimax-small|GoCo", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **tightest budget**, consider **Ease** or **GoCo** (around $4-5/employee)"}, {"id": "mai-20260917-1752-baseline|c150-m4|minimax-small|Zenefits (TriNet)", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **best overall value** with limited budget, **Zenefits** offers good features at $8/employee"}, {"id": "mai-20260917-1752-baseline|c150-m4|minimax-small|Gusto", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one solution, good value for money"}, {"id": "mai-20260917-1752-baseline|c150-m4|mistral-small|Gusto", "prompt": "c150-m4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is widely recommended as the best benefits administration platform"}, {"id": "mai-20260917-1752-baseline|c150-m4|moonshot-small|Gusto", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** – Best Overall Value ... Benefits administration is **included at no extra cost** in all plans."}, {"id": "mai-20260917-1752-baseline|c150-m4|moonshot-small|Employee Navigator", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the **most limited budget**: Start with **Employee Navigator** (free via broker)"}, {"id": "mai-20260917-1752-baseline|c150-m4|moonshot-small|OnPay", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OnPay** – Most Affordable"}, {"id": "mai-20260917-1752-baseline|c150-m4|moonshot-small|GoCo", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **GoCo** ($5/employee)"}, {"id": "mai-20260917-1752-baseline|c150-m4|moonshot-small|Zenefits (Now TriNet HR Plus)", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (Now TriNet HR Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broker Partnership Option ... **Free** benefits administration if you use their broker"}, {"id": "mai-20260917-1752-baseline|c150-m4|openai-small|Gusto", "prompt": "c150-m4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is often the best budget-friendly starting point."}, {"id": "mai-20260917-1752-baseline|c150-m4|openai-small|Rippling", "prompt": "c150-m4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more powerful automation, but can get pricier as you add modules"}, {"id": "mai-20260917-1752-baseline|c150-m4|openai-small|Justworks", "prompt": "c150-m4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a PEO model:** compare **Justworks** vs. a local broker/administrator"}, {"id": "mai-20260917-1752-baseline|c150-m4|openai-small|Zenefits / TriNet Zenefits", "prompt": "c150-m4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits / TriNet Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often a solid SMB choice depending on current pricing and plan fit"}, {"id": "mai-20260917-1752-baseline|c150-m4|xai-small|Gusto", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto stands out as one of the best benefits administration platforms, especially for small businesses"}, {"id": "mai-20260917-1752-baseline|c150-m4|xai-small|Zenefits", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Gusto doesn't fit: **Zenefits**: Starts ~$8/employee/month"}, {"id": "mai-20260917-1752-baseline|c150-m4|xai-small|Employee Navigator", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often **free** to employers (broker covers via commissions). Ideal if you have/use a benefits broker."}, {"id": "mai-20260917-1752-baseline|c150-m4|xai-small|Ease", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broker platforms (e.g., Employee Navigator/Ease): Often **free** to employers"}, {"id": "mai-20260917-1752-baseline|c150-m4|xai-small|BambooHR", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR**: ~$5–12/employee/month. Strong self-service (4.6/5 Capterra), but benefits often need broker integration."}, {"id": "mai-20260917-1752-baseline|c150-m4|zai-small|Employee Navigator", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best benefits administration platform for a limited budget is Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m4|zai-small|Gusto", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want an all-in-one solution (payroll + benefits) without a broker, **Gusto** is the top choice"}, {"id": "mai-20260917-1752-baseline|c150-m4|zai-small|Zenefits", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zenefits is often more affordable per employee than Gusto, making it a strong contender for growing companies."}, {"id": "mai-20260917-1752-baseline|c150-m5|alibaba-small|Gusto", "prompt": "c150-m5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "VSA / PEO Model (e.g., Gusto, Benefits.com, TriNet): These are turnkey solutions."}, {"id": "mai-20260917-1752-baseline|c150-m5|alibaba-small|Benefits.com", "prompt": "c150-m5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefits.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "VSA / PEO Model (e.g., Gusto, Benefits.com, TriNet): These are turnkey solutions."}, {"id": "mai-20260917-1752-baseline|c150-m5|alibaba-small|TriNet", "prompt": "c150-m5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "VSA / PEO Model (e.g., Gusto, Benefits.com, TriNet): These are turnkey solutions."}, {"id": "mai-20260917-1752-baseline|c150-m5|alibaba-small|Benepass", "prompt": "c150-m5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "buy a software tool (like Benepass, Konekt, or standard brokerage tools) just for administration"}, {"id": "mai-20260917-1752-baseline|c150-m5|alibaba-small|Konekt", "prompt": "c150-m5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Konekt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "buy a software tool (like Benepass, Konekt, or standard brokerage tools) just for administration"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Employee Navigator", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Employee Navigator** | Broker-managed organizations | 175K+ employers, 17M+ employees; strong ACA reporting; often free via broker"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Ease", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Broker-managed** | Employee Navigator, Ease"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|bswift", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**bswift** | Dedicated ben-admin with deep carrier connections | Enterprise-grade EDI, robust compliance"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|PlanSource", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PlanSource** | Configurable eligibility rules, complex benefits design | Strong mid-market presence"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Benefitfocus", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Benefitfocus** | More complex/large plan structures | Enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Businessolver", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Businessolver** | Comprehensive benefits with service support | Good for 500+ employers with multiple carriers"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|ADP", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ADP/Paychex/Paycor** | Bundled HR/payroll + benefits in one system"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Paychex", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ADP/Paychex/Paycor** | Bundled HR/payroll + benefits in one system"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Paycor", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ADP/Paychex/Paycor** | Bundled HR/payroll + benefits in one system"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|Rippling", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Rippling** | Modern all-in-one HR platform | $4–8/emp/month as a module; strong payroll sync"}, {"id": "mai-20260917-1752-baseline|c150-m5|deepseek-small|UKG", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Bundled with HRIS** | ADP, Paychex, Paycor, Rippling, UKG"}, {"id": "mai-20260917-1752-baseline|c150-m5|google-small|Employee Navigator", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Employee Navigator:** The industry-standard platform for broker-managed benefits. Highly likely your benefits broker is already certified to build and manage this for you."}, {"id": "mai-20260917-1752-baseline|c150-m5|google-small|PlanSource", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PlanSource:** Extremely robust for mid-market employers, offering advanced automation, AI-guided decision support, and deep carrier partnerships."}, {"id": "mai-20260917-1752-baseline|c150-m5|google-small|Rippling", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Rippling:** Highly praised for its modern UI, powerful automation engines, and seamless carrier integrations."}, {"id": "mai-20260917-1752-baseline|c150-m5|google-small|ADP Workforce Now", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An industry standard for mid-market compliance and robust, highly secure ACA/COBRA infrastructure with deep carrier connectivity."}, {"id": "mai-20260917-1752-baseline|c150-m5|google-small|Paylocity / Paycor", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity / Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid all-in-one mid-market suites that handle benefits administration well within their core HR/Payroll ecosystem."}, {"id": "mai-20260917-1752-baseline|c150-m5|google-small|Businessolver / bswift", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Businessolver / bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent if you have highly complex, enterprise-level eligibility rules (e.g., multi-entity structures or union plans) but still want a great user experience."}, {"id": "mai-20260917-1752-baseline|c150-m5|meta-small|Employee Navigator", "prompt": "c150-m5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top benefits administration software options for mid-market to enterprise organizations include:\n\n1. Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m5|meta-small|Ease", "prompt": "c150-m5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Ease"}, {"id": "mai-20260917-1752-baseline|c150-m5|meta-small|Benepass", "prompt": "c150-m5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Benepass"}, {"id": "mai-20260917-1752-baseline|c150-m5|meta-small|Selerix", "prompt": "c150-m5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Selerix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Selerix"}, {"id": "mai-20260917-1752-baseline|c150-m5|mistral-small|Rippling", "prompt": "c150-m5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Identify 3–5 platforms (e.g., Rippling, Justworks, Benefitfocus, BambooHR Benefits, Workday Benefits)"}, {"id": "mai-20260917-1752-baseline|c150-m5|mistral-small|Justworks", "prompt": "c150-m5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Rippling, Justworks, Benefitfocus, BambooHR Benefits, Workday Benefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|mistral-small|Benefitfocus", "prompt": "c150-m5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Rippling, Justworks, Benefitfocus, BambooHR Benefits, Workday Benefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|mistral-small|BambooHR Benefits", "prompt": "c150-m5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Rippling, Justworks, Benefitfocus, BambooHR Benefits, Workday Benefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|mistral-small|Workday Benefits", "prompt": "c150-m5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Rippling, Justworks, Benefitfocus, BambooHR Benefits, Workday Benefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|Employee Navigator", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dedicated ben-admin** | Employee Navigator, Ease, bswift, PlanSource | Complex benefits, broker-managed"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|Ease", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Employee Navigator, Ease, bswift, PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|bswift", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Employee Navigator, Ease, bswift, PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|PlanSource", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Employee Navigator, Ease, bswift, PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|Workday", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HRIS with ben-admin module** | Workday, ADP Workforce Now, Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|ADP Workforce Now", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday, ADP Workforce Now, Paylocity | Want integrated HR/payroll/benefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|Paylocity", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday, ADP Workforce Now, Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|Rippling", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**All-in-one platforms** | Rippling, Gusto | Simpler tech stack, smaller IT team"}, {"id": "mai-20260917-1752-baseline|c150-m5|moonshot-small|Gusto", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rippling, Gusto | Simpler tech stack, smaller IT team"}, {"id": "mai-20260917-1752-baseline|c150-m5|xai-small|Benefitfocus", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples for mid-market: Benefitfocus, Embroker, PlanSource, Rippling, Zenefits, or broker platforms like Employee Navigator."}, {"id": "mai-20260917-1752-baseline|c150-m5|xai-small|Embroker", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Embroker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples for mid-market: Benefitfocus, Embroker, PlanSource, Rippling, Zenefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|xai-small|PlanSource", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples for mid-market: Benefitfocus, Embroker, PlanSource, Rippling, Zenefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|xai-small|Rippling", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples for mid-market: ... Rippling, Zenefits"}, {"id": "mai-20260917-1752-baseline|c150-m5|xai-small|Zenefits", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples for mid-market: ... Rippling, Zenefits, or broker platforms like Employee Navigator."}, {"id": "mai-20260917-1752-baseline|c150-m5|xai-small|Employee Navigator", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or broker platforms like Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-m5|zai-small|Employee Navigator", "prompt": "c150-m5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Do you want your broker to manage the platform (common with Employee Navigator and Ease)"}, {"id": "mai-20260917-1752-baseline|c150-m5|zai-small|Ease", "prompt": "c150-m5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common with Employee Navigator and Ease"}, {"id": "mai-20260917-1752-baseline|c150-m6|alibaba-small|ADP Workforce Now", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "frequently criticized for being overly rigid and high-maintenance unless you have a dedicated HR team of several people"}, {"id": "mai-20260917-1752-baseline|c150-m6|alibaba-small|Workday", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often considered \"overkill\" for small-to-mid-sized companies (under 500 employees)"}, {"id": "mai-20260917-1752-baseline|c150-m6|anthropic-small|PeopleKeep", "prompt": "c150-m6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "PeopleKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**PeopleKeep** has some documented issues worth noting."}, {"id": "mai-20260917-1752-baseline|c150-m6|anthropic-small|Gusto", "prompt": "c150-m6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Gusto** has limitations for larger organizations."}, {"id": "mai-20260917-1752-baseline|c150-m6|challenger-small|Gusto", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if you have **200+ employees**, need **deep carrier connectivity**"}, {"id": "mai-20260917-1752-baseline|c150-m6|challenger-small|UKG Pro", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious if you have **under 500 employees**, want a **standalone benefits platform**"}, {"id": "mai-20260917-1752-baseline|c150-m6|challenger-small|Paycor", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if you want **published pricing** or transparent per-employee rates"}, {"id": "mai-20260917-1752-baseline|c150-m6|challenger-small|PlanSource", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious if you have **under 250 employees**, need **benefits bundled with payroll**"}, {"id": "mai-20260917-1752-baseline|c150-m6|challenger-small|Benefitfocus", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "characterizes it as an **enterprise, quote-only, benefits-only** option"}, {"id": "mai-20260917-1752-baseline|c150-m6|challenger-small|bswift", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious if your organization is **small or mid-sized**, because multiple buyer guides say these products are often a poor fit below enterprise scale"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|BenefitSolver (Businessolver)", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "BenefitSolver (Businessolver)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **BenefitSolver** and **Benefitfocus** entirely unless you have a large in-house HR team"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Benefitfocus", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for Support-Reliant Organizations"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Dayforce (Ceridian)", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for Benefits Administration Only"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Namely", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users frequently cite implementation delays, and the benefits module often feels like an afterthought"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|ADP Workforce Now", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frequently criticized for **payroll-benefits reconciliation errors** and opaque, slow customer support"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|iSolved (Isolved People Cloud)", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "iSolved (Isolved People Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Small-business users report frequent system down times"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Rippling", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stronger, well-reviewed alternatives include **Rippling**, **Gusto**, **Ease**, **Forma**, and **Benepass**"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Gusto", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "stronger, well-reviewed alternatives include **Rippling**, **Gusto**, **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Ease", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "stronger, well-reviewed alternatives include ... **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Forma", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "alternatives include ... **Forma**, and **Benepass**"}, {"id": "mai-20260917-1752-baseline|c150-m6|deepseek-small|Benepass", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "alternatives include ... **Benepass** \\u2013 all of which consistently score higher on support and ease of use"}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|ADP Workforce Now", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mid-market payroll and Human Capital Management (HCM) systems (such as ADP Workforce Now, Rippling, Gusto, or Paylocity) that sell benefits administration as an \"add-on\""}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Rippling", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as ADP Workforce Now, Rippling, Gusto, or Paylocity ... Why to be cautious: ... they often struggle with complexity."}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Gusto", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as ADP Workforce Now, Rippling, Gusto, or Paylocity ... these platforms often fail."}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Paylocity", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as ADP Workforce Now, Rippling, Gusto, or Paylocity ... these platforms often fail."}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Zenefits", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users on BBB, G2, and Reddit have heavily criticized TriNet/Zenefits for a steep decline in customer support quality"}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|TriNet HR Plus", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "acquired by TriNet and rebranded as TriNet HR Plus ... heavily criticized TriNet/Zenefits for a steep decline in customer support quality"}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Paylogix", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylogix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Paylogix notified regulators of a major cyberattack linked to the Akira ransomware group"}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Educators Benefit Consultants (Aviben)", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Educators Benefit Consultants (Aviben)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "faced class-action litigation and federal investigations over data breaches that exposed participant SSNs"}, {"id": "mai-20260917-1752-baseline|c150-m6|google-small|Benefits Management Group, Inc. (BMGI)", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefits Management Group, Inc. (BMGI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "faced class-action litigation and federal investigations over data breaches that exposed participant SSNs"}, {"id": "mai-20260917-1752-baseline|c150-m6|meta-small|Gusto", "prompt": "c150-m6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Best for small businesses running payroll and benefits together, but not ideal for larger enterprises."}, {"id": "mai-20260917-1752-baseline|c150-m6|meta-small|Employee Navigator", "prompt": "c150-m6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but may not be suitable for those without a broker relationship"}, {"id": "mai-20260917-1752-baseline|c150-m6|meta-small|Paylocity", "prompt": "c150-m6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but may not be the best fit for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c150-m6|meta-small|Rippling", "prompt": "c150-m6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but may not be suitable for those without a need for these integrated features"}, {"id": "mai-20260917-1752-baseline|c150-m6|meta-small|Benepass", "prompt": "c150-m6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for lifestyle and pre-tax spending accounts, but not ideal for core benefits administration."}, {"id": "mai-20260917-1752-baseline|c150-m6|minimax-small|PlanSource", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**PlanSource**: Users have noted complaints about work status event complexity, document library organization, and some delays in carrier file setup."}, {"id": "mai-20260917-1752-baseline|c150-m6|minimax-small|Namely", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Namely**: Some users report reporting difficulties, customer support inconsistencies, and limitations with API customizations."}, {"id": "mai-20260917-1752-baseline|c150-m6|moonshot-small|ADP", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are benefits administration platforms you should approach with caution or potentially avoid... ### **ADP** ... Poor customer service"}, {"id": "mai-20260917-1752-baseline|c150-m6|moonshot-small|Namely", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The disconnect between payroll and HRIS is a major architectural flaw for benefits administration."}, {"id": "mai-20260917-1752-baseline|c150-m6|moonshot-small|Workday", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overkill for mid-market companies without dedicated technical HR resources; benefits module specifically criticized for poor UX."}, {"id": "mai-20260917-1752-baseline|c150-m6|moonshot-small|Benepass", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider newer, more focused solutions** (like Benepass, Take Command, or specialized benefits platforms) over legacy HRIS modules"}, {"id": "mai-20260917-1752-baseline|c150-m6|moonshot-small|Take Command", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Take Command", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider newer, more focused solutions** (like Benepass, Take Command, or specialized benefits platforms)"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|Paycom", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms that users most often flag for support and usability complaints include **Paycom**, **Paylocity**, and some ADP offerings"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|Paylocity", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "G2's 2026 review summaries specifically call out poor support and workflow pain points for Paycom and Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|ADP", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Capterra reviews note support and UX concerns for ADP and TriNet"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|TriNet/HR Plus (formerly Zenefits)", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet/HR Plus (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often described as powerful but sometimes rigid or expensive"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|Rippling", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the market includes stronger-rated options like **Rippling, Gusto, Justworks, and WEX/enterprise suites**"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|Gusto", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "stronger-rated options like **Rippling, Gusto, Justworks, and WEX/enterprise suites**"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|Justworks", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "stronger-rated options like **Rippling, Gusto, Justworks, and WEX/enterprise suites**"}, {"id": "mai-20260917-1752-baseline|c150-m6|openai-small|WEX", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "stronger-rated options like **Rippling, Gusto, Justworks, and WEX/enterprise suites**"}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|NationsBenefits", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "NationsBenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid if data security is a top priority."}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Sequoia Benefits & Insurance Services (incl. Sequoia One)", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Sequoia Benefits & Insurance Services (incl. Sequoia One)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "2022 cyberattack led to a $8.7M class action settlement. Significant exposure of customer data."}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Benefits Management Group (BMG)", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefits Management Group (BMG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "2024/2025 breach under investigation for potential class action"}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|BenefitElect (Coalesce LLC)", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BenefitElect (Coalesce LLC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Recent data breach exposed user info; class action probes ongoing."}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Alight", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slow/atrocious response times, inaccessible UI for non-tech users, poor communication"}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Paychex Flex", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unresponsive/frustrating support, convoluted disjointed systems... Not ideal for integrated benefits needs."}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|ADP Workforce Now", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Clunky navigation, rigid legacy interface, complex reporting, inconsistent support"}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|TriNet HR", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enrollment errors... high costs, support delays; PEO model adds co-employment risks."}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Paycor", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lower satisfaction vs. competitors; support and reliability flagged in reviews."}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Gusto", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Better Alternatives (Higher Rated): Gusto (4.6/5)"}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|Rippling", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Rippling (4.8/5)"}, {"id": "mai-20260917-1752-baseline|c150-m6|xai-small|BambooHR", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "BambooHR (4.4-4.6/5) score well for ease, integration, and support"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|BerniePortal", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BerniePortal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid **BerniePortal, Coverflex, Benefitfocus, and Businessolver** based on user feedback"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|Coverflex", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Coverflex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid **BerniePortal, Coverflex, Benefitfocus, and Businessolver**"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|Benefitfocus", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"Worst support EVER\" – very poor responsiveness after open enrollment"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|Businessolver", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Impressive marketing but disappointing backend functionality"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|ADP Workforce Now", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with **ADP Workforce Now** if you have complex multi-carrier benefits"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|Gusto", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cautions: Lacks intuitive features like comprehensive reporting options; Poor customer support"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|BambooHR", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While many platforms are well-regarded (e.g., Gusto, BambooHR, Rippling, Paychex Flex)"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|Rippling", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "many platforms are well-regarded (e.g., Gusto, BambooHR, Rippling, Paychex Flex)"}, {"id": "mai-20260917-1752-baseline|c150-m6|zai-small|Paychex Flex", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "many platforms are well-regarded (e.g., Gusto, BambooHR, Rippling, Paychex Flex)"}, {"id": "mai-20260917-1752-baseline|c150-s1|alibaba-small|Gusto", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is consistently ranked #1 for small-business benefits administration due to its ease of use and affordability."}, {"id": "mai-20260917-1752-baseline|c150-s1|alibaba-small|BambooHR", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benefits administration features are basic on their own; often requires an add-on like Gusto"}, {"id": "mai-20260917-1752-baseline|c150-s1|alibaba-small|Zenefits", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR + Gusto or Zenefits Integration (Best for Growing SMBs)"}, {"id": "mai-20260917-1752-baseline|c150-s1|alibaba-small|Rippling", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For automation & tech integration:** Choose **Rippling** if you're already using it for IT/HR or plan to."}, {"id": "mai-20260917-1752-baseline|c150-s1|alibaba-small|Paylocity", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paylocity is highly favored by small-to-mid-sized businesses (50–200 employees) for its strong payroll integration"}, {"id": "mai-20260917-1752-baseline|c150-s1|anthropic-small|Gusto", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is recognized as the best all-in-one benefits administration software"}, {"id": "mai-20260917-1752-baseline|c150-s1|anthropic-small|Paycor", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycor fits operators who would rather run one HCM system"}, {"id": "mai-20260917-1752-baseline|c150-s1|anthropic-small|Justworks", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks is best when the business wants benefits administration as part of a broader supported model"}, {"id": "mai-20260917-1752-baseline|c150-s1|challenger-small|Gusto", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the strongest default choice if you want benefits administration tied to payroll in one simple system"}, {"id": "mai-20260917-1752-baseline|c150-s1|challenger-small|Employee Navigator", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Employee Navigator** if you already work with a **benefits broker** and want a broker-led setup"}, {"id": "mai-20260917-1752-baseline|c150-s1|challenger-small|ADP", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP**, **Paycor**, or **Paylocity** if your company wants a broader HR/HCM suite"}, {"id": "mai-20260917-1752-baseline|c150-s1|challenger-small|Paycor", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP**, **Paycor**, or **Paylocity** if your company wants a broader HR/HCM suite"}, {"id": "mai-20260917-1752-baseline|c150-s1|challenger-small|Paylocity", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ADP**, **Paycor**, or **Paylocity** if your company wants a broader HR/HCM suite"}, {"id": "mai-20260917-1752-baseline|c150-s1|challenger-small|Rippling", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rippling** if you want a more modular platform and are willing to pay for more flexibility"}, {"id": "mai-20260917-1752-baseline|c150-s1|deepseek-small|Gusto", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto — Best overall for most small companies (under ~25 employees)"}, {"id": "mai-20260917-1752-baseline|c150-s1|deepseek-small|Justworks", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Justworks — Best PEO for enterprise-grade benefits on a small budget"}, {"id": "mai-20260917-1752-baseline|c150-s1|deepseek-small|Rippling", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling — Best if you also need IT/devices managed"}, {"id": "mai-20260917-1752-baseline|c150-s1|deepseek-small|Ease", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Work with a broker / want standalone admin: Ease or Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-s1|deepseek-small|Employee Navigator", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Work with a broker / want standalone admin: Ease or Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-s1|deepseek-small|PlanSource", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broker-supported platforms (Ease, Employee Navigator, PlanSource)"}, {"id": "mai-20260917-1752-baseline|c150-s1|google-small|Gusto", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto: Best Overall for Simple, Local Teams (1–50 Employees)... Gusto is the gold standard."}, {"id": "mai-20260917-1752-baseline|c150-s1|google-small|Rippling", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech-Forward, Remote, or Fast-Scaling Teams"}, {"id": "mai-20260917-1752-baseline|c150-s1|google-small|Justworks", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best PEO for \"Fortune 500\" Benefits & Total Compliance"}, {"id": "mai-20260917-1752-baseline|c150-s1|google-small|Employee Navigator", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Already Have an Insurance Broker ... is the industry standard"}, {"id": "mai-20260917-1752-baseline|c150-s1|meta-small|Gusto", "prompt": "c150-s1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some top-rated benefits administration software platforms for small businesses include Gusto, which is ranked #1 on G2's Small-Business Grid Report for Benefits Administration"}, {"id": "mai-20260917-1752-baseline|c150-s1|meta-small|HR Stacks", "prompt": "c150-s1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "HR Stacks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other notable options include those listed in the search results, such as HR Stacks, CX Everywhere, PeopleStack Hub, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c150-s1|meta-small|CX Everywhere", "prompt": "c150-s1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "CX Everywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable options include those listed in the search results, such as HR Stacks, CX Everywhere, PeopleStack Hub, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c150-s1|meta-small|PeopleStack Hub", "prompt": "c150-s1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "PeopleStack Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options include those listed in the search results, such as HR Stacks, CX Everywhere, PeopleStack Hub, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c150-s1|meta-small|Guideflow", "prompt": "c150-s1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable options include those listed in the search results, such as HR Stacks, CX Everywhere, PeopleStack Hub, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c150-s1|minimax-small|Gusto", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is widely considered the top benefits administration platform for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c150-s1|minimax-small|BambooHR", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for growing SMBs wanting simple administration, moderate pricing, strong HR features"}, {"id": "mai-20260917-1752-baseline|c150-s1|minimax-small|Paychex", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for companies needing payroll + benefits integration with more comprehensive services"}, {"id": "mai-20260917-1752-baseline|c150-s1|minimax-small|Justworks", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Particularly strong for B2B companies wanting simplified HR, benefits, and compliance in one platform"}, {"id": "mai-20260917-1752-baseline|c150-s1|mistral-small|Gusto", "prompt": "c150-s1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** stands out as the best benefits administration platform for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c150-s1|mistral-small|BambooHR", "prompt": "c150-s1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "which is ideal for growing SMBs wanting simple administration"}, {"id": "mai-20260917-1752-baseline|c150-s1|mistral-small|Paycor", "prompt": "c150-s1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "supports organizations from 1 to 2,500 employees with tech-enabled benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-s1|moonshot-small|Gusto", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Gusto** ... It's the safest bet for most small B2B companies."}, {"id": "mai-20260917-1752-baseline|c150-s1|moonshot-small|BambooHR", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c150-s1|moonshot-small|Rippling", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small B2B companies that also need IT device/app management alongside HR and benefits"}, {"id": "mai-20260917-1752-baseline|c150-s1|moonshot-small|Paycor", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies that want a full HCM suite and don't mind a steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c150-s1|moonshot-small|TriNet HR Platform (formerly Zenefits)", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "TriNet HR Platform (formerly Zenefits)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If benefits administration is your absolute top priority (it was built around benefits first)"}, {"id": "mai-20260917-1752-baseline|c150-s1|openai-small|Gusto", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Gusto** if you want the simplest all-in-one setup"}, {"id": "mai-20260917-1752-baseline|c150-s1|openai-small|Rippling", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more enterprise-like HR stack:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-s1|openai-small|Justworks", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a PEO-style solution with compliance support:** **Justworks**"}, {"id": "mai-20260917-1752-baseline|c150-s1|openai-small|TriNet PEO", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "TriNet PEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Justworks** or **TriNet PEO**"}, {"id": "mai-20260917-1752-baseline|c150-s1|openai-small|Ease", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if benefits brokerage/enrollment simplicity is the priority:** **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-s1|openai-small|Vestwell", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Vestwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if retirement-plan benefits are the main focus:** **Vestwell**"}, {"id": "mai-20260917-1752-baseline|c150-s1|xai-small|Gusto", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto (Top Pick for Most Small B2B Teams)"}, {"id": "mai-20260917-1752-baseline|c150-s1|xai-small|Rippling", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling (Best for Scaling/Growing B2B)"}, {"id": "mai-20260917-1752-baseline|c150-s1|xai-small|Zenefits (TriNet)", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Now PEO-focused, less agile"}, {"id": "mai-20260917-1752-baseline|c150-s1|xai-small|Paycor", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for very small"}, {"id": "mai-20260917-1752-baseline|c150-s1|xai-small|BambooHR", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weaker standalone benefits"}, {"id": "mai-20260917-1752-baseline|c150-s1|xai-small|Justworks", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Outsourced benefits (PEO)? Justworks or TriNet Zenefits."}, {"id": "mai-20260917-1752-baseline|c150-s1|zai-small|Gusto", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best benefits administration platform is **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s1|zai-small|BambooHR", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner Up: BambooHR"}, {"id": "mai-20260917-1752-baseline|c150-s1|zai-small|ADP", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "prefer to keep payroll with a separate provider (like ADP or Paychex)"}, {"id": "mai-20260917-1752-baseline|c150-s1|zai-small|Paychex", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "prefer to keep payroll with a separate provider (like ADP or Paychex)"}, {"id": "mai-20260917-1752-baseline|c150-s1|zai-small|Rippling", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The High-End Alternative: Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|alibaba-small|Gusto", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-In-One Choice: **Gusto** ... gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline|c150-s2|alibaba-small|Zenefits (TriNet)", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Note: It has a steeper learning curve than Gusto."}, {"id": "mai-20260917-1752-baseline|c150-s2|alibaba-small|Ease", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ease is the industry leader for digital brokerage platforms"}, {"id": "mai-20260917-1752-baseline|c150-s2|alibaba-small|Justworks", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cost Control & Compliance: **Justworks**"}, {"id": "mai-20260917-1752-baseline|c150-s2|anthropic-small|Guidepoint", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular benefits enrollment software options for small businesses include platforms like Guidepoint, BenefitFocus, Namely, ADP, Zenefits, and Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|anthropic-small|BenefitFocus", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BenefitFocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include platforms like Guidepoint, BenefitFocus, Namely, ADP, Zenefits, and Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|anthropic-small|Namely", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include platforms like Guidepoint, BenefitFocus, Namely, ADP, Zenefits, and Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|anthropic-small|ADP", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include platforms like Guidepoint, BenefitFocus, Namely, ADP, Zenefits, and Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|anthropic-small|Zenefits", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include platforms like Guidepoint, BenefitFocus, Namely, ADP, Zenefits, and Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|anthropic-small|Rippling", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include platforms like Guidepoint, BenefitFocus, Namely, ADP, Zenefits, and Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|challenger-small|Gusto", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** first if you want the simplest all-in-one setup"}, {"id": "mai-20260917-1752-baseline|c150-s2|challenger-small|Employee Navigator", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the better choice because brokers commonly provide it at no direct software cost"}, {"id": "mai-20260917-1752-baseline|c150-s2|challenger-small|Rippling", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a more software-led HR stack"}, {"id": "mai-20260917-1752-baseline|c150-s2|challenger-small|ADP", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are typically less \"lightweight\" than Gusto for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c150-s2|challenger-small|Paycor", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are typically less \"lightweight\" than Gusto for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c150-s2|challenger-small|Paylocity", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are typically less \"lightweight\" than Gusto for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c150-s2|deepseek-small|Gusto", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto — Best overall for small businesses (my top pick)"}, {"id": "mai-20260917-1752-baseline|c150-s2|deepseek-small|Employee Navigator", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you work with a benefits broker"}, {"id": "mai-20260917-1752-baseline|c150-s2|deepseek-small|Rippling", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an HRIS-led solution"}, {"id": "mai-20260917-1752-baseline|c150-s2|deepseek-small|Paycor", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you already use these for payroll"}, {"id": "mai-20260917-1752-baseline|c150-s2|deepseek-small|Paylocity", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you already use these for payroll"}, {"id": "mai-20260917-1752-baseline|c150-s2|google-small|Rippling", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is the market leader"}, {"id": "mai-20260917-1752-baseline|c150-s2|google-small|Gusto", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto: Best for Lean, Very Small B2B Teams (1–50 employees)"}, {"id": "mai-20260917-1752-baseline|c150-s2|google-small|Justworks", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks: Best PEO for \"Big Company\" Benefits"}, {"id": "mai-20260917-1752-baseline|c150-s2|google-small|Employee Navigator", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employee Navigator is the best standalone software choice"}, {"id": "mai-20260917-1752-baseline|c150-s2|meta-small|Rippling", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rippling - Best for all-in-one HR plus benefits"}, {"id": "mai-20260917-1752-baseline|c150-s2|meta-small|Gusto", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Gusto - Best for SMBs needing payroll plus benefits"}, {"id": "mai-20260917-1752-baseline|c150-s2|meta-small|Employee Navigator", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Employee Navigator - Best for broker-managed groups"}, {"id": "mai-20260917-1752-baseline|c150-s2|meta-small|Ease", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Online benefits enrollment and admin platform designed for small businesses and brokers"}, {"id": "mai-20260917-1752-baseline|c150-s2|meta-small|PlanSource", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. PlanSource - Best for mid-market decision support"}, {"id": "mai-20260917-1752-baseline|c150-s2|minimax-small|Gusto", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Gusto** or **Ease** ... Gusto especially excels if you want an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c150-s2|minimax-small|Ease", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Gusto** or **Ease** due to their simplicity, affordability, and strong focus on small businesses"}, {"id": "mai-20260917-1752-baseline|c150-s2|minimax-small|HiBob", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Modern small businesses - Automated enrollment, self-service portal, compliance management"}, {"id": "mai-20260917-1752-baseline|c150-s2|minimax-small|Dayforce", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Known for:** Comprehensive HR and benefits platform"}, {"id": "mai-20260917-1752-baseline|c150-s2|mistral-small|Gusto", "prompt": "c150-s2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Gusto** as the top choice for benefits enrollment software"}, {"id": "mai-20260917-1752-baseline|c150-s2|moonshot-small|Gusto", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend starting with **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s2|moonshot-small|Rippling", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Rippling** as an alternative"}, {"id": "mai-20260917-1752-baseline|c150-s2|moonshot-small|Justworks", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** (Best for PEO Support)"}, {"id": "mai-20260917-1752-baseline|c150-s2|moonshot-small|Employee Navigator", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Employee Navigator** (Best for Broker-Supported Teams)"}, {"id": "mai-20260917-1752-baseline|c150-s2|moonshot-small|ADP", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payroll integration** | Gusto or ADP"}, {"id": "mai-20260917-1752-baseline|c150-s2|moonshot-small|Ease", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Broker relationships** | Employee Navigator or Ease"}, {"id": "mai-20260917-1752-baseline|c150-s2|openai-small|Gusto", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Gusto** as the best starting point for benefits enrollment"}, {"id": "mai-20260917-1752-baseline|c150-s2|openai-small|Rippling", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is a strong second choice"}, {"id": "mai-20260917-1752-baseline|c150-s2|openai-small|Justworks", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd look at **Justworks** or **TriNet**"}, {"id": "mai-20260917-1752-baseline|c150-s2|openai-small|TriNet", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TriNet specifically markets benefits administration for small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c150-s2|xai-small|Gusto", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Gusto as the top benefits enrollment software."}, {"id": "mai-20260917-1752-baseline|c150-s2|xai-small|Rippling", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More scalable but pricier at scale; great for multi-state B2B ops."}, {"id": "mai-20260917-1752-baseline|c150-s2|xai-small|Zenefits (TriNet)", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broker-supported enrollment | $10–$27/employee/month"}, {"id": "mai-20260917-1752-baseline|c150-s2|xai-small|BambooHR", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you prioritize HR over deep payroll-benefits sync."}, {"id": "mai-20260917-1752-baseline|c150-s2|xai-small|GoCo", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable, customizable for SMBs."}, {"id": "mai-20260917-1752-baseline|c150-s2|zai-small|Gusto", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For simplicity and all‑in‑one functionality:** Gusto"}, {"id": "mai-20260917-1752-baseline|c150-s2|zai-small|Zenefits", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For a dedicated benefits layer on top of existing payroll:** Zenefits"}, {"id": "mai-20260917-1752-baseline|c150-s2|zai-small|Employee Navigator", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For a free, broker‑managed solution:** Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-s2|zai-small|Rippling", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For a modern, unified HR/IT/payroll/benefits platform:** Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s2|zai-small|PlanSource", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It’s a low‑cost, broker‑friendly option that’s simple to set up and use."}, {"id": "mai-20260917-1752-baseline|c150-s3|alibaba-small|Gusto", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Ease of Use: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s3|alibaba-small|Rippling", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified HR/IT/Benefits: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-s3|alibaba-small|Benepass", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flexible Rewards & LSA: **Benepass**"}, {"id": "mai-20260917-1752-baseline|c150-s3|alibaba-small|TriNet HR (formerly Zenefits)", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet HR (formerly Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Business Growth: **TriNet HR (formerly Zenefits)**"}, {"id": "mai-20260917-1752-baseline|c150-s3|alibaba-small|Lively HSA", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Lively HSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized Platforms (Lively HSA)"}, {"id": "mai-20260917-1752-baseline|c150-s3|anthropic-small|Gusto", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, Gusto typically offers the best balance of ease of use, affordability, and comprehensive features"}, {"id": "mai-20260917-1752-baseline|c150-s3|anthropic-small|BambooHR", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is a top-tier HR platform with a growing benefits module... ideal for HR-focused teams without complex payroll needs."}, {"id": "mai-20260917-1752-baseline|c150-s3|anthropic-small|Justworks", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks is suited for small and midsize companies wanting an all-in-one platform to manage payroll, HR, and benefits administration"}, {"id": "mai-20260917-1752-baseline|c150-s3|anthropic-small|Zenefits", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zenefits is geared toward small to medium-sized businesses, especially companies with 25–250 employees"}, {"id": "mai-20260917-1752-baseline|c150-s3|anthropic-small|ADP", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ADP has enterprise-level capabilities but the tradeoff is complexity... can create a steeper learning curve for smaller HR teams."}, {"id": "mai-20260917-1752-baseline|c150-s3|challenger-small|Gusto", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the best all-in-one option for small businesses that want benefits, payroll, and HR in one platform"}, {"id": "mai-20260917-1752-baseline|c150-s3|challenger-small|BambooHR", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is stronger if you want employee records and onboarding first"}, {"id": "mai-20260917-1752-baseline|c150-s3|challenger-small|Justworks", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks is the best fit if you want *outsourced* benefits administration through a PEO model"}, {"id": "mai-20260917-1752-baseline|c150-s3|challenger-small|Paychex", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broader payroll and compliance focus, with benefits as part of that stack."}, {"id": "mai-20260917-1752-baseline|c150-s3|challenger-small|Zoho People", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less benefits depth than Gusto"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|Gusto", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best for payroll + benefits in one system ... Payroll and benefits in one simple system | **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|Rippling", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** — Best for all-in-one HR + IT + benefits"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|Justworks", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** — Best for PEO-style benefits + compliance"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|BambooHR", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** — Best as an HRIS with benefits tracking"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|TriNet Zenefits", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TriNet Zenefits** — Best dedicated ben-admin/HR layer"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|Employee Navigator", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best broker-connected options ... Often **free to the employer**, because the broker pays"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|Ease", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Employee Navigator** ... **acquired Ease** (small businesses, fast setup with 6,000+ pre-mapped carrier forms)"}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|Paychex Flex", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Traditional, payroll-first incumbents with the deepest compliance features — but heavier, more expensive, and quote-based."}, {"id": "mai-20260917-1752-baseline|c150-s3|deepseek-small|ADP Workforce Now", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Traditional, payroll-first incumbents with the deepest compliance features — but heavier, more expensive, and quote-based."}, {"id": "mai-20260917-1752-baseline|c150-s3|google-small|Gusto", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the gold standard"}, {"id": "mai-20260917-1752-baseline|c150-s3|google-small|Rippling", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech-Forward, Fast-Scaling Teams"}, {"id": "mai-20260917-1752-baseline|c150-s3|google-small|Justworks", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Access to Enterprise-Level Benefits"}, {"id": "mai-20260917-1752-baseline|c150-s3|google-small|Employee Navigator", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Employee Navigator** if you already have a trusted local insurance broker"}, {"id": "mai-20260917-1752-baseline|c150-s3|google-small|Ease", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Employee Navigator (including Ease)**"}, {"id": "mai-20260917-1752-baseline|c150-s3|google-small|BambooHR", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Culture-First Teams"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|Gusto", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest setup**: Gusto (most intuitive for beginners)"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|BambooHR", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**10-50 employees**: Gusto, BambooHR, or Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|Rippling", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tech companies**: Rippling (device management, IT integration)"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|Justworks", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wanting full outsourcing**: Justworks (PEO)"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|Zenefits (TriNet HR)", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet HR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Three straightforward tiers; affordable membership model"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|GoCo", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs needing enrollment workflows | Strong open enrollment features"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|Lively HSA", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Lively HSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lively HSA**: Dedicated HSA administration only"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|OnPay", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Under 10 employees**: Gusto or OnPay (very affordable, simple)"}, {"id": "mai-20260917-1752-baseline|c150-s3|minimax-small|ADP Workforce Now", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**50+ employees**: Rippling, ADP Workforce Now, or TriNet HR"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|Gusto", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want payroll + benefits in one: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|Rippling", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want HR + benefits + IT: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If open enrollment/compliance is your top need: **Zenefits** or **GoCo**"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|BambooHR", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want an HRIS with benefits: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|GoCo", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If open enrollment/compliance is your top need: **Zenefits** or **GoCo**"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|Paycor", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want HR/payroll/benefits all together: **Paycor** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c150-s3|mistral-small|Paylocity", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want HR/payroll/benefits all together: **Paycor** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c150-s3|moonshot-small|Gusto", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best Overall for Small Business"}, {"id": "mai-20260917-1752-baseline|c150-s3|moonshot-small|BambooHR", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** — Best for HR-Focused Teams"}, {"id": "mai-20260917-1752-baseline|c150-s3|moonshot-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Benefits-First Approach"}, {"id": "mai-20260917-1752-baseline|c150-s3|moonshot-small|Justworks", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Justworks** — Best for Outsourcing"}, {"id": "mai-20260917-1752-baseline|c150-s3|moonshot-small|OnPay", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OnPay** — Best for Broker Support"}, {"id": "mai-20260917-1752-baseline|c150-s3|openai-small|Gusto", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Gusto** if you want the easiest all-around option."}, {"id": "mai-20260917-1752-baseline|c150-s3|openai-small|Justworks", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Justworks** if compliance support and a PEO model matter most."}, {"id": "mai-20260917-1752-baseline|c150-s3|openai-small|Rippling", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Rippling** if you want the most automation and expect to scale."}, {"id": "mai-20260917-1752-baseline|c150-s3|openai-small|ADP", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pick ADP/TriNet/Paychex** if you want a more traditional, service-led setup."}, {"id": "mai-20260917-1752-baseline|c150-s3|openai-small|TriNet", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More traditional, service-heavy approach"}, {"id": "mai-20260917-1752-baseline|c150-s3|openai-small|Paychex", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP / TriNet / Paychex-style platforms"}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|Gusto", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Gusto for basics"}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|Rippling", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling for tech-savvy scaling"}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|BambooHR", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HR-focused teams with basic benefits needs"}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|Justworks", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Justworks if outsourcing appeals"}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|OnPay", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly payroll-integrated benefits"}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|Zenefits", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zenefits | Open enrollment automation | Carrier syncs, self-enrollment, basic HR/payroll add-ons."}, {"id": "mai-20260917-1752-baseline|c150-s3|xai-small|GoCo", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zenefits/GoCo (similar) shine in enrollment workflows"}, {"id": "mai-20260917-1752-baseline|c150-s3|zai-small|Gusto", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is often the \"starter\" choice for small US-based teams that want payroll + benefits in one affordable package."}, {"id": "mai-20260917-1752-baseline|c150-s3|zai-small|Rippling", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is the go-to if you need IT-HR integration and plan to scale globally."}, {"id": "mai-20260917-1752-baseline|c150-s3|zai-small|BambooHR", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** is ideal when you want to invest in people analytics and engagement alongside benefits."}, {"id": "mai-20260917-1752-baseline|c150-s3|zai-small|GoCo", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoCo** shines when benefits administration and open enrollment are your primary focus"}, {"id": "mai-20260917-1752-baseline|c150-s3|zai-small|Justworks", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Justworks** is best for teams that want a turnkey PEO solution with group insurance rates"}, {"id": "mai-20260917-1752-baseline|c150-s3|zai-small|OnPay", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OnPay** fits simple, payroll-first businesses that want predictable flat-rate payroll"}, {"id": "mai-20260917-1752-baseline|c150-s4|alibaba-small|Gusto", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick: Gusto"}, {"id": "mai-20260917-1752-baseline|c150-s4|alibaba-small|Rippling", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-Up: Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s4|alibaba-small|Zenefits", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Honorable Mention: Zenefits ... Drawbacks: Has been known to upsell heavily; interface can feel less intuitive than Gusto."}, {"id": "mai-20260917-1752-baseline|c150-s4|alibaba-small|Even", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Even", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If they use a platform like **Gusto, Rippling, or Even**"}, {"id": "mai-20260917-1752-baseline|c150-s4|anthropic-small|Gusto", "prompt": "c150-s4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** stands out as ranked #1 on G2's Small-Business Grid® Report for Benefits Administration, Spring 2026"}, {"id": "mai-20260917-1752-baseline|c150-s4|anthropic-small|Justworks", "prompt": "c150-s4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Justworks is an affordable PEO... Be cautious about PEO-based solutions if you have a very tight budget."}, {"id": "mai-20260917-1752-baseline|c150-s4|challenger-small|Gusto", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the best default choice if you want payroll and benefits in one place with the simplest setup"}, {"id": "mai-20260917-1752-baseline|c150-s4|challenger-small|Employee Navigator", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the better budget play can be a **broker-supported platform** like **Employee Navigator** or **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-s4|challenger-small|Ease", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ease or Employee Navigator** if you already have a broker and want to keep software costs lean"}, {"id": "mai-20260917-1752-baseline|c150-s4|challenger-small|OnPay", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gusto or OnPay** for an all-in-one system"}, {"id": "mai-20260917-1752-baseline|c150-s4|challenger-small|Justworks", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Choose Justworks** only if you need PEO-style HR support more than a low-cost software tool."}, {"id": "mai-20260917-1752-baseline|c150-s4|deepseek-small|Zenefits", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zenefits — best value for standalone benefits admin"}, {"id": "mai-20260917-1752-baseline|c150-s4|deepseek-small|GoCo", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoCo — cheapest starting point"}, {"id": "mai-20260917-1752-baseline|c150-s4|deepseek-small|OnPay", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OnPay ($49 + $6/employee) or Gusto Simple offer the most value per dollar"}, {"id": "mai-20260917-1752-baseline|c150-s4|deepseek-small|Gusto", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto (Simple plan) — popular and easy"}, {"id": "mai-20260917-1752-baseline|c150-s4|deepseek-small|Employee Navigator", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For the tightest budget, ask your insurance broker about **Employee Navigator** or **Ease** (often $0 to you)"}, {"id": "mai-20260917-1752-baseline|c150-s4|deepseek-small|Ease", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "ask your insurance broker about **Employee Navigator** or **Ease** (often $0 to you)"}, {"id": "mai-20260917-1752-baseline|c150-s4|google-small|OnPay", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OnPay (Best Flat-Rate / Most Budget-Friendly Overall)... OnPay is the top choice"}, {"id": "mai-20260917-1752-baseline|c150-s4|google-small|Gusto", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto (Best User Experience & Seamless Onboarding)... Go with **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s4|google-small|PeopleKeep", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "PeopleKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you cannot afford group premiums, PeopleKeep is a specialized alternative."}, {"id": "mai-20260917-1752-baseline|c150-s4|google-small|Employee Navigator", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already have a local broker... Often $0."}, {"id": "mai-20260917-1752-baseline|c150-s4|meta-small|Gusto", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is a simple, budget-friendly solution that makes benefits administration accessible to small businesses, with transparent pricing and a modern UI."}, {"id": "mai-20260917-1752-baseline|c150-s4|meta-small|Ease", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ease and Employee Navigator are broker-side tools that are priced around $4 per employee per month, making them a cost-effective option"}, {"id": "mai-20260917-1752-baseline|c150-s4|meta-small|Employee Navigator", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ease and Employee Navigator are broker-side tools that are priced around $4 per employee per month, making them a cost-effective option"}, {"id": "mai-20260917-1752-baseline|c150-s4|minimax-small|Gusto", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, starting with Gusto or Zenefits and leveraging any broker-provided tools would be most cost-effective."}, {"id": "mai-20260917-1752-baseline|c150-s4|minimax-small|Zenefits", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, starting with Gusto or Zenefits and leveraging any broker-provided tools would be most cost-effective."}, {"id": "mai-20260917-1752-baseline|c150-s4|minimax-small|Ease", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies working with insurance brokers"}, {"id": "mai-20260917-1752-baseline|c150-s4|minimax-small|Employee Navigator", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many broker-owned platforms (like those using Employee Navigator or Ease) charge no direct fees"}, {"id": "mai-20260917-1752-baseline|c150-s4|mistral-small|Gusto", "prompt": "c150-s4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** and **Zenefits** are frequently recommended as the best benefits administration platforms due to their affordability"}, {"id": "mai-20260917-1752-baseline|c150-s4|mistral-small|Zenefits", "prompt": "c150-s4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both platforms are designed to streamline benefits management without breaking the bank, making them top choices"}, {"id": "mai-20260917-1752-baseline|c150-s4|moonshot-small|Gusto", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best Overall Value ... **Gusto** provides the best overall value with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c150-s4|moonshot-small|Zenefits (now TriNet HR Platform)", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (now TriNet HR Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a **tight budget with under 10 employees**: **Zenefits** offers the lowest entry point with no base fee."}, {"id": "mai-20260917-1752-baseline|c150-s4|moonshot-small|GoCo", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoCo** - Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c150-s4|moonshot-small|OnPay", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **OnPay** | $109 | $199 | $349 |"}, {"id": "mai-20260917-1752-baseline|c150-s4|moonshot-small|Ease", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Broker Platforms (Ease, Employee Navigator)** - **Cost:** Often $0 direct cost"}, {"id": "mai-20260917-1752-baseline|c150-s4|moonshot-small|Employee Navigator", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Broker Platforms (Ease, Employee Navigator)** - **Cost:** Often $0 direct cost"}, {"id": "mai-20260917-1752-baseline|c150-s4|openai-small|Gusto", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best bet is usually **Gusto** if you want a good balance of **price, ease of use, payroll + benefits in one place**"}, {"id": "mai-20260917-1752-baseline|c150-s4|openai-small|OnPay", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnPay** is often a lower-cost payroll-first option, but it's more of a payroll/HR suite than a pure benefits platform."}, {"id": "mai-20260917-1752-baseline|c150-s4|openai-small|Justworks", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for bundled benefits and support, but its pricing is typically higher than the bare-bones budget options"}, {"id": "mai-20260917-1752-baseline|c150-s4|openai-small|Employee Navigator", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually better when paired with a broker and is not always the cheapest all-in-one choice"}, {"id": "mai-20260917-1752-baseline|c150-s4|xai-small|Gusto", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is widely regarded as the best benefits administration platform for small companies on a tight budget"}, {"id": "mai-20260917-1752-baseline|c150-s4|xai-small|Zenefits", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong marketplace/compliance; free benefits admin with their broker."}, {"id": "mai-20260917-1752-baseline|c150-s4|xai-small|OnPay", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "benefits more limited than Gusto. Good if pure payroll priority."}, {"id": "mai-20260917-1752-baseline|c150-s4|xai-small|Employee Navigator / Ease", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator / Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free/low-cost via insurance brokers; ideal if you have one."}, {"id": "mai-20260917-1752-baseline|c150-s4|xai-small|BambooHR", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HRIS with benefits module | No built-in brokerage; pair with your broker."}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|Ease", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a broker‑licensed platform (Ease/Employee Navigator) – often free to the employer."}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|Employee Navigator", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ease / Employee Navigator** | Broker‑licensed, usually free to the employer; full benefits‑admin suite."}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|Gusto (Simple plan)", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto (Simple plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a unified payroll + benefits solution, Gusto's Simple plan – $49 + $6/employee."}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|Rippling", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want the lowest per‑user price and are comfortable with a more integrated system, Rippling"}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|BambooHR", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use BambooHR for HR, add its benefits module – free HR + ~$6–$9/employee."}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|TriNet HR (formerly Zenefits)", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "TriNet HR (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost; more suited for mid‑market firms"}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|Justworks", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Too expensive for a tight‑budget small company"}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|ADP TotalSource", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Custom pricing; often higher than the options above"}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|Benefitfocus", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|bswift", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c150-s4|zai-small|PlanSource", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c150-s5|alibaba-small|Rippling", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Then compare that against the \"marketplace\" ease of **Gusto Plus** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-s5|alibaba-small|Gusto Plus", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "compare that against the \"marketplace\" ease of **Gusto Plus** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c150-s5|alibaba-small|OnPay", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The \"Payroll-Centric\" Path (e.g., OnPay, ADP)**"}, {"id": "mai-20260917-1752-baseline|c150-s5|alibaba-small|Ease", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start by asking your current insurance broker if they offer discounted access to **Ease** or **Employee Navigator**"}, {"id": "mai-20260917-1752-baseline|c150-s5|alibaba-small|Employee Navigator", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start by asking your current insurance broker if they offer discounted access to **Ease** or **Employee Navigator**"}, {"id": "mai-20260917-1752-baseline|c150-s5|alibaba-small|ADP", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**The \"Payroll-Centric\" Path (e.g., OnPay, ADP)** ... Best for: Companies whose #1 priority is accurate paycheck deductions"}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|Gusto", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best for small teams wanting payroll + benefits in one simple, affordable system. Excellent employee experience."}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|Rippling", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** — Best if you want more automation and plan to scale quickly; strong compliance and integrations."}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|ADP", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you already use an HRIS (e.g., BambooHR, Gusto, Rippling, ADP), confirm the benefits module integrates natively."}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|Zenefits", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zenefits** — Good middle-ground all-in-one HR + benefits; strong small-business focus."}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|GoCo", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoCo** — More budget-friendly option specifically tuned for SMB open enrollment workflows."}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|TriNet", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**PEOs (e.g., TriNet, Justworks)** | $59–$150/emp (all-in) | ~$1,770–$4,500"}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|Justworks", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**PEOs (e.g., TriNet, Justworks)** | $59–$150/emp (all-in) | ~$1,770–$4,500"}, {"id": "mai-20260917-1752-baseline|c150-s5|deepseek-small|BambooHR", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BambooHR** — Great if you already use it for HRIS; benefits administration integrated with core HR."}, {"id": "mai-20260917-1752-baseline|c150-s5|google-small|Rippling", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look at all-in-one modern HR platforms like **Rippling** or **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s5|google-small|Gusto", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at all-in-one modern HR platforms like **Rippling** or **Gusto**"}, {"id": "mai-20260917-1752-baseline|c150-s5|google-small|Employee Navigator", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you love your current insurance broker: Ask them to set you up on **Employee Navigator**"}, {"id": "mai-20260917-1752-baseline|c150-s5|google-small|Ease", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Ease will sunset entirely on July 1, 2027... insist on going straight to Employee Navigator"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|Gusto", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto** (great for small businesses, integrates payroll + benefits)"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|BambooHR", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BambooHR + Benefits Administration** (HRIS with benefits module)"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|Rippling", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** (all-in-one HR, payroll, benefits)"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|Justworks", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Justworks** (PEO with built-in benefits)"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|Benefitfocus", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more enterprise-focused, but some small biz plans"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|Bswift", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more enterprise-focused, but some small biz plans"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|Zywave", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zywave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zywave** or **ThinkHR** (benefits administration + compliance tools)"}, {"id": "mai-20260917-1752-baseline|c150-s5|mistral-small|ThinkHR", "prompt": "c150-s5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "ThinkHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zywave** or **ThinkHR** (benefits administration + compliance tools)"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|Gusto", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "All-in-one HRIS/Payroll ... Examples | Gusto, Rippling, BambooHR, Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|Rippling", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto, Rippling, BambooHR, Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|BambooHR", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto, Rippling, BambooHR, Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|Paylocity", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto, Rippling, BambooHR, Paylocity"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|Employee Navigator", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Standalone Benefits Platform ... Employee Navigator, Ease, PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|Ease", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Employee Navigator, Ease, PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|PlanSource", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Employee Navigator, Ease, PlanSource"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|Justworks", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PEO ... Justworks, Rippling PEO, TriNet | Less flexibility in plan design; per-employee cost is higher"}, {"id": "mai-20260917-1752-baseline|c150-s5|moonshot-small|TriNet", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Justworks, Rippling PEO, TriNet | Less flexibility in plan design; per-employee cost is higher"}, {"id": "mai-20260917-1752-baseline|c150-s5|xai-small|Rippling", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top options for SMBs include Rippling, Justworks, Gusto (with benefits add-on), Empyrean, Benefitfocus, or ADP Workforce Now."}, {"id": "mai-20260917-1752-baseline|c150-s5|xai-small|Justworks", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top options for SMBs include Rippling, Justworks, Gusto (with benefits add-on)"}, {"id": "mai-20260917-1752-baseline|c150-s5|xai-small|Gusto (with benefits add-on)", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto (with benefits add-on)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top options for SMBs include Rippling, Justworks, Gusto (with benefits add-on)"}, {"id": "mai-20260917-1752-baseline|c150-s5|xai-small|Empyrean", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Empyrean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Empyrean, Benefitfocus, or ADP Workforce Now. Demo with your data."}, {"id": "mai-20260917-1752-baseline|c150-s5|xai-small|Benefitfocus", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Empyrean, Benefitfocus, or ADP Workforce Now."}, {"id": "mai-20260917-1752-baseline|c150-s5|xai-small|ADP Workforce Now", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Empyrean, Benefitfocus, or ADP Workforce Now."}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|ADP", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "All‑in‑one HR/payroll + benefits | ADP, Gusto, Rippling, Zimyo"}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|Gusto", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "All‑in‑one HR/payroll + benefits | ADP, Gusto, Rippling, Zimyo"}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|Rippling", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All‑in‑one HR/payroll + benefits | ADP, Gusto, Rippling, Zimyo"}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|Zimyo", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zimyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All‑in‑one HR/payroll + benefits | ADP, Gusto, Rippling, Zimyo"}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|Benepass", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated benefits focus | Benepass, Zevobenefits, UZIO"}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|Zevobenefits", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zevobenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dedicated benefits focus | Benepass, Zevobenefits, UZIO"}, {"id": "mai-20260917-1752-baseline|c150-s5|zai-small|UZIO", "prompt": "c150-s5", "model": "zai-small", "cat": "benefits-administration", "variant": "scale", "raw": "UZIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dedicated benefits focus | Benepass, Zevobenefits, UZIO"}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|PlanSource", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should generally **avoid** these specific platforms... **PlanSource:** While powerful, it is designed for large employers and brokers."}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|bswift", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "An enterprise-class system that is overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Benefitfocus", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Built for large-scale operations and insurance carriers; it does not offer a streamlined experience for small business owners"}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Exari", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Exari", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Historically focused on large enterprises and government sectors."}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Paychex Flex", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is not built for scalability. If you plan to hire aggressively, you may outgrow its capabilities quickly."}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Zenefits", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some users report that navigating specific compliance rules or integrating complex benefits structures can be more difficult"}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|TriNet", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some users report that navigating specific compliance rules or integrating complex benefits structures can be more difficult"}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Employee Navigator (Enav)", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator (Enav)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The Caution: If you attempt to bypass the broker model and pay for these tools directly, the cost can be significant"}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Ease", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Only use these if your broker covers the cost."}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Gusto", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "look for: **\"SMB Bundled\"** platforms (e.g., **Gusto**, **Rippling**) that integrate payroll and benefits seamlessly."}, {"id": "mai-20260917-1752-baseline|c150-s6|alibaba-small|Rippling", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look for: **\"SMB Bundled\"** platforms (e.g., **Gusto**, **Rippling**) that integrate payroll and benefits seamlessly."}, {"id": "mai-20260917-1752-baseline|c150-s6|anthropic-small|Paychex Flex", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has many online reviews that are critical of its customer support"}, {"id": "mai-20260917-1752-baseline|c150-s6|anthropic-small|ADP Workforce Now", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing is opaque and benefits aren't included in entry-level plans"}, {"id": "mai-20260917-1752-baseline|c150-s6|anthropic-small|BambooHR", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BambooHR's biggest drawback is its limited compliance features."}, {"id": "mai-20260917-1752-baseline|c150-s6|anthropic-small|PeopleKeep", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "PeopleKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "One user expressed frustration over billing issues"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|Benefitfocus", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the clearest \"avoid or be cautious\" names are **Benefitfocus**... enterprise-only, quote-driven, and not positioned for small employers."}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|bswift", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for large, complex benefits environments rather than small teams"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|PlanSource", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "better suited to multi-carrier, higher-complexity setups than a lean SMB"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|Dayforce", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more appropriate above 1,000 employees and does not sell benefits admin as a standalone product"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|UKG Pro", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is not a great fit under 500 employees"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|ADP Workforce Now", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not necessarily a bad choice, but small businesses should be cautious if they want transparent pricing"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|Paycor", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use caution if you want published pricing"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|Paychex Flex", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "built for very small businesses, around 20 employees or less, so growing businesses may outgrow it quickly"}, {"id": "mai-20260917-1752-baseline|c150-s6|challenger-small|Paylocity", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the cited reviews suggest it can be too complex or heavy for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Workday", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** enterprise tools (Workday, UKG, Dayforce, Benefitfocus, bswift) unless you're well past ~250 employees."}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|UKG", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** enterprise tools (Workday, UKG, Dayforce, Benefitfocus, bswift)"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Dayforce", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** enterprise tools (Workday, UKG, Dayforce, Benefitfocus, bswift)"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Benefitfocus", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Several sources explicitly note these \"will not fit a small employer.\""}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|bswift", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Several sources explicitly note these \"will not fit a small employer.\""}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Gusto", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be aware of Gusto's support/enrollment error record"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Paychex", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Approach with caution** Paychex and ADP as benefit providers"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|ADP", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Approach with caution** Paychex and ADP as benefit providers"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Employee Navigator", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "platforms repeatedly recommended *for* small businesses include **Employee Navigator** and **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|Ease", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "platforms repeatedly recommended *for* small businesses include **Employee Navigator** and **Ease**"}, {"id": "mai-20260917-1752-baseline|c150-s6|deepseek-small|PlanSource", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**PlanSource** for slightly larger small/mid-market firms"}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Workday", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Names to Avoid:** Workday, SAP SuccessFactors, Oracle HCM, Paycom, or Paycor."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|SAP SuccessFactors", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Names to Avoid:** Workday, SAP SuccessFactors, Oracle HCM, Paycom, or Paycor."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Oracle HCM", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Names to Avoid:** Workday, SAP SuccessFactors, Oracle HCM, Paycom, or Paycor."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Paycom", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Names to Avoid:** Workday, SAP SuccessFactors, Oracle HCM, Paycom, or Paycor."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Paycor", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Names to Avoid:** Workday, SAP SuccessFactors, Oracle HCM, Paycom, or Paycor."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|ADP (specifically RUN or Workforce Now)", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP (specifically RUN or Workforce Now)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Names to Approach with Caution:** ADP (specifically RUN or Workforce Now) and Paychex Flex."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Paychex Flex", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Names to Approach with Caution:** ADP (specifically RUN or Workforce Now) and Paychex Flex."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|QuickBooks Payroll", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**What to Avoid:** Basic HR platforms or entry-level payroll apps (like QuickBooks Payroll ...) that claim to offer \"benefits administration\" as a checkbox feature."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Justworks", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Names to Approach with Caution:** Justworks, TriNet, or ADP TotalSource."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|TriNet", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Names to Approach with Caution:** Justworks, TriNet, or ADP TotalSource."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|ADP TotalSource", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Names to Approach with Caution:** Justworks, TriNet, or ADP TotalSource."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|Rippling", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Names to Approach with Caution:** Rippling (though highly regarded for its tech) or TriNet Zenefits."}, {"id": "mai-20260917-1752-baseline|c150-s6|google-small|TriNet Zenefits", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Names to Approach with Caution:** Rippling (though highly regarded for its tech) or TriNet Zenefits."}, {"id": "mai-20260917-1752-baseline|c150-s6|meta-small|Benefitfocus", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Benefitfocus, bswift, and PlanSource are enterprise platforms that may not be suitable for small employers."}, {"id": "mai-20260917-1752-baseline|c150-s6|meta-small|bswift", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Benefitfocus, bswift, and PlanSource are enterprise platforms that may not be suitable for small employers."}, {"id": "mai-20260917-1752-baseline|c150-s6|meta-small|PlanSource", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Benefitfocus, bswift, and PlanSource are enterprise platforms that may not be suitable for small employers."}, {"id": "mai-20260917-1752-baseline|c150-s6|meta-small|Paychex Flex", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Paychex Flex is built for small businesses with around 20 employees or less and may not support the needs of larger organizations or those who plan to scale."}, {"id": "mai-20260917-1752-baseline|c150-s6|meta-small|TriNet HR (formerly Zenefits)", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "aimed at small to mid-sized businesses, but may not be suitable for larger organizations"}, {"id": "mai-20260917-1752-baseline|c150-s6|minimax-small|VensureHR", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "VensureHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**VensureHR** stands out with multiple user complaints citing: - Poor customer support and unresponsiveness"}, {"id": "mai-20260917-1752-baseline|c150-s6|minimax-small|PlanSource", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "issues span \"the entire category—from established players like PlanSource and Namely to newer platforms like Worksmile,\""}, {"id": "mai-20260917-1752-baseline|c150-s6|minimax-small|Namely", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "from established players like PlanSource and Namely to newer platforms like Worksmile"}, {"id": "mai-20260917-1752-baseline|c150-s6|minimax-small|Worksmile", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Worksmile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "to newer platforms like Worksmile"}, {"id": "mai-20260917-1752-baseline|c150-s6|mistral-small|VensureHR", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "VensureHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following benefits administration platforms... VensureHR - Consistently receives poor customer support ratings"}, {"id": "mai-20260917-1752-baseline|c150-s6|mistral-small|Paychex Flex", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Criticized for unresponsive and difficult customer support, which can be especially problematic for small businesses"}, {"id": "mai-20260917-1752-baseline|c150-s6|mistral-small|TriNet HR (formerly Zenefits)", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR (formerly Zenefits)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "TriNet HR has faced criticism for limited functionality and integration issues, particularly with benefits administration and payroll"}, {"id": "mai-20260917-1752-baseline|c150-s6|moonshot-small|Paychex Flex", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tax compliance issues: Users report incorrect filings, missed submissions"}, {"id": "mai-20260917-1752-baseline|c150-s6|moonshot-small|Zenefits (TriNet HR Plus)", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits (TriNet HR Plus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Serious payroll failures: One user reported 250 employees not getting paid"}, {"id": "mai-20260917-1752-baseline|c150-s6|moonshot-small|Rippling", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Opaque pricing: Hidden costs and implementation fees"}, {"id": "mai-20260917-1752-baseline|c150-s6|moonshot-small|Gusto", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Customer support problems: Reports of unhelpful support"}, {"id": "mai-20260917-1752-baseline|c150-s6|moonshot-small|BambooHR", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Benefits administration is relatively new"}, {"id": "mai-20260917-1752-baseline|c150-s6|openai-small|ADP TotalSource", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "review summaries mention **slow customer support** and **high cost** concerns"}, {"id": "mai-20260917-1752-baseline|c150-s6|openai-small|Gusto", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complaints about **limited reporting**, **support frustration**, and **payroll issues**"}, {"id": "mai-20260917-1752-baseline|c150-s6|openai-small|G&A Partners", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "G&A Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "G2 review summaries point to **poor support**, **payroll issues**, and **PTO tracking problems**"}, {"id": "mai-20260917-1752-baseline|c150-s6|openai-small|Checkwriters", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Checkwriters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 notes **limited reporting and integration capabilities** in the benefits-support category"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|Paychex Flex", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with Caution or Avoid:\n1. **Paychex Flex** ... Frequent complaints about unresponsive, \"frustrating\" customer support"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|TriNet (formerly Zenefits)", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet (formerly Zenefits)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Horrible\" post-acquisition customer service; payroll processing delays/errors"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|VensureHR", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "VensureHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Poor benefits enrollment/dashboards (6.3-6.7/10 on G2); communication breakdowns"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|PlanSource", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Integration/payroll errors; unresponsive benefits teams; open enrollment disasters affecting morale; better for mid-market, not small biz"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|Namely", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Integration/payroll errors; unresponsive benefits teams; ... better for mid-market, not small biz"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|Workday", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-focused tools like Workday often have steep learning curves, high costs, and poor mobile/support for <50 employees"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|Gusto", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize Highly Rated Alternatives: Gusto (4.6/5 G2, #1 for small biz)"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|Rippling", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling (4.8-4.9/5)"}, {"id": "mai-20260917-1752-baseline|c150-s6|xai-small|BambooHR", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or BambooHR—strong on ease, support, and integrations"}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|Workday", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade HCM Systems (e.g., Workday, Oracle, SAP) ... poor choices for small businesses"}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|Oracle", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HCM Systems (e.g., Workday, Oracle, SAP) ... Why to avoid"}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|SAP", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade HCM Systems (e.g., Workday, Oracle, SAP) ... Why to avoid"}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|BambooHR", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"lacking in benefits administration features compared to rival solutions\""}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|Paycom", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "While powerful, it is a \"heavy\" system ... pricing is high compared to more focused HRIS options"}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|Paychex Flex", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Reviews for Paychex Flex specifically highlight that its support team can be \"unresponsive,\" \"frustrating,\" and \"difficult.\""}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|Gusto", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built for under 50–200 employees (like Gusto or Zenefits)"}, {"id": "mai-20260917-1752-baseline|c150-s6|zai-small|Zenefits", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built for under 50–200 employees (like Gusto or Zenefits)"}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|UKG (UltiPro / Kronos)", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG (UltiPro / Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG acquired Kronos years ago, making them the industry leader specifically for time and attendance. They have the deepest feature set"}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|Workday Time & Attendance", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday Time & Attendance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Enterprises that already use Workday for core HR/Payroll."}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|ADP Workforce Now", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations where Payroll accuracy and global compliance are the highest priority."}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|SAP SuccessFactors / Employee Central", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "SAP SuccessFactors / Employee Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Massive global corporations (especially in Europe) that run on SAP ERP."}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|Oracle HCM Cloud", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations running the Oracle E-Business Suite."}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|Rippling", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Tech-heavy enterprises or mid-to-large companies looking to automate administrative overhead."}, {"id": "mai-20260917-1752-baseline|c151-l1|alibaba-small|Paylocity", "prompt": "c151-l1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Rapidly scaling mid-market companies moving into enterprise territory."}, {"id": "mai-20260917-1752-baseline|c151-l1|anthropic-small|Workday", "prompt": "c151-l1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday** - Comprehensive HR + time tracking, best for large enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l1|anthropic-small|ADP Workforce Now", "prompt": "c151-l1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ADP Workforce Now** - Strong payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-l1|anthropic-small|Kronos (now UKG)", "prompt": "c151-l1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Kronos (now UKG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Kronos (now UKG)** - Specialized in time and attendance"}, {"id": "mai-20260917-1752-baseline|c151-l1|anthropic-small|Guidepoint/BambooHR", "prompt": "c151-l1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Guidepoint/BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Guidepoint/BambooHR** - Good mid-market option"}, {"id": "mai-20260917-1752-baseline|c151-l1|anthropic-small|Deputy/Timely", "prompt": "c151-l1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy/Timely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Deputy/Timely** - Modern, cloud-based with mobile focus"}, {"id": "mai-20260917-1752-baseline|c151-l1|challenger-small|UKG Pro Workforce Management / UKG Ready", "prompt": "c151-l1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Pro Workforce Management / UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the strongest overall enterprise fit, **UKG Pro Workforce Management / UKG Ready** is the most consistently recommended option"}, {"id": "mai-20260917-1752-baseline|c151-l1|challenger-small|Rippling", "prompt": "c151-l1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is also a strong enterprise contender"}, {"id": "mai-20260917-1752-baseline|c151-l1|challenger-small|ADP", "prompt": "c151-l1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for payroll-linked enterprises:** **ADP**"}, {"id": "mai-20260917-1752-baseline|c151-l1|challenger-small|Workday", "prompt": "c151-l1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for distributed/global teams:** **Workday**"}, {"id": "mai-20260917-1752-baseline|c151-l1|challenger-small|Nowsta", "prompt": "c151-l1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Nowsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for shift-based or hourly enterprise teams:** **Nowsta**"}, {"id": "mai-20260917-1752-baseline|c151-l1|deepseek-small|UKG Pro", "prompt": "c151-l1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the **top enterprise pick** (rated ~9.5/10 by multiple review sources)"}, {"id": "mai-20260917-1752-baseline|c151-l1|deepseek-small|Dayforce (Ceridian)", "prompt": "c151-l1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative rated highly for enterprise use"}, {"id": "mai-20260917-1752-baseline|c151-l1|deepseek-small|ADP Workforce Now", "prompt": "c151-l1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An excellent fit for **payroll-heavy organizations**"}, {"id": "mai-20260917-1752-baseline|c151-l1|deepseek-small|Workday Time Tracking", "prompt": "c151-l1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for enterprises **already standardized on Workday**"}, {"id": "mai-20260917-1752-baseline|c151-l1|deepseek-small|Kronos Workforce Ready / Workforce Central", "prompt": "c151-l1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Kronos Workforce Ready / Workforce Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mature enterprise suites from UKG's Kronos heritage, rated highly for complex, multi-location scheduling"}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|Deltek Replicon", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deltek Replicon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Deltek Replicon ... Replicon is the enterprise gold standard for project-centric B2B organizations."}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|HMS Software (TimeControl)", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "HMS Software (TimeControl)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: HMS Software (TimeControl) or Journyx"}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|Journyx", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Journyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: HMS Software (TimeControl) or Journyx"}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|UKG Pro", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: UKG Pro (formerly Ultimate Kronos Group) ... the undisputed heavyweight for managing massive, complex labor forces."}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|Dayforce", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative: Dayforce (formerly Ceridian) ... a major player in the enterprise space"}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|Workday Time Tracking", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick (for Workday Users): Workday Time Tracking"}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|ADP Workforce Now / ADP Enterprise HR", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now / ADP Enterprise HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top Pick (for ADP Users): ADP Workforce Now / ADP Enterprise HR"}, {"id": "mai-20260917-1752-baseline|c151-l1|google-small|Rippling", "prompt": "c151-l1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top Pick: Rippling ... incredibly strong for fast-scaling enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c151-l1|meta-small|Akrivia HCM", "prompt": "c151-l1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Akrivia HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated time and attendance software for enterprises include Akrivia HCM, Rippling, HROne, BeeForce by BlueTree, and Leapsome."}, {"id": "mai-20260917-1752-baseline|c151-l1|meta-small|Rippling", "prompt": "c151-l1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated time and attendance software for enterprises include Akrivia HCM, Rippling, HROne, BeeForce by BlueTree, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c151-l1|meta-small|HROne", "prompt": "c151-l1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Akrivia HCM, Rippling, HROne, BeeForce by BlueTree, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c151-l1|meta-small|BeeForce by BlueTree", "prompt": "c151-l1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BeeForce by BlueTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Akrivia HCM, Rippling, HROne, BeeForce by BlueTree, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c151-l1|meta-small|Leapsome", "prompt": "c151-l1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Akrivia HCM, Rippling, HROne, BeeForce by BlueTree, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c151-l1|minimax-small|UKG Ready", "prompt": "c151-l1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best time and attendance system for an enterprise B2B company is **UKG Ready**"}, {"id": "mai-20260917-1752-baseline|c151-l1|minimax-small|Rippling", "prompt": "c151-l1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** - Known for modern UI and strong integrations"}, {"id": "mai-20260917-1752-baseline|c151-l1|minimax-small|HROne", "prompt": "c151-l1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HROne** - Enterprise-grade solution"}, {"id": "mai-20260917-1752-baseline|c151-l1|minimax-small|Workday", "prompt": "c151-l1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** - Comprehensive HCM platform with time tracking"}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Rippling", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest user satisfaction (4.9-star rating)... It's a top choice for unified time tracking, payroll, and HR management"}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|UKG Ready", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in labor analytics, scheduling, and compliance, especially for complex enterprise needs."}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|HROne", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for ease of setup and use, strong customer support, and high user satisfaction among enterprise users."}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Deputy", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For shift-based teams, **Deputy** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Dayforce", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may require higher implementation costs and dedicated administrators"}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Workday", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may require higher implementation costs and dedicated administrators"}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Timely", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Timely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also highly recommended for their ease of use and customer support."}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Sprout Solutions", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Sprout Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Also highly recommended for their ease of use and customer support."}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|BeeForce by BlueTree", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BeeForce by BlueTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also highly recommended for their ease of use and customer support."}, {"id": "mai-20260917-1752-baseline|c151-l1|mistral-small|Leapsome", "prompt": "c151-l1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Also highly recommended for their ease of use and customer support."}, {"id": "mai-20260917-1752-baseline|c151-l1|moonshot-small|UKG Pro", "prompt": "c151-l1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large, complex global enterprises: UKG Pro or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c151-l1|moonshot-small|Workday", "prompt": "c151-l1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For unified HR/finance platform: Workday"}, {"id": "mai-20260917-1752-baseline|c151-l1|moonshot-small|ADP Workforce Now / ADP Time & Attendance", "prompt": "c151-l1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now / ADP Time & Attendance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For strong payroll integration: ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c151-l1|moonshot-small|SAP SuccessFactors Time Tracking", "prompt": "c151-l1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "SAP SuccessFactors Time Tracking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For large, complex global enterprises: UKG Pro or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c151-l1|moonshot-small|Rippling", "prompt": "c151-l1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For modern, user-friendly experience: Rippling"}, {"id": "mai-20260917-1752-baseline|c151-l1|moonshot-small|Paycom", "prompt": "c151-l1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll Integration | ADP, Paycom, UKG"}, {"id": "mai-20260917-1752-baseline|c151-l1|openai-small|UKG Pro Workforce Management", "prompt": "c151-l1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **UKG Pro Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c151-l1|openai-small|ADP Workforce Management / WorkForce Suite", "prompt": "c151-l1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Management / WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a top-tier option"}, {"id": "mai-20260917-1752-baseline|c151-l1|xai-small|UKG (Pro/Dimensions or Ready)", "prompt": "c151-l1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG (Pro/Dimensions or Ready)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most frequently top-rated for large enterprises.**"}, {"id": "mai-20260917-1752-baseline|c151-l1|xai-small|ADP Time & Attendance (Vantage/Workforce Now)", "prompt": "c151-l1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Time & Attendance (Vantage/Workforce Now)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Great for HCM-integrated payroll.**"}, {"id": "mai-20260917-1752-baseline|c151-l1|xai-small|Rippling", "prompt": "c151-l1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top user satisfaction, modern all-in-one.**"}, {"id": "mai-20260917-1752-baseline|c151-l1|xai-small|Workday Time Tracking", "prompt": "c151-l1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Unified HCM powerhouse.**"}, {"id": "mai-20260917-1752-baseline|c151-l1|xai-small|Dayforce (Ceridian)", "prompt": "c151-l1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Shift/heavy ops focus.** ... Dayforce leads in some comparisons."}, {"id": "mai-20260917-1752-baseline|c151-l1|xai-small|Kronos Workforce Ready (now UKG Ready)", "prompt": "c151-l1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Kronos Workforce Ready (now UKG Ready)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong real-time dashboards, anomaly detection"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|UKG Pro / Dayforce", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Pro / Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep scheduling & labor compliance; Gartner WFM Leader; robust analytics"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|Workday", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global enterprises with unified HCM"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|SAP SuccessFactors Time Management", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "SAP SuccessFactors Time Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Complex multinational organizations"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|ADP Workforce Now", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid\\u2011market to enterprise"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|Paycor", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All\\u2011in\\u2011one finance, HR, IT"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|Oracle HCM Cloud", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Large, complex enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|Rippling", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations needing HR/IT/Time/Payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|Deputy", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Scheduling\\u2011heavy operations"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|Connecteam", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deskless & mobile\\u2011first teams"}, {"id": "mai-20260917-1752-baseline|c151-l1|zai-small|TimeTrex", "prompt": "c151-l1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scalable, biometric\\u2011enabled deployments"}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|Harvest", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Harvest** if your main goal is getting paid faster by clients."}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|Rippling", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Pick: Rippling** ... Rippling acts as a central operating system."}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|UKG (formerly Ultimate Kronos Group)", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG (formerly Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **UKG** if your main goal is avoiding labor disputes and managing shifts."}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|Deel", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Managing Global Contractors & Employees **Top Pick: Deel**"}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|QuickBooks Time (Enterprise Version)", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time (Enterprise Version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: QuickBooks Time (Enterprise Version)** ... remains a favorite"}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|SAP", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "isn't quite as heavy/expensive as SAP or Oracle"}, {"id": "mai-20260917-1752-baseline|c151-l2|alibaba-small|Oracle", "prompt": "c151-l2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "isn't quite as heavy/expensive as SAP or Oracle"}, {"id": "mai-20260917-1752-baseline|c151-l2|anthropic-small|UKG Ready", "prompt": "c151-l2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Ready** is the strongest choice for large enterprises."}, {"id": "mai-20260917-1752-baseline|c151-l2|anthropic-small|Workday", "prompt": "c151-l2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** is another proven option for very large organizations."}, {"id": "mai-20260917-1752-baseline|c151-l2|challenger-small|UKG Ready/UKG", "prompt": "c151-l2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready/UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **UKG Ready/UKG** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline|c151-l2|challenger-small|Time Clock Plus", "prompt": "c151-l2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Time Clock Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong option for **scaling businesses** and time-and-attendance use cases"}, {"id": "mai-20260917-1752-baseline|c151-l2|challenger-small|Homebase", "prompt": "c151-l2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forbes highlights it as **best for large companies** in its time-and-attendance roundup"}, {"id": "mai-20260917-1752-baseline|c151-l2|challenger-small|Hubstaff", "prompt": "c151-l2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "better if your main need is time tracking plus billing, productivity, and remote/hybrid monitoring"}, {"id": "mai-20260917-1752-baseline|c151-l2|challenger-small|Clockify", "prompt": "c151-l2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though the free plan is a standout more than an enterprise recommendation"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **UKG Pro** as the top pick (best at scale, best analytics, best for mixed hourly/salaried workforces)"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|Workday Time Tracking", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already standardized on Workday**, choose **Workday Time Tracking** to avoid fragmentation"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|ADP Workforce Now Time", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ADP Workforce Now Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if payroll is already on ADP"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|Everhour", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Everhour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lead with a project-based tool like Everhour or Toggl Track"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|Toggl Track", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lead with a project-based tool like Everhour or Toggl Track"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|Tempo", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Tempo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tempo** (for Jira teams) may be better suited"}, {"id": "mai-20260917-1752-baseline|c151-l2|deepseek-small|Hubstaff", "prompt": "c151-l2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Everhour / Toggl / Hubstaff / Tempo** = time tracking for **client billing, projects, and profitability"}, {"id": "mai-20260917-1752-baseline|c151-l2|google-small|Deltek Replicon", "prompt": "c151-l2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Deltek Replicon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Deltek Replicon ... widely considered the gold standard for global enterprise project-time tracking"}, {"id": "mai-20260917-1752-baseline|c151-l2|google-small|Kantata (formerly Mavenlink + Kimble)", "prompt": "c151-l2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Kantata (formerly Mavenlink + Kimble)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Kantata (formerly Mavenlink + Kimble)"}, {"id": "mai-20260917-1752-baseline|c151-l2|google-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c151-l2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: UKG Pro ... undisputed giant in enterprise workforce management"}, {"id": "mai-20260917-1752-baseline|c151-l2|google-small|Workday Time Tracking", "prompt": "c151-l2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Workday Time Tracking ... native Time Tracking module is the logical choice"}, {"id": "mai-20260917-1752-baseline|c151-l2|google-small|Rippling", "prompt": "c151-l2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Rippling ... modern workforce platform that seamlessly links IT with HR and Payroll"}, {"id": "mai-20260917-1752-baseline|c151-l2|meta-small|UKG Ready", "prompt": "c151-l2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee time tracking software for a large B2B company with thousands of employees would be UKG Ready"}, {"id": "mai-20260917-1752-baseline|c151-l2|meta-small|When I Work", "prompt": "c151-l2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are When I Work, Jibble, Connecteam, and Unrubble"}, {"id": "mai-20260917-1752-baseline|c151-l2|meta-small|Jibble", "prompt": "c151-l2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are When I Work, Jibble, Connecteam, and Unrubble"}, {"id": "mai-20260917-1752-baseline|c151-l2|meta-small|Connecteam", "prompt": "c151-l2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are When I Work, Jibble, Connecteam, and Unrubble"}, {"id": "mai-20260917-1752-baseline|c151-l2|meta-small|Unrubble", "prompt": "c151-l2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Unrubble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are When I Work, Jibble, Connecteam, and Unrubble"}, {"id": "mai-20260917-1752-baseline|c151-l2|minimax-small|UKG Ready", "prompt": "c151-l2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest focusing on **UKG Ready** or **Jibble** as top choices"}, {"id": "mai-20260917-1752-baseline|c151-l2|minimax-small|Jibble", "prompt": "c151-l2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest focusing on **UKG Ready** or **Jibble** as top choices"}, {"id": "mai-20260917-1752-baseline|c151-l2|minimax-small|ADP Workforce Now", "prompt": "c151-l2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very established in enterprise space"}, {"id": "mai-20260917-1752-baseline|c151-l2|minimax-small|SAP SuccessFactors", "prompt": "c151-l2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very large enterprises already using SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c151-l2|mistral-small|UKG Ready", "prompt": "c151-l2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **UKG Ready** as your employee time tracking software"}, {"id": "mai-20260917-1752-baseline|c151-l2|mistral-small|Everhour", "prompt": "c151-l2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Everhour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Other strong contenders** include: **Everhour**: Best for task-level time capture"}, {"id": "mai-20260917-1752-baseline|c151-l2|mistral-small|Toggl Track", "prompt": "c151-l2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for quick timesheet capture and solid project visibility"}, {"id": "mai-20260917-1752-baseline|c151-l2|mistral-small|Hubstaff", "prompt": "c151-l2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for structured approvals and desktop evidence"}, {"id": "mai-20260917-1752-baseline|c151-l2|mistral-small|Time Doctor", "prompt": "c151-l2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Time Doctor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for structured approvals and desktop evidence"}, {"id": "mai-20260917-1752-baseline|c151-l2|moonshot-small|Workday Time Tracking", "prompt": "c151-l2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Workday Time Tracking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Time Tracking** if you're already a Workday shop with a mostly salaried workforce"}, {"id": "mai-20260917-1752-baseline|c151-l2|moonshot-small|SAP SuccessFactors Time Management", "prompt": "c151-l2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "SAP SuccessFactors Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native integration with SAP HCM; strong for global enterprises needing configurable time events"}, {"id": "mai-20260917-1752-baseline|c151-l2|moonshot-small|UKG Pro (formerly Kronos/ULTIMATE)", "prompt": "c151-l2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Pro (formerly Kronos/ULTIMATE)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd steer you toward **UKG Pro** if you have significant hourly/shift workers or complex compliance needs"}, {"id": "mai-20260917-1752-baseline|c151-l2|moonshot-small|Oracle Time and Labor", "prompt": "c151-l2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Oracle Time and Labor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're anchored in Oracle Cloud HCM; robust labor rule engines and payroll integration."}, {"id": "mai-20260917-1752-baseline|c151-l2|moonshot-small|Replicon (by Deltek)", "prompt": "c151-l2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Replicon (by Deltek)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent for project costing, billable hours, and resource management"}, {"id": "mai-20260917-1752-baseline|c151-l2|openai-small|Workday Workforce Management", "prompt": "c151-l2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Workday Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around enterprise choice:** **Workday Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c151-l2|openai-small|UKG", "prompt": "c151-l2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for compliance-heavy, operationally complex workforces:** **UKG**"}, {"id": "mai-20260917-1752-baseline|c151-l2|openai-small|ADP Workforce Management", "prompt": "c151-l2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ADP Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want payroll + time in one ecosystem:** **ADP Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c151-l2|xai-small|UKG Pro", "prompt": "c151-l2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c151-l2|xai-small|UKG Ready", "prompt": "c151-l2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often highlighted alongside UKG Ready in enterprise contexts"}, {"id": "mai-20260917-1752-baseline|c151-l2|xai-small|ADP Workforce Now", "prompt": "c151-l2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **ADP Workforce Now** as top enterprise-grade options for employee time tracking"}, {"id": "mai-20260917-1752-baseline|c151-l2|xai-small|Paycom", "prompt": "c151-l2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one HR/payroll with strong time/labor management. Great for unified B2B ops"}, {"id": "mai-20260917-1752-baseline|c151-l2|xai-small|Toggl Track (Enterprise Plan)", "prompt": "c151-l2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track (Enterprise Plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less \"heavy-duty\" for ultra-complex compliance/payroll than UKG/ADP. Avoid if you need deep scheduling."}, {"id": "mai-20260917-1752-baseline|c151-l2|xai-small|Clockify (Enterprise)", "prompt": "c151-l2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may lack polish for 5,000+ users (admin hurdles like no native SCIM)"}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|Jibble", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jibble – Best for Attendance & Compliance at Scale ... designed for organizations that need reliable attendance verification across thousands of employees"}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|TMetric", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "TMetric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TMetric – Best for Budgeting, Reporting & Integrations"}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|Hubstaff", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hubstaff – Best for Remote/Field Teams with Monitoring"}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|Timely", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Timely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Timely – Best for Automatic Time Capture"}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|SAP SuccessFactors Time Tracking", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "SAP SuccessFactors Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if SAP is your core HR/ERP platform."}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|UKG Ready", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for large enterprises with hourly and salaried workforces."}, {"id": "mai-20260917-1752-baseline|c151-l2|zai-small|TimeClock 365", "prompt": "c151-l2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "TimeClock 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All-in-one attendance, time off, access control, HR, and field management"}, {"id": "mai-20260917-1752-baseline|c151-l3|alibaba-small|UKG Ready / UKG Pro (formerly Kronos)", "prompt": "c151-l3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready / UKG Pro (formerly Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose UKG or Kronos** if you operate in a highly regulated environment (healthcare manufacturing) or have unions."}, {"id": "mai-20260917-1752-baseline|c151-l3|alibaba-small|Rippling", "prompt": "c151-l3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Rippling** if your pain point is administrative drag."}, {"id": "mai-20260917-1752-baseline|c151-l3|alibaba-small|ADP Workforce Now", "prompt": "c151-l3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ADP** if your primary goal is perfect payroll accuracy at scale."}, {"id": "mai-20260917-1752-baseline|c151-l3|alibaba-small|Paycor", "prompt": "c151-l3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Companies struggling with user adoption in their frontline workforce."}, {"id": "mai-20260917-1752-baseline|c151-l3|alibaba-small|Paychex Flex", "prompt": "c151-l3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These platforms bridge the gap between robust enterprise needs and consumer-friendly mobile apps."}, {"id": "mai-20260917-1752-baseline|c151-l3|alibaba-small|Taleo", "prompt": "c151-l3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Taleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**General Competitors (Taleo, etc.)**"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|UKG Ready", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Ready, Rippling, and HROne are among the top-rated time and attendance software for enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|Rippling", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling, UKG Ready, and HROne leading on user satisfaction"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|HROne", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HROne are among the top-rated time and attendance software for enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|UKG Pro", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other top tools include UKG Pro, ADP Workforce Now, Workday Time Tracking, Dayforce, and Oracle HCM Cloud Time and Labor"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|ADP Workforce Now", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is best for payroll-linked enterprises with the deepest payroll and HCM integration"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|Workday Time Tracking", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Workday Time Tracking stands out with cloud-based precision and global analytics"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|Dayforce", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other top tools include ... Dayforce"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|Oracle HCM Cloud Time and Labor", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle HCM Cloud Time and Labor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other top tools include ... Oracle HCM Cloud Time and Labor"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|Timesheet 365", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Timesheet 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Timesheet 365 stands out for Microsoft 365 integration, compatible with Outlook, Teams, and SharePoint"}, {"id": "mai-20260917-1752-baseline|c151-l3|anthropic-small|Connecteam", "prompt": "c151-l3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Connecteam is built mobile-first for deskless and field teams with scheduling and GPS controls"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|UKG", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "are led by **UKG** ... Strong **scheduling, compliance, governance, and workforce management** depth"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|Rippling", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Rippling if you want time and attendance tied to HR automation and payroll in one admin layer."}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|ADP", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ADP if your organization is payroll-first"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|Workday", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workday if you already run Workday HCM"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|SAP SuccessFactors", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SAP SuccessFactors or Oracle if you need global enterprise architecture"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|Oracle", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-grade compliance and workforce analytics"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|Dayforce", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Dayforce if you want real-time time-to-pay workflows"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|Paycor", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More attractive when payroll + attendance are the main need"}, {"id": "mai-20260917-1752-baseline|c151-l3|challenger-small|Paychex", "prompt": "c151-l3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paychex Flex / Paycor | Mid-to-large businesses with payroll priorities"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|UKG Pro / Dimensions", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro / Dimensions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure time & attendance depth, **UKG Dimensions is still the enterprise reference standard**"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|Ceridian Dayforce", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For unified pay+time in one single source of truth, **Ceridian Dayforce wins**"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|Workday Time Tracking", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies already committed to Workday HCM, **Workday Time Tracking** is the pragmatic choice"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|ADP Workforce Now", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payroll accuracy is your #1 concern, US-centric | **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|Deltek Replicon", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deltek Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Professional services with billable hours and global law | **Deltek Replicon**"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|Infor Workforce Management", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Retail/warehouse demand-based labor optimization | **Infor WFM**"}, {"id": "mai-20260917-1752-baseline|c151-l3|deepseek-small|SAP SuccessFactors", "prompt": "c151-l3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Already invested in Workday HCM / SAP | **Workday Time Tracking** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c151-l3|google-small|UKG Pro Workforce Management (formerly Kronos Dimensions)", "prompt": "c151-l3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro Workforce Management (formerly Kronos Dimensions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG (Ultimate Kronos Group) is widely regarded as the gold standard for complex, frontline, and shift-heavy workforces."}, {"id": "mai-20260917-1752-baseline|c151-l3|google-small|Dayforce (formerly Ceridian Dayforce)", "prompt": "c151-l3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce (formerly Ceridian Dayforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dayforce is a highly respected enterprise HCM player, uniquely known for its continuous-calculation architecture."}, {"id": "mai-20260917-1752-baseline|c151-l3|google-small|Workday Time Tracking", "prompt": "c151-l3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Large corporate enterprises already using (or migrating to) Workday as their core HCM and Financial system."}, {"id": "mai-20260917-1752-baseline|c151-l3|google-small|SAP SuccessFactors Employee Central Time Management", "prompt": "c151-l3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is highly rigid and complex to implement, but it offers unparalleled scale."}, {"id": "mai-20260917-1752-baseline|c151-l3|google-small|Oracle Fusion Cloud Workforce Management", "prompt": "c151-l3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle Fusion Cloud Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oracle is incredibly powerful when it comes to labor distribution, job costing, and project tracking."}, {"id": "mai-20260917-1752-baseline|c151-l3|google-small|ADP Enterprise eTIME / ADP Workforce Now", "prompt": "c151-l3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Enterprise eTIME / ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ADP\\u2019s greatest asset is its tax and payroll compliance network."}, {"id": "mai-20260917-1752-baseline|c151-l3|meta-small|UKG Ready", "prompt": "c151-l3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Ready is best for compliance-driven enterprise workforce management"}, {"id": "mai-20260917-1752-baseline|c151-l3|meta-small|Rippling", "prompt": "c151-l3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling is best for enterprise time and attendance tied to HR automation and payroll interfaces"}, {"id": "mai-20260917-1752-baseline|c151-l3|meta-small|HROne", "prompt": "c151-l3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HROne is a strong contender in user satisfaction and customer support"}, {"id": "mai-20260917-1752-baseline|c151-l3|meta-small|Deputy", "prompt": "c151-l3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deputy is also a top pick for multi-site employers who need scheduled shift approvals"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|UKG Pro", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **UKG Pro**\n- **Overall Score:** 9.3/10\n- **Best for:** Large enterprises needing governed time edits"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|Workday Time Tracking", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Overall Score:** 9.1/10 - **Best for:** Organizations already using Workday HCM needing tight integration"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|ADP Workforce Now", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-to-large enterprises needing robust payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|Dayforce (Ceridian)", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations needing schedule-based time validation with audit-trace reporting"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Complex enterprise environments requiring sophisticated time and labor management"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|SAP SuccessFactors", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises already in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|Rippling", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highest user satisfaction, excellent for unified time-to-pay"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|HROne", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong customer support and ease of use"}, {"id": "mai-20260917-1752-baseline|c151-l3|minimax-small|Darwinbox", "prompt": "c151-l3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leading unified time-to-pay for modern enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l3|mistral-small|Rippling", "prompt": "c151-l3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a unified, all-in-one platform, choose Rippling."}, {"id": "mai-20260917-1752-baseline|c151-l3|mistral-small|UKG Ready (Ultimate Kronos Group)", "prompt": "c151-l3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If compliance and governance are critical, UKG Ready or ADP are top choices."}, {"id": "mai-20260917-1752-baseline|c151-l3|mistral-small|HROne", "prompt": "c151-l3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For ease of use and support, HROne is a strong contender."}, {"id": "mai-20260917-1752-baseline|c151-l3|mistral-small|Dayforce (Ceridian)", "prompt": "c151-l3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For advanced scheduling and forecasting, Dayforce or Infor are best."}, {"id": "mai-20260917-1752-baseline|c151-l3|mistral-small|ADP (Workforce Now / RUN)", "prompt": "c151-l3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP (Workforce Now / RUN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "UKG Ready and ADP are strongest for compliance-heavy industries"}, {"id": "mai-20260917-1752-baseline|c151-l3|mistral-small|Infor Time and Attendance", "prompt": "c151-l3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Infor Time and Attendance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dayforce and Infor offer the most sophisticated scheduling, forecasting, and real-time analytics, but at a higher cost and complexity."}, {"id": "mai-20260917-1752-baseline|c151-l3|moonshot-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c151-l3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **UKG Pro (Ultimate Kronos Group)**\n**Best for:** Large enterprises with complex workforce management needs"}, {"id": "mai-20260917-1752-baseline|c151-l3|moonshot-small|ADP Workforce Now", "prompt": "c151-l3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ADP** if you want the best value with bundled payroll/HR services and strong US compliance"}, {"id": "mai-20260917-1752-baseline|c151-l3|moonshot-small|Workday Time Tracking", "prompt": "c151-l3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Workday** if you're already on Workday HCM and prioritize user experience and governance"}, {"id": "mai-20260917-1752-baseline|c151-l3|moonshot-small|Ceridian Dayforce", "prompt": "c151-l3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ceridian** if real-time payroll calculations and single-database architecture are critical"}, {"id": "mai-20260917-1752-baseline|c151-l3|moonshot-small|Oracle Cloud HCM", "prompt": "c151-l3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Oracle/SAP** if you're deeply integrated into those respective ERP ecosystems"}, {"id": "mai-20260917-1752-baseline|c151-l3|moonshot-small|SAP SuccessFactors", "prompt": "c151-l3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises already invested in Oracle or SAP ecosystems"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|UKG Pro Workforce Management / UKG Ready", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro Workforce Management / UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG is often the default short-list choice when timekeeping is the core problem"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|ADP Workforce Manager / ADP Time & Attendance", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Manager / ADP Time & Attendance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payroll integration and multi-country HR processes: **ADP**"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|Dayforce", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Single app with real-time payroll and scheduling: **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|Workday Time Tracking", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broader HCM transformation first, time second: **Workday**"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|Oracle Time and Labor", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle Time and Labor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for organizations already committed to Oracle's ecosystem"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|SAP SuccessFactors Time Tracking / SAP Time Management", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors Time Tracking / SAP Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SAP-centered global enterprise stack: **SAP**"}, {"id": "mai-20260917-1752-baseline|c151-l3|openai-small|Infor Workforce Management", "prompt": "c151-l3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "compelling in certain industries, but less universally dominant"}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|UKG (formerly Kronos/Ultimate Software)", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG (formerly Kronos/Ultimate Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with ~35% share via UKG Pro/Dimensions/Ready. Dominant for complex, large-scale operations."}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|Workday", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~14-15% share; strong in unified HCM for global enterprises."}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|ADP (Workforce Now/Vantage)", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP (Workforce Now/Vantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Major player with robust payroll integration."}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|Dayforce (Ceridian)", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growing leader in real-time HCM, especially for shift-based workforces."}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|Rippling", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High G2 ratings (top for user satisfaction); emerging for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|Oracle HCM", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "appear frequently but trail in time/attendance-specific rankings"}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|SAP SuccessFactors", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear frequently but trail in time/attendance-specific rankings"}, {"id": "mai-20260917-1752-baseline|c151-l3|xai-small|Paycor", "prompt": "c151-l3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear frequently but trail in time/attendance-specific rankings"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|UKG Pro (UltiPro)", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. UKG Pro (UltiPro) – Best for Comprehensive HCM Suites"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Workday Time Tracking", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Enterprise HCM Integration"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|ADP Workforce Now", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mid‑to Large Enterprises with Robust Payroll Integration"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Ceridian Dayforce", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unified HCM Architecture"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Oracle HCM Cloud", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Massive Enterprises with Deep ERP Integration"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|SAP SuccessFactors Time Management", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for ERP‑Centric Enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Rippling", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Workforce Automation Across HR, IT, and Finance"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Deputy", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Multi‑Site Operations and Shift Optimization"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Paycor", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Mid‑Market Enterprises with Integrated Payroll"}, {"id": "mai-20260917-1752-baseline|c151-l3|zai-small|Connecteam", "prompt": "c151-l3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Deskless Frontline Teams"}, {"id": "mai-20260917-1752-baseline|c151-l4|alibaba-small|Paylocity", "prompt": "c151-l4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "They are widely regarded by IT finance teams as the best option for **predictability**.... **If you want simple, clear billing:** Go with **Paylocity**."}, {"id": "mai-20260917-1752-baseline|c151-l4|alibaba-small|Workday HCM", "prompt": "c151-l4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are already global and financial-heavy:** Go with **Workday**."}, {"id": "mai-20260917-1752-baseline|c151-l4|alibaba-small|UKG (formerly Kronos)", "prompt": "c151-l4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you manage complex shifts/labor budgets:** Go with **UKG Dimensions**."}, {"id": "mai-20260917-1752-baseline|c151-l4|alibaba-small|DeWitt", "prompt": "c151-l4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "DeWitt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many vendors (like DeWitt or ADP) charge per active user."}, {"id": "mai-20260917-1752-baseline|c151-l4|alibaba-small|ADP", "prompt": "c151-l4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many vendors (like DeWitt or ADP) charge per active user."}, {"id": "mai-20260917-1752-baseline|c151-l4|alibaba-small|NICE", "prompt": "c151-l4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "NICE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy T&A systems (like older Kronos or NICE) often force you to lease biometric fingerprint/kiosk hardware in perpetuity. This destroys predictability"}, {"id": "mai-20260917-1752-baseline|c151-l4|anthropic-small|UKG Pro (Kronos)", "prompt": "c151-l4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG Pro (Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro serves large enterprises and organizations with complex workforce management requirements and is particularly strong for companies with large hourly workforces"}, {"id": "mai-20260917-1752-baseline|c151-l4|anthropic-small|Paychex Flex", "prompt": "c151-l4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paychex Flex typically costs $5–$9/user/month and is a robust enterprise-grade payroll and HR platform designed to handle the complex needs of large organizations"}, {"id": "mai-20260917-1752-baseline|c151-l4|anthropic-small|Workday HCM", "prompt": "c151-l4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday HCM integrates HR, payroll, benefits, talent management, workforce planning, and analytics into a single cloud-based system"}, {"id": "mai-20260917-1752-baseline|c151-l4|anthropic-small|Jibble", "prompt": "c151-l4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jibble provides core time tracking features completely free for unlimited users"}, {"id": "mai-20260917-1752-baseline|c151-l4|challenger-small|Homebase", "prompt": "c151-l4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase is the clearest predictable-cost option for large teams because it charges a flat fee for unlimited users at one location"}, {"id": "mai-20260917-1752-baseline|c151-l4|challenger-small|Workforce.com", "prompt": "c151-l4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quote-based enterprise pricing for multi-site businesses; suited to large-scale workforce management."}, {"id": "mai-20260917-1752-baseline|c151-l4|challenger-small|Quinyx", "prompt": "c151-l4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Quinyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Workforce.com, Quinyx, or SAP SuccessFactors, because they are designed for large deployments"}, {"id": "mai-20260917-1752-baseline|c151-l4|challenger-small|SAP SuccessFactors", "prompt": "c151-l4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade option with published per-user pricing ... but still requires a larger SAP stack and contract conditions."}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|TimeClock Plus (TCP)", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeClock Plus (TCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company wanting predictable total cost, **TimeClock Plus** offers the most genuinely flat enterprise license"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|UKG (Pro / Ready)", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG (Pro / Ready)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG** and **Ceridian Dayforce** are the strongest enterprise-grade platforms if you negotiate a locked annual contract"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|Ceridian Dayforce", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for all-in-one predictable bundling"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|ADP Workforce Now", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good top-tier option for mid-to-large companies."}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|Workday", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but it's the priciest of the group"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|Deputy", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid if cost predictability is the priority"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|When I Work", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid if cost predictability is the priority"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|Buddy Punch", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid if cost predictability is the priority"}, {"id": "mai-20260917-1752-baseline|c151-l4|deepseek-small|TimeCamp", "prompt": "c151-l4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid if cost predictability is the priority"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Hirebase", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Hirebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hirebase specifically targets enterprises that want to avoid \"license inflation\". Instead of charging per employee profile, they offer custom **non-PEPM enterprise licensing agreements**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Connecteam", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "their Enterprise tier is highly regarded for offering **predictable, flat-rate pricing up to high employee thresholds**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Homebase", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase is unique because it charges a **flat fee per physical location for unlimited users**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|TCP Software (TimeClock Plus)", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TCP Software (TimeClock Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TCP is a veteran in enterprise workforce management. They are highly flexible in negotiating custom, multi-year **Enterprise License Agreements (ELAs)**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|SAP SuccessFactors", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "biggest \"hidden\" costs of enterprise systems (like traditional Workday, SAP SuccessFactors, or UKG Pro) is professional services"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|UKG Pro", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "biggest \"hidden\" costs of enterprise systems (like traditional Workday, SAP SuccessFactors, or UKG Pro) is professional services"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Workday GO", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday GO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Workday offers a packaged version of its enterprise suite called Workday GO... at a **fixed implementation cost**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Oracle HCM Now", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Oracle HCM Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Oracle offers a standardized, phased implementation program called Oracle HCM Now... on a **fixed-cost, predictable timeline**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Rippling", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "choose a system (like Rippling, Deputy, or Connecteam) that features a native **tablet-based Kiosk Mode**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Deputy", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "choose a system (like Rippling, Deputy, or Connecteam) that features a native **tablet-based Kiosk Mode**"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|ADP", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Many legacy HR/payroll providers (like ADP or Paycom) charge separate recurring fees for API integrations"}, {"id": "mai-20260917-1752-baseline|c151-l4|google-small|Paycom", "prompt": "c151-l4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Many legacy HR/payroll providers (like ADP or Paycom) charge separate recurring fees for API integrations"}, {"id": "mai-20260917-1752-baseline|c151-l4|meta-small|Workday", "prompt": "c151-l4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "some options like Workday and Kenjo are designed for large companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c151-l4|meta-small|Kenjo", "prompt": "c151-l4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Kenjo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "some options like Workday and Kenjo are designed for large companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c151-l4|meta-small|BeeBole", "prompt": "c151-l4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "BeeBole", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated time and attendance software options for large companies include Workday, Kenjo, BeeBole"}, {"id": "mai-20260917-1752-baseline|c151-l4|meta-small|Employment Hero", "prompt": "c151-l4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Employment Hero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Workday, Kenjo, BeeBole, Employment Hero, Connecteam, and Time Doctor"}, {"id": "mai-20260917-1752-baseline|c151-l4|meta-small|Connecteam", "prompt": "c151-l4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Workday, Kenjo, BeeBole, Employment Hero, Connecteam, and Time Doctor"}, {"id": "mai-20260917-1752-baseline|c151-l4|meta-small|Time Doctor", "prompt": "c151-l4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Time Doctor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Workday, Kenjo, BeeBole, Employment Hero, Connecteam, and Time Doctor"}, {"id": "mai-20260917-1752-baseline|c151-l4|minimax-small|Jibble", "prompt": "c151-l4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If budget is primary concern**: **Jibble** (free unlimited)"}, {"id": "mai-20260917-1752-baseline|c151-l4|minimax-small|ADP Workforce Now", "prompt": "c151-l4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need full HCM**: **ADP** or **Rippling** - both offer negotiated enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c151-l4|minimax-small|Rippling", "prompt": "c151-l4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable per-user pricing with volume discounts for large deployments"}, {"id": "mai-20260917-1752-baseline|c151-l4|minimax-small|BambooHR", "prompt": "c151-l4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Predictable per-employee pricing with tiered features"}, {"id": "mai-20260917-1752-baseline|c151-l4|minimax-small|Deputy", "prompt": "c151-l4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "negotiate enterprise rates with **Deputy**/ **Rippling**"}, {"id": "mai-20260917-1752-baseline|c151-l4|mistral-small|UKG Ready (Ultimate Kronos Group)", "prompt": "c151-l4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG Ready (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Ready** is the best choice due to its transparent PEPM pricing, scalability, and comprehensive feature set."}, {"id": "mai-20260917-1752-baseline|c151-l4|mistral-small|Homebase", "prompt": "c151-l4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you require a simpler flat-rate model for a single large location, **Homebase** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c151-l4|mistral-small|Synerion", "prompt": "c151-l4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Synerion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For highly complex pay rules, **Synerion** is also worth considering"}, {"id": "mai-20260917-1752-baseline|c151-l4|moonshot-small|UKG", "prompt": "c151-l4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro WFM** is the strongest choice because it is purpose-built for enterprise scale"}, {"id": "mai-20260917-1752-baseline|c151-l4|moonshot-small|ADP", "prompt": "c151-l4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP is highly experienced at locking in multi-year rates for large accounts"}, {"id": "mai-20260917-1752-baseline|c151-l4|moonshot-small|Workday", "prompt": "c151-l4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Bundled HR/Payroll Predictability: **Workday HCM** or **ADP Enterprise**"}, {"id": "mai-20260917-1752-baseline|c151-l4|moonshot-small|Rippling", "prompt": "c151-l4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including UKG, ADP, Workday, and Rippling—use a **Per Employee Per Month (PEPM)** model"}, {"id": "mai-20260917-1752-baseline|c151-l4|moonshot-small|Jibble", "prompt": "c151-l4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is unlikely to handle the complexity of a large enterprise—such as union rules, advanced scheduling"}, {"id": "mai-20260917-1752-baseline|c151-l4|openai-small|UKG Ready / UKG Pro Workforce Management", "prompt": "c151-l4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG Ready / UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large enterprise predictability:** **UKG Ready / UKG Pro Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c151-l4|openai-small|ADP", "prompt": "c151-l4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want broader HCM bundling and contract simplicity:** **ADP**"}, {"id": "mai-20260917-1752-baseline|c151-l4|openai-small|Rippling", "prompt": "c151-l4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing and packaging can be more modular, so it may be less straightforward if you want ultra-predictable all-in cost at very large scale"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|UKG (formerly Kronos)", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro / Dimensions (Best Overall for Large Hourly/Shift Workforces)"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|ADP Workforce Now", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP Workforce Now (Best for Mid-to-Large US-Focused Payroll Integration)"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|Oracle HCM Cloud", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise-grade options like UKG (formerly Kronos), ADP Workforce Now, and Oracle HCM Cloud stand out for scalability"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|Paylocity", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paylocity or Rippling (Strong Alternatives for Growing Enterprises)"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|Rippling", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling: Global, automation-heavy; starts ~$8 PEPM + modules. Predictable if headcount stable."}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|Connecteam", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Smaller tools like Connecteam ... don't scale reliably/cost-effectively for thousands"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|Buddy Punch", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "don't scale reliably/cost-effectively for thousands—base fees become negligible, but they lack enterprise compliance/security"}, {"id": "mai-20260917-1752-baseline|c151-l4|xai-small|When I Work", "prompt": "c151-l4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "When I Work ($2.50/user) don't scale reliably/cost-effectively for thousands"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|UKG (UltiPro / Kronos Workforce Ready)", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "UKG (UltiPro / Kronos Workforce Ready)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG, Workday, or Dayforce are the go-to enterprise suites"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Workday", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG, Workday, or Dayforce are the go-to enterprise suites"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Dayforce (Ceridian)", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "UKG, Workday, or Dayforce are the go-to enterprise suites"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|ADP Workforce Now + WFM", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ADP Workforce Now + WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong payroll integration, compliance tools, multi-site support."}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Rippling", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling (~$8/ee/mo), Deputy ($5.50/ee/mo), Connecteam, or Buddy Punch offer clear per-employee pricing that scales easily to thousands of users"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Deputy", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deputy ($5.50/ee/mo) ... offer clear per-employee pricing that scales easily to thousands of users"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Connecteam", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam, or Buddy Punch offer clear per-employee pricing that scales easily"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Homebase", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$30/month per location (unlimited staff) | Flat per-location"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|QuickBooks Workforce", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies already using QuickBooks Payroll."}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Buddy Punch", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Connecteam, or Buddy Punch offer clear per-employee pricing that scales easily to thousands of users"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|TimeClock 365", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeClock 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "TimeClock 365 ($2.70/ee/mo) or Lathem PayClock Online ($3/ee/mo) are among the most affordable options, though they may have fewer advanced features"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Lathem PayClock Online", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Lathem PayClock Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "among the most affordable options, though they may have fewer advanced features"}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Clockify", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Organizations wanting a simple, low-cost option."}, {"id": "mai-20260917-1752-baseline|c151-l4|zai-small|Jibble", "prompt": "c151-l4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Companies prioritizing mobile tracking and productivity features."}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|ADP", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "reputable vendors to review include **ADP, UKG (Kronos/UltiPro), Workday, Rippling, BambooHR (smaller fit), Dayforce (Ceridian), and SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|UKG (Kronos/UltiPro)", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG (Kronos/UltiPro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "reputable vendors to review include **ADP, UKG (Kronos/UltiPro), Workday, Rippling..."}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|Workday", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "reputable vendors to review include ... Workday, Rippling"}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|Rippling", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "reputable vendors to review include ... Rippling, BambooHR (smaller fit)"}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|BambooHR", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BambooHR (smaller fit)"}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|Dayforce (Ceridian)", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dayforce (Ceridian), and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c151-l5|deepseek-small|SAP SuccessFactors", "prompt": "c151-l5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and **SAP SuccessFactors** \\u2014 though each has different sweet spots"}, {"id": "mai-20260917-1752-baseline|c151-l5|meta-small|GaiaWorks", "prompt": "c151-l5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "GaiaWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GaiaWorks**: Offers SOC 2 Type II compliance, SSO, and is designed for complex workforces."}, {"id": "mai-20260917-1752-baseline|c151-l5|meta-small|MangoApps", "prompt": "c151-l5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a solution with SOC 2 Type II and ISO 27001 certification, supporting various clock-in methods and pay rule configurations."}, {"id": "mai-20260917-1752-baseline|c151-l5|meta-small|Darwinbox", "prompt": "c151-l5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a comprehensive Time & Attendance solution with features like biometric identification and customizable shift scheduling."}, {"id": "mai-20260917-1752-baseline|c151-l5|meta-small|BSHOne HRMS", "prompt": "c151-l5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "BSHOne HRMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A cloud-based HRMS that includes attendance tracking, is SOC 2 & ISO certified, and offers real-time data synchronization."}, {"id": "mai-20260917-1752-baseline|c151-l5|minimax-small|TimeClock 365", "prompt": "c151-l5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "TimeClock 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Recommended vendors** that meet these enterprise requirements include: **TimeClock 365**, **Hubstaff**, **ZYNTRA Insight**, and **Rippling**"}, {"id": "mai-20260917-1752-baseline|c151-l5|minimax-small|Hubstaff", "prompt": "c151-l5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recommended vendors** ... include: **TimeClock 365**, **Hubstaff**, **ZYNTRA Insight**, and **Rippling**"}, {"id": "mai-20260917-1752-baseline|c151-l5|minimax-small|ZYNTRA Insight", "prompt": "c151-l5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ZYNTRA Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recommended vendors** ... **ZYNTRA Insight**"}, {"id": "mai-20260917-1752-baseline|c151-l5|minimax-small|Rippling", "prompt": "c151-l5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** (all-in-one HRIS with T&A)"}, {"id": "mai-20260917-1752-baseline|c151-l5|minimax-small|Workday", "prompt": "c151-l5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many enterprise organizations also evaluate **Workday** or **ADP** for unified workforce management."}, {"id": "mai-20260917-1752-baseline|c151-l5|minimax-small|ADP", "prompt": "c151-l5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many enterprise organizations also evaluate **Workday** or **ADP** for unified workforce management."}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|UKG", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|Workday", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|ADP", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|BambooHR", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|Rippling", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|Justworks", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|Deputy", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|mistral-small|When I Work", "prompt": "c151-l5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "create a long list (e.g., UKG, Workday, ADP, BambooHR, Rippling, Justworks, Deputy, When I Work, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-l5|moonshot-small|UKG (formerly Kronos)", "prompt": "c151-l5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG (formerly Kronos)** | Market leader, deep compliance rules engine, healthcare focus | Complex multi-site enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l5|moonshot-small|ADP", "prompt": "c151-l5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP** | Native payroll integration, massive install base | Companies already using ADP payroll"}, {"id": "mai-20260917-1752-baseline|c151-l5|moonshot-small|Workday", "prompt": "c151-l5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday** | Tight HCM integration, modern UI | Workday HCM customers"}, {"id": "mai-20260917-1752-baseline|c151-l5|moonshot-small|Rippling", "prompt": "c151-l5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** | Strong SSO/IT integration, fast implementation | Tech-forward companies"}, {"id": "mai-20260917-1752-baseline|c151-l5|moonshot-small|Hubstaff", "prompt": "c151-l5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hubstaff** | Strong remote/GDPR compliance, SOC 2 Type II | Distributed/hybrid teams"}, {"id": "mai-20260917-1752-baseline|c151-l5|moonshot-small|Replicon", "prompt": "c151-l5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Replicon** | Project-based time, global compliance (200+ jurisdictions) | Professional services firms"}, {"id": "mai-20260917-1752-baseline|c151-l5|xai-small|UKG Ready", "prompt": "c151-l5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist: UKG Ready (compliance leader), Rippling (unified HR/payroll), Jibble/Timesheet 365 (scalable with SSO/SOC 2)."}, {"id": "mai-20260917-1752-baseline|c151-l5|xai-small|Rippling", "prompt": "c151-l5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling (unified HR/payroll)"}, {"id": "mai-20260917-1752-baseline|c151-l5|xai-small|Jibble Enterprise", "prompt": "c151-l5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Jibble Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on systems like UKG Ready, Rippling, or Jibble Enterprise, which support large-scale deployments with compliance features."}, {"id": "mai-20260917-1752-baseline|c151-l5|xai-small|Timesheet 365", "prompt": "c151-l5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Timesheet 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jibble/Timesheet 365 (scalable with SSO/SOC 2)"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|Workday Time Tracking", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution level: High (due to implementation risk)"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|UKG Pro / Kronos", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG Pro / Kronos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution level: Medium-High (due to rigidity and costs)"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|QuickBooks Time/TSheets", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "QuickBooks Time/TSheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Caution level: **Avoid entirely** for large enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|Clockify", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Clockify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Caution level: **Avoid entirely** for large enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|Homebase", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Caution level: **Avoid entirely** for large enterprises"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|Old Kronos 4500", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Old Kronos 4500", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Caution level: **Avoid** (immediate risk)"}, {"id": "mai-20260917-1752-baseline|c151-l6|deepseek-small|ADP Workforce Now", "prompt": "c151-l6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vendors with recent major outages or weak SLA history ... Caution level: Cautious (business continuity)"}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: These platforms are highly user-friendly and excellent for small teams, but they are built on lightweight code bases that cannot handle the complexity of an enterprise."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|Homebase", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: ... they are built on lightweight code bases that cannot handle the complexity of an enterprise."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|When I Work", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: ... cannot handle the complexity of an enterprise."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|Clockify", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Clockify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: ... cannot handle the complexity of an enterprise."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|Deputy", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "basic tiers of Deputy ... Why to avoid: ... cannot handle the complexity of an enterprise."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|legacy UKG Kronos Workforce Central (WFC)", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "legacy UKG Kronos Workforce Central (WFC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Buying into or holding onto legacy, on-prem setups exposes you to massive security vulnerabilities once patches stop."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|UKG Pro WFM", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG Pro WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Migrating to a newer system (like UKG Pro WFM) takes a year or more for an enterprise."}, {"id": "mai-20260917-1752-baseline|c151-l6|google-small|BambooHR", "prompt": "c151-l6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "basic time-tracking add-ons provided by general HR/Payroll suites (e.g., BambooHR...) ... these are often \"jacks of all trades, masters of none.\""}, {"id": "mai-20260917-1752-baseline|c151-l6|meta-small|Connecteam", "prompt": "c151-l6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Connecteam - not suitable for large corporations with big HR needs like benefit administration and payroll processing solutions."}, {"id": "mai-20260917-1752-baseline|c151-l6|meta-small|BambooHR", "prompt": "c151-l6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "BambooHR - may not suit very large enterprises with multiple users or businesses under one system."}, {"id": "mai-20260917-1752-baseline|c151-l6|meta-small|UKG", "prompt": "c151-l6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "requires adoption of the full suite, which limits flexibility... Pricing can be high relative to standalone solutions. Customer support experiences vary."}, {"id": "mai-20260917-1752-baseline|c151-l6|meta-small|Quinyx", "prompt": "c151-l6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some systems that are considered suitable for large enterprises include Quinyx and SD Worx Time."}, {"id": "mai-20260917-1752-baseline|c151-l6|meta-small|SD Worx Time", "prompt": "c151-l6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "SD Worx Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Some systems that are considered suitable for large enterprises include Quinyx and SD Worx Time."}, {"id": "mai-20260917-1752-baseline|c151-l6|minimax-small|Homebase", "prompt": "c151-l6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "many SMB‑focused tools (e.g., Homebase, Connecteam, BambooHR’s time‑tracking module, Deputy’s core offering) ... lack the depth required for large ... organizations"}, {"id": "mai-20260917-1752-baseline|c151-l6|minimax-small|Connecteam", "prompt": "c151-l6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many SMB‑focused tools (e.g., Homebase, Connecteam, BambooHR’s time‑tracking module, Deputy’s core offering) ... should be approached with caution"}, {"id": "mai-20260917-1752-baseline|c151-l6|minimax-small|BambooHR’s time‑tracking module", "prompt": "c151-l6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "BambooHR’s time‑tracking module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent for small shift‑based teams but lack the depth required for large, multi‑department, unionized or multinational organizations"}, {"id": "mai-20260917-1752-baseline|c151-l6|minimax-small|Deputy’s core offering", "prompt": "c151-l6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Deputy’s core offering", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they should be approached with caution and thorough proof‑of‑concept testing"}, {"id": "mai-20260917-1752-baseline|c151-l6|mistral-small|Kronos", "prompt": "c151-l6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Kronos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Kronos:** Has been explicitly criticized by users, with one stating, \"I wouldn't recommend it to my worst enemy\"."}, {"id": "mai-20260917-1752-baseline|c151-l6|mistral-small|ADP Time and Attendance", "prompt": "c151-l6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Time and Attendance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report complex configuration, slow support response, and rising costs as the team grows."}, {"id": "mai-20260917-1752-baseline|c151-l6|mistral-small|Mitrefinch", "prompt": "c151-l6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Mitrefinch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some users experienced major issues after upgrades, compounded by poor helpdesk service."}, {"id": "mai-20260917-1752-baseline|c151-l6|mistral-small|Gusto", "prompt": "c151-l6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users cite poor customer support and limited communication options."}, {"id": "mai-20260917-1752-baseline|c151-l6|moonshot-small|UKG/Kronos Private Cloud", "prompt": "c151-l6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG/Kronos Private Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "UKG/Kronos (post-breach, assess security posture)"}, {"id": "mai-20260917-1752-baseline|c151-l6|moonshot-small|ADP Time and Attendance", "prompt": "c151-l6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Time and Attendance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Not a universal \"avoid,\" but enterprises report recurring pain points... **Avoid or reconsider** if you lack internal expertise"}, {"id": "mai-20260917-1752-baseline|c151-l6|openai-small|Enterprise eTIME (Legacy)", "prompt": "c151-l6", "model": "openai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Enterprise eTIME (Legacy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Gartner Peer Insights explicitly labels **Enterprise eTIME (Legacy)** as legacy, which is a cue to scrutinize roadmap, support, and upgrade path carefully."}, {"id": "mai-20260917-1752-baseline|c151-l6|openai-small|ADP Workforce Now", "prompt": "c151-l6", "model": "openai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "recent user feedback on **ADP Workforce Now** mentioned an \"incomplete implementation process,\" \"arcane\" workflows, and a time-and-attendance service that felt limited"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|Connecteam", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small-Business-Focused Tools Scaled Up (e.g., Connecteam, BambooHR T&A Modules) - **Why avoid?** Not built for enterprise HR needs"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|BambooHR T&A Modules", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "BambooHR T&A Modules", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small-Business-Focused Tools Scaled Up (e.g., Connecteam, BambooHR T&A Modules) - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|UKG (formerly Kronos/ADP)", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG (formerly Kronos/ADP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**UKG:** High cost, long implementations (6-18 months), variable support, and requires full-suite adoption"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|Workday Time Tracking", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Workday:** Pitfalls in \"lift-and-shift\" from legacy systems; resists customization for unique pay rules"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|ADP", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Examples to vet closely:** Older ADP modules or standalone tools without AI-driven forecasting"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|Quinyx", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Quinyx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize scalable, Gartner-recognized leaders like **Quinyx** (AI scheduling for large ops)"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|Rippling", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling/Akrivia** (high recommend rates for enterprises on G2)"}, {"id": "mai-20260917-1752-baseline|c151-l6|xai-small|Akrivia", "prompt": "c151-l6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Akrivia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling/Akrivia** (high recommend rates for enterprises on G2)"}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Paylocity", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the industry leader for the mid-market... Most balanced system for the mid-market size; least friction for Finance teams."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Rippling", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is rapidly gaining popularity because it combines IT device management, HR, and Time & Attendance in one dashboard."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Replicon", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Replicon is highly scalable for mid-market service bureaus. It connects time directly to financials."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Harvest (Professional Edition)", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Harvest (Professional Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A favorite for smaller-to-mid agencies looking to bridge the gap between simple time tracking and actual billing."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Jibble", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It offers enterprise-grade features (geo-tracking, photo clock-in) at a price point accessible to mid-market companies."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|WhenUptime (by ComplyTrak)", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "WhenUptime (by ComplyTrak)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on real-time monitoring for safety-critical industries (construction/oil & gas)."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Gusto Pro", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Gusto Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your team is mostly remote/office-based, Gusto's timesheet features have improved significantly for its price."}, {"id": "mai-20260917-1752-baseline|c151-m1|alibaba-small|Kronos/UKG", "prompt": "c151-m1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Kronos/UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "If yes, look at **Kronos/UKG**, though it is expensive."}, {"id": "mai-20260917-1752-baseline|c151-m1|anthropic-small|ADP", "prompt": "c151-m1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Companies in this segment often evaluate solutions like ADP, Kronos (now Kronos UKG), Paychex, BambooHR"}, {"id": "mai-20260917-1752-baseline|c151-m1|anthropic-small|Kronos (now Kronos UKG)", "prompt": "c151-m1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Kronos (now Kronos UKG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often evaluate solutions like ADP, Kronos (now Kronos UKG), Paychex, BambooHR"}, {"id": "mai-20260917-1752-baseline|c151-m1|anthropic-small|Paychex", "prompt": "c151-m1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often evaluate solutions like ADP, Kronos (now Kronos UKG), Paychex, BambooHR"}, {"id": "mai-20260917-1752-baseline|c151-m1|anthropic-small|BambooHR", "prompt": "c151-m1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often evaluate solutions like ADP, Kronos (now Kronos UKG), Paychex, BambooHR, and various specialized attendance platforms"}, {"id": "mai-20260917-1752-baseline|c151-m1|challenger-small|UKG Ready", "prompt": "c151-m1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Ready** is the best default recommendation for most mid-market B2B firms."}, {"id": "mai-20260917-1752-baseline|c151-m1|challenger-small|ADP Workforce Now", "prompt": "c151-m1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ADP Workforce Now** if your top priority is **payroll integration** and compliance-oriented time rules."}, {"id": "mai-20260917-1752-baseline|c151-m1|challenger-small|Deputy", "prompt": "c151-m1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Deputy** if your workforce is heavily **shift-based**"}, {"id": "mai-20260917-1752-baseline|c151-m1|challenger-small|Rippling", "prompt": "c151-m1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Rippling** if you want attendance as part of a broader **HR, payroll, and IT platform**"}, {"id": "mai-20260917-1752-baseline|c151-m1|deepseek-small|UKG Ready", "prompt": "c151-m1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around for mid-market workforce management... For those with complex shift/compliance needs, **UKG Ready** is the most depth-first choice"}, {"id": "mai-20260917-1752-baseline|c151-m1|deepseek-small|Rippling", "prompt": "c151-m1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies (desk/hybrid professional workforce), **Rippling** wins on ease and speed."}, {"id": "mai-20260917-1752-baseline|c151-m1|deepseek-small|Paylocity", "prompt": "c151-m1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paylocity** is the safest G2-proven all-in-one leader."}, {"id": "mai-20260917-1752-baseline|c151-m1|deepseek-small|Deputy", "prompt": "c151-m1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for shift-heavy/field B2B teams"}, {"id": "mai-20260917-1752-baseline|c151-m1|deepseek-small|BambooHR", "prompt": "c151-m1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For leaner mid-market teams (10\\u2013500 employees)"}, {"id": "mai-20260917-1752-baseline|c151-m1|deepseek-small|Connecteam", "prompt": "c151-m1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecteam is excellent for mobile-first, frontline/field environments (free plan available)"}, {"id": "mai-20260917-1752-baseline|c151-m1|google-small|Rippling", "prompt": "c151-m1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling has become a dominant force in the mid-market space because of its unified HR, IT, and Finance platform... Rippling is the market leader."}, {"id": "mai-20260917-1752-baseline|c151-m1|google-small|ClickTime", "prompt": "c151-m1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ClickTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ClickTime: Best for deep project budgeting and capacity planning."}, {"id": "mai-20260917-1752-baseline|c151-m1|google-small|BigTime", "prompt": "c151-m1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BigTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BigTime: A true Professional Services Automation (PSA) tool."}, {"id": "mai-20260917-1752-baseline|c151-m1|google-small|ADP Workforce Now", "prompt": "c151-m1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP Workforce Now: The gold standard for mid-market compliance."}, {"id": "mai-20260917-1752-baseline|c151-m1|google-small|Paycor", "prompt": "c151-m1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paycor: Excellent for mid-market businesses looking for deep labor analytics."}, {"id": "mai-20260917-1752-baseline|c151-m1|google-small|Deputy", "prompt": "c151-m1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"Best-of-Breed\" Scheduling & Time App: Deputy"}, {"id": "mai-20260917-1752-baseline|c151-m1|meta-small|UKG Ready", "prompt": "c151-m1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated options include UKG Ready, which is a strong time and attendance platform for enterprise and mid-market customers."}, {"id": "mai-20260917-1752-baseline|c151-m1|minimax-small|Paycor", "prompt": "c151-m1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Paycor**\n- Strong HR and labor analytics for midsize businesses"}, {"id": "mai-20260917-1752-baseline|c151-m1|minimax-small|Factorial", "prompt": "c151-m1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Factorial**\n- Good for SMBs and mid-market companies"}, {"id": "mai-20260917-1752-baseline|c151-m1|minimax-small|Workday", "prompt": "c151-m1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Comprehensive enterprise solution (though may be at the higher end of pricing)"}, {"id": "mai-20260917-1752-baseline|c151-m1|mistral-small|UKG Ready", "prompt": "c151-m1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for both enterprise and mid-market customers, offering robust time and attendance features"}, {"id": "mai-20260917-1752-baseline|c151-m1|mistral-small|Rippling", "prompt": "c151-m1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market companies needing attendance tracking as part of a broader HR, payroll, and IT platform"}, {"id": "mai-20260917-1752-baseline|c151-m1|mistral-small|BambooHR", "prompt": "c151-m1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c151-m1|moonshot-small|Rippling", "prompt": "c151-m1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is the best default choice due to its integration capabilities and scalability"}, {"id": "mai-20260917-1752-baseline|c151-m1|moonshot-small|UKG Ready", "prompt": "c151-m1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have complex shift scheduling or heavy compliance requirements, **UKG Ready** may be worth the additional complexity"}, {"id": "mai-20260917-1752-baseline|c151-m1|moonshot-small|BambooHR", "prompt": "c151-m1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Simplicity) ... **Note:** May have limitations for larger mid-market companies"}, {"id": "mai-20260917-1752-baseline|c151-m1|moonshot-small|Buddy Punch", "prompt": "c151-m1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-conscious mid-market | 4.8/5 Capterra rating, simple and affordable"}, {"id": "mai-20260917-1752-baseline|c151-m1|moonshot-small|ADP Workforce Now", "prompt": "c151-m1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rule-driven timecards | Strong payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-m1|moonshot-small|When I Work", "prompt": "c151-m1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shift scheduling focus | Good for businesses with variable schedules"}, {"id": "mai-20260917-1752-baseline|c151-m1|openai-small|Rippling", "prompt": "c151-m1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Rippling** if you want the best balance of time & attendance, HR, payroll-adjacent workflows, and scalability"}, {"id": "mai-20260917-1752-baseline|c151-m1|openai-small|UKG Ready", "prompt": "c151-m1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **compliance-heavy** organizations or more structured workforce management"}, {"id": "mai-20260917-1752-baseline|c151-m1|openai-small|ADP (RUN / Workforce-related offerings)", "prompt": "c151-m1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP (RUN / Workforce-related offerings)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **payroll-first simplicity** and a very established vendor"}, {"id": "mai-20260917-1752-baseline|c151-m1|openai-small|Deputy", "prompt": "c151-m1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **shift-based, frontline, or multi-location teams**"}, {"id": "mai-20260917-1752-baseline|c151-m1|openai-small|Deel", "prompt": "c151-m1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you have a **distributed/global workforce** and need cross-border compliance"}, {"id": "mai-20260917-1752-baseline|c151-m1|openai-small|Connecteam", "prompt": "c151-m1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for **mobile-first field teams**"}, {"id": "mai-20260917-1752-baseline|c151-m1|xai-small|Rippling", "prompt": "c151-m1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Rippling** (Highest-rated on G2 at ~4.8/5 from 14k+ reviews)"}, {"id": "mai-20260917-1752-baseline|c151-m1|xai-small|Paylocity", "prompt": "c151-m1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Paylocity** (Strong G2/peer reviews for mid-market)"}, {"id": "mai-20260917-1752-baseline|c151-m1|xai-small|UKG Ready (formerly Kronos)", "prompt": "c151-m1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for mid-market/enterprise per G2 and analysts"}, {"id": "mai-20260917-1752-baseline|c151-m1|xai-small|ADP RUN", "prompt": "c151-m1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP RUN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **ADP RUN** | 4.5/5    | Payroll-focused growing businesses"}, {"id": "mai-20260917-1752-baseline|c151-m1|zai-small|UKG Ready (Ultimate Kronos Group)", "prompt": "c151-m1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Ready is widely regarded as the gold standard for mid-market workforce management."}, {"id": "mai-20260917-1752-baseline|c151-m1|zai-small|Rippling", "prompt": "c151-m1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Rippling if you are a tech or B2B service company that wants to move fast and automate both HR and IT processes."}, {"id": "mai-20260917-1752-baseline|c151-m1|zai-small|BambooHR", "prompt": "c151-m1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The HR-Focused Choice: BambooHR ... Cons: Lacks advanced features like shift scheduling and complex labor rules"}, {"id": "mai-20260917-1752-baseline|c151-m1|zai-small|ADP Workforce Now", "prompt": "c151-m1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ADP Workforce Now if compliance and payroll accuracy are your absolute top priorities."}, {"id": "mai-20260917-1752-baseline|c151-m1|zai-small|Dayforce (formerly Ceridian)", "prompt": "c151-m1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern alternative to UKG ... Cons: Pricing is high; implementation can be lengthy"}, {"id": "mai-20260917-1752-baseline|c151-m2|alibaba-small|Toggl Track", "prompt": "c151-m2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Toggl Track** ... Toggl Track is the industry leader for a reason."}, {"id": "mai-20260917-1752-baseline|c151-m2|alibaba-small|Harvest", "prompt": "c151-m2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Invoicing & Sales: **Harvest**"}, {"id": "mai-20260917-1752-baseline|c151-m2|alibaba-small|Hubstaff", "prompt": "c151-m2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Remote & Distributed Teams: **Hubstaff**"}, {"id": "mai-20260917-1752-baseline|c151-m2|alibaba-small|Clockify", "prompt": "c151-m2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Budget & Scale: **Clockify** ... is the strongest contender."}, {"id": "mai-20260917-1752-baseline|c151-m2|anthropic-small|Connecteam", "prompt": "c151-m2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small and mid-sized teams, Connecteam is the strongest option."}, {"id": "mai-20260917-1752-baseline|c151-m2|anthropic-small|Factorial", "prompt": "c151-m2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Factorial is an all-in-one HR and business management platform that covers time tracking..."}, {"id": "mai-20260917-1752-baseline|c151-m2|anthropic-small|Apploye", "prompt": "c151-m2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Apploye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apploye is a strong choice for small and mid-sized teams that need more than a simple timer."}, {"id": "mai-20260917-1752-baseline|c151-m2|anthropic-small|TimeClock Plus / Humanity Time", "prompt": "c151-m2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "TimeClock Plus / Humanity Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Notable Options - TimeClock Plus / Humanity Time"}, {"id": "mai-20260917-1752-baseline|c151-m2|anthropic-small|Homebase", "prompt": "c151-m2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A time tracking solution tailored for small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c151-m2|challenger-small|QuickBooks Time", "prompt": "c151-m2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **QuickBooks Time** if your priority is dependable employee time tracking with payroll-friendly workflows"}, {"id": "mai-20260917-1752-baseline|c151-m2|challenger-small|Hubstaff", "prompt": "c151-m2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hubstaff** is a strong alternative because it is highlighted as good for **time tracking and billing**"}, {"id": "mai-20260917-1752-baseline|c151-m2|challenger-small|Replicon", "prompt": "c151-m2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need stronger compliance, billing accuracy, or more complex project/time management"}, {"id": "mai-20260917-1752-baseline|c151-m2|challenger-small|Apploye", "prompt": "c151-m2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Apploye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team wants a fuller feature set such as screenshots, reports, and payroll support"}, {"id": "mai-20260917-1752-baseline|c151-m2|deepseek-small|Toggl Track", "prompt": "c151-m2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Toggl Track**"}, {"id": "mai-20260917-1752-baseline|c151-m2|deepseek-small|ClickTime", "prompt": "c151-m2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ClickTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative 2: **ClickTime**"}, {"id": "mai-20260917-1752-baseline|c151-m2|deepseek-small|Clockify", "prompt": "c151-m2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 3: **Clockify** (if cost is your #1 constraint)"}, {"id": "mai-20260917-1752-baseline|c151-m2|deepseek-small|UKG Ready", "prompt": "c151-m2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Don't start here** unless you have complex **shift scheduling + payroll + time off** needs ... overkill for most B2B service companies"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|Harvest", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Harvest: Best Overall for Client-Facing Billability & Invoicing... **Harvest** is the gold standard"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|Toggl Track", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Toggl Track: Best for Frictionless Employee Adoption"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|BigTime", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "BigTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BigTime** is a robust mid-market PSA (Professional Services Automation) tool built for complex B2B workflows"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|Timely", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Timely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Timely: Best for AI-Powered, Automatic Tracking"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|Clockify", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Clockify** is the most cost-effective solution on the market"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|Hubstaff", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid tools like Hubstaff or Time Doctor if your B2B model relies on knowledge work"}, {"id": "mai-20260917-1752-baseline|c151-m2|google-small|Time Doctor", "prompt": "c151-m2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Time Doctor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid tools like Hubstaff or Time Doctor if your B2B model relies on knowledge work"}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|UKG Ready", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee time tracking software for a mid-sized B2B company would be UKG Ready, Paylocity, or Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|Paylocity", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be UKG Ready, Paylocity, or Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|Buddy Punch", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be UKG Ready, Paylocity, or Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|When I Work", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include When I Work, Jibble, Connecteam, Unrubble, and Trackabi."}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|Jibble", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include When I Work, Jibble, Connecteam, Unrubble, and Trackabi."}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|Connecteam", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include When I Work, Jibble, Connecteam, Unrubble, and Trackabi."}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|Unrubble", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Unrubble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include When I Work, Jibble, Connecteam, Unrubble, and Trackabi."}, {"id": "mai-20260917-1752-baseline|c151-m2|meta-small|Trackabi", "prompt": "c151-m2", "model": "meta-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Trackabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other options include When I Work, Jibble, Connecteam, Unrubble, and Trackabi."}, {"id": "mai-20260917-1752-baseline|c151-m2|minimax-small|Toggl Track", "prompt": "c151-m2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Toggl Track"}, {"id": "mai-20260917-1752-baseline|c151-m2|minimax-small|Hubstaff", "prompt": "c151-m2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you need desktop activity monitoring and consistent workflow reviews."}, {"id": "mai-20260917-1752-baseline|c151-m2|minimax-small|Wrike", "prompt": "c151-m2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want integrated project management + time tracking."}, {"id": "mai-20260917-1752-baseline|c151-m2|minimax-small|Time Doctor", "prompt": "c151-m2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Time Doctor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for visibility and structured approvals."}, {"id": "mai-20260917-1752-baseline|c151-m2|minimax-small|QuickBooks Time", "prompt": "c151-m2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use QuickBooks for payroll/accounting, this integrates seamlessly."}, {"id": "mai-20260917-1752-baseline|c151-m2|mistral-small|ClickTime", "prompt": "c151-m2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ClickTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ClickTime and UKG Ready are excellent choices"}, {"id": "mai-20260917-1752-baseline|c151-m2|mistral-small|UKG Ready", "prompt": "c151-m2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ClickTime and UKG Ready are excellent choices"}, {"id": "mai-20260917-1752-baseline|c151-m2|mistral-small|Celoxis", "prompt": "c151-m2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Celoxis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Celoxis is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c151-m2|mistral-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-m2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Time is ideal if you want seamless integration with your existing accounting software."}, {"id": "mai-20260917-1752-baseline|c151-m2|moonshot-small|Clockify", "prompt": "c151-m2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Clockify** if you want the most features for the lowest cost"}, {"id": "mai-20260917-1752-baseline|c151-m2|moonshot-small|Toggl Track", "prompt": "c151-m2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Toggl Track** if user adoption and simplicity are your top priorities"}, {"id": "mai-20260917-1752-baseline|c151-m2|moonshot-small|QuickBooks Time", "prompt": "c151-m2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Time** \\u2013 Best for Integration"}, {"id": "mai-20260917-1752-baseline|c151-m2|moonshot-small|Harvest", "prompt": "c151-m2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Harvest** is worth the premium for its seamless invoicing workflow"}, {"id": "mai-20260917-1752-baseline|c151-m2|moonshot-small|UKG Ready", "prompt": "c151-m2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**UKG Ready** \\u2013 Best for Enterprise Integration"}, {"id": "mai-20260917-1752-baseline|c151-m2|openai-small|Toggl Track", "prompt": "c151-m2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd pick **Toggl Track** first"}, {"id": "mai-20260917-1752-baseline|c151-m2|openai-small|Hubstaff", "prompt": "c151-m2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless you specifically need GPS, scheduling, or more monitoring, in which case **Hubstaff** is the better fit"}, {"id": "mai-20260917-1752-baseline|c151-m2|openai-small|Clockify", "prompt": "c151-m2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **lowest cost with solid basics**, go with **Clockify**"}, {"id": "mai-20260917-1752-baseline|c151-m2|xai-small|Toggl Track", "prompt": "c151-m2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Toggl Track as the top choice for employee time tracking software"}, {"id": "mai-20260917-1752-baseline|c151-m2|xai-small|Harvest", "prompt": "c151-m2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Harvest** (Best for invoicing-heavy B2B)"}, {"id": "mai-20260917-1752-baseline|c151-m2|xai-small|Clockify", "prompt": "c151-m2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clockify** (Best budget/free option)"}, {"id": "mai-20260917-1752-baseline|c151-m2|xai-small|QuickBooks Time", "prompt": "c151-m2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Time** (Best if using QuickBooks payroll)"}, {"id": "mai-20260917-1752-baseline|c151-m2|zai-small|ClickTime", "prompt": "c151-m2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ClickTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B firms, **ClickTime** and **QuickBooks Time** are strong first choices."}, {"id": "mai-20260917-1752-baseline|c151-m2|zai-small|QuickBooks Time", "prompt": "c151-m2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid‑sized B2B firms, **ClickTime** and **QuickBooks Time** are strong first choices."}, {"id": "mai-20260917-1752-baseline|c151-m2|zai-small|UKG Ready", "prompt": "c151-m2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a unified HR/payroll/time system, **UKG Ready** may be the better fit."}, {"id": "mai-20260917-1752-baseline|c151-m2|zai-small|DATABASICS Time", "prompt": "c151-m2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "DATABASICS Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For finance‑heavy organizations, **DATABASICS** or **monday Work Management** are worth evaluating."}, {"id": "mai-20260917-1752-baseline|c151-m2|zai-small|monday Work Management", "prompt": "c151-m2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "monday Work Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For finance‑heavy organizations, **DATABASICS** or **monday Work Management** are worth evaluating."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|UKG (Ultimate Kronos Group)", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the gold standard for mid-market to large enterprises."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|Oracle HCM", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often chosen by massive multinational corporations needing deep integration with global ERP and HR databases."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|SAP SuccessFactors", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often chosen by massive multinational corporations needing deep integration with global ERP and HR databases."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|TimeTrex", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A unique contender because it offers a native, all-in-one platform that combines Time & Attendance, Scheduling, HR, and Payroll."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|When I Work", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for managing shift swapping and open shifts."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|Buddy Punch", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses heavily on user-friendliness and compliance documentation."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|Connecteam", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built specifically for mobile use... ideal for construction, logistics, and healthcare staff"}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|BambooHR", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Solutions like UKG Ready or BambooHR run on the vendor's servers."}, {"id": "mai-20260917-1752-baseline|c151-m3|alibaba-small|Hubstaff", "prompt": "c151-m3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Hubstaff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Basic systems (like Hubstaff or Connecteam) simply track when you start and stop."}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Insightful", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Insightful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms in 2026 include Insightful, TimeClock Plus, QuickBooks Time, Deputy, Jibble"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|TimeClock Plus", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeClock Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TimeClock Plus offers flexible plans and scalable features, with automated timekeeping, real-time exception tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|QuickBooks Time", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms in 2026 include Insightful, TimeClock Plus, QuickBooks Time, Deputy, Jibble"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Deputy", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms in 2026 include ... Deputy, Jibble, Replicon"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Jibble", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jibble provides features such as clocking in and out via web, mobile app, or kiosk, facial recognition for verification"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Replicon", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top platforms in 2026 include ... Replicon, When I Work"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|When I Work", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top platforms in 2026 include ... When I Work, OnTheClock"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|OnTheClock", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "OnTheClock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The top platforms in 2026 include ... OnTheClock, Time Tracker by eBillity, and UKG Ready"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Time Tracker by eBillity", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Time Tracker by eBillity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Time Tracker by eBillity, and UKG Ready"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|UKG Ready", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "UKG is a workforce management platform ... strong fit for mid-to-large enterprises managing complex, multi-location workforces"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Remote", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Remote's time tracking is designed to handle the realities of a workforce spread across multiple countries and time zones"}, {"id": "mai-20260917-1752-baseline|c151-m3|anthropic-small|Justworks", "prompt": "c151-m3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Justworks is an all-in-one HR, payroll, and attendance tracking platform"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Deputy", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deputy** | Shift-based teams and scheduling | Strong scheduling, GPS/geofencing, and time-clock controls."}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|UKG", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**UKG Ready / UKG Pro** | Enterprise compliance | Rules-based exception handling"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Rippling", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** | Unified HR + IT + time tracking | Workflow automation"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|ADP", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP Workforce Now / RUN** | Payroll-centric businesses | Strong payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Paychex", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ADP, Paychex Flex, QuickBooks Time, and Rippling stand out when payroll is the priority."}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|BambooHR", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BambooHR** | Growing SMBs | Simple time, PTO, and absence tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Connecteam", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Connecteam** | Frontline/mobile teams | Mobile-first workforce management"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Homebase", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Homebase** | Small local businesses | Easy scheduling and time tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|QuickBooks Time", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**QuickBooks Time** | QuickBooks users | Tight accounting/payroll fit"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|When I Work", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**When I Work** | Restaurants and retail | Scheduling-first design"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Jibble", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Jibble / Clockify** | Low-cost or free time tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Clockify", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Clockify is commonly cited as a free option"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Dayforce", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "others for **enterprise compliance and workforce governance** (UKG Ready/Pro, ADP, Dayforce, Oracle/SAP/Workday)"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Oracle", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "(UKG Ready/Pro, ADP, Dayforce, Oracle/SAP/Workday)"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|SAP", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "(UKG Ready/Pro, ADP, Dayforce, Oracle/SAP/Workday)"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Workday", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "(UKG Ready/Pro, ADP, Dayforce, Oracle/SAP/Workday)"}, {"id": "mai-20260917-1752-baseline|c151-m3|challenger-small|Paylocity", "prompt": "c151-m3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Rippling and Paylocity add workflow automation, labor controls, and broader HR/IT functions."}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|UKG (Kronos)", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG (Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The gold standard for complex, multi-shift, unionized, and large-scale operations... but pricey and complex."}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|ADP Workforce Now", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when you're already an ADP payroll customer... though time tracking is secondary to its payroll strength."}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|Paycom", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All-in-one HR + payroll + time platforms with unified engines"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|Paylocity", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All-in-one HR + payroll + time platforms with unified engines"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|Deputy", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Often rated the top overall. Cloud scheduling, timesheets, payroll, and POS in one"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|When I Work", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for shift-based businesses; simple and inexpensive"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|Homebase", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Popular with restaurants and retail; offers a free basic tier."}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|Buddy Punch", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple punch-in/out with geofencing and kiosk mode; no scheduling."}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|BambooHR", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great for growing SMBs needing simple time, leave, and PTO tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|QuickBooks Workforce", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for existing QuickBooks users managing billable work."}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|Connecteam", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Field/remote/deskless crews \\u2192 Connecteam, OnTheClock"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|OnTheClock", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Field/remote/deskless crews \\u2192 Connecteam, OnTheClock"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|TimeTrex", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Free tiers \\u2014 TimeTrex, Homebase, Connecteam offer free plans"}, {"id": "mai-20260917-1752-baseline|c151-m3|deepseek-small|SalaryBox", "prompt": "c151-m3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SalaryBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Focus on GPS/geofencing and mobile clock-in for remote, field, and multi-location crews."}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|Connecteam", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Connecteam: Best All-in-One for Deskless/Frontline Workers**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|Jibble", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Jibble: Best Budget-Friendly & Biometric Option**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|Rippling", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Rippling: Best Unified HR, Payroll & IT Ecosystem**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|Deputy", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Deputy: Best for Complex Shift & Demand-Based Scheduling**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|Buddy Punch", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Buddy Punch: Best for Flexible Clock-Ins & Geofencing**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|ClockShark", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ClockShark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. ClockShark: Best for Field Services & Construction Crews**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|Homebase", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. Homebase: Best for Single-Location Local Small Businesses**"}, {"id": "mai-20260917-1752-baseline|c151-m3|google-small|UKG", "prompt": "c151-m3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rippling** or **UKG**"}, {"id": "mai-20260917-1752-baseline|c151-m3|meta-small|Deputy", "prompt": "c151-m3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deputy is considered the overall best time and attendance software"}, {"id": "mai-20260917-1752-baseline|c151-m3|meta-small|OnTheClock", "prompt": "c151-m3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnTheClock is best for distributed field crews"}, {"id": "mai-20260917-1752-baseline|c151-m3|meta-small|Connecteam", "prompt": "c151-m3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connecteam is a good option for small teams needing free workforce tools"}, {"id": "mai-20260917-1752-baseline|c151-m3|meta-small|Homebase", "prompt": "c151-m3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Homebase is a low-cost time tracking solution"}, {"id": "mai-20260917-1752-baseline|c151-m3|meta-small|QuickBooks Workforce", "prompt": "c151-m3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks Workforce is ideal for QuickBooks users managing billable work"}, {"id": "mai-20260917-1752-baseline|c151-m3|minimax-small|ADP Workforce Now", "prompt": "c151-m3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Companies already using ADP payroll"}, {"id": "mai-20260917-1752-baseline|c151-m3|minimax-small|UKG Pro (formerly Kronos Workforce Ready)", "prompt": "c151-m3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro (formerly Kronos Workforce Ready)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Complex workforce management needs"}, {"id": "mai-20260917-1752-baseline|c151-m3|minimax-small|Clockify", "prompt": "c151-m3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Teams needing simple tracking without complex rollout"}, {"id": "mai-20260917-1752-baseline|c151-m3|minimax-small|Paycor", "prompt": "c151-m3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Small businesses wanting simplicity"}, {"id": "mai-20260917-1752-baseline|c151-m3|minimax-small|Paychex Flex", "prompt": "c151-m3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Small businesses prioritizing payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-m3|minimax-small|Rippling", "prompt": "c151-m3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Tech-savvy companies wanting unified systems"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with a 34.8% share"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|Workday", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong cloud-based solution integrated with Workday's HR suite"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|ADP", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive solution with strong payroll integration"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|Dayforce (Ceridian)", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified platform for time, attendance, scheduling, and payroll"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|Deputy", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one solution rated 9.1/10 in overall features"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|TimeTrex", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier available with comprehensive features"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|Clockify", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tier available, easy to use"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|Jibble", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mobile-first approach with strong productivity features"}, {"id": "mai-20260917-1752-baseline|c151-m3|mistral-small|Buddy Punch", "prompt": "c151-m3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Higher cost than some competitors"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|UKG (formerly Kronos)", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose UKG or ADP if: You're a mid-to-large enterprise with complex compliance needs"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|ADP Workforce Now", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose UKG or ADP if: You're a mid-to-large enterprise with complex compliance needs and existing payroll systems."}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Paycom", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Paycom** | Organizations wanting dedicated support"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|BambooHR", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose BambooHR if: You want time tracking tightly integrated with HR records"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Paylocity", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Paylocity** | Mid-size employers | Clean sync with HR/payroll workflows"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|When I Work", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**When I Work** | Restaurants & retail | Shift-based scheduling"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Homebase", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Homebase if: You run a restaurant, retail store, or other business with hourly shift workers."}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Clockify", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Clockify if: You're a freelancer, agency, or project-based team needing simple, affordable time tracking."}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Buddy Punch", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Buddy Punch if: You need quick setup with strong anti-time-theft features"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Connecteam", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose Connecteam if: You have deskless workers in the field"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|TimeCamp", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**TimeCamp** | Budget-conscious teams | Affordability, payroll-ready exports"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|Harvest", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Project-Based (Clockify, TimeCamp, Harvest)**"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|ClockShark", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ClockShark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**GPS/Geofencing** | ClockShark, Connecteam, Homebase"}, {"id": "mai-20260917-1752-baseline|c151-m3|moonshot-small|QuickBooks Time", "prompt": "c151-m3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "ADP, QuickBooks Time ($20 base + $8-10/user)"}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|ADP Workforce Now / ADP time & attendance", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now / ADP time & attendance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you need enterprise compliance and payroll integration: look at ADP or UKG."}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|UKG Ready / UKG time & attendance", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready / UKG time & attendance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "UKG emphasizes workforce visibility, rules engines, audit-ready tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|Paylocity Time & Labor", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paylocity Time & Labor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Paylocity also emphasizes time + labor, scheduling, analytics, and attendance tracking in an integrated suite."}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|Deputy", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deputy focuses on shift work, scheduling, and attendance."}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|QuickBooks Time", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need easy time tracking for jobsites/service work: look at QuickBooks Time."}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|Homebase", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Homebase is aimed at hourly teams that need scheduling, time clocks, and labor-law alerts."}, {"id": "mai-20260917-1752-baseline|c151-m3|openai-small|Replicon", "prompt": "c151-m3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Replicon stands out for advanced, enterprise-style time tracking"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|UKG (ex-Kronos, UKG Pro/Ready/Dimensions)", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG (ex-Kronos, UKG Pro/Ready/Dimensions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader**: 34.8% share in 2024. ... enterprises need compliance/scalability (UKG for shifts)"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|ADP Workforce Now", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: Businesses needing tight payroll/HR integration and regulatory compliance."}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Workday Time Tracking", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Global enterprises wanting unified HCM/finance with analytics."}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Dayforce (Ceridian)", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Real-time payroll and daily labor management."}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Rippling", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for**: Growing SMBs (50-500 employees) with HR/IT/payroll needs."}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|BambooHR", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for**: Simple HR + T&A for small/growing teams."}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Connecteam", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs prioritize cost/mobile (e.g., Connecteam for free start)"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Deputy", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for**: Hourly/shift scheduling (restaurants, retail)."}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|When I Work", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deputy / When I Work / Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Buddy Punch", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deputy / When I Work / Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Clockify/Jibble", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify/Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others like **Clockify/Jibble** (free tiers, basic tracking)"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|QuickBooks Time (TSheets)", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time (TSheets)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**QuickBooks Time (TSheets)** (Intuit integration, ~$7/user + base)"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|TimeTrex", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**TimeTrex** (biometrics, $5/user)"}, {"id": "mai-20260917-1752-baseline|c151-m3|xai-small|Paylocity", "prompt": "c151-m3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Paylocity** (AI scheduling) round out popular picks"}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Workday Time Tracking", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Workday Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Workday-anchored enterprises"}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|SAP SuccessFactors Time Management", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "SAP SuccessFactors Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SAP-anchored enterprises (manufacturing, energy, pharma)"}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|UKG Pro / Workforce Central", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Pro / Workforce Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one platform; strong for complex compliance and multi-region operations"}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Deputy", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scheduling depth and labor optimization; strong for high-turnover or shift-based industries."}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Connecteam", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mobile-first, all-in-one platform; strong for field and frontline teams"}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Paycom", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations wanting a unified HCM with built-in payroll"}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Homebase", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one simplicity; strong support and compliance tools for US small businesses."}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Buddy Punch", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Versatile time-clock features; high compatibility with payroll; highly rated for small teams."}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Factorial", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Clean, centralized record-keeping; good for teams wanting simplicity."}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|Agendrix", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Agendrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tailored for Canadian labor laws; flexible scheduling."}, {"id": "mai-20260917-1752-baseline|c151-m3|zai-small|TimeClick", "prompt": "c151-m3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeClick", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Time-tracking-focused: Buddy Punch, Factorial, TimeClick (simple clock-in/out, geofencing)"}, {"id": "mai-20260917-1752-baseline|c151-m4|alibaba-small|Homebase", "prompt": "c151-m4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Homebase** if you’re a small business with frontline workers and need scheduling + time tracking."}, {"id": "mai-20260917-1752-baseline|c151-m4|alibaba-small|Clockify", "prompt": "c151-m4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Clockify** if you’re mostly desk-based, remote, and want zero cost."}, {"id": "mai-20260917-1752-baseline|c151-m4|alibaba-small|Buddy Punch", "prompt": "c151-m4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Buddy Punch** if you need a simple, shared-device kiosk experience for up to 8 employees."}, {"id": "mai-20260917-1752-baseline|c151-m4|alibaba-small|TimeCamp", "prompt": "c151-m4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TimeCamp** (Most Affordable Paid Option)"}, {"id": "mai-20260917-1752-baseline|c151-m4|alibaba-small|ClockShark", "prompt": "c151-m4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "ClockShark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **ClockShark** ($5/user/month) offer budget-friendly geofencing features"}, {"id": "mai-20260917-1752-baseline|c151-m4|anthropic-small|Open Time Clock", "prompt": "c151-m4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Open Time Clock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a free solution like Open Time Clock or Clockify can provide professional features without upfront costs"}, {"id": "mai-20260917-1752-baseline|c151-m4|anthropic-small|Clockify", "prompt": "c151-m4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with a free solution like Open Time Clock or Clockify can provide professional features without upfront costs"}, {"id": "mai-20260917-1752-baseline|c151-m4|anthropic-small|Deputy", "prompt": "c151-m4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deputy is affordably priced and easy to use and offers efficient time and attendance tools"}, {"id": "mai-20260917-1752-baseline|c151-m4|anthropic-small|Workstatus", "prompt": "c151-m4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Workstatus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workstatus pricing plan starts from $1.60 per user/month."}, {"id": "mai-20260917-1752-baseline|c151-m4|challenger-small|Jibble", "prompt": "c151-m4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jibble** is the strongest **free** option"}, {"id": "mai-20260917-1752-baseline|c151-m4|challenger-small|Homebase", "prompt": "c151-m4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** is the best low-cost option for hourly small businesses"}, {"id": "mai-20260917-1752-baseline|c151-m4|challenger-small|Clockify", "prompt": "c151-m4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Noted as a strong free tracker for hour-based billing and budget-conscious teams"}, {"id": "mai-20260917-1752-baseline|c151-m4|challenger-small|TimeCamp", "prompt": "c151-m4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small businesses wanting **affordable paid** time tracking | Starts at **$2.99 per user/month**"}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Clockify", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budget:** **Clockify** (free, unlimited users) is the safest bet for most small companies."}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Jibble", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If attendance accuracy is your main concern:** **Jibble** offers a remarkable free plan with facial recognition."}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Connecteam", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need scheduling + time tracking combined:** **Connecteam** or **Homebase** are excellent affordable all-in-one choices."}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Homebase", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** or **Homebase** are excellent affordable all-in-one choices."}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Toggl Track", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Toggl Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Toggl Track** | Free (up to 5 users) | Simple, clean time tracking |"}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|My Hours", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "My Hours", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **My Hours** | Free (up to 5 users) | User-friendly interface with invoicing |"}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|TimeCamp", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **TimeCamp** | Free; $3.99/user | Automatic project tracking |"}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Hubstaff", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Hubstaff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Hubstaff** | $4.99/user/mo | Remote teams needing GPS tracking |"}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Buddy Punch", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Remote teams may need GPS features (Jibble, Hubstaff, Buddy Punch)."}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|QuickBooks Time", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some tools (QuickBooks Time) integrate better with existing accounting software."}, {"id": "mai-20260917-1752-baseline|c151-m4|deepseek-small|Harvest", "prompt": "c151-m4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Choose a tool with invoicing like Clockify, Harvest, or My Hours."}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|Jibble", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jibble stands out because its free plan supports **unlimited users** and includes advanced features like AI facial recognition"}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|Clockify", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Clockify is the industry standard. The free version is incredibly generous and supports unlimited users."}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|Connecteam", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Its free tier is incredibly robust for up to 10 users"}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|Homebase", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Homebase offers a free basic plan for single-location businesses"}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|Buddy Punch", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for being incredibly simple to adopt"}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|OnTheClock", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly reliable, no-nonsense time clock designed for distributed field crews."}, {"id": "mai-20260917-1752-baseline|c151-m4|google-small|Kimai", "prompt": "c151-m4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Kimai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kimai is a completely free, open-source, self-hosted time-tracking system."}, {"id": "mai-20260917-1752-baseline|c151-m4|meta-small|TimeCamp", "prompt": "c151-m4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a cloud-based solution that offers a free or low-cost plan, such as TimeCamp, Connecteam, or Homebase"}, {"id": "mai-20260917-1752-baseline|c151-m4|meta-small|Connecteam", "prompt": "c151-m4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as TimeCamp, Connecteam, or Homebase"}, {"id": "mai-20260917-1752-baseline|c151-m4|meta-small|Homebase", "prompt": "c151-m4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as TimeCamp, Connecteam, or Homebase"}, {"id": "mai-20260917-1752-baseline|c151-m4|minimax-small|TimeCamp", "prompt": "c151-m4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TimeCamp** (if you need advanced features like invoicing)"}, {"id": "mai-20260917-1752-baseline|c151-m4|minimax-small|Homebase", "prompt": "c151-m4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** (if you need scheduling + time tracking + POS integration)"}, {"id": "mai-20260917-1752-baseline|c151-m4|minimax-small|Connecteam", "prompt": "c151-m4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Connecteam** (Best for Small Teams) - **Free Plan**: Up to 10 employees free"}, {"id": "mai-20260917-1752-baseline|c151-m4|mistral-small|Connecteam", "prompt": "c151-m4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is highly recommended for small teams, offering free access to time tracking and workforce tools for up to 10 employees"}, {"id": "mai-20260917-1752-baseline|c151-m4|mistral-small|Homebase", "prompt": "c151-m4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** is another excellent choice for small businesses, providing a free plan"}, {"id": "mai-20260917-1752-baseline|c151-m4|mistral-small|TimeCamp", "prompt": "c151-m4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TimeCamp** is also noted for its affordability, starting at just $2.99 per user per month"}, {"id": "mai-20260917-1752-baseline|c151-m4|moonshot-small|Jibble", "prompt": "c151-m4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jibble** is your best bet with unlimited users at no cost."}, {"id": "mai-20260917-1752-baseline|c151-m4|moonshot-small|Connecteam", "prompt": "c151-m4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have **10 or fewer employees**, **Connecteam** offers the most features for free."}, {"id": "mai-20260917-1752-baseline|c151-m4|moonshot-small|Clockify", "prompt": "c151-m4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Entry-Level Budgets - Unlimited users on free plan, simple interface"}, {"id": "mai-20260917-1752-baseline|c151-m4|moonshot-small|TimeCamp", "prompt": "c151-m4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Affordable Paid Option - Starting at $2.99 per user/month"}, {"id": "mai-20260917-1752-baseline|c151-m4|moonshot-small|Homebase", "prompt": "c151-m4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitation**: Free version lacks real-time attendance monitoring and time-off tracking"}, {"id": "mai-20260917-1752-baseline|c151-m4|openai-small|Homebase", "prompt": "c151-m4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies, I'd say **Homebase** is the best balance of cost, features, and ease of use."}, {"id": "mai-20260917-1752-baseline|c151-m4|openai-small|Clockify", "prompt": "c151-m4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need the cheapest decent option:** **Clockify**"}, {"id": "mai-20260917-1752-baseline|c151-m4|openai-small|When I Work", "prompt": "c151-m4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need scheduling and shift management too:** **When I Work**"}, {"id": "mai-20260917-1752-baseline|c151-m4|openai-small|QuickBooks Time", "prompt": "c151-m4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "QuickBooks Time", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually more expensive than the others, so better if integration matters a lot"}, {"id": "mai-20260917-1752-baseline|c151-m4|xai-small|Clockify", "prompt": "c151-m4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockify stands out as one of the best time and attendance systems due to its robust free plan"}, {"id": "mai-20260917-1752-baseline|c151-m4|xai-small|Homebase", "prompt": "c151-m4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase or Connecteam (better scheduling/time clock out-of-box)"}, {"id": "mai-20260917-1752-baseline|c151-m4|xai-small|Connecteam", "prompt": "c151-m4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase or Connecteam (better scheduling/time clock out-of-box)"}, {"id": "mai-20260917-1752-baseline|c151-m4|xai-small|TimeCamp", "prompt": "c151-m4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget teams needing automation"}, {"id": "mai-20260917-1752-baseline|c151-m4|xai-small|Jibble", "prompt": "c151-m4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clockify or Jibble for no-growth limits"}, {"id": "mai-20260917-1752-baseline|c151-m4|zai-small|TimeCamp", "prompt": "c151-m4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TimeCamp** or **Clockify** offer the best balance of features and price"}, {"id": "mai-20260917-1752-baseline|c151-m4|zai-small|Clockify", "prompt": "c151-m4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TimeCamp** or **Clockify** offer the best balance of features and price"}, {"id": "mai-20260917-1752-baseline|c151-m4|zai-small|Connecteam", "prompt": "c151-m4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have fewer than 10 employees, **Connecteam's free tier** might be all you need."}, {"id": "mai-20260917-1752-baseline|c151-m4|zai-small|Timesheets.com", "prompt": "c151-m4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Timesheets.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Forever ... Best for: Very small businesses with simple needs"}, {"id": "mai-20260917-1752-baseline|c151-m5|deepseek-small|UKG", "prompt": "c151-m5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparison of specific leading vendors (e.g., UKG, ADP, Workday, Deputy, Workforce.com, Quinyx)"}, {"id": "mai-20260917-1752-baseline|c151-m5|deepseek-small|ADP", "prompt": "c151-m5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., UKG, ADP, Workday, Deputy, Workforce.com, Quinyx"}, {"id": "mai-20260917-1752-baseline|c151-m5|deepseek-small|Workday", "prompt": "c151-m5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., UKG, ADP, Workday, Deputy, Workforce.com, Quinyx"}, {"id": "mai-20260917-1752-baseline|c151-m5|deepseek-small|Deputy", "prompt": "c151-m5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., UKG, ADP, Workday, Deputy, Workforce.com, Quinyx"}, {"id": "mai-20260917-1752-baseline|c151-m5|deepseek-small|Workforce.com", "prompt": "c151-m5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., UKG, ADP, Workday, Deputy, Workforce.com, Quinyx"}, {"id": "mai-20260917-1752-baseline|c151-m5|deepseek-small|Quinyx", "prompt": "c151-m5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Quinyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., UKG, ADP, Workday, Deputy, Workforce.com, Quinyx"}, {"id": "mai-20260917-1752-baseline|c151-m5|google-small|Rippling", "prompt": "c151-m5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "you should look at mid-market specialists such as **Rippling, Paylocity, ADP Workforce Now, UKG Ready, or Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-m5|google-small|Paylocity", "prompt": "c151-m5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you should look at mid-market specialists such as **Rippling, Paylocity, ADP Workforce Now, UKG Ready, or Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-m5|google-small|ADP Workforce Now", "prompt": "c151-m5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you should look at mid-market specialists such as **Rippling, Paylocity, ADP Workforce Now, UKG Ready, or Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-m5|google-small|UKG Ready", "prompt": "c151-m5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you should look at mid-market specialists such as **Rippling, Paylocity, ADP Workforce Now, UKG Ready, or Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-m5|google-small|Deputy", "prompt": "c151-m5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or Deputy** (if scheduling/shift work is your primary bottleneck)"}, {"id": "mai-20260917-1752-baseline|c151-m5|minimax-small|ADP Workforce Now", "prompt": "c151-m5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ADP Workforce Now** | Deep payroll integration, strong compliance engine, global reach"}, {"id": "mai-20260917-1752-baseline|c151-m5|minimax-small|Kronos Workforce Central", "prompt": "c151-m5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Kronos Workforce Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Advanced scheduling, shift‑optimization, strong analytics"}, {"id": "mai-20260917-1752-baseline|c151-m5|minimax-small|Workday Time Tracking", "prompt": "c151-m5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday Time Tracking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native Workday HCM suite, modern UX, strong security"}, {"id": "mai-20260917-1752-baseline|c151-m5|minimax-small|BambooHR", "prompt": "c151-m5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Easy setup, solid self‑service, good for small‑to‑mid‑size"}, {"id": "mai-20260917-1752-baseline|c151-m5|minimax-small|Clockify / Toggl", "prompt": "c151-m5", "model": "minimax-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Clockify / Toggl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple time‑tracking, free tier, good for remote/field"}, {"id": "mai-20260917-1752-baseline|c151-m5|xai-small|UKG Ready", "prompt": "c151-m5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request demos from top fits like UKG (great for 50-500 employees), Paycom (all-in-one), or Paylocity (AI scheduling)."}, {"id": "mai-20260917-1752-baseline|c151-m5|xai-small|Paycom", "prompt": "c151-m5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Request demos from top fits like UKG (great for 50-500 employees), Paycom (all-in-one), or Paylocity (AI scheduling)."}, {"id": "mai-20260917-1752-baseline|c151-m5|xai-small|ADP Workforce Now", "prompt": "c151-m5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular options for this scale include UKG Ready, Paycom, ADP Workforce Now, Paylocity, and Deputy"}, {"id": "mai-20260917-1752-baseline|c151-m5|xai-small|Paylocity", "prompt": "c151-m5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Request demos from top fits like UKG (great for 50-500 employees), Paycom (all-in-one), or Paylocity (AI scheduling)."}, {"id": "mai-20260917-1752-baseline|c151-m5|xai-small|Deputy", "prompt": "c151-m5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular options for this scale include UKG Ready, Paycom, ADP Workforce Now, Paylocity, and Deputy—often praised for mid-market fit"}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|Qqest / iSolved TimeForce", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Qqest / iSolved TimeForce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you value stability and ease of administration, avoid this."}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|Wasp Time (Wasp Barcode Technologies)", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Wasp Time (Wasp Barcode Technologies)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High risk of payroll errors; avoid unless you have a dedicated IT team to babysit it."}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|UKG (formerly Kronos / Ultimate Software)", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG (formerly Kronos / Ultimate Software)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "customer support is widely rated as the worst part of the experience"}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|ADP Time & Attendance (Workforce Now / TimeSaver)", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Time & Attendance (Workforce Now / TimeSaver)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Administrators report **recurring connectivity issues** with ADP-hosted clocks"}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|Paychex Time & Attendance", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Paychex Time & Attendance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid if you need flexible leave policies or expect prompt correction of errors without extra fees."}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|TSheets/QuickBooks Time", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TSheets/QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The safest approach is to choose a modern, cloud-based system with strong third-party reviews (like **TSheets/QuickBooks Time**, **Deputy**, or **Buddy Punch**)"}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|Deputy", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "strong third-party reviews (like **TSheets/QuickBooks Time**, **Deputy**, or **Buddy Punch**)"}, {"id": "mai-20260917-1752-baseline|c151-m6|deepseek-small|Buddy Punch", "prompt": "c151-m6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Buddy Punch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "strong third-party reviews (like **TSheets/QuickBooks Time**, **Deputy**, or **Buddy Punch**)"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|Hubstaff", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "examined nine popular monitoring platforms (including *Hubstaff, Deputy, Apploye, and Time Doctor*) and found that they systematically shared worker data"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|Deputy", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "including *Hubstaff, Deputy, Apploye, and Time Doctor*) and found that they systematically shared worker data\\u2014such as names and emails\\u2014with third-party trackers"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|Apploye", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Apploye", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "including *Hubstaff, Deputy, Apploye, and Time Doctor*) and found that they systematically shared worker data"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|Time Doctor", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Time Doctor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "including *Hubstaff, Deputy, Apploye, and Time Doctor*) and found that they systematically shared worker data"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|Kronos (UKG)", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Kronos (UKG)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Kronos (UKG) agreed to a $15 million BIPA settlement"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|ADP", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ADP paid $25 million"}, {"id": "mai-20260917-1752-baseline|c151-m6|google-small|EasyWorkforce (formerly WorkEasy)", "prompt": "c151-m6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "EasyWorkforce (formerly WorkEasy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "EasyWorkforce (formerly WorkEasy) agreed to a $1.69 million settlement"}, {"id": "mai-20260917-1752-baseline|c151-m6|meta-small|paper timesheets", "prompt": "c151-m6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "paper timesheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some specific systems to avoid or be cautious about include paper timesheets, Excel spreadsheets, and general-purpose time and attendance systems that don't provide proper controls."}, {"id": "mai-20260917-1752-baseline|c151-m6|meta-small|Excel spreadsheets", "prompt": "c151-m6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Excel spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some specific systems to avoid or be cautious about include paper timesheets, Excel spreadsheets"}, {"id": "mai-20260917-1752-baseline|c151-m6|minimax-small|UKG/Kronos", "prompt": "c151-m6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG/Kronos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you're considering UKG/Kronos, be very aware of their incident response history and security practices."}, {"id": "mai-20260917-1752-baseline|c151-m6|minimax-small|uAttend", "prompt": "c151-m6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "uAttend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "One review mentioned uAttend sending data to IP addresses with TLS 1 and 1.1 protocols (discontinued since 2021)"}, {"id": "mai-20260917-1752-baseline|c151-m6|moonshot-small|UKG/Kronos", "prompt": "c151-m6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG/Kronos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Major concern**: The December 2021 ransomware attack caused weeks-long outages, leading to numerous wage and hour lawsuits"}, {"id": "mai-20260917-1752-baseline|c151-m6|moonshot-small|ADP Time & Attendance", "prompt": "c151-m6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Time & Attendance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Common complaints**: Configuration complexity leading to punch errors, accrual miscalculations, rounding rule problems"}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|HandPunch (Recognition Systems/Ingersoll Rand)", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "HandPunch (Recognition Systems/Ingersoll Rand)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "2024 BIPA class action for hand scans without compliance."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|TIMECO Systems", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TIMECO Systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "2023 lawsuit over unlawful fingerprint storage."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Timeclock Plus", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Timeclock Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Targeted in 2019 class actions for fingerprint scans."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Accu-Time Systems", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Accu-Time Systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "$1.5M settlement in 2025 for fingerprint time clocks."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Kronos/UKG biometric clocks", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Kronos/UKG biometric clocks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "$15.3M settlement in 2022 for fingerprints; ongoing privacy concerns."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|UKG (formerly Kronos)", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Multiple ransomware attacks ... slow support, buggy mobile clock-ins, logouts, outdated UI, high implementation costs, integration issues. Past BIPA suits add risk."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|ADP Workforce Now Time & Labor", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Workforce Now Time & Labor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Frequent complaints about complex setup, escalating costs (hidden fees, per-user charges), slow support"}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Clockify", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Popular well-rated options: Clockify, Toggl Track, Rippling (4.8+/5), but verify fit."}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|QuickBooks Time", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "focus on top-rated like Clockify, QuickBooks Time at 4.5-4.9/5"}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Citadel Time Clock", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Citadel Time Clock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "sparse reviews (e.g., Citadel Time Clock at 3.7/7 reviews) warrant caution"}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Toggl Track", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Popular well-rated options: Clockify, Toggl Track, Rippling (4.8+/5)"}, {"id": "mai-20260917-1752-baseline|c151-m6|xai-small|Rippling", "prompt": "c151-m6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Popular well-rated options: Clockify, Toggl Track, Rippling (4.8+/5)"}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|Kronos", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Kronos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"I wouldn't recommend it to my worst enemy.\" Users report: minimal development effort, escalating support fees, outdated systems, and poor customer support."}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|TimeForce → iSolved HCM", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TimeForce → iSolved HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Painful\" transition, no direct upgrade path, Windows 7 dependency, no support for existing fingerprint hardware"}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|TCP TimeClock Plus", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TCP TimeClock Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slow responses, weak onboarding, unresolved technical problems affecting payroll handoff."}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|greytHR", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "greytHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Support that can't keep up when payroll is on the line, unreliable clock-ins, mobile gaps."}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|Keka", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Support that can't keep up when payroll is on the line, unreliable clock-ins, mobile gaps."}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|Buddy Punch", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Buddy Punch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Be cautious of vendors with poor support, no integration, or hidden fees (Kronos, TimeForce, Buddy Punch, etc.)"}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|Connecteam", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No phone support, disappointing integration list (only 4 options), API access locked behind premium plans."}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|monday AI Work Platform", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "monday AI Work Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AI features tied to higher-tier pricing, making it costly for smaller teams."}, {"id": "mai-20260917-1752-baseline|c151-m6|zai-small|BambooHR", "prompt": "c151-m6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Holiday calendar doesn't automatically connect with other tools, no direct Outlook calendar integration."}, {"id": "mai-20260917-1752-baseline|c151-s1|alibaba-small|Homebase", "prompt": "c151-s1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Small Businesses: **Homebase**"}, {"id": "mai-20260917-1752-baseline|c151-s1|alibaba-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-s1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Payroll Integration: **QuickBooks Time (formerly TSheets)**"}, {"id": "mai-20260917-1752-baseline|c151-s1|alibaba-small|Hubstaff", "prompt": "c151-s1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Remote/Hybrid Teams: **Hubstaff**"}, {"id": "mai-20260917-1752-baseline|c151-s1|alibaba-small|When I Work", "prompt": "c151-s1", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scheduling + Clock-In: **When I Work**"}, {"id": "mai-20260917-1752-baseline|c151-s1|anthropic-small|Guidepoint", "prompt": "c151-s1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples include platforms like Guidepoint, Deputy, or Bamboo HR."}, {"id": "mai-20260917-1752-baseline|c151-s1|anthropic-small|Deputy", "prompt": "c151-s1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples include platforms like Guidepoint, Deputy, or Bamboo HR."}, {"id": "mai-20260917-1752-baseline|c151-s1|anthropic-small|Bamboo HR", "prompt": "c151-s1", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Bamboo HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include platforms like Guidepoint, Deputy, or Bamboo HR."}, {"id": "mai-20260917-1752-baseline|c151-s1|challenger-small|Homebase", "prompt": "c151-s1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** is the strongest overall pick for many small businesses"}, {"id": "mai-20260917-1752-baseline|c151-s1|challenger-small|Rippling", "prompt": "c151-s1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** \\u2014 a strong choice for small businesses that want time tracking bundled with payroll and HR"}, {"id": "mai-20260917-1752-baseline|c151-s1|challenger-small|TrackingTime", "prompt": "c151-s1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "TrackingTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlighted as a good small-business option for balancing core attendance features with straightforward setup"}, {"id": "mai-20260917-1752-baseline|c151-s1|challenger-small|Connecteam", "prompt": "c151-s1", "model": "challenger-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "noted as free for companies with up to 10 users and positioned as an all-in-one employee management system"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|TimeTrex", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall: **TimeTrex**"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|TimeCamp", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "💰 Best Value / Budget: **TimeCamp**"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|Connecteam", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TimeTrex** (if you want payroll bundled) or **Connecteam** (if you want it all in one easy app) are the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|Toggl Track", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Project-Based Consulting / Agencies: **Toggl Track** or **Clockify**"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|Clockify", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clockify free for unlimited users"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|Deputy", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Shift & Scheduling-Heavy Operations: **Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|QuickBooks Time", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if You Use QuickBooks: **QuickBooks Time** (formerly TSheets)"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|Homebase", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Connecteam, Homebase, Clockify, and Jibble all offer free tiers"}, {"id": "mai-20260917-1752-baseline|c151-s1|deepseek-small|Jibble", "prompt": "c151-s1", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Clockify, and Jibble all offer free tiers"}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Harvest", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Harvest if you want to turn tracked hours directly into client invoices without hassle."}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Toggl Track", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Low Friction & Project Integrations: Toggl Track"}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Gusto", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Gusto / Rippling if you just want to track employee hours to run payroll"}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Rippling", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling: Best if you are growing rapidly."}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Clockify", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best on a Budget: Clockify ... the standard for cost-effective tracking"}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Memtime", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Memtime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Memtime if your highly paid team members keep forgetting to log their billable hours."}, {"id": "mai-20260917-1752-baseline|c151-s1|google-small|Timely", "prompt": "c151-s1", "model": "google-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Timely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for \"Set-and-Forget\" Automation: Memtime (or Timely)"}, {"id": "mai-20260917-1752-baseline|c151-s1|meta-small|Tracking Time", "prompt": "c151-s1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Tracking Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include those reviewed on Forbes Advisor, People Managing People, Tracking Time, Select Software Reviews, and Join Homebase."}, {"id": "mai-20260917-1752-baseline|c151-s1|meta-small|Join Homebase", "prompt": "c151-s1", "model": "meta-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Join Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include those reviewed on Forbes Advisor, People Managing People, Tracking Time, Select Software Reviews, and Join Homebase."}, {"id": "mai-20260917-1752-baseline|c151-s1|minimax-small|Rippling", "prompt": "c151-s1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** (Best Overall for B2B)"}, {"id": "mai-20260917-1752-baseline|c151-s1|minimax-small|Clockify", "prompt": "c151-s1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Clockify** if budget is the primary concern"}, {"id": "mai-20260917-1752-baseline|c151-s1|minimax-small|Toggl Track", "prompt": "c151-s1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Toggl Track** is excellent and affordable"}, {"id": "mai-20260917-1752-baseline|c151-s1|minimax-small|Hubstaff", "prompt": "c151-s1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hubstaff** (Best for Remote/Hybrid Teams)"}, {"id": "mai-20260917-1752-baseline|c151-s1|minimax-small|TimeTrex", "prompt": "c151-s1", "model": "minimax-small", "cat": "time-and-attendance", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TimeTrex** (Best Open-Source Option)"}, {"id": "mai-20260917-1752-baseline|c151-s1|mistral-small|Homebase", "prompt": "c151-s1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Homebase** or **Connecteam** are excellent starting points due to their affordability and ease of use."}, {"id": "mai-20260917-1752-baseline|c151-s1|mistral-small|Connecteam", "prompt": "c151-s1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** or **Connecteam** are excellent starting points due to their affordability and ease of use."}, {"id": "mai-20260917-1752-baseline|c151-s1|mistral-small|StratusTime", "prompt": "c151-s1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "StratusTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** or **StratusTime** may be better long-term investments."}, {"id": "mai-20260917-1752-baseline|c151-s1|mistral-small|Rippling", "prompt": "c151-s1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for B2B companies that want an all-in-one solution and are willing to invest in a slightly higher-priced, but highly integrated system"}, {"id": "mai-20260917-1752-baseline|c151-s1|mistral-small|When I Work", "prompt": "c151-s1", "model": "mistral-small", "cat": "time-and-attendance", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When I Work is a good choice for small B2B companies with shift-based employees."}, {"id": "mai-20260917-1752-baseline|c151-s1|moonshot-small|Homebase", "prompt": "c151-s1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Homebase** — Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline|c151-s1|moonshot-small|Gusto", "prompt": "c151-s1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Gusto** — Best for Integrated Payroll + Time Tracking"}, {"id": "mai-20260917-1752-baseline|c151-s1|moonshot-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-s1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for QuickBooks Users"}, {"id": "mai-20260917-1752-baseline|c151-s1|moonshot-small|When I Work", "prompt": "c151-s1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. When I Work** — Best for Shift-Based Teams"}, {"id": "mai-20260917-1752-baseline|c151-s1|moonshot-small|Buddy Punch", "prompt": "c151-s1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Buddy Punch** — Best for Preventing Time Theft"}, {"id": "mai-20260917-1752-baseline|c151-s1|moonshot-small|Clockify", "prompt": "c151-s1", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Clockify** — Best Free Option"}, {"id": "mai-20260917-1752-baseline|c151-s1|openai-small|Homebase", "prompt": "c151-s1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Homebase** unless payroll integration is your top priority"}, {"id": "mai-20260917-1752-baseline|c151-s1|openai-small|Gusto", "prompt": "c151-s1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use payroll and want a simpler all-in-one HR stack:** **Gusto** or **RUN Powered by ADP**"}, {"id": "mai-20260917-1752-baseline|c151-s1|openai-small|RUN Powered by ADP", "prompt": "c151-s1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RUN is especially positioned around payroll + time tracking"}, {"id": "mai-20260917-1752-baseline|c151-s1|openai-small|AttendanceBot", "prompt": "c151-s1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AttendanceBot** can be a good fit, especially for knowledge-work-heavy B2B teams"}, {"id": "mai-20260917-1752-baseline|c151-s1|openai-small|Rippling", "prompt": "c151-s1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need deeper scheduling, time tracking, and labor controls as you grow:** look at **Rippling** or **UKG Ready**"}, {"id": "mai-20260917-1752-baseline|c151-s1|openai-small|UKG Ready", "prompt": "c151-s1", "model": "openai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look at **Rippling** or **UKG Ready**"}, {"id": "mai-20260917-1752-baseline|c151-s1|xai-small|Toggl Track", "prompt": "c151-s1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Toggl Track** (Best Overall for Most B2B Teams)"}, {"id": "mai-20260917-1752-baseline|c151-s1|xai-small|Harvest", "prompt": "c151-s1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Harvest** (Best for Client Billing & Invoicing)"}, {"id": "mai-20260917-1752-baseline|c151-s1|xai-small|Clockify", "prompt": "c151-s1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clockify** (Best Free/Low-Cost Option)"}, {"id": "mai-20260917-1752-baseline|c151-s1|xai-small|Connecteam", "prompt": "c151-s1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** (Best for Field/Deskless B2B Teams)"}, {"id": "mai-20260917-1752-baseline|c151-s1|xai-small|Hubstaff", "prompt": "c151-s1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hubstaff** (Best for Remote/Monitored Teams)"}, {"id": "mai-20260917-1752-baseline|c151-s1|xai-small|Homebase", "prompt": "c151-s1", "model": "xai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Shift-heavy tools like Homebase (better for retail/hourly non-B2B)."}, {"id": "mai-20260917-1752-baseline|c151-s1|zai-small|Homebase", "prompt": "c151-s1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best time‑and‑attendance system today is **Homebase** (paid) or **Connecteam** (paid)"}, {"id": "mai-20260917-1752-baseline|c151-s1|zai-small|Connecteam", "prompt": "c151-s1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best time‑and‑attendance system today is **Homebase** (paid) or **Connecteam** (paid)"}, {"id": "mai-20260917-1752-baseline|c151-s1|zai-small|Clockify", "prompt": "c151-s1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Clockify** or **TimeCamp** as strong free‑tier alternatives"}, {"id": "mai-20260917-1752-baseline|c151-s1|zai-small|TimeCamp", "prompt": "c151-s1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Clockify** or **TimeCamp** as strong free‑tier alternatives"}, {"id": "mai-20260917-1752-baseline|c151-s1|zai-small|QuickBooks Workforce", "prompt": "c151-s1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use QuickBooks, **QuickBooks Workforce** is the most seamless option."}, {"id": "mai-20260917-1752-baseline|c151-s1|zai-small|Harvest", "prompt": "c151-s1", "model": "zai-small", "cat": "time-and-attendance", "variant": "direct", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need strong project billing and invoicing, **Harvest** is ideal."}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|Harvest", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around for B2B: Harvest ... widely considered the gold standard for service-based businesses"}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|Toggl Track", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Simplicity & Ease of Use: Toggl Track"}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|QuickBooks Time", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Payroll Integration: QuickBooks Time (formerly TSheets)"}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|Monday.com", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like **Monday.com** have built-in time-tracking columns."}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|Asana", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Best \"All-in-One\": Monday.com (or Asana)"}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|ClockShark", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ClockShark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at **QuickBooks Time** or **ClockShark** for GPS/Kiosk features."}, {"id": "mai-20260917-1752-baseline|c151-s2|alibaba-small|Hubstaff", "prompt": "c151-s2", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "look at **Hubstaff**, though many employees find this invasive"}, {"id": "mai-20260917-1752-baseline|c151-s2|anthropic-small|Harvest", "prompt": "c151-s2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Harvest** is particularly well-suited for B2B operations."}, {"id": "mai-20260917-1752-baseline|c151-s2|anthropic-small|Clockify", "prompt": "c151-s2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clockify** is a solid free option if budget is a concern."}, {"id": "mai-20260917-1752-baseline|c151-s2|anthropic-small|QuickBooks Time", "prompt": "c151-s2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Time** is excellent if you're already using QuickBooks for accounting."}, {"id": "mai-20260917-1752-baseline|c151-s2|anthropic-small|Beebole", "prompt": "c151-s2", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Beebole", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Beebole** is a strong choice if you need to track profitability."}, {"id": "mai-20260917-1752-baseline|c151-s2|challenger-small|Clockify", "prompt": "c151-s2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Clockify** if you want a simple, low-cost time tracker"}, {"id": "mai-20260917-1752-baseline|c151-s2|challenger-small|QuickBooks Time", "prompt": "c151-s2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **QuickBooks Time** if you already use QuickBooks for billing and payroll"}, {"id": "mai-20260917-1752-baseline|c151-s2|challenger-small|Buddy Punch", "prompt": "c151-s2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Buddy Punch** is a strong choice because it is described as the strongest all-around pick for most small businesses"}, {"id": "mai-20260917-1752-baseline|c151-s2|challenger-small|Toggl Track", "prompt": "c151-s2", "model": "challenger-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Toggl Track** is a good option because it is recommended for small businesses, consultants, and freelancers"}, {"id": "mai-20260917-1752-baseline|c151-s2|deepseek-small|Toggl Track", "prompt": "c151-s2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best overall: **Toggl Track**"}, {"id": "mai-20260917-1752-baseline|c151-s2|deepseek-small|Harvest", "prompt": "c151-s2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you bill/invoice a lot: **Harvest**"}, {"id": "mai-20260917-1752-baseline|c151-s2|deepseek-small|Clockify", "prompt": "c151-s2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget/free option: **Clockify**"}, {"id": "mai-20260917-1752-baseline|c151-s2|deepseek-small|QuickBooks Time", "prompt": "c151-s2", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use QuickBooks: **QuickBooks Time**"}, {"id": "mai-20260917-1752-baseline|c151-s2|google-small|Harvest", "prompt": "c151-s2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Harvest** — *Best overall for direct client invoicing & budget tracking*"}, {"id": "mai-20260917-1752-baseline|c151-s2|google-small|Everhour", "prompt": "c151-s2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Everhour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for deep integration with project management tools"}, {"id": "mai-20260917-1752-baseline|c151-s2|google-small|Toggl Track", "prompt": "c151-s2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ease of use and team adoption"}, {"id": "mai-20260917-1752-baseline|c151-s2|google-small|Productive", "prompt": "c151-s2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Productive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for growing B2B agencies focused on profit margins"}, {"id": "mai-20260917-1752-baseline|c151-s2|google-small|Clockify", "prompt": "c151-s2", "model": "google-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best budget-friendly/scalable option"}, {"id": "mai-20260917-1752-baseline|c151-s2|minimax-small|Hubstaff", "prompt": "c151-s2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Toggl** or **Hubstaff**"}, {"id": "mai-20260917-1752-baseline|c151-s2|minimax-small|Toggl", "prompt": "c151-s2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Toggl** or **Hubstaff**"}, {"id": "mai-20260917-1752-baseline|c151-s2|minimax-small|Clockify", "prompt": "c151-s2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, **Clockify's free plan** is surprisingly robust"}, {"id": "mai-20260917-1752-baseline|c151-s2|minimax-small|QuickBooks Time", "prompt": "c151-s2", "model": "minimax-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best If You Already Use QuickBooks"}, {"id": "mai-20260917-1752-baseline|c151-s2|mistral-small|Toggl Track", "prompt": "c151-s2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Toggl Track** is often the best starting point due to its affordability, free tier, and strong integrations"}, {"id": "mai-20260917-1752-baseline|c151-s2|mistral-small|Paymo", "prompt": "c151-s2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more project management features, **Paymo** is a great alternative."}, {"id": "mai-20260917-1752-baseline|c151-s2|mistral-small|QuickBooks Time", "prompt": "c151-s2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Integrates well with other business tools, making it suitable for B2B companies already using QuickBooks"}, {"id": "mai-20260917-1752-baseline|c151-s2|mistral-small|ezClocker", "prompt": "c151-s2", "model": "mistral-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "ezClocker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Designed specifically for small businesses"}, {"id": "mai-20260917-1752-baseline|c151-s2|moonshot-small|Harvest", "prompt": "c151-s2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Harvest** if client billing is your primary need"}, {"id": "mai-20260917-1752-baseline|c151-s2|moonshot-small|Toggl Track", "prompt": "c151-s2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Toggl Track** if you want the easiest user experience"}, {"id": "mai-20260917-1752-baseline|c151-s2|moonshot-small|Clockify", "prompt": "c151-s2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight, **Clockify's** free plan is remarkably capable."}, {"id": "mai-20260917-1752-baseline|c151-s2|moonshot-small|QuickBooks Time", "prompt": "c151-s2", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for QuickBooks Users... Seamless integration with QuickBooks accounting software."}, {"id": "mai-20260917-1752-baseline|c151-s2|openai-small|QuickBooks Time", "prompt": "c151-s2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **QuickBooks Time**"}, {"id": "mai-20260917-1752-baseline|c151-s2|openai-small|Toggl Track", "prompt": "c151-s2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Toggl Track** is a good alternative"}, {"id": "mai-20260917-1752-baseline|c151-s2|openai-small|OnTheClock", "prompt": "c151-s2", "model": "openai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OnTheClock** is a solid pick"}, {"id": "mai-20260917-1752-baseline|c151-s2|xai-small|Harvest", "prompt": "c151-s2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Harvest as the top choice for employee time tracking software."}, {"id": "mai-20260917-1752-baseline|c151-s2|xai-small|Hubstaff", "prompt": "c151-s2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote teams needing oversight | $4.99/user/mo | GPS, screenshots, activity rates. ... Feels more \"Big Brother\" for some."}, {"id": "mai-20260917-1752-baseline|c151-s2|xai-small|Toggl Track", "prompt": "c151-s2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Super intuitive UX, auto-tracking, Pomodoro, 100+ integrations"}, {"id": "mai-20260917-1752-baseline|c151-s2|xai-small|Clockify", "prompt": "c151-s2", "model": "xai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unlimited free tier, kiosk/GPS, full invoicing/expenses. Widest features at low cost."}, {"id": "mai-20260917-1752-baseline|c151-s2|zai-small|MinuteDock", "prompt": "c151-s2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "MinuteDock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **MinuteDock**."}, {"id": "mai-20260917-1752-baseline|c151-s2|zai-small|Harvest", "prompt": "c151-s2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for General Industry Use: Harvest"}, {"id": "mai-20260917-1752-baseline|c151-s2|zai-small|QuickBooks Time", "prompt": "c151-s2", "model": "zai-small", "cat": "time-and-attendance", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Payroll Integration: QuickBooks Time (formerly TSheets)"}, {"id": "mai-20260917-1752-baseline|c151-s3|alibaba-small|Gusto", "prompt": "c151-s3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto (Best Overall for Payroll Integration)\nGusto is widely considered the gold standard for US-based small businesses."}, {"id": "mai-20260917-1752-baseline|c151-s3|alibaba-small|QuickBooks Time", "prompt": "c151-s3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Field Service & Billing) ... this is the premier choice for businesses that need to track time for projects"}, {"id": "mai-20260917-1752-baseline|c151-s3|alibaba-small|When I Work", "prompt": "c151-s3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "When I Work (Best for Shift-Based Staff)"}, {"id": "mai-20260917-1752-baseline|c151-s3|alibaba-small|Deputy", "prompt": "c151-s3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deputy (Best for Labor Cost Control)"}, {"id": "mai-20260917-1752-baseline|c151-s3|alibaba-small|Clockify", "prompt": "c151-s3", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clockify (Best Free Option)"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Insightful", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Insightful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms in 2026 include Insightful, TimeClock Plus, QuickBooks Time, Deputy, Jibble"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|TimeClock Plus", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeClock Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms in 2026 include Insightful, TimeClock Plus, QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|QuickBooks Time", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top platforms in 2026 include ... QuickBooks Time, Deputy, Jibble"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Deputy", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top platforms in 2026 include ... Deputy, Jibble, Replicon"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Jibble", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top platforms in 2026 include ... Jibble, Replicon, When I Work"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Replicon", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Replicon, When I Work, OnTheClock"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|When I Work", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "When I Work, OnTheClock, Time Tracker by eBillity"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|OnTheClock", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers a simple and intuitive platform ideal for small to mid-sized teams seeking quick setup and flexible scheduling"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Time Tracker by eBillity", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Time Tracker by eBillity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Time Tracker by eBillity, and UKG Ready"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|UKG Ready", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Time Tracker by eBillity, and UKG Ready"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Buddy Punch", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Puts extra emphasis on preventing buddy punching and offers multiple verification methods at clock-in"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Connecteam", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Combines attendance tracking with scheduling, communication, and basic HR tools in a single app"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Homebase", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Free options like Clockify and Homebase cover essentials"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Clockify", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Widely used for time tracking ... with a generous free plan and simple UI"}, {"id": "mai-20260917-1752-baseline|c151-s3|anthropic-small|Tiny Team", "prompt": "c151-s3", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Tiny Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "flat-rate solutions like Tiny Team are free for teams up to 10 and $79/month flat"}, {"id": "mai-20260917-1752-baseline|c151-s3|challenger-small|Homebase", "prompt": "c151-s3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-in-one option for scheduling, time tracking, and payroll-adjacent workflows; often recommended for small businesses with hourly workers"}, {"id": "mai-20260917-1752-baseline|c151-s3|challenger-small|Clockify", "prompt": "c151-s3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Clockify is the clearest free-first choice for a small team that mainly needs time tracking"}, {"id": "mai-20260917-1752-baseline|c151-s3|challenger-small|Buddy Punch", "prompt": "c151-s3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small teams needing **simple attendance + anti-time-theft**"}, {"id": "mai-20260917-1752-baseline|c151-s3|challenger-small|Connecteam", "prompt": "c151-s3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built as a broader workforce app with time tracking, scheduling, and team coordination in one place"}, {"id": "mai-20260917-1752-baseline|c151-s3|challenger-small|QuickBooks Time", "prompt": "c151-s3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when payroll/accounting integration matters most"}, {"id": "mai-20260917-1752-baseline|c151-s3|challenger-small|Deputy", "prompt": "c151-s3", "model": "challenger-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong scheduling depth and shift management"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|Buddy Punch", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple, cheap, and powerful attendance clock (no frills) → **Buddy Punch** ($4.99/user/mo)"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|Jibble", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jibble** (if you want free facial recognition)"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|Homebase", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have 1–10 staff in retail/restaurant → **Homebase** (free)"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|When I Work", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**When I Work** (cleanest interface)"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|Connecteam", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have 10–30 remote/field workers → **Connecteam** (bundled price)"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|Deputy", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "compliance-heavy overtime/break tracking with shift swapping → **Deputy** (worth the $30/mo minimum)"}, {"id": "mai-20260917-1752-baseline|c151-s3|deepseek-small|Clockify", "prompt": "c151-s3", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Clockify** is a **time tracker**, not an attendance clock. It lacks shift scheduling, overtime rules, and kiosk mode."}, {"id": "mai-20260917-1752-baseline|c151-s3|google-small|Homebase", "prompt": "c151-s3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the premier tool for managing physical, hourly teams at a single location."}, {"id": "mai-20260917-1752-baseline|c151-s3|google-small|Connecteam", "prompt": "c151-s3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Connecteam if your team travels between physical jobs"}, {"id": "mai-20260917-1752-baseline|c151-s3|google-small|Buddy Punch", "prompt": "c151-s3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Buddy Punch offers the most robust anti-fraud features for small businesses."}, {"id": "mai-20260917-1752-baseline|c151-s3|google-small|Clockify", "prompt": "c151-s3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Clockify if you run a remote agency... you need to know exactly how many hours to bill a client for."}, {"id": "mai-20260917-1752-baseline|c151-s3|google-small|QuickBooks Time", "prompt": "c151-s3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While it is more expensive than standalone options, it is the most frictionless choice if you already use QuickBooks Online"}, {"id": "mai-20260917-1752-baseline|c151-s3|google-small|Jibble", "prompt": "c151-s3", "model": "google-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jibble stands out by offering **AI facial recognition for free** for unlimited users."}, {"id": "mai-20260917-1752-baseline|c151-s3|meta-small|TimeClock Plus (TCP)", "prompt": "c151-s3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeClock Plus (TCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TimeClock Plus (TCP) - excellent for smaller organizations due to its exclusive focus on time management and attendance."}, {"id": "mai-20260917-1752-baseline|c151-s3|meta-small|Calamari", "prompt": "c151-s3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for small to mid-sized teams with hybrid or fully distributed workforces"}, {"id": "mai-20260917-1752-baseline|c151-s3|meta-small|TrackingTime", "prompt": "c151-s3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TrackingTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small to mid-sized teams that need attendance tracking without adding complexity"}, {"id": "mai-20260917-1752-baseline|c151-s3|meta-small|Clockify", "prompt": "c151-s3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for teams that want a free-first solution combining time tracking with basic attendance reporting"}, {"id": "mai-20260917-1752-baseline|c151-s3|meta-small|Homebase", "prompt": "c151-s3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better for small local businesses with hourly workers in food & beverage, retail, and service industries"}, {"id": "mai-20260917-1752-baseline|c151-s3|meta-small|Connecteam", "prompt": "c151-s3", "model": "meta-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for small teams needing free workforce tools"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Deputy", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** | Overall best for most small teams | $5.50/employee/month"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Connecteam", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best value for <30 employees**: Connecteam"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Homebase", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** | Low-cost per-location tracking | $30/location"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|When I Work", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Restaurant/retail shifts**: When I Work"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|OnTheClock", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Field team with GPS**: OnTheClock or ClockShark"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|QuickBooks Time", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already using QuickBooks**: QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Buddy Punch", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Scheduling**: Buddy Punch, Deputy excel at shift management"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Clockify", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Simplest setup**: Clockify (free tier, unlimited users)"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Timeero", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Timeero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Field/remote teams**: OnTheClock, Timeero \\u2013 GPS tracking & geofencing"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|TimeCamp", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Free tiers**: Connecteam, Homebase, Clockify, TimeCamp offer free plans"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|TrackingTime", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TrackingTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Project tracking**: TrackingTime combines attendance + project time"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Monitask", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Monitask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Employee monitoring**: Monitask, Insightful for productivity tracking"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|Insightful", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Insightful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Monitask, Insightful for productivity tracking"}, {"id": "mai-20260917-1752-baseline|c151-s3|minimax-small|ClockShark", "prompt": "c151-s3", "model": "minimax-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "ClockShark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Field team with GPS**: OnTheClock or ClockShark"}, {"id": "mai-20260917-1752-baseline|c151-s3|mistral-small|Homebase", "prompt": "c151-s3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** is best for local, hourly teams needing an all-in-one scheduling, time tracking, and payroll solution."}, {"id": "mai-20260917-1752-baseline|c151-s3|mistral-small|TrackingTime", "prompt": "c151-s3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TrackingTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More project-oriented than Homebase, less focused on hourly payroll or retail scheduling."}, {"id": "mai-20260917-1752-baseline|c151-s3|mistral-small|Clockify", "prompt": "c151-s3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams wanting a free-first solution with basic attendance reporting."}, {"id": "mai-20260917-1752-baseline|c151-s3|mistral-small|TimeClock Plus (TCP)", "prompt": "c151-s3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "TimeClock Plus (TCP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More traditional time clock feel, less integrated with payroll or scheduling than Homebase."}, {"id": "mai-20260917-1752-baseline|c151-s3|mistral-small|Calamari", "prompt": "c151-s3", "model": "mistral-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Calamari** is ideal for teams with remote or hybrid workforces."}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|Homebase", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you run a brick-and-mortar small business with shift workers, **Homebase** or **Deputy** are usually the best fit."}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|Clockify", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free option for project-based teams"}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|Jibble", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option for basic attendance verification"}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|Deputy", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Homebase** or **Deputy** are usually the best fit"}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|QuickBooks Time", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for existing QuickBooks users"}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|Connecteam", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for non-desk workforces"}, {"id": "mai-20260917-1752-baseline|c151-s3|moonshot-small|Toggl Track", "prompt": "c151-s3", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for professional services (minimalist approach)"}, {"id": "mai-20260917-1752-baseline|c151-s3|openai-small|QuickBooks Time", "prompt": "c151-s3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you already use QuickBooks for payroll/accounting."}, {"id": "mai-20260917-1752-baseline|c151-s3|openai-small|Gusto Time Tracking", "prompt": "c151-s3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Gusto Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want an **all-in-one payroll + HR + time** platform."}, {"id": "mai-20260917-1752-baseline|c151-s3|openai-small|OnPay Time Tracking", "prompt": "c151-s3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "OnPay Time Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small businesses that care about **payroll compliance and simple pricing**."}, {"id": "mai-20260917-1752-baseline|c151-s3|openai-small|Clockify", "prompt": "c151-s3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a **lighter-weight, budget-friendly time tracker**."}, {"id": "mai-20260917-1752-baseline|c151-s3|openai-small|Paychex time & attendance", "prompt": "c151-s3", "model": "openai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Paychex time & attendance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want a more **traditional HR/payroll vendor** with deeper workforce management options."}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Clockify", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Free/basic? Clockify/Jibble."}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Toggl Track", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple project/freelance tracking| Free (5 users); $9/user"}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|When I Work", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shifts? When I Work."}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Connecteam", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one? Connecteam."}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Jibble", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Free/basic? Clockify/Jibble."}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|QuickBooks Time", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "QuickBooks Time wins for Intuit users."}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Hubstaff", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Privacy concerns with monitoring; overkill for non-remote teams"}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Buddy Punch", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "biometrics in Jibble/Buddy Punch alternatives"}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Harvest", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Harvest (similar to Toggl) adds strong invoicing"}, {"id": "mai-20260917-1752-baseline|c151-s3|xai-small|Homebase", "prompt": "c151-s3", "model": "xai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Connecteam/Homebase (free for basics) suit hourly/deskless"}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|Clockify", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the top priority and you need simple time tracking: **Clockify** or **Jibble**."}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|Jibble", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Clockify and Jibble lead on price"}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|Connecteam", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a single app for time, tasks, chat, and HR: **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|Homebase", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're an hourly, single-site business: **Homebase**."}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|QuickBooks Time", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use QuickBooks and want payroll integration: **QuickBooks Time**."}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|Deputy", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If compliance is critical: **Deputy**."}, {"id": "mai-20260917-1752-baseline|c151-s3|zai-small|Buddy Punch", "prompt": "c151-s3", "model": "zai-small", "cat": "time-and-attendance", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If anti-fraud/geo controls matter most: **Buddy Punch**."}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|Jibble", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is zero dollars, Jibble is currently the strongest option on the market."}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|Toggl Track", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Project Tracking: **Toggl Track**"}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|Clockify", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Reporting/Analytics: **Clockify**"}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|When I Work", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This is the best choice if your business relies on **shifts**"}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|QuickBooks Online", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you are already paying for QuickBooks, check your specific tier. Some versions include basic time tracking."}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|Airtable", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The \"DIY\" Method (Airtable or Google Sheets)"}, {"id": "mai-20260917-1752-baseline|c151-s4|alibaba-small|Google Sheets", "prompt": "c151-s4", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a shared spreadsheet is often safer than buying software"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Toggl Track", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Toggl Track", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-based solutions like Toggl Track, Clockify, or TimeCamp offer free tiers suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Clockify", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-based solutions like Toggl Track, Clockify, or TimeCamp offer free tiers suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|TimeCamp", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-based solutions like Toggl Track, Clockify, or TimeCamp offer free tiers suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Google Sheets", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Sheets or Excel with templates (minimal cost, requires manual management)"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Excel", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Google Sheets or Excel with templates (minimal cost, requires manual management)"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Guidepoint", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Guidepoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Guidepoint offers competitive pricing for small businesses"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Deputy", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deputy, When I Work, and Homebase have affordable SMB plans"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|When I Work", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deputy, When I Work, and Homebase have affordable SMB plans"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Homebase", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deputy, When I Work, and Homebase have affordable SMB plans"}, {"id": "mai-20260917-1752-baseline|c151-s4|anthropic-small|Square Payroll", "prompt": "c151-s4", "model": "anthropic-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Square Payroll integrates time tracking with payroll"}, {"id": "mai-20260917-1752-baseline|c151-s4|challenger-small|Jibble", "prompt": "c151-s4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a direct recommendation: **choose Jibble** for the cheapest attendance-focused setup"}, {"id": "mai-20260917-1752-baseline|c151-s4|challenger-small|Clockify", "prompt": "c151-s4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need **simple, free time tracking** for a very small team"}, {"id": "mai-20260917-1752-baseline|c151-s4|challenger-small|Homebase", "prompt": "c151-s4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Homebase** if you need scheduling and attendance together for hourly staff"}, {"id": "mai-20260917-1752-baseline|c151-s4|challenger-small|TimeCamp", "prompt": "c151-s4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value if you want an inexpensive paid plan, starting at **$2.99 per user per month**"}, {"id": "mai-20260917-1752-baseline|c151-s4|challenger-small|Connecteam", "prompt": "c151-s4", "model": "challenger-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it is usually better for operational complexity than for the absolute lowest budget"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|Jibble", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jibble** (free up to your needs) or **Clockify** (free, or ~$4/user/month) are the safest starting points"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|Connecteam", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free up to 10 users. Charges a flat $29/month location fee beyond that"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|Clockify", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Jibble** (free up to your needs) or **Clockify** (free, or ~$4/user/month) are the safest starting points"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|Homebase", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Homebase** is the best value since you pay per location, not per person"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|My Hours", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "My Hours", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$4/user/month (annual) or $5 monthly. A strong budget pick for a small billable team."}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|OnTheClock", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Called out as the **most budget-friendly option** in the time-and-attendance software market"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|When I Work", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "but note that's scheduling only—time tracking costs extra"}, {"id": "mai-20260917-1752-baseline|c151-s4|deepseek-small|QuickBooks Time", "prompt": "c151-s4", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "budget", "raw": "QuickBooks Time", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though its price has jumped and it can get pricey at ~$270/month for 25 people"}, {"id": "mai-20260917-1752-baseline|c151-s4|google-small|Jibble", "prompt": "c151-s4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have more than 10 employees and need a 100% free solution, **Jibble** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c151-s4|google-small|Connecteam", "prompt": "c151-s4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One for Mobile/Shift Teams (Up to 10 Users Free)"}, {"id": "mai-20260917-1752-baseline|c151-s4|google-small|Homebase", "prompt": "c151-s4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Flat-Rate Option for Single-Location Retail & Restaurants"}, {"id": "mai-20260917-1752-baseline|c151-s4|google-small|Clockify", "prompt": "c151-s4", "model": "google-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Desk-Bound/Remote Teams (Up to 5 Users Free)"}, {"id": "mai-20260917-1752-baseline|c151-s4|meta-small|TimeCamp", "prompt": "c151-s4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "TimeCamp - starting at $2.99 per user per month if you choose annual billing."}, {"id": "mai-20260917-1752-baseline|c151-s4|meta-small|Homebase", "prompt": "c151-s4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase - offers a free plan that supports time tracking and scheduling for unlimited employees."}, {"id": "mai-20260917-1752-baseline|c151-s4|meta-small|Clockify", "prompt": "c151-s4", "model": "meta-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Clockify - offers a free plan, with paid plans starting at $3.99/user/mo."}, {"id": "mai-20260917-1752-baseline|c151-s4|minimax-small|Homebase", "prompt": "c151-s4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** (if you need scheduling + time tracking with no budget)"}, {"id": "mai-20260917-1752-baseline|c151-s4|minimax-small|Connecteam", "prompt": "c151-s4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Free Workforce Tools) - **Pricing**: Free for up to 10 employees"}, {"id": "mai-20260917-1752-baseline|c151-s4|minimax-small|OnTheClock", "prompt": "c151-s4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Most Budget-Friendly) - **Pricing**: Very affordable compared to competitors"}, {"id": "mai-20260917-1752-baseline|c151-s4|minimax-small|TimeCamp", "prompt": "c151-s4", "model": "minimax-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TimeCamp** (if you can afford a small monthly cost and need more features like invoicing)"}, {"id": "mai-20260917-1752-baseline|c151-s4|mistral-small|TimeCamp", "prompt": "c151-s4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the lowest ongoing cost, TimeCamp or Deputy are excellent choices."}, {"id": "mai-20260917-1752-baseline|c151-s4|mistral-small|Deputy", "prompt": "c151-s4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the lowest ongoing cost, TimeCamp or Deputy are excellent choices."}, {"id": "mai-20260917-1752-baseline|c151-s4|mistral-small|Homebase", "prompt": "c151-s4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a free solution, Homebase is a great starting point."}, {"id": "mai-20260917-1752-baseline|c151-s4|mistral-small|Open Time Clock", "prompt": "c151-s4", "model": "mistral-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Open Time Clock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides flat pricing of $39 per company per month for unlimited users"}, {"id": "mai-20260917-1752-baseline|c151-s4|moonshot-small|Homebase", "prompt": "c151-s4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have 10 or fewer employees**: Start with **Homebase** for the best combination of scheduling + time tracking"}, {"id": "mai-20260917-1752-baseline|c151-s4|moonshot-small|Clockify", "prompt": "c151-s4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Clockify** if you just need pure time tracking without scheduling"}, {"id": "mai-20260917-1752-baseline|c151-s4|moonshot-small|TimeCamp", "prompt": "c151-s4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TimeCamp** - Most Affordable Paid Option"}, {"id": "mai-20260917-1752-baseline|c151-s4|moonshot-small|Connecteam", "prompt": "c151-s4", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** - Best for Small Teams"}, {"id": "mai-20260917-1752-baseline|c151-s4|openai-small|Homebase", "prompt": "c151-s4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Homebase** if you have up to about 10 employees, because it has a **free plan**"}, {"id": "mai-20260917-1752-baseline|c151-s4|openai-small|Clockify", "prompt": "c151-s4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clockify** is also a strong low-cost option with a free plan"}, {"id": "mai-20260917-1752-baseline|c151-s4|openai-small|OnTheClock", "prompt": "c151-s4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best simple paid option:** **OnTheClock** or **When I Work**"}, {"id": "mai-20260917-1752-baseline|c151-s4|openai-small|When I Work", "prompt": "c151-s4", "model": "openai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best simple paid option:** **OnTheClock** or **When I Work**"}, {"id": "mai-20260917-1752-baseline|c151-s4|xai-small|Jibble", "prompt": "c151-s4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jibble stands out as one of the best time and attendance systems.** It's completely free for unlimited users forever"}, {"id": "mai-20260917-1752-baseline|c151-s4|xai-small|Homebase", "prompt": "c151-s4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Other top affordable picks if Jibble doesn't fit:** - **Homebase**: Free for up to 10-20 employees"}, {"id": "mai-20260917-1752-baseline|c151-s4|xai-small|Connecteam", "prompt": "c151-s4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam**: Free for up to 10 users... Great for deskless/field teams."}, {"id": "mai-20260917-1752-baseline|c151-s4|xai-small|Clockify", "prompt": "c151-s4", "model": "xai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Clockify**: Free for unlimited users/projects... Best for project-based work"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|Clockify", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TimeClock Plus** or **Clockify** offer the best balance of cost and functionality"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|Homebase", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** being ideal if you have hourly workers needing scheduling features"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|Jibble", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jibble** - Unlimited Free Users"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|TimeCamp", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TimeCamp** ($3.99/user/month) or **HiveDesk** ($5/user/month)"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|TimeClock Plus (TCP)", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "TimeClock Plus (TCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**TimeClock Plus** or **Clockify** offer the best balance of cost and functionality"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|HiveDesk", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "HiveDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Why choose:** All-inclusive pricing, no hidden fees"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|Buddy Punch", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Buddy Punch** or **Connecteam** with GPS features"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|Connecteam", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Connecteam** - Best for Field Teams"}, {"id": "mai-20260917-1752-baseline|c151-s4|zai-small|QuickBooks Time", "prompt": "c151-s4", "model": "zai-small", "cat": "time-and-attendance", "variant": "budget", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Why choose:** Seamless integration if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline|c151-s5|alibaba-small|Connecteam", "prompt": "c151-s5", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Connecteam:** Excellent if you have many non-desk/floor employees; includes chat and forms features."}, {"id": "mai-20260917-1752-baseline|c151-s5|alibaba-small|Deputy", "prompt": "c151-s5", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy:** Strong scheduling capabilities and great integrations."}, {"id": "mai-20260917-1752-baseline|c151-s5|alibaba-small|TimeClock Plus", "prompt": "c151-s5", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "scale", "raw": "TimeClock Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TimeClock Plus:** Highly customizable and affordable for slightly larger staff sets."}, {"id": "mai-20260917-1752-baseline|c151-s5|alibaba-small|Gusto", "prompt": "c151-s5", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gusto / Rippling:** If you want everything in one place, checking if their built-in time tracking modules suffice"}, {"id": "mai-20260917-1752-baseline|c151-s5|alibaba-small|Rippling", "prompt": "c151-s5", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gusto / Rippling:** If you want everything in one place, checking if their built-in time tracking modules suffice"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|Connecteam", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "good starting points include: **Connecteam**, **Homebase**, **Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|Homebase", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "good starting points include: **Connecteam**, **Homebase**, **Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|Deputy", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "good starting points include: **Connecteam**, **Homebase**, **Deputy**"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|QuickBooks Time", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**QuickBooks Time** (great if you use QuickBooks)"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|Buddy Punch", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Buddy Punch**, **Jibble**, and **OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|Jibble", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Buddy Punch**, **Jibble**, and **OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s5|deepseek-small|OnTheClock", "prompt": "c151-s5", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "scale", "raw": "OnTheClock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Buddy Punch**, **Jibble**, and **OnTheClock** — many have free tiers"}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Workday", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not yet need a massive, complex enterprise system (like Workday or UKG Pro)"}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|UKG Pro", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not yet need a massive, complex enterprise system (like Workday or UKG Pro)"}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Gusto", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Gusto:** Excellent for simple payroll and basic hourly tracking for office and remote teams."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Rippling", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling:** Best if you also need to manage IT equipment ... alongside HR and time-tracking."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|BambooHR", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR:** Great if you want a dedicated HR portal ... with easy-to-use mobile time tracking."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Paylocity", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you use a modern HRIS/Payroll platform (like Gusto, Rippling, BambooHR, or Paylocity): These systems have built-in time-tracking modules."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Deputy", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Deputy:** Exceptional scheduling and demand-forecasting tools that integrate with almost every major payroll provider."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Homebase", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Homebase:** Very user-friendly. The free tier is generous, and paid tiers offer excellent team messaging, shift scheduling, and tablet-kiosk setups."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Connecteam", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "an all-in-one employee app specifically designed for deskless/field teams, featuring GPS tracking, forms, checklists"}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The gold standard if your accounting and payroll are heavily anchored in QuickBooks, with very strong GPS/job-costing features."}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Clockify", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Clockify** or **Jibble:** Extremely simple, highly rated, and very affordable"}, {"id": "mai-20260917-1752-baseline|c151-s5|google-small|Jibble", "prompt": "c151-s5", "model": "google-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Clockify** or **Jibble:** Extremely simple, highly rated, and very affordable"}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|Connecteam", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Connecteam: Starts at $29/month for 30 users (Basic plan)"}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|Deputy", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deputy: $5.50 per employee"}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|OnTheClock", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "OnTheClock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OnTheClock: $5 base fee + $4 per employee"}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|QuickBooks Workforce", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks Workforce: $50 base fee + $7 per employee"}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|TimeClock Plus", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "TimeClock Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some options, like TimeClock Plus, are designed for scaling businesses."}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|QuickBooks Time", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "QuickBooks Time is a good option if you're already using QuickBooks"}, {"id": "mai-20260917-1752-baseline|c151-s5|meta-small|Clockify", "prompt": "c151-s5", "model": "meta-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Clockify (free option)"}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|TSheets (QuickBooks Time)", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "TSheets (QuickBooks Time)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For simplicity: Try TSheets (QuickBooks Time), Homebase, or Deputy."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Homebase", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For simplicity: Try TSheets (QuickBooks Time), Homebase, or Deputy."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Deputy", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For simplicity: Try TSheets (QuickBooks Time), Homebase, or Deputy."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Rippling", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For integration: Rippling, BambooHR, or Workday."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|BambooHR", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For integration: Rippling, BambooHR, or Workday."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Workday", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For integration: Rippling, BambooHR, or Workday."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|WhenIWork", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "WhenIWork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For field teams: WhenIWork, Humanity, or Zoho People."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Humanity", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Humanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For field teams: WhenIWork, Humanity, or Zoho People."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Zoho People", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For field teams: WhenIWork, Humanity, or Zoho People."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|TimeCamp", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "TimeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For budget: TimeCamp, Clockify, or Paymo."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Clockify", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For budget: TimeCamp, Clockify, or Paymo."}, {"id": "mai-20260917-1752-baseline|c151-s5|mistral-small|Paymo", "prompt": "c151-s5", "model": "mistral-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For budget: TimeCamp, Clockify, or Paymo."}, {"id": "mai-20260917-1752-baseline|c151-s5|moonshot-small|Connecteam", "prompt": "c151-s5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some systems like Connecteam offer plans starting around $29-49/month for the first 30 users"}, {"id": "mai-20260917-1752-baseline|c151-s5|moonshot-small|Deputy", "prompt": "c151-s5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "systems like **Connecteam**, **Deputy**, and **StratusTime** are frequently recommended for small businesses in your size range"}, {"id": "mai-20260917-1752-baseline|c151-s5|moonshot-small|StratusTime", "prompt": "c151-s5", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "scale", "raw": "StratusTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "systems like **Connecteam**, **Deputy**, and **StratusTime** are frequently recommended for small businesses"}, {"id": "mai-20260917-1752-baseline|c151-s5|xai-small|Connecteam", "prompt": "c151-s5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Free tiers: Some like Connecteam start low for small teams... Connecteam (best free/small team tools)"}, {"id": "mai-20260917-1752-baseline|c151-s5|xai-small|Homebase", "prompt": "c151-s5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase (scheduling focus)"}, {"id": "mai-20260917-1752-baseline|c151-s5|xai-small|Deputy", "prompt": "c151-s5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deputy/OnTheClock (GPS-heavy)"}, {"id": "mai-20260917-1752-baseline|c151-s5|xai-small|OnTheClock", "prompt": "c151-s5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deputy/OnTheClock (GPS-heavy)"}, {"id": "mai-20260917-1752-baseline|c151-s5|xai-small|TimeTreX", "prompt": "c151-s5", "model": "xai-small", "cat": "time-and-attendance", "variant": "scale", "raw": "TimeTreX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TimeTreX (analytics)"}, {"id": "mai-20260917-1752-baseline|c151-s6|alibaba-small|Trello", "prompt": "c151-s6", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to avoid:** Using basic project management trackers (like Trello boards or free versions of generic apps) for official timekeeping."}, {"id": "mai-20260917-1752-baseline|c151-s6|alibaba-small|Workday", "prompt": "c151-s6", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to avoid:** Large-scale platforms designed for Fortune 500 companies (e.g., certain legacy modules of Workday, SAP, or Oracle) for a team of fewer than 50 people."}, {"id": "mai-20260917-1752-baseline|c151-s6|alibaba-small|SAP", "prompt": "c151-s6", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "certain legacy modules of Workday, SAP, or Oracle) for a team of fewer than 50 people"}, {"id": "mai-20260917-1752-baseline|c151-s6|alibaba-small|Oracle", "prompt": "c151-s6", "model": "alibaba-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "certain legacy modules of Workday, SAP, or Oracle) for a team of fewer than 50 people"}, {"id": "mai-20260917-1752-baseline|c151-s6|deepseek-small|Homebase", "prompt": "c151-s6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most commonly recommended solid options for small business include **Homebase, Deputy, Connecteam, and OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s6|deepseek-small|Deputy", "prompt": "c151-s6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The most commonly recommended solid options for small business include **Homebase, Deputy, Connecteam, and OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s6|deepseek-small|Connecteam", "prompt": "c151-s6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The most commonly recommended solid options for small business include **Homebase, Deputy, Connecteam, and OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s6|deepseek-small|OnTheClock", "prompt": "c151-s6", "model": "deepseek-small", "cat": "time-and-attendance", "variant": "negative", "raw": "OnTheClock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The most commonly recommended solid options for small business include **Homebase, Deputy, Connecteam, and OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s6|google-small|UKG Pro (formerly Kronos/Ultimate)", "prompt": "c151-s6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG Pro (formerly Kronos/Ultimate)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** These systems are built for companies with thousands of employees ... For a small business, they are massive overkill."}, {"id": "mai-20260917-1752-baseline|c151-s6|google-small|Workday", "prompt": "c151-s6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** These systems are built for companies with thousands of employees and dedicated, full-time HR departments."}, {"id": "mai-20260917-1752-baseline|c151-s6|google-small|SAP SuccessFactors", "prompt": "c151-s6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** ... For a small business, they are massive overkill."}, {"id": "mai-20260917-1752-baseline|c151-s6|google-small|ADP RUN’s Time & Attendance module", "prompt": "c151-s6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP RUN’s Time & Attendance module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to use caution:** ... legacy payroll giants are notorious for locking small businesses into rigid ecosystems."}, {"id": "mai-20260917-1752-baseline|c151-s6|google-small|Paychex Flex Time", "prompt": "c151-s6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Paychex Flex Time", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why to use caution:** ... legacy payroll giants are notorious for locking small businesses into rigid ecosystems."}, {"id": "mai-20260917-1752-baseline|c151-s6|google-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-s6", "model": "google-small", "cat": "time-and-attendance", "variant": "negative", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "small businesses began experiencing aggressive price hikes (featuring both a high monthly base fee and a per-user fee)"}, {"id": "mai-20260917-1752-baseline|c151-s6|meta-small|Deputy", "prompt": "c151-s6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deputy: A popular solution for smaller shift-based businesses, but may not be suitable for larger or more complex organizations."}, {"id": "mai-20260917-1752-baseline|c151-s6|meta-small|RotaCloud", "prompt": "c151-s6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "RotaCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "RotaCloud: A simple and affordable solution for independent UK venues, but may not be suitable for larger or more complex organizations."}, {"id": "mai-20260917-1752-baseline|c151-s6|meta-small|QuickBooks Time", "prompt": "c151-s6", "model": "meta-small", "cat": "time-and-attendance", "variant": "negative", "raw": "QuickBooks Time", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "QuickBooks Time: A native integration with QuickBooks payroll, but may not be suitable for businesses that do not use QuickBooks."}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|ADP Time and Attendance", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Time and Attendance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Too complex for small businesses; expensive; support issues"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|greytHR", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "greytHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Support responsiveness; technical problems affecting attendance capture"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|Keka", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Onboarding and support challenges"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|TCP TimeClock Plus", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TCP TimeClock Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Slow support responses; integration issues"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|Eddy", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Eddy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unresolved technical problems; payroll handoff difficulties"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|Workday", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Has caused payroll errors in multiple city implementations"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|Connecteam", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Popular smaller-business-friendly options that get better reviews include tools like **Connecteam**, **OnTheClock**"}, {"id": "mai-20260917-1752-baseline|c151-s6|minimax-small|OnTheClock", "prompt": "c151-s6", "model": "minimax-small", "cat": "time-and-attendance", "variant": "negative", "raw": "OnTheClock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "options that get better reviews include tools like **Connecteam**, **OnTheClock**, and others designed specifically for SMBs"}, {"id": "mai-20260917-1752-baseline|c151-s6|mistral-small|greytHR", "prompt": "c151-s6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "greytHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following ... greytHR - Users report slow customer support and unreliable core attendance capture"}, {"id": "mai-20260917-1752-baseline|c151-s6|mistral-small|Keka", "prompt": "c151-s6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Keka is criticized for poor customer support and technical stability"}, {"id": "mai-20260917-1752-baseline|c151-s6|mistral-small|TCP TimeClock Plus", "prompt": "c151-s6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TCP TimeClock Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "flagged for unreliable clock-ins, weak integrations, and poor mobile functionality"}, {"id": "mai-20260917-1752-baseline|c151-s6|mistral-small|Eddy", "prompt": "c151-s6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Eddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Users point to slow customer support and technical issues ... hard to adopt and trust"}, {"id": "mai-20260917-1752-baseline|c151-s6|mistral-small|Advanced Time and Attendance (by ADP or other providers)", "prompt": "c151-s6", "model": "mistral-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Advanced Time and Attendance (by ADP or other providers)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "others report that service quality has declined over time, with poor customer support and outdated documentation"}, {"id": "mai-20260917-1752-baseline|c151-s6|moonshot-small|ADP Time & Attendance", "prompt": "c151-s6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Time & Attendance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses frequently report frustration with ADP... Overkill for small teams... Trustpilot rating: Around 1.2–1.3/5"}, {"id": "mai-20260917-1752-baseline|c151-s6|moonshot-small|QuickBooks Time (formerly TSheets)", "prompt": "c151-s6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While widely used, there are growing concerns: Price hikes... Hidden usage fees... Technical issues"}, {"id": "mai-20260917-1752-baseline|c151-s6|moonshot-small|Paychex", "prompt": "c151-s6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "both are specifically recommended **against** for small business time tracking"}, {"id": "mai-20260917-1752-baseline|c151-s6|moonshot-small|Paycom", "prompt": "c151-s6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "both are specifically recommended **against** for small business time tracking"}, {"id": "mai-20260917-1752-baseline|c151-s6|moonshot-small|Harvest", "prompt": "c151-s6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Harvest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Harvest now charges usage fees for invoices, projects, clients, and tasks on top of per-user rates"}, {"id": "mai-20260917-1752-baseline|c151-s6|moonshot-small|TimeClick", "prompt": "c151-s6", "model": "moonshot-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TimeClick", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendors like TimeClick and others note that treating timekeeping as a \"hardware purchase\"... is one of the most expensive mistakes"}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|UKG (formerly Kronos)", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Expect $40+/user/month plus setup fees; not scalable down without waste."}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|ADP Workforce Now", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ADP has rigid templates causing payroll issues... **Why avoid**"}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|UKG Pro/Ready", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "UKG Pro/Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are designed for mid-to-large companies (50–1,000+ employees)... **Why avoid**"}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|Homebase", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Stick to SMB-friendly options like Homebase or Connecteam ($0–$6/user/month)."}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|Connecteam", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stick to SMB-friendly options like Homebase or Connecteam ($0–$6/user/month)."}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|TimeWorksPlus (WorkforceHub)", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TimeWorksPlus (WorkforceHub)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "App Store ratings as low as 1.9–2.4/5, with complaints of slow loading, glitches... Capterra users call it \"awful\""}, {"id": "mai-20260917-1752-baseline|c151-s6|xai-small|Jibble", "prompt": "c151-s6", "model": "xai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "mobile-first tools with free tiers (e.g., Homebase free for 1 location, Jibble/Connecteam at $0–$5/user)"}, {"id": "mai-20260917-1752-baseline|c151-s6|zai-small|Clockify", "prompt": "c151-s6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Clockify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Clockify** has been flagged in several reviews for having unstable mobile applications and synchronization problems."}, {"id": "mai-20260917-1752-baseline|c151-s6|zai-small|TCP TimeClock Plus", "prompt": "c151-s6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "TCP TimeClock Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reviewers have noted issues with **TCP TimeClock Plus**, **Eddy**, **greytHR**, and **Keka** regarding slow customer service and unresolved technical problems."}, {"id": "mai-20260917-1752-baseline|c151-s6|zai-small|Eddy", "prompt": "c151-s6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Eddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviewers have noted issues with **TCP TimeClock Plus**, **Eddy**, **greytHR**, and **Keka** regarding slow customer service"}, {"id": "mai-20260917-1752-baseline|c151-s6|zai-small|greytHR", "prompt": "c151-s6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "greytHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Reviewers have noted issues with ... **greytHR**, and **Keka** regarding slow customer service and unresolved technical problems."}, {"id": "mai-20260917-1752-baseline|c151-s6|zai-small|Keka", "prompt": "c151-s6", "model": "zai-small", "cat": "time-and-attendance", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reviewers have noted issues with ... **Keka** regarding slow customer service and unresolved technical problems."}, {"id": "mai-20260917-1752-baseline|c152-l1|alibaba-small|Workday People Planning & Workforce Scheduling", "prompt": "c152-l1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday People Planning & Workforce Scheduling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "their native scheduling solution is often the best choice due to seamless data synchronization"}, {"id": "mai-20260917-1752-baseline|c152-l1|alibaba-small|UKG (Ultimate Kronos Group)", "prompt": "c152-l1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UKG is the industry standard for massive scale operations"}, {"id": "mai-20260917-1752-baseline|c152-l1|alibaba-small|ADP Time and Labor Management", "prompt": "c152-l1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP Time and Labor Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP is a powerhouse for B2B companies where strict adherence to multi-state or international labor laws is critical."}, {"id": "mai-20260917-1752-baseline|c152-l1|alibaba-small|Deputy", "prompt": "c152-l1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deputy has scaled into the enterprise space for its superior UX"}, {"id": "mai-20260917-1752-baseline|c152-l1|anthropic-small|ADP Workforce Now", "prompt": "c152-l1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** is frequently highlighted as a leading enterprise option."}, {"id": "mai-20260917-1752-baseline|c152-l1|anthropic-small|Connecteam", "prompt": "c152-l1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other platforms worth considering for enterprises include Connecteam and Paycor"}, {"id": "mai-20260917-1752-baseline|c152-l1|anthropic-small|Paycor", "prompt": "c152-l1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other platforms worth considering for enterprises include Connecteam and Paycor"}, {"id": "mai-20260917-1752-baseline|c152-l1|challenger-small|Workday", "prompt": "c152-l1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Workday** if you want a unified enterprise platform"}, {"id": "mai-20260917-1752-baseline|c152-l1|challenger-small|Shiftboard", "prompt": "c152-l1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shiftboard** is a strong enterprise-grade alternative and is explicitly recommended for **500+ staff**"}, {"id": "mai-20260917-1752-baseline|c152-l1|challenger-small|Deputy", "prompt": "c152-l1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad employee scheduling with strong usability | **Deputy** | Frequently highlighted as an editor's choice"}, {"id": "mai-20260917-1752-baseline|c152-l1|deepseek-small|UKG Pro Workforce Management", "prompt": "c152-l1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro Workforce Management** is the safest \"best overall\" choice for deep scheduling + compliance"}, {"id": "mai-20260917-1752-baseline|c152-l1|deepseek-small|Workday Workforce Management", "prompt": "c152-l1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already run on Workday / need HR+finance integration"}, {"id": "mai-20260917-1752-baseline|c152-l1|deepseek-small|Quinyx", "prompt": "c152-l1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a multi-site operation with frontline staff, **Quinyx** delivers the best balance"}, {"id": "mai-20260917-1752-baseline|c152-l1|deepseek-small|ADP WorkForce Suite", "prompt": "c152-l1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want scheduling tied to payroll"}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|Assembled", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Assembled", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Assembled is widely considered the gold standard for modern tech and B2B SaaS companies"}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|Zendesk WFM", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Zendesk WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk's native WFM is a highly powerful and integrated choice"}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|UKG Pro", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose **Assembled** (for modern/tech teams) or **UKG Pro** (for massive corporate global scale)"}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|Dayforce", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dayforce** (formerly Ceridian) are heavyweight human capital management (HCM) suites"}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|Chili Piper", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Chili Piper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Chili Piper is the industry giant for B2B enterprise inbound lead scheduling."}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|Cal.com Enterprise", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Cal.com Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "premier open-source, highly secure alternative to Calendly"}, {"id": "mai-20260917-1752-baseline|c152-l1|google-small|Calendly Enterprise", "prompt": "c152-l1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Calendly Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Calendly remains the market standard for general across-the-board business scheduling."}, {"id": "mai-20260917-1752-baseline|c152-l1|meta-small|Deputy", "prompt": "c152-l1", "model": "meta-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated employee scheduling software include Deputy, which is suitable for shift-heavy industries like hospitality, retail, and healthcare."}, {"id": "mai-20260917-1752-baseline|c152-l1|minimax-small|Workday", "prompt": "c152-l1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday** or **ADP WorkForce Suite** if you're looking for comprehensive workforce management"}, {"id": "mai-20260917-1752-baseline|c152-l1|minimax-small|ADP WorkForce Suite", "prompt": "c152-l1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Workday** or **ADP WorkForce Suite**"}, {"id": "mai-20260917-1752-baseline|c152-l1|minimax-small|Microsoft Teams Shift", "prompt": "c152-l1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Microsoft Teams Shift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Teams Shift** is excellent if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c152-l1|minimax-small|Humanity", "prompt": "c152-l1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Humanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Humanity** offers robust enterprise-focused scheduling capabilities"}, {"id": "mai-20260917-1752-baseline|c152-l1|minimax-small|Lark", "prompt": "c152-l1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Lark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: End-to-end team scheduling (SMB to enterprise)"}, {"id": "mai-20260917-1752-baseline|c152-l1|mistral-small|UKG Pro WFM", "prompt": "c152-l1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Pro WFM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro WFM** and **Quinyx** are the top choices due to their scalability, advanced features, and strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c152-l1|mistral-small|Quinyx", "prompt": "c152-l1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Quinyx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UKG Pro WFM** and **Quinyx** are the top choices"}, {"id": "mai-20260917-1752-baseline|c152-l1|mistral-small|Workday Adaptive Planning", "prompt": "c152-l1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large enterprises that want a unified HR platform with scheduling, AI forecasting, and financial planning"}, {"id": "mai-20260917-1752-baseline|c152-l1|mistral-small|Dayforce", "prompt": "c152-l1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for scheduling within a comprehensive HCM suite"}, {"id": "mai-20260917-1752-baseline|c152-l1|mistral-small|Shiftboard", "prompt": "c152-l1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for complex coverage and compliance, especially for large-scale enterprises with 500+ staff"}, {"id": "mai-20260917-1752-baseline|c152-l1|moonshot-small|Shiftboard", "prompt": "c152-l1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Shiftboard** or **Deputy** demos. Shiftboard wins on raw enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c152-l1|moonshot-small|Deputy", "prompt": "c152-l1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Shiftboard** or **Deputy** demos... Deputy wins on modern UX and forecasting capabilities"}, {"id": "mai-20260917-1752-baseline|c152-l1|moonshot-small|ADP Time and Labor Management", "prompt": "c152-l1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP Time and Labor Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Time and Labor Management — Best for Integrated HR/Payroll**"}, {"id": "mai-20260917-1752-baseline|c152-l1|openai-small|UKG Pro Workforce Management", "prompt": "c152-l1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **UKG** often the strongest pick if scheduling complexity, compliance, and enterprise workforce operations are the top priority"}, {"id": "mai-20260917-1752-baseline|c152-l1|openai-small|Dayforce Workforce Management", "prompt": "c152-l1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Dayforce Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Why Dayforce is also a top enterprise contender**"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|UKG Pro Workforce Management", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro Workforce Management** | Frontline & global enterprises with complex compliance | AI scheduling... Leader in 2026 Gartner WFM MQ"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|Workday Workforce Management", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies already on Workday HCM | Unified HR/finance/scheduling, AI demand forecasting"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|ADP Workforce Suite", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP Workforce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payroll-heavy ops with scheduling needs | Time/labor/scheduling tied to payroll"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|Dayforce (Ceridian)", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one HCM with WFM | AI planning/scheduling, fatigue management"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|Oracle HCM Cloud (Workforce Management)", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Oracle HCM Cloud (Workforce Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large global B2B with ERP integration | Compliance in 100+ countries, robust forecasting"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|Deputy", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less shift-focused than retail tools (e.g., Deputy, Shiftboard); more HCM-integrated for professional services"}, {"id": "mai-20260917-1752-baseline|c152-l1|xai-small|Shiftboard", "prompt": "c152-l1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Shiftboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less shift-focused than retail tools (e.g., Deputy, Shiftboard)"}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Workday Workforce Management", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Workday Workforce Management - **Best for:** Enterprises already using Workday HCM who need a unified HR, finance, and planning platform with integrated scheduling."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Blue Yonder Workforce Management", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Blue Yonder Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strengths:** Strong for complex operations with strict compliance and audit requirements."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|UKG Workforce Management", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises requiring integrated HCM functionality with workforce management."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|ADP WorkForce Suite", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Global organizations needing deep configurability, multi-country compliance, and scalability."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Dayforce (formerly Ceridian)", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strengths:** Unified platform with strong payroll and reporting capabilities."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Rippling", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises wanting a single platform that tightly integrates HR, payroll, and scheduling."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Connecteam", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Deskless and field-based teams (retail, hospitality, logistics, field service)."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Nowsta", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Nowsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Hourly, shift-based, and contingent workforces."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Deputy", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Strengths:** Lightweight but powerful for mid-to-large organizations with multiple locations."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Amelia", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Amelia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Appointment and event scheduling (healthcare, wellness, consulting, real estate, automotive)."}, {"id": "mai-20260917-1752-baseline|c152-l1|zai-small|Cal.com (Enterprise Scheduling)", "prompt": "c152-l1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Cal.com (Enterprise Scheduling)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for:** Organizational-level meeting booking and calendar coordination."}, {"id": "mai-20260917-1752-baseline|c152-l2|alibaba-small|UKG Ready", "prompt": "c152-l2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a \"large B2B company,\" **UKG Ready** is generally the safest bet for robust scheduling capabilities alone."}, {"id": "mai-20260917-1752-baseline|c152-l2|alibaba-small|Rippling", "prompt": "c152-l2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is currently gaining significant market share among large enterprises for its ability to replace disparate tools."}, {"id": "mai-20260917-1752-baseline|c152-l2|alibaba-small|Dayforce (by Ceridian)", "prompt": "c152-l2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Dayforce (by Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If payroll accuracy and real-time earnings are your biggest pain points, Dayforce is widely considered the leader."}, {"id": "mai-20260917-1752-baseline|c152-l2|anthropic-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c152-l2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro (Ultimate Kronos Group) is built on the legacy of Kronos and delivers some of the deepest scheduling and workforce management capabilities in the market."}, {"id": "mai-20260917-1752-baseline|c152-l2|anthropic-small|ADP Workforce Now", "prompt": "c152-l2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP Workforce Now provides enterprise-grade scheduling as part of its comprehensive HCM suite and serves mid-sized to large businesses across all industries"}, {"id": "mai-20260917-1752-baseline|c152-l2|anthropic-small|Deputy", "prompt": "c152-l2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternatives ... Deputy works for organizations ranging from small single-location teams up to multi-site operations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c152-l2|anthropic-small|Nowsta", "prompt": "c152-l2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Nowsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For hourly, shift-based, and contingent workforces, Nowsta leads with AI-powered scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l2|challenger-small|Workday", "prompt": "c152-l2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday** if you want the strongest enterprise workforce platform overall"}, {"id": "mai-20260917-1752-baseline|c152-l2|challenger-small|Shiftboard", "prompt": "c152-l2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Shiftboard** if your scheduling problem is especially complex and compliance-heavy"}, {"id": "mai-20260917-1752-baseline|c152-l2|challenger-small|SAP SuccessFactors", "prompt": "c152-l2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors** is also a strong enterprise option"}, {"id": "mai-20260917-1752-baseline|c152-l2|deepseek-small|Workday Workforce Management", "prompt": "c152-l2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workday Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company runs on Workday already, go with **Workday Workforce Management** for seamless integration."}, {"id": "mai-20260917-1752-baseline|c152-l2|deepseek-small|Blue Yonder Workforce Management", "prompt": "c152-l2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Blue Yonder Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Otherwise, **Blue Yonder** is the strongest dedicated enterprise scheduling platform for large, multi-location workforces."}, {"id": "mai-20260917-1752-baseline|c152-l2|deepseek-small|Quinyx", "prompt": "c152-l2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Quinyx** is an excellent modern alternative"}, {"id": "mai-20260917-1752-baseline|c152-l2|deepseek-small|Shiftboard", "prompt": "c152-l2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Shiftboard** — *Best for mission-critical 24/7 operations*"}, {"id": "mai-20260917-1752-baseline|c152-l2|google-small|UKG Pro Workforce Management", "prompt": "c152-l2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG (formerly Kronos) is the undisputed heavyweight in enterprise workforce management (WFM)"}, {"id": "mai-20260917-1752-baseline|c152-l2|google-small|Shiftboard", "prompt": "c152-l2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shiftboard (specifically its *SchedulePro* module) integrates directly with UKG Pro. It is purpose-built for highly regulated, mission-critical operations."}, {"id": "mai-20260917-1752-baseline|c152-l2|google-small|Dayforce", "prompt": "c152-l2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Multi-state or global B2B companies looking to consolidate HR, payroll, and scheduling into a single pane of glass."}, {"id": "mai-20260917-1752-baseline|c152-l2|google-small|Workday Scheduling", "prompt": "c152-l2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workday Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B enterprise already uses Workday as its core HRIS ... adopting Workday Scheduling is a natural choice."}, {"id": "mai-20260917-1752-baseline|c152-l2|google-small|Skedulo", "prompt": "c152-l2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **Skedulo** for field dispatch"}, {"id": "mai-20260917-1752-baseline|c152-l2|google-small|Deputy (Enterprise Edition)", "prompt": "c152-l2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy (Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Companies seeking rapid deployment, high employee adoption, and easy shift-trading capabilities."}, {"id": "mai-20260917-1752-baseline|c152-l2|meta-small|Shiftboard", "prompt": "c152-l2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shiftboard - A comprehensive shift scheduling software that is designed for large enterprises and has a score of 9.0/10."}, {"id": "mai-20260917-1752-baseline|c152-l2|meta-small|Indeavor", "prompt": "c152-l2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Indeavor - A shift scheduling software that is designed for various industries and has a range of features"}, {"id": "mai-20260917-1752-baseline|c152-l2|minimax-small|UKG (Ultimate Kronos Group)", "prompt": "c152-l2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **UKG (Ultimate Kronos Group)** as the top shift scheduling tool."}, {"id": "mai-20260917-1752-baseline|c152-l2|minimax-small|ADP Workforce Now", "prompt": "c152-l2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already using ADP for payroll/HR, as it offers native integration"}, {"id": "mai-20260917-1752-baseline|c152-l2|minimax-small|Dayforce", "prompt": "c152-l2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade solution with strong compliance features"}, {"id": "mai-20260917-1752-baseline|c152-l2|minimax-small|Rippling", "prompt": "c152-l2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies wanting deep integration between scheduling, payroll, and HR"}, {"id": "mai-20260917-1752-baseline|c152-l2|mistral-small|Quinyx", "prompt": "c152-l2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Quinyx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quinyx** is the best overall choice due to its scalability, AI-driven features, and strong user ratings."}, {"id": "mai-20260917-1752-baseline|c152-l2|mistral-small|Shiftboard (ScheduleFlex)", "prompt": "c152-l2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard (ScheduleFlex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shiftboard** is a strong alternative if your focus is on real-time communication and flexibility"}, {"id": "mai-20260917-1752-baseline|c152-l2|mistral-small|Indeavor", "prompt": "c152-l2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Indeavor** is ideal for highly regulated or complex environments."}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|UKG Pro", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **UKG Pro** (formerly Kronos + Ultimate Software)"}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|Ceridian Dayforce", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd specifically recommend **UKG Pro** or **Ceridian Dayforce** as they offer the enterprise-grade features"}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|Workday HCM", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternatives to Consider... **Workday HCM** | AI-driven optimization"}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|SAP SuccessFactors", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP SuccessFactors** | SAP ecosystem users"}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|Blue Yonder", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Blue Yonder** | Complex operational environments | Best-in-class handling of **union rules, rotating shifts, and overtime compliance**"}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|Deputy", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "scales well but may lack deep enterprise compliance features"}, {"id": "mai-20260917-1752-baseline|c152-l2|moonshot-small|When I Work", "prompt": "c152-l2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more suited to smaller large companies (hundreds to low thousands)"}, {"id": "mai-20260917-1752-baseline|c152-l2|openai-small|Workday Workforce Management", "prompt": "c152-l2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workday Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Workday Workforce Management** or **ADP's enterprise workforce management / WorkForce Suite** as the strongest shortlist."}, {"id": "mai-20260917-1752-baseline|c152-l2|openai-small|ADP's enterprise workforce management / WorkForce Suite", "prompt": "c152-l2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ADP's enterprise workforce management / WorkForce Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best if you're ADP-centered or have especially complex workforce/compliance needs:** **ADP**"}, {"id": "mai-20260917-1752-baseline|c152-l2|openai-small|Deputy", "prompt": "c152-l2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I would not pick lighter tools like Deputy or When I Work as the primary platform for a very large enterprise"}, {"id": "mai-20260917-1752-baseline|c152-l2|openai-small|When I Work", "prompt": "c152-l2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would not pick lighter tools like Deputy or When I Work as the primary platform for a very large enterprise"}, {"id": "mai-20260917-1752-baseline|c152-l2|openai-small|UKG", "prompt": "c152-l2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "3-vendor comparison table** for **Workday vs ADP vs UKG**"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|UKG Pro Workforce Management", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **UKG Pro Workforce Management** (formerly Kronos) as the top shift scheduling tool"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Workday Workforce Management", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: 1. **Workday Workforce Management** (if you're already on Workday HCM)"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Shiftboard", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly configurable for mission-critical shifts... pairs well with UKG for full WFM."}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Oracle HCM Cloud", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle HCM Cloud** or **Ceridian Dayforce** (for global/complex payroll ties)"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Ceridian Dayforce", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dayforce for real-time pay in regulated industries"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Rippling", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "or Rippling (scales but shines under 5K employees)"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Deputy", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid lighter tools like Deputy/Homebase (better for SMBs)"}, {"id": "mai-20260917-1752-baseline|c152-l2|xai-small|Homebase", "prompt": "c152-l2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid lighter tools like Deputy/Homebase (better for SMBs)"}, {"id": "mai-20260917-1752-baseline|c152-l2|zai-small|Blue Yonder (formerly JDA)", "prompt": "c152-l2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Blue Yonder (formerly JDA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation: Blue Yonder (formerly JDA)"}, {"id": "mai-20260917-1752-baseline|c152-l2|zai-small|Nowsta", "prompt": "c152-l2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Nowsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Mobile & Contingent Choice: Nowsta"}, {"id": "mai-20260917-1752-baseline|c152-l2|zai-small|Shiftboard", "prompt": "c152-l2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Compliance & Rules Choice: Shiftboard"}, {"id": "mai-20260917-1752-baseline|c152-l2|zai-small|UKG Pro (Ultimate Kronos Group) / Dayforce", "prompt": "c152-l2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "UKG Pro (Ultimate Kronos Group) / Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to stick with your existing HR/Payroll provider: Choose UKG (Dayforce)"}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|BMC Control-M", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Organizations with strong mainframe heritage... **If you are Mainframe-heavy:** Look at **BMC Control-M**."}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|Tidal Workload Automation", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Tidal Workload Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**If you rely on Data Availability triggers:** **Tidal** is likely your strongest option."}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|Redwood RunMyJobs", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Redwood RunMyJobs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The acquisition by Redwood has caused some market uncertainty regarding long-term roadmap compared to competitors."}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|SMA OpCon", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SMA OpCon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**If you need Business users to visualize schedules:** **SMA OpCon** or **ActiveBatch** are the best fit."}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|Broadcom AutoSys", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Broadcom AutoSys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**If your team loves coding and hates UIs:** Stick with **AutoSys**"}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|ActiveBatch", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ActiveBatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SMA OpCon** or **ActiveBatch** are the best fit."}, {"id": "mai-20260917-1752-baseline|c152-l3|alibaba-small|JAMS Scheduler", "prompt": "c152-l3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "JAMS Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "move to **JAMS** (if Windows-heavy)"}, {"id": "mai-20260917-1752-baseline|c152-l3|anthropic-small|Dayforce (Ceridian)", "prompt": "c152-l3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dayforce excels at complex scheduling and compliance tracking, which is crucial for healthcare with shift rules and credential management."}, {"id": "mai-20260917-1752-baseline|c152-l3|anthropic-small|ADP Workforce Now", "prompt": "c152-l3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP is the safer bet for companies that want proven tax compliance, a huge integration marketplace"}, {"id": "mai-20260917-1752-baseline|c152-l3|anthropic-small|Paychex", "prompt": "c152-l3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paychex is recommended for mid-size businesses in the healthcare, non profit, and construction industries"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Calendly", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best overall for enterprise meeting scheduling: Calendly"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Cal.com", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More customizable and API-first"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Microsoft Bookings", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for Microsoft 365 organizations"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Salesforce Scheduler", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Salesforce Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when scheduling must be tightly connected to CRM data"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|HubSpot Meetings", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "HubSpot Meetings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for CRM-native booking and logging inside HubSpot"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Chili Piper", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strongest for instant booking, lead routing"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|LeadAngel", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "LeadAngel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise lead routing and ownership management"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Acuity Scheduling", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for service appointments and payments"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Shiftboard", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Best for enterprise shift scheduling: Shiftboard"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Deputy", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong for employee scheduling in operational teams, especially workforce execution"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|UKG Pro", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Better when scheduling is part of a broader HR/compliance suite"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Rippling", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best when scheduling needs to integrate deeply with HR and payroll"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|JAMS Scheduler", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "JAMS Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Designed for centralized, cross-platform job orchestration"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|IBM Z Workload Scheduler", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "IBM Z Workload Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for workload scheduling on IBM Z and connected platforms"}, {"id": "mai-20260917-1752-baseline|c152-l3|challenger-small|Workload Automation by Automic", "prompt": "c152-l3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Workload Automation by Automic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Strong for orchestrating jobs across on-prem and cloud environments"}, {"id": "mai-20260917-1752-baseline|c152-l3|deepseek-small|Deputy", "prompt": "c152-l3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** — Best for shift-heavy industries (hospitality, retail). Starts ~$5/user/mo."}, {"id": "mai-20260917-1752-baseline|c152-l3|deepseek-small|Connecteam", "prompt": "c152-l3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mobile-first, best for deskless/field teams. Combines scheduling with comms, tasks, training"}, {"id": "mai-20260917-1752-baseline|c152-l3|deepseek-small|Shiftboard", "prompt": "c152-l3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shiftboard excels at complex, multi-location, audit-heavy shift operations"}, {"id": "mai-20260917-1752-baseline|c152-l3|deepseek-small|Rippling", "prompt": "c152-l3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling wins for unified HR/payroll integration"}, {"id": "mai-20260917-1752-baseline|c152-l3|deepseek-small|HROne", "prompt": "c152-l3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Attendance-driven scheduling with statutory compliance (strong in India)"}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Calendly (Enterprise)", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly is the most ubiquitous and user-friendly platform in this space."}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Chili Piper", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: High-velocity B2B enterprise sales and revenue operations (RevOps)."}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Timify Enterprise", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Timify Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically to handle complex resource dependencies beyond standard calendar availability."}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Microsoft Bookings", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "They lack advanced enterprise-grade automation"}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Google Calendar Appointments", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar Appointments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "native tools built into Microsoft 365 and Google Workspace respectively"}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|BMC Control-M", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Control-M is the industry heavyweight. It is built for massive scale and extreme reliability"}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Redwood RunMyJobs", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Redwood RunMyJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the premier choice for organizations running complex SAP S/4HANA environments"}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|ActiveBatch (by Redwood)", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ActiveBatch (by Redwood)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: IT departments seeking a low-code/no-code approach to cross-platform IT automation."}, {"id": "mai-20260917-1752-baseline|c152-l3|google-small|Stonebranch (Universal Automation Center)", "prompt": "c152-l3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Stonebranch (Universal Automation Center)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "highly modern, agentless automation platform that bridges legacy cron systems with modern Kubernetes"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Cal.com", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Cal.com, Chili Piper, Calendly, Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Chili Piper", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Cal.com, Chili Piper, Calendly"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Calendly", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cal.com, Chili Piper, Calendly, Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Microsoft Bookings", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Calendly, Microsoft Bookings, LeadAngel"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|LeadAngel", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "LeadAngel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Bookings, LeadAngel, Acuity Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Acuity Scheduling", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LeadAngel, Acuity Scheduling, Salesforce Scheduler"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Salesforce Scheduler", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Salesforce Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Acuity Scheduling, Salesforce Scheduler, Clockwise"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Clockwise", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Salesforce Scheduler, Clockwise, RevenueHero"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|RevenueHero", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "RevenueHero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Clockwise, RevenueHero, Doodle"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Doodle", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "RevenueHero, Doodle, Shiftboard"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Shiftboard", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shiftboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Doodle, Shiftboard, Resource Guru"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|Resource Guru", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Resource Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Shiftboard, Resource Guru, and SchedPro"}, {"id": "mai-20260917-1752-baseline|c152-l3|meta-small|SchedPro", "prompt": "c152-l3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SchedPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Resource Guru, and SchedPro"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|UKG (formerly Kronos)", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG/Kronos leads in overall enterprise deployment"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Oracle Workforce Scheduling", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Oracle Workforce Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle and SAP excel for companies deep in their respective ecosystems"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|SAP SuccessFactors", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies already using SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Dayforce (Ceridian)", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-driven labor forecasting"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|ADP Workforce Now", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified HR, payroll, and scheduling; strong compliance tools"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Workday", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified workforce management with strong analytics"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Deputy", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Smaller tools (Deputy, Homebase): Weeks"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Homebase", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Smaller tools (Deputy, Homebase): Weeks"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Infor Workforce Management", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong in specific industries"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|WorkForce Software", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specializes in complex scheduling rules"}, {"id": "mai-20260917-1752-baseline|c152-l3|minimax-small|Microsoft Teams Shift", "prompt": "c152-l3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Teams Shift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Good for organizations in Microsoft 365 ecosystem"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|RunMyJobs by Redwood", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "RunMyJobs by Redwood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for automating processes across on-premise, cloud, and hybrid environments."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|ActiveBatch IT Automation", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ActiveBatch IT Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Feature-rich and user-friendly, ideal for large businesses"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Stonebranch", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Stonebranch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for medium-to-large businesses, with a focus on real-time scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|BMC Control-M", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "BMC Control-M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A long-standing leader in enterprise job scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|SMA OpCon", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SMA OpCon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for its scalability and advanced workflow orchestration."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|IBM Workload Automation", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "IBM Workload Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrates well with IBM's ecosystem and supports complex enterprise workflows."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Fortra's JAMS", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Fortra's JAMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in Windows environments and offers deep integration with Microsoft technologies."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Resource Guru", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Resource Guru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Best for managing enterprise resources (people, rooms, equipment) with controlled provisioning, RBAC, and audit trails. Ideal for multi-location labor operations."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Shiftboard", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Designed for enterprise staffing teams needing governed shift updates across complex, multi-location operations."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Clockwise", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Top pick for internal team scheduling, focusing on productivity and operations"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Cal.com", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best overall for enterprise appointment scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Chili Piper", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Specializes in lead-to-scheduler routing for sales and customer success teams"}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Acuity Scheduling", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Strong for client appointment management with reminders, payments, and self-service booking."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|SimplyBook.me", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SimplyBook.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Supports multi-location scheduling and booking across multiple channels."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Reclaim.ai", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Best for teams focused on request-based scheduling that preserves approvals and deep work accuracy."}, {"id": "mai-20260917-1752-baseline|c152-l3|mistral-small|Schedly", "prompt": "c152-l3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Schedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Offers AI-driven scheduling optimization, customizable workflows, real-time notifications"}, {"id": "mai-20260917-1752-baseline|c152-l3|moonshot-small|Oracle Primavera P6", "prompt": "c152-l3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Oracle Primavera P6", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most powerful CPM for megaprojects; industry compliance standard"}, {"id": "mai-20260917-1752-baseline|c152-l3|moonshot-small|Microsoft Project", "prompt": "c152-l3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Project", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Microsoft Project** if you're a Microsoft shop needing solid project management"}, {"id": "mai-20260917-1752-baseline|c152-l3|moonshot-small|Smartsheet", "prompt": "c152-l3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Small to mid-size teams wanting flexible, collaborative planning"}, {"id": "mai-20260917-1752-baseline|c152-l3|moonshot-small|Calendly", "prompt": "c152-l3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for:** Company-wide scheduling across all teams and use cases"}, {"id": "mai-20260917-1752-baseline|c152-l3|moonshot-small|Chili Piper", "prompt": "c152-l3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Chili Piper** if your primary need is sales lead conversion and routing"}, {"id": "mai-20260917-1752-baseline|c152-l3|moonshot-small|Microsoft Bookings", "prompt": "c152-l3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limitations:** Less advanced features compared to dedicated scheduling platforms"}, {"id": "mai-20260917-1752-baseline|c152-l3|openai-small|Calendly", "prompt": "c152-l3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly is strongest when you need **fast, link-based scheduling** with team workflows"}, {"id": "mai-20260917-1752-baseline|c152-l3|openai-small|Doodle", "prompt": "c152-l3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **group coordination, internal scheduling, and meeting polls**"}, {"id": "mai-20260917-1752-baseline|c152-l3|openai-small|Acuity Scheduling", "prompt": "c152-l3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **appointment-based businesses**"}, {"id": "mai-20260917-1752-baseline|c152-l3|openai-small|Microsoft Outlook / Microsoft 365", "prompt": "c152-l3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Outlook / Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best as the **enterprise calendar backbone** in Microsoft shops"}, {"id": "mai-20260917-1752-baseline|c152-l3|openai-small|Google Calendar / Google Workspace", "prompt": "c152-l3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar / Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best as the **enterprise calendar backbone** in Google shops"}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|UKG Pro", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Based On: Workforce for ops-heavy (UKG)... UKG/Workday top G2 for WFM"}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Workday", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broader enterprise HCM integration; less specialized in shop-floor rules than UKG."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|ADP Workforce Now", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stronger payroll/compliance bundle; simpler than UKG for non-complex ops."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Shiftboard", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-location shifts, audit trails, controlled updates."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Resource Guru", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Resource Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable, reporting-heavy; easier for service teams"}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Float", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "projects for agencies (Float)"}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Calendly Enterprise", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Easy UX, 100+ integrations, workflows, SCIM/SSO."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Clockwise", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-first for productivity; less routing depth than sales tools."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Chili Piper", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sales/revenue-team optimized (e.g., round-robin); overkill for non-sales."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Acuity Scheduling", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Service-business oriented (e.g., multi-location); value pick vs. AI-heavy."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|ActiveBatch", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ActiveBatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Easiest UI for mixed tech stacks; broad adapters."}, {"id": "mai-20260917-1752-baseline|c152-l3|xai-small|Redwood RunMyJobs", "prompt": "c152-l3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Redwood RunMyJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SAP/Oracle deep integration, SaaS/on-prem."}, {"id": "mai-20260917-1752-baseline|c152-l3|zai-small|Calendly", "prompt": "c152-l3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Calendly** if you need to book external meetings with clients or leads."}, {"id": "mai-20260917-1752-baseline|c152-l3|zai-small|Monday.com", "prompt": "c152-l3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Monday.com** if you need to manage project deadlines and dependencies."}, {"id": "mai-20260917-1752-baseline|c152-l3|zai-small|Shiftboard", "prompt": "c152-l3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Shiftboard** if you manage hourly staff and must adhere to strict labor laws."}, {"id": "mai-20260917-1752-baseline|c152-l3|zai-small|Acuity Scheduling", "prompt": "c152-l3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Acuity** if you run a service business that requires payments and specific service packages."}, {"id": "mai-20260917-1752-baseline|c152-l3|zai-small|Resource Guru", "prompt": "c152-l3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Resource Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Resource Guru focuses on the \"Resource\" aspect of scheduling."}, {"id": "mai-20260917-1752-baseline|c152-l4|alibaba-small|Workday HCM", "prompt": "c152-l4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Contact sales immediately for **Workday** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-l4|alibaba-small|UKG (Ultimate Kronos)", "prompt": "c152-l4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG (Ultimate Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built specifically for complex shift workforces"}, {"id": "mai-20260917-1752-baseline|c152-l4|alibaba-small|User Solutions (RMDB)", "prompt": "c152-l4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "User Solutions (RMDB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they offer a **one-time license fee** model"}, {"id": "mai-20260917-1752-baseline|c152-l4|alibaba-small|Deputy", "prompt": "c152-l4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Contact sales immediately for **Workday** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-l4|alibaba-small|7shifts", "prompt": "c152-l4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Moderate.** Good for food service, requires contract for \"thousands\" of users."}, {"id": "mai-20260917-1752-baseline|c152-l4|anthropic-small|Quinyx", "prompt": "c152-l4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Quinyx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Quinyx is a purpose-built workforce management platform designed for large frontline operations"}, {"id": "mai-20260917-1752-baseline|c152-l4|anthropic-small|Shiftboard", "prompt": "c152-l4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shiftboard or UKG are recommended for enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline|c152-l4|anthropic-small|UKG", "prompt": "c152-l4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shiftboard or UKG are recommended for enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline|c152-l4|anthropic-small|Workday", "prompt": "c152-l4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday is an enterprise-level software solution designed for human capital management"}, {"id": "mai-20260917-1752-baseline|c152-l4|anthropic-small|Paylocity", "prompt": "c152-l4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paylocity features workflow automation tools with custom approval chains, automated shift change notifications"}, {"id": "mai-20260917-1752-baseline|c152-l4|challenger-small|Shiftboard", "prompt": "c152-l4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best overall for huge enterprise scheduling:** **Shiftboard**"}, {"id": "mai-20260917-1752-baseline|c152-l4|challenger-small|Connecteam", "prompt": "c152-l4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for predictable total cost at scale:** **Connecteam** with **per-location pricing**"}, {"id": "mai-20260917-1752-baseline|c152-l4|challenger-small|Rippling", "prompt": "c152-l4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need deep HR/payroll integration:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|When I Work", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large companies where predictable total cost is the #1 priority: When I Work."}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|Deputy", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** with a heavily negotiated bundle is your best compromise."}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|Sling", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Geared toward SMBs. At enterprise scale, you may lack robust compliance, advanced forecasting, or deep integrations."}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|EpicShifts", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "EpicShifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "EpicShifts ($39/mo, but too small for thousands of users)"}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|UKG", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** UKG, SAP, and Oracle unless you have an unlimited budget"}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|Workforce.com", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workforce.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best for enterprise features, but **not** predictable without negotiation"}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|SAP", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid** UKG, SAP, and Oracle"}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|Dayforce", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Custom quote (enterprise) | Low – varies wildly | UKG, Workforce.com, SAP, Dayforce"}, {"id": "mai-20260917-1752-baseline|c152-l4|deepseek-small|Oracle", "prompt": "c152-l4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** UKG, SAP, and Oracle unless you have an unlimited budget"}, {"id": "mai-20260917-1752-baseline|c152-l4|google-small|7shifts", "prompt": "c152-l4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Go with **7shifts** (hospitality) or **Homebase** (retail). The flat per-location cost structure is the ultimate shield"}, {"id": "mai-20260917-1752-baseline|c152-l4|google-small|Homebase", "prompt": "c152-l4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase charges flat rates **per location**... keeps costs entirely predictable"}, {"id": "mai-20260917-1752-baseline|c152-l4|google-small|Teamsly", "prompt": "c152-l4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Teamsly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teamsly uses a flat-rate per-location structure ($24–$49/location/month) that permits **unlimited employees**"}, {"id": "mai-20260917-1752-baseline|c152-l4|google-small|UKG Shiftboard", "prompt": "c152-l4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Negotiate an annual custom contract with **UKG Shiftboard** or **Workforce.com**"}, {"id": "mai-20260917-1752-baseline|c152-l4|google-small|Workforce.com", "prompt": "c152-l4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workforce.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Workforce.com scales exceptionally well for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c152-l4|google-small|Connecteam", "prompt": "c152-l4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Request a custom yearly demo with **Connecteam Enterprise** to secure a predictable flat rate"}, {"id": "mai-20260917-1752-baseline|c152-l4|meta-small|7shifts", "prompt": "c152-l4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some top contenders include 7shifts, and other software mentioned in the articles"}, {"id": "mai-20260917-1752-baseline|c152-l4|minimax-small|UKG Pro Workforce Management", "prompt": "c152-l4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro Workforce Management** is the industry leader for enterprises >1,000 employees"}, {"id": "mai-20260917-1752-baseline|c152-l4|minimax-small|Legion", "prompt": "c152-l4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Legion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider negotiating a **flat annual contract** with UKG or Legion"}, {"id": "mai-20260917-1752-baseline|c152-l4|minimax-small|When I Work", "prompt": "c152-l4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** at $5/user/month is more realistic for enterprise multi-location"}, {"id": "mai-20260917-1752-baseline|c152-l4|minimax-small|Schedaddle", "prompt": "c152-l4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Schedaddle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most \"flat rate\" tools (like Schedaddle at $49/location) are built for small businesses"}, {"id": "mai-20260917-1752-baseline|c152-l4|mistral-small|EpicShifts", "prompt": "c152-l4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "EpicShifts", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stands out for its flat-rate pricing model, allowing unlimited employees for a fixed monthly fee"}, {"id": "mai-20260917-1752-baseline|c152-l4|mistral-small|Homebase", "prompt": "c152-l4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers per-location pricing with unlimited employees... However, pricing can become less predictable if you open many locations."}, {"id": "mai-20260917-1752-baseline|c152-l4|mistral-small|7shifts", "prompt": "c152-l4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also uses per-location pricing with unlimited employees, which can be a good fit for large companies with many locations"}, {"id": "mai-20260917-1752-baseline|c152-l4|mistral-small|Rippling", "prompt": "c152-l4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is custom-quoted and may include additional costs for integrations and support"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|Humanity (by TCP)", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Humanity (by TCP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If scheduling is your primary need:** **Humanity** – Purpose-built for large workforces with transparent tiered pricing that includes volume discounts."}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|Shiftboard", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for large enterprises with complex scheduling needs; offers custom quotes for large user bases"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|UKG Pro (formerly Kronos)", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you need full workforce management:** **UKG Pro** – The per-employee-per-month model becomes very predictable at scale"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|EpicShifts", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "EpicShifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want the simplest cost model:** **EpicShifts** – True flat-rate, though verify it meets your enterprise security and integration requirements."}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|SAP", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Custom Enterprise** (UKG, Shiftboard, SAP, Oracle)"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|Oracle", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Custom Enterprise** (UKG, Shiftboard, SAP, Oracle)"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|Deputy", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Solutions like Deputy, When I Work, or Homebase at this scale"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|When I Work", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid:** Solutions like Deputy, When I Work, or Homebase at this scale"}, {"id": "mai-20260917-1752-baseline|c152-l4|moonshot-small|Homebase", "prompt": "c152-l4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid:** Solutions like Deputy, When I Work, or Homebase at this scale"}, {"id": "mai-20260917-1752-baseline|c152-l4|openai-small|Workday / Workday GO", "prompt": "c152-l4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workday / Workday GO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable enterprise cost:** **Workday / Workday GO**"}, {"id": "mai-20260917-1752-baseline|c152-l4|openai-small|UKG", "prompt": "c152-l4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need strong workforce scheduling at scale:** **UKG** is a common enterprise choice for workforce management"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|UKG Pro", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro (formerly Kronos Workforce Central) – Best Overall for Large Enterprises"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|Rippling", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling – Best for Integrated HR + Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|Zoho People", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho People – Best Budget Predictable Option"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|Workday HCM", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global enterprises (1,000–100,000+) | Custom PEPM"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|Workforce.com", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified scheduling-to-payroll | Quote-based"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|Deputy", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pure PEPM—very predictable math, but totals grow with users"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|Snap Schedule 365", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Snap Schedule 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hybrid: Fixed schedulers + low employee add-on"}, {"id": "mai-20260917-1752-baseline|c152-l4|xai-small|EpicShifts", "prompt": "c152-l4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "EpicShifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Truly flat per plan—super predictable, but may lack enterprise depth (e.g., no advanced compliance) for thousands"}, {"id": "mai-20260917-1752-baseline|c152-l4|zai-small|Deputy", "prompt": "c152-l4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Deputy** if you want to know exactly what you are paying every month without negotiating a complex enterprise contract."}, {"id": "mai-20260917-1752-baseline|c152-l4|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c152-l4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG (Ultimate Kronos Group)** is the standard, though its pricing requires negotiation."}, {"id": "mai-20260917-1752-baseline|c152-l4|zai-small|Dayforce (Ceridian)", "prompt": "c152-l4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dayforce is a rising competitor to UKG and Workday... a strong contender for large, hourly-heavy companies."}, {"id": "mai-20260917-1752-baseline|c152-l4|zai-small|Workday", "prompt": "c152-l4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dayforce is a rising competitor to UKG and Workday."}, {"id": "mai-20260917-1752-baseline|c152-l5|meta-small|MangoApps", "prompt": "c152-l5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some employee scheduling software that may meet these requirements include:\n\n1. MangoApps"}, {"id": "mai-20260917-1752-baseline|c152-l5|meta-small|Cal.com", "prompt": "c152-l5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Cal.com"}, {"id": "mai-20260917-1752-baseline|c152-l5|meta-small|TimeTap", "prompt": "c152-l5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "TimeTap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. TimeTap"}, {"id": "mai-20260917-1752-baseline|c152-l5|meta-small|Nowsta", "prompt": "c152-l5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Nowsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Nowsta"}, {"id": "mai-20260917-1752-baseline|c152-l5|meta-small|SubItUp", "prompt": "c152-l5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "SubItUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. SubItUp"}, {"id": "mai-20260917-1752-baseline|c152-l5|moonshot-small|UKG (Kronos)", "prompt": "c152-l5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "UKG (Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG (Kronos)** — Strong compliance, enterprise focus"}, {"id": "mai-20260917-1752-baseline|c152-l5|moonshot-small|Workday Workforce Management", "prompt": "c152-l5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c152-l5|moonshot-small|ADP Workforce Management", "prompt": "c152-l5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "ADP Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong payroll integration"}, {"id": "mai-20260917-1752-baseline|c152-l5|moonshot-small|TCP Software (Humanity)", "prompt": "c152-l5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "TCP Software (Humanity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise scheduling specialization"}, {"id": "mai-20260917-1752-baseline|c152-l5|moonshot-small|Shiftboard/SmartSheet", "prompt": "c152-l5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Shiftboard/SmartSheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For complex scheduling needs"}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|Rippling", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling**: Deep HR/payroll integration, scheduling at enterprise scale. ... Best for integrated HR."}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|Workforce.com (ex-Kronozio)", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Workforce.com (ex-Kronozio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shift-focused for 50-5,000+ users, SOC 2, demand forecasting"}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|Deputy", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deputy or When I Work**: SOC 2, SSO, labor compliance for large ops."}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|When I Work", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy or When I Work**: SOC 2, SSO, labor compliance for large ops."}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|Calendly Enterprise", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Calendly Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others: Calendly Enterprise (for booking/scheduling hybrid)"}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|Shyft", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Shyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Calendly Enterprise (for booking/scheduling hybrid), Shyft, Trackforce"}, {"id": "mai-20260917-1752-baseline|c152-l5|xai-small|Trackforce", "prompt": "c152-l5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Trackforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trackforce (security workforce)"}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Calendly", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many popular scheduling tools (e.g., Calendly, Acuity, When2Meet) offer free or low-cost versions that are dangerous to scale within a large organization."}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Acuity", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offer free or low-cost versions that are dangerous to scale within a large organization"}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|When2Meet", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When2Meet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "offer free or low-cost versions that are dangerous to scale within a large organization"}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Cron", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Cron", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Native OS Schedulers (e.g., Cron, Windows Task Scheduler) ... Why to Avoid: They lack centralized visibility"}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Windows Task Scheduler", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Windows Task Scheduler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "relying solely on operating system-level tools for critical enterprise workload orchestration is considered legacy practice"}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Apache Airflow", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Apache Airflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern alternatives like **Apache Airflow** or cloud-native schedulers are required."}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Quartz", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Quartz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Example to be cautious of: **Quartz Scheduler**."}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Microsoft Bookings", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Do not use meeting booking tools (like **Microsoft Bookings**) to manage hourly employee shifts."}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Reclaim.ai", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Reclaim.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Do not use personal productivity tools (like **Reclaim.ai** or **Motion**) to manage critical infrastructure deployments"}, {"id": "mai-20260917-1752-baseline|c152-l6|alibaba-small|Motion", "prompt": "c152-l6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Motion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Do not use personal productivity tools (like **Reclaim.ai** or **Motion**) to manage critical infrastructure deployments"}, {"id": "mai-20260917-1752-baseline|c152-l6|anthropic-small|Calendly", "prompt": "c152-l6", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Calendly excels at external and 1:1 scheduling; it is not built to optimise conference room utilisation across a multi-floor estate."}, {"id": "mai-20260917-1752-baseline|c152-l6|challenger-small|Calendly", "prompt": "c152-l6", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Calendly** is specifically flagged as *not* a good fit for enterprise recruiting or complex enterprise scheduling"}, {"id": "mai-20260917-1752-baseline|c152-l6|challenger-small|Microsoft Project", "prompt": "c152-l6", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Microsoft Project", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Microsoft Project** — not ideal for teams needing cloud collaboration, real-time reporting, portfolio visibility, or external stakeholder access."}, {"id": "mai-20260917-1752-baseline|c152-l6|challenger-small|SAP APO/IBP", "prompt": "c152-l6", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "SAP APO/IBP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these may be technically powerful, but one source warns to avoid them if they require long implementations"}, {"id": "mai-20260917-1752-baseline|c152-l6|challenger-small|Oracle ASCP", "prompt": "c152-l6", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Oracle ASCP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overbuilt enterprise APS suites like ... **Oracle ASCP** ... warns to avoid them if they require long implementations"}, {"id": "mai-20260917-1752-baseline|c152-l6|challenger-small|Siemens Opcenter", "prompt": "c152-l6", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Siemens Opcenter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overbuilt enterprise APS suites like ... **Siemens Opcenter** — these may be technically powerful, but one source warns to avoid them"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Excel", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel / Google Sheets) — **AVOID**"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Google Sheets", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel / Google Sheets) — **AVOID**"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Calendly", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**avoid for enterprise hiring workflows**"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Workday", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "force scheduling through a small module bolted onto Workday, SAP, or an HRIS ... Limited forecasting"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|SAP", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "bolted onto Workday, SAP, or an HRIS ... **inflexible scheduling** compared to purpose-built workforce management"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|UKG Pro", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Leading enterprise-grade candidates that generally score well here include **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Blue Yonder Workforce Management", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Blue Yonder Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Blue Yonder Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Workday Workforce Management", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Workday Workforce Management** (if you're already on Workday)"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Shiftboard", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Shiftboard** (union/complex rules)"}, {"id": "mai-20260917-1752-baseline|c152-l6|deepseek-small|Workforce.com", "prompt": "c152-l6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "and **Workforce.com**"}, {"id": "mai-20260917-1752-baseline|c152-l6|google-small|Calendly", "prompt": "c152-l6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Standard/Free tiers of Calendly, Doodle, Acuity, or x.ai equivalents... **Why to Avoid Them:**"}, {"id": "mai-20260917-1752-baseline|c152-l6|google-small|Doodle", "prompt": "c152-l6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "*Examples: Standard/Free tiers of Calendly, Doodle, Acuity, or x.ai equivalents.*"}, {"id": "mai-20260917-1752-baseline|c152-l6|google-small|Acuity", "prompt": "c152-l6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "*Examples: Standard/Free tiers of Calendly, Doodle, Acuity, or x.ai equivalents.*"}, {"id": "mai-20260917-1752-baseline|c152-l6|google-small|x.ai", "prompt": "c152-l6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "x.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "*Examples: Standard/Free tiers of Calendly, Doodle, Acuity, or x.ai equivalents.*"}, {"id": "mai-20260917-1752-baseline|c152-l6|google-small|Cal.com", "prompt": "c152-l6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Self-hosted versions of Cal.com or other open-source alternatives deployed on private servers without an enterprise support contract... **Why to Avoid/Be Cautious:**"}, {"id": "mai-20260917-1752-baseline|c152-l6|meta-small|Calendly", "prompt": "c152-l6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Calendly is not recommended for enterprise recruiting due to its lack of true ATS integration, control, and analytics"}, {"id": "mai-20260917-1752-baseline|c152-l6|meta-small|Opsgenie", "prompt": "c152-l6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Opsgenie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Opsgenie is also not recommended as it is being shut down by Atlassian in April 2027."}, {"id": "mai-20260917-1752-baseline|c152-l6|minimax-small|Calendly", "prompt": "c152-l6", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Basic Calendly usage** - While Calendly works well for individuals, many enterprises find it insufficient for complex needs"}, {"id": "mai-20260917-1752-baseline|c152-l6|mistral-small|Calendly", "prompt": "c152-l6", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** While popular for individuals and small teams, Calendly lacks the complexity, compliance, and integration capabilities required by large enterprises."}, {"id": "mai-20260917-1752-baseline|c152-l6|mistral-small|HotSchedules (Fourth)", "prompt": "c152-l6", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "HotSchedules (Fourth)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** ... HotSchedules is often criticized for its clunky, dated user experience and legacy software feel."}, {"id": "mai-20260917-1752-baseline|c152-l6|moonshot-small|Calendly", "prompt": "c152-l6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Basic Calendly**: While stronger for sales workflows, it may lack the depth for complex enterprise needs"}, {"id": "mai-20260917-1752-baseline|c152-l6|moonshot-small|Doodle", "prompt": "c152-l6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Doodle**: Free tiers display advertising to invitees, has no CRM integration, no routing/round-robin logic, and weak admin controls—unacceptable for customer-facing enterprise use."}, {"id": "mai-20260917-1752-baseline|c152-l6|moonshot-small|Acuity Scheduling", "prompt": "c152-l6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Tools to be cautious about:** Basic tiers of Calendly, Doodle, Acuity Scheduling, Appointlet"}, {"id": "mai-20260917-1752-baseline|c152-l6|moonshot-small|Appointlet", "prompt": "c152-l6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Appointlet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tools to be cautious about:** Basic tiers of Calendly, Doodle, Acuity Scheduling, Appointlet"}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Calendly", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Calendly**: Popular for individuals/small teams, but fails at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Doodle", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Doodle**: Best for simple group polls, not enterprise scheduling."}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Acuity Scheduling", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Missing enterprise features like advanced routing, compliance, and multi-department controls"}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|YouCanBookMe", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "limited scalability/compliance make it unsuitable for large teams"}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Homebase", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Geared toward small/single-location SMBs... Good for startups, not enterprises."}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|When I Work (now 7shifts)", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When I Work (now 7shifts)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Geared toward small/single-location SMBs... Good for startups, not enterprises."}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|7shifts", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Geared toward small/single-location SMBs... Good for startups, not enterprises."}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Rippling", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for enterprise-grade like Rippling (HR-integrated)"}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Synchronize Pro", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Synchronize Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Synchronize Pro (policy enforcement)"}, {"id": "mai-20260917-1752-baseline|c152-l6|xai-small|Tidal", "prompt": "c152-l6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Tidal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or Tidal (job scheduling)"}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|Calendly", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB Appointment Schedulers (e.g., Calendly, Acuity Scheduling) ... they are dangerous for internal enterprise operations. **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|Acuity Scheduling", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB Appointment Schedulers (e.g., Calendly, Acuity Scheduling) ... **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|ZoomShift", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "ZoomShift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like ZoomShift or Setmore are frequently recommended for small teams (under 50 employees) but fail to scale to enterprise levels."}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|Findmyshift", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Findmyshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Entry-Level Employee Scheduling Tools (e.g., ZoomShift, Findmyshift, Setmore) ... **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|Setmore", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Setmore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like ZoomShift or Setmore are frequently recommended for small teams (under 50 employees) but fail to scale to enterprise levels."}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|Jira", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While tools like Jira or Asana are powerful, using them *exclusively* for complex scheduling tasks can be problematic."}, {"id": "mai-20260917-1752-baseline|c152-l6|zai-small|Asana", "prompt": "c152-l6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While tools like Jira or Asana are powerful, using them *exclusively* for complex scheduling tasks can be problematic."}, {"id": "mai-20260917-1752-baseline|c152-m1|alibaba-small|Deputy", "prompt": "c152-m1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Deputy (Best Overall Balance) ... Deputy strikes the best balance between sophisticated feature sets (like AI forecasting) and user-friendly design."}, {"id": "mai-20260917-1752-baseline|c152-m1|alibaba-small|Humanity (TCP Software)", "prompt": "c152-m1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Humanity (TCP Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Humanity focuses heavily on the intersection of scheduling and profitability. It is highly recommended for organizations where labor cost is the primary variable"}, {"id": "mai-20260917-1752-baseline|c152-m1|alibaba-small|TimeTrex", "prompt": "c152-m1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TimeTrex offers a comprehensive suite that includes scheduling, plus built-in payroll and HR modules."}, {"id": "mai-20260917-1752-baseline|c152-m1|alibaba-small|Rippling", "prompt": "c152-m1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling combines Identity Management (IT), HR, Benefits, and Scheduling into one \"operating system.\""}, {"id": "mai-20260917-1752-baseline|c152-m1|anthropic-small|Paycor", "prompt": "c152-m1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paycor** is particularly well-suited for mid-sized organizations."}, {"id": "mai-20260917-1752-baseline|c152-m1|anthropic-small|Buddy Punch", "prompt": "c152-m1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Buddy Punch** is another strong choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c152-m1|anthropic-small|Sling", "prompt": "c152-m1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sling** is also worth considering."}, {"id": "mai-20260917-1752-baseline|c152-m1|anthropic-small|UKG Pro", "prompt": "c152-m1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UKG Pro serves mid-to-large enterprises needing unified HCM and workforce management for complex, multi-location operations."}, {"id": "mai-20260917-1752-baseline|c152-m1|challenger-small|Deputy", "prompt": "c152-m1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-m1|challenger-small|Workforce.com", "prompt": "c152-m1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workforce.com** is a stronger fit if payroll-native workforce architecture is a priority"}, {"id": "mai-20260917-1752-baseline|c152-m1|challenger-small|Rippling", "prompt": "c152-m1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** is the best option if you want scheduling bundled into a broader HR/payroll stack"}, {"id": "mai-20260917-1752-baseline|c152-m1|challenger-small|Connecteam", "prompt": "c152-m1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strongest for deskless, field, or mobile-heavy teams, but it may be more than you need if your workforce is not frontline-heavy"}, {"id": "mai-20260917-1752-baseline|c152-m1|deepseek-small|Deputy", "prompt": "c152-m1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most mid-market B2B companies is Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-m1|deepseek-small|Workforce.com", "prompt": "c152-m1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI-driven labor forecasting / demand scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m1|deepseek-small|When I Work", "prompt": "c152-m1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget / easy-to-deploy mid-market option"}, {"id": "mai-20260917-1752-baseline|c152-m1|deepseek-small|Connecteam", "prompt": "c152-m1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for deskless and field workers, all-in-one scheduling + communication"}, {"id": "mai-20260917-1752-baseline|c152-m1|deepseek-small|Jobber", "prompt": "c152-m1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Jobber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small-to-mid field-service crews"}, {"id": "mai-20260917-1752-baseline|c152-m1|deepseek-small|ADP Workforce Now", "prompt": "c152-m1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "bundles payroll, benefits, HR, and time tracking if you want to reduce tool sprawl"}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Assembled", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Assembled", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Assembled is the gold standard... Choose **Assembled** (if integrated with Zendesk/Salesforce)"}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Deputy", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deputy (Best for Compliance and General Operations)... Deputy is highly reliable and scalable."}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Rippling WFM", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Rippling WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is a top-tier mid-market HCM"}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Float", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Float** for a highly visual, drag-and-drop experience."}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Runn", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runn is a highly visual resource scheduling platform tailored specifically for scaling B2B professional services."}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Chili Piper", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Chili Piper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Chili Piper is the industry standard for routing meetings"}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|RevenueHero", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "RevenueHero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "RevenueHero has emerged as a major mid-market favorite"}, {"id": "mai-20260917-1752-baseline|c152-m1|google-small|Calendly for Teams", "prompt": "c152-m1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Calendly for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for General B2B Client Meetings"}, {"id": "mai-20260917-1752-baseline|c152-m1|meta-small|TimeTrex", "prompt": "c152-m1", "model": "meta-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee scheduling software for a mid-market B2B company is TimeTrex, as it is a fully integrated suite with built-in payroll and HR features"}, {"id": "mai-20260917-1752-baseline|c152-m1|minimax-small|TimeTrex", "prompt": "c152-m1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TimeTrex** emerges as the top recommendation for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c152-m1|minimax-small|Humanity Schedule", "prompt": "c152-m1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Humanity Schedule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers Essentials ($2.75/user) or Professional tiers; strong scheduling features"}, {"id": "mai-20260917-1752-baseline|c152-m1|minimax-small|When I Work", "prompt": "c152-m1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly with good shift management features"}, {"id": "mai-20260917-1752-baseline|c152-m1|minimax-small|Deputy", "prompt": "c152-m1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular for scheduling, time tracking, and payroll integration"}, {"id": "mai-20260917-1752-baseline|c152-m1|minimax-small|ScheduleAnywhere", "prompt": "c152-m1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ScheduleAnywhere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for remote workforce management"}, {"id": "mai-20260917-1752-baseline|c152-m1|mistral-small|TimeTrex", "prompt": "c152-m1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TimeTrex** and **Paycor** are the strongest all-around choices"}, {"id": "mai-20260917-1752-baseline|c152-m1|mistral-small|7shifts", "prompt": "c152-m1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another top pick, particularly for businesses in retail and hospitality"}, {"id": "mai-20260917-1752-baseline|c152-m1|mistral-small|Paycor", "prompt": "c152-m1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TimeTrex** and **Paycor** are the strongest all-around choices"}, {"id": "mai-20260917-1752-baseline|c152-m1|mistral-small|Buddy Punch", "prompt": "c152-m1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "praised for small to mid-sized businesses with deskless or distributed teams"}, {"id": "mai-20260917-1752-baseline|c152-m1|mistral-small|Connecteam", "prompt": "c152-m1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "noted for its overall value and ease of use"}, {"id": "mai-20260917-1752-baseline|c152-m1|moonshot-small|Deputy", "prompt": "c152-m1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c152-m1|moonshot-small|When I Work", "prompt": "c152-m1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work** – Best for Fast Implementation"}, {"id": "mai-20260917-1752-baseline|c152-m1|moonshot-small|Humanity (TCP Software)", "prompt": "c152-m1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Humanity (TCP Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Humanity (TCP Software)** – Best for Demand-Driven Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m1|openai-small|Rippling", "prompt": "c152-m1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Rippling** if you want **scheduling plus a broader HR/IT/payroll platform** in one system"}, {"id": "mai-20260917-1752-baseline|c152-m1|openai-small|Connecteam", "prompt": "c152-m1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is a strong contender, and G2/Capterra both place it near the top of current 2026 lists"}, {"id": "mai-20260917-1752-baseline|c152-m1|openai-small|Homebase", "prompt": "c152-m1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Homebase or When I Work** if you want a simpler, more scheduling-centric product."}, {"id": "mai-20260917-1752-baseline|c152-m1|openai-small|When I Work", "prompt": "c152-m1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Homebase or When I Work** if you want a simpler, more scheduling-centric product."}, {"id": "mai-20260917-1752-baseline|c152-m1|openai-small|QuickBooks Time", "prompt": "c152-m1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "points to tools like **Connecteam**, **Homebase**, **When I Work**, and **QuickBooks Time** as leading options"}, {"id": "mai-20260917-1752-baseline|c152-m1|xai-small|ADP Workforce Now", "prompt": "c152-m1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ADP Workforce Now or Rippling** if you want integrated HR/payroll (common for mid-market B2B scaling up)."}, {"id": "mai-20260917-1752-baseline|c152-m1|xai-small|Rippling", "prompt": "c152-m1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with ADP Workforce Now or Rippling** if you want integrated HR/payroll"}, {"id": "mai-20260917-1752-baseline|c152-m1|xai-small|Connecteam", "prompt": "c152-m1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Connecteam or Deputy** for hybrid/field teams needing mobile scheduling + ops tools."}, {"id": "mai-20260917-1752-baseline|c152-m1|xai-small|Deputy", "prompt": "c152-m1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go with Connecteam or Deputy** for hybrid/field teams"}, {"id": "mai-20260917-1752-baseline|c152-m1|xai-small|When I Work", "prompt": "c152-m1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Basic for complex B2B needs; add-ons extra"}, {"id": "mai-20260917-1752-baseline|c152-m1|xai-small|Homebase", "prompt": "c152-m1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited scalability for 500+ employees"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|Deputy", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All\\u2011in\\u2011one, cross\\u2011industry platform:** Deputy"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|Workforce.com", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Labor forecasting & compliance focus:** Workforce.com"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|Humanity (TCP Software)", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Humanity (TCP Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms like Deputy, Workforce.com, or Humanity can grow with you"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|Connecteam", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deskless/field teams needing HR + communication:** Connecteam"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|TimeTrex", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Integrated time & payroll (regulated industries):** TimeTrex"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|When I Work", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Simple, cost\\u2011effective solution:** Zoho People or When I Work (for simpler needs)"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|Homebase", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Single\\u2011location restaurants and retail"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|Zoho People", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Simple, cost\\u2011effective solution:** Zoho People"}, {"id": "mai-20260917-1752-baseline|c152-m1|zai-small|PeopleStrong", "prompt": "c152-m1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Mid\\u2011sized, multi\\u2011location organizations in India/APAC"}, {"id": "mai-20260917-1752-baseline|c152-m2|alibaba-small|Deputy", "prompt": "c152-m2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Deputy** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c152-m2|alibaba-small|When I Work", "prompt": "c152-m2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **When I Work** as a strong secondary option"}, {"id": "mai-20260917-1752-baseline|c152-m2|alibaba-small|Sling", "prompt": "c152-m2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Sling** or **Homebase** (note: these cap out quickly at mid-scale)"}, {"id": "mai-20260917-1752-baseline|c152-m2|alibaba-small|Homebase", "prompt": "c152-m2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Sling** or **Homebase** (note: these cap out quickly at mid-scale)"}, {"id": "mai-20260917-1752-baseline|c152-m2|alibaba-small|Float", "prompt": "c152-m2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like **Float**, **Jostle**, or custom-built solutions ... may align better with client-facing branding"}, {"id": "mai-20260917-1752-baseline|c152-m2|alibaba-small|Jostle", "prompt": "c152-m2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like **Float**, **Jostle**, or custom-built solutions"}, {"id": "mai-20260917-1752-baseline|c152-m2|anthropic-small|Homebase", "prompt": "c152-m2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options** to research in this space include:\n- Homebase"}, {"id": "mai-20260917-1752-baseline|c152-m2|anthropic-small|Deputy", "prompt": "c152-m2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options to research in this space include: - Deputy"}, {"id": "mai-20260917-1752-baseline|c152-m2|anthropic-small|When I Work", "prompt": "c152-m2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options to research in this space include: - When I Work"}, {"id": "mai-20260917-1752-baseline|c152-m2|anthropic-small|Connecteam", "prompt": "c152-m2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options to research in this space include: - Connecteam"}, {"id": "mai-20260917-1752-baseline|c152-m2|anthropic-small|Zendesk Shifts", "prompt": "c152-m2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Zendesk Shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zendesk Shifts (if you use Zendesk)"}, {"id": "mai-20260917-1752-baseline|c152-m2|anthropic-small|BambooHR", "prompt": "c152-m2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options to research in this space include: - BambooHR"}, {"id": "mai-20260917-1752-baseline|c152-m2|challenger-small|Deputy", "prompt": "c152-m2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deputy** as the best all-around starting point"}, {"id": "mai-20260917-1752-baseline|c152-m2|challenger-small|When I Work", "prompt": "c152-m2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work** if you want the **fastest setup and easiest adoption**"}, {"id": "mai-20260917-1752-baseline|c152-m2|challenger-small|Findmyshift", "prompt": "c152-m2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Findmyshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Findmyshift** if you want **controlled publishing, recurring templates, and manager approvals**"}, {"id": "mai-20260917-1752-baseline|c152-m2|challenger-small|Sling", "prompt": "c152-m2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sling** if you want a **simple scheduling + messaging** tool for hourly teams"}, {"id": "mai-20260917-1752-baseline|c152-m2|challenger-small|Shiftboard", "prompt": "c152-m2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Shiftboard** if your scheduling is **complex, multi-site, and rule-heavy**"}, {"id": "mai-20260917-1752-baseline|c152-m2|deepseek-small|Deputy", "prompt": "c152-m2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd start with **Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-m2|deepseek-small|When I Work", "prompt": "c152-m2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Mobile-First Experience"}, {"id": "mai-20260917-1752-baseline|c152-m2|deepseek-small|Connecteam", "prompt": "c152-m2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** is a strong, budget-friendly alternative"}, {"id": "mai-20260917-1752-baseline|c152-m2|deepseek-small|Shiftboard", "prompt": "c152-m2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Shiftboard** \\u2014 overkill for mid-sized; it's enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c152-m2|deepseek-small|7shifts", "prompt": "c152-m2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "7shifts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid... **7shifts** \\u2014 unless you're in hospitality/restaurants"}, {"id": "mai-20260917-1752-baseline|c152-m2|google-small|Assembled", "prompt": "c152-m2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Assembled", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Assembled ... built specifically for modern support teams"}, {"id": "mai-20260917-1752-baseline|c152-m2|google-small|Zendesk WFM (formerly Tymeshift)", "prompt": "c152-m2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Zendesk WFM (formerly Tymeshift)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Ecosystem Pick: Zendesk WFM (formerly Tymeshift)"}, {"id": "mai-20260917-1752-baseline|c152-m2|google-small|Incident.io", "prompt": "c152-m2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Incident.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Incident.io ... modern, Slack-native favorite for mid-sized tech companies"}, {"id": "mai-20260917-1752-baseline|c152-m2|google-small|PagerDuty", "prompt": "c152-m2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "PagerDuty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Established Alternative: PagerDuty ... remains the gold standard"}, {"id": "mai-20260917-1752-baseline|c152-m2|google-small|Deputy", "prompt": "c152-m2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Deputy ... sits perfectly in the mid-market sweet spot"}, {"id": "mai-20260917-1752-baseline|c152-m2|google-small|Factorial", "prompt": "c152-m2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The All-In-One HR Alternative: Factorial"}, {"id": "mai-20260917-1752-baseline|c152-m2|meta-small|Shiftboard", "prompt": "c152-m2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best shift scheduling tool for a mid-sized B2B company would be Shiftboard or Float"}, {"id": "mai-20260917-1752-baseline|c152-m2|meta-small|Float", "prompt": "c152-m2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Shiftboard or Float, as they are highly rated and suitable for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c152-m2|meta-small|Findmyshift", "prompt": "c152-m2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Findmyshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Findmyshift and ZoomShift"}, {"id": "mai-20260917-1752-baseline|c152-m2|meta-small|ZoomShift", "prompt": "c152-m2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ZoomShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Findmyshift and ZoomShift"}, {"id": "mai-20260917-1752-baseline|c152-m2|minimax-small|Shiftboard", "prompt": "c152-m2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Shiftboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend considering **Shiftboard** or **When I Work** as top options for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c152-m2|minimax-small|When I Work", "prompt": "c152-m2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **When I Work** if budget is a concern and you need something that's easy to implement"}, {"id": "mai-20260917-1752-baseline|c152-m2|minimax-small|Rippling", "prompt": "c152-m2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Rippling** as a strong alternative if you want deeper HR integration"}, {"id": "mai-20260917-1752-baseline|c152-m2|mistral-small|When I Work", "prompt": "c152-m2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **When I Work** or **Homebase** are excellent starting points"}, {"id": "mai-20260917-1752-baseline|c152-m2|mistral-small|Homebase", "prompt": "c152-m2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**When I Work** or **Homebase** are excellent starting points due to their balance of features, ease of use, and affordability"}, {"id": "mai-20260917-1752-baseline|c152-m2|mistral-small|ADP Workforce Now", "prompt": "c152-m2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company has more complex HR needs, **ADP Workforce Now** or **TimeClock Plus** may be better suited."}, {"id": "mai-20260917-1752-baseline|c152-m2|mistral-small|TimeClock Plus", "prompt": "c152-m2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "TimeClock Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP Workforce Now** or **TimeClock Plus** may be better suited"}, {"id": "mai-20260917-1752-baseline|c152-m2|mistral-small|7shifts", "prompt": "c152-m2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specifically designed for shift-based industries like hospitality and retail"}, {"id": "mai-20260917-1752-baseline|c152-m2|moonshot-small|Deputy", "prompt": "c152-m2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deputy** if you have multiple locations or compliance needs, or **Connecteam** if you have deskless/field workers"}, {"id": "mai-20260917-1752-baseline|c152-m2|moonshot-small|Connecteam", "prompt": "c152-m2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Connecteam** if you have deskless/field workers and want an all-in-one solution. Both are specifically rated highly for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c152-m2|moonshot-small|When I Work", "prompt": "c152-m2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** \\u2013 Best Value for Growing Teams"}, {"id": "mai-20260917-1752-baseline|c152-m2|moonshot-small|Homebase", "prompt": "c152-m2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Homebase** \\u2013 Best for Simplicity & All-in-One"}, {"id": "mai-20260917-1752-baseline|c152-m2|openai-small|Deputy", "prompt": "c152-m2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deputy** as the default choice"}, {"id": "mai-20260917-1752-baseline|c152-m2|openai-small|When I Work", "prompt": "c152-m2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work** and **MakeShift** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c152-m2|openai-small|MakeShift", "prompt": "c152-m2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "MakeShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** and **MakeShift** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c152-m2|xai-small|Deputy", "prompt": "c152-m2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Deputy as the top shift scheduling tool."}, {"id": "mai-20260917-1752-baseline|c152-m2|xai-small|When I Work", "prompt": "c152-m2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, employee-driven scheduling (swaps, mobile-first)... less advanced forecasting"}, {"id": "mai-20260917-1752-baseline|c152-m2|xai-small|Homebase", "prompt": "c152-m2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget/single-location hourly teams ... scales less well for multi-site B2B"}, {"id": "mai-20260917-1752-baseline|c152-m2|xai-small|Connecteam", "prompt": "c152-m2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one with comms/tasks for deskless/field teams"}, {"id": "mai-20260917-1752-baseline|c152-m2|xai-small|Sling", "prompt": "c152-m2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low-cost with basic comms | Free for scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|Deputy", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Deputy** or **When I Work** are the strongest starting points."}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|When I Work", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deputy** or **When I Work** are the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|Connecteam", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** — Best for Deskless/Frontline Workers"}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|7shifts", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**7shifts** — Best for Restaurants & Food Service"}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|Findmyshift", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Findmyshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Findmyshift | Controlled self-scheduling | Custom | No | Coverage checks, traceable change logs"}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|ZoomShift", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ZoomShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ZoomShift | Rapid roster publishing | Custom | No | Coverage variance visibility"}, {"id": "mai-20260917-1752-baseline|c152-m2|zai-small|Homebase", "prompt": "c152-m2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Homebase | Overall experience | $30/mo | No | Simple, reliable"}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|Calendly", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the gold standard for usability and reliability."}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|SavvyCal", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: High-volume sellers and customer success teams."}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|Google Calendar (Appointment Slots)", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar (Appointment Slots)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zero cost and zero friction... It lacks the advanced automation of Calendly"}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|Acuity Scheduling (by Squarespace)", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling (by Squarespace)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Acuity** if you sell coaching packages, need deposits, or require medical forms."}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|Square Appointments", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Square** if you have a brick-and-mortar shop and process credit cards in person."}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|WaitWell", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "WaitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **WaitWell** if you manage high foot traffic"}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|Cal.com (formerly Calendso)", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com (formerly Calendso)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It is **open-source**... highly customizable for technical teams who need API-first access."}, {"id": "mai-20260917-1752-baseline|c152-m3|alibaba-small|Setmore", "prompt": "c152-m3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers one of the most robust **free plans** available"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Calendly", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Calendly remains the default for most B2B SaaS teams"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Cal.com", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cal.com offers the best open-source alternative"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|SavvyCal", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cal.com and SavvyCal are closing the gap on flexibility and pricing"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Reclaim.ai", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Reclaim.ai leads for AI-powered calendar optimization"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Chili Piper", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Chili Piper is the pick for revenue teams that need inbound lead routing"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Celoxis", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Celoxis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Celoxis offers the most advanced Gantt scheduling, resource planning"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Deputy", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "For workforce and shift scheduling, tools like Deputy or When I Work are better suited"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|When I Work", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For workforce and shift scheduling, tools like Deputy or When I Work are better suited"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Productive", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Productive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Productive or Scoro are strong alternatives for agencies needing project plus financial scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Scoro", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Scoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Productive or Scoro are strong alternatives for agencies needing project plus financial scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Connecteam", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Managers use tools like Connecteam, Homebase, and Deputy to build and manage staff work schedules"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|Homebase", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Managers use tools like Connecteam, Homebase, and Deputy to build and manage staff work schedules"}, {"id": "mai-20260917-1752-baseline|c152-m3|anthropic-small|YouCanBookMe", "prompt": "c152-m3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Client-facing tools like YouCanBookMe prioritize branding and flexibility"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Calendly", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** is the best-known general-purpose booking tool"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Reclaim.ai", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Reclaim.ai** is strongest for AI time-blocking and calendar optimization"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Cal.com", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cal.com** is best for open-source/customizable scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Acuity Scheduling", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for service businesses that need payments"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Doodle", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Doodle** is best for group meeting polls"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Clockwise", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Optimizes team calendars by reshuffling meetings"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Square Appointments", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when you want booking tightly integrated with Square payments and POS"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Microsoft Bookings / Outlook Calendar", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings / Outlook Calendar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for organizations already inside Microsoft's ecosystem"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Google Calendar appointment scheduling", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar appointment scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for basic scheduling inside Google Workspace"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|SimplyMeet.me", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SimplyMeet.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Group scheduling tools**: Doodle, SimplyMeet.me"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|Motion", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Motion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**AI scheduling/time-blocking tools**: Reclaim.ai, Motion, Clockwise"}, {"id": "mai-20260917-1752-baseline|c152-m3|challenger-small|HubSpot Meeting Scheduler", "prompt": "c152-m3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "HubSpot Meeting Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Enterprise ecosystem tools**: Microsoft Bookings, HubSpot Meeting Scheduler"}, {"id": "mai-20260917-1752-baseline|c152-m3|deepseek-small|Connecteam", "prompt": "c152-m3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top Options: Connecteam, Homebase, Deputy, When I Work, Sling"}, {"id": "mai-20260917-1752-baseline|c152-m3|deepseek-small|Homebase", "prompt": "c152-m3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you manage hourly employees and shifts** \\u2192 Look at **Homebase, Deputy, or When I Work**"}, {"id": "mai-20260917-1752-baseline|c152-m3|deepseek-small|Deputy", "prompt": "c152-m3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look at **Homebase, Deputy, or When I Work**\\u2014these are entirely different tools from the booking apps above."}, {"id": "mai-20260917-1752-baseline|c152-m3|deepseek-small|When I Work", "prompt": "c152-m3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look at **Homebase, Deputy, or When I Work**"}, {"id": "mai-20260917-1752-baseline|c152-m3|deepseek-small|Sling", "prompt": "c152-m3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top Options: Connecteam, Homebase, Deputy, When I Work, Sling"}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Calendly", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large sales teams, recruiters, and corporate enterprise use."}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|SavvyCal", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: A highly polite, \"recipient-first\" booking experience."}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Cal.com", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cal.com has the best free tier"}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Acuity Scheduling", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Service-based businesses (coaches, salons, therapists, fitness trainers)."}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Doodle", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Group scheduling and finding mutual availability for a large crowd."}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|TidyCal", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "TidyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Solopreneurs and budget-conscious freelancers."}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Motion", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Motion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI dynamically plans your day, shifting tasks around meetings automatically."}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Reclaim.ai", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These tools sit on top of your existing Google or Outlook calendar to automatically protect \"focus time\""}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Clockwise", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Reclaim.ai (or Clockwise)"}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Connecteam", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Best for deskless or frontline workforces. It includes mobile-first shift scheduling, GPS clock-ins, timesheet approvals"}, {"id": "mai-20260917-1752-baseline|c152-m3|google-small|Deputy", "prompt": "c152-m3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Excellent for shift-based businesses managing compliance."}, {"id": "mai-20260917-1752-baseline|c152-m3|meta-small|Calendly", "prompt": "c152-m3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly is considered the best overall scheduling tool"}, {"id": "mai-20260917-1752-baseline|c152-m3|meta-small|Reclaim.ai", "prompt": "c152-m3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reclaim.ai is considered the best for AI-powered calendar optimization"}, {"id": "mai-20260917-1752-baseline|c152-m3|meta-small|YouCanBookMe", "prompt": "c152-m3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "YouCanBookMe is considered the best for client-facing scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m3|meta-small|Clockwise", "prompt": "c152-m3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clockwise is considered the best for personal time management"}, {"id": "mai-20260917-1752-baseline|c152-m3|meta-small|Doodle", "prompt": "c152-m3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Doodle is considered the most reliable pick for quick, poll-based group timefinding across time zones"}, {"id": "mai-20260917-1752-baseline|c152-m3|minimax-small|Calendly", "prompt": "c152-m3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want the most polished, widely-used tool? → Calendly"}, {"id": "mai-20260917-1752-baseline|c152-m3|minimax-small|Google Calendar (with Appointment Scheduling)", "prompt": "c152-m3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar (with Appointment Scheduling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need something simple and free? → Google Calendar"}, {"id": "mai-20260917-1752-baseline|c152-m3|minimax-small|Cal.com (formerly Calendso)", "prompt": "c152-m3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com (formerly Calendso)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need open-source or API flexibility? → Cal.com"}, {"id": "mai-20260917-1752-baseline|c152-m3|minimax-small|Square Appointments", "prompt": "c152-m3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Run a service business with payments? → Square Appointments"}, {"id": "mai-20260917-1752-baseline|c152-m3|minimax-small|Acuity Scheduling", "prompt": "c152-m3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sell appointment packages or subscriptions? → Acuity Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Calendly", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for teams and sales workflows, known for its polished user experience and deep CRM integrations"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Acuity Scheduling", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for service businesses, offering features like payments, intake forms, packages, and multi-location support"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Square Appointments", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for businesses that need integrated payment processing and appointment booking"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|ClinicSense", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "ClinicSense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top-rated for massage and wellness practices"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|GlossGenius", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "GlossGenius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for solo salon and beauty professionals"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Rippling", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for unified HR, payroll, and scheduling in one platform, especially for larger teams"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Connecteam", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for deskless and field team scheduling, with a mobile-first approach"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|HROne", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for attendance-driven scheduling with a focus on compliance and frontline workers"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Setmore", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These are also highly regarded, especially for small businesses and service providers"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Appointy", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Appointy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "These are also highly regarded, especially for small businesses and service providers"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Zoho Bookings", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Zoho Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "These are also highly regarded, especially for small businesses and service providers"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|SimplyBook.Me", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SimplyBook.Me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "These are also highly regarded, especially for small businesses and service providers"}, {"id": "mai-20260917-1752-baseline|c152-m3|mistral-small|Morgen", "prompt": "c152-m3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Morgen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "These are also highly regarded, especially for small businesses and service providers"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|Calendly", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** ⭐ Most Popular ... **Choose Calendly** if you want the easiest, most recognized solution for team scheduling"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|Acuity Scheduling", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Acuity** if you run a service business and need payments, forms, and packages"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|Cal.com", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cal.com** if you want maximum flexibility, open-source freedom"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|Square Appointments", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Square Appointments** | Square POS users | Built-in payment processing + POS integration |"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|Setmore", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Setmore** | Customization | Highly customizable booking pages |"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|SimplyBook.me", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SimplyBook.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **SimplyBook.me** | International businesses | Multi-language, global payment support |"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|YouCanBookMe", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **YouCanBookMe** | Free option | Generous free tier with customization |"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|HubSpot Meetings", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "HubSpot Meetings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **HubSpot Meetings** | HubSpot CRM users | Native CRM integration |"}, {"id": "mai-20260917-1752-baseline|c152-m3|moonshot-small|Doodle", "prompt": "c152-m3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Doodle** | Group scheduling | Poll-based group availability finding |"}, {"id": "mai-20260917-1752-baseline|c152-m3|openai-small|Calendly", "prompt": "c152-m3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the easiest booking link?** Calendly."}, {"id": "mai-20260917-1752-baseline|c152-m3|openai-small|Cal.com", "prompt": "c152-m3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need flexibility, open/customizable workflows, or team routing?** Cal.com."}, {"id": "mai-20260917-1752-baseline|c152-m3|openai-small|Doodle", "prompt": "c152-m3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need group scheduling/polling?** Doodle."}, {"id": "mai-20260917-1752-baseline|c152-m3|openai-small|Acuity Scheduling", "prompt": "c152-m3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider appointment-focused tools like Acuity or similar booking platforms."}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Calendly", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall use; sales/teams ... Integrations vary—Calendly wins breadth."}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Acuity Scheduling", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Services/clients**: Acuity (forms/payments)."}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Doodle", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Groups/ad-hoc**: Doodle (polls)."}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Microsoft Bookings", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams/sales**: Calendly or Microsoft Bookings (round-robin, workflows)."}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Google Calendar Appointment Schedules", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar Appointment Schedules", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Individuals/freelancers**: Google Calendar (free, simple)"}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Setmore", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good value but less polished; Setmore for basics"}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Zoho Bookings", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Zoho Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zoho for Zoho users. Fewer enterprise-scale team tools."}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Reclaim.ai", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI/smart scheduling**: Newer like Reclaim.ai (auto time-blocking)"}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Motion", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Motion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Motion (task-based)"}, {"id": "mai-20260917-1752-baseline|c152-m3|xai-small|Cal.com", "prompt": "c152-m3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open-source alt**: Cal.com (free/customizable)."}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Reclaim.ai", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Reclaim.ai** is the most balanced AI tool for individuals and small teams"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Motion", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Motion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Motion** is the most powerful but also most complex"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Clockwise", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clockwise** is best for engineering and dev teams focused on deep‑work blocks."}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Cal.com", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cal.com offers the most flexibility for self‑hosting and customization"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Calendly", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Calendly** excels at external meeting booking and integrations, but lacks AI calendar optimization"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Acuity Scheduling", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for service businesses needing deposits, payments, and advanced customization"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Zoho Bookings", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Zoho Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a great choice if you already use Zoho apps"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Square Appointments", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "shines when you need tight integration with a Point‑of‑Sale system"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|Setmore", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ideal for small teams and online classes with generous free limits"}, {"id": "mai-20260917-1752-baseline|c152-m3|zai-small|SimplyBook.me", "prompt": "c152-m3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SimplyBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best for businesses that want a fully branded, highly customizable booking page"}, {"id": "mai-20260917-1752-baseline|c152-m4|alibaba-small|Sling", "prompt": "c152-m4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a schedule for under 30 employees without paying anything, **Sling** is widely considered the best budget choice."}, {"id": "mai-20260917-1752-baseline|c152-m4|alibaba-small|Homebase", "prompt": "c152-m4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase is often cited as the best overall tool for small businesses because it combines scheduling with time-tracking and hiring tools."}, {"id": "mai-20260917-1752-baseline|c152-m4|alibaba-small|7shifts", "prompt": "c152-m4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business is hospitality-focused, 7shifts is specialized to handle the unique quirks of food service"}, {"id": "mai-20260917-1752-baseline|c152-m4|anthropic-small|Homebase", "prompt": "c152-m4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** and **Connecteam** stand out because they offer robust free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|anthropic-small|Connecteam", "prompt": "c152-m4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** and **Connecteam** stand out because they offer robust free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|anthropic-small|When I Work", "prompt": "c152-m4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's budget-friendly with clear pricing for advanced plans."}, {"id": "mai-20260917-1752-baseline|c152-m4|anthropic-small|Sling", "prompt": "c152-m4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sling is recommended as a budget-friendly option for small teams."}, {"id": "mai-20260917-1752-baseline|c152-m4|challenger-small|Sling", "prompt": "c152-m4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Sling** for the **best low-budget balance**."}, {"id": "mai-20260917-1752-baseline|c152-m4|challenger-small|Homebase", "prompt": "c152-m4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** if your team is very small and you want a free plan with core scheduling features"}, {"id": "mai-20260917-1752-baseline|c152-m4|challenger-small|Connecteam", "prompt": "c152-m4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** is a strong alternative if you want more than scheduling in one app"}, {"id": "mai-20260917-1752-baseline|c152-m4|deepseek-small|Connecteam", "prompt": "c152-m4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall Free Option: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c152-m4|deepseek-small|Homebase", "prompt": "c152-m4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Scheduling + Time Tracking: **Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-m4|deepseek-small|Sling", "prompt": "c152-m4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free for Larger Teams (up to 30): **Sling**"}, {"id": "mai-20260917-1752-baseline|c152-m4|deepseek-small|Deputy", "prompt": "c152-m4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost Paid (if you want everything included): **Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-m4|google-small|Sling", "prompt": "c152-m4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sling: Best for Teams of Up to 30 (On a $0 Budget) ... It is the only reliable platform offering free shift scheduling for up to 30 users."}, {"id": "mai-20260917-1752-baseline|c152-m4|google-small|Connecteam", "prompt": "c152-m4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best mobile-first interface with built-in GPS and communications."}, {"id": "mai-20260917-1752-baseline|c152-m4|google-small|Homebase", "prompt": "c152-m4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase: Best for Single-Location Retail & Local Businesses"}, {"id": "mai-20260917-1752-baseline|c152-m4|google-small|7shifts", "prompt": "c152-m4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "7shifts: Best Purpose-Built Option for Restaurants"}, {"id": "mai-20260917-1752-baseline|c152-m4|meta-small|Findmyshift", "prompt": "c152-m4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Findmyshift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "includes Findmyshift, Homebase, Sling, 7shifts, and Connecteam, all of which have free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|meta-small|Homebase", "prompt": "c152-m4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "includes Findmyshift, Homebase, Sling, 7shifts, and Connecteam, all of which have free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|meta-small|Sling", "prompt": "c152-m4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "includes Findmyshift, Homebase, Sling, 7shifts, and Connecteam, all of which have free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|meta-small|7shifts", "prompt": "c152-m4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "includes Findmyshift, Homebase, Sling, 7shifts, and Connecteam, all of which have free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|meta-small|Connecteam", "prompt": "c152-m4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "includes Findmyshift, Homebase, Sling, 7shifts, and Connecteam, all of which have free plans"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|Sling", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Sling** or **Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|Homebase", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Sling** or **Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|TimeTrex", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TimeTrex** - Best for Integrated Features"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|ZoomShift", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "ZoomShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZoomShift** - Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|When I Work", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**When I Work** - $2.50/user/month (Best for Open Shifts)"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|Agendrix", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Agendrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Agendrix** - $3.25/user/month"}, {"id": "mai-20260917-1752-baseline|c152-m4|minimax-small|Deputy", "prompt": "c152-m4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deputy** - $5.50/user/month"}, {"id": "mai-20260917-1752-baseline|c152-m4|mistral-small|Homebase", "prompt": "c152-m4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a completely free solution, Homebase and Sling are the top choices"}, {"id": "mai-20260917-1752-baseline|c152-m4|mistral-small|Sling", "prompt": "c152-m4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Homebase and Sling are the top choices, especially for one-location or small teams"}, {"id": "mai-20260917-1752-baseline|c152-m4|mistral-small|Connecteam", "prompt": "c152-m4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connecteam and Shifton are also excellent if you need a bit more flexibility"}, {"id": "mai-20260917-1752-baseline|c152-m4|mistral-small|Shifton", "prompt": "c152-m4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan for up to 10 users and low-cost modules starting at $0.50/user/month"}, {"id": "mai-20260917-1752-baseline|c152-m4|moonshot-small|Sling", "prompt": "c152-m4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sling** — Best for Small Budgets ... The most generous free plan available"}, {"id": "mai-20260917-1752-baseline|c152-m4|moonshot-small|Homebase", "prompt": "c152-m4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** — Best Overall Value ... offers the best value since you pay per location"}, {"id": "mai-20260917-1752-baseline|c152-m4|moonshot-small|Findmyshift", "prompt": "c152-m4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Findmyshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Findmyshift** — Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c152-m4|moonshot-small|When I Work", "prompt": "c152-m4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for retail and hospitality businesses with shift-based teams"}, {"id": "mai-20260917-1752-baseline|c152-m4|openai-small|Connecteam", "prompt": "c152-m4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall option is usually Connecteam for a small frontline team"}, {"id": "mai-20260917-1752-baseline|c152-m4|openai-small|Sling", "prompt": "c152-m4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a low-cost per-user plan and strong shift swapping/team communication"}, {"id": "mai-20260917-1752-baseline|c152-m4|openai-small|Homebase", "prompt": "c152-m4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but pricing is location-based and can rise as you grow"}, {"id": "mai-20260917-1752-baseline|c152-m4|openai-small|When I Work", "prompt": "c152-m4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "does not appear to offer the same free-plan value as Connecteam"}, {"id": "mai-20260917-1752-baseline|c152-m4|openai-small|7shifts", "prompt": "c152-m4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best only if you're a restaurant... but its pricing is higher than the most budget-friendly options"}, {"id": "mai-20260917-1752-baseline|c152-m4|xai-small|Homebase", "prompt": "c152-m4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Homebase** if you have one location and want time tracking included for free—it's the most balanced for limited budgets"}, {"id": "mai-20260917-1752-baseline|c152-m4|xai-small|Sling", "prompt": "c152-m4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Sling (Best for Pure Scheduling with Larger Free Teams)**"}, {"id": "mai-20260917-1752-baseline|c152-m4|xai-small|Connecteam", "prompt": "c152-m4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Connecteam (Best Free All-in-One for Very Small Teams)**"}, {"id": "mai-20260917-1752-baseline|c152-m4|xai-small|Findmyshift", "prompt": "c152-m4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Findmyshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Findmyshift**: Free plan available; simple and cheap paid (~$27/team/mo)."}, {"id": "mai-20260917-1752-baseline|c152-m4|xai-small|When I Work", "prompt": "c152-m4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**When I Work**: No free, but ~$2.50/user/mo—great value if free limits exceeded."}, {"id": "mai-20260917-1752-baseline|c152-m4|xai-small|7shifts", "prompt": "c152-m4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "7shifts for restaurants, but pricier at $40/location"}, {"id": "mai-20260917-1752-baseline|c152-m4|zai-small|Sling", "prompt": "c152-m4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: Sling (Free Tier)"}, {"id": "mai-20260917-1752-baseline|c152-m4|zai-small|Homebase", "prompt": "c152-m4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-Up: Homebase"}, {"id": "mai-20260917-1752-baseline|c152-m4|zai-small|7shifts", "prompt": "c152-m4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Alternative: 7shifts"}, {"id": "mai-20260917-1752-baseline|c152-m4|zai-small|Deputy", "prompt": "c152-m4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need compliance, multi-location support, and advanced features** → **Deputy** (starts at $5.50/user/month)"}, {"id": "mai-20260917-1752-baseline|c152-m4|zai-small|When I Work", "prompt": "c152-m4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**When I Work** | ❌ No | ✅ Yes (add-on) | ✅ Yes (with add-on) | Multi-location retail/healthcare"}, {"id": "mai-20260917-1752-baseline|c152-m5|deepseek-small|TimeTrex", "prompt": "c152-m5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **TimeTrex** (mid-size 50–500+ with built-in payroll) ... are commonly cited"}, {"id": "mai-20260917-1752-baseline|c152-m5|deepseek-small|Shiftboard", "prompt": "c152-m5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Shiftboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Shiftboard** (large-scale enterprise)"}, {"id": "mai-20260917-1752-baseline|c152-m5|deepseek-small|ADP WorkForce Suite", "prompt": "c152-m5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ADP WorkForce Suite**, and **Workday** are commonly cited"}, {"id": "mai-20260917-1752-baseline|c152-m5|deepseek-small|Workday", "prompt": "c152-m5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP WorkForce Suite**, and **Workday** are commonly cited — but the right choice depends heavily on your industry"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|Deputy", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "\"Best-of-Breed\" Dedicated Schedulers (e.g., Deputy, Connecteam, When I Work)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|Connecteam", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"Best-of-Breed\" Dedicated Schedulers (e.g., Deputy, Connecteam, When I Work)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|When I Work", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "\"Best-of-Breed\" Dedicated Schedulers (e.g., Deputy, Connecteam, When I Work)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|Paycor", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All-in-One HCM Suites (e.g., Paycor, Paylocity, Rippling, Workday)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|Paylocity", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All-in-One HCM Suites (e.g., Paycor, Paylocity, Rippling, Workday)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|Rippling", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-One HCM Suites (e.g., Paycor, Paylocity, Rippling, Workday)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|Workday", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All-in-One HCM Suites (e.g., Paycor, Paylocity, Rippling, Workday)"}, {"id": "mai-20260917-1752-baseline|c152-m5|google-small|7shifts", "prompt": "c152-m5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Industry-Specific Platforms (e.g., 7shifts for restaurants/hospitality)"}, {"id": "mai-20260917-1752-baseline|c152-m5|mistral-small|When I Work", "prompt": "c152-m5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Request demos from top vendors (e.g., When I Work, Deputy, Homebase, UKG, Humanity, Sling)."}, {"id": "mai-20260917-1752-baseline|c152-m5|mistral-small|Deputy", "prompt": "c152-m5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Request demos from top vendors (e.g., When I Work, Deputy, Homebase, UKG, Humanity, Sling)."}, {"id": "mai-20260917-1752-baseline|c152-m5|mistral-small|Homebase", "prompt": "c152-m5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Request demos from top vendors (e.g., When I Work, Deputy, Homebase, UKG, Humanity, Sling)."}, {"id": "mai-20260917-1752-baseline|c152-m5|mistral-small|UKG", "prompt": "c152-m5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Request demos from top vendors (e.g., When I Work, Deputy, Homebase, UKG, Humanity, Sling)."}, {"id": "mai-20260917-1752-baseline|c152-m5|mistral-small|Humanity", "prompt": "c152-m5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Humanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Request demos from top vendors (e.g., When I Work, Deputy, Homebase, UKG, Humanity, Sling)."}, {"id": "mai-20260917-1752-baseline|c152-m5|mistral-small|Sling", "prompt": "c152-m5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Request demos from top vendors (e.g., When I Work, Deputy, Homebase, UKG, Humanity, Sling)."}, {"id": "mai-20260917-1752-baseline|c152-m5|moonshot-small|UKG", "prompt": "c152-m5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider platforms like UKG, Shiftboard (for complex operations), or mid-market solutions like TimeTrex"}, {"id": "mai-20260917-1752-baseline|c152-m5|moonshot-small|Shiftboard", "prompt": "c152-m5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Shiftboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shiftboard (for complex operations)"}, {"id": "mai-20260917-1752-baseline|c152-m5|moonshot-small|TimeTrex", "prompt": "c152-m5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mid-market solutions like TimeTrex"}, {"id": "mai-20260917-1752-baseline|c152-m5|xai-small|Deputy", "prompt": "c152-m5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like Deputy, Shiftboard, or When I Work often rank high for 500-employee enterprises"}, {"id": "mai-20260917-1752-baseline|c152-m5|xai-small|Shiftboard", "prompt": "c152-m5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Shiftboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Deputy, Shiftboard, or When I Work often rank high for 500-employee enterprises"}, {"id": "mai-20260917-1752-baseline|c152-m5|xai-small|When I Work", "prompt": "c152-m5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Deputy, Shiftboard, or When I Work often rank high for 500-employee enterprises"}, {"id": "mai-20260917-1752-baseline|c152-m5|xai-small|Homebase", "prompt": "c152-m5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3–5 Tools: Deputy, Homebase, When I Work, Connecteam, or Shiftboard for scale."}, {"id": "mai-20260917-1752-baseline|c152-m5|xai-small|Connecteam", "prompt": "c152-m5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3–5 Tools: Deputy, Homebase, When I Work, Connecteam, or Shiftboard for scale."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Time Doctor", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Time Doctor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools to Approach with Caution: Time Doctor, Hubstaff, and ActivTrak."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Hubstaff", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools to Approach with Caution: Time Doctor, Hubstaff, and ActivTrak."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|ActivTrak", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "ActivTrak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These tools are often viewed as hostile in modern work environments."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Microsoft Project", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Microsoft Project", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is often cited as \"overkill\" and has a very poor user interface compared to web-native competitors"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Oracle ERP", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these systems are notoriously rigid and require expensive consultants to configure"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|SAP Scheduling Modules", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "SAP Scheduling Modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notoriously rigid and require expensive consultants to configure"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Monday.com", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tools like Monday.com, Smartsheet, and Jira are excellent for task management but often fail as basic scheduling tools"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Smartsheet", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often fail as basic scheduling tools"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Jira", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often fail as basic scheduling tools"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Notion", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "trying to use it solely as a scheduling engine often leads to chaos"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Google Calendar", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Personal Scheduling: Stick to the big three: Google Calendar, Outlook, or Apple Calendar."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Outlook", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Outlook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to the big three: Google Calendar, Outlook, or Apple Calendar."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Apple Calendar", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Apple Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Stick to the big three: Google Calendar, Outlook, or Apple Calendar."}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Calendly", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Team Meetings: Use dedicated integrators like Calendly or Chalk"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Chalk", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Chalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use dedicated integrators like Calendly or Chalk that sit on top of your calendar"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|Asana", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Project Scheduling: Use Asana or ClickUp for general business"}, {"id": "mai-20260917-1752-baseline|c152-m6|alibaba-small|ClickUp", "prompt": "c152-m6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "Project Scheduling: Use Asana or ClickUp for general business"}, {"id": "mai-20260917-1752-baseline|c152-m6|anthropic-small|Jira", "prompt": "c152-m6", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Jira has a steep learning curve and may be overly complex for simple workflows or new users."}, {"id": "mai-20260917-1752-baseline|c152-m6|anthropic-small|Setmore", "prompt": "c152-m6", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Setmore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Setmore has complaints about Google Calendar sync reliability, requires a paid plan for SMS reminders"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|Simply Schedule Appointments", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Simply Schedule Appointments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (Clear Red Flags)\n\n### 1. Free/Unknown WordPress Booking Plugins (especially \"Simply Schedule Appointments\")"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|Calendly", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with:** Calendly (use with minimal permissions and disable tracking)"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|7shifts", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Employee Scheduling Tools (7shifts, HotSchedules, When I Work)... Why caution: These store highly sensitive HR data"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|HotSchedules", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "HotSchedules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Employee Scheduling Tools (7shifts, HotSchedules, When I Work)... their **data sprawl** is the risk"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|When I Work", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Employee Scheduling Tools (7shifts, HotSchedules, When I Work)... caution is about your own operational hygiene."}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|ClickUp", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ambitious \"All-in-One\" Productivity Schedulers (ClickUp, Akiflow, Routine, etc.)- **Why caution:** ... request **excessive permissions**"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|Akiflow", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Akiflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ambitious \"All-in-One\" Productivity Schedulers (ClickUp, Akiflow, Routine, etc.)"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|Routine", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Routine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Ambitious \"All-in-One\" Productivity Schedulers (ClickUp, Akiflow, Routine, etc.)"}, {"id": "mai-20260917-1752-baseline|c152-m6|deepseek-small|Cal.com self-hosted", "prompt": "c152-m6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Cal.com self-hosted", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick with established platforms or self-hosted options (e.g., Cal.com self-hosted)."}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|Doodle", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Doodle (Forced Upgrades & Ad-Heavy Free Tier):** ... The free tier is now heavily cluttered with intrusive ads"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|Calendly", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users frequently criticize Calendly’s billing model, which continues to charge for inactive user \"seats\", and its decision to lock security features ... behind expensive Enterprise tiers"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|Acuity Scheduling", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its interface is widely considered too complex, cluttered, and difficult to set up compared to cleaner, modern alternatives"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|Cal.com", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cleaner, modern alternatives like **Cal.com** or **SavvyCal**"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|SavvyCal", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cleaner, modern alternatives like **Cal.com** or **SavvyCal**"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|Hootsuite", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hootsuite is widely considered bloated, heavy, and aggressively overpriced for individual creators or small marketing agencies"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|Kronos/UKG", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Kronos/UKG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy \"Dinosaur\" Software (e.g., older versions of Kronos/UKG, When2Work, HotSchedules)"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|When2Work", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When2Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy \"Dinosaur\" Software (e.g., older versions of Kronos/UKG, When2Work, HotSchedules)"}, {"id": "mai-20260917-1752-baseline|c152-m6|google-small|HotSchedules", "prompt": "c152-m6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "HotSchedules", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Legacy \"Dinosaur\" Software (e.g., older versions of Kronos/UKG, When2Work, HotSchedules)"}, {"id": "mai-20260917-1752-baseline|c152-m6|meta-small|Calendly", "prompt": "c152-m6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned include Calendly, Chili Piper, and Meetergo."}, {"id": "mai-20260917-1752-baseline|c152-m6|meta-small|Chili Piper", "prompt": "c152-m6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools mentioned include Calendly, Chili Piper, and Meetergo."}, {"id": "mai-20260917-1752-baseline|c152-m6|meta-small|Meetergo", "prompt": "c152-m6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Meetergo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools mentioned include Calendly, Chili Piper, and Meetergo."}, {"id": "mai-20260917-1752-baseline|c152-m6|minimax-small|Lever's Scheduler", "prompt": "c152-m6", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Lever's Scheduler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Lever's Scheduler**: Noted for poor UX with unnecessary email verification, no cancel/reschedule functionality, and time zone issues"}, {"id": "mai-20260917-1752-baseline|c152-m6|mistral-small|Calendly", "prompt": "c152-m6", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Calendly**: While popular for simple use cases, it may lack advanced features like team scheduling, custom branding, or deep integrations for some professional needs."}, {"id": "mai-20260917-1752-baseline|c152-m6|moonshot-small|Calendly", "prompt": "c152-m6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Pricing cliff**: Many essential business features are locked behind the Enterprise tier (~$15,000/year)"}, {"id": "mai-20260917-1752-baseline|c152-m6|moonshot-small|Hubstaff", "prompt": "c152-m6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Hubstaff** and similar tools that pair scheduling with GPS monitoring and activity tracking - Can create privacy concerns"}, {"id": "mai-20260917-1752-baseline|c152-m6|moonshot-small|Cal.com", "prompt": "c152-m6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source alternatives like Cal.com give you data control"}, {"id": "mai-20260917-1752-baseline|c152-m6|xai-small|Calendly", "prompt": "c152-m6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Loads third-party trackers (e.g., Google Analytics, Mixpanel) on booking pages, collecting visitor data. Reviews score it low (1/5) for privacy"}, {"id": "mai-20260917-1752-baseline|c152-m6|xai-small|HubSpot Meetings", "prompt": "c152-m6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "HubSpot Meetings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Worst-rated (0/5) for non-sales use; automatically adds bookers to marketing databases and tracks interactions aggressively."}, {"id": "mai-20260917-1752-baseline|c152-m6|xai-small|UKG (formerly Kronos)", "prompt": "c152-m6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "2021 ransomware hit cloud services (Workforce Central, etc.), disrupting payroll/scheduling for thousands"}, {"id": "mai-20260917-1752-baseline|c152-m6|xai-small|CalClear", "prompt": "c152-m6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "CalClear", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize privacy-focused alternatives (e.g., those scoring high in audits like CalClear)."}, {"id": "mai-20260917-1752-baseline|c152-m6|zai-small|Calendar.com", "prompt": "c152-m6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendar.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid at all costs.** This tool consistently receives the lowest ratings for customer service, pricing practices, and reliability."}, {"id": "mai-20260917-1752-baseline|c152-m6|zai-small|Google Calendar", "prompt": "c152-m6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "most reviewers recommend **Google Calendar, Calendly, Doodle, and dedicated workforce scheduling tools**"}, {"id": "mai-20260917-1752-baseline|c152-m6|zai-small|Calendly", "prompt": "c152-m6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most reviewers recommend **Google Calendar, Calendly, Doodle, and dedicated workforce scheduling tools**"}, {"id": "mai-20260917-1752-baseline|c152-m6|zai-small|Doodle", "prompt": "c152-m6", "model": "zai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "most reviewers recommend **Google Calendar, Calendly, Doodle, and dedicated workforce scheduling tools**"}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|When I Work", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around (Hybrid/Office Teams)\n**Winner: When I Work**... this is the gold standard for small businesses."}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|QuickBooks Time (formerly TSheets)", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Billing & Accounting (Service Agencies)\n**Winner: QuickBooks Time (formerly TSheets)**"}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|Calendly", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Sales & Client Meetings\n**Winner: Calendly**"}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|Gusto", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Payroll Integration\n**Winner: Gusto**"}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|Harvest", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Billable Hours / Project Time** | **QuickBooks Time** or **Harvest**"}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|Deputy", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Complex Compliance / Labor Laws** | **Deputy**"}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|Asana", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a project management tool like **Asana** or **Monday.com** often serves as the \"scheduler\""}, {"id": "mai-20260917-1752-baseline|c152-s1|alibaba-small|Monday.com", "prompt": "c152-s1", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a project management tool like **Asana** or **Monday.com** often serves as the \"scheduler\""}, {"id": "mai-20260917-1752-baseline|c152-s1|anthropic-small|Connecteam", "prompt": "c152-s1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam is a strong choice for small businesses that need flexible employee scheduling alongside the daily tools teams actually use"}, {"id": "mai-20260917-1752-baseline|c152-s1|anthropic-small|Homebase", "prompt": "c152-s1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Homebase is the best all-in-one package designed for hourly teams"}, {"id": "mai-20260917-1752-baseline|c152-s1|anthropic-small|Deputy", "prompt": "c152-s1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deputy is best for labor cost control and compliance."}, {"id": "mai-20260917-1752-baseline|c152-s1|anthropic-small|When I Work", "prompt": "c152-s1", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Homebase and When I Work being natural starting points at this scale"}, {"id": "mai-20260917-1752-baseline|c152-s1|challenger-small|Connecteam", "prompt": "c152-s1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is the best general pick for most small B2B teams"}, {"id": "mai-20260917-1752-baseline|c152-s1|challenger-small|When I Work", "prompt": "c152-s1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a **simple, low-cost** scheduling tool for a small team"}, {"id": "mai-20260917-1752-baseline|c152-s1|challenger-small|Homebase", "prompt": "c152-s1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "broad small-business solution with scheduling, time tracking, and payroll in one app"}, {"id": "mai-20260917-1752-baseline|c152-s1|challenger-small|Deputy", "prompt": "c152-s1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your business is **compliance-heavy** or needs stronger multi-location workforce management"}, {"id": "mai-20260917-1752-baseline|c152-s1|challenger-small|Buddy Punch", "prompt": "c152-s1", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you care most about **top-rated reviews** and straightforward scheduling/time tracking"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|Connecteam", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is the strongest overall pick"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|When I Work", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "as excellent alternatives depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|Homebase", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "try **Homebase** if you want a free plan"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|Buddy Punch", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Buddy Punch** is worth a close look"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|7shifts", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "7shifts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I'd steer away from restaurant-specific platforms like 7shifts, HotSchedules, and Toast Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|HotSchedules", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "HotSchedules", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "I'd steer away from restaurant-specific platforms like 7shifts, HotSchedules, and Toast Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|Toast Scheduling", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Toast Scheduling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "I'd steer away from restaurant-specific platforms like 7shifts, HotSchedules, and Toast Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s1|deepseek-small|Sling", "prompt": "c152-s1", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**5. Sling (most budget-friendly)**"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|Connecteam", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam (Best Overall for Shift/On-Call Teams)"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|When I Work", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When I Work (Best for Simple Support Shifts)"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|Resource Guru", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Resource Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Resource Guru (Best for Visual Project Allocation)"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|Float", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Float (Best for Budget/Time Tracking Integration)"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|Calendly", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Calendly (The Industry Standard)"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|Chili Piper", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Chili Piper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Revenue/Inbound Sales Teams"}, {"id": "mai-20260917-1752-baseline|c152-s1|google-small|Cal.com", "prompt": "c152-s1", "model": "google-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deploy **Calendly** or **Cal.com**"}, {"id": "mai-20260917-1752-baseline|c152-s1|meta-small|Connecteam", "prompt": "c152-s1", "model": "meta-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee scheduling software for a small B2B company is Connecteam, as it is the top-rated employee scheduling software for small businesses"}, {"id": "mai-20260917-1752-baseline|c152-s1|meta-small|Deputy", "prompt": "c152-s1", "model": "meta-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Deputy for compliance"}, {"id": "mai-20260917-1752-baseline|c152-s1|meta-small|When I Work", "prompt": "c152-s1", "model": "meta-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "When I Work for simple low-cost scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s1|minimax-small|TimeTrex", "prompt": "c152-s1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "TimeTrex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms that appear in \"best employee scheduling software\" lists include:\n- TimeTrex"}, {"id": "mai-20260917-1752-baseline|c152-s1|minimax-small|Homebase", "prompt": "c152-s1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "lists include:\n- TimeTrex\n- Homebase"}, {"id": "mai-20260917-1752-baseline|c152-s1|minimax-small|ZoomShift", "prompt": "c152-s1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ZoomShift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- ZoomShift"}, {"id": "mai-20260917-1752-baseline|c152-s1|minimax-small|BuddyPunch", "prompt": "c152-s1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "BuddyPunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- BuddyPunch"}, {"id": "mai-20260917-1752-baseline|c152-s1|minimax-small|Shiftboard", "prompt": "c152-s1", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Shiftboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Shiftboard"}, {"id": "mai-20260917-1752-baseline|c152-s1|mistral-small|Connecteam", "prompt": "c152-s1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee scheduling software for a small B2B company is **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c152-s1|mistral-small|Homebase", "prompt": "c152-s1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase**: Best for hourly teams and location-based businesses"}, {"id": "mai-20260917-1752-baseline|c152-s1|mistral-small|When I Work", "prompt": "c152-s1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cost-effective option starting at $2.50/user/month"}, {"id": "mai-20260917-1752-baseline|c152-s1|mistral-small|Deputy", "prompt": "c152-s1", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for demand-based scheduling and labor forecasting"}, {"id": "mai-20260917-1752-baseline|c152-s1|moonshot-small|Homebase", "prompt": "c152-s1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Homebase** if you have one location and want an all-in-one system"}, {"id": "mai-20260917-1752-baseline|c152-s1|moonshot-small|Connecteam", "prompt": "c152-s1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Connecteam** if your team is mobile/field-based"}, {"id": "mai-20260917-1752-baseline|c152-s1|moonshot-small|When I Work", "prompt": "c152-s1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose When I Work if: You want dead-simple scheduling for a tiny team"}, {"id": "mai-20260917-1752-baseline|c152-s1|moonshot-small|Sling", "prompt": "c152-s1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sling if: You have 10–30 employees, want to stay on a free plan"}, {"id": "mai-20260917-1752-baseline|c152-s1|moonshot-small|Deputy", "prompt": "c152-s1", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When I Work and Deputy charge per *user* (can creep up as you hire)"}, {"id": "mai-20260917-1752-baseline|c152-s1|openai-small|Connecteam", "prompt": "c152-s1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Connecteam** if you want the strongest overall mix of ease of use, mobile scheduling, and price for small teams"}, {"id": "mai-20260917-1752-baseline|c152-s1|openai-small|Deputy", "prompt": "c152-s1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** is the best alternative. It's strong on auto-scheduling, labor rules, and time-and-attendance, but it tends to be pricier"}, {"id": "mai-20260917-1752-baseline|c152-s1|openai-small|When I Work", "prompt": "c152-s1", "model": "openai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**When I Work** is worth a look, but it can be less feature-rich and may require more manual work than the others"}, {"id": "mai-20260917-1752-baseline|c152-s1|xai-small|Connecteam", "prompt": "c152-s1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Connecteam** if your team is mobile/deskless—highest small-biz ratings, robust free plan."}, {"id": "mai-20260917-1752-baseline|c152-s1|xai-small|Homebase", "prompt": "c152-s1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** for simplest/free entry, esp. <20 people."}, {"id": "mai-20260917-1752-baseline|c152-s1|xai-small|Buddy Punch", "prompt": "c152-s1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Buddy Punch** | Easy time tracking + scheduling | 4.8"}, {"id": "mai-20260917-1752-baseline|c152-s1|xai-small|When I Work", "prompt": "c152-s1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **When I Work** | Shift swaps & value | 4.5"}, {"id": "mai-20260917-1752-baseline|c152-s1|xai-small|Deputy", "prompt": "c152-s1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Deputy** | Multi-location B2B w/ compliance | 4.6 G2/Capterra"}, {"id": "mai-20260917-1752-baseline|c152-s1|xai-small|7shifts", "prompt": "c152-s1", "model": "xai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "7shifts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid restaurant-focused like 7shifts unless relevant."}, {"id": "mai-20260917-1752-baseline|c152-s1|zai-small|Sling", "prompt": "c152-s1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Best Overall – Sling**"}, {"id": "mai-20260917-1752-baseline|c152-s1|zai-small|When I Work", "prompt": "c152-s1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Best Budget – When I Work**"}, {"id": "mai-20260917-1752-baseline|c152-s1|zai-small|Homebase", "prompt": "c152-s1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Best All‑In‑One – Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-s1|zai-small|ZoomShift", "prompt": "c152-s1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "ZoomShift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Seasonal/Fluctuating Teams – ZoomShift"}, {"id": "mai-20260917-1752-baseline|c152-s1|zai-small|Deputy", "prompt": "c152-s1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Deputy** if you need advanced compliance and automation features."}, {"id": "mai-20260917-1752-baseline|c152-s1|zai-small|BambooHR", "prompt": "c152-s1", "model": "zai-small", "cat": "workforce-scheduling", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More expensive than dedicated schedulers - Overkill if you only need basic shift management"}, {"id": "mai-20260917-1752-baseline|c152-s2|alibaba-small|Homebase", "prompt": "c152-s2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Professional Services & Billing: **Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-s2|alibaba-small|When I Work", "prompt": "c152-s2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Cross-Platform Integration: **When I Work**"}, {"id": "mai-20260917-1752-baseline|c152-s2|alibaba-small|Connecteam", "prompt": "c152-s2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Field Service & Deskless Teams: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c152-s2|alibaba-small|Deputy", "prompt": "c152-s2", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Deputy** | **Multi-Location & Complex Ops** | ~$4.50/user/month"}, {"id": "mai-20260917-1752-baseline|c152-s2|anthropic-small|When I Work", "prompt": "c152-s2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**When I Work** - User-friendly, affordable, good for small teams"}, {"id": "mai-20260917-1752-baseline|c152-s2|anthropic-small|Deputy", "prompt": "c152-s2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deputy** - Strong mobile app, integrates with payroll systems"}, {"id": "mai-20260917-1752-baseline|c152-s2|anthropic-small|Homebase", "prompt": "c152-s2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Homebase** - Simple interface, budget-friendly"}, {"id": "mai-20260917-1752-baseline|c152-s2|anthropic-small|Zorka", "prompt": "c152-s2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Zorka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zorka** - Good for complex scheduling needs"}, {"id": "mai-20260917-1752-baseline|c152-s2|anthropic-small|Humanity", "prompt": "c152-s2", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Humanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Humanity** - Emphasis on employee engagement and scheduling optimization"}, {"id": "mai-20260917-1752-baseline|c152-s2|challenger-small|Homebase", "prompt": "c152-s2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Homebase** if your team is hourly or shift-based"}, {"id": "mai-20260917-1752-baseline|c152-s2|challenger-small|Connecteam", "prompt": "c152-s2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** if you have deskless or frontline staff"}, {"id": "mai-20260917-1752-baseline|c152-s2|challenger-small|When I Work", "prompt": "c152-s2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** if you want a simpler, low-cost scheduler for a small team"}, {"id": "mai-20260917-1752-baseline|c152-s2|challenger-small|Deputy", "prompt": "c152-s2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy** if labor cost tracking and compliance are especially important"}, {"id": "mai-20260917-1752-baseline|c152-s2|challenger-small|Sling", "prompt": "c152-s2", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sling** if you want a simple shift scheduling tool with team messaging built in"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Homebase", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My pick here:** **Homebase** for most small B2B operations — it's the most complete affordable package and has a genuinely useful free tier."}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Deputy", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** is the stronger choice for compliance and labor-cost tracking."}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Connecteam", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Connecteam** | Deskless/field teams, customization | Free for ≤10 users; $29/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|When I Work", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **When I Work** | Small businesses with multiple managers | ~$2.50/user/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Sling", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Sling** | Simple day-to-day management | Free plan; ~$2.70/user/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Jobber", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Jobber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**My pick:** **Jobber** — it's designed specifically for small B2B service businesses"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Housecall Pro", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Housecall Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Housecall Pro** | Service businesses (HVAC, cleaning, etc.) | ~$60/mo (varies) |"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|ServiceM8", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "ServiceM8", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **ServiceM8** | Small trade/field teams | From $29/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s2|deepseek-small|Workiz", "prompt": "c152-s2", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Workiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Workiz** | All-in-one dispatch + invoicing | Varies |"}, {"id": "mai-20260917-1752-baseline|c152-s2|google-small|Connecteam", "prompt": "c152-s2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Connecteam ... widely regarded as one of the best mobile-first scheduling apps for \"deskless\" operations"}, {"id": "mai-20260917-1752-baseline|c152-s2|google-small|When I Work", "prompt": "c152-s2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Pick: When I Work ... highly intuitive and specializes in clean, calendar-based shift scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s2|google-small|Float", "prompt": "c152-s2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Float (or Toggl Plan)"}, {"id": "mai-20260917-1752-baseline|c152-s2|google-small|Toggl Plan", "prompt": "c152-s2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Toggl Plan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Pick: Float (or Toggl Plan)"}, {"id": "mai-20260917-1752-baseline|c152-s2|google-small|Homebase", "prompt": "c152-s2", "model": "google-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Homebase is the gold standard for small businesses looking to transition off spreadsheets"}, {"id": "mai-20260917-1752-baseline|c152-s2|meta-small|Homebase", "prompt": "c152-s2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase - Best for small businesses with hourly teams that want scheduling, time tracking, and payroll in one app."}, {"id": "mai-20260917-1752-baseline|c152-s2|meta-small|Connecteam", "prompt": "c152-s2", "model": "meta-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Connecteam - Top-rated employee scheduling software for small business based on 3,666 verified reviews, with a 4.64/5 overall rating"}, {"id": "mai-20260917-1752-baseline|c152-s2|minimax-small|Calendly", "prompt": "c152-s2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "My Top Recommendation: **Calendly** (for B2B/Professional Services)"}, {"id": "mai-20260917-1752-baseline|c152-s2|minimax-small|Homebase", "prompt": "c152-s2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Employee shift scheduling** (managing staff shifts)? → Go with Homebase or Connecteam"}, {"id": "mai-20260917-1752-baseline|c152-s2|minimax-small|Connecteam", "prompt": "c152-s2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Employee shift scheduling** (managing staff shifts)? → Go with Homebase or Connecteam"}, {"id": "mai-20260917-1752-baseline|c152-s2|minimax-small|Setmore", "prompt": "c152-s2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Setmore** - Good for service-based B2B"}, {"id": "mai-20260917-1752-baseline|c152-s2|minimax-small|Acuity", "prompt": "c152-s2", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Acuity** - Better if you need payment collection at booking"}, {"id": "mai-20260917-1752-baseline|c152-s2|mistral-small|Connecteam", "prompt": "c152-s2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** stands out as the top pick for most small businesses"}, {"id": "mai-20260917-1752-baseline|c152-s2|mistral-small|Homebase", "prompt": "c152-s2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small businesses with hourly teams that want scheduling, time tracking, and payroll in one app."}, {"id": "mai-20260917-1752-baseline|c152-s2|mistral-small|Buddy Punch", "prompt": "c152-s2", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines intuitive shift scheduling with real-time attendance tracking at an affordable price."}, {"id": "mai-20260917-1752-baseline|c152-s2|moonshot-small|Homebase", "prompt": "c152-s2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** - Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c152-s2|moonshot-small|When I Work", "prompt": "c152-s2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Homebase** (free tier) or **When I Work**"}, {"id": "mai-20260917-1752-baseline|c152-s2|moonshot-small|Deputy", "prompt": "c152-s2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deputy** - Best for Multi-Location Businesses"}, {"id": "mai-20260917-1752-baseline|c152-s2|moonshot-small|Sling", "prompt": "c152-s2", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sling** - Best for Labor Cost Control"}, {"id": "mai-20260917-1752-baseline|c152-s2|openai-small|Homebase", "prompt": "c152-s2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Homebase** as the safer default if you want an all-around small-business tool"}, {"id": "mai-20260917-1752-baseline|c152-s2|openai-small|When I Work", "prompt": "c152-s2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work**: Best if your main need is **easy shift scheduling and employee availability management**"}, {"id": "mai-20260917-1752-baseline|c152-s2|openai-small|Deputy", "prompt": "c152-s2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be more than a small B2B company needs"}, {"id": "mai-20260917-1752-baseline|c152-s2|openai-small|7shifts", "prompt": "c152-s2", "model": "openai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "7shifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great for restaurants, but probably not the right fit for a general B2B business"}, {"id": "mai-20260917-1752-baseline|c152-s2|xai-small|Homebase", "prompt": "c152-s2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Homebase as the top shift scheduling tool."}, {"id": "mai-20260917-1752-baseline|c152-s2|xai-small|7shifts", "prompt": "c152-s2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "7shifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike 7shifts (restaurant-focused), it's versatile for retail, services, field sales, or office shifts"}, {"id": "mai-20260917-1752-baseline|c152-s2|xai-small|When I Work", "prompt": "c152-s2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** (~$2.50/user/month, no free plan but 14-day trial): Simpler, mobile-first"}, {"id": "mai-20260917-1752-baseline|c152-s2|xai-small|Connecteam", "prompt": "c152-s2", "model": "xai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mobile frontline teams (e.g., field service B2B)... but pricier as you scale."}, {"id": "mai-20260917-1752-baseline|c152-s2|zai-small|Connecteam", "prompt": "c152-s2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Connecteam** as your top choice"}, {"id": "mai-20260917-1752-baseline|c152-s2|zai-small|Homebase", "prompt": "c152-s2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** and **When I Work** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c152-s2|zai-small|When I Work", "prompt": "c152-s2", "model": "zai-small", "cat": "workforce-scheduling", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** \\u2014 Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|Calendly", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you sell services/courses/consulting:** Choose **Calendly** or **YouCanBookMe**."}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|YouCanBookMe", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Calendly** or **YouCanBookMe**"}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|Setmore", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A free-tier-heavy platform that allows online booking and also manages staff shifts."}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|When I Work", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have hourly employees working shifts:** Choose **When I Work** or **Sling**."}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|Sling", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **When I Work** or **Sling**"}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|Deputy", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often cheaper than competitors like When I Work or Deputy for basic features"}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|Homebase", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one hiring, scheduling, and timekeeping... Great if you don’t use an external payroll provider yet."}, {"id": "mai-20260917-1752-baseline|c152-s3|alibaba-small|Square Appointments", "prompt": "c152-s3", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you do both:** Look into **Square Appointments** (if you’re a salon/retail store)"}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|When I Work", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**When I Work** — Best for small teams that want simple, affordable shift scheduling without extras."}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|Deputy", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for multi-location businesses that need labor compliance tools and demand forecasting."}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|Connecteam", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for deskless teams in construction, field services, and healthcare."}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|7shifts", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for restaurants that want POS-integrated scheduling built for food service."}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|Sling", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for budget-conscious teams that want free scheduling with basic labor cost tools."}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|Calendly", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Calendly (free-$12/mo per user) is the simplest to set up"}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|Appointlet", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Appointlet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Appointlet is a strong low-friction alternative for small teams that want easy setup and built-in team scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|SuperSaaS", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SuperSaaS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SuperSaaS ($9/mo, free tier available) offers the best combination of flexibility and affordability"}, {"id": "mai-20260917-1752-baseline|c152-s3|anthropic-small|Rallly", "prompt": "c152-s3", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rallly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rallly is best for small businesses that need to schedule meetings with internal parties"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Calendly", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Calendly** for booking meetings"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Doodle", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Doodle** — Best for finding a meeting time across multiple calendars"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Connecteam", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Connecteam or Homebase** for hourly shift scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Homebase", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Connecteam or Homebase** for hourly shift scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Deputy", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deputy** for compliance-heavy operations"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|When I Work", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for small teams that want a simple, mobile-first shift scheduling experience"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Sling", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sling** if cost is the biggest constraint"}, {"id": "mai-20260917-1752-baseline|c152-s3|challenger-small|Square Appointments", "prompt": "c152-s3", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Square Appointments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for service businesses that need booking tied to payments"}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|Calendly", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Scheduling client meetings → Calendly (simple) or Cal.com (flexible/open-source)."}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|Cal.com", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cal.com is \"maximum flexibility and control.\""}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|Deputy", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need compliance, forecasting, multi-location → Deputy."}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|Homebase", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Small single-location hourly team, tight budget → start with Homebase's free plan."}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|When I Work", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing team, clean mobile app, transparent pricing → When I Work."}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|7shifts", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: restaurants specifically."}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|Sling", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: small teams wanting scheduling plus labor-cost control in an affordable package."}, {"id": "mai-20260917-1752-baseline|c152-s3|deepseek-small|Connecteam", "prompt": "c152-s3", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deskless/field workers → Connecteam."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Calendly", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Calendly is the industry gold standard."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|SavvyCal", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Recipient-friendly collaborative scheduling."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|YouCanBookMe", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Deep customization and brand control."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Doodle", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Doodle is designed to find a consensus among a group."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Motion", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Motion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Startups and teams that want AI-driven daily planning."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Reclaim AI", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-powered productivity calendars"}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|When I Work", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "This is the most approachable and clean shift-scheduling tool for small teams."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Homebase", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you run a brick-and-mortar storefront with physical shifts: Go with Homebase."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Connecteam", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you manage a blue-collar, field, or on-the-go crew: Go with Connecteam."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|7shifts", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: Restaurants and hospitality venues."}, {"id": "mai-20260917-1752-baseline|c152-s3|google-small|Sling", "prompt": "c152-s3", "model": "google-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Sling offers one of the most generous free tiers in the shift-scheduling market."}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|BIGContacts", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "BIGContacts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top scheduling tools for small teams include BIGContacts, Calendly, Doodle, Rallly, MeetFox..."}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Calendly", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include BIGContacts, Calendly, Doodle, Rallly"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Doodle", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Calendly, Doodle, Rallly, MeetFox"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Rallly", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rallly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Doodle, Rallly, MeetFox, HubSpot Meetings"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|MeetFox", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "MeetFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rallly, MeetFox, HubSpot Meetings, YouCanBookMe"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|HubSpot Meetings", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "HubSpot Meetings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MeetFox, HubSpot Meetings, YouCanBookMe, CalendarHero"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|YouCanBookMe", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HubSpot Meetings, YouCanBookMe, CalendarHero, Turnozo"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|CalendarHero", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "CalendarHero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "YouCanBookMe, CalendarHero, Turnozo, Shifton"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Turnozo", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Turnozo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CalendarHero, Turnozo, Shifton, When I Work"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Shifton", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Shifton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Turnozo, Shifton, When I Work, Homebase"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|When I Work", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Shifton, When I Work, Homebase, Deputy"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Homebase", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "When I Work, Homebase, Deputy, Connecteam"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Deputy", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Homebase, Deputy, Connecteam, and Sling"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Connecteam", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Deputy, Connecteam, and Sling"}, {"id": "mai-20260917-1752-baseline|c152-s3|meta-small|Sling", "prompt": "c152-s3", "model": "meta-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Connecteam, and Sling"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|Homebase", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Homebase** offers the best all-in-one value"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|Deputy", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase, Deputy, or Connecteam offer the most comprehensive features"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|Connecteam", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** excels if you need scheduling combined with communication and task management"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|When I Work", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**When I Work** is the most affordable option for simple shift scheduling needs"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|7shifts", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Restaurants**: 7shifts specifically handles restaurant scheduling with POS integrations and tip tracking"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|Turnozo", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Turnozo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Turnozo | Small teams wanting basics"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|Calendly", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple scheduling**: When I Work or Calendly for straightforward needs"}, {"id": "mai-20260917-1752-baseline|c152-s3|minimax-small|Agiled", "prompt": "c152-s3", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Agiled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget-conscious**: Agiled has a robust free forever plan"}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|Calendly", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** is the go-to for automated, professional, and sales-oriented scheduling."}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|Doodle", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Doodle** excels at group polling and collaborative scheduling."}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|YouCanBookMe", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong, simpler alternatives with a focus on team and small business needs"}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|Setmore", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable and easy to use for resource scheduling."}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|Reclaim.ai", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Reclaim.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offer advanced automation and hybrid scheduling options"}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|SavvyCal", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combines the best of both worlds for group and individual scheduling."}, {"id": "mai-20260917-1752-baseline|c152-s3|mistral-small|Microsoft Bookings", "prompt": "c152-s3", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Microsoft Bookings** is ideal for teams using Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Calendly", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Service businesses** (salons, consultancies): **Calendly** or **Koalendar**"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Koalendar", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Generous free plan needs | Free forever plan includes unlimited 1:1 meetings"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Homebase", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Retail/restaurants with 1 location**: **Homebase** (free tier) or **Sling**"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|When I Work", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**When I Work** = Simpler, scheduling-focused with good team messaging"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Sling", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sling** = Most affordable entry point with solid free tier"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Connecteam", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Field teams** (construction, delivery): **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Deputy", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better for fixed-location retail/hospitality with strict compliance requirements"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Clockify", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tightest budget**: **Sling** or **Clockify**"}, {"id": "mai-20260917-1752-baseline|c152-s3|moonshot-small|Rippling", "prompt": "c152-s3", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Need payroll integration**: **Homebase** or **Rippling** ($11/employee/month)"}, {"id": "mai-20260917-1752-baseline|c152-s3|openai-small|Calendly", "prompt": "c152-s3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly**: best overall if you want polished scheduling automation, team routing, and many integrations."}, {"id": "mai-20260917-1752-baseline|c152-s3|openai-small|Doodle", "prompt": "c152-s3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Doodle**: best if your main need is **finding a time that works for multiple people**"}, {"id": "mai-20260917-1752-baseline|c152-s3|openai-small|Microsoft Bookings", "prompt": "c152-s3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for teams already on **Microsoft 365**"}, {"id": "mai-20260917-1752-baseline|c152-s3|openai-small|Google Calendar appointment scheduling", "prompt": "c152-s3", "model": "openai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Google Calendar appointment scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team lives in Google Workspace and wants a native, lightweight option"}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|Calendly", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Calendly** wins on ease/polish and sales workflows; less service-focused."}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|Acuity Scheduling (Squarespace)", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Acuity Scheduling (Squarespace)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Acuity** excels in client-heavy ops with forms/payments but costs more upfront."}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|YouCanBookMe", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**YouCanBookMe** is most flexible for custom rules without bloat."}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|Setmore", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Setmore** is budget king for starters."}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|Homebase", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For **internal shifts**, try Homebase or Sling free plans."}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|When I Work", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "When I Work emphasizes predictions/simplicity"}, {"id": "mai-20260917-1752-baseline|c152-s3|xai-small|Sling", "prompt": "c152-s3", "model": "xai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "For **internal shifts**, try Homebase or Sling free plans."}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|Homebase", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for hourly teams**"}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|When I Work", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for straightforward shift scheduling and time tracking across industries.**"}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|Deputy", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for labor compliance, multi-location teams, and integrated payroll.**"}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|Connecteam", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** is the go-to for an all-in-one workforce app."}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|7shifts", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**7shifts** is purpose-built for restaurants."}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|Sling", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best budget-friendly option for small teams.**"}, {"id": "mai-20260917-1752-baseline|c152-s3|zai-small|Rippling", "prompt": "c152-s3", "model": "zai-small", "cat": "workforce-scheduling", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling** is the best choice for unified HR/payroll workflows."}, {"id": "mai-20260917-1752-baseline|c152-s4|alibaba-small|Homebase", "prompt": "c152-s4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Advice: Start with Homebase on the free plan. It offers the highest value for zero dollars."}, {"id": "mai-20260917-1752-baseline|c152-s4|alibaba-small|Connecteam", "prompt": "c152-s4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Connecteam (Best for Internal Comms) ... acts as an \"all-in-one\" workplace app"}, {"id": "mai-20260917-1752-baseline|c152-s4|alibaba-small|When I Work", "prompt": "c152-s4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Catch: It lacks the deeper HR features ... Only switch to a paid \"Per Seat\" option like When I Work"}, {"id": "mai-20260917-1752-baseline|c152-s4|alibaba-small|7shifts", "prompt": "c152-s4", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Restaurants ... Catch: It is restaurant-specific."}, {"id": "mai-20260917-1752-baseline|c152-s4|anthropic-small|Sling", "prompt": "c152-s4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a free budget pick, Sling is a strong choice among scheduling apps for small business"}, {"id": "mai-20260917-1752-baseline|c152-s4|anthropic-small|Homebase", "prompt": "c152-s4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase's Essentials plan is feature-packed yet extremely budget-friendly for businesses with one or two locations"}, {"id": "mai-20260917-1752-baseline|c152-s4|anthropic-small|Shifton", "prompt": "c152-s4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shifton is the best small business scheduling software for most shift-based teams"}, {"id": "mai-20260917-1752-baseline|c152-s4|anthropic-small|Connecteam", "prompt": "c152-s4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shifton and Connecteam both offer free plans for up to 10 users"}, {"id": "mai-20260917-1752-baseline|c152-s4|anthropic-small|Deputy", "prompt": "c152-s4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deputy is recommended for compliance-heavy work"}, {"id": "mai-20260917-1752-baseline|c152-s4|anthropic-small|When I Work", "prompt": "c152-s4", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "When I Work is ideal for small businesses with limited budgets looking for a robust employee scheduling application"}, {"id": "mai-20260917-1752-baseline|c152-s4|challenger-small|Sling", "prompt": "c152-s4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sling** is the safest default choice because it has a **robust free plan** and affordable paid tiers"}, {"id": "mai-20260917-1752-baseline|c152-s4|challenger-small|Connecteam", "prompt": "c152-s4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the best all-in-one option for deskless or shift-based teams; ... its pricing starts at a paid plan rather than being the cheapest path overall"}, {"id": "mai-20260917-1752-baseline|c152-s4|challenger-small|Homebase", "prompt": "c152-s4", "model": "challenger-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have **10 or fewer employees** and cost is the main factor"}, {"id": "mai-20260917-1752-baseline|c152-s4|deepseek-small|Sling", "prompt": "c152-s4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small, budget-conscious companies, **Sling** offers the most generous free tier if your team is between 10 and 30 people."}, {"id": "mai-20260917-1752-baseline|c152-s4|deepseek-small|Homebase", "prompt": "c152-s4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase's free plan** is the strongest overall value since it bundles scheduling, time clocking, and team messaging at no cost."}, {"id": "mai-20260917-1752-baseline|c152-s4|deepseek-small|Connecteam", "prompt": "c152-s4", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams \\u226410 that want every feature free"}, {"id": "mai-20260917-1752-baseline|c152-s4|google-small|Homebase", "prompt": "c152-s4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Free Tier (For Single Locations)... Homebase is highly recommended."}, {"id": "mai-20260917-1752-baseline|c152-s4|google-small|Sling", "prompt": "c152-s4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pure Scheduling (Up to 30 Employees)... Sling is a very strong option."}, {"id": "mai-20260917-1752-baseline|c152-s4|google-small|Connecteam", "prompt": "c152-s4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Plan for Mobile/Deskless Teams... Connecteam\\u2019s mobile-first interface is unmatched."}, {"id": "mai-20260917-1752-baseline|c152-s4|google-small|7shifts", "prompt": "c152-s4", "model": "google-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you run a restaurant or cafe: Start with 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s4|meta-small|Homebase", "prompt": "c152-s4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Homebase - a popular choice for single-location food service businesses."}, {"id": "mai-20260917-1752-baseline|c152-s4|meta-small|Deputy", "prompt": "c152-s4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deputy - a compliance-heavy work scheduling solution."}, {"id": "mai-20260917-1752-baseline|c152-s4|meta-small|Sling", "prompt": "c152-s4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sling - a free budget pick for small teams."}, {"id": "mai-20260917-1752-baseline|c152-s4|meta-small|7shifts", "prompt": "c152-s4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "7shifts - a cost-effective option with a free plan."}, {"id": "mai-20260917-1752-baseline|c152-s4|meta-small|When I Work", "prompt": "c152-s4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When I Work - a simple, low-cost pick for small teams."}, {"id": "mai-20260917-1752-baseline|c152-s4|meta-small|Connecteam", "prompt": "c152-s4", "model": "meta-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Connecteam - a top-rated employee scheduling software for small business based on verified reviews."}, {"id": "mai-20260917-1752-baseline|c152-s4|minimax-small|Homebase", "prompt": "c152-s4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Homebase's free plan**"}, {"id": "mai-20260917-1752-baseline|c152-s4|minimax-small|Sling", "prompt": "c152-s4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sling** (Best for Day-to-Day Management)"}, {"id": "mai-20260917-1752-baseline|c152-s4|minimax-small|Connecteam", "prompt": "c152-s4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** (Best for Deskless Teams)"}, {"id": "mai-20260917-1752-baseline|c152-s4|minimax-small|Shifton", "prompt": "c152-s4", "model": "minimax-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Shifton** (Best for Ultra-Low Cost)"}, {"id": "mai-20260917-1752-baseline|c152-s4|mistral-small|Homebase", "prompt": "c152-s4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase or Connecteam** are the best starting points due to their comprehensive free plans and ease of use"}, {"id": "mai-20260917-1752-baseline|c152-s4|mistral-small|Connecteam", "prompt": "c152-s4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase or Connecteam** are the best starting points due to their comprehensive free plans and ease of use"}, {"id": "mai-20260917-1752-baseline|c152-s4|mistral-small|Sling", "prompt": "c152-s4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to schedule more than 10 people for free, **Sling** or **7shifts** may be more suitable."}, {"id": "mai-20260917-1752-baseline|c152-s4|mistral-small|7shifts", "prompt": "c152-s4", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sling** or **7shifts** may be more suitable"}, {"id": "mai-20260917-1752-baseline|c152-s4|moonshot-small|Homebase", "prompt": "c152-s4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses on a tight budget, **Homebase** offers the best value with its unlimited employee free plan."}, {"id": "mai-20260917-1752-baseline|c152-s4|moonshot-small|Sling", "prompt": "c152-s4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Pick ... Specifically recommended as a \"free budget pick\""}, {"id": "mai-20260917-1752-baseline|c152-s4|moonshot-small|7shifts", "prompt": "c152-s4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For restaurants specifically, **7shifts** is the industry standard with budget-friendly options."}, {"id": "mai-20260917-1752-baseline|c152-s4|moonshot-small|TimeTrex", "prompt": "c152-s4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source with no user limits - ideal for very small budgets"}, {"id": "mai-20260917-1752-baseline|c152-s4|moonshot-small|Shifton", "prompt": "c152-s4", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have under 10 employees and want modular pricing, **Shifton** is excellent."}, {"id": "mai-20260917-1752-baseline|c152-s4|openai-small|Sling", "prompt": "c152-s4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best pick is usually **Sling** or **Homebase**... I'd start with **Sling** first"}, {"id": "mai-20260917-1752-baseline|c152-s4|openai-small|Homebase", "prompt": "c152-s4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best pick is usually **Sling** or **Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-s4|openai-small|When I Work", "prompt": "c152-s4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost paid option if you want simple scheduling:** **When I Work** \\u2014 starts at **$2.50 per user/month**"}, {"id": "mai-20260917-1752-baseline|c152-s4|openai-small|Connecteam", "prompt": "c152-s4", "model": "openai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often rated top overall, but its paid plans start at **$29/month**, so it\\u2019s not always the cheapest"}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|Homebase", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase stands out as the best employee scheduling software for a small company on a tight budget."}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|Sling", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Single location/hourly workers? Go Homebase/Sling."}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|Connecteam", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Up to 10 users (all features) | $29/month flat ... All-in-one ops"}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|Shifton", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modular (add time tracking/payroll as needed) | Less known; build-your-own pricing"}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|When I Work", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No free tier; costs add up over 10 users"}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|7shifts", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Restaurants? 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s4|xai-small|Deputy", "prompt": "c152-s4", "model": "xai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Need auto-scheduling? Deputy (~$4.50–$5.50/user/month, trial only)."}, {"id": "mai-20260917-1752-baseline|c152-s4|zai-small|Homebase", "prompt": "c152-s4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses with a tight budget: Start with **Homebase**"}, {"id": "mai-20260917-1752-baseline|c152-s4|zai-small|Sling", "prompt": "c152-s4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sling** offers a free tier and very affordable paid plans."}, {"id": "mai-20260917-1752-baseline|c152-s4|zai-small|When I Work", "prompt": "c152-s4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, mobile-friendly; low per-user cost when paid"}, {"id": "mai-20260917-1752-baseline|c152-s4|zai-small|Connecteam", "prompt": "c152-s4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** provides a free tier and scales well as you grow."}, {"id": "mai-20260917-1752-baseline|c152-s4|zai-small|7shifts", "prompt": "c152-s4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**7shifts** specializes in your industry, though its free tier is limited."}, {"id": "mai-20260917-1752-baseline|c152-s4|zai-small|Deputy", "prompt": "c152-s4", "model": "zai-small", "cat": "workforce-scheduling", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deputy** offers strong compliance tools (paid plans)."}, {"id": "mai-20260917-1752-baseline|c152-s5|alibaba-small|Homebase", "prompt": "c152-s5", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Homebase:** Very popular for hourly retail/service crews; strong free tier."}, {"id": "mai-20260917-1752-baseline|c152-s5|alibaba-small|WhenIWork", "prompt": "c152-s5", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "WhenIWork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WhenIWork:** Highly customizable, handles complex shift requirements well."}, {"id": "mai-20260917-1752-baseline|c152-s5|alibaba-small|Deputy", "prompt": "c152-s5", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deputy:** Strong compliance features and great integrations."}, {"id": "mai-20260917-1752-baseline|c152-s5|alibaba-small|Pinpoint", "prompt": "c152-s5", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pinpoint:** Good if you need a simpler interface focused strictly on rostering."}, {"id": "mai-20260917-1752-baseline|c152-s5|deepseek-small|Homebase", "prompt": "c152-s5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Homebase** | Overall ease of use, strong free plan | Free; paid ~$30/location/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s5|deepseek-small|Sling", "prompt": "c152-s5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "many tools (Homebase, Sling, When I Work, Connecteam) have solid free plans"}, {"id": "mai-20260917-1752-baseline|c152-s5|deepseek-small|When I Work", "prompt": "c152-s5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **When I Work** | Generalist pick, open shifts | $2.50\\u2013$3/user/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s5|deepseek-small|Connecteam", "prompt": "c152-s5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Connecteam** | All-in-one ops (scheduling + chat + tasks) | ~$29/mo for first 30 users |"}, {"id": "mai-20260917-1752-baseline|c152-s5|deepseek-small|Deputy", "prompt": "c152-s5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Deputy** | Labor forecasting & compliance | ~$5.50/user/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s5|deepseek-small|7shifts", "prompt": "c152-s5", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **7shifts** | Restaurants (sales forecast, tips) | ~$40/location/mo |"}, {"id": "mai-20260917-1752-baseline|c152-s5|google-small|When I Work", "prompt": "c152-s5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want simple, straightforward, and highly rated apps: Look at When I Work or Deputy."}, {"id": "mai-20260917-1752-baseline|c152-s5|google-small|Deputy", "prompt": "c152-s5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at When I Work or Deputy. Both are incredibly easy to learn and scale smoothly with per-user pricing."}, {"id": "mai-20260917-1752-baseline|c152-s5|google-small|Homebase", "prompt": "c152-s5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a single-location retail/hourly team: Look at Homebase or Sling."}, {"id": "mai-20260917-1752-baseline|c152-s5|google-small|7shifts", "prompt": "c152-s5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a restaurant or hospitality business: Look at 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s5|google-small|Sling", "prompt": "c152-s5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at Homebase or Sling. Both are very user-friendly, offer great flat-rate pricing tiers"}, {"id": "mai-20260917-1752-baseline|c152-s5|google-small|Connecteam", "prompt": "c152-s5", "model": "google-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have deskless/field-based teams... Look at Connecteam."}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Deputy", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed."}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Homebase", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed"}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Planday", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed"}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Sling", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed"}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Findmyshift", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Findmyshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed"}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Agendrix", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Agendrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed"}, {"id": "mai-20260917-1752-baseline|c152-s5|meta-small|Workfeed", "prompt": "c152-s5", "model": "meta-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Workfeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top-rated employee scheduling software include Deputy, Homebase, Planday, Sling, Findmyshift, Agendrix, and Workfeed"}, {"id": "mai-20260917-1752-baseline|c152-s5|mistral-small|When I Work", "prompt": "c152-s5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**When I Work** (popular for small teams)"}, {"id": "mai-20260917-1752-baseline|c152-s5|mistral-small|Homebase", "prompt": "c152-s5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Homebase** (good for hourly teams)"}, {"id": "mai-20260917-1752-baseline|c152-s5|mistral-small|Deputy", "prompt": "c152-s5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "** Deputy** (strong for multi-location)"}, {"id": "mai-20260917-1752-baseline|c152-s5|mistral-small|7shifts", "prompt": "c152-s5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**7shifts** (restaurant/retail focus)"}, {"id": "mai-20260917-1752-baseline|c152-s5|mistral-small|Humanity", "prompt": "c152-s5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Humanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Humanity** (advanced scheduling & AI)"}, {"id": "mai-20260917-1752-baseline|c152-s5|mistral-small|TSheets", "prompt": "c152-s5", "model": "mistral-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "TSheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TSheets** (by QuickBooks, strong for time tracking)"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|Deputy", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Deputy** – ~$4.50-5.50/user/month; excellent automation and compliance tools"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|When I Work", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work** – ~$2.50/user/month; simple, low-cost option with strong open-shift features"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|Agendrix", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Agendrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deputy ($5.50), When I Work ($2.50), Agendrix ($3.25) | Predictable scaling"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|Connecteam", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Connecteam** – $29/month for up to 30 users; all-in-one with scheduling, time tracking, chat, and tasks"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|Homebase", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Homebase** – Free for up to 10 employees, then $24.95/location; great for retail/restaurant with POS integration"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|Shifton", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Shifton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Free + modular** | Shifton, Sling | Testing before committing |"}, {"id": "mai-20260917-1752-baseline|c152-s5|moonshot-small|Sling", "prompt": "c152-s5", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sling** – Robust free plan, then ~$2/user/month; good for tight budgets"}, {"id": "mai-20260917-1752-baseline|c152-s5|xai-small|Homebase", "prompt": "c152-s5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for 20–50 person teams include Homebase (free tier, great for basics)"}, {"id": "mai-20260917-1752-baseline|c152-s5|xai-small|When I Work", "prompt": "c152-s5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When I Work (strong swaps/messaging)"}, {"id": "mai-20260917-1752-baseline|c152-s5|xai-small|Connecteam", "prompt": "c152-s5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Connecteam (all-in-one with comms)"}, {"id": "mai-20260917-1752-baseline|c152-s5|xai-small|Deputy", "prompt": "c152-s5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deputy (shift-heavy industries)"}, {"id": "mai-20260917-1752-baseline|c152-s5|xai-small|7shifts", "prompt": "c152-s5", "model": "xai-small", "cat": "workforce-scheduling", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "7shifts (if hourly/retail)"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Salesforce", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "massive systems like **Salesforce**, **Microsoft Dynamics 365**, or **Oracle NetSuite** are generally overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Microsoft Dynamics 365", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "generally overkill for small businesses looking to book simple appointments"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Oracle NetSuite", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "generally overkill for small businesses looking to book simple appointments"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Lunchbox", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Lunchbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternative:** Use a lightweight scheduler like **Lunchbox** or **Square Appointments**"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Square Appointments", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Square Appointments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small businesses, **Square Appointments** (if doing retail/service) or **SimplyBook.me** ... provide better flexibility"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Calendly", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like the basic versions of **Calendly** or **Acuity Scheduling** offer attractive entry points but contain structural traps"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Acuity Scheduling", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "offer attractive entry points but contain structural traps for growing businesses"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Smartsheet", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Using tools like **Smartsheet**, **Asana**, or **Wrike** purely for scheduling client appointments is often discouraged"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Asana", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "purely for scheduling client appointments is often discouraged"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Wrike", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Wrike", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "purely for scheduling client appointments is often discouraged"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|Google Calendar", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "A global tool (like standard **Google Calendar**) assumes everyone is in the same zone unless configured otherwise"}, {"id": "mai-20260917-1752-baseline|c152-s6|alibaba-small|SimplyBook.me", "prompt": "c152-s6", "model": "alibaba-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "SimplyBook.me", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**SimplyBook.me** (if doing diverse online sessions) often provide better flexibility and lower overhead"}, {"id": "mai-20260917-1752-baseline|c152-s6|anthropic-small|HoneyBook", "prompt": "c152-s6", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "HoneyBook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**HoneyBook** has noted limitations: The time tracker isn't equipped with a time clock, relying on manual data entry"}, {"id": "mai-20260917-1752-baseline|c152-s6|anthropic-small|YouCanBook.me", "prompt": "c152-s6", "model": "anthropic-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "YouCanBook.me", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**YouCanBook.me** has limitations for growing teams: It's not as effective for large teams"}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Oracle Workforce Management", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Oracle Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For a team of 5–20 people, this is severe overkill."}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Verint", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Verint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade workforce management suites ... this is severe overkill."}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Calabrio", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-grade workforce management suites ... this is severe overkill."}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|NICE CXone", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "NICE CXone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-grade workforce management suites ... this is severe overkill."}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Jobber", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Jobber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "get the most complaints about \"feature bloat\" and \"complexity overload\" from small-business users"}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Acuity", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "get the most complaints about \"feature bloat\" and \"complexity overload\""}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Zoho", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Zoho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "get the most complaints about \"feature bloat\" and \"complexity overload\""}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Deputy", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Per-agent/per-seat fees that multiply as you hire (Deputy, When I Work, etc. charge $8–$25 per user)"}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|When I Work", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Per-agent/per-seat fees that multiply as you hire (Deputy, When I Work, etc. charge $8–$25 per user)"}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|Shiftboard", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Shiftboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "On-premises/self-hosted solutions (Shiftboard, OpenCal, legacy systems) ... avoid these."}, {"id": "mai-20260917-1752-baseline|c152-s6|deepseek-small|OpenCal", "prompt": "c152-s6", "model": "deepseek-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "OpenCal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "On-premises/self-hosted solutions (Shiftboard, OpenCal, legacy systems) ... avoid these."}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Salesforce Scheduler", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Salesforce Scheduler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious About: Enterprise-Grade Suites (e.g., Salesforce Scheduler, TimeTrade)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|TimeTrade", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "TimeTrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious About: Enterprise-Grade Suites (e.g., Salesforce Scheduler, TimeTrade)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Acuity Scheduling", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "much better off with highly customizable but lightweight tools like **Acuity Scheduling**, **Calendly**, or **Square Appointments**"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Calendly", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lightweight tools like **Acuity Scheduling**, **Calendly**, or **Square Appointments**"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Square Appointments", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lightweight tools like **Acuity Scheduling**, **Calendly**, or **Square Appointments**"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Homebase", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Moving to a budget-friendly digital shift planner (like **Homebase**, **Sling**, or **When I Work**) will save hours of administrative headache."}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Sling", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "budget-friendly digital shift planner (like **Homebase**, **Sling**, or **When I Work**)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|When I Work", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "budget-friendly digital shift planner (like **Homebase**, **Sling**, or **When I Work**)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|UKG Dimensions", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "UKG Dimensions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be Cautious About: Heavyweight Workforce Management (WFM) Systems (e.g., UKG Dimensions, Workday, Ceridian Dayforce)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Workday", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be Cautious About: Heavyweight Workforce Management (WFM) Systems (e.g., UKG Dimensions, Workday, Ceridian Dayforce)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Ceridian Dayforce", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Be Cautious About: Heavyweight Workforce Management (WFM) Systems (e.g., UKG Dimensions, Workday, Ceridian Dayforce)"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Hootsuite", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "legacy tools like Hootsuite and Sprout Social have steadily eliminated their low-cost plans"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Sprout Social", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Sprout Social", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "legacy tools like Hootsuite and Sprout Social have steadily eliminated their low-cost plans"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Buffer", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Buffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "small-business-friendly alternatives like **Buffer**, **Later**, **Metricool**, or **Publer**"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Later", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Later", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "alternatives like **Buffer**, **Later**, **Metricool**, or **Publer**"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Metricool", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Metricool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "alternatives like **Buffer**, **Later**, **Metricool**, or **Publer**"}, {"id": "mai-20260917-1752-baseline|c152-s6|google-small|Publer", "prompt": "c152-s6", "model": "google-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Publer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "alternatives like **Buffer**, **Later**, **Metricool**, or **Publer**"}, {"id": "mai-20260917-1752-baseline|c152-s6|meta-small|Connecteam", "prompt": "c152-s6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular scheduling tools for small businesses include Connecteam, Homebase, Deputy, When I Work, and 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s6|meta-small|Homebase", "prompt": "c152-s6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular scheduling tools for small businesses include Connecteam, Homebase, Deputy, When I Work, and 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s6|meta-small|Deputy", "prompt": "c152-s6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular scheduling tools for small businesses include Connecteam, Homebase, Deputy, When I Work, and 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s6|meta-small|When I Work", "prompt": "c152-s6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular scheduling tools for small businesses include Connecteam, Homebase, Deputy, When I Work, and 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s6|meta-small|7shifts", "prompt": "c152-s6", "model": "meta-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular scheduling tools for small businesses include Connecteam, Homebase, Deputy, When I Work, and 7shifts."}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Vagaro", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Vagaro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Early termination penalties** (e.g., Vagaro charges $150 for cancelling within the first year)"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Thryv", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Thryv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Thryv bundle scheduling with marketing/CRM—if one piece fails, your whole operation suffers"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Calendly", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For simple meeting scheduling:** Calendly (free tier is genuinely useful)"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Acuity Scheduling", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For appointment-based businesses:** Acuity Scheduling"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Square Appointments", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Square Appointments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Square Appointments (if already using Square)"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Setmore", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Acuity Scheduling, Square Appointments (if already using Square), Setmore"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Jobber", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Jobber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For service businesses with dispatch:** Jobber"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Housecall Pro", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Housecall Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Jobber, Housecall Pro, or dedicated field service management tools"}, {"id": "mai-20260917-1752-baseline|c152-s6|moonshot-small|Cal.com", "prompt": "c152-s6", "model": "moonshot-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For teams wanting control:** Cal.com (open-source, more flexible)"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Calendly", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Specific Tools to Approach with Caution:- **Calendly**: ... making it overkill/pricey for simple SMB scheduling."}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Acuity Scheduling", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flagged for glitches (app instability, frequent logouts, slow refreshes), no free tier, and steep pricing"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Vagaro", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Vagaro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "service-based avoid Vagaro"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Homebase", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like Homebase or When I Work (per-user pricing $2.50–$5, add-ons for payroll/HR pile up)"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|When I Work", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like Homebase or When I Work (per-user pricing $2.50–$5, add-ons for payroll/HR pile up)"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Setmore", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Setmore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Common in Calendly, Setmore; avoid if not bidirectional/real-time."}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Workiz", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Workiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Vagaro/Workiz transaction fees"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Square Appointments", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Square Appointments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize simple, affordable options like Square Appointments (free basic, POS-integrated)"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|YouCanBook.me", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "YouCanBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Square Appointments (free basic, POS-integrated), YouCanBook.me, or Appointlet for SMBs"}, {"id": "mai-20260917-1752-baseline|c152-s6|xai-small|Appointlet", "prompt": "c152-s6", "model": "xai-small", "cat": "workforce-scheduling", "variant": "negative", "raw": "Appointlet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "YouCanBook.me, or Appointlet for SMBs"}, {"id": "mai-20260917-1752-baseline|c153-l1|alibaba-small|Ceridian Dayforce", "prompt": "c153-l1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dayforce is the most frequent market leader for enterprises because it combines HR, Payroll, Talent, and Workforce Management into one single database."}, {"id": "mai-20260917-1752-baseline|c153-l1|alibaba-small|UKG Pro / Wave", "prompt": "c153-l1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro / Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UKG offers the deepest functionality for labor optimization and forecasting"}, {"id": "mai-20260917-1752-baseline|c153-l1|alibaba-small|Workday", "prompt": "c153-l1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Workday (Best for Finance & HR Integration)"}, {"id": "mai-20260917-1752-baseline|c153-l1|anthropic-small|UKG Pro", "prompt": "c153-l1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating UKG Pro and Rippling first based on your specific requirements"}, {"id": "mai-20260917-1752-baseline|c153-l1|anthropic-small|Rippling", "prompt": "c153-l1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating UKG Pro and Rippling first based on your specific requirements"}, {"id": "mai-20260917-1752-baseline|c153-l1|anthropic-small|TalentDesk", "prompt": "c153-l1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentDesk is positioned as the top pick in 2026 for remote and international teams"}, {"id": "mai-20260917-1752-baseline|c153-l1|challenger-small|UKG Pro Workforce Management", "prompt": "c153-l1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **UKG Pro Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c153-l1|challenger-small|Rippling", "prompt": "c153-l1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is also a leading option"}, {"id": "mai-20260917-1752-baseline|c153-l1|challenger-small|Workday HCM / Workforce Management", "prompt": "c153-l1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday HCM / Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Described as better suited to complex enterprise workforce management."}, {"id": "mai-20260917-1752-baseline|c153-l1|challenger-small|ADP Workforce Now", "prompt": "c153-l1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Listed among top WFM options in enterprise-focused roundups."}, {"id": "mai-20260917-1752-baseline|c153-l1|deepseek-small|Workday Workforce Management", "prompt": "c153-l1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is the strongest and most frequently recommended choice due to its unmatched HR-Finance integration"}, {"id": "mai-20260917-1752-baseline|c153-l1|deepseek-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c153-l1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for hybrid/mixed workforces**"}, {"id": "mai-20260917-1752-baseline|c153-l1|deepseek-small|Dayforce (Ceridian)", "prompt": "c153-l1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for global payroll + WFM unification**"}, {"id": "mai-20260917-1752-baseline|c153-l1|deepseek-small|Rippling", "prompt": "c153-l1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for tech-forward B2B firms**"}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Workday Workforce Management", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If 80% of your staff are corporate/hybrid knowledge workers, go with **Workday** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Rippling Enterprise", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** High-growth, modern B2B tech and SaaS enterprises."}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Dayforce (formerly Ceridian)", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday** or **Dayforce** offer the most robust, battle-tested compliance frameworks"}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Kantata (formerly Mavenlink)", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Kantata (formerly Mavenlink)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If they are client-facing consultants, go with **Kantata**"}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Certinia (formerly FinancialForce)", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Certinia (formerly FinancialForce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company runs on **Salesforce**, Certinia is incredibly seamless."}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Verint Enterprise WFM", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Verint Enterprise WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If they are customer support agents, invest in **Verint**"}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|NICE CXone WFM", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "NICE CXone WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "NICE CXone is a leader in cloud contact center technology, and its built-in WFM suite is incredibly powerful."}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|SAP SuccessFactors", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "their respective native HCM WFM modules (SAP SuccessFactors or Oracle Cloud HCM) will minimize integration headache"}, {"id": "mai-20260917-1752-baseline|c153-l1|google-small|Oracle Cloud HCM", "prompt": "c153-l1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "their respective native HCM WFM modules (SAP SuccessFactors or Oracle Cloud HCM) will minimize integration headache"}, {"id": "mai-20260917-1752-baseline|c153-l1|meta-small|UKG Pro", "prompt": "c153-l1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce management software for an enterprise B2B company is UKG Pro, which is best for enterprise-scale HR and payroll unification."}, {"id": "mai-20260917-1752-baseline|c153-l1|meta-small|Zoho People", "prompt": "c153-l1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Zoho People and other software listed in the search results."}, {"id": "mai-20260917-1752-baseline|c153-l1|minimax-small|UKG Pro", "prompt": "c153-l1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **UKG Pro** or **Dayforce** as the top choices"}, {"id": "mai-20260917-1752-baseline|c153-l1|minimax-small|Dayforce", "prompt": "c153-l1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **UKG Pro** or **Dayforce** as the top choices"}, {"id": "mai-20260917-1752-baseline|c153-l1|minimax-small|WorkForce Suite", "prompt": "c153-l1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkForce Suite** — Strong Enterprise Contender"}, {"id": "mai-20260917-1752-baseline|c153-l1|minimax-small|Rippling", "prompt": "c153-l1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highest user rating in G2's WFM FrontRunners report for enterprise businesses"}, {"id": "mai-20260917-1752-baseline|c153-l1|minimax-small|Zoho People", "prompt": "c153-l1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good value for enterprises needing HR + WFM integration"}, {"id": "mai-20260917-1752-baseline|c153-l1|minimax-small|ADP Workforce Now", "prompt": "c153-l1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Established enterprise HR/payroll solution with strong WFM capabilities"}, {"id": "mai-20260917-1752-baseline|c153-l1|mistral-small|UKG Pro", "prompt": "c153-l1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro** is the industry leader"}, {"id": "mai-20260917-1752-baseline|c153-l1|mistral-small|Dayforce", "prompt": "c153-l1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dayforce** is a top contender"}, {"id": "mai-20260917-1752-baseline|c153-l1|mistral-small|Rippling", "prompt": "c153-l1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** is highly recommended"}, {"id": "mai-20260917-1752-baseline|c153-l1|moonshot-small|UKG Pro", "prompt": "c153-l1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose UKG Pro if workforce scheduling and time management are your primary needs"}, {"id": "mai-20260917-1752-baseline|c153-l1|moonshot-small|Workday", "prompt": "c153-l1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday if you want the most comprehensive platform with strong analytics and don't mind higher cost"}, {"id": "mai-20260917-1752-baseline|c153-l1|moonshot-small|SAP SuccessFactors", "prompt": "c153-l1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP SuccessFactors if you're already invested in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c153-l1|moonshot-small|WorkForce Software", "prompt": "c153-l1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large multi-site employers"}, {"id": "mai-20260917-1752-baseline|c153-l1|moonshot-small|Dayforce (Ceridian)", "prompt": "c153-l1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Real-time payroll and workforce management"}, {"id": "mai-20260917-1752-baseline|c153-l1|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c153-l1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: AI-heavy enterprise planning"}, {"id": "mai-20260917-1752-baseline|c153-l1|openai-small|UKG Pro Workforce Management", "prompt": "c153-l1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default \"best overall\" pick is: **UKG Pro Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c153-l1|openai-small|Workday Workforce Management", "prompt": "c153-l1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use Workday:** Workday WFM."}, {"id": "mai-20260917-1752-baseline|c153-l1|openai-small|Oracle Fusion Cloud Workforce Management", "prompt": "c153-l1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Oracle Fusion Cloud Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use Oracle:** Oracle WFM."}, {"id": "mai-20260917-1752-baseline|c153-l1|openai-small|Dayforce", "prompt": "c153-l1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best unified payroll + WFM architecture:** Dayforce."}, {"id": "mai-20260917-1752-baseline|c153-l1|openai-small|SAP SuccessFactors / SAP WFM", "prompt": "c153-l1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors / SAP WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SAP SuccessFactors / SAP WFM**, depending on your HCM stack"}, {"id": "mai-20260917-1752-baseline|c153-l1|xai-small|UKG Pro", "prompt": "c153-l1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro edges as the most frequently cited \"gold standard\" for pure WFM depth in 2026 reviews."}, {"id": "mai-20260917-1752-baseline|c153-l1|xai-small|Dayforce (Ceridian)", "prompt": "c153-l1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payroll-first? → Dayforce."}, {"id": "mai-20260917-1752-baseline|c153-l1|xai-small|Workday Workforce Management", "prompt": "c153-l1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full HCM suite? → Workday."}, {"id": "mai-20260917-1752-baseline|c153-l1|xai-small|SAP SuccessFactors", "prompt": "c153-l1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP ecosystem users, global/multi-country compliance"}, {"id": "mai-20260917-1752-baseline|c153-l1|zai-small|UKG (Dayforce)", "prompt": "c153-l1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG (Dayforce)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG (Dayforce) or ADP WorkForce Suite are top choices."}, {"id": "mai-20260917-1752-baseline|c153-l1|zai-small|Workday", "prompt": "c153-l1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a unified HR + finance + WFM platform with modern UX: Workday is ideal."}, {"id": "mai-20260917-1752-baseline|c153-l1|zai-small|SAP SuccessFactors", "prompt": "c153-l1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're SAP-centric and need tight ERP integration: SAP SuccessFactors is the best fit."}, {"id": "mai-20260917-1752-baseline|c153-l1|zai-small|ADP WorkForce Suite", "prompt": "c153-l1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "UKG (Dayforce) or ADP WorkForce Suite are top choices."}, {"id": "mai-20260917-1752-baseline|c153-l1|zai-small|Quinyx", "prompt": "c153-l1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quinyx offers strong AI-driven optimization."}, {"id": "mai-20260917-1752-baseline|c153-l1|zai-small|WorkForce Software", "prompt": "c153-l1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need maximum configurability for unique pay/schedule rules: WorkForce Software (ADP) is highly adaptable."}, {"id": "mai-20260917-1752-baseline|c153-l2|alibaba-small|UKG (UltimateOne)", "prompt": "c153-l2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG (UltimateOne)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Gold Standard\" for Enterprise Scale: UKG (UltimateOne)"}, {"id": "mai-20260917-1752-baseline|c153-l2|alibaba-small|Dayforce by Ceridian", "prompt": "c153-l2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce by Ceridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B company operates internationally or in highly regulated environments ... Dayforce is the go-to choice."}, {"id": "mai-20260917-1752-baseline|c153-l2|alibaba-small|Workday HCM", "prompt": "c153-l2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already utilizes Workday for Finance or Human Resources, integrating their WFM module is often the logical choice."}, {"id": "mai-20260917-1752-baseline|c153-l2|alibaba-small|When I Work", "prompt": "c153-l2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Agile\" Alternative: When I Work"}, {"id": "mai-20260917-1752-baseline|c153-l2|alibaba-small|ADP", "prompt": "c153-l2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often prefer the simplicity of When I Work over complex legacy systems like UKG or ADP"}, {"id": "mai-20260917-1752-baseline|c153-l2|anthropic-small|UKG", "prompt": "c153-l2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company, **UKG is the strongest choice** for dedicated WFM functionality"}, {"id": "mai-20260917-1752-baseline|c153-l2|anthropic-small|ADP Workforce Now", "prompt": "c153-l2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP Workforce Now** works better if you need an all-in-one HR/payroll/WFM ecosystem"}, {"id": "mai-20260917-1752-baseline|c153-l2|anthropic-small|Paycor", "prompt": "c153-l2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor is a unified HCM platform covering workforce management, payroll, HR, benefits"}, {"id": "mai-20260917-1752-baseline|c153-l2|anthropic-small|Deputy", "prompt": "c153-l2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a proven choice for businesses with complex, multi-jurisdiction operations"}, {"id": "mai-20260917-1752-baseline|c153-l2|challenger-small|UKG Pro Workforce Management", "prompt": "c153-l2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **UKG Pro Workforce Management** as the safest default choice"}, {"id": "mai-20260917-1752-baseline|c153-l2|challenger-small|Workforce.com", "prompt": "c153-l2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workforce.com** is the strongest alternative I'd shortlist"}, {"id": "mai-20260917-1752-baseline|c153-l2|challenger-small|Dayforce", "prompt": "c153-l2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you want **labor planning and payroll closely connected**"}, {"id": "mai-20260917-1752-baseline|c153-l2|challenger-small|Workday", "prompt": "c153-l2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it is described as less specialized for hourly WFM"}, {"id": "mai-20260917-1752-baseline|c153-l2|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c153-l2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong if you need **global enterprise coverage** with hourly scheduling"}, {"id": "mai-20260917-1752-baseline|c153-l2|deepseek-small|UKG (Pro / Dimensions)", "prompt": "c153-l2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG (Pro / Dimensions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise-scale hourly workforces"}, {"id": "mai-20260917-1752-baseline|c153-l2|deepseek-small|Dayforce (formerly Ceridian)", "prompt": "c153-l2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong runner-up"}, {"id": "mai-20260917-1752-baseline|c153-l2|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c153-l2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternative"}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|Deputy", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "mid-market solutions (like Deputy or When I Work) ... are generally not robust enough"}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|When I Work", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "mid-market solutions (like Deputy or When I Work) ... are generally not robust enough"}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|BambooHR", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard HR-first suites (like BambooHR or Rippling) are generally not robust enough"}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|Rippling", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "standard HR-first suites (like BambooHR or Rippling) are generally not robust enough"}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|UKG Pro Workforce Management", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The Industry Gold Standard: UKG Pro Workforce Management ... is the market leader."}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|Blue Yonder", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2B Supply Chain & Logistics: Blue Yonder ... is an outstanding choice."}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|Dayforce", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for All-In-One Real-Time Payroll: Dayforce ... is highly recommended."}, {"id": "mai-20260917-1752-baseline|c153-l2|google-small|Legion WFM", "prompt": "c153-l2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Legion WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Legion is a modern, AI-first alternative."}, {"id": "mai-20260917-1752-baseline|c153-l2|meta-small|UKG Pro Workforce Management", "prompt": "c153-l2", "model": "meta-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro Workforce Management is recommended for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c153-l2|minimax-small|UKG Pro", "prompt": "c153-l2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **UKG Pro** or **Workforce.com** as top contenders. UKG Pro is the established enterprise leader"}, {"id": "mai-20260917-1752-baseline|c153-l2|minimax-small|Workforce.com", "prompt": "c153-l2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workforce.com offers strong value with a modern platform specifically built for hourly workforces"}, {"id": "mai-20260917-1752-baseline|c153-l2|minimax-small|Paycom", "prompt": "c153-l2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market to enterprise hourly workforce"}, {"id": "mai-20260917-1752-baseline|c153-l2|mistral-small|Oracle Fusion Cloud HCM", "prompt": "c153-l2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for large enterprises with complex hourly, shift-based, or demand-driven workforces."}, {"id": "mai-20260917-1752-baseline|c153-l2|mistral-small|Dayforce Workforce Management", "prompt": "c153-l2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Designed for large enterprises with substantial hourly and frontline workforces."}, {"id": "mai-20260917-1752-baseline|c153-l2|mistral-small|UKG Pro", "prompt": "c153-l2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for industry-leading workforce scheduling and labor forecasting"}, {"id": "mai-20260917-1752-baseline|c153-l2|mistral-small|Workday HCM", "prompt": "c153-l2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for large, multinational organizations needing a unified platform for workforce operations"}, {"id": "mai-20260917-1752-baseline|c153-l2|moonshot-small|UKG Pro (formerly Kronos/Ultimate Software)", "prompt": "c153-l2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro (formerly Kronos/Ultimate Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **UKG Pro** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c153-l2|moonshot-small|Ceridian Dayforce", "prompt": "c153-l2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ceridian Dayforce** is an excellent alternative worth evaluating"}, {"id": "mai-20260917-1752-baseline|c153-l2|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c153-l2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Consider: **Oracle Fusion Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|UKG Pro Workforce Management", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **UKG Pro Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|ADP Workforce Software", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP WorkForce Software** — strong if ADP/payroll alignment matters."}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|Dayforce", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dayforce** — worth a look if you want a unified HCM + WFM suite."}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|Legion", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Legion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside vendors like ADP Workforce Software, Dayforce, Legion, Infor, and Zebra Technologies"}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|Infor", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside vendors like ADP Workforce Software, Dayforce, Legion, Infor, and Zebra Technologies"}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|Zebra Technologies", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Zebra Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alongside vendors like ADP Workforce Software, Dayforce, Legion, Infor, and Zebra Technologies"}, {"id": "mai-20260917-1752-baseline|c153-l2|openai-small|Workday", "prompt": "c153-l2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workday** — good if your enterprise already standardizes on Workday."}, {"id": "mai-20260917-1752-baseline|c153-l2|xai-small|UKG (Ultimate Kronos Group)", "prompt": "c153-l2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend UKG (Ultimate Kronos Group), particularly UKG Pro or UKG Dimensions, as the top WFM platform."}, {"id": "mai-20260917-1752-baseline|c153-l2|xai-small|Ceridian Dayforce", "prompt": "c153-l2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels in continuous pay calc; clients like Henkel (53K employees), Sevita (45K). Great if payroll accuracy is priority."}, {"id": "mai-20260917-1752-baseline|c153-l2|xai-small|Oracle HCM Cloud", "prompt": "c153-l2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI forecasting; ideal if you're in Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline|c153-l2|xai-small|ADP Workforce Now", "prompt": "c153-l2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid all-in-one if ADP payroll is in use."}, {"id": "mai-20260917-1752-baseline|c153-l2|xai-small|Workday", "prompt": "c153-l2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Broader HCM; less hourly-specialized than UKG."}, {"id": "mai-20260917-1752-baseline|c153-l2|zai-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c153-l2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **UKG Pro (Ultimate Kronos Group)**"}, {"id": "mai-20260917-1752-baseline|c153-l2|zai-small|Dayforce (Ceridian)", "prompt": "c153-l2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dayforce (Ceridian)** – Best for Unified HCM + WFM"}, {"id": "mai-20260917-1752-baseline|c153-l2|zai-small|Oracle Fusion Cloud HCM", "prompt": "c153-l2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Fusion Cloud HCM** – Best for AI-Powered Optimization"}, {"id": "mai-20260917-1752-baseline|c153-l2|zai-small|ADP WorkForce Suite", "prompt": "c153-l2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP WorkForce Suite** – Best for Compliance-Heavy Environments"}, {"id": "mai-20260917-1752-baseline|c153-l2|zai-small|Infor Workforce Management", "prompt": "c153-l2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Infor Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Infor Workforce Management** – Best for Large Frontline Workforces"}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|UKG", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "UKG is arguably the largest player in the general-purpose WFM space."}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|NICE (NICE inContact)", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE (NICE inContact)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Niche leader focused originally on Voice Support (Contact Centers)"}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|Verint Systems", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known for a deep focus on \"Data\" and \"Optimization\" rather than just timekeeping."}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|Almanac Systems", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Almanac Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A \"Pure-Play\" provider that focuses exclusively on the math of scheduling."}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|Genesys (Cloud WFM)", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys (Cloud WFM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A cloud-native platform built for Omnichannel experiences."}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|SAP/Oracle", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP/Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you want one vendor to manage Hiring, Firing, Timekeeping, and Scheduling, choose **UKG** or **SAP/Oracle**."}, {"id": "mai-20260917-1752-baseline|c153-l3|alibaba-small|SAP SuccessFactors", "prompt": "c153-l3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your payroll is **SAP**, you will likely stick to **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|UKG", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise suite vendors like UKG, Dayforce, Workday, Oracle, SAP, and ADP offer the tightest integration"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|Dayforce", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise suite vendors like UKG, Dayforce, Workday, Oracle, SAP, and ADP"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|Workday", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides enterprise-grade workforce management within its comprehensive HCM platform"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|Oracle", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise suite vendors like UKG, Dayforce, Workday, Oracle, SAP, and ADP"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|SAP", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise suite vendors like UKG, Dayforce, Workday, Oracle, SAP, and ADP"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|ADP WorkForce Suite", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers enterprise-grade solutions for large organizations with complex global requirements"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|UKG Pro", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Designed for enterprises to manage all aspects of HR, payroll, talent, and scheduling"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|Verint", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Covers enterprise forecasting, multi-site scheduling, adherence, agent self-service, and long-range capacity planning"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|NICE", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Provides AI-powered forecasting, scheduling, real-time adherence, and intraday management inside their CXone CCaaS suite"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|Peopleware", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Peopleware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "established specialists like Verint, NICE, and Peopleware offering far more capable offerings than homegrown solutions"}, {"id": "mai-20260917-1752-baseline|c153-l3|anthropic-small|WorkForce Software", "prompt": "c153-l3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Provides enterprise workforce management solutions built for complex, distributed workforces"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|UKG Pro Workforce Management", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep scheduling, forecasting, compliance, labor analytics for large shift-based workforces"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|Dayforce", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Real-time workforce management and payroll in one system"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|Workday", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workforce planning and employee management inside a larger enterprise platform"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|Oracle HCM Cloud", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scheduling, workforce optimization, and analytics inside Oracle's enterprise stack"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|SAP SuccessFactors", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best fit for SAP-centered enterprises and integrated HR workflows"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|WorkForce Software", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Complex labor rules, attendance, forecasting, compliance automation"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|ADP WorkForce Suite", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payroll integration, compliance guardrails, union and multi-country needs"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|NICE CXone", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE CXone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "with **NICE CXone** and the **Verint/Calabrio** portfolio called out as the main enterprise options"}, {"id": "mai-20260917-1752-baseline|c153-l3|challenger-small|Verint/Calabrio", "prompt": "c153-l3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint/Calabrio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "the **Verint/Calabrio** portfolio called out as the main enterprise options"}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|UKG Pro", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most complex, unionized, 24/7 operational workforce** -> **UKG Pro Workforce Management** or **WorkForce Software**"}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|Dayforce", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a unified HR + Payroll + WFM system on one data model** -> **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|Workday", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not built for complex frontline/blue-collar labor rules. Scheduling is good but not as deep as UKG/Dayforce."}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HCM vendors (Oracle, SAP) often have \"lighter\" WFM scheduling functionality than specialized WFM vendors. Needs heavy IT involvement."}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|SAP SuccessFactors", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the native *Shift Scheduling* module has been clunky and under-developed compared to point WFM vendors"}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|WorkForce Software", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The complex labor-rule champion.** Rivals UKG in handling intricate union rules"}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|Verint Enterprise WFM", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint Enterprise WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a contact center or high-volume customer ops team** -> **Verint**"}, {"id": "mai-20260917-1752-baseline|c153-l3|deepseek-small|Quinyx", "prompt": "c153-l3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Retail/Hospitality Multi-site:** Quinyx or Dayforce"}, {"id": "mai-20260917-1752-baseline|c153-l3|google-small|Dayforce WFM", "prompt": "c153-l3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce WFM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A unified HCM and WFM powerhouse. Dayforce is recognized as a leader in both the Gartner HCM and WFM Magic Quadrants"}, {"id": "mai-20260917-1752-baseline|c153-l3|google-small|Workday WFM", "prompt": "c153-l3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday if you are already a Workday customer."}, {"id": "mai-20260917-1752-baseline|c153-l3|google-small|UKG Pro WFM", "prompt": "c153-l3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG remains the historical \"gold standard\" for managing massive, highly complex, hourly workforces."}, {"id": "mai-20260917-1752-baseline|c153-l3|google-small|ADP WorkForce Suite", "prompt": "c153-l3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deepest customization engine for global enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c153-l3|google-small|Legion WFM", "prompt": "c153-l3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Legion WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A modern, AI-first alternative that has risen rapidly to compete with legacy giants"}, {"id": "mai-20260917-1752-baseline|c153-l3|google-small|Zebra Workcloud (formerly Reflexis)", "prompt": "c153-l3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zebra Workcloud (formerly Reflexis)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An operationally focused suite that dominates Tier-1 retail and logistics."}, {"id": "mai-20260917-1752-baseline|c153-l3|meta-small|UKG (Kronos)", "prompt": "c153-l3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Kronos)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top WFM suites include UKG (Kronos), ADP Workforce Now, UKG Pro, Workday Adaptive Planning, SAP SuccessFactors Time Tracking, and Dayforce (Ceridian)."}, {"id": "mai-20260917-1752-baseline|c153-l3|meta-small|ADP Workforce Now", "prompt": "c153-l3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top WFM suites include UKG (Kronos), ADP Workforce Now, UKG Pro..."}, {"id": "mai-20260917-1752-baseline|c153-l3|meta-small|UKG Pro", "prompt": "c153-l3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top WFM suites include ... UKG Pro, Workday Adaptive Planning..."}, {"id": "mai-20260917-1752-baseline|c153-l3|meta-small|Workday Adaptive Planning", "prompt": "c153-l3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top WFM suites include ... Workday Adaptive Planning, SAP SuccessFactors Time Tracking..."}, {"id": "mai-20260917-1752-baseline|c153-l3|meta-small|SAP SuccessFactors Time Tracking", "prompt": "c153-l3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors Time Tracking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP SuccessFactors Time Tracking, and Dayforce (Ceridian)."}, {"id": "mai-20260917-1752-baseline|c153-l3|meta-small|Dayforce (Ceridian)", "prompt": "c153-l3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and Dayforce (Ceridian). These suites differ in their features, pricing, and scalability"}, {"id": "mai-20260917-1752-baseline|c153-l3|minimax-small|UKG Pro", "prompt": "c153-l3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprises with 1,000+ employees lean toward UKG Pro or Dayforce for WFM depth"}, {"id": "mai-20260917-1752-baseline|c153-l3|minimax-small|Dayforce", "prompt": "c153-l3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most enterprises with 1,000+ employees lean toward UKG Pro or Dayforce for WFM depth"}, {"id": "mai-20260917-1752-baseline|c153-l3|minimax-small|ADP Workforce Now", "prompt": "c153-l3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-sized companies wanting integrated HR + payroll + WFM"}, {"id": "mai-20260917-1752-baseline|c153-l3|minimax-small|Workday", "prompt": "c153-l3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most comprehensive unified platform but highest cost"}, {"id": "mai-20260917-1752-baseline|c153-l3|minimax-small|Rippling", "prompt": "c153-l3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling (Emerging Leader) ... Fastest-growing WFM platform with high user ratings"}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Position:** #1 in market share, with a 27% share of the global WFM market."}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|Workday Workforce Management", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#2 in market share, widely adopted among Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|ADP Workforce Now", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#3 in market share, especially strong in the US mid-market."}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|Oracle Workforce Management", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Global enterprises already using Oracle's ecosystem."}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|Quinyx", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for multi-site enterprises needing governed self-scheduling and variance reporting"}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|Verint Workforce Management", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Superior forecasting-to-adherence traceability; strong for customer operations"}, {"id": "mai-20260917-1752-baseline|c153-l3|mistral-small|Dayforce (Ceridian)", "prompt": "c153-l3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unified HR, payroll, and WFM; strong for shift-based industries."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|UKG Pro", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deepest scheduling and labor analytics** in an HCM suite. Often regarded as the benchmark for shift-based enterprises."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Ceridian Dayforce", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **UKG Pro** or **Dayforce** if you want workforce data flowing directly into enterprise payroll and HR."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Workday", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **salaried workforce planning**... Less specialized for intricate shift/swaps than UKG or Blue Yonder."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Oracle / PeopleSoft", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle / PeopleSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WFM is a module rather than a best-of-breed specialty."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|WorkForce Suite", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **WorkForce Software** (WorkForce Suite) if you operate across many jurisdictions with strict labor rules"}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Infor WFM", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Infor WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Persona-based workspaces and strong **mobile self-service**"}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|NICE WFM", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **NICE** or **Verint** if your primary workforce is in a contact center"}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Verint WFM", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best value when bought as part of the broader **Verint Workforce Engagement** suite"}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Genesys Workforce Engagement", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys Workforce Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good fit if your routing and engagement platform is already Genesys."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Alvaria", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Alvaria", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Robust **adherence and outbound campaign scheduling**."}, {"id": "mai-20260917-1752-baseline|c153-l3|moonshot-small|Blue Yonder", "prompt": "c153-l3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Blue Yonder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Choose **Blue Yonder** if your labor planning is an extension of supply chain and store operations."}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|UKG Pro Workforce Management", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG** = deepest classic enterprise WFM, especially frontline operations."}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|Workday Workforce Management", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** = WFM embedded in a broader HR platform."}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|Oracle Fusion Cloud Workforce Management", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle Fusion Cloud Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle** = enterprise WFM inside Oracle Cloud HCM."}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|Dayforce", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dayforce** = real-time, unified pay/time/WFM model."}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|SAP SuccessFactors / SAP Workforce Management", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors / SAP Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Typical fit:** large SAP customers, especially multinational organizations"}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|ADP Workforce Now / ADP WFM", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now / ADP WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Typical fit:** enterprises prioritizing payroll integration and managed services."}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|Blue Yonder Workforce Management", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Blue Yonder Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Retail / supply chain labor optimization:** Blue Yonder"}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|Legion", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Legion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "modern AI-driven scheduling and frontline employee experience"}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|WorkForce Software", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(now part of UKG's ecosystem, but still a recognizable enterprise WFM lineage)"}, {"id": "mai-20260917-1752-baseline|c153-l3|openai-small|Infor Workforce Management", "prompt": "c153-l3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Infor Workforce Management**"}, {"id": "mai-20260917-1752-baseline|c153-l3|xai-small|UKG Pro/Dimensions", "prompt": "c153-l3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro/Dimensions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG dominates hourly/deskless; Industry-leading scheduling depth, AI labor forecasting, global compliance (180+ countries)"}, {"id": "mai-20260917-1752-baseline|c153-l3|xai-small|Workday Workforce Management", "prompt": "c153-l3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises already on Workday HCM | Seamless unified HCM"}, {"id": "mai-20260917-1752-baseline|c153-l3|xai-small|Ceridian Dayforce", "prompt": "c153-l3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner Leader (highest Ability to Execute)"}, {"id": "mai-20260917-1752-baseline|c153-l3|xai-small|ADP Workforce Now", "prompt": "c153-l3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large US-focused payroll-heavy ops"}, {"id": "mai-20260917-1752-baseline|c153-l3|xai-small|WorkForce Suite", "prompt": "c153-l3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built WFM (not full HCM), excels in rules-based scheduling"}, {"id": "mai-20260917-1752-baseline|c153-l3|xai-small|NICE", "prompt": "c153-l3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NICE (not tabled) leads contact centers"}, {"id": "mai-20260917-1752-baseline|c153-l3|zai-small|Dayforce (formerly Ceridian)", "prompt": "c153-l3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dayforce WFM is tightly integrated with its payroll and HR modules, offering \"AI-powered planning\"... single, unified data model."}, {"id": "mai-20260917-1752-baseline|c153-l3|zai-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c153-l3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG offers deep, self-tuning AI forecasting. It is particularly strong in ensuring compliance and providing a high-quality mobile experience"}, {"id": "mai-20260917-1752-baseline|c153-l3|zai-small|ADP WorkForce Suite", "prompt": "c153-l3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP\\u2019s WFM is renowned for its compliance engine."}, {"id": "mai-20260917-1752-baseline|c153-l3|zai-small|Quinyx", "prompt": "c153-l3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A market leader in AI-driven automation."}, {"id": "mai-20260917-1752-baseline|c153-l3|zai-small|Workday Workforce Management", "prompt": "c153-l3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Enterprises already embedded in the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c153-l3|zai-small|Oracle Cloud HCM / PeopleSoft", "prompt": "c153-l3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle Cloud HCM / PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is less \"agile\" than Dayforce or Workday but offers immense power for financial reporting"}, {"id": "mai-20260917-1752-baseline|c153-l4|alibaba-small|Workday HCM", "prompt": "c153-l4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-In-One Platform: Workday HCM"}, {"id": "mai-20260917-1752-baseline|c153-l4|alibaba-small|UKG (Workday & Dayforce)", "prompt": "c153-l4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG (Workday & Dayforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Caution:** Ensure your contract covers *all* modules... can create unpredictability."}, {"id": "mai-20260917-1752-baseline|c153-l4|alibaba-small|ADP Workforce Now", "prompt": "c153-l4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Simplest Billing Model: ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c153-l4|anthropic-small|Connecteam", "prompt": "c153-l4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "fixed per-user pricing models like Connecteam and Planday** are your best bet"}, {"id": "mai-20260917-1752-baseline|c153-l4|anthropic-small|Planday", "prompt": "c153-l4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Planday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "fixed per-user pricing models like Connecteam and Planday** are your best bet"}, {"id": "mai-20260917-1752-baseline|c153-l4|anthropic-small|ADP Workforce Now", "prompt": "c153-l4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be aware that enterprise platforms like ADP Workforce Now and UKG Pro are entirely quote-based"}, {"id": "mai-20260917-1752-baseline|c153-l4|anthropic-small|UKG Pro", "prompt": "c153-l4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "entirely quote-based, with third-party estimates placing them at $27–$48 PEPM before implementation costs"}, {"id": "mai-20260917-1752-baseline|c153-l4|challenger-small|UKG Pro", "prompt": "c153-l4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro** is the strongest default recommendation for large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c153-l4|challenger-small|Workday", "prompt": "c153-l4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** and **ADP Workforce Now** are the main alternatives"}, {"id": "mai-20260917-1752-baseline|c153-l4|challenger-small|ADP Workforce Now", "prompt": "c153-l4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a practical choice for large businesses that want payroll, time, and workforce management in one suite"}, {"id": "mai-20260917-1752-baseline|c153-l4|deepseek-small|UKG Pro", "prompt": "c153-l4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "UKG Pro is the enterprise leader, but you must negotiate an explicit itemized contract"}, {"id": "mai-20260917-1752-baseline|c153-l4|deepseek-small|Workday", "prompt": "c153-l4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "hidden deployment/configuration/training costs... *reducing* long-term predictability"}, {"id": "mai-20260917-1752-baseline|c153-l4|deepseek-small|SAP", "prompt": "c153-l4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The enterprise WFM leaders (UKG, Workday, SAP) are the most powerful for large/multi-location workforces, but they have the **least predictable** pricing"}, {"id": "mai-20260917-1752-baseline|c153-l4|deepseek-small|Deputy", "prompt": "c153-l4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Deputy**, which gives you the most transparent, modelable total cost across thousands of users"}, {"id": "mai-20260917-1752-baseline|c153-l4|deepseek-small|Workforce.com", "prompt": "c153-l4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all-in-one for hourly teams (scheduling, time, payroll, HR) starting around CAD $12.80/user/month, but is quote-based"}, {"id": "mai-20260917-1752-baseline|c153-l4|google-small|Dayforce", "prompt": "c153-l4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your goal is absolute cost predictability, the most effective strategy is choosing a unified Human Capital Management (HCM) platform.... #### 1. Dayforce (formerly Ceridian Dayforce)"}, {"id": "mai-20260917-1752-baseline|c153-l4|google-small|Rippling", "prompt": "c153-l4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling dynamically scales your user count based on active payroll records, ensuring you never pay for an inactive seat."}, {"id": "mai-20260917-1752-baseline|c153-l4|google-small|WorkForce Suite (by WorkForce Software)", "prompt": "c153-l4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "WorkForce Suite (by WorkForce Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Widely recognized as a leader in enterprise-scale WFM functionality... they routinely negotiate Enterprise License Agreements (ELAs)"}, {"id": "mai-20260917-1752-baseline|c153-l4|google-small|Connecteam", "prompt": "c153-l4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it the most cost-predictable scaling model on the market"}, {"id": "mai-20260917-1752-baseline|c153-l4|meta-small|Workday", "prompt": "c153-l4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday: A unified finance, HR, and workforce management platform that is best suited for large enterprises with complex scheduling needs."}, {"id": "mai-20260917-1752-baseline|c153-l4|meta-small|UKG Pro", "prompt": "c153-l4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UKG Pro: A workforce management solution designed for enterprises with 500+ employees."}, {"id": "mai-20260917-1752-baseline|c153-l4|meta-small|ADP Workforce Now", "prompt": "c153-l4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP Workforce Now: A comprehensive HR and workforce management platform that offers a range of features"}, {"id": "mai-20260917-1752-baseline|c153-l4|minimax-small|UKG Pro / UKG Ready", "prompt": "c153-l4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro / UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary**: UKG Pro or Ceridian Dayforce—negotiate a multi-year contract with headcount caps"}, {"id": "mai-20260917-1752-baseline|c153-l4|minimax-small|Ceridian Dayforce", "prompt": "c153-l4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary**: UKG Pro or Ceridian Dayforce—negotiate a multi-year contract with headcount caps"}, {"id": "mai-20260917-1752-baseline|c153-l4|minimax-small|Workday WFM", "prompt": "c153-l4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative**: If already using Workday, extend to Workday WFM"}, {"id": "mai-20260917-1752-baseline|c153-l4|minimax-small|Rippling", "prompt": "c153-l4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Rippling** (if under ~10,000 employees) ... **Caveat**: Costs still scale with headcount"}, {"id": "mai-20260917-1752-baseline|c153-l4|minimax-small|IceHRM", "prompt": "c153-l4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "IceHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some smaller vendors (e.g., IceHRM, certain scheduling tools) offer flat-rate pricing, though typically not at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c153-l4|minimax-small|SAP Oracle modules", "prompt": "c153-l4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "SAP Oracle modules", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "On-premise solutions (e.g., certain SAP Oracle modules) have higher upfront costs but can provide more predictable long-term TCO"}, {"id": "mai-20260917-1752-baseline|c153-l4|mistral-small|UKG Pro", "prompt": "c153-l4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro** and **Workday WFM** are the leading choices for large companies with thousands of users."}, {"id": "mai-20260917-1752-baseline|c153-l4|mistral-small|Workday WFM", "prompt": "c153-l4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday WFM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**UKG Pro** and **Workday WFM** are the leading choices for large companies with thousands of users."}, {"id": "mai-20260917-1752-baseline|c153-l4|mistral-small|SAP SuccessFactors", "prompt": "c153-l4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP SuccessFactors is also a strong contender for global operations."}, {"id": "mai-20260917-1752-baseline|c153-l4|moonshot-small|Ceridian Dayforce", "prompt": "c153-l4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ceridian Dayforce** offers the best balance of enterprise capability and pricing transparency"}, {"id": "mai-20260917-1752-baseline|c153-l4|moonshot-small|UKG Pro", "prompt": "c153-l4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG Pro** is worth the premium if workforce management depth (scheduling, labor forecasting) is critical"}, {"id": "mai-20260917-1752-baseline|c153-l4|moonshot-small|Workday HCM", "prompt": "c153-l4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution**: Implementation costs can be 1.0\\u20131.5x first-year license fees, making TCO less predictable initially"}, {"id": "mai-20260917-1752-baseline|c153-l4|moonshot-small|Nextra", "prompt": "c153-l4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Nextra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fixed monthly fee (~\\u00a31,850), no per-user fees | UK-based organizations"}, {"id": "mai-20260917-1752-baseline|c153-l4|moonshot-small|IceHrmPro", "prompt": "c153-l4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "IceHrmPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flat $2,499/year for unlimited users | Smaller enterprises needing basic WFM"}, {"id": "mai-20260917-1752-baseline|c153-l4|moonshot-small|SAP SuccessFactors", "prompt": "c153-l4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Global Scale** | Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c153-l4|openai-small|Dayforce", "prompt": "c153-l4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Dayforce** or **Workday**, with **Dayforce** often being the better fit if your priority is **workforce management specifically**"}, {"id": "mai-20260917-1752-baseline|c153-l4|openai-small|Workday", "prompt": "c153-l4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** — best if you want a broader enterprise HCM platform with predictable, enterprise-style pricing"}, {"id": "mai-20260917-1752-baseline|c153-l4|openai-small|ADP Workforce Now ecosystem", "prompt": "c153-l4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "ADP Workforce Now ecosystem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can work well, but many add-ons are priced per employee or active user, so total cost can scale less predictably as usage grows"}, {"id": "mai-20260917-1752-baseline|c153-l4|openai-small|UKG", "prompt": "c153-l4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ranked comparison table** for Dayforce vs Workday vs ADP vs UKG"}, {"id": "mai-20260917-1752-baseline|c153-l4|xai-small|UKG Pro", "prompt": "c153-l4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG Pro (formerly Kronos) stands out for large enterprises (thousands of users) needing predictable total costs."}, {"id": "mai-20260917-1752-baseline|c153-l4|xai-small|Workday", "prompt": "c153-l4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less predictable TCO due to modules/services; premium for unified HR/finance."}, {"id": "mai-20260917-1752-baseline|c153-l4|xai-small|Ceridian Dayforce", "prompt": "c153-l4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable if bundling payroll; good for 500\\u201350K users."}, {"id": "mai-20260917-1752-baseline|c153-l4|xai-small|ADP Workforce Now/Vantage", "prompt": "c153-l4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "ADP Workforce Now/Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheaper entry but add-ons (e.g., pay runs) can vary; suits ADP ecosystems."}, {"id": "mai-20260917-1752-baseline|c153-l4|xai-small|SAP SuccessFactors", "prompt": "c153-l4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictable only if already on SAP; custom quotes dominate."}, {"id": "mai-20260917-1752-baseline|c153-l4|zai-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c153-l4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: UKG Pro ... **Choose UKG Pro.**"}, {"id": "mai-20260917-1752-baseline|c153-l4|zai-small|Workday HCM", "prompt": "c153-l4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Unified HR/Payroll: Workday HCM ... Workday is the most scalable option."}, {"id": "mai-20260917-1752-baseline|c153-l4|zai-small|Rippling", "prompt": "c153-l4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rippling (Proceed with Caution) ... it is **not the best choice for predictable total cost**"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|UKG Pro (UltiPro)", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top workforce management software options to consider include:\n\n1. UKG Pro (UltiPro)"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|Gusto", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Gusto"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|BambooHR", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. BambooHR"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|Rippling", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Rippling"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|Deel", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Deel"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|Paycor", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Paycor"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|Workday", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Workday"}, {"id": "mai-20260917-1752-baseline|c153-l5|meta-small|ADP", "prompt": "c153-l5", "model": "meta-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. ADP"}, {"id": "mai-20260917-1752-baseline|c153-l5|minimax-small|Workday", "prompt": "c153-l5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider **Workday, SAP SuccessFactors, Oracle HCM, or UKG Pro** — all have strong enterprise footprints"}, {"id": "mai-20260917-1752-baseline|c153-l5|minimax-small|SAP SuccessFactors", "prompt": "c153-l5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider **Workday, SAP SuccessFactors, Oracle HCM, or UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c153-l5|minimax-small|Oracle HCM", "prompt": "c153-l5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "consider **Workday, SAP SuccessFactors, Oracle HCM, or UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c153-l5|minimax-small|UKG Pro", "prompt": "c153-l5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "consider **Workday, SAP SuccessFactors, Oracle HCM, or UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c153-l5|mistral-small|UKG", "prompt": "c153-l5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Based on your requirements (e.g., UKG, Workday, ADP, Kronos, Deputy, Humanity)."}, {"id": "mai-20260917-1752-baseline|c153-l5|mistral-small|Workday", "prompt": "c153-l5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., UKG, Workday, ADP, Kronos, Deputy, Humanity"}, {"id": "mai-20260917-1752-baseline|c153-l5|mistral-small|ADP", "prompt": "c153-l5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., UKG, Workday, ADP, Kronos, Deputy, Humanity"}, {"id": "mai-20260917-1752-baseline|c153-l5|mistral-small|Kronos", "prompt": "c153-l5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Kronos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., UKG, Workday, ADP, Kronos, Deputy, Humanity"}, {"id": "mai-20260917-1752-baseline|c153-l5|mistral-small|Deputy", "prompt": "c153-l5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., UKG, Workday, ADP, Kronos, Deputy, Humanity"}, {"id": "mai-20260917-1752-baseline|c153-l5|mistral-small|Humanity", "prompt": "c153-l5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Humanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., UKG, Workday, ADP, Kronos, Deputy, Humanity"}, {"id": "mai-20260917-1752-baseline|c153-l5|moonshot-small|UKG", "prompt": "c153-l5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG** (UKG Dimensions/Kronos heritage—strong in complex scheduling and compliance)"}, {"id": "mai-20260917-1752-baseline|c153-l5|moonshot-small|Workday", "prompt": "c153-l5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Workday** (if already in Workday ecosystem; less specialized for hourly WFM)"}, {"id": "mai-20260917-1752-baseline|c153-l5|moonshot-small|SAP SuccessFactors", "prompt": "c153-l5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors** (for complex global enterprises already on SAP)"}, {"id": "mai-20260917-1752-baseline|c153-l5|moonshot-small|ADP Workforce Now/ADP Workforce Management", "prompt": "c153-l5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP Workforce Now/ADP Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP Workforce Now/ADP Workforce Management** (if ADP is your payroll provider)"}, {"id": "mai-20260917-1752-baseline|c153-l5|moonshot-small|Ceridian Dayforce", "prompt": "c153-l5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ceridian Dayforce** (strong single-database HCM+WFM+payroll approach)"}, {"id": "mai-20260917-1752-baseline|c153-l5|xai-small|Workforce Software", "prompt": "c153-l5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workforce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top vendors often cited (e.g., Workforce Software, SAP, ATOSS, UKG) emphasize these"}, {"id": "mai-20260917-1752-baseline|c153-l5|xai-small|SAP", "prompt": "c153-l5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top vendors often cited (e.g., Workforce Software, SAP, ATOSS, UKG)"}, {"id": "mai-20260917-1752-baseline|c153-l5|xai-small|ATOSS", "prompt": "c153-l5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ATOSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top vendors often cited (e.g., Workforce Software, SAP, ATOSS, UKG)"}, {"id": "mai-20260917-1752-baseline|c153-l5|xai-small|UKG", "prompt": "c153-l5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top vendors often cited (e.g., Workforce Software, SAP, ATOSS, UKG)"}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|SAP SuccessFactors", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If no, avoid **SAP** and **Aspect**; choose a cloud-native SaaS with guided wizards."}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|Aspect WFM", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect WFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "If no, avoid **SAP** and **Aspect**"}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|Oracle Workforce Management / Oracle HCM", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle Workforce Management / Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "If unique (e.g., complex hospital shifts or union contracts), avoid **Oracle** and **ADP**"}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|ADP Workforce Now", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid **Oracle** and **ADP**"}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|NICE inContact / NICE WFM", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE inContact / NICE WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Is user adoption a priority?** If yes, tread carefully with **NICE**"}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|Kronos/Ulta", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Kronos/Ulta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "look for niche players like **Kronos/Ulta** (though also complex)"}, {"id": "mai-20260917-1752-baseline|c153-l6|alibaba-small|ConnectWise", "prompt": "c153-l6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ConnectWise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look for niche players like **Kronos/Ulta** (though also complex) or **ConnectWise**"}, {"id": "mai-20260917-1752-baseline|c153-l6|anthropic-small|Kronos WFC", "prompt": "c153-l6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Kronos WFC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Kronos WFC end-of-life (on-prem support ends March 2027)... an urgent reason to evaluate alternatives."}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|Homebase", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Category to avoid or use cautiously | Small-business / lightweight tools ... Homebase, When I Work, Connecteam, Deputy, similar SMB-first tools"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|When I Work", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Homebase, When I Work, Connecteam, Deputy, similar SMB-first tools"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|Connecteam", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Homebase, When I Work, Connecteam, Deputy, similar SMB-first tools"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|Deputy", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Homebase, When I Work, Connecteam, Deputy, similar SMB-first tools"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|UKG", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "large enterprises should favor enterprise-grade suites such as **UKG**, **Dayforce**, **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|Dayforce", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "should favor enterprise-grade suites such as **UKG**, **Dayforce**, **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|SAP SuccessFactors", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as **UKG**, **Dayforce**, **SAP SuccessFactors**, or **Oracle/Workday-style HCM/WFM stacks**"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|Oracle", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **Oracle/Workday-style HCM/WFM stacks** when they need scale, governance, and complex rule handling"}, {"id": "mai-20260917-1752-baseline|c153-l6|challenger-small|Workday", "prompt": "c153-l6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **Oracle/Workday-style HCM/WFM stacks** when they need scale, governance, and complex rule handling"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|UKG Workforce Central", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Workforce Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "UKG Workforce Central (Kronos legacy on-prem/private cloud) – **Avoid for new deployments**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|UKG Pro WFM", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Generally safer bets for large enterprises today:** - **UKG Pro WFM** (if you have the budget for long implementation)"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Verint Workforce Management", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verint Workforce Management – **Caution: high hidden operating costs**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Aspect WFM", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect WFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Aspect WFM – **Avoid if you're omnichannel or under ~500 agents**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Workday Workforce Management", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Workday Workforce Management – **Caution: only if you're already a Workday HCM shop**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|NICE IEX WFM", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE IEX WFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "NICE IEX WFM (legacy on-prem) – **Avoid; migrate to CXone WFM if you must**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|NICE CXone WFM", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE CXone WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**NICE CXone WFM** (if you're already on CXone)"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Homebase", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Products like **Homebase, When I Work, or Buddy Punch** may claim \"enterprise\" features but **lack the fundamentals**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|When I Work", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Products like **Homebase, When I Work, or Buddy Punch** may claim \"enterprise\" features but **lack the fundamentals**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Buddy Punch", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Buddy Punch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Products like **Homebase, When I Work, or Buddy Punch** may claim \"enterprise\" features but **lack the fundamentals**"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Calabrio", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Calabrio** (modern, good for contact centers, less legacy baggage)"}, {"id": "mai-20260917-1752-baseline|c153-l6|deepseek-small|Assembled", "prompt": "c153-l6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Assembled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Assembled** (cloud-native, strong for omnichannel, growing enterprise footprint)"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Dayforce", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "major enterprise platforms like **Dayforce, UKG Pro, and Workday** stand out as leaders in the market"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|UKG Pro", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "major enterprise platforms like **Dayforce, UKG Pro, and Workday** stand out as leaders in the market"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Workday", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday** has successfully bridged this gap (achieving a Leader position in the *Gartner Magic Quadrant for WFM Technology*"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Deputy", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Suites to be cautious of: Deputy, When I Work, Homebase, Sling, and QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|When I Work", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Suites to be cautious of: Deputy, When I Work, Homebase, Sling, and QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Homebase", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Suites to be cautious of: Deputy, When I Work, Homebase, Sling, and QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Sling", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Sling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Suites to be cautious of: Deputy, When I Work, Homebase, Sling, and QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|QuickBooks Time (formerly TSheets)", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Suites to be cautious of: ... QuickBooks Time (formerly TSheets)"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|SAP SuccessFactors Time Tracking", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors Time Tracking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Suites to be cautious of: The native, standard time-and-attendance/scheduling modules within broad HRIS platforms (e.g., standard SAP SuccessFactors Time Tracking or Oracle Cloud HCM)"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Oracle Cloud HCM", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "e.g., standard SAP SuccessFactors Time Tracking or Oracle Cloud HCM"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Verint", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Suites to avoid: Older on-premises versions of Verint, NICE, or Alvaria"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|NICE", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Suites to avoid: Older on-premises versions of Verint, NICE, or Alvaria"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Alvaria (formerly Aspect)", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Alvaria (formerly Aspect)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Suites to avoid: Older on-premises versions of Verint, NICE, or Alvaria (formerly Aspect)"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Kronos Workforce Central", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Kronos Workforce Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Suites to avoid: ... legacy Kronos Workforce Central systems"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Calabrio", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Contact Center WFM (e.g., NICE, Calabrio, Verint) in physical ops: ... totally unsuited for retail, manufacturing, or hospitality"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Blue Yonder", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Blue Yonder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Operational WFM (e.g., Blue Yonder, Legion) in contact centers: ... cannot handle real-time agent routing"}, {"id": "mai-20260917-1752-baseline|c153-l6|google-small|Legion", "prompt": "c153-l6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Legion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Operational WFM (e.g., Blue Yonder, Legion) in contact centers: ... cannot handle real-time agent routing"}, {"id": "mai-20260917-1752-baseline|c153-l6|meta-small|NICE WFM", "prompt": "c153-l6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NICE WFM is mentioned as a platform that can handle large deployments and is suitable for large enterprise contact centers"}, {"id": "mai-20260917-1752-baseline|c153-l6|minimax-small|NICE Workforce Management", "prompt": "c153-l6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users report **scheduling issues** with slow processing and complicated rule-based time-off requests"}, {"id": "mai-20260917-1752-baseline|c153-l6|minimax-small|WorkForce Software (ADP Company)", "prompt": "c153-l6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "WorkForce Software (ADP Company)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Limited customization** hinders tailoring to specific needs"}, {"id": "mai-20260917-1752-baseline|c153-l6|minimax-small|Aspect Workforce", "prompt": "c153-l6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect Workforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Steep learning curve** due to complexity"}, {"id": "mai-20260917-1752-baseline|c153-l6|moonshot-small|Aspect Workforce", "prompt": "c153-l6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect Workforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why caution: While historically strong for large voice-heavy contact centers, user reviews consistently flag concerns"}, {"id": "mai-20260917-1752-baseline|c153-l6|moonshot-small|Calabrio", "prompt": "c153-l6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "G2 satisfaction score of 56 vs. competitors like Calabrio at 86"}, {"id": "mai-20260917-1752-baseline|c153-l6|moonshot-small|Legion WFM", "prompt": "c153-l6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Legion WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Despite AI-native positioning, user feedback reveals: Holiday management difficulties"}, {"id": "mai-20260917-1752-baseline|c153-l6|moonshot-small|Infor Workforce Management", "prompt": "c153-l6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower G2 rating (3.7/5) with only 14 reviews—limited enterprise validation"}, {"id": "mai-20260917-1752-baseline|c153-l6|moonshot-small|UKG (formerly Kronos)", "prompt": "c153-l6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Despite market presence, significant issues reported: Support described as \"awful\""}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|UKG Ready", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "TrustRadius currently describes it as a **small-to-mid-sized business** suite, so a large enterprise may outgrow it"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|Verint Workforce Management", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "narrow orientation means it may not be the best fit for broad enterprise WFM"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|NICE Workforce Management", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'd be careful if you need enterprise-wide scheduling beyond CX operations"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|UKG Pro Workforce Management / legacy Kronos footprint", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro Workforce Management / legacy Kronos footprint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "support and release-quality concerns; that doesn't mean avoid it outright, but it does justify extra diligence"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|ADP Workforce Now", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "TrustRadius frames it as mid-market-oriented, so very large or highly complex enterprises should verify it can handle their scale"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|Oracle", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "still includes major enterprise vendors like **ADP, Oracle, SAP, UKG, Workday, and others**"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|SAP", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "includes major enterprise vendors like **ADP, Oracle, SAP, UKG, Workday, and others**"}, {"id": "mai-20260917-1752-baseline|c153-l6|openai-small|Workday", "prompt": "c153-l6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "includes major enterprise vendors like **ADP, Oracle, SAP, UKG, Workday, and others**"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Oracle PeopleSoft", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Gartner recommends migrating away from on-premises/legacy WFM due to poor cloud scalability"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Infor HCM WFM", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor HCM WFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy On-Premises or Single-Tenant Solutions (e.g., Older Versions of Oracle PeopleSoft, Infor HCM WFM, Kronos pre-UKG merger)"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Kronos pre-UKG merger", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Kronos pre-UKG merger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "When to avoid: If you're not already locked in; opt for cloud-native alternatives."}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|UKG Pro", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mixed enterprise reviews on WFM scalability... Cluttered UI/navigation, steep admin learning curve"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Workday Workforce Management", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "WFM extensions get dinged for rigid processes, complex custom reporting, and integration hurdles"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Homebase", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why avoid: Explicitly warned against for 2,000+ workforces"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|When I Work", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why avoid: Explicitly warned against for 2,000+ workforces"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|iSolved", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "iSolved", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid: Explicitly warned against for 2,000+ workforces"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Genesys", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Genesys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Vendor Lock-in: Ecosystems like Genesys (no standalone WFM) force full commitment."}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|NICE", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Safer Bets for Large Enterprises: NICE, Verint, Aspect (G2 Leaders for contact centers; strong AI forecasting)"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Verint", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Safer Bets for Large Enterprises: NICE, Verint, Aspect (G2 Leaders for contact centers"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Aspect", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "NICE, Verint, Aspect (G2 Leaders for contact centers; strong AI forecasting)"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Workscape/Deputy", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workscape/Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Workscape/Deputy for retail/healthcare"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Infor modern cloud", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor modern cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "leaders from Gartner-like reports (e.g., Infor modern cloud, Blue Yonder for WMS-adjacent)"}, {"id": "mai-20260917-1752-baseline|c153-l6|xai-small|Blue Yonder", "prompt": "c153-l6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Blue Yonder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Blue Yonder for WMS-adjacent"}, {"id": "mai-20260917-1752-baseline|c153-l6|zai-small|UKG (UKG Pro & Workforce Central)", "prompt": "c153-l6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (UKG Pro & Workforce Central)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is frequently cited as difficult to implement and maintain for complex organizations"}, {"id": "mai-20260917-1752-baseline|c153-l6|zai-small|NICE CXone", "prompt": "c153-l6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE CXone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is generally not recommended if you are looking for a standalone WFM solution"}, {"id": "mai-20260917-1752-baseline|c153-l6|zai-small|Quinyx", "prompt": "c153-l6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Quinyx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it presents challenges for highly regulated or complex enterprises"}, {"id": "mai-20260917-1752-baseline|c153-l6|zai-small|Workday Workforce Management", "prompt": "c153-l6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is often criticized for its rigidity and cost structure"}, {"id": "mai-20260917-1752-baseline|c153-l6|zai-small|Toast", "prompt": "c153-l6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Toast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "these suites should be avoided by large enterprises operating in non-food industries"}, {"id": "mai-20260917-1752-baseline|c153-l6|zai-small|7shifts", "prompt": "c153-l6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these suites should be avoided by large enterprises operating in non-food industries"}, {"id": "mai-20260917-1752-baseline|c153-m1|alibaba-small|ADP Workforce Now", "prompt": "c153-m1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B firms, **ADP Workforce Now** is often the safest choice because it minimizes risk through deep payroll integration."}, {"id": "mai-20260917-1752-baseline|c153-m1|alibaba-small|Dayforce (by Ceridian)", "prompt": "c153-m1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce (by Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dayforce is a strong alternative to ADP, particularly known for its real-time pay calculation engine"}, {"id": "mai-20260917-1752-baseline|c153-m1|alibaba-small|Deputy", "prompt": "c153-m1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for its flexibility and AI-driven scheduling features."}, {"id": "mai-20260917-1752-baseline|c153-m1|alibaba-small|UKG Pro", "prompt": "c153-m1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A more robust option if you have significant operational complexity"}, {"id": "mai-20260917-1752-baseline|c153-m1|alibaba-small|HiBob (The Bob Platform)", "prompt": "c153-m1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "HiBob (The Bob Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Tech/Modern Cultures: **HiBob (The Bob Platform)**"}, {"id": "mai-20260917-1752-baseline|c153-m1|alibaba-small|Zoho People", "prompt": "c153-m1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lightweight/Quick Setup** | **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c153-m1|anthropic-small|ADP Workforce Now", "prompt": "c153-m1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ADP Workforce Now is ideal for mid-market US companies already using ADP payroll"}, {"id": "mai-20260917-1752-baseline|c153-m1|anthropic-small|Deputy", "prompt": "c153-m1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deputy gives mid-market teams 80% of enterprise capability at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline|c153-m1|anthropic-small|Paycor", "prompt": "c153-m1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor delivers comprehensive workforce management software designed for mid-market organizations seeking enterprise-grade capabilities without overwhelming complexity"}, {"id": "mai-20260917-1752-baseline|c153-m1|anthropic-small|Synerion", "prompt": "c153-m1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Synerion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Synerion is best for shift-based, unionized, or multi-site employers"}, {"id": "mai-20260917-1752-baseline|c153-m1|challenger-small|ADP Workforce Now", "prompt": "c153-m1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** is the safest general-purpose choice for a mid-market B2B company"}, {"id": "mai-20260917-1752-baseline|c153-m1|challenger-small|UKG Pro", "prompt": "c153-m1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need the **strongest workforce management depth**, especially for more complex scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m1|challenger-small|HiBob", "prompt": "c153-m1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cares most about **modern HR workflows, engagement, and planning**"}, {"id": "mai-20260917-1752-baseline|c153-m1|challenger-small|Paylocity", "prompt": "c153-m1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a **mid-market-friendly HR platform** with workforce planning, scheduling, and analytics"}, {"id": "mai-20260917-1752-baseline|c153-m1|challenger-small|Deputy", "prompt": "c153-m1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your main need is **shift scheduling and time tracking** at a lower cost"}, {"id": "mai-20260917-1752-baseline|c153-m1|challenger-small|When I Work", "prompt": "c153-m1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deputy** or **When I Work** if your main need is **shift scheduling and time tracking**"}, {"id": "mai-20260917-1752-baseline|c153-m1|deepseek-small|UKG Ready", "prompt": "c153-m1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Ready** tends to be the strongest pick"}, {"id": "mai-20260917-1752-baseline|c153-m1|deepseek-small|ADP Workforce Now", "prompt": "c153-m1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if payroll is your #1 priority"}, {"id": "mai-20260917-1752-baseline|c153-m1|deepseek-small|Rippling", "prompt": "c153-m1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best modern UX + HR/IT integration"}, {"id": "mai-20260917-1752-baseline|c153-m1|deepseek-small|Dayforce", "prompt": "c153-m1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(or Dayforce/NICE for heavy call-center or contact-center workloads)"}, {"id": "mai-20260917-1752-baseline|c153-m1|deepseek-small|NICE", "prompt": "c153-m1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "NICE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(or Dayforce/NICE for heavy call-center or contact-center workloads)"}, {"id": "mai-20260917-1752-baseline|c153-m1|deepseek-small|Deputy", "prompt": "c153-m1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Primarily shift-based hourly workforce ... → **Deputy** — lower overhead and great mobile scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Kantata (formerly Mavenlink)", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Kantata (formerly Mavenlink)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kantata is the gold standard for professional services automation (PSA) in the mid-market."}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Productive.io", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Productive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Perfect for mid-sized agencies, IT services, and consultancies."}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Scoro", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Scoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perfect for mid-sized agencies, IT services, and consultancies."}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Float", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "just need a lightweight, highly accurate \"people planner\" to stop overbooking your team"}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Runn", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these best-of-breed resource schedulers are incredibly fast to adopt"}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|UKG Ready", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UKG Ready is tailored specifically to the mid-market. It excels in complex environments with strict compliance demands"}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|ADP Workforce Now", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The market-share giant for mid-market HR and payroll... ADP is hard to beat."}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Paycor", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Paycor is specifically designed for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Rippling", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rippling has become a dominant platform for mid-market tech and professional services companies."}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|BambooHR", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "BambooHR is ideal for smaller mid-market firms (~100 to 300 employees) looking for simplicity"}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Paylocity", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Paylocity scales better for larger mid-market firms looking for rich HR reporting"}, {"id": "mai-20260917-1752-baseline|c153-m1|google-small|Retain", "prompt": "c153-m1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Retain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "standalone scheduling tool that integrates with your existing ERP (**Float, Retain**)"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|ADP Workforce Now", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes ADP Workforce Now, HiBob, NICE CXone, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|HiBob", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes ADP Workforce Now, HiBob, NICE CXone"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|NICE CXone", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "NICE CXone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HiBob, NICE CXone, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|SAP SuccessFactors", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP SuccessFactors, Oracle HCM Cloud, Dayforce"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|Oracle HCM Cloud", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle HCM Cloud, Dayforce, Zoho People"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|Dayforce", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dayforce, Zoho People, HiveDesk"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|Zoho People", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zoho People, HiveDesk, Hubstaff"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|HiveDesk", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "HiveDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HiveDesk, Hubstaff, Deputy"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|Hubstaff", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Hubstaff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hubstaff, Deputy, When I Work"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|Deputy", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deputy, When I Work, and Clockify"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|When I Work", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "When I Work, and Clockify"}, {"id": "mai-20260917-1752-baseline|c153-m1|meta-small|Clockify", "prompt": "c153-m1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Clockify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "When I Work, and Clockify"}, {"id": "mai-20260917-1752-baseline|c153-m1|minimax-small|ADP Workforce Now", "prompt": "c153-m1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** stands out as the top choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c153-m1|minimax-small|BambooHR", "prompt": "c153-m1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you prioritize ease of use and core HR functions over complex scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m1|minimax-small|Paylocity", "prompt": "c153-m1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for organizations needing robust HR + payroll with good analytics capabilities"}, {"id": "mai-20260917-1752-baseline|c153-m1|minimax-small|UKG Pro", "prompt": "c153-m1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for larger mid-market companies with complex scheduling/shift needs"}, {"id": "mai-20260917-1752-baseline|c153-m1|mistral-small|ADP Workforce Now", "prompt": "c153-m1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** is the top choice due to its comprehensive features and strong mid-market focus"}, {"id": "mai-20260917-1752-baseline|c153-m1|mistral-small|Paylocity", "prompt": "c153-m1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paylocity** is a strong alternative if you prioritize user experience and social collaboration"}, {"id": "mai-20260917-1752-baseline|c153-m1|mistral-small|Dayforce", "prompt": "c153-m1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dayforce** is best for complex scheduling requirements"}, {"id": "mai-20260917-1752-baseline|c153-m1|mistral-small|NICE CXone", "prompt": "c153-m1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "NICE CXone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside other options like NICE CXone and Deputy"}, {"id": "mai-20260917-1752-baseline|c153-m1|mistral-small|Deputy", "prompt": "c153-m1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside other options like NICE CXone and Deputy"}, {"id": "mai-20260917-1752-baseline|c153-m1|moonshot-small|ADP Workforce Now", "prompt": "c153-m1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** or **BambooHR** are usually the safest bets."}, {"id": "mai-20260917-1752-baseline|c153-m1|moonshot-small|BambooHR", "prompt": "c153-m1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ADP Workforce Now** or **BambooHR** are usually the safest bets."}, {"id": "mai-20260917-1752-baseline|c153-m1|moonshot-small|UKG Pro / UKG Dimensions", "prompt": "c153-m1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Pro / UKG Dimensions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Workforce Operations ... may be overkill for pure office-based B2B companies."}, {"id": "mai-20260917-1752-baseline|c153-m1|moonshot-small|Ceridian Dayforce", "prompt": "c153-m1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Single System for Payroll + WFM"}, {"id": "mai-20260917-1752-baseline|c153-m1|moonshot-small|HiBob", "prompt": "c153-m1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Modern, Culture-First Option"}, {"id": "mai-20260917-1752-baseline|c153-m1|openai-small|UKG Ready", "prompt": "c153-m1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if I had to name the safest default pick, it would be **UKG Ready** for most mid-market teams"}, {"id": "mai-20260917-1752-baseline|c153-m1|openai-small|Dayforce", "prompt": "c153-m1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a more unified platform and real-time payroll/labor visibility"}, {"id": "mai-20260917-1752-baseline|c153-m1|openai-small|Workday HCM", "prompt": "c153-m1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better when you're closer to enterprise complexity, global operations"}, {"id": "mai-20260917-1752-baseline|c153-m1|openai-small|WorkForce Software", "prompt": "c153-m1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday HCM / WorkForce Software / Oracle / SAP SuccessFactors** — better when you're closer to enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c153-m1|openai-small|Oracle", "prompt": "c153-m1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **enterprise-grade breadth**: **Workday** or **Oracle**"}, {"id": "mai-20260917-1752-baseline|c153-m1|openai-small|SAP SuccessFactors", "prompt": "c153-m1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workday HCM / WorkForce Software / Oracle / SAP SuccessFactors** — better when you're closer to enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c153-m1|xai-small|ADP Workforce Now", "prompt": "c153-m1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ADP Workforce Now** if you want a reliable, payroll-integrated suite—it's the most frequently cited \"go-to\" for mid-market"}, {"id": "mai-20260917-1752-baseline|c153-m1|xai-small|UKG Ready (formerly Kronos)", "prompt": "c153-m1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Ready (formerly Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UKG Ready** if complex scheduling or labor rules are key (e.g., field services)."}, {"id": "mai-20260917-1752-baseline|c153-m1|xai-small|Paylocity", "prompt": "c153-m1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern UX + employee engagement | Scheduling, time-off, payroll, social tools"}, {"id": "mai-20260917-1752-baseline|c153-m1|xai-small|Rippling", "prompt": "c153-m1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Rippling** for high automation and top ratings if your B2B team is tech-forward or global."}, {"id": "mai-20260917-1752-baseline|c153-m1|zai-small|Rippling", "prompt": "c153-m1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** | Tech‑forward, scaling companies wanting HR + IT + Finance in one system ... Strong mid‑market adoption (200–2,000 employees)"}, {"id": "mai-20260917-1752-baseline|c153-m1|zai-small|UKG Ready", "prompt": "c153-m1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hourly‑heavy, multi‑shift, compliance‑critical** | UKG Ready, Deputy"}, {"id": "mai-20260917-1752-baseline|c153-m1|zai-small|ADP Workforce Now", "prompt": "c153-m1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**All‑in‑one HCM + payroll integration** | ADP Workforce Now, Paylocity, UKG Ready"}, {"id": "mai-20260917-1752-baseline|c153-m1|zai-small|Paylocity", "prompt": "c153-m1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modern UX, employee engagement, mid‑market** | Paylocity"}, {"id": "mai-20260917-1752-baseline|c153-m1|zai-small|Deputy", "prompt": "c153-m1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Multi‑site, mobile‑first scheduling** | Deputy"}, {"id": "mai-20260917-1752-baseline|c153-m1|zai-small|When I Work", "prompt": "c153-m1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lower entry point**: Deputy (~$4.90+/user/mo), When I Work (~$2.50+/user/mo)."}, {"id": "mai-20260917-1752-baseline|c153-m2|alibaba-small|When I Work", "prompt": "c153-m2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start a trial with **When I Work** if your main goal is efficiency and ease of use."}, {"id": "mai-20260917-1752-baseline|c153-m2|alibaba-small|Rippling", "prompt": "c153-m2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Rippling** if you want to overhaul your entire HR stack and reduce administrative chaos."}, {"id": "mai-20260917-1752-baseline|c153-m2|alibaba-small|Deputy", "prompt": "c153-m2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Rules & Multi-Location: **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-m2|alibaba-small|UKG Ready", "prompt": "c153-m2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can feel \"heavy\" and expensive if you are only managing 100 people. Implementation usually requires a vendor consultant."}, {"id": "mai-20260917-1752-baseline|c153-m2|anthropic-small|Paycor", "prompt": "c153-m2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a B2B company specifically, I'd recommend **Paycor** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-m2|anthropic-small|Deputy", "prompt": "c153-m2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a B2B company specifically, I'd recommend **Paycor** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-m2|anthropic-small|ADP Workforce Now", "prompt": "c153-m2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP Workforce Now is designed for mid-sized and enterprise organizations looking for a workforce management platform"}, {"id": "mai-20260917-1752-baseline|c153-m2|anthropic-small|UKG Ready", "prompt": "c153-m2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UKG Ready (for smaller mid-market)"}, {"id": "mai-20260917-1752-baseline|c153-m2|challenger-small|ADP Workforce Now", "prompt": "c153-m2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ADP Workforce Now** as the safest default choice"}, {"id": "mai-20260917-1752-baseline|c153-m2|challenger-small|Deputy", "prompt": "c153-m2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** if scheduling precision matters more than broad HR/payroll depth"}, {"id": "mai-20260917-1752-baseline|c153-m2|challenger-small|Nowsta", "prompt": "c153-m2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Nowsta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "purpose-built for hourly, shift-based, and contingent workforces"}, {"id": "mai-20260917-1752-baseline|c153-m2|challenger-small|Paylocity", "prompt": "c153-m2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if employee engagement and HR workflows matter alongside WFM"}, {"id": "mai-20260917-1752-baseline|c153-m2|challenger-small|Workforce.com", "prompt": "c153-m2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong if you want an all-in-one hourly workforce platform"}, {"id": "mai-20260917-1752-baseline|c153-m2|deepseek-small|Deputy", "prompt": "c153-m2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Deputy** for the best mix of hourly-workforce features, ease of deployment, compliance, and cost at mid-size scale"}, {"id": "mai-20260917-1752-baseline|c153-m2|deepseek-small|UKG Ready", "prompt": "c153-m2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then consider **UKG Ready** if your operational complexity or consolidation needs warrant it"}, {"id": "mai-20260917-1752-baseline|c153-m2|deepseek-small|When I Work", "prompt": "c153-m2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you've outgrown basic SMB tools like When I Work's free tier"}, {"id": "mai-20260917-1752-baseline|c153-m2|deepseek-small|Homebase", "prompt": "c153-m2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Homebase** (less relevant for B2B)"}, {"id": "mai-20260917-1752-baseline|c153-m2|google-small|Rippling", "prompt": "c153-m2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rippling: Best \"All-in-One\" HR, IT, & WFM Platform"}, {"id": "mai-20260917-1752-baseline|c153-m2|google-small|Paycor", "prompt": "c153-m2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Paycor if you are outgrowing basic scheduling tools and need a highly compliant, unified HCM platform"}, {"id": "mai-20260917-1752-baseline|c153-m2|google-small|Connecteam", "prompt": "c153-m2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone WFM for Field & Deskless Crews"}, {"id": "mai-20260917-1752-baseline|c153-m2|google-small|UKG Ready", "prompt": "c153-m2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose UKG Ready if your business has complex, multi-layered scheduling structures"}, {"id": "mai-20260917-1752-baseline|c153-m2|google-small|UKG Pro", "prompt": "c153-m2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While UKG Pro is for giant enterprises, **UKG Ready** is tailored to the mid-market."}, {"id": "mai-20260917-1752-baseline|c153-m2|google-small|Deputy", "prompt": "c153-m2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Standalone tools like *Connecteam* or *Deputy* are often priced per user/month"}, {"id": "mai-20260917-1752-baseline|c153-m2|meta-small|Workforce.com", "prompt": "c153-m2", "model": "meta-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workforce.com - an all-in-one workforce management and HRIS platform designed specifically for shift-based, hourly teams."}, {"id": "mai-20260917-1752-baseline|c153-m2|meta-small|UKG Ready", "prompt": "c153-m2", "model": "meta-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a scalable tool for HR, payroll, time, and labor management that is suitable for mid to large employers with hourly teams"}, {"id": "mai-20260917-1752-baseline|c153-m2|meta-small|Paycor", "prompt": "c153-m2", "model": "meta-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers strong native scheduling, payroll, and performance features for mid-market businesses"}, {"id": "mai-20260917-1752-baseline|c153-m2|meta-small|ADP Workforce Now", "prompt": "c153-m2", "model": "meta-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for mid-sized companies prioritizing payroll and labor compliance"}, {"id": "mai-20260917-1752-baseline|c153-m2|minimax-small|UKG Ready", "prompt": "c153-m2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **UKG Ready** or **Paycor**"}, {"id": "mai-20260917-1752-baseline|c153-m2|minimax-small|Paycor", "prompt": "c153-m2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **UKG Ready** or **Paycor**"}, {"id": "mai-20260917-1752-baseline|c153-m2|minimax-small|ADP Workforce Now", "prompt": "c153-m2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-sized companies needing enterprise-grade payroll with basic WFM"}, {"id": "mai-20260917-1752-baseline|c153-m2|minimax-small|Paylocity", "prompt": "c153-m2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for companies prioritizing payroll over scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m2|mistral-small|Deputy", "prompt": "c153-m2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** and **ADP Workforce Now** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c153-m2|mistral-small|ADP Workforce Now", "prompt": "c153-m2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deputy** and **ADP Workforce Now** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c153-m2|mistral-small|Paycor", "prompt": "c153-m2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UKG Ready** or **Paycor** may be better fits"}, {"id": "mai-20260917-1752-baseline|c153-m2|mistral-small|UKG Ready", "prompt": "c153-m2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company has more complex labor rules or is scaling rapidly, **UKG Ready** or **Paycor** may be better fits"}, {"id": "mai-20260917-1752-baseline|c153-m2|mistral-small|Shiftbase", "prompt": "c153-m2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Shiftbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A cost-effective option for multi-location SMEs"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|Workforce.com", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Workforce.com"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|UKG", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "don't want the complexity (or price tag) of enterprise suites like UKG"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|ADP Workforce Now", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ADP Workforce Now** only if consolidating with existing ADP payroll is a priority"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|Connecteam", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "unless your workers are heavily mobile, in which case **Connecteam** is the better fit"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|Paylocity", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good mid-market option if you want strong performance management and gamification features alongside WFM"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|Synerion", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Synerion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Worth considering only if you have complex pay rules, unionized staff, or multi-site operations"}, {"id": "mai-20260917-1752-baseline|c153-m2|moonshot-small|Rippling", "prompt": "c153-m2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best if you're a fast-scaling company that also needs robust IT device management alongside HR/WFM"}, {"id": "mai-20260917-1752-baseline|c153-m2|openai-small|UKG Ready", "prompt": "c153-m2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **UKG Ready** for a mid-sized company with hourly staff."}, {"id": "mai-20260917-1752-baseline|c153-m2|openai-small|ADP Workforce Now", "prompt": "c153-m2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ADP Workforce Now if payroll/admin consolidation is the core pain point."}, {"id": "mai-20260917-1752-baseline|c153-m2|openai-small|Homebase", "prompt": "c153-m2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be easier, but they're often more SMB-oriented than mid-market suites"}, {"id": "mai-20260917-1752-baseline|c153-m2|openai-small|Connecteam", "prompt": "c153-m2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be easier, but they're often more SMB-oriented than mid-market suites"}, {"id": "mai-20260917-1752-baseline|c153-m2|openai-small|Verint", "prompt": "c153-m2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Verint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but they're usually better fits for contact centers than general B2B hourly operations"}, {"id": "mai-20260917-1752-baseline|c153-m2|openai-small|NICE", "prompt": "c153-m2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "NICE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but they're usually better fits for contact centers than general B2B hourly operations"}, {"id": "mai-20260917-1752-baseline|c153-m2|xai-small|UKG Ready", "prompt": "c153-m2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend UKG Ready (formerly part of Kronos/Ultimate Software offerings) as the top choice."}, {"id": "mai-20260917-1752-baseline|c153-m2|xai-small|ADP Workforce Now", "prompt": "c153-m2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one HR/payroll with solid WFM ... Basic scheduling vs. specialists"}, {"id": "mai-20260917-1752-baseline|c153-m2|xai-small|Workforce.com", "prompt": "c153-m2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shift-focused end-to-end (scheduling to payroll)"}, {"id": "mai-20260917-1752-baseline|c153-m2|xai-small|Deputy", "prompt": "c153-m2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, compliance-heavy scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m2|xai-small|When I Work", "prompt": "c153-m2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-focused/simple needs: Deputy or When I Work (~$2.50/user/mo)"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|UKG Ready", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the most balanced, proven solution for a mid‑sized B2B company:** 👉 **UKG Ready**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Deputy", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget‑conscious compliance‑heavy ops (retail/hospitality)** | **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Workforce.com", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi‑site operations needing payroll in the same system** | **Workforce.com**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Paycor", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid‑market needing enterprise‑grade analytics and HCM integration** | **Paycor**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Connecteam", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deskless/field teams wanting a mobile‑first, all‑in‑one solution** | **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Rippling", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tech‑forward mid‑market wanting unified HR/IT/Finance** | **Rippling**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Homebase", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple, free tier for smaller teams** | **Homebase**"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Sling", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget‑conscious (~$5–$8/user/month) → Deputy, Sling, When I Work"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|When I Work", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Budget‑conscious (~$5–$8/user/month) → Deputy, Sling, When I Work"}, {"id": "mai-20260917-1752-baseline|c153-m2|zai-small|Planday", "prompt": "c153-m2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "POS → Deputy, Workforce.com, Planday"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|Ceridian Dayforce", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dayforce is unique because it operates on a single global database that combines HR, Payroll, and Workforce Management"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|UKG (Pro and Ready)", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Pro and Ready)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG is often considered the gold standard specifically for *timekeeping* and *scheduling* logic"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|Workday", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "However, it is often harder to implement and more expensive."}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|ADP Workforce Now", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP is the largest player in the payroll space, and its WFM suite is designed to feed directly into robust tax and compliance engines."}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|Paylocity", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly rated for **mid-sized businesses (50\\u20131,500)**"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|Rippling", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **tech-forward/growing companies**"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|Deel", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for **Global/Hybrid Workforces**"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|Remote", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for **Global/Hybrid Workforces**"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|QuickBooks", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for **Small Businesses (under 100)**"}, {"id": "mai-20260917-1752-baseline|c153-m3|alibaba-small|BambooHR", "prompt": "c153-m3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for **Small Businesses (under 100)**"}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|UKG (Ultimate Kronos Group)", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG is best for large enterprises wanting a broad WFM suite under one vendor"}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|Ceridian Dayforce", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG and Ceridian Dayforce lead in traditional WFM capabilities like scheduling and labor forecasting."}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|ADP Workforce Suite", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP WorkForce Suite accommodates unique pay rules, labor regulations, and complex scheduling across global operations"}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|Workday Adaptive Planning", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for enterprise organizations already running Workday HCM, adding workforce planning and labor forecasting"}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|SAP SuccessFactors", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP SuccessFactors integrates scheduling, time management, and absence tracking"}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|Rippling", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling and Paylocity provide the most modern user experience for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c153-m3|anthropic-small|Paylocity", "prompt": "c153-m3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rippling and Paylocity provide the most modern user experience for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|UKG", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong standalone WFM suite for large operational workforces"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Dayforce", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best when payroll and WFM need to update together"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Workday", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broader enterprise suite, less pure WFM specialization"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|SAP SuccessFactors", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when WFM must fit an SAP stack"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|ADP", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong if payroll is the anchor system"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Rippling", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More unified platform than deep standalone WFM"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|NICE CXone", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE CXone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Contact-center depth and scale, not general enterprise WFM"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Calabrio ONE", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Calabrio ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong all-in-one WEM, especially for QA + WFM together"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Verint", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong governance and intraday controls"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Genesys Cloud CX", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys Cloud CX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best when WFM should live inside the contact-center platform"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Assembled", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lighter, faster-to-deploy support-team WFM"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Zendesk WFM", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zendesk WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best if Zendesk is already the service hub"}, {"id": "mai-20260917-1752-baseline|c153-m3|challenger-small|Deputy", "prompt": "c153-m3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mid-market tools like **Assembled, Deputy, and Zendesk WFM** are positioned as simpler or more transparent"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|UKG Pro / UKG Ready", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro / UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprise, complex compliance | Strong in healthcare, retail, manufacturing with complex shift patterns"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Dayforce", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Famous for **continuous payroll** where payroll is calculated in real time"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Workforce.com", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unified 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"vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple, affordable shift scheduling and time tracking"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|ADP Workforce Now", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Payroll-led suite with WFM capabilities but more basic AI scheduling."}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Rippling", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified HR, IT, payroll, and WFM in one"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Workday HCM / SAP SuccessFactors / Oracle HCM", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday HCM / SAP SuccessFactors / Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "give convenience within a larger HR/CX ecosystem but often less WFM depth"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|NICE CXone WFM", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE CXone WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The traditional market leader; broad omnichannel capabilities and AI-driven forecasting/scheduling."}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Verint + Calabrio", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint + Calabrio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Merged in 2025.** Two-pronged: Verint handles complex structures/deep hierarchies"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Genesys Cloud Workforce Engagement (WEM)", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys Cloud Workforce Engagement (WEM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "First-party WEM (not acquired-and-stitched) integrated into the broader Genesys cloud CX platform"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Aspect/Alvaria Workforce", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Aspect/Alvaria Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Long-standing best-of-breed contact center WFM option."}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Teleopti WFM", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Teleopti WFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Strong multi-skill scheduling and strategic planning."}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Connecteam", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Hourly/deskless/shift workforces → Deputies, When I Work, Connecteam, Workforce.com, Homebase"}, {"id": "mai-20260917-1752-baseline|c153-m3|deepseek-small|Homebase", "prompt": "c153-m3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "When I Work, Connecteam, Workforce.com, Homebase (SMB/mid)"}, {"id": "mai-20260917-1752-baseline|c153-m3|google-small|UKG (Ultimate Kronos Group)", "prompt": "c153-m3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for raw scheduling depth and complex compliance."}, {"id": "mai-20260917-1752-baseline|c153-m3|google-small|Dayforce", "prompt": "c153-m3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The leader in real-time execution and single-database architecture."}, {"id": "mai-20260917-1752-baseline|c153-m3|google-small|Workday", "prompt": "c153-m3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Corporate-to-frontline alignment in a single, top-tier HCM suite."}, {"id": "mai-20260917-1752-baseline|c153-m3|google-small|NICE", "prompt": "c153-m3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The market leader in AI-driven omnichannel forecasting."}, {"id": "mai-20260917-1752-baseline|c153-m3|google-small|Verint", "prompt": "c153-m3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized AI automation for customer experience (CX) and back-office operations."}, {"id": "mai-20260917-1752-baseline|c153-m3|google-small|Genesys", "prompt": "c153-m3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Natively integrated, agent-first workforce engagement."}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Deputy", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deputy is considered the best overall"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|UKG Pro (Workforce Management)", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro (Workforce Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top WFM suites include Deputy, UKG Pro (Workforce Management)"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|NICE WFM (Workforce Management)", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE WFM (Workforce Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NICE WFM (Workforce Management)"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Genesys Cloud Workforce Engagement (WEM) and Workforce Management", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys Cloud Workforce Engagement (WEM) and Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Genesys Cloud Workforce Engagement (WEM) and Workforce Management"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|inSchedule", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "inSchedule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "inSchedule, When I Work, Jibble"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|When I Work", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When I Work, Jibble, WhenToWork"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Jibble", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Jibble, WhenToWork"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|WhenToWork", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WhenToWork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "WhenToWork, Workforce.com"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Workforce.com (Workforce Management)", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workforce.com (Workforce Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workforce.com (Workforce Management), and Sling"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Sling", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and Sling"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|NICE CXone", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE CXone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "NICE CXone is considered the best for enterprise depth"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Calabrio ONE", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Calabrio ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Calabrio ONE is considered the best unified WEM suite"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Assembled", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Assembled is considered the best for modern SaaS support teams"}, {"id": "mai-20260917-1752-baseline|c153-m3|meta-small|Verint Workforce Management", "prompt": "c153-m3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Verint Workforce Management is considered the best fit for multi-site contact centers"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|UKG Pro (formerly Kronos)", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-grade scheduling & labor analytics"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Ceridian Dayforce", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified HCM with real-time workforce management"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|ADP Workforce Now", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All-in-one HR + WFM for the mid-market"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|SAP SuccessFactors", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "WFM for SAP-ecosystem enterprises"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Oracle Cloud HCM", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global enterprise HCM with built-in WFM"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Workday", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified HCM for large, data-driven organizations"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Infor CloudSuite (HSM)", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Infor CloudSuite (HSM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex, asset-heavy scheduling (manufacturing, healthcare, logistics)"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|BambooHR", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple, user-friendly HR & time-tracking for SMBs"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Deputy", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lightweight scheduling & compliance for SMBs"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Rippling", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "All-in-one (scheduling, time-tracking, payroll, HR, benefits, IT)"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|When I Work", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Simple shift scheduling for hourly workforces"}, {"id": "mai-20260917-1752-baseline|c153-m3|minimax-small|Assembled", "prompt": "c153-m3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Labor-forecasting & scheduling for contact-center & retail"}, {"id": "mai-20260917-1752-baseline|c153-m3|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c153-m3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. UKG (Ultimate Kronos Group)** - **Best for:** Enterprise HCM + WFM... **UKG** excels in demand-based forecasting and analytics."}, {"id": "mai-20260917-1752-baseline|c153-m3|mistral-small|Dayforce (Ceridian)", "prompt": "c153-m3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dayforce** leads in real-time payroll and enterprise compliance."}, {"id": "mai-20260917-1752-baseline|c153-m3|mistral-small|WorkForce Suite (WorkForce Software)", "prompt": "c153-m3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Suite (WorkForce Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkForce Suite** is best for complex, large-scale scheduling."}, {"id": "mai-20260917-1752-baseline|c153-m3|mistral-small|Rippling", "prompt": "c153-m3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** is the top all-in-one for HR, IT, and WFM in a single system."}, {"id": "mai-20260917-1752-baseline|c153-m3|mistral-small|Workforce.com", "prompt": "c153-m3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workforce.com** is ideal for mobile-first, hourly workforce management."}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|UKG Pro (formerly Kronos)", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Key Strength: Industry-leading scheduling, labor analytics, and workforce forecasting"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Ceridian Dayforce", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If payroll accuracy in real-time is critical → Dayforce"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|SAP SuccessFactors", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already deep in SAP → SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|ADP Workforce Now", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market companies (50-5,000 employees) wanting integrated HR + WFM"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Workday", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want unified finance + HR + WFM → Workday"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|NICE CXone WFM", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE CXone WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Enterprise contact centers already using NICE CXone CCaaS"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Verint Workforce Management", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often rated easier to implement and support than NICE"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Genesys Workforce Management", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Organizations using Genesys Cloud CX"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Aspect Workforce (formerly Alvaria)", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Aspect Workforce (formerly Alvaria)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: High-performance contact centers"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Rippling", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for tech-forward growing companies; unifies HR, IT, and WFM"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Deputy", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for mid-market hourly workers (from $4.50/user/month)"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Assembled", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Modern SaaS approach with AI scheduling and ML forecasting"}, {"id": "mai-20260917-1752-baseline|c153-m3|moonshot-small|Calabrio ONE", "prompt": "c153-m3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Calabrio ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Unified WEM suite combining forecasting, scheduling, quality, and analytics"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|UKG Pro Workforce Management / UKG Ready", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro Workforce Management / UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for complex frontline labor:** **UKG**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Dayforce", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for unified HR + payroll + WFM:** **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Workday", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for enterprise HR platform standardization:** **Workday / Oracle / SAP**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|ADP Workforce Now", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for payroll-led midmarket buyers:** **ADP**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Oracle HCM Cloud", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for enterprise HR platform standardization:** **Workday / Oracle / SAP**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|SAP SuccessFactors + SAP workforce tools", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors + SAP workforce tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for enterprise HR platform standardization:** **Workday / Oracle / SAP**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Infor Workforce Management / Infor HCM", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Infor Workforce Management / Infor HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for industry-specific ERP alignment:** **Infor**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Blue Yonder Workforce Management", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Blue Yonder Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for retail demand/labor optimization:** **Blue Yonder**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|NICE Workforce Management", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for contact-center workforce operations:** **NICE**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Quinyx", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for region-specific or midmarket scheduling-first needs:** **Quinyx / ATOSS / Workforce.com**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|ATOSS", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ATOSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for region-specific or midmarket scheduling-first needs:** **Quinyx / ATOSS / Workforce.com**"}, {"id": "mai-20260917-1752-baseline|c153-m3|openai-small|Workforce.com", "prompt": "c153-m3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for region-specific or midmarket scheduling-first needs:** **Quinyx / ATOSS / Workforce.com**"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|UKG Pro/Ready", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Pro/Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UKG and Dayforce often lead in enterprise composite scores ... e.g., UKG for depth"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|Dayforce (Ceridian)", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SoftwareReviews: Dayforce 8.3, UKG 8.2"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|ADP Workforce Manager", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong payroll/tax compliance (140+ countries), stability, easy integrations"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|WorkForce Software (WorkForce Suite)", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Software (WorkForce Suite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower user ratings vs. leaders (7.7 composite)"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|Infor Workforce Management", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lowest ratings in some reviews (5.8 composite)"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|Oracle HCM Workforce Management", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle HCM Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ISG ranks Oracle/ADP/UKG highest"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|Rippling", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Emerging all-in-one platforms like **Rippling** top SMB/mid-market lists"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|NICE CXone", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE CXone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "contact-center specialists (e.g., NICE CXone, Genesys) dominate that niche"}, {"id": "mai-20260917-1752-baseline|c153-m3|xai-small|Genesys", "prompt": "c153-m3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Genesys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "contact-center specialists (e.g., NICE CXone, Genesys) dominate that niche"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|UKG (Kronos)", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG (Kronos)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong for time & attendance, scheduling, and labor analytics; widely used by mid‑market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|Dayforce (Ceridian)", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Combines WFM with payroll and HCM; emphasizes real‑time continuous pay calculation"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|Workday", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best suited for large enterprises that already run Workday and need unified planning and analytics"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|Oracle HCM Workforce Management", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Oracle HCM Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Part of Oracle Fusion Cloud HCM; built for global, multi‑thousand‑employee organizations"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|SAP SuccessFactors", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global‑scale HCM suite with WFM modules"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|ADP Workforce Now", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid‑market all‑in‑one HR + WFM; integrates payroll and compliance"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|WorkForce Software", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specialized WFM with a focus on complex compliance and labor rules"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|Homebase", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More focused on frontline, hourly workforces with features like scheduling, time tracking, and mobile access"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|Blue Yonder", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Blue Yonder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized tools (WorkForce Software, Blue Yonder, Sona) focus on frontline, shift‑based workforces"}, {"id": "mai-20260917-1752-baseline|c153-m3|zai-small|Sona", "prompt": "c153-m3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Sona", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Homebase and Sona prioritize mobile and ease of use for hourly workers"}, {"id": "mai-20260917-1752-baseline|c153-m4|alibaba-small|Connecteam", "prompt": "c153-m4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam is widely considered the best option for small businesses on a strict budget because it offers one of the most robust free plans available."}, {"id": "mai-20260917-1752-baseline|c153-m4|alibaba-small|Deputy", "prompt": "c153-m4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Deputy** for the best features per dollar."}, {"id": "mai-20260917-1752-baseline|c153-m4|alibaba-small|When I Work", "prompt": "c153-m4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want simplicity:** Choose **When I Work**."}, {"id": "mai-20260917-1752-baseline|c153-m4|alibaba-small|BambooHR", "prompt": "c153-m4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR: Starts around ~$6/user/month. It is the gold standard for ease of use"}, {"id": "mai-20260917-1752-baseline|c153-m4|alibaba-small|Zoho People", "prompt": "c153-m4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often has a Free Forever plan for small groups or very low cost within their ecosystem."}, {"id": "mai-20260917-1752-baseline|c153-m4|anthropic-small|Homebase", "prompt": "c153-m4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase offers an affordable workforce management solution for small businesses ... with a free plan making it especially attractive"}, {"id": "mai-20260917-1752-baseline|c153-m4|anthropic-small|When I Work", "prompt": "c153-m4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combines low-cost scheduling and team communication features in an easy-to-use platform suited for hourly workforces"}, {"id": "mai-20260917-1752-baseline|c153-m4|anthropic-small|Zoho People", "prompt": "c153-m4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides a scalable HR suite with affordable pricing tiers"}, {"id": "mai-20260917-1752-baseline|c153-m4|anthropic-small|Connecteam", "prompt": "c153-m4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your budget is quite tight, you may want to consider Connecteam"}, {"id": "mai-20260917-1752-baseline|c153-m4|anthropic-small|Desklog", "prompt": "c153-m4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Desklog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers automatic tracking, productivity insights, and an affordable pricing model"}, {"id": "mai-20260917-1752-baseline|c153-m4|challenger-small|Homebase", "prompt": "c153-m4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget pick: Homebase — repeatedly highlighted as the best low-cost choice for small, shift-based businesses"}, {"id": "mai-20260917-1752-baseline|c153-m4|challenger-small|When I Work", "prompt": "c153-m4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simple scheduling at a low price: When I Work"}, {"id": "mai-20260917-1752-baseline|c153-m4|challenger-small|Zoho People", "prompt": "c153-m4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an affordable HR-oriented tool: Zoho People"}, {"id": "mai-20260917-1752-baseline|c153-m4|challenger-small|Jibble", "prompt": "c153-m4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose Jibble if you want the cheapest usable option"}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|Homebase", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best free option for single-location businesses ... Often the first recommendation when budget is the whole conversation"}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|Connecteam", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Truly zero budget / single location / under 10 staff: Use **Homebase** or **Connecteam** free plans."}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|When I Work", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paying a little for better scheduling: **When I Work** at $2.50/user/month."}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|Zoho People", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need HR + time management really cheap: **Zoho People**."}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|Deputy", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best step-up when you scale"}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|UKG Pro", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms like UKG Pro or Workday until you're well into the hundreds of employees"}, {"id": "mai-20260917-1752-baseline|c153-m4|deepseek-small|Workday", "prompt": "c153-m4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms like UKG Pro or Workday"}, {"id": "mai-20260917-1752-baseline|c153-m4|google-small|Connecteam", "prompt": "c153-m4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a small team of **10 or fewer employees**, Connecteam is the most feature-rich free platform available."}, {"id": "mai-20260917-1752-baseline|c153-m4|google-small|Sling", "prompt": "c153-m4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sling: Best Free Scheduling for Teams Up to 30 Employees"}, {"id": "mai-20260917-1752-baseline|c153-m4|google-small|Homebase", "prompt": "c153-m4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase: Best Flat-Rate Pricing for Single-Location Teams"}, {"id": "mai-20260917-1752-baseline|c153-m4|google-small|When I Work", "prompt": "c153-m4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "When I Work is a top-tier platform that does not have a permanently free plan, but its starting tier is incredibly cheap"}, {"id": "mai-20260917-1752-baseline|c153-m4|google-small|Clockify", "prompt": "c153-m4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clockify: Best Free Time-Tracking & Timesheets (No Scheduling)"}, {"id": "mai-20260917-1752-baseline|c153-m4|meta-small|Zoho People", "prompt": "c153-m4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce management software for a company with a limited budget is Zoho People, which starts at $1.50 per user per month."}, {"id": "mai-20260917-1752-baseline|c153-m4|meta-small|Deputy", "prompt": "c153-m4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Deputy ($5-9/user/month)"}, {"id": "mai-20260917-1752-baseline|c153-m4|meta-small|Rippling", "prompt": "c153-m4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Rippling, which holds the highest overall user rating"}, {"id": "mai-20260917-1752-baseline|c153-m4|minimax-small|Zoho People", "prompt": "c153-m4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Zoho People** or **When I Work**. Zoho People offers the lowest cost per user with solid features"}, {"id": "mai-20260917-1752-baseline|c153-m4|minimax-small|When I Work", "prompt": "c153-m4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Zoho People** or **When I Work**... When I Work excels if your primary need is shift scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m4|minimax-small|Homebase", "prompt": "c153-m4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a very small team (under 10 people), Homebase's free plan might be sufficient to start."}, {"id": "mai-20260917-1752-baseline|c153-m4|minimax-small|Deputy", "prompt": "c153-m4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need more robust features - Strong compliance and payroll integrations"}, {"id": "mai-20260917-1752-baseline|c153-m4|mistral-small|When I Work", "prompt": "c153-m4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute lowest cost, **When I Work** and **Homebase** are the most budget-friendly"}, {"id": "mai-20260917-1752-baseline|c153-m4|mistral-small|Homebase", "prompt": "c153-m4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** being especially attractive if you need a free plan"}, {"id": "mai-20260917-1752-baseline|c153-m4|mistral-small|Zoho People", "prompt": "c153-m4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a slightly more robust solution with a low price tag, **Zoho People** is also worth considering."}, {"id": "mai-20260917-1752-baseline|c153-m4|mistral-small|Connecteam", "prompt": "c153-m4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another top choice for small businesses, with a free tier available"}, {"id": "mai-20260917-1752-baseline|c153-m4|moonshot-small|Zoho People", "prompt": "c153-m4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have more than 10 employees and a very tight budget**: Go with **Zoho People** at ~$1.50/user/month"}, {"id": "mai-20260917-1752-baseline|c153-m4|moonshot-small|Homebase", "prompt": "c153-m4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have 10 or fewer employees**: Start with **Homebase** (free)"}, {"id": "mai-20260917-1752-baseline|c153-m4|moonshot-small|When I Work", "prompt": "c153-m4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need scheduling as your primary need**: **When I Work** at $2.50/user/month offers excellent value"}, {"id": "mai-20260917-1752-baseline|c153-m4|moonshot-small|Deputy", "prompt": "c153-m4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-Around for SMBs ... Solid compliance features and payroll integrations"}, {"id": "mai-20260917-1752-baseline|c153-m4|moonshot-small|TimeTrex", "prompt": "c153-m4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "TimeTrex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Open-Source Option ... Free for unlimited users"}, {"id": "mai-20260917-1752-baseline|c153-m4|openai-small|Homebase", "prompt": "c153-m4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** is the best budget pick because it offers a **free tier for up to 10 employees at one location**"}, {"id": "mai-20260917-1752-baseline|c153-m4|openai-small|When I Work", "prompt": "c153-m4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for ease of use:** **When I Work** \\u2014 simple scheduling/time tracking"}, {"id": "mai-20260917-1752-baseline|c153-m4|openai-small|Connecteam", "prompt": "c153-m4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for mobile/deskless teams:** **Connecteam** \\u2014 highly rated and mobile-first"}, {"id": "mai-20260917-1752-baseline|c153-m4|openai-small|WorkforceHub", "prompt": "c153-m4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "WorkforceHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want a broader HR/workforce suite on a budget:** **WorkforceHub**"}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|Zoho People", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** (Best overall budget pick for comprehensive HR + WFM)"}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|Homebase", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Zoho People or Homebase free tiers for most limited-budget scenarios."}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|Connecteam", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** (Best free for deskless/mobile teams)"}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|When I Work", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**When I Work** (Cheapest per-user scaling)"}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|Jibble", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jibble (free unlimited time tracking + GPS/biometrics)"}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|Deputy", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deputy (~$5/user/mo, strong for compliance/shifts but higher min.)"}, {"id": "mai-20260917-1752-baseline|c153-m4|xai-small|BambooHR", "prompt": "c153-m4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "BambooHR (~$6/user/mo, more full HR but pricier floor)"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|Zoho People", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses on a budget, **Zoho People** stands out"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|When I Work", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work** is the cheapest per-head option at $2.50/user/month with a clean interface"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|Keka HR", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Keka HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Zoho People** or **Keka HR** — both start around $1–$2 per user/month"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|Deputy", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy** is strong at $1.95+/user/month"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|Connecteam", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Connecteam** offers a genuinely usable free tier and task management"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|Homebase", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Homebase** is also excellent with a real free plan"}, {"id": "mai-20260917-1752-baseline|c153-m4|zai-small|Sling", "prompt": "c153-m4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small businesses needing simple scheduling with shift swapping"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|BambooHR", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "more robust features than a small business starter pack (like basic BambooHR or Gusto)"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Gusto", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "small business starter pack (like basic BambooHR or Gusto)"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|UKG Pro", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise giants (like UKG Pro or Workday Dayforce) overly expensive and complex to implement"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Workday Dayforce", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise giants (like UKG Pro or Workday Dayforce) overly expensive and complex to implement"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|UKG Ready", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Mid-Market All-in-One | **UKG Ready**, **ADP Workforce Now**, **Ceridian Dayforce** | Robust enough for complexity, strong compliance"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|ADP Workforce Now", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Mid-Market All-in-One | **UKG Ready**, **ADP Workforce Now**, **Ceridian Dayforce**"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Ceridian Dayforce", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Mid-Market All-in-One | **UKG Ready**, **ADP Workforce Now**, **Ceridian Dayforce**"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Rippling", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling is particularly strong for tech-forward cultures."}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Zenefits", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern/Cloudbase | **Rippling**, **Zenefits**, **Gusto + Add-ons**"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|When I Work", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Scheduling-Focused | **When I Work**, **Connectwise ServiceMax**, **7shifts**"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Connectwise ServiceMax", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Connectwise ServiceMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Scheduling-Focused | **When I Work**, **Connectwise ServiceMax**, **7shifts**"}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|7shifts", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best if your primary pain point is shift swapping and communication for hourly workers."}, {"id": "mai-20260917-1752-baseline|c153-m5|alibaba-small|Personio", "prompt": "c153-m5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "HR-Centric | **BambooHR + Time Tracking**, **Personio** | Good if you are more salaried"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|Workday", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Workday** (enterprise-grade, may be more than you need)"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|ADP Workforce Now", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ADP Workforce Now** (strong payroll integration)"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|BambooHR", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Zoho People / BambooHR** — lighter options if your needs are simpler"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|UKG (Ultimate Kronos Group)", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**UKG (Ultimate Kronos Group)** — strong for shift-based workforces"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|Rippling", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rippling** — modern, good for mid-market"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|WorkForce Software", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "WorkForce Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**WorkForce Software** — strong compliance and shift scheduling"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|Dayforce (Ceridian)", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Dayforce (Ceridian)** — robust mid-market option"}, {"id": "mai-20260917-1752-baseline|c153-m5|deepseek-small|Zoho People", "prompt": "c153-m5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Zoho People / BambooHR** — lighter options if your needs are simpler"}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|UKG", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud solutions (e.g., UKG, Workday, ADP) are easier to scale and maintain for 500+ employees."}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|Workday", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Workday | Large enterprises | Deep HR/finance integration |"}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|ADP Workforce Now", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| ADP Workforce Now | Mid-market, payroll | Payroll + WFM bundled |"}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|Kronos", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Kronos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Kronos (UKG) | Healthcare, retail | Industry-specific solutions |"}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|Deputy", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Deputy | SMBs, retail/hospitality | Affordable, mobile-first |"}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|When I Work", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| When I Work | Small/medium teams | Simple, intuitive interface |"}, {"id": "mai-20260917-1752-baseline|c153-m5|mistral-small|Paycor", "prompt": "c153-m5", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Paycor | Mid-market | Integrated HR/payroll |"}, {"id": "mai-20260917-1752-baseline|c153-m5|xai-small|UKG Pro", "prompt": "c153-m5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples: UKG Pro, Workday, ADP Workforce Now, Paycom, Deputy (scalable for mid-size)."}, {"id": "mai-20260917-1752-baseline|c153-m5|xai-small|Workday", "prompt": "c153-m5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples: UKG Pro, Workday, ADP Workforce Now, Paycom, Deputy (scalable for mid-size)."}, {"id": "mai-20260917-1752-baseline|c153-m5|xai-small|ADP Workforce Now", "prompt": "c153-m5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples: UKG Pro, Workday, ADP Workforce Now, Paycom, Deputy (scalable for mid-size)."}, {"id": "mai-20260917-1752-baseline|c153-m5|xai-small|Paycom", "prompt": "c153-m5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples: UKG Pro, Workday, ADP Workforce Now, Paycom, Deputy"}, {"id": "mai-20260917-1752-baseline|c153-m5|xai-small|Deputy", "prompt": "c153-m5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deputy (scalable for mid-size)"}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|UKG Pro (formerly Kronos)", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro (formerly Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise Legacy Suites: UKG Pro (formerly Kronos) & SAP SuccessFactors ... notoriously rigid ... Avoid UKG/SAP unless you are a large enterprise"}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|SAP SuccessFactors", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These platforms are powerful but notoriously rigid ... Avoid UKG/SAP unless you are a large enterprise with existing HR contracts."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Deputy", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-market: **Deputy**, **When I Work**, or **Assembled**."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|When I Work", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market: **Deputy**, **When I Work**, or **Assembled**."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Assembled", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Assembled", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For Contact Centers:** Consider **Assembled** (modern, cloud-native, good for omnichannel)"}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Verint", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Verint/Alvaria unless you have a dedicated center of excellence."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|NICE CXone", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE CXone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**NICE CXone** (strong forecasting but expensive)"}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Alvaria", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Alvaria", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid Verint/Alvaria unless you have a dedicated center of excellence."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Zendesk WFM", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Zendesk WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Basic versions of Zendesk WFM ... Scalability Wall"}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Calabrio", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Calabrio** (robust analytics but complex setup)"}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|7shifts", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For Retail/Hospitality/Hourly Workers:** Choose **7shifts**, **Deputy**, or **Homebase**."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Homebase", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose **7shifts**, **Deputy**, or **Homebase**."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|ServiceMax", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ServiceMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "For Field Service/Mobility:** Look at **ServiceMax** or **Oracle Field Service**."}, {"id": "mai-20260917-1752-baseline|c153-m6|alibaba-small|Oracle Field Service", "prompt": "c153-m6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle Field Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Look at **ServiceMax** or **Oracle Field Service**."}, {"id": "mai-20260917-1752-baseline|c153-m6|anthropic-small|Verint Workforce Management", "prompt": "c153-m6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Verint Workforce Management** - Be cautious with this suite due to several reported issues"}, {"id": "mai-20260917-1752-baseline|c153-m6|challenger-small|Calabrio", "prompt": "c153-m6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a **Reddit opinion** saying to \"steer clear\" of **Calabrio** and **Genesys Cloud**, but that is anecdotal and not a reliable standalone basis for a purchase decision"}, {"id": "mai-20260917-1752-baseline|c153-m6|challenger-small|Genesys Cloud", "prompt": "c153-m6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Genesys Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "saying to \"steer clear\" of **Calabrio** and **Genesys Cloud**, but that is anecdotal and not a reliable standalone basis"}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|Genesys Cloud WFM (WEM)", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Genesys Cloud WFM (WEM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Gen Cloud is the WORST. Run. Don't walk!\""}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|UKG (Workforce Central / UKG Pro WFM)", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (Workforce Central / UKG Pro WFM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Genesys and, on support/UX, UKG are where user frustration is most acute and hardest to work around"}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|Verint WFM", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consistently flagged for a **steep learning curve**, dated UI, slow navigation"}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|Calabrio", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "complaints on **legacy interface**, long implementation cycles, and (for enterprise scale) support issues"}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|Aspect WFM", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "steep learning curve (months of training), complexity that overwhelms smaller teams, **outdated interface**"}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|NICE CXone", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE CXone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "very powerful but users report feature-regression after updates, disruption/downtime"}, {"id": "mai-20260917-1752-baseline|c153-m6|deepseek-small|SAP SuccessFactors", "prompt": "c153-m6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "feature-rich but complex and overkill for SMBs"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Verint WFM", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notorious for **dense, outdated user interfaces, massive learning curves, and multi-month (sometimes multi-year) implementation timelines**"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|NICE WFM (formerly IEX)", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE WFM (formerly IEX)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notorious for **dense, outdated user interfaces, massive learning curves, and multi-month (sometimes multi-year) implementation timelines**"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Aspect WFM (formerly Alvaria)", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect WFM (formerly Alvaria)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notorious for **dense, outdated user interfaces, massive learning curves, and multi-month (sometimes multi-year) implementation timelines**"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|UKG Pro WFM (formerly Kronos)", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro WFM (formerly Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "incredibly complex to configure... Extremely poor mobile app experiences"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|ADP Workforce Now WFM", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "End-user reviews for employee-facing portals (like UKG or ADP) are often plagued with complaints"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Infor WFM", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "payroll platforms that happen to have WFM/scheduling modules tacked on... incredibly complex to configure"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Deputy", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "require agile, mobile-first, and highly intuitive scheduling tools (like Deputy or 7shifts)"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|7shifts", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "require agile, mobile-first, and highly intuitive scheduling tools (like Deputy or 7shifts)"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Genesys Cloud", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Genesys Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "these native modules are often feature-light, missing advanced forecasting algorithms"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Talkdesk", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Talkdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "these native modules are often feature-light, missing advanced forecasting algorithms"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Dialpad", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Dialpad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "these native modules are often feature-light, missing advanced forecasting algorithms"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Assembled", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Assembled", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "When forced into old-school, voice-only legacy environments, they lack the deep telecom/ACD hardware integrations"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Soon", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Soon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Modern \"Digital-First\" SaaS WFM (Used in the Wrong Context)"}, {"id": "mai-20260917-1752-baseline|c153-m6|google-small|Solvvy", "prompt": "c153-m6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Solvvy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "deploying them on young, volatile teams can produce highly confident but highly inaccurate staffing requirements"}, {"id": "mai-20260917-1752-baseline|c153-m6|moonshot-small|UKG (formerly Kronos)", "prompt": "c153-m6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "UKG (formerly Kronos) – Proceed with Caution"}, {"id": "mai-20260917-1752-baseline|c153-m6|moonshot-small|ADP Workforce Now", "prompt": "c153-m6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ADP Workforce Now – Mixed Reviews"}, {"id": "mai-20260917-1752-baseline|c153-m6|moonshot-small|Rippling", "prompt": "c153-m6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Better alternatives to consider (based on positive reviews): Rippling, Legion, Assembled"}, {"id": "mai-20260917-1752-baseline|c153-m6|moonshot-small|Legion", "prompt": "c153-m6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Legion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better alternatives to consider (based on positive reviews): Rippling, Legion, Assembled"}, {"id": "mai-20260917-1752-baseline|c153-m6|moonshot-small|Assembled", "prompt": "c153-m6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Assembled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better alternatives to consider (based on positive reviews): Rippling, Legion, Assembled"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Aspect WFM (Alvaria)", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Aspect WFM (Alvaria)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be Most Cautious With (Frequent Complaints on Complexity, Support, UI): Aspect WFM (Alvaria)... Steep learning curve"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|UKG Pro WFM (ex-Kronos)", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro WFM (ex-Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Common pitfalls: Poor customer support (endless tickets), steep learning curve, not intuitive"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Workday Workforce Management", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach With Caution (Mixed Feedback, Scale-Dependent Issues): Workday Workforce Management"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Workforce.com", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workforce.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Glitches/slowdowns (notifications, clock-ins), bot-only live chat support"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Rippling", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB ones like Rippling (4.8/5)"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Connecteam", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMB ones like Rippling (4.8/5) or Connecteam (4.6/5)"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Verint", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders like UKG/Verint excel in compliance but test demos for your workflows"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|BambooHR", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're SMB, lean toward higher-rated like BambooHR (4.4/5) or Homebase"}, {"id": "mai-20260917-1752-baseline|c153-m6|xai-small|Homebase", "prompt": "c153-m6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lean toward higher-rated like BambooHR (4.4/5) or Homebase"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|Workday", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Vendors to be cautious about:** * **Workday**"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Vendors to be cautious about:** ... **UKG (Ultimate Kronos Group)**"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|ADP Workforce Now", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vendors to be cautious about:** ... **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|Oracle", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Vendors to be cautious about:** ... **Oracle**"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|SAP SuccessFactors", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Vendors to be cautious about:** ... **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|Infor Workforce Management", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "On G2, it holds a rating of **3.7/5.0** with only **14 reviews**... suggests the product may not be widely used or is struggling to retain customers"}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|Assembled", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Assembled", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Assembled:** Highly rated for contact centers and automated scheduling."}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|7shifts", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**7shifts:** Strong for restaurant and retail scheduling."}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|Quinyx", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Quinyx:** Strong for global manufacturing and retail."}, {"id": "mai-20260917-1752-baseline|c153-m6|zai-small|Legion", "prompt": "c153-m6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Legion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Legion:** Strong for complex workforce optimization."}, {"id": "mai-20260917-1752-baseline|c153-s1|alibaba-small|Harvest", "prompt": "c153-s1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Harvest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you find you need automatic invoicing, upgrade to **Harvest**."}, {"id": "mai-20260917-1752-baseline|c153-s1|alibaba-small|Toggl Track", "prompt": "c153-s1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Toggl Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recommendation:** Start with a free trial of **Toggl Track**. It has the lowest learning curve."}, {"id": "mai-20260917-1752-baseline|c153-s1|alibaba-small|ClockShark", "prompt": "c153-s1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "ClockShark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*On-site/Field:* You need **ClockShark** or **Deputy** for GPS/Geofencing."}, {"id": "mai-20260917-1752-baseline|c153-s1|alibaba-small|Deputy", "prompt": "c153-s1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its time-tracking capabilities are robust and integrate with major payroll providers"}, {"id": "mai-20260917-1752-baseline|c153-s1|alibaba-small|Monday.com (Work OS)", "prompt": "c153-s1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Monday.com (Work OS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It isn't a dedicated \"time tracker,\" but its CRM and Project Management boards allow you to track employee workload"}, {"id": "mai-20260917-1752-baseline|c153-s1|alibaba-small|Gusto", "prompt": "c153-s1", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Primarily an HR/payroll provider, but Gusto offers basic timesheets and PTO tracking."}, {"id": "mai-20260917-1752-baseline|c153-s1|anthropic-small|Gusto", "prompt": "c153-s1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is recommended for small-business payroll and HR, combining payroll, benefits, hiring, and basic HR workflows for small and growing businesses."}, {"id": "mai-20260917-1752-baseline|c153-s1|anthropic-small|Rippling", "prompt": "c153-s1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an all-in-one HR and workforce management tool mainly used by small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c153-s1|anthropic-small|Connecteam", "prompt": "c153-s1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an affordable option that offers lots of features for a low monthly cost for small teams"}, {"id": "mai-20260917-1752-baseline|c153-s1|anthropic-small|Homebase", "prompt": "c153-s1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "popular for shift scheduling, time tracking, and team communication"}, {"id": "mai-20260917-1752-baseline|c153-s1|anthropic-small|Planday", "prompt": "c153-s1", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Planday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with Planday being useful when shift patterns are more complex"}, {"id": "mai-20260917-1752-baseline|c153-s1|challenger-small|Gusto", "prompt": "c153-s1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick **Gusto** for most small B2B companies"}, {"id": "mai-20260917-1752-baseline|c153-s1|challenger-small|Homebase", "prompt": "c153-s1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless your operation is heavily schedule-driven, in which case **Homebase** is the stronger default"}, {"id": "mai-20260917-1752-baseline|c153-s1|challenger-small|Rippling", "prompt": "c153-s1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need a broader platform and expect to scale into more complex HR, IT, and payroll workflows"}, {"id": "mai-20260917-1752-baseline|c153-s1|challenger-small|Connecteam", "prompt": "c153-s1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **mobile, frontline, or deskless** teams"}, {"id": "mai-20260917-1752-baseline|c153-s1|challenger-small|When I Work", "prompt": "c153-s1", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a solid choice if your top priority is **fast, simple scheduling**"}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|Rippling", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "then add payroll or upgrade to **Rippling** as your team grows and needs a more unified HR+payroll+IT stack."}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|BambooHR", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **BambooHR** for the best balance of price, ease of use, and essential workforce features"}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|Connecteam", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connecteam \\u2014 Best for daily operations & value"}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|Deputy", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy** is the safest all-around choice for a small business due to its compliance features"}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|When I Work", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, low-cost scheduling for teams under 50"}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|Homebase", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one (scheduling, payroll, HR compliance) for single-location US businesses"}, {"id": "mai-20260917-1752-baseline|c153-s1|deepseek-small|Sling", "prompt": "c153-s1", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple free shift scheduling with messaging"}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Rippling", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is highly regarded for modern B2B businesses, especially those with remote or hybrid teams."}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Gusto", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is administrative ease ... choose **Rippling** or **Gusto**."}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Harvest", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harvest is the gold standard for tracking time in professional services."}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Toggl Track", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Toggl Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Toggl Track is the easiest manual time tracker to adopt"}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Float", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Float (Best for Fast, Visual Scheduling)"}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Runn", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Runn is a resource management tool that goes a step deeper than Float into financial forecasting."}, {"id": "mai-20260917-1752-baseline|c153-s1|google-small|Connecteam", "prompt": "c153-s1", "model": "google-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam is a mobile-first app designed to manage shift schedules"}, {"id": "mai-20260917-1752-baseline|c153-s1|meta-small|Gusto", "prompt": "c153-s1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include Gusto, Rippling, and Remote for all-in-one HR and payroll solutions"}, {"id": "mai-20260917-1752-baseline|c153-s1|meta-small|Rippling", "prompt": "c153-s1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include Gusto, Rippling, and Remote for all-in-one HR and payroll solutions"}, {"id": "mai-20260917-1752-baseline|c153-s1|meta-small|Remote", "prompt": "c153-s1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gusto, Rippling, and Remote for all-in-one HR and payroll solutions"}, {"id": "mai-20260917-1752-baseline|c153-s1|meta-small|Connecteam", "prompt": "c153-s1", "model": "meta-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Connecteam for frontline, mobile, or shift-based teams"}, {"id": "mai-20260917-1752-baseline|c153-s1|minimax-small|BambooHR", "prompt": "c153-s1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** and **Rippling** are top choices for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c153-s1|minimax-small|Rippling", "prompt": "c153-s1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** and **Rippling** are top choices for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c153-s1|minimax-small|Zoho People", "prompt": "c153-s1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other solid options include **Zoho People** and **Gusto** for simpler needs."}, {"id": "mai-20260917-1752-baseline|c153-s1|minimax-small|Gusto", "prompt": "c153-s1", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other solid options include **Zoho People** and **Gusto** for simpler needs."}, {"id": "mai-20260917-1752-baseline|c153-s1|mistral-small|Gusto", "prompt": "c153-s1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Gusto** or **Connecteam** are excellent starting points"}, {"id": "mai-20260917-1752-baseline|c153-s1|mistral-small|Rippling", "prompt": "c153-s1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have remote or international employees, consider **Rippling** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c153-s1|mistral-small|Remote", "prompt": "c153-s1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good choice if your team is distributed globally"}, {"id": "mai-20260917-1752-baseline|c153-s1|mistral-small|Connecteam", "prompt": "c153-s1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gusto** or **Connecteam** are excellent starting points due to their ease of use and integrated features"}, {"id": "mai-20260917-1752-baseline|c153-s1|mistral-small|BambooHR", "prompt": "c153-s1", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For more HR-focused needs, **BambooHR** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c153-s1|moonshot-small|Deputy", "prompt": "c153-s1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** – Best All-Around Choice for SMBs"}, {"id": "mai-20260917-1752-baseline|c153-s1|moonshot-small|Rippling", "prompt": "c153-s1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** if you want a more comprehensive all-in-one platform"}, {"id": "mai-20260917-1752-baseline|c153-s1|moonshot-small|When I Work", "prompt": "c153-s1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd recommend starting with **Deputy** or **When I Work** if you need robust scheduling and time tracking"}, {"id": "mai-20260917-1752-baseline|c153-s1|moonshot-small|BambooHR", "prompt": "c153-s1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BambooHR** – Best for HR-Focused Small Businesses"}, {"id": "mai-20260917-1752-baseline|c153-s1|moonshot-small|Homebase", "prompt": "c153-s1", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Homebase** – Best for Hourly Teams"}, {"id": "mai-20260917-1752-baseline|c153-s1|openai-small|Connecteam", "prompt": "c153-s1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top overall pick is **Connecteam** for most small teams"}, {"id": "mai-20260917-1752-baseline|c153-s1|openai-small|Homebase", "prompt": "c153-s1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free option:** **Homebase** — good if you have hourly workers and want a free starting tier."}, {"id": "mai-20260917-1752-baseline|c153-s1|openai-small|Buddy Punch", "prompt": "c153-s1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for ease of use:** **Buddy Punch** — very strong user ratings for simplicity and support."}, {"id": "mai-20260917-1752-baseline|c153-s1|openai-small|When I Work", "prompt": "c153-s1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for value:** **When I Work** — good if you mainly need shift scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s1|openai-small|Deputy", "prompt": "c153-s1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for broader WFM/HR needs:** **Deputy** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c153-s1|openai-small|Rippling", "prompt": "c153-s1", "model": "openai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for broader WFM/HR needs:** **Deputy** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c153-s1|xai-small|Rippling", "prompt": "c153-s1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** leads in reviews for comprehensive features without complexity, ideal if you want payroll/HR bundled"}, {"id": "mai-20260917-1752-baseline|c153-s1|xai-small|BambooHR", "prompt": "c153-s1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple HR-focused WFM for SMBs"}, {"id": "mai-20260917-1752-baseline|c153-s1|xai-small|Connecteam", "prompt": "c153-s1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller teams often pick **Connecteam** or **Deputy** for low cost and mobile scheduling."}, {"id": "mai-20260917-1752-baseline|c153-s1|xai-small|Deputy", "prompt": "c153-s1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smaller teams often pick **Connecteam** or **Deputy** for low cost and mobile scheduling."}, {"id": "mai-20260917-1752-baseline|c153-s1|xai-small|Hubstaff", "prompt": "c153-s1", "model": "xai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Hubstaff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Time tracking & productivity"}, {"id": "mai-20260917-1752-baseline|c153-s1|zai-small|Homebase", "prompt": "c153-s1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** is the top pick."}, {"id": "mai-20260917-1752-baseline|c153-s1|zai-small|Deputy", "prompt": "c153-s1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need advanced scheduling, demand forecasting, and strong compliance for multi-location operations:** **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-s1|zai-small|When I Work", "prompt": "c153-s1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for distributed workforces"}, {"id": "mai-20260917-1752-baseline|c153-s1|zai-small|Zoho People", "prompt": "c153-s1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're budget-conscious and have fewer than 25 employees:** **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c153-s1|zai-small|Connecteam", "prompt": "c153-s1", "model": "zai-small", "cat": "workforce-management-suites", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a distributed or mobile-first workforce:** **Connecteam** or **When I Work**"}, {"id": "mai-20260917-1752-baseline|c153-s2|alibaba-small|When I Work", "prompt": "c153-s2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: When I Work ... widely considered the gold standard for small businesses managing shift-based hourly workers."}, {"id": "mai-20260917-1752-baseline|c153-s2|alibaba-small|Homebase", "prompt": "c153-s2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tight Budgets: Homebase ... is a strong contender."}, {"id": "mai-20260917-1752-baseline|c153-s2|alibaba-small|Deputy", "prompt": "c153-s2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance & Growth: Deputy ... provides more automated safeguards."}, {"id": "mai-20260917-1752-baseline|c153-s2|alibaba-small|Gusto", "prompt": "c153-s2", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you need payroll integration right away: Consider Gusto. While primarily an HR/Payroll platform, their built-in scheduling and time clock features are excellent"}, {"id": "mai-20260917-1752-baseline|c153-s2|anthropic-small|When I Work", "prompt": "c153-s2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**When I Work** stands out as the best match because it combines affordability, ease of use, and the focused functionality a small B2B business needs"}, {"id": "mai-20260917-1752-baseline|c153-s2|anthropic-small|Homebase", "prompt": "c153-s2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "However, note that it has limitations on the integration side"}, {"id": "mai-20260917-1752-baseline|c153-s2|anthropic-small|Deputy", "prompt": "c153-s2", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deputy has built a strong reputation among restaurants, retail stores, and other businesses that live and die by hourly shift scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s2|challenger-small|When I Work", "prompt": "c153-s2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **When I Work** for the typical small B2B hourly business because it is the most practical blend of **simplicity, affordability, and hourly scheduling focus**"}, {"id": "mai-20260917-1752-baseline|c153-s2|challenger-small|Deputy", "prompt": "c153-s2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** is the better choice if your B2B operation has **multiple locations, more complex shift planning, or labor forecasting** needs"}, {"id": "mai-20260917-1752-baseline|c153-s2|challenger-small|Homebase", "prompt": "c153-s2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** is worth considering if you are very small and want a **free or very low-cost starting point**"}, {"id": "mai-20260917-1752-baseline|c153-s2|challenger-small|Connecteam", "prompt": "c153-s2", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** is a good fit if your hourly staff are **deskless/frontline**"}, {"id": "mai-20260917-1752-baseline|c153-s2|deepseek-small|When I Work", "prompt": "c153-s2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **When I Work**"}, {"id": "mai-20260917-1752-baseline|c153-s2|deepseek-small|Deputy", "prompt": "c153-s2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** (if you need more depth)"}, {"id": "mai-20260917-1752-baseline|c153-s2|deepseek-small|Homebase", "prompt": "c153-s2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** (if you want to start free)"}, {"id": "mai-20260917-1752-baseline|c153-s2|deepseek-small|Connecteam", "prompt": "c153-s2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** (if your hourly workers are field-based or mobile)"}, {"id": "mai-20260917-1752-baseline|c153-s2|deepseek-small|7shifts", "prompt": "c153-s2", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "7shifts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Restaurant-specific** \\u2192 7shifts (but doesn't sound like your case)"}, {"id": "mai-20260917-1752-baseline|c153-s2|google-small|QuickBooks Time", "prompt": "c153-s2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you invoice other businesses based on hourly labor, QuickBooks Time is the gold standard."}, {"id": "mai-20260917-1752-baseline|c153-s2|google-small|Rippling", "prompt": "c153-s2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a highly professional HR/IT ecosystem: Go with **Rippling**."}, {"id": "mai-20260917-1752-baseline|c153-s2|google-small|Workyard", "prompt": "c153-s2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Workyard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workyard is unmatched in its GPS accuracy"}, {"id": "mai-20260917-1752-baseline|c153-s2|google-small|Connecteam", "prompt": "c153-s2", "model": "google-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam is highly flexible and incredibly cost-effective for small businesses"}, {"id": "mai-20260917-1752-baseline|c153-s2|minimax-small|Connecteam", "prompt": "c153-s2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Connecteam** as a top choice"}, {"id": "mai-20260917-1752-baseline|c153-s2|minimax-small|Homebase", "prompt": "c153-s2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong alternatives: | **Homebase** | Single-location hourly teams |"}, {"id": "mai-20260917-1752-baseline|c153-s2|minimax-small|Deputy", "prompt": "c153-s2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deputy** | Labor compliance & cost control | $5/user/month"}, {"id": "mai-20260917-1752-baseline|c153-s2|minimax-small|Gusto", "prompt": "c153-s2", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gusto** | All-in-one HR + payroll | $24.95+/location"}, {"id": "mai-20260917-1752-baseline|c153-s2|mistral-small|When I Work", "prompt": "c153-s2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest, most affordable option, **When I Work** is a top pick."}, {"id": "mai-20260917-1752-baseline|c153-s2|mistral-small|Connecteam", "prompt": "c153-s2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c153-s2|mistral-small|Homebase", "prompt": "c153-s2", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** is also a solid choice, especially if you are in retail or hospitality."}, {"id": "mai-20260917-1752-baseline|c153-s2|moonshot-small|When I Work", "prompt": "c153-s2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **When I Work**"}, {"id": "mai-20260917-1752-baseline|c153-s2|moonshot-small|Homebase", "prompt": "c153-s2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Have 1 location and want a free option to start"}, {"id": "mai-20260917-1752-baseline|c153-s2|moonshot-small|Deputy", "prompt": "c153-s2", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need strong compliance tools, labor forecasting, or multi-location"}, {"id": "mai-20260917-1752-baseline|c153-s2|openai-small|UKG Ready", "prompt": "c153-s2", "model": "openai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **UKG Ready** as the first platform to evaluate"}, {"id": "mai-20260917-1752-baseline|c153-s2|xai-small|When I Work", "prompt": "c153-s2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **When I Work** as the top WFM platform"}, {"id": "mai-20260917-1752-baseline|c153-s2|xai-small|Homebase", "prompt": "c153-s2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** (Best Free Starter)"}, {"id": "mai-20260917-1752-baseline|c153-s2|xai-small|Deputy", "prompt": "c153-s2", "model": "xai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deputy** (Best for Multi-Location/Growth)"}, {"id": "mai-20260917-1752-baseline|c153-s2|zai-small|Deputy", "prompt": "c153-s2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** – Best overall for a small B2B‑selling business with an hourly workforce."}, {"id": "mai-20260917-1752-baseline|c153-s2|zai-small|Homebase", "prompt": "c153-s2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase – Best for simplicity & all‑in‑one needs"}, {"id": "mai-20260917-1752-baseline|c153-s2|zai-small|When I Work", "prompt": "c153-s2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "When I Work – Best simple, low‑cost pick"}, {"id": "mai-20260917-1752-baseline|c153-s2|zai-small|Connecteam", "prompt": "c153-s2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam – Best all‑in‑one for deskless/frontline teams"}, {"id": "mai-20260917-1752-baseline|c153-s2|zai-small|7Shifts", "prompt": "c153-s2", "model": "zai-small", "cat": "workforce-management-suites", "variant": "paraphrase", "raw": "7Shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "7Shifts – Best for restaurant‑style service teams"}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Surfboard", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Surfboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the modern standard for scaling teams... Lower cost of ownership and high ease of adoption"}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Verint", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike legacy enterprise software (like Verint or NICE), Surfboard focuses on speed and simplicity."}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|NICE", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlike legacy enterprise software (like Verint or NICE)"}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Zendesk WFM", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zendesk WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams already deep within the Zendesk ecosystem... lacks the heavy-duty forecasting power"}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Assembled", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better fit for growing operations that need a balance between ease of use and robust skill-based routing."}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Deputy", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Retail, hospitality, and shift-based businesses... Best-in-class employee self-service"}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|When I Work", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Very small businesses (<25 people) prioritizing simplicity... Cheapest option with the fastest setup time."}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Rippling", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These are not pure WFM tools; they are all-in-one HR platforms. Their scheduling features are secondary"}, {"id": "mai-20260917-1752-baseline|c153-s3|alibaba-small|Gusto", "prompt": "c153-s3", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These are not pure WFM tools; they are all-in-one HR platforms. Their scheduling features are secondary"}, {"id": "mai-20260917-1752-baseline|c153-s3|anthropic-small|When I Work", "prompt": "c153-s3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "When I Work and Connecteam are the strongest options for small businesses in 2026."}, {"id": "mai-20260917-1752-baseline|c153-s3|anthropic-small|Homebase", "prompt": "c153-s3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "G2 reviewers rate Homebase's shift scheduling at 96%, well above the 88% category average."}, {"id": "mai-20260917-1752-baseline|c153-s3|anthropic-small|Connecteam", "prompt": "c153-s3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "When I Work and Connecteam are the strongest options for small businesses in 2026."}, {"id": "mai-20260917-1752-baseline|c153-s3|anthropic-small|Leave Balance", "prompt": "c153-s3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Leave Balance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leave Balance provides straightforward workforce visibility for small teams"}, {"id": "mai-20260917-1752-baseline|c153-s3|anthropic-small|BambooHR", "prompt": "c153-s3", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR is ideal for businesses seeking simple workforce and employee management."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|Deputy", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Deputy** if you need the best balance of ease, forecasting, and shift management."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|When I Work", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest, simplest shift scheduling with swapping and messaging."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|Connecteam", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Connecteam** if your team is mobile, frontline, or deskless."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|Homebase", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong free-plan/value option for basic scheduling and time clock needs."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|BambooHR", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **BambooHR** if HR workflows matter as much as scheduling."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|Rippling", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when you want WFM inside a broader HR, payroll, and device/app management system."}, {"id": "mai-20260917-1752-baseline|c153-s3|challenger-small|Assembled", "prompt": "c153-s3", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "with **Assembled** also standing out if your small team is a support or contact-center team"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|Connecteam", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Frontline/shift or field teams** with mobile workers → **Connecteam** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|Deputy", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Frontline/shift or field teams** with mobile workers → **Connecteam** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|When I Work", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Very small team, just need clean scheduling** → **When I Work**"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|Homebase", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Single-location US retail/restaurant** wanting one tool for everything → **Homebase**"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|BambooHR", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Office/remote team wanting HR + time + performance in one** → **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|Rippling", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Growing tech-forward company needing HR + payroll + IT unified** → **Rippling**"}, {"id": "mai-20260917-1752-baseline|c153-s3|deepseek-small|UKG Ready/Pro", "prompt": "c153-s3", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Ready/Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "much more powerful but overkill (and expensive, ~$32–40/user) for small teams"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Connecteam", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam (Best \"All-in-One\" Operations Suite)"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Deputy", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deputy (Best for Smart Scheduling & Labor Controls)"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Jibble", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jibble (Best Budget-Friendly Time Tracking)"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Assembled", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Assembled (Best Modern & Flexible Support WFM)"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Zendesk WFM", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zendesk WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zendesk WFM (Best for Zendesk-Only Teams)"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Injixo", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Injixo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Injixo (Best for Small Teams Outgrowing Spreadsheets)"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|Verint", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "don't have the budget for enterprise suites like Verint or NICE"}, {"id": "mai-20260917-1752-baseline|c153-s3|google-small|NICE", "prompt": "c153-s3", "model": "google-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "NICE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "don't have the budget for enterprise suites like Verint or NICE"}, {"id": "mai-20260917-1752-baseline|c153-s3|meta-small|Surfboard", "prompt": "c153-s3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Surfboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Surfboard - Best for smaller, fast-growing teams, starting at $10 per seat."}, {"id": "mai-20260917-1752-baseline|c153-s3|meta-small|When I Work", "prompt": "c153-s3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When I Work - Best for SMB scheduling simplicity."}, {"id": "mai-20260917-1752-baseline|c153-s3|meta-small|Connecteam", "prompt": "c153-s3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connecteam - Best for deskless and frontline teams."}, {"id": "mai-20260917-1752-baseline|c153-s3|meta-small|Zoho People", "prompt": "c153-s3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho People - Best low-cost SMB option."}, {"id": "mai-20260917-1752-baseline|c153-s3|meta-small|Zimyo", "prompt": "c153-s3", "model": "meta-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zimyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zimyo is a comprehensive HRMS and payroll solution suitable for small and medium-sized businesses."}, {"id": "mai-20260917-1752-baseline|c153-s3|minimax-small|Deputy", "prompt": "c153-s3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deputy** ⭐ Top Pick for Comprehensive Features"}, {"id": "mai-20260917-1752-baseline|c153-s3|minimax-small|When I Work", "prompt": "c153-s3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Restaurants, retail, healthcare teams wanting straightforward scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s3|minimax-small|Homebase", "prompt": "c153-s3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one (scheduling + payroll) | **Homebase**"}, {"id": "mai-20260917-1752-baseline|c153-s3|minimax-small|Sling", "prompt": "c153-s3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simplest, most affordable option | **Sling**"}, {"id": "mai-20260917-1752-baseline|c153-s3|minimax-small|Connecteam", "prompt": "c153-s3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mobile/deskless team management | **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s3|minimax-small|7shifts", "prompt": "c153-s3", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Restaurant-specific features | **7shifts**"}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|When I Work", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Deputy and When I Work are the top dedicated WFM suites"}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|Deputy", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, Deputy and When I Work are the top dedicated WFM suites"}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|Homebase", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Very small teams or those needing a free plan for one location."}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|Gusto", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto and Justworks are best if you want HR/payroll bundled in"}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|monday.com", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more project management features, monday.com is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|Justworks", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto and Justworks are best if you want HR/payroll bundled in"}, {"id": "mai-20260917-1752-baseline|c153-s3|mistral-small|7Shifts", "prompt": "c153-s3", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "7Shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "integrates with top scheduling tools like Homebase and 7Shifts"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|Homebase", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Homebase** if you want a free, complete solution"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|When I Work", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **When I Work** if you prefer simple per-user pricing"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|Deputy", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Deputy** if compliance is critical"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|Connecteam", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** if your team works in the field"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|Rippling", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive; may be overkill if you only need scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|BambooHR", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less robust WFM scheduling features; not ideal for complex shift work"}, {"id": "mai-20260917-1752-baseline|c153-s3|moonshot-small|Zoho People", "prompt": "c153-s3", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less polished than competitors; limited advanced features"}, {"id": "mai-20260917-1752-baseline|c153-s3|openai-small|Homebase", "prompt": "c153-s3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lowest friction / easiest small-business start:** Homebase."}, {"id": "mai-20260917-1752-baseline|c153-s3|openai-small|Deputy", "prompt": "c153-s3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best scheduling automation and labor control:** Deputy."}, {"id": "mai-20260917-1752-baseline|c153-s3|openai-small|When I Work", "prompt": "c153-s3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best basic SMB scheduling:** When I Work."}, {"id": "mai-20260917-1752-baseline|c153-s3|openai-small|Sling", "prompt": "c153-s3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest/simple roster tool:** Sling."}, {"id": "mai-20260917-1752-baseline|c153-s3|openai-small|UKG Ready", "prompt": "c153-s3", "model": "openai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tradeoff:** likely heavier and more complex than a pure SMB scheduling app."}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|Homebase", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Single-location hourly teams (US-focused) | Free (1 location, basic); strong free tier; simplest for very small US ops"}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|When I Work", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest per-user entry; employee-focused (easy swaps/claims); lightweight"}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|Connecteam", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one mobile app for non-desk workers; modular pricing"}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|Deputy", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-driven forecasting & automation; scales well for growth; more advanced analytics"}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|Rippling", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one HR ecosystem (beyond WFM); automation-heavy; higher cost but saves on separate tools"}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|BambooHR", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR excels in time-off/PTO but less shift-heavy"}, {"id": "mai-20260917-1752-baseline|c153-s3|xai-small|Zoho People", "prompt": "c153-s3", "model": "xai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broader HR options like BambooHR or Zoho People also offer solid WFM modules but lean more toward overall HR"}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|UKG", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most enterprise tools (like UKG, Workday, or SAP) are overkill and too expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|Workday", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most enterprise tools (like UKG, Workday, or SAP) are overkill and too expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|SAP", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most enterprise tools (like UKG, Workday, or SAP) are overkill and too expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|Deputy", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Deputy is widely considered the \"gold standard\" for small-to-mid-sized businesses (SMBs)"}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|When I Work", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you are on a strict budget:** Choose **When I Work**."}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|Homebase", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you need to manage Payroll easily:** Choose **Homebase**."}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|Connecteam", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If your team is always on the road/field:** Choose **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c153-s3|zai-small|7shifts", "prompt": "c153-s3", "model": "zai-small", "cat": "workforce-management-suites", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**If you run a Restaurant:** Choose **7shifts**."}, {"id": "mai-20260917-1752-baseline|c153-s4|alibaba-small|Connecteam", "prompt": "c153-s4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam (Best All-Around Free Tier)... the free tier is not a crippled demo"}, {"id": "mai-20260917-1752-baseline|c153-s4|alibaba-small|Homebase", "prompt": "c153-s4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zero Budget: Download **Connecteam** or **Homebase**. Both are usable immediately for free."}, {"id": "mai-20260917-1752-baseline|c153-s4|alibaba-small|Zoho People", "prompt": "c153-s4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Zoho People** if you need HR features"}, {"id": "mai-20260917-1752-baseline|c153-s4|alibaba-small|When I Work", "prompt": "c153-s4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**When I Work** if you just want easy scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s4|alibaba-small|Deputy", "prompt": "c153-s4", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While pricier for tiny teams... requires a **$30/month minimum**"}, {"id": "mai-20260917-1752-baseline|c153-s4|anthropic-small|Connecteam", "prompt": "c153-s4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is quite tight, Connecteam offers lots of features for a low monthly cost for small teams (under 30 employees)"}, {"id": "mai-20260917-1752-baseline|c153-s4|anthropic-small|Homebase", "prompt": "c153-s4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase is the go-to for shift-based teams in retail and hospitality"}, {"id": "mai-20260917-1752-baseline|c153-s4|anthropic-small|Gusto", "prompt": "c153-s4", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto is ideal for small teams wanting an all-in-one HR and payroll solution"}, {"id": "mai-20260917-1752-baseline|c153-s4|challenger-small|Connecteam", "prompt": "c153-s4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is a strong overall choice because it combines scheduling, time tracking, task management, and communication in one app"}, {"id": "mai-20260917-1752-baseline|c153-s4|challenger-small|Zoho People", "prompt": "c153-s4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **low-cost HR/admin features** and a budget-friendly plan for small teams"}, {"id": "mai-20260917-1752-baseline|c153-s4|challenger-small|Homebase", "prompt": "c153-s4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **shift-based businesses** like retail or hospitality, with a free plan"}, {"id": "mai-20260917-1752-baseline|c153-s4|challenger-small|Clockify", "prompt": "c153-s4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you only need **free time logging** for many users and can live without deeper workforce-management features"}, {"id": "mai-20260917-1752-baseline|c153-s4|challenger-small|DeskTime", "prompt": "c153-s4", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "DeskTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a budget-conscious option if you want **employee tracking and productivity insights** at a low price"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|Homebase", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** – *Best overall / best free option*"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|Deputy", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** – *Best all-rounder for shift teams*"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|Connecteam", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Homebase** (free plan) or **Connecteam** (free up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|Zoho People", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho People** – *Best for affordability (HR + WFM)*"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|When I Work", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**When I Work** – *Cheapest per-head scheduling*"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|Rippling", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho People (or Rippling if budget allows)"}, {"id": "mai-20260917-1752-baseline|c153-s4|deepseek-small|TriNet", "prompt": "c153-s4", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some tools (like TriNet) have 5-employee minimums that can inflate cost"}, {"id": "mai-20260917-1752-baseline|c153-s4|google-small|Homebase", "prompt": "c153-s4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** — Best Overall for Shift-Based Teams ... is the gold standard for budget-conscious businesses"}, {"id": "mai-20260917-1752-baseline|c153-s4|google-small|Connecteam", "prompt": "c153-s4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deskless and Field Teams ... this is your best bet"}, {"id": "mai-20260917-1752-baseline|c153-s4|google-small|When I Work", "prompt": "c153-s4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple, Low-Cost Scheduling ... **When I Work** is excellent"}, {"id": "mai-20260917-1752-baseline|c153-s4|google-small|Zoho People", "prompt": "c153-s4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Office-Based Teams & Basic HR ... **Zoho People** is incredibly cheap"}, {"id": "mai-20260917-1752-baseline|c153-s4|google-small|Clockify", "prompt": "c153-s4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers an incredibly generous **free-forever tier** for unlimited users with basic time tracking"}, {"id": "mai-20260917-1752-baseline|c153-s4|google-small|Jibble", "prompt": "c153-s4", "model": "google-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also offers a highly-rated, highly-functional free-forever tier for basic GPS clock-ins"}, {"id": "mai-20260917-1752-baseline|c153-s4|meta-small|Zoho People", "prompt": "c153-s4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce management software for a small company with a tight budget includes Zoho People ($1.50 per employee per month)"}, {"id": "mai-20260917-1752-baseline|c153-s4|meta-small|Gusto", "prompt": "c153-s4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto (ideal for small teams wanting an all-in-one HR and payroll solution)"}, {"id": "mai-20260917-1752-baseline|c153-s4|meta-small|DeskTime", "prompt": "c153-s4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "DeskTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "DeskTime, Deputy ($4.90/user/mo)"}, {"id": "mai-20260917-1752-baseline|c153-s4|meta-small|Deputy", "prompt": "c153-s4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deputy ($4.90/user/mo)"}, {"id": "mai-20260917-1752-baseline|c153-s4|meta-small|When I Work", "prompt": "c153-s4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "When I Work and Connecteam (strongest options for small businesses in 2026)"}, {"id": "mai-20260917-1752-baseline|c153-s4|meta-small|Connecteam", "prompt": "c153-s4", "model": "meta-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "When I Work and Connecteam (strongest options for small businesses in 2026)"}, {"id": "mai-20260917-1752-baseline|c153-s4|minimax-small|Zoho People", "prompt": "c153-s4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People stands out for budget-conscious small businesses, offering essential HR and workforce management features at a very low entry price point"}, {"id": "mai-20260917-1752-baseline|c153-s4|minimax-small|DeskTime", "prompt": "c153-s4", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "DeskTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DeskTime is another solid option that balances affordability with functionality."}, {"id": "mai-20260917-1752-baseline|c153-s4|mistral-small|Zoho People", "prompt": "c153-s4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workforce management software for a small company with a tight budget is **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c153-s4|mistral-small|DeskTime", "prompt": "c153-s4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "DeskTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options mentioned include DeskTime and Gusto"}, {"id": "mai-20260917-1752-baseline|c153-s4|mistral-small|Gusto", "prompt": "c153-s4", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto, which is ideal for small teams wanting an all-in-one HR and payroll solution"}, {"id": "mai-20260917-1752-baseline|c153-s4|moonshot-small|Zoho People", "prompt": "c153-s4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** - *Best for Affordability* ... One of the lowest-cost options with solid core features"}, {"id": "mai-20260917-1752-baseline|c153-s4|moonshot-small|When I Work", "prompt": "c153-s4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need scheduling + time tracking:** **When I Work** at $2.50/user offers the best balance of features and price"}, {"id": "mai-20260917-1752-baseline|c153-s4|moonshot-small|Jibble", "prompt": "c153-s4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Ultra-tight budget:** Start with **Jibble** (free) or **Zoho People** (free plan)"}, {"id": "mai-20260917-1752-baseline|c153-s4|moonshot-small|Homebase", "prompt": "c153-s4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Multiple employees per location:** **Homebase** can be more cost-effective than per-user pricing"}, {"id": "mai-20260917-1752-baseline|c153-s4|moonshot-small|TimeplanGo", "prompt": "c153-s4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "TimeplanGo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Another Free Option* ... Best for: Small businesses wanting to start at zero cost and upgrade later"}, {"id": "mai-20260917-1752-baseline|c153-s4|moonshot-small|Deputy", "prompt": "c153-s4", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Deputy** | $4.50-5/user/mo | Shift-based teams (retail, hospitality) |"}, {"id": "mai-20260917-1752-baseline|c153-s4|openai-small|Homebase", "prompt": "c153-s4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best overall starting point is usually Homebase** for a small company"}, {"id": "mai-20260917-1752-baseline|c153-s4|openai-small|Connecteam", "prompt": "c153-s4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for deskless/mobile teams:** **Connecteam** — strong mobile-first scheduling and communication."}, {"id": "mai-20260917-1752-baseline|c153-s4|openai-small|When I Work", "prompt": "c153-s4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best simple scheduler:** **When I Work** — easy to use for shift management."}, {"id": "mai-20260917-1752-baseline|c153-s4|openai-small|WorkforceHub", "prompt": "c153-s4", "model": "openai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "WorkforceHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need more HR/payroll-style features for a low price:** **WorkforceHub**"}, {"id": "mai-20260917-1752-baseline|c153-s4|xai-small|Homebase", "prompt": "c153-s4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, Homebase stands out as one of the best workforce management (WFM) software options."}, {"id": "mai-20260917-1752-baseline|c153-s4|xai-small|When I Work", "prompt": "c153-s4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top affordable picks: When I Work | $2.50/user/mo | Simple shift scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s4|xai-small|Connecteam", "prompt": "c153-s4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with Homebase or Connecteam's free plans"}, {"id": "mai-20260917-1752-baseline|c153-s4|xai-small|Zoho People", "prompt": "c153-s4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho People | Free tier; $1.25-1.50/user/mo | Basic HR + WFM"}, {"id": "mai-20260917-1752-baseline|c153-s4|xai-small|UKG", "prompt": "c153-s4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like UKG or Rippling ($8+/user) unless scaling fast."}, {"id": "mai-20260917-1752-baseline|c153-s4|xai-small|Rippling", "prompt": "c153-s4", "model": "xai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like UKG or Rippling ($8+/user) unless scaling fast."}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|Zoho People", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** (if you want HR + scheduling), **When I Work** (if you just need scheduling), and **Homebase** ... are especially strong choices."}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|When I Work", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**When I Work** (if you just need scheduling) ... are especially strong choices."}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|Homebase", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Homebase** (if you have one location and want a generous free tier) are especially strong choices."}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|Connecteam", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "small team (\\u226410 people) that needs a simple, all\\u2011in\\u2011one tool \\u2192 **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|Deputy", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deputy** ($2.50\\u2013$5.50/user/month) is a solid, feature\\u2011rich choice."}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|Planday", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Planday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deputy** or **Planday** offer a good balance of features and price."}, {"id": "mai-20260917-1752-baseline|c153-s4|zai-small|Sling", "prompt": "c153-s4", "model": "zai-small", "cat": "workforce-management-suites", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Just scheduling** | When I Work, Sling, Homebase"}, {"id": "mai-20260917-1752-baseline|c153-s5|alibaba-small|Oracle", "prompt": "c153-s5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don’t have the staff to run an enterprise-level system (like Oracle or SAP)"}, {"id": "mai-20260917-1752-baseline|c153-s5|alibaba-small|SAP", "prompt": "c153-s5", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely don’t have the staff to run an enterprise-level system (like Oracle or SAP)"}, {"id": "mai-20260917-1752-baseline|c153-s5|deepseek-small|When I Work", "prompt": "c153-s5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like **When I Work**, **Zoho People**, and **Justworks** are often geared toward your size."}, {"id": "mai-20260917-1752-baseline|c153-s5|deepseek-small|Zoho People", "prompt": "c153-s5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like **When I Work**, **Zoho People**, and **Justworks** are often geared toward your size."}, {"id": "mai-20260917-1752-baseline|c153-s5|deepseek-small|Justworks", "prompt": "c153-s5", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like **When I Work**, **Zoho People**, and **Justworks** are often geared toward your size."}, {"id": "mai-20260917-1752-baseline|c153-s5|google-small|Homebase", "prompt": "c153-s5", "model": "google-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase:** Very user-friendly, has a great free tier for single locations, and integrates beautifully with Gusto and QuickBooks."}, {"id": "mai-20260917-1752-baseline|c153-s5|google-small|Deputy", "prompt": "c153-s5", "model": "google-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy:** Excellent for compliance, shift-swapping, and managing multiple locations or departments."}, {"id": "mai-20260917-1752-baseline|c153-s5|google-small|7shifts", "prompt": "c153-s5", "model": "google-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**7shifts:** The gold standard if you are in the restaurant/hospitality industry."}, {"id": "mai-20260917-1752-baseline|c153-s5|google-small|Gusto", "prompt": "c153-s5", "model": "google-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gusto:** Primarily a payroll provider, but has built-in time tracking, PTO, and basic scheduling that works perfectly for 30-person white-collar teams."}, {"id": "mai-20260917-1752-baseline|c153-s5|google-small|Rippling", "prompt": "c153-s5", "model": "google-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling:** Highly customizable, automates onboarding, and grows with you if you plan to scale rapidly."}, {"id": "mai-20260917-1752-baseline|c153-s5|google-small|BambooHR", "prompt": "c153-s5", "model": "google-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BambooHR:** Great if your primary focus is HR management ... alongside basic time tracking and PTO."}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|Deputy", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best shortlist for most SMBs in this size bracket usually includes **Deputy, When I Work, BambooHR, or Gusto**"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|When I Work", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "usually includes **Deputy, When I Work, BambooHR, or Gusto**—all of which offer a quick setup, a friendly mobile experience"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|BambooHR", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "usually includes **Deputy, When I Work, BambooHR, or Gusto**"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|ADP Workforce Now", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Firms that already use ADP payroll and need deep integration"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|Gusto", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "usually includes **Deputy, When I Work, BambooHR, or Gusto**"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|Paycom", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies that prioritize employee self-service and HR data"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|Namely", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-size firms wanting a modern, “consumer-grade” experience"}, {"id": "mai-20260917-1752-baseline|c153-s5|minimax-small|Zoho People", "prompt": "c153-s5", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget-conscious firms already in the Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline|c153-s5|moonshot-small|When I Work", "prompt": "c153-s5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| **When I Work** | ~$2.50/user/month | Simple, affordable scheduling |"}, {"id": "mai-20260917-1752-baseline|c153-s5|moonshot-small|Deputy", "prompt": "c153-s5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **Deputy** | ~$5–9/user/month | All-around SMB choice with strong compliance |"}, {"id": "mai-20260917-1752-baseline|c153-s5|moonshot-small|Connecteam", "prompt": "c153-s5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Connecteam** | $29/month (up to 30 users) | Mobile-first, flat pricing |"}, {"id": "mai-20260917-1752-baseline|c153-s5|moonshot-small|Homebase", "prompt": "c153-s5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Homebase** | Free plan available | Budget-conscious startups |"}, {"id": "mai-20260917-1752-baseline|c153-s5|moonshot-small|Workforce.com", "prompt": "c153-s5", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Workforce.com** | ~$5/user/month | Scheduling-to-payroll workflows |"}, {"id": "mai-20260917-1752-baseline|c153-s5|xai-small|Deputy", "prompt": "c153-s5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Focus on SMB-friendly options like Deputy, WorkforceHub, Rippling, or Homebase"}, {"id": "mai-20260917-1752-baseline|c153-s5|xai-small|WorkforceHub", "prompt": "c153-s5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "WorkforceHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focus on SMB-friendly options like Deputy, WorkforceHub, Rippling, or Homebase"}, {"id": "mai-20260917-1752-baseline|c153-s5|xai-small|Rippling", "prompt": "c153-s5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on SMB-friendly options like Deputy, WorkforceHub, Rippling, or Homebase"}, {"id": "mai-20260917-1752-baseline|c153-s5|xai-small|Homebase", "prompt": "c153-s5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on SMB-friendly options like Deputy, WorkforceHub, Rippling, or Homebase"}, {"id": "mai-20260917-1752-baseline|c153-s5|xai-small|Kronos", "prompt": "c153-s5", "model": "xai-small", "cat": "workforce-management-suites", "variant": "scale", "raw": "Kronos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overbuying enterprise tools (e.g., Kronos too complex/pricey)"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|Workday HCM", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to Avoid:** **Workday HCM, SAP SuccessFactors, Oracle Fusion, and UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|SAP SuccessFactors", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to Avoid:** **Workday HCM, SAP SuccessFactors, Oracle Fusion, and UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|Oracle Fusion", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**What to Avoid:** **Workday HCM, SAP SuccessFactors, Oracle Fusion, and UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|UKG Pro", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "specifically the enterprise versions, not the \"Ready\" version"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|Employment Hero", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Employment Hero** has seen recent waves of users leaving because they got locked into expensive annual renewals with poor support responsiveness"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|TSheets", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "TSheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A common mistake is buying three different cheap tools to cover one area (e.g., TSheets for timekeeping, Homebase for scheduling, and Gusto for payroll)."}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|Homebase", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A common mistake is buying three different cheap tools to cover one area (e.g., TSheets for timekeeping, Homebase for scheduling, and Gusto for payroll)."}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|Gusto", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "A common mistake is buying three different cheap tools to cover one area (e.g., TSheets for timekeeping, Homebase for scheduling, and Gusto for payroll)."}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|Deputy", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "cheaper to pay slightly more for an integrated \"All-in-One\" platform (like Deputy or When I Work)"}, {"id": "mai-20260917-1752-baseline|c153-s6|alibaba-small|When I Work", "prompt": "c153-s6", "model": "alibaba-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "cheaper to pay slightly more for an integrated \"All-in-One\" platform (like Deputy or When I Work)"}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|Workday", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workday**: Built with medium-sized and large enterprises... making it oversized for smaller operations."}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|SAP SuccessFactors", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Expensive pricing model, best suited for large enterprises. Overwhelming for businesses without dedicated HR teams."}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|Deputy", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "smaller businesses may find more value in a workforce suite like Deputy or UKG Ready"}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|UKG Ready", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "smaller businesses may find more value in a workforce suite like Deputy or UKG Ready"}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|Infor Workforce Management (WFM)", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor Workforce Management (WFM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Would like to see an SMB version for small business, indicating it wasn't designed with small businesses in mind."}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|BambooHR", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better served by dedicated small business solutions like BambooHR, Deputy, or When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|anthropic-small|When I Work", "prompt": "c153-s6", "model": "anthropic-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "better served by dedicated small business solutions like BambooHR, Deputy, or When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|challenger-small|UKG", "prompt": "c153-s6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often positioned for enterprise use, with long implementations and dedicated rollout teams; not a good fit if you need something fast and simple"}, {"id": "mai-20260917-1752-baseline|c153-s6|challenger-small|SAP", "prompt": "c153-s6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically enterprise-grade, quote-based, and better suited to large organizations than small businesses"}, {"id": "mai-20260917-1752-baseline|c153-s6|challenger-small|Oracle", "prompt": "c153-s6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically enterprise-grade, quote-based, and better suited to large organizations than small businesses"}, {"id": "mai-20260917-1752-baseline|c153-s6|challenger-small|Infor", "prompt": "c153-s6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Infor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "considered less ideal for smaller businesses because of complexity and higher cost"}, {"id": "mai-20260917-1752-baseline|c153-s6|challenger-small|Workday", "prompt": "c153-s6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best when WFM is part of a broader enterprise HR program, not for lightweight SMB scheduling"}, {"id": "mai-20260917-1752-baseline|c153-s6|challenger-small|NICE", "prompt": "c153-s6", "model": "challenger-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be powerful but are often premium-priced and aimed at specialized, larger support operations"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|UKG (Specifically UKG Ready and UKG Dimensions)", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (Specifically UKG Ready and UKG Dimensions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the specific suites to **avoid** ... **Why to avoid:** Reviews consistently show a **steep learning curve**"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|SAP SuccessFactors / SAP Workforce Management", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors / SAP Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Skip entirely."}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Oracle HCM Cloud / Oracle Workforce Management", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle HCM Cloud / Oracle Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid unless you are already an Oracle database shop and have deep IT resources"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Workday", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "If you only need scheduling and time tracking, Workday is pure overkill."}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|NICE", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid unless you run a dedicated 50+ seat contact center."}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Verint", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** Avoid unless you run a dedicated 50+ seat contact center."}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Calabrio", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Verdict:** Avoid unless you run a dedicated 50+ seat contact center."}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Deputy", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Deputy** (best for retail/hospitality shift scheduling)"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Homebase", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Homebase** (best for single-location hourly teams)"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|When I Work", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**When I Work** (cheapest, simplest for under 50 staff)"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Connecteam", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Connecteam** (best for deskless/mobile workforces)"}, {"id": "mai-20260917-1752-baseline|c153-s6|deepseek-small|Zoho People", "prompt": "c153-s6", "model": "deepseek-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Zoho People** (if you need lightweight HR + time tracking)"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|UKG Pro", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Suites to Avoid: UKG Pro (and to a lesser extent, UKG Ready)"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|UKG Ready", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "(and to a lesser extent, UKG Ready)"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Dayforce", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Suites to Avoid: ... Dayforce (formerly Ceridian)"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|SAP SuccessFactors", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Suites to Avoid: ... SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Workday", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Suites to Avoid: ... and Workday"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Verint WFM", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Verint WFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Suites to Avoid: Verint WFM, NICE IEX WFM, and Calabrio ONE"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|NICE IEX WFM", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "NICE IEX WFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Suites to Avoid: Verint WFM, NICE IEX WFM, and Calabrio ONE"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Calabrio ONE", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Calabrio ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Suites to Avoid: Verint WFM, NICE IEX WFM, and Calabrio ONE"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Blue Yonder", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Blue Yonder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Suites to Avoid: Blue Yonder (formerly JDA) and Zebra Reflexis"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Zebra Reflexis", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Zebra Reflexis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Suites to Avoid: Blue Yonder (formerly JDA) and Zebra Reflexis"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|ADP", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "add-ons offered by older, legacy payroll providers (such as legacy ADP or Paychex packages)"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Paychex", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "such as legacy ADP or Paychex packages"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Deputy", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "For General Shift Work/Retail: Deputy, Homebase, When I Work, Sling, or Soon"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Homebase", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Deputy, Homebase, When I Work, Sling, or Soon"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|When I Work", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Deputy, Homebase, When I Work, Sling, or Soon"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Sling", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Deputy, Homebase, When I Work, Sling, or Soon"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Soon", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Soon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Deputy, Homebase, When I Work, Sling, or Soon"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|7shifts", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "For Restaurants/Hospitality: 7shifts (which integrates natively with POS systems)"}, {"id": "mai-20260917-1752-baseline|c153-s6|google-small|Assembled", "prompt": "c153-s6", "model": "google-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Assembled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "For Small Support/Contact Teams: Assembled (which is much lighter than Verint or NICE"}, {"id": "mai-20260917-1752-baseline|c153-s6|meta-small|UKG Pro", "prompt": "c153-s6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WFM suites that may not be suitable for small businesses include UKG Pro, SAP, and Oracle, which are designed for global enterprises and can be costly"}, {"id": "mai-20260917-1752-baseline|c153-s6|meta-small|SAP", "prompt": "c153-s6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "include UKG Pro, SAP, and Oracle, which are designed for global enterprises and can be costly"}, {"id": "mai-20260917-1752-baseline|c153-s6|meta-small|Oracle", "prompt": "c153-s6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "include UKG Pro, SAP, and Oracle, which are designed for global enterprises and can be costly"}, {"id": "mai-20260917-1752-baseline|c153-s6|meta-small|Deputy", "prompt": "c153-s6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "some WFM suites that are suitable for small businesses include Deputy, Homebase, and When I Work, which offer affordable pricing plans"}, {"id": "mai-20260917-1752-baseline|c153-s6|meta-small|Homebase", "prompt": "c153-s6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "suitable for small businesses include Deputy, Homebase, and When I Work, which offer affordable pricing plans"}, {"id": "mai-20260917-1752-baseline|c153-s6|meta-small|When I Work", "prompt": "c153-s6", "model": "meta-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "suitable for small businesses include Deputy, Homebase, and When I Work, which offer affordable pricing plans"}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|UKG (Kronos)", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should steer clear of enterprise WFM platforms (UKG/Kronos, SAP, Oracle, Workday)"}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|SAP Workforce Management", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Extremely expensive, complex implementation, steep learning curve."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Oracle Workforce Management", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-focused, custom pricing, requires significant setup resources."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Workday", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Built for mid-to-large enterprises; pricing and complexity don't fit small teams."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|ADP Workforce Now", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "approach ADP Workforce Now and Employment Hero with caution due to user-reported issues"}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Employment Hero", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "approach ADP Workforce Now and Employment Hero with caution due to user-reported issues"}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Gusto", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deputy, Homebase, When I Work, or Gusto (for payroll+HR) are built for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|BambooHR", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A basic HRIS (like Gusto, BambooHR, or Rippling) or even a solid calendar and spreadsheet system may serve you better."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Rippling", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A basic HRIS (like Gusto, BambooHR, or Rippling) ... may serve you better."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Deputy", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Start simple – Deputy, Homebase, When I Work, or Gusto (for payroll+HR) are built for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|Homebase", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Start simple – Deputy, Homebase, When I Work, or Gusto ... are built for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s6|minimax-small|When I Work", "prompt": "c153-s6", "model": "minimax-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Start simple – Deputy, Homebase, When I Work, or Gusto ... are built for small teams."}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|UKG", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Solutions like UKG, SAP, Oracle, Kronos, and Workday are designed for large organizations and come with complex features, high costs, and steep learning curves."}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|SAP", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious about enterprise-level WFM suites"}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|Oracle", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious about enterprise-level WFM suites"}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|Kronos", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Kronos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious about enterprise-level WFM suites"}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|Workday", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious about enterprise-level WFM suites"}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|Homebase", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for affordable, user-friendly WFM tools designed specifically for small businesses, such as Homebase, Deputy, or When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|Deputy", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as Homebase, Deputy, or When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|mistral-small|When I Work", "prompt": "c153-s6", "model": "mistral-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "such as Homebase, Deputy, or When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|UKG Pro / UKG Dimensions", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro / UKG Dimensions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Built for enterprises with 1,000+ employees"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|SAP SuccessFactors", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Designed for global enterprises already using SAP ERP"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Oracle Cloud HCM", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** Enterprise-grade power with enterprise-grade complexity"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Workday HCM", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "massive overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|ADP Workforce Now", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why approach with caution:** Designed for 200-750 employee mid-market, not small business"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|ADP RUN", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Better alternative:** ADP RUN for under 50 employees"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|When I Work", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution:** Per-user pricing model penalizes multi-location businesses"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Deputy", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Caution:** On the pricier side (~$4.50-$9/user/month)"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Sling", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "more expensive than competitors with free plans (like Sling, Findmyshift)"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Findmyshift", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Findmyshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "competitors with free plans (like Sling, Findmyshift)"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Homebase", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "stick to small-business-focused tools like **Homebase, Deputy, 7shifts, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|7shifts", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "stick to small-business-focused tools like **Homebase, Deputy, 7shifts, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s6|moonshot-small|Connecteam", "prompt": "c153-s6", "model": "moonshot-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "stick to small-business-focused tools like **Homebase, Deputy, 7shifts, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s6|openai-small|SAP", "prompt": "c153-s6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with suites that are often positioned for enterprises, such as:\n- large-scale SAP/Oracle/UKG-style implementations"}, {"id": "mai-20260917-1752-baseline|c153-s6|openai-small|Oracle", "prompt": "c153-s6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large-scale SAP/Oracle/UKG-style implementations"}, {"id": "mai-20260917-1752-baseline|c153-s6|openai-small|UKG", "prompt": "c153-s6", "model": "openai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large-scale SAP/Oracle/UKG-style implementations"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|UKG Pro / Kronos Workforce Dimensions", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG Pro / Kronos Workforce Dimensions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Suites to Avoid:- **UKG Pro / Kronos Workforce Dimensions**: ... unsuitable for SMBs due to high costs"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|ADP Workforce Now", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "clunky/rigid interfaces, frustrating custom reporting, poor customer support ... feels enterprise-heavy for smaller teams"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|Workday HCM", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Prohibitive for SMBs with opaque quote-based pricing, multi-month implementations"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|Oracle HCM Cloud", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overwhelming navigation, deep configuration needs, and enterprise focus make it a poor fit"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|SAP SuccessFactors", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill with steep learning curves, limited customization, non-transparent pricing"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|Employment Hero", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "get dinged for scaling issues, slow support, rigid contracts, and high costs as teams grow past 50"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|Justworks", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "get dinged for scaling issues, slow support, rigid contracts, and high costs as teams grow past 50"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|Homebase", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "favor lightweight, affordable options like Homebase, Deputy, When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|Deputy", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "favor lightweight, affordable options like Homebase, Deputy, When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|xai-small|When I Work", "prompt": "c153-s6", "model": "xai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "favor lightweight, affordable options like Homebase, Deputy, When I Work"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid it:** Specifically **UKG Pro** is designed for mid-market and enterprise"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Workday", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "notoriously **\"not appropriate for small businesses\"**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Oracle HCM / Workforce Management", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Oracle HCM / Workforce Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid it:** Oracle is focused on multinational corporations"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|SAP Workforce Management (SuccessFactors)", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "SAP Workforce Management (SuccessFactors)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid it:** This sits high up in the strategic planning stack"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Deputy", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why be cautious:** Deputy is a fantastic tool for multi-site retail ... often described as **\"overwhelming.\"**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Replicon", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Replicon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Replicon is feature-rich but **\"too complex and costly for smaller teams.\"**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Blue Yonder (formerly JDA)", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Blue Yonder (formerly JDA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it is an **enterprise-grade solution**. It requires a massive investment"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|BambooHR", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often **not ideal for shift-based scheduling**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|ADP Workforce Now", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often **not ideal for shift-based scheduling**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Sling", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look for \"lightweight\" tools like **Sling, Homebase, When I Work, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Homebase", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look for \"lightweight\" tools like **Sling, Homebase, When I Work, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|When I Work", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look for \"lightweight\" tools like **Sling, Homebase, When I Work, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c153-s6|zai-small|Connecteam", "prompt": "c153-s6", "model": "zai-small", "cat": "workforce-management-suites", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look for \"lightweight\" tools like **Sling, Homebase, When I Work, or Connecteam**"}, {"id": "mai-20260917-1752-baseline|c154-l1|alibaba-small|Workday HCM", "prompt": "c154-l1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday HCM (Best Overall for Corporate Enterprises)"}, {"id": "mai-20260917-1752-baseline|c154-l1|alibaba-small|SAP SuccessFactors", "prompt": "c154-l1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are already an SAP customer: Stick with SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c154-l1|alibaba-small|Oracle HCM Cloud", "prompt": "c154-l1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Global Operations"}, {"id": "mai-20260917-1752-baseline|c154-l1|alibaba-small|UKG Pro / Kronos", "prompt": "c154-l1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG Pro / Kronos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a \"Blue Collar\" enterprise (retail, factory, logistics): Choose UKG."}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|UKG", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top vendors in the absence and leave management market include UKG, Workday, Oracle, Dayforce, ADP, Visma, AbsenceSoft, SAP, Paylocity, and Zucchetti"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|Workday", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workday is widely recognized as the benchmark for enterprise HCM platforms, particularly suited for global companies managing diverse compliance obligations"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|Oracle", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top vendors in the absence and leave management market include UKG, Workday, Oracle, Dayforce, ADP..."}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|Dayforce", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top vendors in the absence and leave management market include ... Dayforce"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|ADP", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP WorkForce Suite is built for global organizations that need deep configurability, multi-country compliance"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|Visma", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Visma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top vendors in the absence and leave management market include ... Visma"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|AbsenceSoft", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top vendors in the absence and leave management market include ... AbsenceSoft"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|SAP", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SAP SuccessFactors is a modular, cloud-native HCM suite built for global companies with multinational workforces"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|Paylocity", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "top vendors in the absence and leave management market include ... Paylocity"}, {"id": "mai-20260917-1752-baseline|c154-l1|anthropic-small|Zucchetti", "prompt": "c154-l1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zucchetti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "top vendors in the absence and leave management market include ... Zucchetti"}, {"id": "mai-20260917-1752-baseline|c154-l1|challenger-small|Workday", "prompt": "c154-l1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Workday** or **UKG** if you need a full enterprise HCM platform"}, {"id": "mai-20260917-1752-baseline|c154-l1|challenger-small|UKG", "prompt": "c154-l1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest overall choice is usually **Workday** or **UKG**"}, {"id": "mai-20260917-1752-baseline|c154-l1|challenger-small|AbsenceSoft", "prompt": "c154-l1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AbsenceSoft** is the best specialist option cited in the results"}, {"id": "mai-20260917-1752-baseline|c154-l1|challenger-small|Rippling", "prompt": "c154-l1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want HR, IT, payroll, and absence in one system:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c154-l1|challenger-small|BambooHR", "prompt": "c154-l1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the cited sources position it more toward broader HR teams than true enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c154-l1|deepseek-small|Workday HCM", "prompt": "c154-l1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** is the most commonly recommended choice"}, {"id": "mai-20260917-1752-baseline|c154-l1|deepseek-small|Rippling", "prompt": "c154-l1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** or **Deel** are excellent"}, {"id": "mai-20260917-1752-baseline|c154-l1|deepseek-small|Deel", "prompt": "c154-l1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for multinational/global teams"}, {"id": "mai-20260917-1752-baseline|c154-l1|deepseek-small|Dayforce (Ceridian)", "prompt": "c154-l1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large-scale workforce management"}, {"id": "mai-20260917-1752-baseline|c154-l1|deepseek-small|AbsenceSoft", "prompt": "c154-l1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For heavy regulatory/compliance leave, **AbsenceSoft** leads."}, {"id": "mai-20260917-1752-baseline|c154-l1|deepseek-small|Cocoon", "prompt": "c154-l1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Cocoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for complex leave & compliance (FMLA, state leave)"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|Rippling", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (Best for Modern, Scaling B2B Enterprises)... has quickly become a favorite for modern enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|Workday Absence Management", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mass-Scale, Legacy Enterprises... Cons: Extremely rigid UX/UI ... incredibly expensive to implement"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|HiBob", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an excellent choice for B2B enterprises that want a modern, user-friendly HRIS with powerful leave management built in"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|Personio", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HiBob (or Personio if your company is primarily European-based)"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|AbsenceSoft", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "AbsenceSoft is widely considered the gold standard for dedicated, enterprise-grade leave administration"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|Cocoon", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Cocoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Tech-First automated LOA... Cons: It is highly optimized for North American compliance"}, {"id": "mai-20260917-1752-baseline|c154-l1|google-small|Tilt", "prompt": "c154-l1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Tilt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"Human-in-the-Loop\" Leave Management... Cons: Can be pricey for smaller enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c154-l1|meta-small|Workday", "prompt": "c154-l1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday, which is best for large enterprises needing a fully integrated, enterprise-grade HCM platform"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|Workday HCM", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** for large enterprises needing full-suite capabilities"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Mid-to-large enterprises with complex workforce needs"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|ADP Workforce Now", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprises with strong payroll focus"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|BambooHR", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** or **Rippling** for growing mid-market companies"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|Rippling", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** or **Rippling** for growing mid-market companies"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|Deel", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deel** for companies with significant international presence"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|Vacation Tracker", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Companies wanting dedicated leave tracking only"}, {"id": "mai-20260917-1752-baseline|c154-l1|minimax-small|Zoho People", "prompt": "c154-l1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Budget-conscious enterprises"}, {"id": "mai-20260917-1752-baseline|c154-l1|mistral-small|Workday HCM", "prompt": "c154-l1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workday HCM**\n- Best for: Large enterprises needing an integrated, enterprise-grade human capital management (HCM) platform."}, {"id": "mai-20260917-1752-baseline|c154-l1|mistral-small|BambooHR", "prompt": "c154-l1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-sized to large enterprises that want a user-friendly, scalable solution"}, {"id": "mai-20260917-1752-baseline|c154-l1|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c154-l1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises with shift-based workforces"}, {"id": "mai-20260917-1752-baseline|c154-l1|mistral-small|ADP Workforce Now", "prompt": "c154-l1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large B2B companies already using ADP for payroll and HR, needing a unified platform."}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|Workday Absence Management", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday Absence Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large enterprise (5,000+), global operations** | **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|SAP SuccessFactors Employee Central", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Large enterprise (5,000+), global operations** | **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using SAP/Oracle ERP** | Stick with **SAP** or **Oracle HCM**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|BambooHR", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mid-market (500-2,000), rapid growth** | **BambooHR** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|ADP Workforce Now / ADP Vantage HCM", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP Workforce Now / ADP Vantage HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need best-in-class standalone solution** | **Rippling** or **ADP**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|Paylocity", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-market (500-2,000), rapid growth** | **BambooHR** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|Rippling", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need best-in-class standalone solution** | **Rippling** or **ADP**"}, {"id": "mai-20260917-1752-baseline|c154-l1|moonshot-small|Keka / HROne", "prompt": "c154-l1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Keka / HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** APAC-focused enterprises"}, {"id": "mai-20260917-1752-baseline|c154-l1|openai-small|Workday Absence Management", "prompt": "c154-l1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday Absence Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Workday Absence Management** if you want a **single enterprise HCM platform**"}, {"id": "mai-20260917-1752-baseline|c154-l1|openai-small|SAP SuccessFactors Time Management / Time Off", "prompt": "c154-l1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "SAP SuccessFactors Time Management / Time Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest fit inside that ecosystem"}, {"id": "mai-20260917-1752-baseline|c154-l1|openai-small|AbsenceSoft", "prompt": "c154-l1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for leave-compliance-heavy use cases:** **AbsenceSoft**"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|Workday HCM", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday HCM** (Frequently #1 or top for enterprises)"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|UKG Pro", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise workforce management with advanced leave tracking tied to scheduling"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|ADP Workforce Now", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payroll-centric HCM with reliable leave/absence handling"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|Rippling", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified HR/IT/payroll platform with automated global leave"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|Oracle HCM Cloud", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Honorable mentions) Enterprise heavy-hitters for global scale"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|SAP SuccessFactors", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP in employee self-service"}, {"id": "mai-20260917-1752-baseline|c154-l1|xai-small|AbsenceSoft", "prompt": "c154-l1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like AbsenceSoft (4.9/5 G2, compliance-focused) if you need a specialist atop your HCM"}, {"id": "mai-20260917-1752-baseline|c154-l1|zai-small|Workday", "prompt": "c154-l1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1) Workday (Overall Enterprise Leader)"}, {"id": "mai-20260917-1752-baseline|c154-l1|zai-small|Rippling", "prompt": "c154-l1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Companies that want leave management tightly integrated with payroll and IT provisioning."}, {"id": "mai-20260917-1752-baseline|c154-l1|zai-small|Zalaris", "prompt": "c154-l1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zalaris", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large enterprises with complex payroll operations"}, {"id": "mai-20260917-1752-baseline|c154-l1|zai-small|Deel", "prompt": "c154-l1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Remote-first and globally distributed teams."}, {"id": "mai-20260917-1752-baseline|c154-l1|zai-small|BambooHR", "prompt": "c154-l1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top HR suite with integrated leave management"}, {"id": "mai-20260917-1752-baseline|c154-l1|zai-small|Zoho People", "prompt": "c154-l1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Complex enterprise workforce structures needing flexible policy configuration."}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|Rippling", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is the strongest contender for large organizations right now."}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|UKG (Ultimate Kronos Group)", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have thousands of employees, many of whom are not desk workers... UKG Pro is the industry standard."}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|Keka", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keka is a favorite among rapidly scaling tech companies and B2B firms that need deep customization"}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|Workday", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you use Workday, stick with Workday"}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|ADP", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Do you already pay people through a major system like **Workday**, **ADP**, or **Gusto**?"}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|Gusto", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Do you already pay people through a major system like **Workday**, **ADP**, or **Gusto**?"}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|BambooHR", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you use BambooHR, look at their native \"Advanced\" version"}, {"id": "mai-20260917-1752-baseline|c154-l2|alibaba-small|LeaveBoard", "prompt": "c154-l2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you just want a great dashboard that sits on top of your current payroll: **LeaveBoard**."}, {"id": "mai-20260917-1752-baseline|c154-l2|anthropic-small|SAP SuccessFactors", "prompt": "c154-l2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Most enterprise-level companies benefit from integrated HRIS platforms (like Workday or SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c154-l2|anthropic-small|Workday", "prompt": "c154-l2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most enterprise-level companies benefit from integrated HRIS platforms (like Workday or SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c154-l2|anthropic-small|ADP Workforce Now", "prompt": "c154-l2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Common Enterprise Options Include:**\n- SAP SuccessFactors\n- Workday\n- ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c154-l2|anthropic-small|BambooHR", "prompt": "c154-l2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- BambooHR\n- Namely"}, {"id": "mai-20260917-1752-baseline|c154-l2|anthropic-small|Namely", "prompt": "c154-l2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Namely\n- Namely\n- Zenefits"}, {"id": "mai-20260917-1752-baseline|c154-l2|anthropic-small|Zenefits", "prompt": "c154-l2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Zenefits"}, {"id": "mai-20260917-1752-baseline|c154-l2|challenger-small|UKG Pro", "prompt": "c154-l2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro** is the strongest fit for a large organization"}, {"id": "mai-20260917-1752-baseline|c154-l2|challenger-small|Workday", "prompt": "c154-l2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Workday** if you already run HR processes in a policy-driven HRIS environment"}, {"id": "mai-20260917-1752-baseline|c154-l2|challenger-small|Paycom", "prompt": "c154-l2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlighted as best for payroll, HR, and PTO management at scale"}, {"id": "mai-20260917-1752-baseline|c154-l2|challenger-small|Replicon", "prompt": "c154-l2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as best for large enterprises and complex organizations"}, {"id": "mai-20260917-1752-baseline|c154-l2|challenger-small|BambooHR", "prompt": "c154-l2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better for large organizations than for the deepest enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c154-l2|deepseek-small|Workday Absence Management", "prompt": "c154-l2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday Absence Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Workday Absence Management**"}, {"id": "mai-20260917-1752-baseline|c154-l2|deepseek-small|UKG Pro (formerly UltiPro)", "prompt": "c154-l2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG Pro (formerly UltiPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **UKG Pro (formerly UltiPro)**"}, {"id": "mai-20260917-1752-baseline|c154-l2|deepseek-small|ADP Workforce Now", "prompt": "c154-l2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solid Alternative: **ADP Workforce Now**"}, {"id": "mai-20260917-1752-baseline|c154-l2|deepseek-small|Calamari", "prompt": "c154-l2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Calamari", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid standalone PTO-only tools** (like Calamari or Vacation Tracker) for thousands of employees"}, {"id": "mai-20260917-1752-baseline|c154-l2|deepseek-small|Vacation Tracker", "prompt": "c154-l2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid standalone PTO-only tools** (like Calamari or Vacation Tracker) for thousands of employees"}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|Workday", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Integrated HCM Approach: Workday (or SAP SuccessFactors) ... the most efficient approach is often utilizing the native Time & Absence modules of your core"}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|SAP SuccessFactors", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Workday / SuccessFactors if you already use them as your primary HR database"}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|AbsenceSoft", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose AbsenceSoft if your HR team is drowning in FMLA paperwork, ADA accommodations, and state-specific US compliance issues."}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|Rippling", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling is a market leader in HR technology ... it may lack some of the hyperscale customization features"}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|WorkForce Software", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose WorkForce Software if you have complex shift-work, union contracts, or a massive operational/deskless workforce."}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|ADP", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It integrates seamlessly with your existing HRIS (like Workday, ADP, or UKG)."}, {"id": "mai-20260917-1752-baseline|c154-l2|google-small|UKG", "prompt": "c154-l2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "It integrates seamlessly with your existing HRIS (like Workday, ADP, or UKG)."}, {"id": "mai-20260917-1752-baseline|c154-l2|meta-small|Day Off", "prompt": "c154-l2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Day Off - Known for its effortless setup, mobile-first design, strong policy flexibility, and accessible pricing."}, {"id": "mai-20260917-1752-baseline|c154-l2|meta-small|Teamsense", "prompt": "c154-l2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Teamsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a comprehensive PTO tracking software that helps organizations manage and keep track of their employees' paid time off requests"}, {"id": "mai-20260917-1752-baseline|c154-l2|meta-small|Flamingo", "prompt": "c154-l2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Flamingo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a full-stack HR tool that integrates paid time off management with other HR tasks"}, {"id": "mai-20260917-1752-baseline|c154-l2|meta-small|Apps365", "prompt": "c154-l2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Apps365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a range of PTO tracking software tools that cater to different business needs"}, {"id": "mai-20260917-1752-baseline|c154-l2|meta-small|Buddy Punch", "prompt": "c154-l2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides a PTO tracking software that helps businesses record, manage, and monitor employee paid time off in one centralized system."}, {"id": "mai-20260917-1752-baseline|c154-l2|minimax-small|Replicon", "prompt": "c154-l2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Replicon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend considering **Replicon** (now part of Deltek) as a top choice for enterprise PTO tracking."}, {"id": "mai-20260917-1752-baseline|c154-l2|minimax-small|SAP SuccessFactors", "prompt": "c154-l2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** - Enterprise-grade HR management with integrated PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-l2|minimax-small|Oracle Cloud HCM", "prompt": "c154-l2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Cloud HCM** - Comprehensive human capital management solution"}, {"id": "mai-20260917-1752-baseline|c154-l2|minimax-small|Workday", "prompt": "c154-l2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** - Enterprise HR and time tracking solution"}, {"id": "mai-20260917-1752-baseline|c154-l2|mistral-small|BambooHR", "prompt": "c154-l2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** and **TimeOff.Management** are the top choices due to their scalability, integration capabilities, and proven track records with large teams"}, {"id": "mai-20260917-1752-baseline|c154-l2|mistral-small|TimeOff.Management", "prompt": "c154-l2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "TimeOff.Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** and **TimeOff.Management** are the top choices"}, {"id": "mai-20260917-1752-baseline|c154-l2|mistral-small|Connecteam", "prompt": "c154-l2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While it's often recommended for smaller to mid-sized businesses, its all-in-one approach can be beneficial for large companies"}, {"id": "mai-20260917-1752-baseline|c154-l2|moonshot-small|Ceridian Dayforce", "prompt": "c154-l2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ceridian Dayforce** as the primary choice because it's specifically built for enterprise-scale workforce management"}, {"id": "mai-20260917-1752-baseline|c154-l2|moonshot-small|Zalaris", "prompt": "c154-l2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Zalaris", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zalaris** would be an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c154-l2|moonshot-small|AbsenceSoft", "prompt": "c154-l2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Compliance-heavy leave programs"}, {"id": "mai-20260917-1752-baseline|c154-l2|moonshot-small|Rippling", "prompt": "c154-l2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** All-in-one people operations"}, {"id": "mai-20260917-1752-baseline|c154-l2|openai-small|Workday Absence Management", "prompt": "c154-l2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday Absence Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Workday Absence Management** if you already use Workday for HR/HCM"}, {"id": "mai-20260917-1752-baseline|c154-l2|openai-small|UKG Pro", "prompt": "c154-l2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **UKG Pro / UKG Workforce Management** if your biggest need is deeply configurable time-off rules"}, {"id": "mai-20260917-1752-baseline|c154-l2|openai-small|UKG Ready", "prompt": "c154-l2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "UKG Ready is positioned more for small and midsize organizations"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|Workday", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday as the top PTO tracking tool"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|UKG Pro", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Excellent for 1,000s; Gartner leader, global support"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|ADP Workforce Now", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solid for mid-large; strong US compliance, but PTO often via partners"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|Replicon", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for large project-based B2B; some setup complaints"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|BambooHR", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "shine for mid-size (under 1K employees) but may strain at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|Rippling", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "shine for mid-size (under 1K employees) but may strain at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|Oracle HCM", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "options for ultra-custom needs but more complex"}, {"id": "mai-20260917-1752-baseline|c154-l2|xai-small|SAP", "prompt": "c154-l2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "options for ultra-custom needs but more complex"}, {"id": "mai-20260917-1752-baseline|c154-l2|zai-small|Workday HCM", "prompt": "c154-l2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday HCM** (or **UKG Pro**) as the primary PTO tracking solution"}, {"id": "mai-20260917-1752-baseline|c154-l2|zai-small|UKG Pro", "prompt": "c154-l2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday or UKG Pro** provide the most robust, scalable PTO tracking foundation"}, {"id": "mai-20260917-1752-baseline|c154-l2|zai-small|Deputy", "prompt": "c154-l2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strong alternative:** **Deputy** if your priority is tight scheduling coverage"}, {"id": "mai-20260917-1752-baseline|c154-l2|zai-small|Dayforce", "prompt": "c154-l2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Does your company already use Workday, UKG, Dayforce, or a payroll platform?"}, {"id": "mai-20260917-1752-baseline|c154-l3|alibaba-small|Workday HCM", "prompt": "c154-l3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is often regarded as the benchmark for user experience and simplicity in the enterprise space."}, {"id": "mai-20260917-1752-baseline|c154-l3|alibaba-small|Oracle Cloud HCM", "prompt": "c154-l3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle** if your legal and compliance teams require precise control over every edge case"}, {"id": "mai-20260917-1752-baseline|c154-l3|alibaba-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SAP** if you are a global manufacturer or logistics company that already uses SAP"}, {"id": "mai-20260917-1752-baseline|c154-l3|alibaba-small|UKG", "prompt": "c154-l3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **UKG** serving as a major specialist for workforce-intensive industries"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|Workday", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday stands out in the enterprise HRIS landscape with its scalable unified architecture that caters to large enterprises seeking customization"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|UKG (Ultimate Kronos Group)", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG Pro scored a perfect 100 for leave management, partly thanks to its support for blackout dates"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|BambooHR", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BambooHR specifically designs its platform for organizations with 25 to 1,000 employees, prioritizing simplicity and ease of use over complex enterprise features"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|Oracle HCM", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a capability that Oracle HCM and Paycor don't currently offer"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|Paycor", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a capability that Oracle HCM and Paycor don't currently offer"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|AbsenceSoft", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AbsenceSoft and JJ Keller Leave Manager are purpose-built for FMLA and ADA case management"}, {"id": "mai-20260917-1752-baseline|c154-l3|anthropic-small|JJ Keller Leave Manager", "prompt": "c154-l3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "JJ Keller Leave Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "purpose-built for FMLA and ADA case management"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|Workday", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for deep enterprise HR integration:** **Workday** and **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for deep enterprise HR integration:** **Workday** and **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|Dayforce", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for payroll-adjacent real-time coordination:** **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|UKG", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for scheduling-heavy frontline workforces:** **UKG** and **Indeavor**"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|AbsenceSoft", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for complex legal leave/compliance:** **AbsenceSoft**"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|Rippling", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for all-in-one modern enterprise consolidation:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|ADP Total Absence Management", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Total Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Managed FMLA/disability leave handled by compliance experts"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|Indeavor", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native fatigue management and demand-driven auto-scheduling tied to absence"}, {"id": "mai-20260917-1752-baseline|c154-l3|challenger-small|BambooHR", "prompt": "c154-l3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HR suites** like Workday, SAP SuccessFactors, Dayforce, Rippling, and BambooHR embed leave inside a larger HR platform"}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Workday Absence Management", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday Absence Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a white-collar enterprise wanting the most polished system of record, **Workday** leads."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep, rule-driven absence/leave handling and strong compliance across many countries... Strongest for existing Oracle ERP shops."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|SAP SuccessFactors Employee Central", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when you're an existing SAP customer."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|UKG Pro", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For frontline/workforce-heavy operations, **UKG** is the market leader."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Dayforce (Ceridian)", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For payroll-centric global consolidation, **ADP** or **Dayforce** shine."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|ADP Workforce Now / Vantage", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Workforce Now / Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when payroll is your priority."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|HiBob", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for absence requests, approvals, balances, and calendars with a modern UX."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|HONO", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HONO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified hire-to-retire platform... Great for frontline-heavy global operations."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Vacation Tracker", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "strong for small/mid-size teams... but they lack the deep global compliance, accrual rules, payroll integration, and analytics that enterprises need"}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Timetastic", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they lack the deep global compliance, accrual rules, payroll integration, and analytics that enterprises need"}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Replicon", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Replicon** is worth noting as the best of these for **global labor compliance** at larger scale."}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|Calamari", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they lack the deep global compliance, accrual rules, payroll integration, and analytics that enterprises need"}, {"id": "mai-20260917-1752-baseline|c154-l3|deepseek-small|LeaveBoard", "prompt": "c154-l3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "they lack the deep global compliance, accrual rules, payroll integration, and analytics that enterprises need"}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|Workday Workforce Management", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose an **HCM Module (Workday/ADP)** if your leave needs are structurally simple and you want to keep your entire tech stack consolidated under one contract."}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|ADP Vantage / ADP Workforce Now", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Vantage / ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Catch:** The user interface can feel clunky and legacy-oriented compared to modern standalone software."}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|AbsenceSoft", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The market-leading powerhouse for mid-to-large-size organizations (often those with 2,000+ employees) that manage leave programs internally."}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|Cocoon (Acquired by TriNet)", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Cocoon (Acquired by TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cocoon** or **Tilt** if you are a fast-growing enterprise with a distributed multi-state workforce"}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|Tilt", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Tilt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tilt focuses heavily on the \"Leave Experience\" (LXM), aiming to bridge the gap between compliance automation and human empathy."}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|Indeavor", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Indeavor** if you manage 24/7 factories, warehouses, or hospitals where last-minute call-offs derail production"}, {"id": "mai-20260917-1752-baseline|c154-l3|google-small|Zebra/Reflexis", "prompt": "c154-l3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zebra/Reflexis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Indeavor (and similar tools like Zebra/Reflexis)**"}, {"id": "mai-20260917-1752-baseline|c154-l3|meta-small|HONO", "prompt": "c154-l3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HONO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HONO is a unified hire-to-retire platform built specifically for multi-country and large blue-collar workforces"}, {"id": "mai-20260917-1752-baseline|c154-l3|meta-small|Akrivia HCM", "prompt": "c154-l3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Akrivia HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Akrivia HCM is an HRMS platform with years of statutory experience"}, {"id": "mai-20260917-1752-baseline|c154-l3|meta-small|1Factorial", "prompt": "c154-l3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "1Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "1Factorial combines leave requests, approvals, and team visibility inside an HR-centered experience"}, {"id": "mai-20260917-1752-baseline|c154-l3|meta-small|Workday", "prompt": "c154-l3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday and SAP SuccessFactors emphasize configurable policy logic and enterprise-grade absence governance"}, {"id": "mai-20260917-1752-baseline|c154-l3|meta-small|BambooHR", "prompt": "c154-l3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR differentiates with a practical balance between guided workflows and clear accrual reporting"}, {"id": "mai-20260917-1752-baseline|c154-l3|meta-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday and SAP SuccessFactors emphasize configurable policy logic and enterprise-grade absence governance"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|UKG Pro", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro** (Market Leader) - Best-in-class leave and absence management (scored 100 in analysis)"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|Workday Absence Management", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises already using Workday HCM needing tightly integrated leave management"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Global employers needing policy-driven time off connected to Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|Dayforce (Ceridian)", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise workforce scheduling and organizations needing AI-driven insights"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises using SAP HCM suite"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|ADP Vantage HCM", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Vantage HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ADP Vantage HCM** - Strong for payroll-led leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|HiBob", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HiBob** - Best for growing multi-entity companies (mid-market)"}, {"id": "mai-20260917-1752-baseline|c154-l3|minimax-small|Oracle PeopleSoft HCM", "prompt": "c154-l3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle PeopleSoft HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oracle PeopleSoft HCM** - Strong usability (9.0/10) for complex enterprise needs"}, {"id": "mai-20260917-1752-baseline|c154-l3|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c154-l3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#1 in the absence and leave management market, holding a 30.9% share in 2024"}, {"id": "mai-20260917-1752-baseline|c154-l3|mistral-small|Workday", "prompt": "c154-l3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#2, with a 15.3% market share... Best for enterprises seeking a unified HR platform"}, {"id": "mai-20260917-1752-baseline|c154-l3|mistral-small|Oracle", "prompt": "c154-l3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#3, with a 6.4% market share... Strong for global enterprises already using Oracle's ecosystem"}, {"id": "mai-20260917-1752-baseline|c154-l3|mistral-small|Dayforce (Ceridian)", "prompt": "c154-l3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on user experience and mobile accessibility, making it suitable for large, distributed workforces."}, {"id": "mai-20260917-1752-baseline|c154-l3|mistral-small|ADP Workforce Now", "prompt": "c154-l3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recognized as a top choice for mid-market and enterprise clients."}, {"id": "mai-20260917-1752-baseline|c154-l3|mistral-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for multinational corporations needing multi-country compliance"}, {"id": "mai-20260917-1752-baseline|c154-l3|moonshot-small|Workday HCM", "prompt": "c154-l3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Workday if you need tight HR-finance integration and have complex organizational structures"}, {"id": "mai-20260917-1752-baseline|c154-l3|moonshot-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c154-l3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Market leader** (~30.9% market share in absence management)"}, {"id": "mai-20260917-1752-baseline|c154-l3|moonshot-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations needing extensive global payroll and workforce analytics"}, {"id": "mai-20260917-1752-baseline|c154-l3|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c154-l3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle if you want the most configurable policy engine"}, {"id": "mai-20260917-1752-baseline|c154-l3|openai-small|Workday Absence Management", "prompt": "c154-l3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday Absence Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already on Workday?** Start with Workday Absence Management."}, {"id": "mai-20260917-1752-baseline|c154-l3|openai-small|SAP SuccessFactors Time Management / SAP Absence and Leave Management by WorkForce Software", "prompt": "c154-l3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors Time Management / SAP Absence and Leave Management by WorkForce Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SAP\\u2019s stack is especially strong for **global compliance and complex statutory leave rules**."}, {"id": "mai-20260917-1752-baseline|c154-l3|openai-small|UKG Pro / UKG Dimensions / UKG Time Management", "prompt": "c154-l3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG Pro / UKG Dimensions / UKG Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heavy frontline scheduling and labor constraints?** UKG."}, {"id": "mai-20260917-1752-baseline|c154-l3|openai-small|Oracle HCM Cloud Absence Management", "prompt": "c154-l3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle HCM Cloud Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle is usually a \\u201csuite-first\\u201d choice: strong if you already run Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c154-l3|openai-small|ADP Time & Attendance / Leave modules", "prompt": "c154-l3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Time & Attendance / Leave modules", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is often more payroll-centric and practical for operational deployment"}, {"id": "mai-20260917-1752-baseline|c154-l3|openai-small|WorkForce Software", "prompt": "c154-l3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It\\u2019s a strong option when leave rules are especially complicated and you want deep policy handling."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|UKG Pro (formerly Ultimate Kronos Group)", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG Pro (formerly Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with ~31% share in absence/leave apps."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|Workday Absence Management", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong #2, especially in HCM suites."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|Oracle Cloud HCM Absence Management", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle Cloud HCM Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#3, robust for large-scale ops."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|Dayforce (Ceridian)", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#4, excels in integrated workforce mgmt."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|SAP SuccessFactors", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frequent top contender for global enterprises."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|ADP Workforce Now/Vantage HCM", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Workforce Now/Vantage HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payroll-heavy leader for compliance."}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|BambooHR", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear in broader lists but skew mid-market/SMB"}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|Rippling", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear in broader lists but skew mid-market/SMB"}, {"id": "mai-20260917-1752-baseline|c154-l3|xai-small|Replicon", "prompt": "c154-l3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear in broader lists but skew mid-market/SMB"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Workday Human Capital Management", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large, global organizations ... should start with **Workday, SAP SuccessFactors, UKG Pro, or Oracle Fusion Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|SAP SuccessFactors HCM", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "should start with **Workday, SAP SuccessFactors, UKG Pro, or Oracle Fusion Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrated time & attendance + absence management; exception-based rules; payroll-ready data"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Oracle Fusion Cloud HCM", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive HR suite with configurable leave policies, approvals, and reporting"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|ADP Workforce Now", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated time, absence, and payroll; configurable workflows"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|BambooHR", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market companies ... often find **BambooHR, Personio, Rippling, Deel, ZenHR, or Zalaris** a sweet spot"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Personio", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rule-based automation for complex leave logic; configurable regional holiday calendars"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Rippling", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-one HR, IT, and leave management; automated accruals and approvals"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Deel", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Global leave policies with multi-entity support"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|ZenHR", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ZenHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong multi-entity support; configurable leave types and approvals"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Zalaris", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zalaris", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Enterprise-grade HR and payroll with advanced compliance"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Darwinbox", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "All-encompassing HR suite with configurable leave policies, approvals, and analytics"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|AbsenceSoft", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Organizations with niche statutory leave requirements ... may benefit from **AbsenceSoft**"}, {"id": "mai-20260917-1752-baseline|c154-l3|zai-small|Replicon", "prompt": "c154-l3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Replicon** is well-suited for multinational compliance and payroll integration"}, {"id": "mai-20260917-1752-baseline|c154-l4|alibaba-small|Rippling", "prompt": "c154-l4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Scale & Integrated Features: Rippling ... is the strongest contender."}, {"id": "mai-20260917-1752-baseline|c154-l4|alibaba-small|Zoho People", "prompt": "c154-l4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Friendly Enterprise Scale: Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-l4|alibaba-small|TimeOff.Management", "prompt": "c154-l4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TimeOff.Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Pure Leave Tracking (Lowest Cost): TimeOff.Management"}, {"id": "mai-20260917-1752-baseline|c154-l4|alibaba-small|Deel", "prompt": "c154-l4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global/Multi-National Teams: Deel"}, {"id": "mai-20260917-1752-baseline|c154-l4|anthropic-small|Time Off Manager 365", "prompt": "c154-l4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Time Off Manager 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For predictable budgeting with thousands of users, Time Off Manager 365's transparent per-user pricing model is your most scalable option"}, {"id": "mai-20260917-1752-baseline|c154-l4|anthropic-small|Workday", "prompt": "c154-l4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "though Workday offers more integrated capabilities if compliance complexity is your primary driver"}, {"id": "mai-20260917-1752-baseline|c154-l4|anthropic-small|AbsenceSoft", "prompt": "c154-l4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for large enterprises (often 10,000+) with internal leave staff. However, it requires more internal expertise to operate."}, {"id": "mai-20260917-1752-baseline|c154-l4|anthropic-small|ADP Workforce Now", "prompt": "c154-l4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "are enterprise-priced and require a sales conversation, making costs less predictable"}, {"id": "mai-20260917-1752-baseline|c154-l4|anthropic-small|UKG", "prompt": "c154-l4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are enterprise-priced and require a sales conversation, making costs less predictable"}, {"id": "mai-20260917-1752-baseline|c154-l4|anthropic-small|Dayforce", "prompt": "c154-l4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "are enterprise-priced and require a sales conversation, making costs less predictable"}, {"id": "mai-20260917-1752-baseline|c154-l4|challenger-small|Rippling", "prompt": "c154-l4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is the strongest overall choice for large organizations"}, {"id": "mai-20260917-1752-baseline|c154-l4|challenger-small|ADP Vantage HCM", "prompt": "c154-l4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "ADP Vantage HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong enterprise alternative when you want leave management inside a broader HCM platform"}, {"id": "mai-20260917-1752-baseline|c154-l4|challenger-small|HROne", "prompt": "c154-l4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also identified as well-suited for large organizations needing scalability and automation depth"}, {"id": "mai-20260917-1752-baseline|c154-l4|challenger-small|BambooHR", "prompt": "c154-l4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong overall usability, but the results do not position it as the clearest choice for thousands of users with strict cost predictability"}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|Rippling", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **Rippling** or **Deel HR**"}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|Deel HR", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **Rippling** or **Deel HR**"}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|BambooHR", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-to-large, but pricing tiers become custom above ~100 users"}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|Namely", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple published per-user price"}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|Timetastic", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Simplest flat-rate curiosity (not recommended for enterprise)"}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|Workday", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they **do not publish pricing** ... Not \"predictable\" in the published sense."}, {"id": "mai-20260917-1752-baseline|c154-l4|deepseek-small|SAP SuccessFactors", "prompt": "c154-l4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they **do not publish pricing** ... Not \"predictable\" in the published sense."}, {"id": "mai-20260917-1752-baseline|c154-l4|google-small|Stiira", "prompt": "c154-l4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Stiira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an independent, dedicated leave of absence platform but refuse to pay fluctuating per-seat pricing, **Stiira** is the premier choice."}, {"id": "mai-20260917-1752-baseline|c154-l4|google-small|AbsenceSoft", "prompt": "c154-l4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Complex Enterprise Compliance: **AbsenceSoft** ... is the gold standard"}, {"id": "mai-20260917-1752-baseline|c154-l4|google-small|Time Off Manager 365 (by HR365/Apps365)", "prompt": "c154-l4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Time Off Manager 365 (by HR365/Apps365)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "deploying a native M365 application is the most cost-effective and predictable path"}, {"id": "mai-20260917-1752-baseline|c154-l4|google-small|Workday Workforce Management", "prompt": "c154-l4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look first at your core HRIS platform (such as **Workday Workforce Management**, **UKG**, or **Dayforce**)"}, {"id": "mai-20260917-1752-baseline|c154-l4|google-small|UKG", "prompt": "c154-l4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look first at your core HRIS platform (such as **Workday Workforce Management**, **UKG**, or **Dayforce**)"}, {"id": "mai-20260917-1752-baseline|c154-l4|google-small|Dayforce", "prompt": "c154-l4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look first at your core HRIS platform (such as **Workday Workforce Management**, **UKG**, or **Dayforce**)"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Vacation Tracker", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Vacation Tracker, Deel, BambooHR, Rippling, AbsenceSoft, Calamari, Timetastic, Factorial, Zoho People, AttendanceBot, Cocoon, Gusto, and Sage HR."}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Deel", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Vacation Tracker, Deel, BambooHR, Rippling..."}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|BambooHR", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated options include Vacation Tracker, Deel, BambooHR, Rippling, AbsenceSoft"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Rippling", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deel, BambooHR, Rippling, AbsenceSoft, Calamari"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|AbsenceSoft", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling, AbsenceSoft, Calamari, Timetastic"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Calamari", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AbsenceSoft, Calamari, Timetastic, Factorial"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Timetastic", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Calamari, Timetastic, Factorial, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Factorial", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Timetastic, Factorial, Zoho People, AttendanceBot"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Zoho People", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Factorial, Zoho People, AttendanceBot, Cocoon"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|AttendanceBot", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AttendanceBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Zoho People, AttendanceBot, Cocoon, Gusto"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Cocoon", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Cocoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AttendanceBot, Cocoon, Gusto, and Sage HR"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Gusto", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cocoon, Gusto, and Sage HR"}, {"id": "mai-20260917-1752-baseline|c154-l4|meta-small|Sage HR", "prompt": "c154-l4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Sage HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gusto, and Sage HR"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|Leave Balance", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Leave Balance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "True flat-fee \"unlimited users\" options exist but are mostly targeted at small-to-mid-size businesses (e.g., Leave Balance ~$8-29/month flat"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|Zotrack", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zotrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zotrack $20/month flat for small teams"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|Stiira Leave Management", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Stiira Leave Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Stiira's tiered pricing model** is currently the most transparent option that scales to enterprise headcounts"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|AbsenceSoft", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specializes in complex leave (FMLA, state leave, ADA)... Best for: Large employers with complex multi-state leave requirements"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|UKG (Ready/Pro)", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "UKG (Ready/Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already in these HCM suites, adding leave management can be more cost-effective than standalone tools"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|Dayforce", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UKG (Ready/Pro) or Dayforce... Pricing: Custom quote"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|BambooHR", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Volume discounts** (e.g., BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|Rippling", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Volume discounts** (e.g., BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-l4|minimax-small|LeaveSource", "prompt": "c154-l4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "request custom quotes from vendors like AbsenceSoft, LeaveSource, or UKG"}, {"id": "mai-20260917-1752-baseline|c154-l4|mistral-small|Apps 365 Time Off Manager", "prompt": "c154-l4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Apps 365 Time Off Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apps 365 Time Off Manager** and **Zoho People** stand out due to their clear per-user pricing and scalability."}, {"id": "mai-20260917-1752-baseline|c154-l4|mistral-small|Rippling", "prompt": "c154-l4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is a strong choice despite custom pricing, as it offers unified HR, payroll, and leave management."}, {"id": "mai-20260917-1752-baseline|c154-l4|mistral-small|Zoho People", "prompt": "c154-l4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Apps 365 Time Off Manager** and **Zoho People** stand out due to their clear per-user pricing and scalability."}, {"id": "mai-20260917-1752-baseline|c154-l4|mistral-small|LeaveBoard", "prompt": "c154-l4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "costs just $1.35 per user per month with no minimum monthly requirement, making it a cost-effective choice"}, {"id": "mai-20260917-1752-baseline|c154-l4|mistral-small|AbsenceSoft", "prompt": "c154-l4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specializes in complex leave and accommodations at scale, with custom pricing based on a demo."}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|Leave Balance", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Leave Balance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leave Balance** is the clear winner because:\n- Flat-rate pricing = complete budget certainty"}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|actiPLANS", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**actiPLANS Enterprise** ($270/month unlimited) offers a middle ground."}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|Timetastic", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Per-User with Cap ... costs are low and transparent"}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|BambooHR", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... $10,000+/month for 1,000 users"}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|Rippling", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "~$8,000+/month, unpredictable"}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|Dayforce/Workday", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Dayforce/Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Custom enterprise quotes | Budget uncertainty"}, {"id": "mai-20260917-1752-baseline|c154-l4|moonshot-small|Personio/Factorial", "prompt": "c154-l4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Personio/Factorial", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Scales dramatically with headcount"}, {"id": "mai-20260917-1752-baseline|c154-l4|openai-small|Stiira", "prompt": "c154-l4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Stiira", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd look first at **Stiira** if your main requirement is leave management with **headcount-based pricing**"}, {"id": "mai-20260917-1752-baseline|c154-l4|openai-small|LeavePro", "prompt": "c154-l4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeavePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LeavePro** is positioned for organizations over 1,500 employees ... but the pricing is not publicly transparent"}, {"id": "mai-20260917-1752-baseline|c154-l4|openai-small|Cala HQ", "prompt": "c154-l4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Cala HQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "per-user or small-team plans from Cala HQ, Offflow, and PurelyHR"}, {"id": "mai-20260917-1752-baseline|c154-l4|openai-small|Offflow", "prompt": "c154-l4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Offflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-user or small-team plans from Cala HQ, Offflow, and PurelyHR"}, {"id": "mai-20260917-1752-baseline|c154-l4|openai-small|PurelyHR", "prompt": "c154-l4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "PurelyHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "per-user or small-team plans from Cala HQ, Offflow, and PurelyHR"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|actiPLANS", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "actiPLANS edges out for **pure cost predictability at thousands of users**"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|Zoho People", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If actiPLANS doesn't fit (e.g., needing more compliance depth), consider **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|LeaveBoard", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest per-user rates; unlimited policies, integrations (Slack/Teams). Scalable to thousands."}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|BambooHR", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost; flat $250/mo min only for <25 users."}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|Vacation Tracker / Calamari", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker / Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Slack/Teams-native; fast setup for massive teams. | Add-ons can add ~20%"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|Timetastic", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple, UK/global-friendly. | Fewer enterprise integrations."}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|Workday", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Predictable Costs - **Enterprise giants** (Workday...): **Custom quotes** only"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|ADP Workforce Now", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Predictable Costs ... often $100k+ setup + unpredictable per-user/module fees"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|UKG", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for Predictable Costs ... totals can spike 2\\u20135x expectations"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|Dayforce", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid for Predictable Costs ... **Custom quotes** only"}, {"id": "mai-20260917-1752-baseline|c154-l4|xai-small|Rippling", "prompt": "c154-l4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid for Predictable Costs ... unpredictable per-user/module fees"}, {"id": "mai-20260917-1752-baseline|c154-l4|zai-small|Connecteam", "prompt": "c154-l4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have thousands of employees and are looking for a standalone leave management tool to save money, go with **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c154-l4|zai-small|Workday", "prompt": "c154-l4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need enterprise-grade compliance and are building a long-term HR system, go with **Workday**."}, {"id": "mai-20260917-1752-baseline|c154-l4|zai-small|UKG Ready / UKG Pro", "prompt": "c154-l4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "UKG Ready / UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG (formerly Kronos/Ultimate Software) is the primary competitor to Workday for large-scale leave management."}, {"id": "mai-20260917-1752-baseline|c154-l4|zai-small|Rippling", "prompt": "c154-l4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modular pricing; predictable add-on costs."}, {"id": "mai-20260917-1752-baseline|c154-l5|google-small|AbsenceSoft", "prompt": "c154-l5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular enterprise leave management vendors you may run across during this search include dedicated leave platforms like **AbsenceSoft**, **Cocoon**, and **Tilt**"}, {"id": "mai-20260917-1752-baseline|c154-l5|google-small|Cocoon", "prompt": "c154-l5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Cocoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "dedicated leave platforms like **AbsenceSoft**, **Cocoon**, and **Tilt**"}, {"id": "mai-20260917-1752-baseline|c154-l5|google-small|Tilt", "prompt": "c154-l5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Tilt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "dedicated leave platforms like **AbsenceSoft**, **Cocoon**, and **Tilt**"}, {"id": "mai-20260917-1752-baseline|c154-l5|google-small|Workday", "prompt": "c154-l5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "broader absence management modules within major ERPs like **Workday** or **UKG**"}, {"id": "mai-20260917-1752-baseline|c154-l5|google-small|UKG", "prompt": "c154-l5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "broader absence management modules within major ERPs like **Workday** or **UKG**"}, {"id": "mai-20260917-1752-baseline|c154-l5|meta-small|Cocoon", "prompt": "c154-l5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Cocoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A strong fit for mid-sized and large US employers, offering automated FMLA and state compliance"}, {"id": "mai-20260917-1752-baseline|c154-l5|meta-small|MangoApps", "prompt": "c154-l5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers PTO tracking and leave management software with SSO integration and SOC 2 certification."}, {"id": "mai-20260917-1752-baseline|c154-l5|meta-small|BSHOne HRMS", "prompt": "c154-l5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BSHOne HRMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A comprehensive HRMS solution with leave management, attendance tracking, and SOC 2 certification."}, {"id": "mai-20260917-1752-baseline|c154-l5|meta-small|greytHR", "prompt": "c154-l5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "greytHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An AI-first full-suite HRMS and payroll software with leave management"}, {"id": "mai-20260917-1752-baseline|c154-l5|meta-small|Tilt", "prompt": "c154-l5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Tilt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "designed for US-based midmarket and enterprise companies, offering compliant leave management with strong HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c154-l5|minimax-small|Workday Leave", "prompt": "c154-l5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday Leave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research current enterprise-grade solutions like **Workday Leave**, **BambooHR**, **Paylocity**, **ADP**, **Namely**, or **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c154-l5|minimax-small|BambooHR", "prompt": "c154-l5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research current enterprise-grade solutions like **Workday Leave**, **BambooHR**, **Paylocity**, **ADP**, **Namely**, or **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c154-l5|minimax-small|Paylocity", "prompt": "c154-l5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research current enterprise-grade solutions like **Workday Leave**, **BambooHR**, **Paylocity**, **ADP**"}, {"id": "mai-20260917-1752-baseline|c154-l5|minimax-small|ADP", "prompt": "c154-l5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Paylocity**, **ADP**, **Namely**, or **Greenhouse** (for more advanced needs)"}, {"id": "mai-20260917-1752-baseline|c154-l5|minimax-small|Namely", "prompt": "c154-l5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ADP**, **Namely**, or **Greenhouse** (for more advanced needs)"}, {"id": "mai-20260917-1752-baseline|c154-l5|minimax-small|Greenhouse", "prompt": "c154-l5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **Greenhouse** (for more advanced needs)"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|BambooHR", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist (e.g., BambooHR, Workday Leave, ADP Leave Management, UKG, Deel, Rippling, or specialized tools like LeaveWizard, Flock, or Planday)"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|Workday Leave", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday Leave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a shortlist (e.g., BambooHR, Workday Leave, ADP Leave Management, UKG, Deel, Rippling..."}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|ADP Leave Management", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "ADP Leave Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ADP Leave Management, UKG, Deel, Rippling"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|UKG", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ADP Leave Management, UKG, Deel, Rippling"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|Deel", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UKG, Deel, Rippling, or specialized tools"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|Rippling", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel, Rippling, or specialized tools like LeaveWizard, Flock, or Planday"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|LeaveWizard", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveWizard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialized tools like LeaveWizard, Flock, or Planday"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|Flock", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Flock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialized tools like LeaveWizard, Flock, or Planday"}, {"id": "mai-20260917-1752-baseline|c154-l5|mistral-small|Planday", "prompt": "c154-l5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized tools like LeaveWizard, Flock, or Planday"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|AbsenceSoft", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vertical Specialists** | AbsenceSoft, LeaveLogic | Complex compliance (FMLA, ADA, state laws); dedicated leave expertise"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|LeaveLogic", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveLogic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertical Specialists** | AbsenceSoft, LeaveLogic | Complex compliance (FMLA, ADA, state laws)"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|Workday", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise HCM Suites** | Workday, UKG, SAP SuccessFactors, Oracle | Deep integration with existing HR stack; global scale"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|UKG", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise HCM Suites** | Workday, UKG, SAP SuccessFactors, Oracle"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|SAP SuccessFactors", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise HCM Suites** | Workday, UKG, SAP SuccessFactors, Oracle"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|Oracle", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise HCM Suites** | Workday, UKG, SAP SuccessFactors, Oracle"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|Rippling", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Modern All-in-One** | Rippling, Deel | Fast implementation; modular pricing; strong API"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|Deel", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Modern All-in-One** | Rippling, Deel | Fast implementation; modular pricing; strong API"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|BambooHR", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "BambooHR, Paylocity | Cost-conscious; may require trade-offs on complexity"}, {"id": "mai-20260917-1752-baseline|c154-l5|moonshot-small|Paylocity", "prompt": "c154-l5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "BambooHR, Paylocity | Cost-conscious; may require trade-offs on complexity"}, {"id": "mai-20260917-1752-baseline|c154-l5|xai-small|Workday", "prompt": "c154-l5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 Vendors: AbsenceSoft (SOC 2 focused), Workday (enterprise HCM)"}, {"id": "mai-20260917-1752-baseline|c154-l5|xai-small|AbsenceSoft", "prompt": "c154-l5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3-5 Vendors: AbsenceSoft (SOC 2 focused)"}, {"id": "mai-20260917-1752-baseline|c154-l5|xai-small|BambooHR (enterprise tiers)", "prompt": "c154-l5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR (enterprise tiers)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like Workday, AbsenceSoft, BambooHR (enterprise tiers), UKG, or ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c154-l5|xai-small|UKG", "prompt": "c154-l5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like Workday, AbsenceSoft, BambooHR (enterprise tiers), UKG, or ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c154-l5|xai-small|ADP Workforce Now", "prompt": "c154-l5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Workday, AbsenceSoft, BambooHR (enterprise tiers), UKG, or ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c154-l5|xai-small|Jellyfish/Deputy", "prompt": "c154-l5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Jellyfish/Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jellyfish/Deputy (scalable leave tools)—request SOC 2 bridges"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|Excel", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel/Google Sheets)\n**Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|Google Sheets", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel/Google Sheets)\n**Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|Rippling", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "established vendors known for compliance and scalability (e.g., Rippling, Personio for mid-large"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|Personio", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling, Personio for mid-large"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|BambooHR", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR at upper tiers"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|Workday", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or specialized modules within Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c154-l6|alibaba-small|SAP", "prompt": "c154-l6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or specialized modules within Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|BambooHR", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid these outright for a large enterprise."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Gusto", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Gusto: Built for payroll-first SMBs. Its leave module is childishly simple"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Timetastic", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are simple team calendars... not software for enterprises"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Vacation Tracker", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Selecting them for a large org would be a category error."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Google Sheets", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools that are “free” or spreadsheet-based (Google Sheets, Excel, Notion templates) Avoid with prejudice."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Excel", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "spreadsheet-based (Google Sheets, Excel, Notion templates) Avoid with prejudice."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Notion templates", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Notion templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid with prejudice."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Workday", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "With Workday, you can easily spend $500k+ and still find that your union contract’s quirky seniority-based leave rules require custom code."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|SAP SuccessFactors", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "massive implementation curse... still has gaps in state-specific laws"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Oracle HCM", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "These are powerful but have a massive implementation curse."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|ADP Workforce Now", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "implementation is notoriously slow, and support tickets can take 48+ hours to resolve"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Who’s Off", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Who’s Off", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Skip any tool that only handles US PTO... Examples: Who’s Off, PlanMyLeave, LeaveBoard"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|PlanMyLeave", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "PlanMyLeave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Skip any tool that only handles US PTO (or only UK/India/etc.) if you’re global."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|LeaveBoard", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "LeaveBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Examples: Who’s Off, PlanMyLeave, LeaveBoard (some are single-country)."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|AbsenceSoft", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "AbsenceSoft is excellent for FMLA/ADA case management but is not a full leave tracker for daily attendance."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|UKG Ready", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "implementation costs explode when you have multiple union contracts, and its older UI frustrates employees"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Calamari", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Calamari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Caution needed for: AbsenceSoft, UKG Ready, Calamari (enterprise tier)."}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Mitratech (Compliancy Group)", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Mitratech (Compliancy Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "specialized global absence platforms like Mitratech (Compliancy Group)"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|UKG Pro", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Unionized / public sector | UKG Pro or Kronos Workforce Central (dedicated FMLA/union rule engine)"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Kronos Workforce Central", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Kronos Workforce Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "UKG Pro or Kronos Workforce Central (dedicated FMLA/union rule engine)"}, {"id": "mai-20260917-1752-baseline|c154-l6|deepseek-small|Indeavor", "prompt": "c154-l6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Healthcare / shift-heavy | Indeavor or API-first workforce management tools with fatigue management"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Vacation Tracker", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them:** While excellent and highly frictionless for small startups, they are entirely inadequate for enterprise needs."}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|AttendanceBot", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AttendanceBot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "entirely inadequate for enterprise needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Flamingo", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Flamingo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "entirely inadequate for enterprise needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|BambooHR", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious:** ... their leave modules are built for standard, planned PTO—not complex absences."}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Personio", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to be cautious ... Mid-market HRIS platforms generally require manual reconfiguration by the client"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Zoho People", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why to be cautious ... leave modules are built for standard, planned PTO—not complex absences"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Timetastic", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to avoid them:** Using region-specific tools forces global enterprises to operate multiple fragmented systems"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|BrightHR", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BrightHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why to avoid them:** Using region-specific tools forces global enterprises to operate multiple fragmented systems"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|AbsenceSoft", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "large enterprises should lean toward **dedicated enterprise absence and case management platforms** (such as *AbsenceSoft* or *Dayforce*)"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Dayforce", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "dedicated enterprise absence and case management platforms** (such as *AbsenceSoft* or *Dayforce*)"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Workday Absence Management", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday Absence Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or robust, heavily customized modules within major ERPs (like *Workday Absence Management*)"}, {"id": "mai-20260917-1752-baseline|c154-l6|google-small|Indeavor", "prompt": "c154-l6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "industry-specific schedulers (like *Indeavor* for complex, shift-heavy workforces)"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|Workday", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is very expensive and complex, making it not suitable or cost-effective for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|ADP Workforce Now", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "suitable for large enterprises but come with custom pricing, which may be a deterrent"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|UKG", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suitable for large enterprises but come with custom pricing, which may be a deterrent"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|AbsenceSoft", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "suitable for large enterprises but come with custom pricing, which may be a deterrent"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|Dayforce", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "suitable for large enterprises but come with custom pricing, which may be a deterrent"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|LeaveBoard", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "LeaveBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "more suitable for smaller businesses with barebones leave management needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|Day Off", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Day Off", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "more suitable for smaller businesses with barebones leave management needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|meta-small|actiPLANS", "prompt": "c154-l6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "actiPLANS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "more suitable for smaller businesses with barebones leave management needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|minimax-small|Workday", "prompt": "c154-l6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being enterprise-friendly, its very high cost and complexity make it unsuitable for organizations that don't need its advanced features"}, {"id": "mai-20260917-1752-baseline|c154-l6|minimax-small|BambooHR", "prompt": "c154-l6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While excellent for SMBs, it has limited deep legal compliance tools for complex FMLA/ADA cases"}, {"id": "mai-20260917-1752-baseline|c154-l6|minimax-small|UKG Ready", "prompt": "c154-l6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be costly and complex to implement; may be overkill if your needs are simpler"}, {"id": "mai-20260917-1752-baseline|c154-l6|minimax-small|ADP Workforce Now", "prompt": "c154-l6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sometimes criticized for dated user interfaces"}, {"id": "mai-20260917-1752-baseline|c154-l6|mistral-small|Workday", "prompt": "c154-l6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Workday** are powerful and designed for large enterprises, but they are also very expensive and complex to implement and maintain."}, {"id": "mai-20260917-1752-baseline|c154-l6|moonshot-small|ADP", "prompt": "c154-l6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ADP (Cautious Approach Needed) ... \"Overly complex features paired with outdated UI\""}, {"id": "mai-20260917-1752-baseline|c154-l6|moonshot-small|Workday", "prompt": "c154-l6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday (Specific Limitations) ... \"Generally one of the more expensive options on the market\""}, {"id": "mai-20260917-1752-baseline|c154-l6|moonshot-small|AbsenceSoft", "prompt": "c154-l6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Consider specialized solutions (like AbsenceSoft for compliance-heavy environments"}, {"id": "mai-20260917-1752-baseline|c154-l6|moonshot-small|Indeavor", "prompt": "c154-l6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Indeavor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Indeavor for shift-heavy industries) over generic tools when your use case is complex"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|LeaveBoard", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "LeaveBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** for Large Enterprises ... Basic/SMB-Focused Standalone Tools (e.g., LeaveBoard, Day Off, actiPLANS, Leave Dates, Time Off Manager 365)"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Day Off", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Day Off", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid? Designed for small-mid teams (under 200-500 users). They struggle with scalability"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|actiPLANS", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "actiPLANS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid? Designed for small-mid teams (under 200-500 users)"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Leave Dates", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Leave Dates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid? Designed for small-mid teams (under 200-500 users)"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Time Off Manager 365", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Time Off Manager 365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why avoid? Designed for small-mid teams (under 200-500 users)"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Workday", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Extremely expensive ... and complex to deploy/configure ... steep learning curve and overkill for leave-only needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|UKG (Ready/Pro/Dimensions)", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG (Ready/Pro/Dimensions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "configuration is notoriously complex/expensive. Custom pricing, long setup times"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|BambooHR", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "scalability caps out—limited advanced FMLA/ADA case management, weaker multi-jurisdiction support"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Gusto", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mid-Market HRIS (e.g., Gusto, Rippling for leave modules) ... scalability caps out"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Rippling", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Mid-Market HRIS (e.g., Gusto, Rippling for leave modules) ... integration issues at 1,000+ users"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|AbsenceSoft", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Excellent for U.S. compliance niches, but narrow scope means extra tools for PTO/global needs"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|JJ Keller", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "JJ Keller", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "narrow scope means extra tools for PTO/global needs. Relies on ADP/UKG/Workday for payroll, adding fragmentation/cost"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Dayforce", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Opt for proven enterprise platforms like **Dayforce, Oracle HCM, SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|Oracle HCM", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Opt for proven enterprise platforms like **Dayforce, Oracle HCM, SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|SAP SuccessFactors", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Opt for proven enterprise platforms like **Dayforce, Oracle HCM, SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c154-l6|xai-small|ADP Workforce Now", "prompt": "c154-l6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "full HCM suites with native leave (ADP Workforce Now for mid-large)"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|BambooHR", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-Designed HR Suites (e.g., BambooHR, Factorial, Zoho People) ... Why avoid them"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|Factorial", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like BambooHR or Factorial are excellent for small to mid-sized businesses (SMBs) but often lack the \"heavy lifting\" capabilities required for large enterprises."}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|Zoho People", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-Designed HR Suites (e.g., BambooHR, Factorial, Zoho People)"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|Vacation Tracker", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Standalone \"Lightweight\" Trackers (e.g., Vacation Tracker, Timetastic) ... Why avoid them"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|Timetastic", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Standalone \"Lightweight\" Trackers (e.g., Vacation Tracker, Timetastic)"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|Workday", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Integrated HCM Suites: (e.g., Workday, ADP Workforce Now, Dayforce) that handle payroll, leave, and compliance in a unified data model."}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|ADP Workforce Now", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Integrated HCM Suites: (e.g., Workday, ADP Workforce Now, Dayforce)"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|Dayforce", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Integrated HCM Suites: (e.g., Workday, ADP Workforce Now, Dayforce)"}, {"id": "mai-20260917-1752-baseline|c154-l6|zai-small|AbsenceSoft", "prompt": "c154-l6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Compliance-Specialist Tools: (e.g., AbsenceSoft) specifically built for complex FMLA/ADA cases."}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|Workday", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "aren't ready for the massive, rigid infrastructure of Workday or SAP"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|SAP", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "aren't ready for the massive, rigid infrastructure of Workday or SAP"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|BambooHR", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-Around Option: BambooHR ... widely considered the gold standard for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|Rippling", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for \"Tech-Heavy\" Companies: Rippling ... is likely the strongest choice"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|Deel", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Global/Hiring Remotely: Deel"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|ADP Workforce Now", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mid-market companies, this is usually **ADP Workforce Now** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|Paylocity", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you rely heavily on hourly shift tracking, lean toward **Paylocity** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c154-m1|alibaba-small|Personio", "prompt": "c154-m1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "go with **Deel** or **Personio**"}, {"id": "mai-20260917-1752-baseline|c154-m1|anthropic-small|HROne", "prompt": "c154-m1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HROne", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "These are among the leading absence management platforms in 2026"}, {"id": "mai-20260917-1752-baseline|c154-m1|anthropic-small|Rippling", "prompt": "c154-m1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HROne and Rippling - These are among the leading absence management platforms in 2026"}, {"id": "mai-20260917-1752-baseline|c154-m1|anthropic-small|Sparrow", "prompt": "c154-m1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Sparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sparrow is especially popular with mid-market organizations (69% of its users)"}, {"id": "mai-20260917-1752-baseline|c154-m1|anthropic-small|BambooHR", "prompt": "c154-m1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR fits when mid-market HR teams want HRIS-based leave requests, approvals, and usage reporting"}, {"id": "mai-20260917-1752-baseline|c154-m1|anthropic-small|Namely", "prompt": "c154-m1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Namely targets mid-sized companies (50-1,000 employees) prioritizing user experience and modern design"}, {"id": "mai-20260917-1752-baseline|c154-m1|challenger-small|Rippling", "prompt": "c154-m1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is the best default pick for a mid-market B2B company because it combines leave management with HR and payroll"}, {"id": "mai-20260917-1752-baseline|c154-m1|challenger-small|Keka", "prompt": "c154-m1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keka** is a good mid-market fit if you want automation without unnecessary complexity"}, {"id": "mai-20260917-1752-baseline|c154-m1|challenger-small|HiBob", "prompt": "c154-m1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob** is also a strong mid-market choice"}, {"id": "mai-20260917-1752-baseline|c154-m1|challenger-small|AbsenceSoft", "prompt": "c154-m1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for complex, compliance-heavy leave administration"}, {"id": "mai-20260917-1752-baseline|c154-m1|challenger-small|BambooHR", "prompt": "c154-m1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if you want a broader HR platform with leave management included"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|BambooHR", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is the safest, best-value default — it nails leave tracking, is loved by users"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|HiBob", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're growing beyond that or need global/multi-country depth, graduate to **HiBob**."}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|Paycor", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paycor** — Best if you want leave tied tightly to payroll"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|Paylocity", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Paylocity (its main rival at ~$26–$33) has the better interface; Paycor wins on price."}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|Rippling", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leave management lives on a unified employee graph with HR, IT, and payroll"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|UKG Pro", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**UKG Pro** — Best for hourly-heavy/regulated workforces"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|LeaveBoard", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly rated for governed, approval-traceable balances across multiple leave types"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|Zoho People / Freshteam", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zoho People / Freshteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "good budget-friendly options with PTO tied to HR records"}, {"id": "mai-20260917-1752-baseline|c154-m1|deepseek-small|Vacation Tracker", "prompt": "c154-m1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lightweight Slack/Teams-integrated option"}, {"id": "mai-20260917-1752-baseline|c154-m1|google-small|Rippling HCM", "prompt": "c154-m1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is widely considered a top choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c154-m1|google-small|HiBob (Bob)", "prompt": "c154-m1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HiBob is highly popular among rapidly scaling B2B companies, particularly those with a global footprint."}, {"id": "mai-20260917-1752-baseline|c154-m1|google-small|Tilt", "prompt": "c154-m1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Tilt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Leave Experience\" Platform ... Tilt automates the complex federal and state compliance rules"}, {"id": "mai-20260917-1752-baseline|c154-m1|google-small|Cocoon", "prompt": "c154-m1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Cocoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remains a market-leading software platform"}, {"id": "mai-20260917-1752-baseline|c154-m1|google-small|Vacation Tracker", "prompt": "c154-m1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vacation Tracker keeps everything inside the collaboration tools they are already using"}, {"id": "mai-20260917-1752-baseline|c154-m1|google-small|AttendanceBot", "prompt": "c154-m1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AttendanceBot is a powerful, conversational bot that manages time tracking, shift planning, and leave management"}, {"id": "mai-20260917-1752-baseline|c154-m1|meta-small|Vacation Tracker", "prompt": "c154-m1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vacation Tracker - a simple, Slack and Teams-native PTO tracking tool at a low price."}, {"id": "mai-20260917-1752-baseline|c154-m1|meta-small|HiBob", "prompt": "c154-m1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HiBob - a modern HRIS that includes leave management and is suitable for mid-market organizations."}, {"id": "mai-20260917-1752-baseline|c154-m1|meta-small|Factorial", "prompt": "c154-m1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Factorial - an all-in-one business management platform that includes leave management and is suitable for SMBs."}, {"id": "mai-20260917-1752-baseline|c154-m1|meta-small|BambooHR", "prompt": "c154-m1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BambooHR - a broad HR platform that includes leave management and is suitable for small to mid-sized teams."}, {"id": "mai-20260917-1752-baseline|c154-m1|minimax-small|Namely", "prompt": "c154-m1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Namely**\n- Excellent for mid-market companies prioritizing auditable approvals and API-driven synchronization"}, {"id": "mai-20260917-1752-baseline|c154-m1|minimax-small|BambooHR", "prompt": "c154-m1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good all-in-one HR solution for SMBs and mid-market companies"}, {"id": "mai-20260917-1752-baseline|c154-m1|minimax-small|HiBob", "prompt": "c154-m1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fits mid-market teams well"}, {"id": "mai-20260917-1752-baseline|c154-m1|minimax-small|Leapsome", "prompt": "c154-m1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for growing teams seeking a robust HRIS"}, {"id": "mai-20260917-1752-baseline|c154-m1|minimax-small|Absence.io", "prompt": "c154-m1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Absence.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specifically designed for mid-sized and large companies with global workforces"}, {"id": "mai-20260917-1752-baseline|c154-m1|minimax-small|Rippling", "prompt": "c154-m1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for tech-forward companies"}, {"id": "mai-20260917-1752-baseline|c154-m1|mistral-small|Keka", "prompt": "c154-m1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Keka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A modern HR and payroll solution... It's well-suited for mid-market companies looking for an all-in-one HR suite."}, {"id": "mai-20260917-1752-baseline|c154-m1|mistral-small|HROne", "prompt": "c154-m1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it ideal for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c154-m1|mistral-small|Sparrow", "prompt": "c154-m1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Sparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for high-touch, life-event leave handling"}, {"id": "mai-20260917-1752-baseline|c154-m1|mistral-small|LeaveSource Enterprise", "prompt": "c154-m1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveSource Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A leading solution for comprehensive administration of FMLA, state, and employer policy leaves."}, {"id": "mai-20260917-1752-baseline|c154-m1|mistral-small|Bizneo Time Management", "prompt": "c154-m1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Bizneo Time Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It's scalable and suitable for mid-size businesses."}, {"id": "mai-20260917-1752-baseline|c154-m1|moonshot-small|BambooHR", "prompt": "c154-m1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** — *Best Overall for Mid-Market*"}, {"id": "mai-20260917-1752-baseline|c154-m1|moonshot-small|HiBob (Bob)", "prompt": "c154-m1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiBob** if you're growing quickly and prioritize employee experience"}, {"id": "mai-20260917-1752-baseline|c154-m1|moonshot-small|Namely", "prompt": "c154-m1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Namely** if payroll integration is your top priority"}, {"id": "mai-20260917-1752-baseline|c154-m1|moonshot-small|Zoho People", "prompt": "c154-m1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value for Cost-Conscious Mid-Market"}, {"id": "mai-20260917-1752-baseline|c154-m1|moonshot-small|Deputy", "prompt": "c154-m1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Shift-Based/Operational Teams"}, {"id": "mai-20260917-1752-baseline|c154-m1|openai-small|BambooHR", "prompt": "c154-m1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** if you also need a broader HR system.... **General mid-market HR + leave:** BambooHR"}, {"id": "mai-20260917-1752-baseline|c154-m1|openai-small|Sparrow", "prompt": "c154-m1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Sparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sparrow** if leave management is operationally complex and you want a more specialized solution."}, {"id": "mai-20260917-1752-baseline|c154-m1|openai-small|AbsenceSoft", "prompt": "c154-m1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for more formal leave and accommodation administration"}, {"id": "mai-20260917-1752-baseline|c154-m1|openai-small|Calamari", "prompt": "c154-m1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Calamari** if you want a simpler, user-friendly leave tool with strong reviews."}, {"id": "mai-20260917-1752-baseline|c154-m1|openai-small|HR Partner", "prompt": "c154-m1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "HR Partner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good mid-market-friendly alternatives if you want something lighter-weight"}, {"id": "mai-20260917-1752-baseline|c154-m1|openai-small|LeaveBoard", "prompt": "c154-m1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth considering if you want straightforward absence management with Slack integration"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|Rippling", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling edges out as a top pick for scalable mid-market based on ratings and features."}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|BambooHR", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tailored for small-to-mid companies (25-500 employees). Intuitive leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|Paycor", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market HR/payroll with solid absence management (7.9/10 G2)"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|ADP Workforce Now", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "robust compliance but more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|Vacation Tracker", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable dedicated tools (~$1-5/user/month) if you just need leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|Calamari", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable dedicated tools (~$1-5/user/month) if you just need leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|Day Off", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Forbes top picks): Affordable dedicated tools"}, {"id": "mai-20260917-1752-baseline|c154-m1|xai-small|Workday", "prompt": "c154-m1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Powerful but better for 500+ employees (overkill/expensive for most mid-market)"}, {"id": "mai-20260917-1752-baseline|c154-m1|zai-small|Rippling", "prompt": "c154-m1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Pick: Rippling"}, {"id": "mai-20260917-1752-baseline|c154-m1|zai-small|Calamari", "prompt": "c154-m1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best Value: Calamari"}, {"id": "mai-20260917-1752-baseline|c154-m1|zai-small|Connecteam", "prompt": "c154-m1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The All-in-One: Connecteam"}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|BambooHR", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard for Growth: BambooHR ... this is usually the top choice for the mid-market."}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|Rippling", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Modern/Tech-Heavy Choice: Rippling ... Rippling is superior."}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|Gusto", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Simplist Choice: Gusto ... Gusto is the best entry point."}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|Deel", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Global/Remote Choice: Deel or Oyster"}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|Oyster", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Global/Remote Choice: Deel or Oyster"}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|Deputy", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mixed/Sales (Hourly + Commission): Go with **Deputy** or **UKG**."}, {"id": "mai-20260917-1752-baseline|c154-m2|alibaba-small|UKG", "prompt": "c154-m2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mixed/Sales (Hourly + Commission): Go with **Deputy** or **UKG**."}, {"id": "mai-20260917-1752-baseline|c154-m2|anthropic-small|BambooHR", "prompt": "c154-m2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: BambooHR ... **BambooHR or Vacation Tracker** would be ideal depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c154-m2|anthropic-small|Vacation Tracker", "prompt": "c154-m2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR or Vacation Tracker** would be ideal depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c154-m2|anthropic-small|Gusto", "prompt": "c154-m2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Payroll Integration: Gusto"}, {"id": "mai-20260917-1752-baseline|c154-m2|anthropic-small|Factorial", "prompt": "c154-m2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flexible Customization: Factorial"}, {"id": "mai-20260917-1752-baseline|c154-m2|challenger-small|BambooHR", "prompt": "c154-m2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** if you want the safest \"all-around\" choice"}, {"id": "mai-20260917-1752-baseline|c154-m2|challenger-small|Deputy", "prompt": "c154-m2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deputy** if PTO needs to integrate tightly with shifts, scheduling, and compliance workflows."}, {"id": "mai-20260917-1752-baseline|c154-m2|challenger-small|Buddy Punch", "prompt": "c154-m2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Buddy Punch** if you want PTO plus time clock/payroll-oriented features at a relatively low starting price."}, {"id": "mai-20260917-1752-baseline|c154-m2|challenger-small|Connecteam", "prompt": "c154-m2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** if your team is mobile-first"}, {"id": "mai-20260917-1752-baseline|c154-m2|deepseek-small|BambooHR", "prompt": "c154-m2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is the default pick for mid-sized companies (roughly 50–500 employees)."}, {"id": "mai-20260917-1752-baseline|c154-m2|deepseek-small|Vacation Tracker", "prompt": "c154-m2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your team lives in Slack or Microsoft Teams."}, {"id": "mai-20260917-1752-baseline|c154-m2|deepseek-small|Gusto", "prompt": "c154-m2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're a US company already using it for payroll. PTO tracking is basic but functional"}, {"id": "mai-20260917-1752-baseline|c154-m2|deepseek-small|LeaveBoard", "prompt": "c154-m2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need governed, approval-traceable PTO with multiple leave types and compliance features"}, {"id": "mai-20260917-1752-baseline|c154-m2|deepseek-small|Jibble", "prompt": "c154-m2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid budget-friendly options, especially if you also need time tracking alongside PTO."}, {"id": "mai-20260917-1752-baseline|c154-m2|deepseek-small|AttendanceBot", "prompt": "c154-m2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Solid budget-friendly options, especially if you also need time tracking alongside PTO."}, {"id": "mai-20260917-1752-baseline|c154-m2|google-small|Vacation Tracker", "prompt": "c154-m2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vacation Tracker** (Best Overall for Slack/MS Teams Users)"}, {"id": "mai-20260917-1752-baseline|c154-m2|google-small|Calamari", "prompt": "c154-m2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Calamari** (Best Modular Tool for Global/Hybrid Teams)"}, {"id": "mai-20260917-1752-baseline|c154-m2|google-small|Rippling", "prompt": "c154-m2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is arguably the most powerful platform on the market for growing B2B tech and professional services companies."}, {"id": "mai-20260917-1752-baseline|c154-m2|google-small|HiBob (Bob)", "prompt": "c154-m2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HiBob is highly popular among mid-market B2B companies (100\\u20131,000 employees)"}, {"id": "mai-20260917-1752-baseline|c154-m2|google-small|BambooHR", "prompt": "c154-m2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR is the industry standard for mid-sized businesses looking for a straightforward, easy-to-adopt HRIS."}, {"id": "mai-20260917-1752-baseline|c154-m2|meta-small|Time Off Manager 365", "prompt": "c154-m2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Time Off Manager 365 - Best for Microsoft SMBs, with native integration with Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c154-m2|meta-small|Vacation Tracker", "prompt": "c154-m2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built specifically for small and mid-sized teams, with a simple way to manage paid time off."}, {"id": "mai-20260917-1752-baseline|c154-m2|meta-small|Homebase", "prompt": "c154-m2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small to mid-size businesses with salaried or mixed teams."}, {"id": "mai-20260917-1752-baseline|c154-m2|minimax-small|BambooHR", "prompt": "c154-m2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the top choice"}, {"id": "mai-20260917-1752-baseline|c154-m2|minimax-small|Paycor", "prompt": "c154-m2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for mid-market HR teams"}, {"id": "mai-20260917-1752-baseline|c154-m2|minimax-small|LeaveBoard", "prompt": "c154-m2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LeaveBoard** or **TMetric** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c154-m2|minimax-small|Deputy", "prompt": "c154-m2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you already use it for scheduling"}, {"id": "mai-20260917-1752-baseline|c154-m2|minimax-small|TMetric", "prompt": "c154-m2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "TMetric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LeaveBoard** or **TMetric** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c154-m2|minimax-small|Time Off Manager 365", "prompt": "c154-m2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if your company already uses Microsoft 365 tools, **Time Off Manager 365** would integrate seamlessly"}, {"id": "mai-20260917-1752-baseline|c154-m2|mistral-small|Homebase", "prompt": "c154-m2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** and **Connecteam** are the top choices due to their robust approval workflows and mobile capabilities."}, {"id": "mai-20260917-1752-baseline|c154-m2|mistral-small|Connecteam", "prompt": "c154-m2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** and **Connecteam** are the top choices due to their robust approval workflows and mobile capabilities."}, {"id": "mai-20260917-1752-baseline|c154-m2|mistral-small|Time Off Manager 365", "prompt": "c154-m2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses Microsoft 365, **Time Off Manager 365** is a cost-effective and well-reviewed option."}, {"id": "mai-20260917-1752-baseline|c154-m2|mistral-small|Absence.io", "prompt": "c154-m2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Absence.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absence.io** is also worth considering for its simplicity and HR-focused features."}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|BambooHR", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** — *Best Overall Choice*"}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|Connecteam", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **BambooHR** if you need a full HR platform, or **Connecteam** if you want a focused, mobile-friendly PTO solution"}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|Float", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Float** — *Best for Resource Planning*"}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|Deputy", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy** — *Best if You Need Scheduling Integration*"}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|Jibble", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free (unlimited users) | Very small teams wanting basic tracking"}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|TMetric", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "TMetric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$5.83/user/month | Teams already using time tracking"}, {"id": "mai-20260917-1752-baseline|c154-m2|moonshot-small|actiPLANS", "prompt": "c154-m2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$1.50/user/month | Simple leave management needs"}, {"id": "mai-20260917-1752-baseline|c154-m2|openai-small|Rippling", "prompt": "c154-m2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Rippling** if you want the PTO tracker to live inside a broader HR/IT platform"}, {"id": "mai-20260917-1752-baseline|c154-m2|openai-small|BambooHR", "prompt": "c154-m2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **BambooHR** if your top priority is a clean, easy-to-use HRIS with strong leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m2|openai-small|Gusto", "prompt": "c154-m2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's usually not my first choice for a growing mid-sized B2B company with more complex workflows"}, {"id": "mai-20260917-1752-baseline|c154-m2|xai-small|BambooHR", "prompt": "c154-m2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top PTO tracking tool."}, {"id": "mai-20260917-1752-baseline|c154-m2|xai-small|Vacation Tracker", "prompt": "c154-m2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Slack/Teams-native simplicity, smaller mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c154-m2|xai-small|Paycor", "prompt": "c154-m2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payroll-integrated HCM for mid-market"}, {"id": "mai-20260917-1752-baseline|c154-m2|xai-small|Connecteam", "prompt": "c154-m2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deskless/hybrid B2B teams"}, {"id": "mai-20260917-1752-baseline|c154-m2|zai-small|Paycor", "prompt": "c154-m2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want a dedicated HR platform with integrated payroll:** 👉 **Paycor**"}, {"id": "mai-20260917-1752-baseline|c154-m2|zai-small|Factorial HR", "prompt": "c154-m2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Factorial HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Factorial HR.** Great if you also need onboarding, performance reviews, or expense management"}, {"id": "mai-20260917-1752-baseline|c154-m2|zai-small|Connecteam", "prompt": "c154-m2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Connecteam.** Ideal if your employees work remotely or in the field"}, {"id": "mai-20260917-1752-baseline|c154-m2|zai-small|LeaveBoard", "prompt": "c154-m2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose LeaveBoard.** Strong for regulated environments"}, {"id": "mai-20260917-1752-baseline|c154-m2|zai-small|Homebase", "prompt": "c154-m2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMBs seeking a simple, well‑rated PTO tracker"}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|Vacation Tracker", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vacation Tracker:** Highly rated for its ease of use and multi-level approval workflows."}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|Timetastic", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose a Dedicated Tool (Vacation Tracker/Timetastic)** if you want a quick, easy fix"}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|Calamari", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A favorite for smaller-to-medium businesses wanting powerful custom absence rules without the bloat of an enterprise system."}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|BambooHR", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use BambooHR for hiring and general HR, their leave tool is seamless."}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|Rippling", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Differentiates itself by connecting leave management with IT and payroll."}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|Workday", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "comes with a much higher price tag and implementation complexity compared to tools like Timetastic"}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|Replicon", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specializes in managing complex labor regulations across different countries (global compliance)."}, {"id": "mai-20260917-1752-baseline|c154-m3|alibaba-small|AbsenceSoft", "prompt": "c154-m3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused specifically on complex accrual rules and union agreements."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|AttendanceBot", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AttendanceBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Can be up and running inside Slack or Teams in under 10 minutes."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|BambooHR", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Centralizes employee data with PTO tracking and onboarding tools."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Calamari", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes AttendanceBot, BambooHR, Calamari, Factorial, and Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Factorial", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes AttendanceBot, BambooHR, Calamari, Factorial, and Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Zoho People", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes AttendanceBot, BambooHR, Calamari, Factorial, and Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Timetastic", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "if you are managing a growing business with a need for reporting, payroll prep, and complex policies, this may not be the option for you."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Gusto", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable tools include Timetastic, Gusto, GoCo, Vacation Tracker, and Time Off Manager 365."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|GoCo", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Is the best leave management platform for compliance."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Vacation Tracker", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable tools include Timetastic, Gusto, GoCo, Vacation Tracker, and Time Off Manager 365."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|Time Off Manager 365", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Time Off Manager 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stands out in 2026 with AI-powered leave forecasting, deep Microsoft 365 integration, and affordable pricing for growing businesses."}, {"id": "mai-20260917-1752-baseline|c154-m3|anthropic-small|TeamSense", "prompt": "c154-m3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "TeamSense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "A text-based absence management system that simplifies leave tracking with real-time notifications"}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Vacation Tracker", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "often ranked best for dedicated leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Timetastic", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses on easy leave requests and team calendars rather than a full HR system."}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|BambooHR", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMBs needing an HRIS with leave built in"}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Rippling", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leave management is integrated into a wider automation-heavy workforce platform."}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Deel HR", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Designed for managing leave across countries and entities"}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|AbsenceSoft", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built for FMLA, ADA, state leave, and other compliance-intensive absence cases."}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|GoCo", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Positioned as a compliance-focused leave management option rather than a pure tracker."}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Gusto", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leave is bundled with payroll and core HR"}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Factorial", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines absence management with broader HR features and customizable workflows."}, {"id": "mai-20260917-1752-baseline|c154-m3|challenger-small|Workday", "prompt": "c154-m3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise HCM platform where leave is part of a larger human capital system."}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Timetastic", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small teams (<50) that want the simplest, fastest way to manage leave ... Timetastic or LeaveBoard"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Vacation Tracker", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote team living in Slack/Teams | Vacation Tracker"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|LeaveBoard", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Team < 50, just need PTO tracking, low budget | Timetastic or LeaveBoard"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Calamari", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EU company with strict labor rules | Calamari"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Factorial", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Factorial (scrutinize per-user cost vs. alternatives)"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|BambooHR", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market, want clean UX plus HR features | BambooHR"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Zoho People", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leave management is a module within a broader HR suite"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Workday", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Global enterprise with multi-country compliance | Workday or Replicon"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|Replicon", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong on global regulatory compliance (FMLA, ADA, etc.)"}, {"id": "mai-20260917-1752-baseline|c154-m3|deepseek-small|SAP SuccessFactors", "prompt": "c154-m3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large enterprises using SAP ecosystem | Enterprise quote"}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|Vacation Tracker", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just want simple leave tracking** without paying for a bloated HR suite, get **Vacation Tracker** (best for Slack/Teams)"}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|Timetastic", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "get **Vacation Tracker** (best for Slack/Teams) or **Timetastic** (best web-based UI)"}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|Flamingo", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Flamingo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A minimalist, flat-rate tool built specifically for Slack-first startups."}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|BambooHR", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "go with **Rippling** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|Rippling", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are scaling fast** ... go with **Rippling** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|Deel", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have employees in multiple countries** and need legal guardrails, choose **Deel**"}, {"id": "mai-20260917-1752-baseline|c154-m3|google-small|Gusto", "prompt": "c154-m3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you run a US-based small business** and want paychecks to reflect PTO instantly, stick to **Gusto**"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Justworks", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Justworks, Factorial, Vacation Tracker, Connecteam, Homebase, BambooHR, Deel HR, Buddy Punch, TalentHR, and Leave Dates."}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Factorial", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Justworks, Factorial, Vacation Tracker..."}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Vacation Tracker", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Vacation Tracker is best for small teams that want leave approvals and calendar visibility without heavy admin work"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Connecteam", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include ... Connecteam, Homebase, BambooHR"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Homebase", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include ... Homebase, BambooHR, Deel HR"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|BambooHR", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include ... BambooHR, Deel HR, Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Deel HR", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel HR, Buddy Punch, TalentHR, and Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Buddy Punch", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Buddy Punch, TalentHR, and Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|TalentHR", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "TalentHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TalentHR, and Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Leave Dates", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "TalentHR, and Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-m3|meta-small|Gusto", "prompt": "c154-m3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Gusto is best for HR teams that want leave requests routed and reconciled through payroll-linked, accrual-aware records"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|BambooHR", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BambooHR**\n- Best for comprehensive HR management with leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Personio", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Personio**\n- Best for companies needing comprehensive HR management"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Paycom", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Editor's choice with 4.6/5 rating"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Calamari", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Calamari** | Custom absence rules | $2.50/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Vacation Tracker", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Vacation Tracker** | Multi-level approvals | $1/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Replicon", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Replicon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Replicon** | Global labor compliance | $6/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|LeaveBoard", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **LeaveBoard** | Budget-friendly | Free or $1.35/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Timetastic", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Timetastic** | PTO tracking | $1.50/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Leave Dates", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Leave Dates** | Visual charts | $1.40/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Factorial", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Factorial** | Tech startups | From $8/user |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Deel HR", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Deel HR** | Multi-country management | Custom pricing |"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Connecteam", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mobile apps: Factorial, Connecteam excel here"}, {"id": "mai-20260917-1752-baseline|c154-m3|minimax-small|Day Off", "prompt": "c154-m3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Small teams: Day Off, Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leads the market with a significant share, especially in large organizations."}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Workday HCM", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprise-level companies seeking an integrated HR solution."}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|ADP Workforce Now", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Global companies needing to consolidate payroll and leave management."}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|BambooHR", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BambooHR offers a user-friendly interface, customizable leave policies"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Rippling", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling integrates leave management with payroll, IT, and benefits in a single platform."}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Leapsome", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leapsome combines leave tracking with performance management"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Zenefits", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zenefits offers a self-service portal for leave requests"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|LeaveBoard", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LeaveBoard offers leave tracking, absence management, and reporting"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Calamari", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often praised for ease of use and specific features like PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Vacation Tracker", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "often praised for ease of use and specific features like PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Timetastic", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "often praised for ease of use and specific features like PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|Day Off", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "often praised for ease of use and specific features like PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|actiPLANS", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "often praised for ease of use and specific features like PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|mistral-small|PurelyHR", "prompt": "c154-m3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "PurelyHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "often praised for ease of use and specific features like PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Vacation Tracker", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under 20 people using Slack/Teams? Start with **Vacation Tracker** or **Timetastic**."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Timetastic", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Vacation Tracker** or **Timetastic**."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Calamari", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**European-only team?** **Absence.io** or **Calamari** are strong, compliant choices."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Leave Dates", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vacation Tracker, Timetastic, Calamari, Leave Dates, Day Off"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Day Off", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vacation Tracker, Timetastic, Calamari, Leave Dates, Day Off"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|BambooHR", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "50+ employees and growing fast? Look at **BambooHR** or **Factorial** for the integrated HR suite."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Rippling", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BambooHR, Rippling, Deel, Justworks, Factorial, HiBob"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Deel", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Distributed across borders? Use **Deel** or **Remote**."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Justworks", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BambooHR, Rippling, Deel, Justworks, Factorial, HiBob"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Factorial", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at **BambooHR** or **Factorial** for the integrated HR suite."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|HiBob", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "BambooHR, Rippling, Deel, Justworks, Factorial, HiBob"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|AbsenceSoft", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Complex US compliance (FMLA/ADA)? You likely need **AbsenceSoft**, not a generic tool."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Absence.io", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Absence.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**European-only team?** **Absence.io** or **Calamari** are strong, compliant choices."}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Connecteam", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for: Deskless, hourly, or shift-based workforces"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Homebase", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Connecteam / Homebase / Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Buddy Punch", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Connecteam / Homebase / Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c154-m3|moonshot-small|Remote", "prompt": "c154-m3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Distributed across borders? Use **Deel** or **Remote**."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|Sparrow", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Sparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **U.S. leave compliance**, start with **Sparrow** or **AbsenceSoft**."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|AbsenceSoft", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Sparrow** or **AbsenceSoft**"}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|Activ People HR", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Activ People HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Activ People HR** is UK-based."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|Rippling", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want leave as part of a **full HR/payroll stack**, consider **Rippling**"}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|HROne", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SMBs**: Keka, BambooHR, HROne. These balance usability with more automation."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|Keka", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Rippling**, **BambooHR**, **Keka**, or **greytHR**"}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|greytHR", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "greytHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**greytHR** is geared toward India and Middle East compliance needs."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|BambooHR", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Popular HRIS with **simple leave tracking** inside a broader HR platform."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|LeaveBoard", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you mainly need **simple PTO scheduling**, look at **LeaveBoard**, **Leave Dates**, or **Pause**."}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|Leave Dates", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Leave Dates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look at **LeaveBoard**, **Leave Dates**, or **Pause**"}, {"id": "mai-20260917-1752-baseline|c154-m3|openai-small|Pause", "prompt": "c154-m3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Pause", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look at **LeaveBoard**, **Leave Dates**, or **Pause**"}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Vacation Tracker", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vacation Tracker** - Top dedicated tracker (often #1 for SMBs)."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Calamari", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Calamari** - Strong policy customization."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Timetastic", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small/simple? Vacation Tracker/Timetastic."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|BambooHR", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** - Best HR suite for mid-size (50-500 employees)."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Factorial", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing HR? BambooHR/Factorial."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Rippling", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one for tech/SMBs with IT/payroll"}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Deel", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global/complex? Deel/Rippling."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|HRLocker", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "HRLocker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HRLocker** / **Absence.io** - SMB-focused with good workflows."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Absence.io", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Absence.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**HRLocker** / **Absence.io** - SMB-focused with good workflows."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Workday", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Overkill/expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Justworks", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Justworks** / **Connecteam** - PEO/mobile for deskless."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Connecteam", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Justworks** / **Connecteam** - PEO/mobile for deskless."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|Day Off", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Many free trials/tiers (e.g., Day Off, LeaveBoard free plans)."}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|LeaveBoard", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "e.g., Day Off, LeaveBoard free plans"}, {"id": "mai-20260917-1752-baseline|c154-m3|xai-small|AbsenceSoft", "prompt": "c154-m3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "US compliance? Add-ons like AbsenceSoft."}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Vacation Tracker", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Vacation Tracker** | Small teams; Slack & Teams integration"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Day Off", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Day Off** | Very small teams; free plan"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|LeaveBoard", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**LeaveBoard** | Cost-conscious teams; visual reporting"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Calamari", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Calamari** | Custom leave policies; mid-market"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Timetastic", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Timetastic** | PTO tracking; straightforward requests"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Buddy Punch", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Buddy Punch** | SMBs; time tracking + PTO"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|BambooHR", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BambooHR** | Mid-market; easy HRIS + leave"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Rippling", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rippling** | Teams wanting unified HR, payroll, IT"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Deel HR", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Deel HR** | Global teams; multi-country leave"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Justworks", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Justworks** | SMBs needing strong support"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Factorial", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Factorial** | Modern HR teams; mobile-first"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Homebase", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Homebase** | Small businesses; team communication"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Connecteam", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Connecteam** | Mobile-first operations teams"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Cocoon", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Cocoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Cocoon** | Compliance-heavy organizations"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|AbsenceSoft", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**AbsenceSoft** | Complex statutory leave (FMLA, ADA, state programs)"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|JJ Keller Leave Manager", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "JJ Keller Leave Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**JJ Keller Leave Manager** | FMLA and state leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Workday", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Workday** | Enterprise-scale HR"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|SAP SuccessFactors", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**SAP SuccessFactors** | Large enterprises with SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c154-m3|zai-small|Leave Dates", "prompt": "c154-m3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Visual reporting & charts** | LeaveBoard, Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-m4|alibaba-small|LeaveBoard", "prompt": "c154-m4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **LeaveBoard**. It allows you to manage leave professionally at zero cost while your company is small."}, {"id": "mai-20260917-1752-baseline|c154-m4|alibaba-small|Connecteam", "prompt": "c154-m4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative Free Option:** **Connecteam** offers a free plan for up to 10 users."}, {"id": "mai-20260917-1752-baseline|c154-m4|alibaba-small|Pause", "prompt": "c154-m4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Pause", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Winner: Pause** ... Once you exceed 10 employees, evaluate **Pause** for simplicity"}, {"id": "mai-20260917-1752-baseline|c154-m4|alibaba-small|TimeOff.Management", "prompt": "c154-m4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TimeOff.Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Runner Up:** **TimeOff.Management** offers paid plans starting around $1/user/month"}, {"id": "mai-20260917-1752-baseline|c154-m4|alibaba-small|TracefyHR", "prompt": "c154-m4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TracefyHR** if you realize you need other HR functions to justify the flat fee"}, {"id": "mai-20260917-1752-baseline|c154-m4|alibaba-small|Vacation Tracker", "prompt": "c154-m4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Use Slack daily** | **Vacation Tracker** | Starts low; check add-on tiers"}, {"id": "mai-20260917-1752-baseline|c154-m4|anthropic-small|Timetastic", "prompt": "c154-m4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "With a price point of approximately $1.30 per user, Timetastic is lauded for its cost-effectiveness"}, {"id": "mai-20260917-1752-baseline|c154-m4|anthropic-small|Zoho People", "prompt": "c154-m4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very popular among SMBs worldwide as an affordable leave management system"}, {"id": "mai-20260917-1752-baseline|c154-m4|anthropic-small|OrangeHRM", "prompt": "c154-m4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for companies wanting budget-friendly but highly customizable HR solutions"}, {"id": "mai-20260917-1752-baseline|c154-m4|anthropic-small|Pause", "prompt": "c154-m4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Pause", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Startups often choose Pause because it is straightforward and affordable."}, {"id": "mai-20260917-1752-baseline|c154-m4|anthropic-small|Leave Dates", "prompt": "c154-m4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Leave Dates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For small businesses wanting a budget-friendly tool, Leave Dates is a good fit."}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|LeaveBoard", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaveBoard** is the safest recommendation for a small company that needs a low-cost, straightforward system"}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|Day Off", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LeaveBoard** or **Day Off**[4][13]"}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|actiPLANS", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free tier for tiny teams | **actiPLANS**"}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|Timetastic", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A simple paid tracker with strong small-business fit | **Timetastic**"}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|Leave Dates", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "are the most budget-friendly picks for small teams"}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|Vacation Tracker", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Slack/Teams-native leave handling | **Vacation Tracker**"}, {"id": "mai-20260917-1752-baseline|c154-m4|challenger-small|AttendanceBot", "prompt": "c154-m4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Slack/Teams-native leave handling | **Vacation Tracker** or **AttendanceBot**"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|actiPLANS", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-conscious small companies, **actiPLANS** or **Connecteam** tend to be the best balance of free/cheap pricing and genuinely useful features."}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|Connecteam", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**actiPLANS** or **Connecteam** tend to be the best balance of free/cheap pricing and genuinely useful features"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|LeaveBoard", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. LeaveBoard** — Solid free tier"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|Zoho People", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable all-rounders - These are frequently recommended for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|AttendanceBot", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AttendanceBot works through Slack and scales pricing with team size"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|Calamari", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable all-rounders"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|Jibble", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Jibble** — free forever for unlimited team sizes"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|OfficeTimer", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "OfficeTimer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**OfficeTimer** — free forever for unlimited teams (modular)"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|Vacation Tracker", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "free plan was discontinued June 2026, so verify current status"}, {"id": "mai-20260917-1752-baseline|c154-m4|deepseek-small|Gusto", "prompt": "c154-m4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Budget slightly more—tools like Gusto bundle leave with payroll (starting around $349–509/month for 50 employees), so weigh whether that's worth it."}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|Jibble", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Jibble** (free for unlimited users) or **Connecteam** (free for up to 10 users)."}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|OfficeTimer", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "OfficeTimer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OfficeTimer provides free leave tracking and timesheets for unlimited users."}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|LeaveBoard", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **LeaveBoard**. It's 100% free, fully featured, and scales cheaply"}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|Connecteam", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Free for up to 10 users**. It is built specifically for deskless or shift-based workforces."}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|Vacation Tracker", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "\"We use Slack or MS Teams and have a tight budget...\" Choose **Vacation Tracker**."}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|AttendanceBot", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AttendanceBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Free for up to 5 users**. This bot lives entirely inside Slack or MS Teams."}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|Timetastic", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Timetastic does one thing perfectly: visual leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-m4|google-small|TracefyHR", "prompt": "c154-m4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **TracefyHR** to take advantage of their $49/month flat fee."}, {"id": "mai-20260917-1752-baseline|c154-m4|meta-small|Timetastic", "prompt": "c154-m4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a dedicated leave tracker such as Timetastic, LeaveBoard, or Vacation Tracker"}, {"id": "mai-20260917-1752-baseline|c154-m4|meta-small|LeaveBoard", "prompt": "c154-m4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Timetastic, LeaveBoard, or Vacation Tracker. These options are affordable"}, {"id": "mai-20260917-1752-baseline|c154-m4|meta-small|Vacation Tracker", "prompt": "c154-m4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Timetastic, LeaveBoard, or Vacation Tracker. These options are affordable"}, {"id": "mai-20260917-1752-baseline|c154-m4|meta-small|TracefyHR", "prompt": "c154-m4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams that want leave, attendance, and payroll under one flat fee, TracefyHR is a good option."}, {"id": "mai-20260917-1752-baseline|c154-m4|minimax-small|LeaveBoard", "prompt": "c154-m4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **company with a limited budget**, I'd recommend starting with **LeaveBoard**"}, {"id": "mai-20260917-1752-baseline|c154-m4|minimax-small|Timetastic", "prompt": "c154-m4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need something even simpler, **Timetastic** offers a straightforward experience at $1.50/user/month"}, {"id": "mai-20260917-1752-baseline|c154-m4|minimax-small|Day Off", "prompt": "c154-m4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple, no-frills leave management specifically designed for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c154-m4|minimax-small|Vacation Tracker", "prompt": "c154-m4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Slack Users ... integrates directly for leave requests and approvals"}, {"id": "mai-20260917-1752-baseline|c154-m4|minimax-small|actiPLANS", "prompt": "c154-m4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flexible Option ... From ~$1.20/user/month (annual billing)"}, {"id": "mai-20260917-1752-baseline|c154-m4|mistral-small|Timetastic", "prompt": "c154-m4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended as the best dedicated leave tracker for small businesses and professionals, with affordable pricing."}, {"id": "mai-20260917-1752-baseline|c154-m4|mistral-small|LeaveBoard", "prompt": "c154-m4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good, cheap standalone tracker, typically costing between $1.35 to $4 per user per month."}, {"id": "mai-20260917-1752-baseline|c154-m4|mistral-small|Day Off", "prompt": "c154-m4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also mentioned as solid, budget-friendly options for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c154-m4|mistral-small|actiPLANS", "prompt": "c154-m4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also mentioned as solid, budget-friendly options for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c154-m4|mistral-small|Vacation Tracker", "prompt": "c154-m4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if your team uses Slack, as it integrates directly with that platform and is low-cost."}, {"id": "mai-20260917-1752-baseline|c154-m4|mistral-small|TracefyHR", "prompt": "c154-m4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "is another option with a flat fee structure"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|Staff Leave", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Staff Leave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets:** Start with **Staff Leave** (completely free)"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|EzNxT", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "EzNxT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **EzNxT/Connecteam** if you have 10 or fewer employees"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|Connecteam", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **EzNxT/Connecteam** if you have 10 or fewer employees"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|Vacation Tracker", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For growing teams:** **Vacation Tracker** offers the best value at $2-4/user/month with robust features."}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|LeaveBoard", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recommended by Forbes Advisor for smaller businesses - Barebones but functional"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|Day Off", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recommended by Forbes Advisor for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|actiPLANS", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Recommended by Forbes Advisor for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c154-m4|moonshot-small|PlanMyLeave", "prompt": "c154-m4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "PlanMyLeave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "60-day free trial - Free setup and training included"}, {"id": "mai-20260917-1752-baseline|c154-m4|openai-small|absentify", "prompt": "c154-m4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "absentify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **absentify** if your company already uses Microsoft 365/Teams"}, {"id": "mai-20260917-1752-baseline|c154-m4|openai-small|Vacation Tracker", "prompt": "c154-m4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vacation Tracker** is also a strong budget option, starting at **$2 per user/month**"}, {"id": "mai-20260917-1752-baseline|c154-m4|openai-small|PurelyHR", "prompt": "c154-m4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "PurelyHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**PurelyHR** start higher at **$25/month** for time-off management, so they're usually better for teams with a bigger budget"}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|LeaveBoard", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaveBoard** (Best Overall for Budget/Free Small Teams)"}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|Absenca", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Absenca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absenca** (Best Free for Slightly Larger Teams)"}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|Day Off", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Day Off** (Great Free Alternative for Tiny Teams)"}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|Vacation Tracker", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Minimums make it pricier for <25 users; free plan now trial-like."}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|actiPLANS", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**actiPLANS** (Solid Scalable Free Option)"}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|BambooHR", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid full HR like BambooHR/Gusto ($6+/user or flat fees) unless you need payroll too."}, {"id": "mai-20260917-1752-baseline|c154-m4|xai-small|Gusto", "prompt": "c154-m4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid full HR like BambooHR/Gusto ($6+/user or flat fees) unless you need payroll too."}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Day Off", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute lowest cost** | Vacation Tracker ($2/user) or Day Off (free up to 10)"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|LeaveBoard", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Slack/Teams integration** | Vacation Tracker or LeaveBoard"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Vacation Tracker", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Absolute lowest cost** | Vacation Tracker ($2/user) or Day Off (free up to 10)"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Timetastic", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Timetastic** | ~$1.35/user/month | Simple, clean interface"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Calamari", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Calamari** | ~$50/month (for 25 employees) | European focus, compliance features"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|TracefyHR", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**All-in-one (leave + payroll)** | TracefyHR ($49 flat) or Factorial ($8+/user)"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Factorial", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TracefyHR ($49 flat) or Factorial ($8+/user)"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Connecteam", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mobile-first for shift workers** | Connecteam (free for <10, then $29)"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|Buddy Punch", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Simple PTO + punch clock** | Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c154-m4|zai-small|OnTheClock", "prompt": "c154-m4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "OnTheClock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**OnTheClock** | $5/month + $4/user/month | Basic PTO + payroll-ready timesheets"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|BambooHR", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mid-market all-in-one | Great UX, strong integrations, solid compliance"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|Rippling", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong global compliance, deep integrations"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|UKG Pro", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More robust, but heavier implementation"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|Namely", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-sized (50–1,000) | Excellent user experience"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|Factorial", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-sensitive mid-market | Good value, solid features"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|Five", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lighter, cheaper, but fewer features"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|Timetastic", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Timetastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lighter, cheaper, but fewer features"}, {"id": "mai-20260917-1752-baseline|c154-m5|deepseek-small|Vacation Tracker", "prompt": "c154-m5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lighter, cheaper, but fewer features"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|BambooHR", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "standard HRIS extensions or dedicated PTO trackers (e.g., BambooHR, Rippling, HiBob, or Vacation Tracker) will suffice"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|Rippling", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "dedicated PTO trackers (e.g., BambooHR, Rippling, HiBob, or Vacation Tracker) will suffice"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|HiBob", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "dedicated PTO trackers (e.g., BambooHR, Rippling, HiBob, or Vacation Tracker) will suffice"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|Vacation Tracker", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dedicated PTO trackers (e.g., BambooHR, Rippling, HiBob, or Vacation Tracker) will suffice"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|Cocoon", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Cocoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you need a specialized, compliance-first LOA platform (e.g., Cocoon, AbsenceSoft, Tilt, or Sparrow)"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|AbsenceSoft", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compliance-first LOA platform (e.g., Cocoon, AbsenceSoft, Tilt, or Sparrow)"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|Tilt", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Tilt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compliance-first LOA platform (e.g., Cocoon, AbsenceSoft, Tilt, or Sparrow)"}, {"id": "mai-20260917-1752-baseline|c154-m5|google-small|Sparrow", "prompt": "c154-m5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Sparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compliance-first LOA platform (e.g., Cocoon, AbsenceSoft, Tilt, or Sparrow)"}, {"id": "mai-20260917-1752-baseline|c154-m5|meta-small|AbsenceSoft", "prompt": "c154-m5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular leave management software options for mid-sized to large companies include AbsenceSoft, Zoho People, and Workday."}, {"id": "mai-20260917-1752-baseline|c154-m5|meta-small|Zoho People", "prompt": "c154-m5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options for mid-sized to large companies include AbsenceSoft, Zoho People, and Workday"}, {"id": "mai-20260917-1752-baseline|c154-m5|meta-small|Workday", "prompt": "c154-m5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options for mid-sized to large companies include AbsenceSoft, Zoho People, and Workday"}, {"id": "mai-20260917-1752-baseline|c154-m5|minimax-small|Workday", "prompt": "c154-m5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Workday**, **BambooHR**, **UKG Ready**, **Deputy**, or **Time Off Manager 365** are commonly considered"}, {"id": "mai-20260917-1752-baseline|c154-m5|minimax-small|BambooHR", "prompt": "c154-m5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Workday**, **BambooHR**, **UKG Ready**, **Deputy**, or **Time Off Manager 365** are commonly considered"}, {"id": "mai-20260917-1752-baseline|c154-m5|minimax-small|UKG Ready", "prompt": "c154-m5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Workday**, **BambooHR**, **UKG Ready**, **Deputy**, or **Time Off Manager 365** are commonly considered"}, {"id": "mai-20260917-1752-baseline|c154-m5|minimax-small|Deputy", "prompt": "c154-m5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Workday**, **BambooHR**, **UKG Ready**, **Deputy**, or **Time Off Manager 365** are commonly considered"}, {"id": "mai-20260917-1752-baseline|c154-m5|minimax-small|Time Off Manager 365", "prompt": "c154-m5", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Time Off Manager 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like **Workday**, **BambooHR**, **UKG Ready**, **Deputy**, or **Time Off Manager 365** are commonly considered"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|TimeOffManager", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "TimeOffManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Include one dedicated leave tool (e.g., **TimeOffManager**, ** absence.io**)"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|absence.io", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "absence.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Include one dedicated leave tool (e.g., **TimeOffManager**, ** absence.io**)"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|HiBob", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "one HRIS with strong leave (e.g., **HiBob**, **BambooHR**, **Sapling/CharlieHR**)"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|BambooHR", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "one HRIS with strong leave (e.g., **HiBob**, **BambooHR**, **Sapling/CharlieHR**)"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|Sapling/CharlieHR", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Sapling/CharlieHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "one HRIS with strong leave (e.g., **HiBob**, **BambooHR**, **Sapling/CharlieHR**)"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|Workday", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "one enterprise option (e.g., **Workday**, **SAP SuccessFactors**) if your growth trajectory demands it"}, {"id": "mai-20260917-1752-baseline|c154-m5|moonshot-small|SAP SuccessFactors", "prompt": "c154-m5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "one enterprise option (e.g., **Workday**, **SAP SuccessFactors**)"}, {"id": "mai-20260917-1752-baseline|c154-m5|xai-small|BambooHR", "prompt": "c154-m5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for 500-employee firms: BambooHR, Rippling, UKG, Calamari, Vacation Tracker, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m5|xai-small|Rippling", "prompt": "c154-m5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular for 500-employee firms: BambooHR, Rippling, UKG, Calamari, Vacation Tracker, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m5|xai-small|UKG", "prompt": "c154-m5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular for 500-employee firms: BambooHR, Rippling, UKG, Calamari, Vacation Tracker, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m5|xai-small|Calamari", "prompt": "c154-m5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular for 500-employee firms: BambooHR, Rippling, UKG, Calamari, Vacation Tracker, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m5|xai-small|Vacation Tracker", "prompt": "c154-m5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for 500-employee firms: BambooHR, Rippling, UKG, Calamari, Vacation Tracker, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m5|xai-small|Zoho People", "prompt": "c154-m5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular for 500-employee firms: BambooHR, Rippling, UKG, Calamari, Vacation Tracker, Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-m6|alibaba-small|Employee Leave Management India", "prompt": "c154-m6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Employee Leave Management India", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid** for India-based teams."}, {"id": "mai-20260917-1752-baseline|c154-m6|alibaba-small|Zoho People", "prompt": "c154-m6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict:** **Be Cautious.**"}, {"id": "mai-20260917-1752-baseline|c154-m6|alibaba-small|Rippling", "prompt": "c154-m6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** **Use with Caution for Large Teams.**"}, {"id": "mai-20260917-1752-baseline|c154-m6|alibaba-small|AbsenceSoft", "prompt": "c154-m6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** **Check Integrations Carefully.**"}, {"id": "mai-20260917-1752-baseline|c154-m6|anthropic-small|Matrix Absence Management", "prompt": "c154-m6", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Matrix Absence Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "## Tools to Avoid\n\n**Matrix Absence Management** - This company has received complaints about delayed payments"}, {"id": "mai-20260917-1752-baseline|c154-m6|anthropic-small|Timetastic", "prompt": "c154-m6", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Timetastic may not be suitable for larger companies or those with complex leave policies due to lack of advanced features"}, {"id": "mai-20260917-1752-baseline|c154-m6|anthropic-small|Factorial", "prompt": "c154-m6", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Factorial's deeper features can feel unpolished compared to more established tools"}, {"id": "mai-20260917-1752-baseline|c154-m6|anthropic-small|PlanMyLeave", "prompt": "c154-m6", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "PlanMyLeave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some reviewers note occasional reliability issues, particularly with calendar integrations or scaled usage"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|Rippling (leave/PTO module)", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling (leave/PTO module)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple reviews strongly caution against it for **non-US / India-based teams**"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|AbsenceSoft", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report challenges with **HR system integrations**... **Missing features**... steep learning curve"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|Vacation Tracker", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recurring complaints about **limited leave types and period customization**... **Inaccurate tracking**"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|UKG Ready", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often described as **costly and complex to implement** — \"overkill\" for simpler needs"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|Workday", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very expensive and complex; **not suitable or cost-effective for smaller/medium organizations**"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|Access PeopleHR", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Access PeopleHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Calendar sharing reveals the reasons for absence**, compromising confidentiality"}, {"id": "mai-20260917-1752-baseline|c154-m6|deepseek-small|BambooHR", "prompt": "c154-m6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small team, simple PTO → a lightweight tool like **BambooHR** is usually fine."}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Workday", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "their leave and absence management modules are notoriously \"clunky\" and complex"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|ADP", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "setting up custom, multi-state leave policies in ADP or Workday requires costly implementation partners or endless \"workarounds\""}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Unum", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Unum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"All-in-One\" Insurance/Carrier Portals (e.g., Unum, Lincoln Financial) ... Why Be Cautious"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Lincoln Financial", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Lincoln Financial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "when an insurance company attempts to build and run leave software, the technology is often an afterthought"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Cocoon", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Cocoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "utilizing specialized, modern software (like Cocoon, Tilt, or AbsenceSoft) to manage the actual employee experience"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Tilt", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Tilt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look into specialized leave management systems (like AbsenceSoft, Cocoon, or Tilt)"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|AbsenceSoft", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look into specialized leave management systems (like AbsenceSoft, Cocoon, or Tilt) rather than relying strictly on legacy carrier systems"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Excel", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Spreadsheets & Manual Tracking (Excel / Google Sheets) ... Why Avoid: Spreadsheets simply do not scale."}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Google Sheets", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Spreadsheets & Manual Tracking (Excel / Google Sheets) ... lack a proper audit trail"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|MS Access", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "MS Access", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "In-House/DIY Custom Databases (e.g., MS Access, PowerApps built without an expert) ... Why Avoid"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|PowerApps", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "PowerApps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "DIY databases often lack the necessary security protocols required to handle highly sensitive medical information"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|BambooHR", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look for lightweight but robust modern HRIS systems that include highly rated PTO management (such as BambooHR or Gusto)"}, {"id": "mai-20260917-1752-baseline|c154-m6|google-small|Gusto", "prompt": "c154-m6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "such as BambooHR or Gusto"}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|BambooHR", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is noted for having limited deep legal compliance tools... may not be robust enough"}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|Manual Tools (Spreadsheets, Email, Calendars)", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Manual Tools (Spreadsheets, Email, Calendars)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "They are generally not recommended for professional leave management."}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|AbsenceSoft", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dedicated leave management systems (e.g., AbsenceSoft, Leapsome, Rippling, Workday HCM, ADP Workforce Now) that offer robust compliance tools"}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|Leapsome", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated leave management systems (e.g., AbsenceSoft, Leapsome, Rippling, Workday HCM, ADP Workforce Now)"}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|Rippling", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dedicated leave management systems (e.g., AbsenceSoft, Leapsome, Rippling, Workday HCM, ADP Workforce Now)"}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|Workday HCM", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dedicated leave management systems (e.g., AbsenceSoft, Leapsome, Rippling, Workday HCM, ADP Workforce Now)"}, {"id": "mai-20260917-1752-baseline|c154-m6|mistral-small|ADP Workforce Now", "prompt": "c154-m6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dedicated leave management systems (e.g., AbsenceSoft, Leapsome, Rippling, Workday HCM, ADP Workforce Now)"}, {"id": "mai-20260917-1752-baseline|c154-m6|moonshot-small|Spreadsheets & Manual Systems", "prompt": "c154-m6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Spreadsheets & Manual Systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Error-prone, no audit trails, compliance risks, and inability to track real-time balances"}, {"id": "mai-20260917-1752-baseline|c154-m6|moonshot-small|BambooHR", "prompt": "c154-m6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic HR Platforms with Weak Leave Modules ... Tools like **BambooHR** receive consistent complaints about: **Limited customization**"}, {"id": "mai-20260917-1752-baseline|c154-m6|openai-small|Rippling", "prompt": "c154-m6", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one recent G2 review of Rippling warns it is “built entirely for the US market,” which can make it a poor fit for India-based teams"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|BambooHR", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Prioritize highly rated alternatives: Leapsome, BambooHR (simple for SMBs), TimeOff.Management, or Rippling score well"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|UKG Ready", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"costly and complex to implement,\" with a potentially dated interface. May be overkill (and error-prone during setup)"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|ADP Workforce Now", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dated UI compared to modern tools... draws flak for less robust standalone leave features."}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|Workday", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most popular ones like BambooHR, UKG Ready, ADP Workforce Now, Workday, or Rippling generally receive positive overall ratings"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|Rippling", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leapsome, BambooHR (simple for SMBs), TimeOff.Management, or Rippling score well (4.5+ on G2/Capterra)"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|MetLife", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "MetLife", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Frequently criticized for poor customer service, claim delays, payment errors, and mishandling of FMLA/medical leaves."}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|The Standard", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "The Standard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Reports of \"numerous mistakes\" in payments, dates, and claims processing leading to switches to alternatives"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|Hartford", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Hartford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "leading to switches to alternatives like Hartford"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|Replicon (now Deltek Replicon)", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Replicon (now Deltek Replicon)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Steep learning curve, non-intuitive interface, reporting bugs, limited customization... overwhelming for smaller teams, complex to set up, and glitchy"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|Leapsome", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize highly rated alternatives: Leapsome, BambooHR (simple for SMBs), TimeOff.Management, or Rippling score well"}, {"id": "mai-20260917-1752-baseline|c154-m6|xai-small|TimeOff.Management", "prompt": "c154-m6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "TimeOff.Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Leapsome, BambooHR (simple for SMBs), TimeOff.Management, or Rippling score well (4.5+ on G2/Capterra)"}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Timetastic", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**A free/easy fix for <10 staff** | **Timetastic**"}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Timebook", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timebook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Integrations with Slack/Teams** | **Timebook**"}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Vacancy (vacancy.io)", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacancy (vacancy.io)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Extremely simple design. It is best used as a \"Shared Calendar\" replacement rather than a complex policy tracker."}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Gusto (US-Based)", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Gusto (US-Based)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payroll integration (USA)** | **Gusto**"}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|BambooHR", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The gold standard for SMBs... **Full HR administration** | **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Trello", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons:** Manual tracking ... no automated accrual calculation."}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Asana", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cons:** Manual tracking ... no automated accrual calculation."}, {"id": "mai-20260917-1752-baseline|c154-s1|alibaba-small|Monday.com", "prompt": "c154-s1", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cons:** Manual tracking ... no automated accrual calculation."}, {"id": "mai-20260917-1752-baseline|c154-s1|anthropic-small|PurelyHR", "prompt": "c154-s1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "PurelyHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PurelyHR is highlighted as the best leave management software for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s1|anthropic-small|Timetastic", "prompt": "c154-s1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Timetastic is the best dedicated leave tracker for professionals and small businesses."}, {"id": "mai-20260917-1752-baseline|c154-s1|anthropic-small|Homebase", "prompt": "c154-s1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a great tool for small to medium-sized businesses that need a simple and efficient way to handle employee time off"}, {"id": "mai-20260917-1752-baseline|c154-s1|anthropic-small|Gusto", "prompt": "c154-s1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto is the best payroll management tool with its own leave tracker"}, {"id": "mai-20260917-1752-baseline|c154-s1|anthropic-small|TracefyHR", "prompt": "c154-s1", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TracefyHR is recommended if you want leave, attendance, and payroll under one flat fee."}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|Timetastic", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from the results is **Timetastic** for small-business simplicity"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|LeaveBoard", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I\\u2019d shortlist **Timetastic** and **LeaveBoard** first"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|Day Off", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "barebones leave management should look at LeaveBoard, Day Off, or actiPLANS"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|actiPLANS", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "barebones leave management should look at LeaveBoard, Day Off, or actiPLANS"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|Calamari", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "more fully featured tools include Calamari, Vacation Tracker, or PlanMyLeave"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|Vacation Tracker", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if your team works in Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|PlanMyLeave", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "PlanMyLeave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more fully featured tools include Calamari, Vacation Tracker, or PlanMyLeave"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|PurelyHR", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "PurelyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best if you want a purpose-built SMB tool with fast setup"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|BambooHR", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "better if you want leave management as part of a broader HR platform"}, {"id": "mai-20260917-1752-baseline|c154-s1|challenger-small|Factorial", "prompt": "c154-s1", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "better if you want leave management as part of a broader HR platform"}, {"id": "mai-20260917-1752-baseline|c154-s1|deepseek-small|BambooHR", "prompt": "c154-s1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c154-s1|deepseek-small|Day Off", "prompt": "c154-s1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value / Free Starting Option: **Day Off** or **LeaveBoard**"}, {"id": "mai-20260917-1752-baseline|c154-s1|deepseek-small|LeaveBoard", "prompt": "c154-s1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LeaveBoard is great for smaller teams just getting started"}, {"id": "mai-20260917-1752-baseline|c154-s1|deepseek-small|Timetastic", "prompt": "c154-s1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Timetastic** is the best dedicated lightweight option"}, {"id": "mai-20260917-1752-baseline|c154-s1|deepseek-small|Calamari", "prompt": "c154-s1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Distributed/Flexible Teams: **Calamari**"}, {"id": "mai-20260917-1752-baseline|c154-s1|deepseek-small|Connecteam", "prompt": "c154-s1", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for Hourly/Field Teams: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|Vacation Tracker", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you live in Slack or Teams, get **Vacation Tracker**."}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|AttendanceBot", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A chatbot-first platform built for Slack, Teams, and Google Chat."}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|Timetastic", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A calendar-centric web and mobile app that gives you a visual \"wall chart\" of employee availability."}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|LeaveBoard", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Completely **free for teams under 10 users**."}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|Gusto", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use Gusto or Rippling, turn on their native PTO tracker first—it is the path of least resistance."}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|Rippling", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their built-in PTO tracking features are usually more than enough"}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|Justworks", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gusto / Rippling / Justworks** ... comprehensive payroll, benefits, and HR systems."}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|BambooHR", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cons:** Expensive for micro-teams and requires a custom quote"}, {"id": "mai-20260917-1752-baseline|c154-s1|google-small|Calamari", "prompt": "c154-s1", "model": "google-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ensure you pick a tool like **Timetastic**, **Calamari**, or **Vacation Tracker**"}, {"id": "mai-20260917-1752-baseline|c154-s1|meta-small|Timetastic", "prompt": "c154-s1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a dedicated tracker such as Timetastic, LeaveBoard, or Vacation Tracker"}, {"id": "mai-20260917-1752-baseline|c154-s1|meta-small|LeaveBoard", "prompt": "c154-s1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good option for smaller businesses that need barebones leave management features."}, {"id": "mai-20260917-1752-baseline|c154-s1|meta-small|Vacation Tracker", "prompt": "c154-s1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A simple, Slack and Teams-native PTO tracking software at a low price."}, {"id": "mai-20260917-1752-baseline|c154-s1|meta-small|TracefyHR", "prompt": "c154-s1", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "TracefyHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A comprehensive HR software that includes leave management, attendance, and payroll under one flat fee."}, {"id": "mai-20260917-1752-baseline|c154-s1|minimax-small|Timetastic", "prompt": "c154-s1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Timetastic** is frequently recommended as the best dedicated leave tracker for small businesses."}, {"id": "mai-20260917-1752-baseline|c154-s1|minimax-small|Vacation Tracker", "prompt": "c154-s1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Timetastic** or **Vacation Tracker** based on your communication platform preference."}, {"id": "mai-20260917-1752-baseline|c154-s1|minimax-small|LeaveBoard", "prompt": "c154-s1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A barebones, affordable option good for smaller teams that need simple leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-s1|minimax-small|BambooHR", "prompt": "c154-s1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent for SMBs but comes at a higher price point"}, {"id": "mai-20260917-1752-baseline|c154-s1|minimax-small|TracefyHR", "prompt": "c154-s1", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you want leave, attendance, and payroll all in one system at a flat fee."}, {"id": "mai-20260917-1752-baseline|c154-s1|mistral-small|PurelyHR", "prompt": "c154-s1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "PurelyHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PurelyHR** is frequently recommended as the top choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s1|mistral-small|Vacation Tracker", "prompt": "c154-s1", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Vacation Tracker**, which is praised for its simplicity"}, {"id": "mai-20260917-1752-baseline|c154-s1|moonshot-small|PurelyHR", "prompt": "c154-s1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "PurelyHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PurelyHR** – Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c154-s1|moonshot-small|LeaveBoard", "prompt": "c154-s1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LeaveBoard** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c154-s1|moonshot-small|Day Off", "prompt": "c154-s1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Day Off** – Best Free Option"}, {"id": "mai-20260917-1752-baseline|c154-s1|moonshot-small|BambooHR", "prompt": "c154-s1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PurelyHR** or **BambooHR** offer the best balance of features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline|c154-s1|moonshot-small|Factorial", "prompt": "c154-s1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Factorial** – Best for Flexible Policies"}, {"id": "mai-20260917-1752-baseline|c154-s1|moonshot-small|Connecteam", "prompt": "c154-s1", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Connecteam** – Best for Mobile-First Teams"}, {"id": "mai-20260917-1752-baseline|c154-s1|openai-small|Calamari", "prompt": "c154-s1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Calamari", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall pick: Calamari"}, {"id": "mai-20260917-1752-baseline|c154-s1|openai-small|Deputy", "prompt": "c154-s1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you also need **scheduling + time/attendance + leave** in one tool"}, {"id": "mai-20260917-1752-baseline|c154-s1|openai-small|Vacation Tracker", "prompt": "c154-s1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **very lightweight PTO tracker**"}, {"id": "mai-20260917-1752-baseline|c154-s1|openai-small|BambooHR", "prompt": "c154-s1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want leave management as part of a broader **HR system**"}, {"id": "mai-20260917-1752-baseline|c154-s1|openai-small|Zoho People", "prompt": "c154-s1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho People's pricing sheet shows leave tracking included across editions"}, {"id": "mai-20260917-1752-baseline|c154-s1|openai-small|Rippling", "prompt": "c154-s1", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR / Zoho People / Rippling — better if you want leave management as part of a broader HR system"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|Vacation Tracker", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Vacation Tracker (Top pick for most small B2B teams)"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|BambooHR", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. BambooHR (Best full HR suite starter)"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|Timetastic", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Timetastic (Best budget dedicated tracker)"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|Rippling", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rippling | Scaling B2B w/ payroll/IT"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|PurelyHR", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "PurelyHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PurelyHR | SMB accruals/policies"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|Jibble", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jibble | Free tier, all sizes"}, {"id": "mai-20260917-1752-baseline|c154-s1|xai-small|Connecteam", "prompt": "c154-s1", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Connecteam | Non-desk B2B teams"}, {"id": "mai-20260917-1752-baseline|c154-s1|zai-small|Day Off", "prompt": "c154-s1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams: Day Off ... Day Off is often ranked #1 in independent reviews for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s1|zai-small|Leave Dates", "prompt": "c154-s1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Leave Dates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Affordable Dedicated Option: Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-s1|zai-small|LeaveBoard", "prompt": "c154-s1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LeaveBoard is a great choice if you're on a tight budget"}, {"id": "mai-20260917-1752-baseline|c154-s1|zai-small|Timetastic", "prompt": "c154-s1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Timetastic is excellent for small businesses that want visibility into team patterns"}, {"id": "mai-20260917-1752-baseline|c154-s1|zai-small|BambooHR", "prompt": "c154-s1", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR is ideal if you're building a full HR stack ... but it's overkill if you only need leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-s2|alibaba-small|Gusto", "prompt": "c154-s2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is generally the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s2|alibaba-small|QuickBooks Time", "prompt": "c154-s2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "QuickBooks Time", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Billable Hours & Projects: QuickBooks Time (formerly TSheets)"}, {"id": "mai-20260917-1752-baseline|c154-s2|alibaba-small|BambooHR", "prompt": "c154-s2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business requires complex leave rules ... BambooHR is superior"}, {"id": "mai-20260917-1752-baseline|c154-s2|alibaba-small|Rippling", "prompt": "c154-s2", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tech-Forward Teams: Rippling"}, {"id": "mai-20260917-1752-baseline|c154-s2|anthropic-small|BambooHR", "prompt": "c154-s2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses in 2026, BambooHR is the best PTO tracking choice when time off should live inside a broader HR system."}, {"id": "mai-20260917-1752-baseline|c154-s2|anthropic-small|Gusto", "prompt": "c154-s2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is best when PTO needs to connect closely to payroll."}, {"id": "mai-20260917-1752-baseline|c154-s2|anthropic-small|Buddy Punch", "prompt": "c154-s2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Buddy Punch** if you want an affordable, integrated solution that combines time tracking, scheduling, and payroll in one platform"}, {"id": "mai-20260917-1752-baseline|c154-s2|anthropic-small|DayOff", "prompt": "c154-s2", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "DayOff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DayOff offers a free version which makes it cost effective for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s2|challenger-small|BambooHR", "prompt": "c154-s2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation for a small B2B business, I'd pick **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c154-s2|challenger-small|Gusto", "prompt": "c154-s2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** if payroll accuracy and PTO accruals are your main priority"}, {"id": "mai-20260917-1752-baseline|c154-s2|challenger-small|Timetastic", "prompt": "c154-s2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Timetastic** is the cleanest simple option for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s2|challenger-small|Vacation Tracker", "prompt": "c154-s2", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choice if your team already lives in Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c154-s2|deepseek-small|Timetastic", "prompt": "c154-s2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Timetastic**"}, {"id": "mai-20260917-1752-baseline|c154-s2|deepseek-small|LeaveBoard", "prompt": "c154-s2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're *very budget-conscious* and want a free tier to start."}, {"id": "mai-20260917-1752-baseline|c154-s2|deepseek-small|Vacation Tracker", "prompt": "c154-s2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your team **lives in Slack or Microsoft Teams** ... But the minimum makes it pricier for a truly small company."}, {"id": "mai-20260917-1752-baseline|c154-s2|deepseek-small|Calamari", "prompt": "c154-s2", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you have **complex leave policies**"}, {"id": "mai-20260917-1752-baseline|c154-s2|google-small|Vacation Tracker", "prompt": "c154-s2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Vacation Tracker if your B2B team uses Slack/Teams... frictionless way to prevent scheduling client meetings when people are out."}, {"id": "mai-20260917-1752-baseline|c154-s2|google-small|Flamingo", "prompt": "c154-s2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Flamingo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative in this category: Flamingo (a highly rated, Slack-native alternative designed specifically for remote/hybrid small businesses)."}, {"id": "mai-20260917-1752-baseline|c154-s2|google-small|Calamari", "prompt": "c154-s2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Calamari if you are a B2B agency or consultancy that bills clients by the hour"}, {"id": "mai-20260917-1752-baseline|c154-s2|google-small|AttendanceBot", "prompt": "c154-s2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative in this category: AttendanceBot (excellent if you want a tool that handles both PTO tracking and client-billing time clocking directly within Slack/Teams)."}, {"id": "mai-20260917-1752-baseline|c154-s2|google-small|Gusto", "prompt": "c154-s2", "model": "google-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Gusto if you are a US-based team and want a single, unified platform to handle hiring, payroll, and PTO"}, {"id": "mai-20260917-1752-baseline|c154-s2|meta-small|Time Off Manager 365", "prompt": "c154-s2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Time Off Manager 365 - Best for Microsoft SMBs, with native integration with Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c154-s2|meta-small|Jibble", "prompt": "c154-s2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jibble - Best for deskless and field teams, with partial Microsoft 365 integration and a free pricing plan."}, {"id": "mai-20260917-1752-baseline|c154-s2|meta-small|Timetastic", "prompt": "c154-s2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Timetastic - Best for small businesses, with Outlook and Google integration and a very low pricing."}, {"id": "mai-20260917-1752-baseline|c154-s2|meta-small|Flamingo", "prompt": "c154-s2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Flamingo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flamingo - Best for Slack-based SMBs, agile teams, remote or hybrid teams."}, {"id": "mai-20260917-1752-baseline|c154-s2|meta-small|PurelyHR's Time-Off module", "prompt": "c154-s2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "PurelyHR's Time-Off module", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PurelyHR's Time-Off module - Best for small businesses in 2026."}, {"id": "mai-20260917-1752-baseline|c154-s2|meta-small|Buddy Punch", "prompt": "c154-s2", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Buddy Punch - Best for small businesses that want PTO tied to a simple punch clock."}, {"id": "mai-20260917-1752-baseline|c154-s2|minimax-small|Time Off Manager 365", "prompt": "c154-s2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd suggest **Time Off Manager 365** or **Timetastic**."}, {"id": "mai-20260917-1752-baseline|c154-s2|minimax-small|Timetastic", "prompt": "c154-s2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B business, I'd suggest **Time Off Manager 365** or **Timetastic**."}, {"id": "mai-20260917-1752-baseline|c154-s2|minimax-small|ClickUp", "prompt": "c154-s2", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. ClickUp** - Best for versatility and cost-effectiveness"}, {"id": "mai-20260917-1752-baseline|c154-s2|mistral-small|Gusto", "prompt": "c154-s2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the best overall value if you want PTO tracking bundled with payroll"}, {"id": "mai-20260917-1752-baseline|c154-s2|mistral-small|BambooHR", "prompt": "c154-s2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For more advanced HR features, **BambooHR** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c154-s2|mistral-small|Buddy Punch", "prompt": "c154-s2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is hourly-based, consider **Buddy Punch**."}, {"id": "mai-20260917-1752-baseline|c154-s2|mistral-small|Time Off Manager 365", "prompt": "c154-s2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Microsoft 365, **Time Off Manager 365** is a great fit."}, {"id": "mai-20260917-1752-baseline|c154-s2|mistral-small|PurelyHR", "prompt": "c154-s2", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "PurelyHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specifically recommended for small businesses needing robust PTO accrual tracking."}, {"id": "mai-20260917-1752-baseline|c154-s2|moonshot-small|Gusto", "prompt": "c154-s2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Gusto** if you don't have a payroll system yet, since it combines everything seamlessly"}, {"id": "mai-20260917-1752-baseline|c154-s2|moonshot-small|BambooHR", "prompt": "c154-s2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is the better long-term investment"}, {"id": "mai-20260917-1752-baseline|c154-s2|moonshot-small|Connecteam", "prompt": "c154-s2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly Option"}, {"id": "mai-20260917-1752-baseline|c154-s2|moonshot-small|OnTheClock", "prompt": "c154-s2", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simple, Affordable Tracking"}, {"id": "mai-20260917-1752-baseline|c154-s2|openai-small|Vacation Tracker", "prompt": "c154-s2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vacation Tracker** as the default choice."}, {"id": "mai-20260917-1752-baseline|c154-s2|openai-small|Day Off", "prompt": "c154-s2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want the **lowest-cost, simple PTO tracker**"}, {"id": "mai-20260917-1752-baseline|c154-s2|openai-small|Calamari", "prompt": "c154-s2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want a more **modular HR/workforce tool**"}, {"id": "mai-20260917-1752-baseline|c154-s2|openai-small|TrackSmart Attendance", "prompt": "c154-s2", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "TrackSmart Attendance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you also care about **attendance/time tracking**"}, {"id": "mai-20260917-1752-baseline|c154-s2|xai-small|Vacation Tracker", "prompt": "c154-s2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Vacation Tracker as the top PTO tracking tool."}, {"id": "mai-20260917-1752-baseline|c154-s2|xai-small|Timetastic", "prompt": "c154-s2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheaper for <30 users, visual calendar focus, Outlook/Google sync."}, {"id": "mai-20260917-1752-baseline|c154-s2|xai-small|Time Off Manager 365", "prompt": "c154-s2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Time Off Manager 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're all-in on Microsoft 365/Teams."}, {"id": "mai-20260917-1752-baseline|c154-s2|xai-small|AttendanceBot", "prompt": "c154-s2", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need PTO + time tracking in Slack/Teams, with payroll exports."}, {"id": "mai-20260917-1752-baseline|c154-s2|zai-small|Timetastic", "prompt": "c154-s2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Timetastic** if you want simplicity and a clear wallchart, or **AttendanceBot** if your team already lives in Slack or Teams."}, {"id": "mai-20260917-1752-baseline|c154-s2|zai-small|AttendanceBot", "prompt": "c154-s2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "AttendanceBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **AttendanceBot** if your team already lives in Slack or Teams"}, {"id": "mai-20260917-1752-baseline|c154-s2|zai-small|Gusto", "prompt": "c154-s2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need full payroll integration, add **Gusto** as a second layer."}, {"id": "mai-20260917-1752-baseline|c154-s2|zai-small|Connecteam", "prompt": "c154-s2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need scheduling and timesheets together — **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c154-s2|zai-small|Jibble", "prompt": "c154-s2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want something free or very low cost — **Jibble**"}, {"id": "mai-20260917-1752-baseline|c154-s2|zai-small|Day Off", "prompt": "c154-s2", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "paraphrase", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jibble (or Day Off for ultra‑budget teams)"}, {"id": "mai-20260917-1752-baseline|c154-s3|alibaba-small|Deputy", "prompt": "c154-s3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your small team works in retail, hospitality, or healthcare with non-standard hours, Deputy is the industry leader."}, {"id": "mai-20260917-1752-baseline|c154-s3|alibaba-small|When I Work", "prompt": "c154-s3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Deputy or When I Work** if you manage shifts, hourly wages, or need to ensure you always have enough staff present."}, {"id": "mai-20260917-1752-baseline|c154-s3|alibaba-small|Zoho People", "prompt": "c154-s3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zoho People** if you are running a standard office job, want to keep costs low"}, {"id": "mai-20260917-1752-baseline|c154-s3|alibaba-small|LeaveWise", "prompt": "c154-s3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveWise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Dedicated PTO Tracker ... LeaveWise does exactly one thing: tracks paid time off."}, {"id": "mai-20260917-1752-baseline|c154-s3|alibaba-small|Plannr", "prompt": "c154-s3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Plannr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Plannr is a newer entrant that focuses entirely on time-off management but offers a beautiful, modern interface"}, {"id": "mai-20260917-1752-baseline|c154-s3|alibaba-small|BambooHR", "prompt": "c154-s3", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Integrated Tools (Zoho/BambooHR):** These live as part of the Employee Profile."}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|AttendanceBot", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AttendanceBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes AttendanceBot, BambooHR, Calamari, Factorial, and Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|BambooHR", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a great fit for small to mid-sized businesses that want to manage leave tracking as part of a broader HR system"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|Calamari", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Calamari's design feels dated, and some features won't click for US customers"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|Factorial", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes AttendanceBot, BambooHR, Calamari, Factorial, and Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|Zoho People", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes AttendanceBot, BambooHR, Calamari, Factorial, and Zoho People"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|Timetastic", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Timetastic is the best dedicated leave tracker for professionals and small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|Gusto", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto, which is the best payroll management tool with its own leave tracker"}, {"id": "mai-20260917-1752-baseline|c154-s3|anthropic-small|PurelyHR's Time Off Module", "prompt": "c154-s3", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "PurelyHR's Time Off Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "built with small and mid-sized teams in mind and strikes the balance most SMBs are looking for"}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|Vacation Tracker", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team lives in **Slack or Teams**, **Vacation Tracker** is the most natural fit because it avoids extra admin work."}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|Timetastic", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a free or low-cost tracker such as **LeaveBoard** or **Timetastic** is usually enough"}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|LeaveBoard", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often recommended for small teams that only need barebones leave management, with free-tier positioning for tiny companies."}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|Calamari", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better fit when you need stronger rules, approvals, or more complete leave workflows than a basic tracker."}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|BambooHR", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leave management is part of a broader HRIS ... more comprehensive but heavier than a standalone tracker."}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|Factorial", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combines leave with broader business/HR features and more flexible policy setup"}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|Gusto", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when payroll is the priority and leave should be tied to payroll workflows"}, {"id": "mai-20260917-1752-baseline|c154-s3|challenger-small|AbsenceSoft", "prompt": "c154-s3", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "only worth it if you manage complex statutory leave cases such as FMLA or ADA, which most small teams do not need"}, {"id": "mai-20260917-1752-baseline|c154-s3|deepseek-small|Vacation Tracker", "prompt": "c154-s3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your team already uses Slack daily, choose **Vacation Tracker**."}, {"id": "mai-20260917-1752-baseline|c154-s3|deepseek-small|Calamari", "prompt": "c154-s3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need attendance tracking too, go with **Calamari**."}, {"id": "mai-20260917-1752-baseline|c154-s3|deepseek-small|LeaveBoard", "prompt": "c154-s3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're under 10 people with zero budget, **LeaveBoard** is a solid free starting point."}, {"id": "mai-20260917-1752-baseline|c154-s3|deepseek-small|Timetastic", "prompt": "c154-s3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small teams (5-25 people) that just need PTO tracking, **Timetastic** offers the best price-simplicity balance."}, {"id": "mai-20260917-1752-baseline|c154-s3|deepseek-small|Day Off", "prompt": "c154-s3", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bare-bones features. No deep reporting, no HR records, no mobile app (web-only). It's a \"good enough\" tool, not a long-term solution."}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|Vacation Tracker", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team lives on Slack or MS Teams: Go with **Vacation Tracker**."}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|AttendanceBot", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Hybrid or shift-based small teams who need simple time clock and scheduling tools alongside PTO tracking."}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|Timetastic", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a beautiful shared visual calendar: Go with **Timetastic**."}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|PurelyHR", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "PurelyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams with complex or rigid PTO accrual rules that require a bit more administrative customization."}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|Connecteam", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you run a local business with hourly shifts (retail, food service, construction): Go with **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|BambooHR", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Unless you have massive scaling plans... avoid these. They are much more expensive and take weeks to set up"}, {"id": "mai-20260917-1752-baseline|c154-s3|google-small|Deel", "prompt": "c154-s3", "model": "google-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What about big HR platforms (like BambooHR or Deel)? ... avoid these."}, {"id": "mai-20260917-1752-baseline|c154-s3|meta-small|Vacation Tracker", "prompt": "c154-s3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top leave management tools for a small team are:\n\n1. Vacation Tracker"}, {"id": "mai-20260917-1752-baseline|c154-s3|meta-small|Day Off", "prompt": "c154-s3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Day Off"}, {"id": "mai-20260917-1752-baseline|c154-s3|meta-small|LeaveBoard", "prompt": "c154-s3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. LeaveBoard"}, {"id": "mai-20260917-1752-baseline|c154-s3|meta-small|actiPLANS", "prompt": "c154-s3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. actiPLANS"}, {"id": "mai-20260917-1752-baseline|c154-s3|meta-small|Calamari", "prompt": "c154-s3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Calamari"}, {"id": "mai-20260917-1752-baseline|c154-s3|meta-small|PlanMyLeave", "prompt": "c154-s3", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "PlanMyLeave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. PlanMyLeave"}, {"id": "mai-20260917-1752-baseline|c154-s3|minimax-small|Vacation Tracker", "prompt": "c154-s3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. **Vacation Tracker** \n**Best for:** Teams already using Slack, Teams, or Google Workspace"}, {"id": "mai-20260917-1752-baseline|c154-s3|minimax-small|Day Off", "prompt": "c154-s3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Simplest & cheapest (≤10 people):** Day Off"}, {"id": "mai-20260917-1752-baseline|c154-s3|minimax-small|Timetastic", "prompt": "c154-s3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visual calendar + burnout monitoring:** Timetastic"}, {"id": "mai-20260917-1752-baseline|c154-s3|minimax-small|BambooHR", "prompt": "c154-s3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need payroll/HRIS:** BambooHR"}, {"id": "mai-20260917-1752-baseline|c154-s3|minimax-small|Deel", "prompt": "c154-s3", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Global/compliance-heavy:** Deel"}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|Vacation Tracker", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Vacation Tracker** is the top pick for balance of simplicity, integration, and value"}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|Day Off", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Day Off** is best for those needing a free solution"}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|LeaveBoard", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Small businesses needing straightforward leave tracking."}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|Calamari", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Calamari and BambooHR offer more features at the cost of complexity"}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|BambooHR", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more HR features, **BambooHR** or **Buddy Punch** may be worth the extra cost."}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|Buddy Punch", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need more HR features, **BambooHR** or **Buddy Punch** may be worth the extra cost."}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|actiPLANS", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Small teams wanting visual scheduling and leave planning."}, {"id": "mai-20260917-1752-baseline|c154-s3|mistral-small|PlanMyLeave", "prompt": "c154-s3", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "PlanMyLeave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused solely on leave management, with reporting to help track trends."}, {"id": "mai-20260917-1752-baseline|c154-s3|moonshot-small|Day Off", "prompt": "c154-s3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standout:** Strong balance of features without requiring a larger HR suite"}, {"id": "mai-20260917-1752-baseline|c154-s3|moonshot-small|actiPLANS", "prompt": "c154-s3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need detailed accruals & payroll reports:** actiPLANS"}, {"id": "mai-20260917-1752-baseline|c154-s3|moonshot-small|LeaveBoard", "prompt": "c154-s3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Under 5 employees on a tight budget:** LeaveBoard (free tier)"}, {"id": "mai-20260917-1752-baseline|c154-s3|moonshot-small|Vacation Tracker", "prompt": "c154-s3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teams living in Slack/Teams:** Vacation Tracker or AttendanceBot"}, {"id": "mai-20260917-1752-baseline|c154-s3|moonshot-small|AttendanceBot", "prompt": "c154-s3", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Slack/Teams-centric workflows"}, {"id": "mai-20260917-1752-baseline|c154-s3|openai-small|Vacation Tracker", "prompt": "c154-s3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest choice:** **Vacation Tracker** or **Timetastic**"}, {"id": "mai-20260917-1752-baseline|c154-s3|openai-small|Timetastic", "prompt": "c154-s3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1–10 people, just need PTO tracking:** Vacation Tracker or Timetastic"}, {"id": "mai-20260917-1752-baseline|c154-s3|openai-small|Calamari", "prompt": "c154-s3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**10–50 people, need policies and approvals:** Calamari or Jibble"}, {"id": "mai-20260917-1752-baseline|c154-s3|openai-small|Jibble", "prompt": "c154-s3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need stronger rules/approvals:** **Jibble** or **Calamari**"}, {"id": "mai-20260917-1752-baseline|c154-s3|openai-small|BambooHR", "prompt": "c154-s3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Usually more system than a tiny team needs if you only want PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-s3|openai-small|Factorial", "prompt": "c154-s3", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need HR + PTO in one system:** BambooHR or Factorial"}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|Vacation Tracker", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Slack-heavy? Vacation Tracker."}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|Timetastic", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Budget/basic? LeaveBoard/Timetastic."}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|LeaveBoard", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Budget/basic? LeaveBoard/Timetastic."}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|actiPLANS", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small-mid teams needing reports ... Deep accruals (tenure/carryover); payroll exports"}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|Day Off", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Barebones/simple; ideal for <10 people avoiding overkill. Limited policy complexity."}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|Calamari", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steeper learning curve; good for growth but overwhelming for tiniest teams."}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|BambooHR", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "full HR suites (e.g., BambooHR) which can be pricier/complex for basics"}, {"id": "mai-20260917-1752-baseline|c154-s3|xai-small|Buddy Punch", "prompt": "c154-s3", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "add-ons like time tracking (e.g., pair with Buddy Punch at $4.99+$19 base if needed)"}, {"id": "mai-20260917-1752-baseline|c154-s3|zai-small|Vacation Tracker", "prompt": "c154-s3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the market leader for \"chat-first\" leave management. If your team prefers Slack to a web portal, this is the standard."}, {"id": "mai-20260917-1752-baseline|c154-s3|zai-small|Day Off", "prompt": "c154-s3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It has the most accessible free tier. If you have fewer than 10 employees and want to save money, this is the best choice."}, {"id": "mai-20260917-1752-baseline|c154-s3|zai-small|BambooHR", "prompt": "c154-s3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is significantly more expensive and complex. It is only recommended if you are already using BambooHR for other HR functions"}, {"id": "mai-20260917-1752-baseline|c154-s3|zai-small|Buddy Punch", "prompt": "c154-s3", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "comparative", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Buddy Punch if you are an hourly workforce and need to track actual hours worked"}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|Timetastic", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero Cost:** Go with **Timetastic** or **LeaveBoard**."}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|LeaveBoard", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zero Cost:** Go with **Timetastic** or **LeaveBoard**."}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|Day Off", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A simple, web-based tracker that is popular among small shops."}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|Vacation Tracker", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Slack Native Experience:** Go with **Vacation Tracker**."}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|TracefyHR", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often recommended for small businesses wanting an \"all-in-one\" solution."}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|ActiPlans", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "ActiPlans", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A classic option for small businesses that needs a bit more configuration than the free tools above"}, {"id": "mai-20260917-1752-baseline|c154-s4|alibaba-small|Zoho People", "prompt": "c154-s4", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "evaluate if a basic **Zoho People** (often free for <5 users) fits your wider HR needs better"}, {"id": "mai-20260917-1752-baseline|c154-s4|anthropic-small|Timetastic", "prompt": "c154-s4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Timetastic is lauded for its cost-effectiveness at approximately $1.30 per user, making it accessible for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s4|anthropic-small|Homebase", "prompt": "c154-s4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase is perfect for businesses that don't have a dedicated HR department ... offers a free plan for smaller teams"}, {"id": "mai-20260917-1752-baseline|c154-s4|anthropic-small|Zoho People", "prompt": "c154-s4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho People starts at $5 per user/month and combines leave, payroll, and recruitment in one platform"}, {"id": "mai-20260917-1752-baseline|c154-s4|anthropic-small|Zenefits", "prompt": "c154-s4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zenefits offers an affordable, cloud-based HR solution ideal for small businesses and startups"}, {"id": "mai-20260917-1752-baseline|c154-s4|anthropic-small|TalentHR", "prompt": "c154-s4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TalentHR stands out for its simplicity and affordability"}, {"id": "mai-20260917-1752-baseline|c154-s4|anthropic-small|Vacation Tracker", "prompt": "c154-s4", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vacation Tracker tops recommendations for simple, Slack and Teams-native PTO tracking at a low price"}, {"id": "mai-20260917-1752-baseline|c154-s4|challenger-small|LeaveBoard", "prompt": "c154-s4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **LeaveBoard**"}, {"id": "mai-20260917-1752-baseline|c154-s4|challenger-small|Leave Dates", "prompt": "c154-s4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Leave Dates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best paid but still affordable dedicated tracker:** **Leave Dates**"}, {"id": "mai-20260917-1752-baseline|c154-s4|challenger-small|Day Off", "prompt": "c154-s4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**LeaveBoard** and **Day Off** are the most consistently recommended"}, {"id": "mai-20260917-1752-baseline|c154-s4|challenger-small|Vacation Tracker", "prompt": "c154-s4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Vacation Tracker** if Slack/Teams integration matters most."}, {"id": "mai-20260917-1752-baseline|c154-s4|challenger-small|AttendanceBot", "prompt": "c154-s4", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "AttendanceBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "both are recommended for workflow-friendly leave tracking in chat tools"}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|Timetastic", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Timetastic** — Best overall value ... at ~$1.50/user with no base fee is hard to beat."}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|Vacation Tracker", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some cheap-per-user tools (like Vacation Tracker and Calamari) have a monthly minimum that can add up for very small teams"}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|Calamari", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Calamari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some cheap-per-user tools (like Vacation Tracker and Calamari) have a monthly minimum that can add up for very small teams"}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|LeaveBoard", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LeaveBoard** — Best free tier for startups"}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|Connecteam", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Connecteam** — Best all-in-one for hour-based teams"}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|Absenca", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Absenca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Absenca** — Best free tier if very small"}, {"id": "mai-20260917-1752-baseline|c154-s4|deepseek-small|Gusto", "prompt": "c154-s4", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Gusto** (from $6/employee/month) bundles PTO with payroll for US small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|BambooHR", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should **avoid all-in-one HRIS suites** (like BambooHR or Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|Rippling", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should **avoid all-in-one HRIS suites** (like BambooHR or Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|Absenca", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Absenca", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Absenca (Best Overall Free Tier)** ... Genuinely **free for up to 15 users**"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|BreezeLeave", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BreezeLeave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Absenca** or **BreezeLeave**. They are completely free, set up in minutes"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|Day Off", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Day Off (Best Mobile-First App)**"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|TalentHR", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **TalentHR** to get a free, organized database alongside your PTO tracking."}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|Timetastic", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Timetastic** ($1.50/user/month with no minimum fee)"}, {"id": "mai-20260917-1752-baseline|c154-s4|google-small|Vacation Tracker", "prompt": "c154-s4", "model": "google-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**$2.00 per user/month** for the Core plan (requires a $50 minimum monthly spend)."}, {"id": "mai-20260917-1752-baseline|c154-s4|meta-small|TracefyHR", "prompt": "c154-s4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TracefyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "TracefyHR - if you want leave, attendance, and payroll under one flat fee."}, {"id": "mai-20260917-1752-baseline|c154-s4|meta-small|Timetastic", "prompt": "c154-s4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Timetastic or LeaveBoard - if you want a cheap standalone tracker."}, {"id": "mai-20260917-1752-baseline|c154-s4|meta-small|LeaveBoard", "prompt": "c154-s4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Timetastic or LeaveBoard - if you want a cheap standalone tracker."}, {"id": "mai-20260917-1752-baseline|c154-s4|meta-small|Vacation Tracker", "prompt": "c154-s4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vacation Tracker - if your team lives in Slack."}, {"id": "mai-20260917-1752-baseline|c154-s4|meta-small|SimpleLeave", "prompt": "c154-s4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "SimpleLeave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "SimpleLeave or Day Off - if you're a small team with a tight budget and don't need SSO or an API."}, {"id": "mai-20260917-1752-baseline|c154-s4|meta-small|Day Off", "prompt": "c154-s4", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "SimpleLeave or Day Off - if you're a small team with a tight budget and don't need SSO or an API."}, {"id": "mai-20260917-1752-baseline|c154-s4|minimax-small|Timetastic", "prompt": "c154-s4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **very tight budget**, start with **Timetastic** or **LeaveBoard** (free tier)."}, {"id": "mai-20260917-1752-baseline|c154-s4|minimax-small|Zoho People", "prompt": "c154-s4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more features and can spend a little more, **Zoho People** offers great value."}, {"id": "mai-20260917-1752-baseline|c154-s4|minimax-small|TimeOffManager", "prompt": "c154-s4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TimeOffManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Very affordable (around $1-2 per user/month), straightforward leave tracking and approval workflows."}, {"id": "mai-20260917-1752-baseline|c154-s4|minimax-small|LeaveBoard", "prompt": "c154-s4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Timetastic** or **LeaveBoard** (free tier)"}, {"id": "mai-20260917-1752-baseline|c154-s4|minimax-small|BambooHR", "prompt": "c154-s4", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slightly higher priced but often recommended for small businesses needing more comprehensive HR features"}, {"id": "mai-20260917-1752-baseline|c154-s4|mistral-small|LeaveBoard", "prompt": "c154-s4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaveBoard** and **Timetastic** are frequently highlighted as the top picks for small businesses on a tight budget"}, {"id": "mai-20260917-1752-baseline|c154-s4|mistral-small|Timetastic", "prompt": "c154-s4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LeaveBoard** and **Timetastic** are frequently highlighted as the top picks for small businesses on a tight budget"}, {"id": "mai-20260917-1752-baseline|c154-s4|mistral-small|Day Off", "prompt": "c154-s4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for smaller businesses needing basic leave management without a high price tag."}, {"id": "mai-20260917-1752-baseline|c154-s4|mistral-small|Vacation Tracker", "prompt": "c154-s4", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good choice if your team uses Slack or Teams, as it integrates well with these platforms and is budget-friendly."}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|LeaveBoard", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **9 or fewer employees** → **LeaveBoard** (completely free)"}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|Leave Dates", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Leave Dates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free tier available** - Specifically recommended for startups"}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|actiPLANS", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**actiPLANS** at $1.50/user/month is incredibly affordable and focused specifically on leave management"}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|Simple Leave (UK-focused)", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Simple Leave (UK-focused)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have **5 or fewer employees** → **Simple Leave** (free forever, all features)"}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|TimeOff.Management", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TimeOff.Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One simple pricing plan - very affordable per person"}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|Timetastic", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best dedicated leave tracker for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s4|moonshot-small|PlanMyLeave", "prompt": "c154-s4", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "PlanMyLeave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**60-day free subscription** for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s4|openai-small|Vacation Tracker", "prompt": "c154-s4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget pick:** **Vacation Tracker**"}, {"id": "mai-20260917-1752-baseline|c154-s4|openai-small|Calamari", "prompt": "c154-s4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a broader small-business HR tool:** **Calamari**"}, {"id": "mai-20260917-1752-baseline|c154-s4|openai-small|Homebase", "prompt": "c154-s4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option if your team is very small:** **Homebase**"}, {"id": "mai-20260917-1752-baseline|c154-s4|openai-small|Stiira", "prompt": "c154-s4", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Stiira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid if budget is really tight - **Stiira** starts at **$895/month**, which is far beyond a small-budget use case."}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|Jibble", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jibble stands out as the top recommendation for leave management software"}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|Day Off", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives ... For pure free basics, Jibble or Day Off."}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|actiPLANS", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need FMLA compliance or payroll integration, lean toward actiPLANS"}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|LeaveBoard", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Forbes \"best for saving money\"; basic but effective."}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|Pebb", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer, generous free for slightly larger teams."}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|Vacation Tracker", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Top-ranked overall ... but minimums hit harder for <15 people."}, {"id": "mai-20260917-1752-baseline|c154-s4|xai-small|TimeOff.Management", "prompt": "c154-s4", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "TimeOff.Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Trial (no full free) ... Cheapest paid pure tracker; thinner reviews."}, {"id": "mai-20260917-1752-baseline|c154-s4|zai-small|Vacation Tracker", "prompt": "c154-s4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Vacation Tracker (Best Overall Value)\nThis is widely considered the best option for small companies"}, {"id": "mai-20260917-1752-baseline|c154-s4|zai-small|LeaveBoard", "prompt": "c154-s4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. LeaveBoard (Best for Teams Under 10)"}, {"id": "mai-20260917-1752-baseline|c154-s4|zai-small|Day Off", "prompt": "c154-s4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Day Off (Best Simplicity)"}, {"id": "mai-20260917-1752-baseline|c154-s4|zai-small|Clockify", "prompt": "c154-s4", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "budget", "raw": "Clockify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Clockify (Best if you need Time Tracking)"}, {"id": "mai-20260917-1752-baseline|c154-s5|alibaba-small|Workday", "prompt": "c154-s5", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to warrant the high cost and complexity of enterprise suites like Workday or PeopleSoft"}, {"id": "mai-20260917-1752-baseline|c154-s5|alibaba-small|PeopleSoft", "prompt": "c154-s5", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to warrant the high cost and complexity of enterprise suites like Workday or PeopleSoft"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|Vacation Tracker", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a **dedicated leave tracker** (like Vacation Tracker, Timetastic, or LeaveBoard) is likely the best return on investment"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|Timetastic", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a **dedicated leave tracker** (like Vacation Tracker, Timetastic, or LeaveBoard) is likely the best return on investment"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|LeaveBoard", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a **dedicated leave tracker** (like Vacation Tracker, Timetastic, or LeaveBoard) is likely the best return on investment"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|Absenca", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Absenca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vacation Tracker, Timetastic, LeaveBoard, Absenca | ~$30–$120/month"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|BambooHR", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Skip** enterprise HR suites unless you're planning significant headcount growth soon"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|Rippling", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Skip** enterprise HR suites unless you're planning significant headcount growth soon"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|Leapsome", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Skip** enterprise HR suites unless you're planning significant headcount growth soon"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|Cocoon", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Cocoon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cocoon, AbsenceSoft | Enterprise-priced (likely overkill for you)"}, {"id": "mai-20260917-1752-baseline|c154-s5|deepseek-small|AbsenceSoft", "prompt": "c154-s5", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cocoon, AbsenceSoft | Enterprise-priced (likely overkill for you)"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Workday", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet large enough to justify the massive cost, long setup times, and administrative bloat of an enterprise HRIS (like Workday or SAP)"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|SAP", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not yet large enough to justify the massive cost, long setup times, and administrative bloat of an enterprise HRIS (like Workday or SAP)"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Gusto", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you use tools like **Gusto, Rippling, Justworks, or BambooHR**, they often have built-in leave management modules."}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Rippling", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "they often have built-in leave management modules"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Justworks", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "they often have built-in leave management modules"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|BambooHR", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to move away from spreadsheet HR entirely:** Look at **BambooHR** or **Factorial**."}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Vacation Tracker", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If your team lives in Slack or MS Teams:** Look at **Vacation Tracker** or **AttendanceBot**... It requires almost zero training."}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|AttendanceBot", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AttendanceBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look at **Vacation Tracker** or **AttendanceBot**. They are built to live inside your chat apps."}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Timetastic", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you want a lightweight, visual, standalone web app:** Look at **Timetastic**, **Absenca**, or **LeaveBoard**."}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Absenca", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Absenca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "clean, highly visual calendars that are incredibly cheap"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|LeaveBoard", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look at **Timetastic**, **Absenca**, or **LeaveBoard**"}, {"id": "mai-20260917-1752-baseline|c154-s5|google-small|Factorial", "prompt": "c154-s5", "model": "google-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look at **BambooHR** or **Factorial**. These are all-in-one HR systems"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Calamari", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular leave management software options for small to mid-sized companies include: 1. Calamari"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Vacation Tracker", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Vacation Tracker"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|LeaveBoard", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. LeaveBoard"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Leave Dates", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Day Off", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Day Off"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|actiPLANS", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. actiPLANS"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Connecteam", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Connecteam"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Buddy Punch", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Buddy Punch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Buddy Punch"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|OnTheClock", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "OnTheClock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. OnTheClock"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|QuickBooks Time", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "QuickBooks Time", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. QuickBooks Time"}, {"id": "mai-20260917-1752-baseline|c154-s5|meta-small|Cocoon", "prompt": "c154-s5", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Cocoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Cocoon"}, {"id": "mai-20260917-1752-baseline|c154-s5|mistral-small|BambooHR", "prompt": "c154-s5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BambooHR** (HR + leave management)"}, {"id": "mai-20260917-1752-baseline|c154-s5|mistral-small|Gusto", "prompt": "c154-s5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Gusto** (payroll + leave)"}, {"id": "mai-20260917-1752-baseline|c154-s5|mistral-small|Rippling", "prompt": "c154-s5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** (HR/payroll/leave)"}, {"id": "mai-20260917-1752-baseline|c154-s5|mistral-small|Zoho People", "prompt": "c154-s5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho People** (budget-friendly)"}, {"id": "mai-20260917-1752-baseline|c154-s5|mistral-small|LeaveBoard", "prompt": "c154-s5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LeaveBoard** (simple, dedicated leave software)"}, {"id": "mai-20260917-1752-baseline|c154-s5|mistral-small|Deel", "prompt": "c154-s5", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Deel** (global teams)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Vacation Tracker", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vacation Tracker** or **LeaveBoard** (dedicated, cheap, fast setup)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|LeaveBoard", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vacation Tracker** or **LeaveBoard** (dedicated, cheap, fast setup)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Gusto", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "flow to your payroll provider (Gusto, QuickBooks, etc.)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|BambooHR", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** (if you're ready to centralize all HR data and can justify $300+/mo)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Rippling", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR, Rippling, Factorial"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Cocoon", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Cocoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you'll need a specialized tool (e.g., Cocoon, AbsenceSoft)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|AbsenceSoft", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you'll need a specialized tool (e.g., Cocoon, AbsenceSoft)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Day Off", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vacation Tracker, LeaveBoard, Day Off, Calamari"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Calamari", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vacation Tracker, LeaveBoard, Day Off, Calamari"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Connecteam", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Connecteam** or **Buddy Punch** (if you also need time clocks/scheduling)"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Tiny Team", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Tiny Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Connecteam, Tiny Team"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Factorial", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "BambooHR, Rippling, Factorial"}, {"id": "mai-20260917-1752-baseline|c154-s5|moonshot-small|Buddy Punch", "prompt": "c154-s5", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Buddy Punch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Connecteam** or **Buddy Punch** (if you also need time clocks/scheduling)"}, {"id": "mai-20260917-1752-baseline|c154-s5|xai-small|BambooHR", "prompt": "c154-s5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples for ~30 users: BambooHR, Factorial, CharlieHR, Connecteam, AbsenceSoft, Leave Dates (from recent reviews)."}, {"id": "mai-20260917-1752-baseline|c154-s5|xai-small|Factorial", "prompt": "c154-s5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Factorial (affordable global)"}, {"id": "mai-20260917-1752-baseline|c154-s5|xai-small|CharlieHR", "prompt": "c154-s5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "CharlieHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CharlieHR (UK/EU-friendly)"}, {"id": "mai-20260917-1752-baseline|c154-s5|xai-small|Connecteam", "prompt": "c154-s5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples for ~30 users: BambooHR, Factorial, CharlieHR, Connecteam, AbsenceSoft, Leave Dates"}, {"id": "mai-20260917-1752-baseline|c154-s5|xai-small|AbsenceSoft", "prompt": "c154-s5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR, Factorial, CharlieHR, Connecteam, AbsenceSoft, Leave Dates (from recent reviews)"}, {"id": "mai-20260917-1752-baseline|c154-s5|xai-small|Leave Dates", "prompt": "c154-s5", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Leave Dates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or dedicated like Leave Dates for simplicity"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|BambooHR", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples: BambooHR, AbsenceSoft, Evolia, Timetastic"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|AbsenceSoft", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "AbsenceSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples: BambooHR, AbsenceSoft, Evolia, Timetastic"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Evolia", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Evolia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Evolia | Dynamic time banks, shift coverage, payroll sync"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Timetastic", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Timetastic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Timetastic | Dedicated leave tracker for small businesses"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Namely", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use BambooHR, Namely, Rippling, etc., check native integrations or APIs."}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Rippling", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already use BambooHR, Namely, Rippling, etc."}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Vacation Tracker", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Vacation Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vacation Tracker | Simple, Slack/Teams‑native PTO tracking"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|LeaveBoard", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "LeaveBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LeaveBoard | Lightweight leave management"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Day Off", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Day Off", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Day Off | Simple leave tracking"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|actiPLANS", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "actiPLANS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "actiPLANS | Leave management + scheduling"}, {"id": "mai-20260917-1752-baseline|c154-s5|zai-small|Papershift", "prompt": "c154-s5", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "scale", "raw": "Papershift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Papershift | Time tracking, rostering, absence management"}, {"id": "mai-20260917-1752-baseline|c154-s6|alibaba-small|Excel", "prompt": "c154-s6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Excel or Google Sheets are the most dangerous tools for growing businesses."}, {"id": "mai-20260917-1752-baseline|c154-s6|alibaba-small|Google Sheets", "prompt": "c154-s6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Excel or Google Sheets are the most dangerous tools for growing businesses."}, {"id": "mai-20260917-1752-baseline|c154-s6|alibaba-small|SAP SuccessFactors", "prompt": "c154-s6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade \"Suites\" (e.g., SAP SuccessFactors, Oracle Workday) ... Why to avoid: These systems are designed for thousands of employees"}, {"id": "mai-20260917-1752-baseline|c154-s6|alibaba-small|Oracle Workday", "prompt": "c154-s6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Oracle Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-Grade \"Suites\" (e.g., SAP SuccessFactors, Oracle Workday) ... incredibly expensive, have long implementation times"}, {"id": "mai-20260917-1752-baseline|c154-s6|alibaba-small|Trello", "prompt": "c154-s6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"freemium\" time-tracking plugins, especially those embedded directly within project management tools (like Trello or Jira plugins)"}, {"id": "mai-20260917-1752-baseline|c154-s6|alibaba-small|Jira", "prompt": "c154-s6", "model": "alibaba-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "time-tracking plugins, especially those embedded directly within project management tools (like Trello or Jira plugins)"}, {"id": "mai-20260917-1752-baseline|c154-s6|anthropic-small|HiBob", "prompt": "c154-s6", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "can feel heavier, more complex, and more expensive than necessary for small businesses mainly looking to manage PTO"}, {"id": "mai-20260917-1752-baseline|c154-s6|anthropic-small|Timetastic", "prompt": "c154-s6", "model": "anthropic-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "while prioritizing simplicity, can create limitations for businesses with more complex requirements"}, {"id": "mai-20260917-1752-baseline|c154-s6|challenger-small|Deel", "prompt": "c154-s6", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise compliance tools** like **Deel** ... \"way too expensive and feature-heavy\" for small teams unless you truly need global compliance."}, {"id": "mai-20260917-1752-baseline|c154-s6|challenger-small|BambooHR", "prompt": "c154-s6", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as **BambooHR** ... if all you need is PTO/leave tracking; these can be more expensive and include features you may not use"}, {"id": "mai-20260917-1752-baseline|c154-s6|challenger-small|Flamingo", "prompt": "c154-s6", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Flamingo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platform-locked tools** such as **Flamingo** if they only work in one workspace like Slack"}, {"id": "mai-20260917-1752-baseline|c154-s6|challenger-small|Homebase", "prompt": "c154-s6", "model": "challenger-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Vertical-specific tools** like **Homebase** if your business is not in the target industry"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|Rippling", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Rippling (High Risk of Billing Shocks & Lock-in)"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|Calamari", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Calamari", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Standalone Trackers (Calamari, Vacation Tracker, Timetastic) *If* Not Integrated with Payroll"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|Vacation Tracker", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: Standalone Trackers (Calamari, Vacation Tracker, Timetastic) *If* Not Integrated with Payroll"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|Timetastic", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Standalone Trackers (Calamari, Vacation Tracker, Timetastic) *If* Not Integrated with Payroll"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|BambooHR", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious: BambooHR (Deceptive Base Pricing for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|UKG Ready", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"costly and complex to implement; may be overkill for simpler needs.\""}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|ADP Workforce Now", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "The user interface is dated, and implementation is a nightmare"}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|Gusto", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "The safest choice is to use the native PTO module inside your existing payroll provider (like Gusto or Justworks..."}, {"id": "mai-20260917-1752-baseline|c154-s6|deepseek-small|Justworks", "prompt": "c154-s6", "model": "deepseek-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "like Gusto or Justworks, which include accrual and leave tracking in their base plans"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Workday", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid:** These platforms are the industry gold standards for companies with thousands of employees, but they are highly toxic to small business efficiency."}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|SAP SuccessFactors", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid:** ... they are highly toxic to small business efficiency."}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Oracle Cloud HCM", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise HCM/HRIS Platforms (The \"Overkill\" Zone)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|UKG Pro/Ready", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Pro/Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Exorbitant costs:** They rarely feature transparent pricing."}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Gusto", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for lightweight HR systems designed specifically for SMBs (e.g., Gusto, BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|BambooHR", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for lightweight HR systems designed specifically for SMBs (e.g., Gusto, BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Rippling", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for lightweight HR systems designed specifically for SMBs (e.g., Gusto, BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|ADP Workforce Now", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to exercise caution:** While legacy giants handle payroll taxes well, their user experience (UX) and employee-facing mobile apps frequently receive poor reviews."}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Paychex", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "non-integrated tiers of legacy payroll services (like ADP Workforce Now or older Paychex suites)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|PurelyHR", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "PurelyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize platforms that offer a clean, modern mobile app and highly rated customer service for SMBs (like PurelyHR, Timetastic, or Vacation Tracker)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Timetastic", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prioritize platforms that offer a clean, modern mobile app and highly rated customer service for SMBs (like PurelyHR, Timetastic, or Vacation Tracker)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Vacation Tracker", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Prioritize platforms that offer a clean, modern mobile app and highly rated customer service for SMBs (like PurelyHR, Timetastic, or Vacation Tracker)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Cocoon", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Cocoon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "they are massive overkill if your primary goal is tracking standard vacation, sick time, and basic PTO"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Tilt", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Tilt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Why to exercise caution:** These are highly sophisticated tools built specifically to manage complex, legally sensitive Leaves of Absence"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|AbsenceSoft", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "AbsenceSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "high minimum pricing tiers that make no financial sense for small teams"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Excel templates", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Excel templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Why to avoid:** ... While technically free, they carry massive hidden costs"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|Google Sheets", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "\"Free\" Spreadsheets or Unsecured Templates (The \"Hidden Cost\" Trap)"}, {"id": "mai-20260917-1752-baseline|c154-s6|google-small|TalentHR", "prompt": "c154-s6", "model": "google-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "choose dedicated software that offers a genuinely free tier for very small teams (such as TalentHR, which is free for micro-teams)"}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|Workday", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid using Workday, UKG Ready, and BambooHR"}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|UKG Ready", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It can be costly and complex to implement, and may be overkill for simpler needs."}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|BambooHR", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has limited deep legal compliance tools and may not be suitable for complex FMLA/ADA cases"}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|Vacation Tracker", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a dedicated tracker that is highly ranked and suitable for most small and mid-size teams"}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|LeaveBoard", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good option for small businesses that need barebones leave management features"}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|Day Off", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "another good option for small businesses that need simple leave management features"}, {"id": "mai-20260917-1752-baseline|c154-s6|meta-small|actiPLANS", "prompt": "c154-s6", "model": "meta-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "actiPLANS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free dedicated tool that covers the full leave workflow without implementation overhead"}, {"id": "mai-20260917-1752-baseline|c154-s6|minimax-small|Workday", "prompt": "c154-s6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workday** – Very expensive and complex; not suitable for small organizations"}, {"id": "mai-20260917-1752-baseline|c154-s6|minimax-small|UKG Ready", "prompt": "c154-s6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Can be costly and complex to implement; overkill for simpler needs"}, {"id": "mai-20260917-1752-baseline|c154-s6|minimax-small|ADP Workforce Now", "prompt": "c154-s6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Dated user interface, better suited for larger companies"}, {"id": "mai-20260917-1752-baseline|c154-s6|minimax-small|Vacation Tracker", "prompt": "c154-s6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Consider dedicated leave trackers like Vacation Tracker, Timetastic, or BambooHR (for small businesses) rather than enterprise solutions."}, {"id": "mai-20260917-1752-baseline|c154-s6|minimax-small|Timetastic", "prompt": "c154-s6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider dedicated leave trackers like Vacation Tracker, Timetastic, or BambooHR (for small businesses)"}, {"id": "mai-20260917-1752-baseline|c154-s6|minimax-small|BambooHR", "prompt": "c154-s6", "model": "minimax-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or BambooHR (for small businesses) rather than enterprise solutions"}, {"id": "mai-20260917-1752-baseline|c154-s6|mistral-small|Workday", "prompt": "c154-s6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Workday and UKG Ready are designed for large organizations... They are expensive, require lengthy setup"}, {"id": "mai-20260917-1752-baseline|c154-s6|mistral-small|UKG Ready", "prompt": "c154-s6", "model": "mistral-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like Workday and UKG Ready are designed for large organizations... These systems can overwhelm smaller businesses"}, {"id": "mai-20260917-1752-baseline|c154-s6|moonshot-small|Workday", "prompt": "c154-s6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should generally **avoid enterprise platforms** (Workday, UKG Pro, SAP)"}, {"id": "mai-20260917-1752-baseline|c154-s6|moonshot-small|UKG Pro", "prompt": "c154-s6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise platforms** (Workday, UKG Pro, SAP)"}, {"id": "mai-20260917-1752-baseline|c154-s6|moonshot-small|SAP SuccessFactors", "prompt": "c154-s6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid enterprise platforms** (Workday, UKG Pro, SAP)"}, {"id": "mai-20260917-1752-baseline|c154-s6|moonshot-small|ADP Workforce Now", "prompt": "c154-s6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While popular for payroll, small businesses should be cautious: **Dated user interface**"}, {"id": "mai-20260917-1752-baseline|c154-s6|moonshot-small|BambooHR", "prompt": "c154-s6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be problematic if your primary need is just leave management"}, {"id": "mai-20260917-1752-baseline|c154-s6|moonshot-small|Zoho People", "prompt": "c154-s6", "model": "moonshot-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be problematic if your primary need is just leave management"}, {"id": "mai-20260917-1752-baseline|c154-s6|openai-small|Pause", "prompt": "c154-s6", "model": "openai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Pause", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pause's recent review summary says it's good for Slack-based leave handling, but warns about slow website performance, occasional bugs, and weak mobile responsiveness."}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|UKG Ready", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (Generally Not Suitable for Small Businesses):- **Enterprise/HRIS Heavyweights like UKG Ready (formerly Kronos)"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|ADP Workforce Now", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise HRIS | UKG Ready, ADP Workforce Now, Rippling | High setup cost, complexity, overkill features"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Rippling", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools to **Avoid** ... ADP Workforce Now, Rippling, BambooHR (at small scale)"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|BambooHR", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "BambooHR (at small scale)**: ... BambooHR's effective $50/head for <25 users"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Replicon", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Replicon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Most expensive on Forbes lists; built for time/attendance suites, not simple leave"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Vacation Tracker", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools with High Minimum Fees**: Vacation Tracker ($50/month min. even at $2/user—hits small teams hard"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Zenefits", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Over-Complex for Basics**: BambooHR or Zenefits if you only need leave"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Timetastic", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for dedicated trackers like **Timetastic**, **Calamari**, **LeaveBoard**, or **Day Off**"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|LeaveBoard", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "LeaveBoard (free <10 users)"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Day Off", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Day Off", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Day Off (low-cost basics)"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Connecteam", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Connecteam (free <10)"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Homebase", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Homebase (free 1 location)"}, {"id": "mai-20260917-1752-baseline|c154-s6|xai-small|Calamari", "prompt": "c154-s6", "model": "xai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Opt for dedicated trackers like **Timetastic**, **Calamari**"}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|Workday", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for enterprises; very expensive and complex. ... Not cost-effective for teams under ~50."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|UKG Ready (Ultimate Kronos Group)", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "UKG Ready (Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Heavy compliance focus; can be overkill. High cost and implementation time."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|ADP Workforce Now", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "All-in-one HRIS built for mid- to large firms. UI feels dated. Complex configuration."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|Zoho People", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Feature-rich but heavy; may overwhelm small teams."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|BambooHR", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great for basic leave tracking, but its deep compliance features and complexity can be overkill for small teams."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|Rippling", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Powerful and scalable, but complex and costly for small teams that only need leave management."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|Deel", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Powerful and scalable, but complex and costly for small teams that only need leave management."}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|Timetastic", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Timetastic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider a focused tool (e.g., Timetastic, LeaveBoard, Vacation Tracker) instead of a heavy HR suite"}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|LeaveBoard", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "LeaveBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider a focused tool (e.g., Timetastic, LeaveBoard, Vacation Tracker) instead of a heavy HR suite"}, {"id": "mai-20260917-1752-baseline|c154-s6|zai-small|Vacation Tracker", "prompt": "c154-s6", "model": "zai-small", "cat": "leave-and-absence-management", "variant": "negative", "raw": "Vacation Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consider a focused tool (e.g., Timetastic, LeaveBoard, Vacation Tracker) instead of a heavy HR suite"}, {"id": "mai-20260917-1752-baseline|c155-l1|alibaba-small|Workday HCM", "prompt": "c155-l1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Large enterprises needing **global compliance** and unified governance."}, {"id": "mai-20260917-1752-baseline|c155-l1|alibaba-small|Ceridian Dayforce", "prompt": "c155-l1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Organizations with **complex, real-time wage and hour requirements**."}, {"id": "mai-20260917-1752-baseline|c155-l1|alibaba-small|SAP SuccessFactors", "prompt": "c155-l1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Global enterprises already using **SAP ERP**."}, {"id": "mai-20260917-1752-baseline|c155-l1|alibaba-small|Mitratech", "prompt": "c155-l1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mitratech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Deep **immigration and I-9 compliance**."}, {"id": "mai-20260917-1752-baseline|c155-l1|alibaba-small|Cority", "prompt": "c155-l1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Cority", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** **Health, Safety, and Environmental (HSE) compliance**."}, {"id": "mai-20260917-1752-baseline|c155-l1|alibaba-small|Rippling", "prompt": "c155-l1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "While originally targeting the mid-market, Rippling is now competing in the enterprise space."}, {"id": "mai-20260917-1752-baseline|c155-l1|anthropic-small|Workday", "prompt": "c155-l1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Enterprise (500+ employees) with global HCM, deep analytics and compliance"}, {"id": "mai-20260917-1752-baseline|c155-l1|anthropic-small|ADP SmartCompliance", "prompt": "c155-l1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP handles it at enterprise scale with human experts backing the software"}, {"id": "mai-20260917-1752-baseline|c155-l1|anthropic-small|Paychex", "prompt": "c155-l1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paychex delivers comprehensive compliance solutions purpose-built for organizations that need integrated regulatory protection"}, {"id": "mai-20260917-1752-baseline|c155-l1|anthropic-small|Deel", "prompt": "c155-l1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel is an all-in-one HR platform for global teams to hire, manage, pay, and support workers across countries"}, {"id": "mai-20260917-1752-baseline|c155-l1|anthropic-small|HR Acuity", "prompt": "c155-l1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HR Acuity is rated the #1 Enterprise Whistleblower Hotline Platform for Winter 2026 by G2"}, {"id": "mai-20260917-1752-baseline|c155-l1|challenger-small|Workday", "prompt": "c155-l1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more context, I'd pick **Workday** for a large enterprise B2B company"}, {"id": "mai-20260917-1752-baseline|c155-l1|challenger-small|ADP SmartCompliance", "prompt": "c155-l1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best enterprise payroll/compliance control:** **ADP SmartCompliance**"}, {"id": "mai-20260917-1752-baseline|c155-l1|challenger-small|NAVEX One", "prompt": "c155-l1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best purpose-built HR ethics/compliance platform:** **NAVEX One**"}, {"id": "mai-20260917-1752-baseline|c155-l1|challenger-small|HR Acuity", "prompt": "c155-l1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best enterprise HR case/employee relations compliance platform:** **HR Acuity**"}, {"id": "mai-20260917-1752-baseline|c155-l1|challenger-small|Rippling", "prompt": "c155-l1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want compliance embedded in a unified workforce platform:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-l1|deepseek-small|Rippling", "prompt": "c155-l1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies**, **Rippling** is the strongest overall value in 2026"}, {"id": "mai-20260917-1752-baseline|c155-l1|deepseek-small|Workday", "prompt": "c155-l1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** is the safe enterprise benchmark"}, {"id": "mai-20260917-1752-baseline|c155-l1|deepseek-small|ADP (Workforce Now)", "prompt": "c155-l1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP (Workforce Now)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If payroll compliance certainty (with a tax penalty guarantee) is your top priority, **ADP** is the dependable choice."}, {"id": "mai-20260917-1752-baseline|c155-l1|deepseek-small|Dayforce", "prompt": "c155-l1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for complex multi-state/multi-country"}, {"id": "mai-20260917-1752-baseline|c155-l1|deepseek-small|Mitratech", "prompt": "c155-l1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mitratech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mitratech is a strong specialized enterprise choice"}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|Rippling", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B enterprise is tech-forward, scales quickly, and relies on a remote or hybrid workforce, Rippling is the top choice."}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|Workday", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "massive legacy enterprises (10,000+ employees) might find its ERP integrations less robust than Workday"}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|Deel", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel: Excellent for managing a mix of international full-time employees and independent contractors."}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|Remote", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly favored by enterprise compliance officers because of its owned-entity model."}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|ADP (SmartCompliance / Vantage)", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP (SmartCompliance / Vantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is the gold standard... Key limitation: The interface can feel dated and clunky"}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|SixFifty", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SixFifty is the industry leader"}, {"id": "mai-20260917-1752-baseline|c155-l1|google-small|Ethena", "prompt": "c155-l1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ethena is a modern, AI-powered compliance training platform."}, {"id": "mai-20260917-1752-baseline|c155-l1|meta-small|Rippling", "prompt": "c155-l1", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rippling - Unifies HR, Payroll, IT, and Finance with powerful automation."}, {"id": "mai-20260917-1752-baseline|c155-l1|meta-small|Guideflow", "prompt": "c155-l1", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Guideflow - Maps jurisdiction footprint and identifies single biggest compliance gap"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|Rippling", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** or **Workday** are generally considered top choices"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|Workday HCM", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** or **Workday** are generally considered top choices"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|SAP SuccessFactors", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Large enterprises with rigorous governance requirements"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|ADP Workforce Now", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Mid-to-large firms with payroll-focused needs"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|UKG Pro", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Large employers managing complex workforce compliance"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|Mitratech", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mitratech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Enterprise GRC (Governance, Risk, Compliance)"}, {"id": "mai-20260917-1752-baseline|c155-l1|minimax-small|Dayforce", "prompt": "c155-l1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** Organizations needing simplified global compliance"}, {"id": "mai-20260917-1752-baseline|c155-l1|mistral-small|Rippling", "prompt": "c155-l1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best HR compliance software for an enterprise B2B company in 2026 is **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-l1|mistral-small|Workday", "prompt": "c155-l1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** is another top contender, especially for very large, global enterprises"}, {"id": "mai-20260917-1752-baseline|c155-l1|moonshot-small|Workday HCM", "prompt": "c155-l1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** offers the best balance of comprehensive compliance features, global scalability, and unified data governance"}, {"id": "mai-20260917-1752-baseline|c155-l1|moonshot-small|SAP SuccessFactors", "prompt": "c155-l1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already running SAP for finance, **SAP SuccessFactors** provides tighter integration and may be the better choice"}, {"id": "mai-20260917-1752-baseline|c155-l1|moonshot-small|Oracle HCM Cloud", "prompt": "c155-l1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Organizations with high audit sensitivity and automated SOX controls"}, {"id": "mai-20260917-1752-baseline|c155-l1|moonshot-small|Dayforce (Ceridian)", "prompt": "c155-l1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-time payroll compliance, hourly/shift workers"}, {"id": "mai-20260917-1752-baseline|c155-l1|moonshot-small|ADP", "prompt": "c155-l1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payroll-led compliance, US-centric"}, {"id": "mai-20260917-1752-baseline|c155-l1|moonshot-small|Darwinbox", "prompt": "c155-l1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern unified-suite alternative"}, {"id": "mai-20260917-1752-baseline|c155-l1|openai-small|Workday", "prompt": "c155-l1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is usually the safest \"best overall\" HR compliance platform for large enterprises"}, {"id": "mai-20260917-1752-baseline|c155-l1|openai-small|Dayforce", "prompt": "c155-l1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dayforce is often the best alternative when payroll/workforce compliance is the main pain point"}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|Workday", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start here if B2B enterprise (5k+ employees, global):** Workday or UKG—robust for audits, reporting, and integrations."}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|Dayforce (Ceridian)", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multi-state US focus:** Dayforce or ADP."}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|UKG Pro", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Workday or UKG—robust for audits, reporting, and integrations."}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|ADP Workforce Now", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Multi-state US focus:** Dayforce or ADP."}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|Rippling", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "dominates user reviews for automation/ease but may suit mid-to-upper enterprise better than ultra-complex setups"}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|Paycom", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Paycom (4.5/5 G2), Paylocity (4.4/5), or Mitratech (enterprise GRC/I-9) are strong for specific needs"}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|Paylocity", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Paycom (4.5/5 G2), Paylocity (4.4/5), or Mitratech"}, {"id": "mai-20260917-1752-baseline|c155-l1|xai-small|Mitratech", "prompt": "c155-l1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mitratech (enterprise GRC/I-9) are strong for specific needs (e.g., single-DB HCM or immigration)"}, {"id": "mai-20260917-1752-baseline|c155-l1|zai-small|Workday HCM", "prompt": "c155-l1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** and **SAP SuccessFactors HCM** are the industry benchmarks"}, {"id": "mai-20260917-1752-baseline|c155-l1|zai-small|SAP SuccessFactors HCM", "prompt": "c155-l1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday HCM** and **SAP SuccessFactors HCM** are the industry benchmarks, though they come with higher implementation and ongoing costs."}, {"id": "mai-20260917-1752-baseline|c155-l1|zai-small|Oracle Fusion Cloud HCM", "prompt": "c155-l1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automated SOX controls, strong financial‑risk focus, tight ERP integration | Very high implementation cost"}, {"id": "mai-20260917-1752-baseline|c155-l1|zai-small|ADP (Workforce Now / Vantage HCM)", "prompt": "c155-l1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP (Workforce Now / Vantage HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP** (Workforce Now or Vantage) remains a strong, reliable choice."}, {"id": "mai-20260917-1752-baseline|c155-l1|zai-small|Rippling Enterprise HCM", "prompt": "c155-l1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling Enterprise HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling Enterprise HCM** is an increasingly compelling alternative."}, {"id": "mai-20260917-1752-baseline|c155-l1|zai-small|Dayforce (formerly Ceridian)", "prompt": "c155-l1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Dayforce** is a specialized leader."}, {"id": "mai-20260917-1752-baseline|c155-l2|alibaba-small|NAVEX One (formerly PolicyTech)", "prompt": "c155-l2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX One (formerly PolicyTech)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **NAVEX One (formerly PolicyTech)**"}, {"id": "mai-20260917-1752-baseline|c155-l2|alibaba-small|AirMason", "prompt": "c155-l2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Modern UX & Culture Focus: **AirMason** ... is a strong contender"}, {"id": "mai-20260917-1752-baseline|c155-l2|alibaba-small|MetricStream", "prompt": "c155-l2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MetricStream is the heavyweight champion ... Cons: Expensive and complex; overkill"}, {"id": "mai-20260917-1752-baseline|c155-l2|alibaba-small|Workday", "prompt": "c155-l2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use a massive HRIS like **Workday** ... check their native learning/policy content modules first."}, {"id": "mai-20260917-1752-baseline|c155-l2|alibaba-small|SAP SuccessFactors", "prompt": "c155-l2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use a massive HRIS like **Workday** or **SAP SuccessFactors**, check their native learning/policy content modules first."}, {"id": "mai-20260917-1752-baseline|c155-l2|alibaba-small|Oracle", "prompt": "c155-l2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native HRIS Solutions (Workday / SAP / Oracle)"}, {"id": "mai-20260917-1752-baseline|c155-l2|anthropic-small|Blissbook", "prompt": "c155-l2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Blissbook** (Best for Policy Management & Acknowledgment Tracking)"}, {"id": "mai-20260917-1752-baseline|c155-l2|anthropic-small|AirMason", "prompt": "c155-l2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. AirMason** (Best for Comprehensive Solution)"}, {"id": "mai-20260917-1752-baseline|c155-l2|anthropic-small|Guideflow", "prompt": "c155-l2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Guideflow** (Best for Interactive Implementation)"}, {"id": "mai-20260917-1752-baseline|c155-l2|challenger-small|Blissbook", "prompt": "c155-l2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Blissbook** as the strongest fit overall"}, {"id": "mai-20260917-1752-baseline|c155-l2|challenger-small|AirMason", "prompt": "c155-l2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **AirMason** as the main alternative if your top priority is AI-assisted updates"}, {"id": "mai-20260917-1752-baseline|c155-l2|challenger-small|Trainual", "prompt": "c155-l2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want policies tied to training and acknowledgments:** **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-l2|deepseek-small|NAVEX PolicyTech", "prompt": "c155-l2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX PolicyTech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **NAVEX PolicyTech** (part of the NAVEX One GRC platform) as the top overall choice"}, {"id": "mai-20260917-1752-baseline|c155-l2|deepseek-small|Mitratech PolicyHub", "prompt": "c155-l2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Mitratech PolicyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Mitratech PolicyHub** as the strong close runner-up"}, {"id": "mai-20260917-1752-baseline|c155-l2|deepseek-small|PowerDMS", "prompt": "c155-l2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PowerDMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong if your focus is purely on approvals, publishing, and signed acknowledgments, but it's historically best suited to public safety/accreditation"}, {"id": "mai-20260917-1752-baseline|c155-l2|deepseek-small|LogicGate / Risk Cloud", "prompt": "c155-l2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "LogicGate / Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if you want policies tightly linked to enterprise risk and controls as part of a bigger GRC program"}, {"id": "mai-20260917-1752-baseline|c155-l2|deepseek-small|BambooHR's handbook feature", "prompt": "c155-l2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR's handbook feature", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid DIY documents or SMB tools like BambooHR's handbook feature — they lack the distribution targeting, attestation evidence, and scale"}, {"id": "mai-20260917-1752-baseline|c155-l2|google-small|AirMason", "prompt": "c155-l2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AirMason is the market leader"}, {"id": "mai-20260917-1752-baseline|c155-l2|google-small|SixFifty", "prompt": "c155-l2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Legally complex, multi-state, and multi-national compliance."}, {"id": "mai-20260917-1752-baseline|c155-l2|google-small|Blissbook (PRO & Enterprise Tiers)", "prompt": "c155-l2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook (PRO & Enterprise Tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blissbook strikes an excellent balance between beautiful culture-driven design and strict enterprise governance."}, {"id": "mai-20260917-1752-baseline|c155-l2|google-small|NAVEX One (PolicyTech)", "prompt": "c155-l2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX One (PolicyTech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PolicyTech is the enterprise gold standard"}, {"id": "mai-20260917-1752-baseline|c155-l2|meta-small|Trainual", "prompt": "c155-l2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trainual - Best overall for a living, trained handbook."}, {"id": "mai-20260917-1752-baseline|c155-l2|meta-small|Blissbook", "prompt": "c155-l2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Blissbook - Online Employee Handbook & Policy Software."}, {"id": "mai-20260917-1752-baseline|c155-l2|meta-small|Guideflow", "prompt": "c155-l2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Guideflow - Employee handbook software for creating, updating, distributing, and tracking company policy documents"}, {"id": "mai-20260917-1752-baseline|c155-l2|meta-small|Air Mason", "prompt": "c155-l2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Air Mason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Air Mason - Employee handbook software that helps companies create, distribute, track, and update employee handbooks digitally."}, {"id": "mai-20260917-1752-baseline|c155-l2|minimax-small|NAVEX One", "prompt": "c155-l2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NAVEX One or Onspring are the most enterprise-ready for a large organization"}, {"id": "mai-20260917-1752-baseline|c155-l2|minimax-small|Onspring Policy Management", "prompt": "c155-l2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Onspring Policy Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "NAVEX One or Onspring are the most enterprise-ready for a large organization"}, {"id": "mai-20260917-1752-baseline|c155-l2|minimax-small|PowerPolicy by PowerDMS", "prompt": "c155-l2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PowerPolicy by PowerDMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Comprehensive policy lifecycle management"}, {"id": "mai-20260917-1752-baseline|c155-l2|minimax-small|Trainual", "prompt": "c155-l2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want more of a living handbook approach with training integration, Trainual is also an excellent choice."}, {"id": "mai-20260917-1752-baseline|c155-l2|minimax-small|AirMason", "prompt": "c155-l2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Branded, polished handbooks with compliance tracking"}, {"id": "mai-20260917-1752-baseline|c155-l2|mistral-small|BambooHR", "prompt": "c155-l2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BambooHR** or **Trainual** as top employee handbook and policy management tools."}, {"id": "mai-20260917-1752-baseline|c155-l2|mistral-small|Trainual", "prompt": "c155-l2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **BambooHR** or **Trainual** as top employee handbook and policy management tools."}, {"id": "mai-20260917-1752-baseline|c155-l2|moonshot-small|Mitratech PolicyHub", "prompt": "c155-l2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Mitratech PolicyHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Mitratech PolicyHub or NAVEX PolicyTech if compliance and auditability are top priorities"}, {"id": "mai-20260917-1752-baseline|c155-l2|moonshot-small|NAVEX PolicyTech", "prompt": "c155-l2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX PolicyTech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary choice: Mitratech PolicyHub or NAVEX PolicyTech if compliance and auditability are top priorities"}, {"id": "mai-20260917-1752-baseline|c155-l2|moonshot-small|AirMason", "prompt": "c155-l2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: AirMason if you want to balance compliance with employee engagement and modern design"}, {"id": "mai-20260917-1752-baseline|c155-l2|moonshot-small|ConvergePoint", "prompt": "c155-l2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "ConvergePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft 365 Environments... Limited if not using Microsoft stack"}, {"id": "mai-20260917-1752-baseline|c155-l2|openai-small|NAVEX One", "prompt": "c155-l2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **NAVEX One** as the best all-around **policy management platform**"}, {"id": "mai-20260917-1752-baseline|c155-l2|openai-small|Brightmine Automated Handbook Management", "prompt": "c155-l2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Brightmine Automated Handbook Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brightmine Automated Handbook Management** if your top priority is a tightly maintained **employee handbook**"}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|NAVEX One PolicyTech", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX One PolicyTech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **NAVEX One PolicyTech** as the top employee handbook and policy management tool"}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|Mitratech PolicyHub", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Mitratech PolicyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full policy lifecycle automation | No-code workflows, assessments, real-time reporting"}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|ServiceNow Policy & Compliance", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "ServiceNow Policy & Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep integration with HR service delivery... More GRC-focused; steeper learning curve if not in ecosystem."}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|PowerDMS", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PowerDMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Public sector/heavily regulated | Strong accreditation support... Narrower HR/handbook focus."}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|Workday (with Docs/Help)", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Workday (with Docs/Help)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a standalone handbook builder; lacks advanced compliance automation."}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|Blissbook or AirMason", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook or AirMason", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "May not scale as well for 1000s of policies/users without add-ons."}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|BambooHR", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid SMB-focused tools like BambooHR, Zenefits, or Trainual—they lack the governance depth"}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|Zenefits", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid SMB-focused tools like BambooHR, Zenefits, or Trainual"}, {"id": "mai-20260917-1752-baseline|c155-l2|xai-small|Trainual", "prompt": "c155-l2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid SMB-focused tools like BambooHR, Zenefits, or Trainual"}, {"id": "mai-20260917-1752-baseline|c155-l2|zai-small|Blissbook", "prompt": "c155-l2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Blissbook** as your top choice."}, {"id": "mai-20260917-1752-baseline|c155-l2|zai-small|AirMason", "prompt": "c155-l2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: AirMason ... is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|Workday HCM", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large enterprises already using Workday for Finance who need HR compliance that aligns seamlessly with broader corporate governance."}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|Oracle HCM Cloud", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong automated SOX controls and extensive audit trails."}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Superior localization for local labor laws, tax regulations, and languages across dozens of countries."}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|Dayforce (Ceridian)", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry leader in real-time payroll processing, which inherently ensures real-time compliance with wage/hour laws"}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|HR Acuity (now part of ADP)", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity (now part of ADP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Integrate best-of-breed tools like **HR Acuity** for investigations"}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|SixFifty", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**SixFifty** for multistate policies"}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|Mitratech (formerly Minerva)", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech (formerly Minerva)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Comprehensive platform covering I-9/immigration compliance, anonymous hotlines, whistleblower management, and compliance training."}, {"id": "mai-20260917-1752-baseline|c155-l3|alibaba-small|Deel / Remote", "prompt": "c155-l3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel / Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Deel** for global contracting to fill gaps where the core HCM lacks depth or speed."}, {"id": "mai-20260917-1752-baseline|c155-l3|anthropic-small|ADP SmartCompliance", "prompt": "c155-l3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP SmartCompliance and Workday are the primary enterprise solutions."}, {"id": "mai-20260917-1752-baseline|c155-l3|anthropic-small|Workday", "prompt": "c155-l3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP SmartCompliance and Workday are the primary enterprise solutions."}, {"id": "mai-20260917-1752-baseline|c155-l3|anthropic-small|Paychex Flex", "prompt": "c155-l3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paychex Flex combines automated payroll compliance with real-time support"}, {"id": "mai-20260917-1752-baseline|c155-l3|anthropic-small|Deel", "prompt": "c155-l3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel handles employment law, payroll filings, and worker classification in places where you have no legal entity"}, {"id": "mai-20260917-1752-baseline|c155-l3|anthropic-small|UKG Pro", "prompt": "c155-l3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UKG Pro and Ceridian Dayforce also serve enterprises with robust compliance engines"}, {"id": "mai-20260917-1752-baseline|c155-l3|anthropic-small|Ceridian Dayforce", "prompt": "c155-l3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "UKG Pro and Ceridian Dayforce also serve enterprises with robust compliance engines"}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|Workday", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong for enterprise governance and a single data model, with modular/global partner reliance for some local needs."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Often chosen for broad global scalability and strong regional compliance, but implementation is heavier."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|Oracle HCM Cloud", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best when financial controls and segregation-of-duties matter most."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|ADP", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strongest when compliance is centered on payroll accuracy and statutory filings."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|UKG Pro", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good fit for workforce-intensive organizations, especially hourly and operational workforces."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|Dayforce", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Differentiates with real-time compliance for complex scheduling and pay rules."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|Rippling", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stands out because compliance is connected to employee access and admin actions across systems."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|HR Acuity", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Not a full HCM; best as a specialist tool for investigations and employee-relations compliance."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|Affirmity", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Affirmity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A niche specialist rather than a broad HR suite."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|SixFifty", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for creating compliant documents, especially across all 50 US states."}, {"id": "mai-20260917-1752-baseline|c155-l3|challenger-small|Deel", "prompt": "c155-l3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SAP SuccessFactors, Workday, Deel, and Rippling are commonly positioned for multinational operations"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Workday HCM", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** — The enterprise benchmark. Compliance is embedded in a single cloud-native data model"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest choice for **global multi-country compliance**, supporting 100+ country versions"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies already inside an Oracle financial ecosystem, with deep automated SOX controls"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|UKG Pro", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for large frontline/hourly workforces with complex scheduling and time-tracking compliance needs."}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|ADP SmartCompliance", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The standout for **payroll-adjacent compliance at scale**"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Compliance Navigator / Mitratech (GRC)", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Compliance Navigator / Mitratech (GRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You need deep configurable GRC beyond policy:** → **Mitratech**."}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|NAVEX One", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The most established name in compliance hotlines... Strongest enterprise reputation (highest review scores)."}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|OneTrust Convercent", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "OneTrust Convercent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "transitioned Convercent Ethics & Compliance (including SpeakUp Trustline) to EQS Group**, so if you're evaluating this, evaluate it now under EQS"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Deel", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel is commonly ranked the best global/EOR option."}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Papaya Global", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Employer-of-Record (EOR) and contractor compliance across 100+ countries"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Rippling", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Employer-of-Record (EOR) and contractor compliance across 100+ countries"}, {"id": "mai-20260917-1752-baseline|c155-l3|deepseek-small|Oyster", "prompt": "c155-l3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Employer-of-Record (EOR) and contractor compliance across 100+ countries"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Workday HCM", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The gold standard for global enterprises. It specializes in deeply configurable compliance rules for complex, multinational workforce structures."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|ADP (Workforce Now & ADP Lyric)", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP (Workforce Now & ADP Lyric)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A legacy giant with a massive compliance infrastructure."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Dayforce (formerly Ceridian)", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acclaimed for its real-time payroll calculations, which drastically reduce compliance risk"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|SixFifty (by Wilson Sonsini)", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty (by Wilson Sonsini)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An AI-driven legal technology platform that automates 90% of employment law tasks."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Mitratech Mineral (formerly ThinkHR)", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral (formerly ThinkHR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines continuous law tracking with expert human consultation."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|ComplianceHR (fueled by Littler)", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ComplianceHR (fueled by Littler)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "arguably the most sophisticated tool on the market for multi-jurisdiction handbook building"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Rippling", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rippling is unique because it automatically flags physical compliance risks"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Deel", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Leading Employer of Record (EOR) platforms."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Remote", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deel / Remote / Papaya Global: Leading Employer of Record (EOR) platforms."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Papaya Global", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deel / Remote / Papaya Global: Leading Employer of Record (EOR) platforms."}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Skillsoft", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Massive enterprise learning suites focused heavily on compliance, ethics, cybersecurity"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|LRN", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Skillsoft & LRN: Massive enterprise learning suites focused heavily on compliance"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|Traliant", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Specialized, highly interactive platforms designed to meet state-mandated harassment prevention"}, {"id": "mai-20260917-1752-baseline|c155-l3|google-small|EasyLlama", "prompt": "c155-l3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Traliant / EasyLlama: Specialized, highly interactive platforms"}, {"id": "mai-20260917-1752-baseline|c155-l3|meta-small|Deel", "prompt": "c155-l3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deel is a global payroll and compliance platform that empowers organizations to hire and pay employees in 150+ countries."}, {"id": "mai-20260917-1752-baseline|c155-l3|meta-small|Mitratech", "prompt": "c155-l3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mitratech is an Enterprise GRC tool that offers I-9, immigration, governance/risk/compliance"}, {"id": "mai-20260917-1752-baseline|c155-l3|meta-small|Workday", "prompt": "c155-l3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday is an Enterprise HCM platform that offers global compliance, audit, reporting"}, {"id": "mai-20260917-1752-baseline|c155-l3|meta-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP SuccessFactors is an enterprise-grade Human Capital Management (HCM) platform designed for organizations that prioritize formal process governance"}, {"id": "mai-20260917-1752-baseline|c155-l3|minimax-small|Deel", "prompt": "c155-l3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For global hiring focus:** Deel wins on global coverage"}, {"id": "mai-20260917-1752-baseline|c155-l3|minimax-small|Rippling", "prompt": "c155-l3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For depth/automation:** Rippling offers more comprehensive features"}, {"id": "mai-20260917-1752-baseline|c155-l3|minimax-small|Workday", "prompt": "c155-l3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For enterprise scale & data governance:** Workday"}, {"id": "mai-20260917-1752-baseline|c155-l3|minimax-small|Mitratech", "prompt": "c155-l3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For specific risk/compliance focus:** Mitratech"}, {"id": "mai-20260917-1752-baseline|c155-l3|mistral-small|Workday HCM", "prompt": "c155-l3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the most comprehensive for large, mature enterprises needing HR + finance + global compliance."}, {"id": "mai-20260917-1752-baseline|c155-l3|mistral-small|Rippling Enterprise HCM", "prompt": "c155-l3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling Enterprise HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is best for enterprises wanting a single, intuitive platform for HR, IT, and compliance automation."}, {"id": "mai-20260917-1752-baseline|c155-l3|mistral-small|Mitratech (Mineral)", "prompt": "c155-l3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech (Mineral)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mitratech specializes in GRC and legal risk, ideal for complex compliance training and audit trails."}, {"id": "mai-20260917-1752-baseline|c155-l3|mistral-small|Deel", "prompt": "c155-l3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel leads for global teams and EOR needs."}, {"id": "mai-20260917-1752-baseline|c155-l3|mistral-small|Dayforce", "prompt": "c155-l3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dayforce excels in payroll and scheduling for complex industries."}, {"id": "mai-20260917-1752-baseline|c155-l3|mistral-small|Justworks", "prompt": "c155-l3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Justworks is a strong PEO option for smaller enterprises needing bundled compliance."}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|Workday HCM", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Unified governance & audit trails** | Workday"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Broadest global payroll coverage** | SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Financial/SOX controls** | Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|Dayforce (formerly Ceridian)", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Real-time payroll + workforce management** | Dayforce"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|Rippling", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Automation across HR/IT/Finance** | Rippling"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|ADP Workforce Now", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-to-large enterprises wanting payroll + compliance bundled with dedicated support"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|Mineral (formerly ThinkHR + Mammoth)", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral (formerly ThinkHR + Mammoth)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMB to mid-market needing live HR advisory alongside software"}, {"id": "mai-20260917-1752-baseline|c155-l3|moonshot-small|Equifax I-9 Manage", "prompt": "c155-l3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Equifax I-9 Manage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Limitations | Narrow scope (form I-9 only)"}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|ADP SmartCompliance", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Payroll tax, garnishments, ACA, verification, and multi-system compliance? Look at **ADP SmartCompliance**."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|ADP Lyric HCM / ADP enterprise HCM", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP Lyric HCM / ADP enterprise HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **large enterprises** wanting HCM plus compliance and global payroll in one ecosystem."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|UKG Pro", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a full enterprise HR platform with compliance built in? Consider **ADP Lyric HCM, UKG Pro, Dayforce, or Paycom**."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|Workday HCM", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday itself is usually the **system of record**, while specialized compliance needs may be filled by add-ons."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|Dayforce", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: enterprises focused on **pay, workforce management, and labor compliance** in a single platform."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|Rippling PEO", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling PEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want to outsource a lot of compliance operations? Look at **ADP TotalSource** or **Rippling PEO**."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|ADP TotalSource (PEO)", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP TotalSource (PEO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: companies that want a **full-service PEO** with compliance built in."}, {"id": "mai-20260917-1752-baseline|c155-l3|openai-small|Paycom", "prompt": "c155-l3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: enterprises wanting a **single-database HCM** with compliance and payroll in one system."}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|Workday HCM", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workday/Oracle for audit-heavy finance ties"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|Oracle Fusion Cloud HCM", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday/Oracle for audit-heavy finance ties"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP for 50+ country ops"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|ADP Workforce Now/SmartCompliance", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP Workforce Now/SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling/ADP for faster unified automation"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|Dayforce (Ceridian)", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For Hourly/shift workforces"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|Rippling Enterprise HCM", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling Enterprise HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "G2: 4.8/5, top-rated overall"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|UKG Pro", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For Diverse workforces"}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|Mitratech", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Mitratech (GRC-focused, 4.2/5) or Paylocity appear in mid-enterprise lists but less dominantly for pure scale."}, {"id": "mai-20260917-1752-baseline|c155-l3|xai-small|Paylocity", "prompt": "c155-l3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in mid-enterprise lists but less dominantly for pure scale"}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|Workday HCM", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises with highly complex, multi-jurisdictional needs and a strong focus on unified data governance."}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|Oracle HCM Cloud", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Oracle if you prioritize automated SOX controls and tight integration with financial systems."}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|SAP SuccessFactors", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP SuccessFactors if you require extensive native global payroll and multi-region compliance."}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|Dayforce (formerly Ceridian)", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specializes in real-time payroll compliance for shift-based and hourly workforces"}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|Rippling Enterprise HCM", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling Enterprise HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers a unified HR + payroll + compliance + identity platform"}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|Deel", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "is the go-to for global hiring and EOR, ensuring compliant contracts and local payroll"}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|BambooHR (with Compliance Intelligence)", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR (with Compliance Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose BambooHR if you're mid-size and want compliance built into a full HRIS"}, {"id": "mai-20260917-1752-baseline|c155-l3|zai-small|Gusto", "prompt": "c155-l3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Gusto if you're SMB-to-mid-size and want combined payroll and 50-state HR compliance"}, {"id": "mai-20260917-1752-baseline|c155-l4|alibaba-small|ADP (ADP Workforce Now)", "prompt": "c155-l4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP (ADP Workforce Now)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Compliance Infrastructure"}, {"id": "mai-20260917-1752-baseline|c155-l4|alibaba-small|Ceridian Dayforce", "prompt": "c155-l4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Consolidating Vendors (Reducing \"Software Sprawl\")"}, {"id": "mai-20260917-1752-baseline|c155-l4|alibaba-small|UKG (Ultimate Kronos Group) - UKG Pro", "prompt": "c155-l4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "UKG (Ultimate Kronos Group) - UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Labor Law & Wage & Hour Compliance"}, {"id": "mai-20260917-1752-baseline|c155-l4|alibaba-small|Workday", "prompt": "c155-l4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data Accuracy & Financial Integration"}, {"id": "mai-20260917-1752-baseline|c155-l4|anthropic-small|ADP Workforce Now or ADP SmartCompliance", "prompt": "c155-l4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP Workforce Now or ADP SmartCompliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ADP Workforce Now or ADP SmartCompliance** ... suited to large enterprises in regulated industries that call for deep compliance."}, {"id": "mai-20260917-1752-baseline|c155-l4|anthropic-small|Workday", "prompt": "c155-l4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday is an enterprise-grade HRIS with robust compliance management ... suited for large organizations with international operations."}, {"id": "mai-20260917-1752-baseline|c155-l4|anthropic-small|Paychex", "prompt": "c155-l4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP, Workday, and Paychex dominate enterprise markets."}, {"id": "mai-20260917-1752-baseline|c155-l4|challenger-small|Workday", "prompt": "c155-l4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Workday if you want the safest enterprise default for large-scale predictability"}, {"id": "mai-20260917-1752-baseline|c155-l4|challenger-small|SAP SuccessFactors", "prompt": "c155-l4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong fit for large enterprises with rigorous governance and modular, custom-quote pricing."}, {"id": "mai-20260917-1752-baseline|c155-l4|challenger-small|Rippling Enterprise HCM", "prompt": "c155-l4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling Enterprise HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want one integrated platform for HR, payroll, compliance, identity, and analytics"}, {"id": "mai-20260917-1752-baseline|c155-l4|deepseek-small|Rippling", "prompt": "c155-l4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Rippling (for predictability + scalability)"}, {"id": "mai-20260917-1752-baseline|c155-l4|deepseek-small|ADP", "prompt": "c155-l4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike ADP or some legacy providers, there are no separate transaction fees that balloon at scale."}, {"id": "mai-20260917-1752-baseline|c155-l4|deepseek-small|Workday", "prompt": "c155-l4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up: Workday (if you need deep enterprise HCM + financials)"}, {"id": "mai-20260917-1752-baseline|c155-l4|deepseek-small|Dayforce", "prompt": "c155-l4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: Dayforce (if you value integrated global payroll)"}, {"id": "mai-20260917-1752-baseline|c155-l4|deepseek-small|BambooHR", "prompt": "c155-l4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's designed for mid-market (up to ~1,000 employees) and lacks the deep compliance breadth"}, {"id": "mai-20260917-1752-baseline|c155-l4|google-small|SixFifty", "prompt": "c155-l4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SixFifty** is highly recommended... sold as an **annual flat-rate subscription**"}, {"id": "mai-20260917-1752-baseline|c155-l4|google-small|ADP SmartCompliance", "prompt": "c155-l4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP SmartCompliance** is the industry standard"}, {"id": "mai-20260917-1752-baseline|c155-l4|google-small|PowerDMS (by NEOGOV)", "prompt": "c155-l4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "PowerDMS (by NEOGOV)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PowerDMS** is a premier choice"}, {"id": "mai-20260917-1752-baseline|c155-l4|google-small|Mitratech (PolicyHub & Mineral Elite)", "prompt": "c155-l4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Mitratech (PolicyHub & Mineral Elite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mitratech** is an enterprise powerhouse"}, {"id": "mai-20260917-1752-baseline|c155-l4|meta-small|Gusto", "prompt": "c155-l4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some top contenders include:\n\n1. Gusto - Starting price: $49/mo + $6/employee"}, {"id": "mai-20260917-1752-baseline|c155-l4|meta-small|BambooHR", "prompt": "c155-l4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. BambooHR - Starting price: ~$12/employee/mo"}, {"id": "mai-20260917-1752-baseline|c155-l4|meta-small|Rippling", "prompt": "c155-l4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Rippling - Starting price: $8/employee/mo + base"}, {"id": "mai-20260917-1752-baseline|c155-l4|minimax-small|BambooHR", "prompt": "c155-l4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want published, transparent pricing**: **BambooHR** with volume discounts"}, {"id": "mai-20260917-1752-baseline|c155-l4|minimax-small|ADP Workforce Now", "prompt": "c155-l4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need enterprise-grade compliance and negotiating leverage**: **ADP Workforce Now** (negotiate a locked-in PEPM)"}, {"id": "mai-20260917-1752-baseline|c155-l4|minimax-small|Dayforce (Ceridian)", "prompt": "c155-l4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have complex multi-state/international requirements**: **Dayforce** (get a fixed-rate contract)"}, {"id": "mai-20260917-1752-baseline|c155-l4|minimax-small|Deel", "prompt": "c155-l4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel offers strong global compliance with relatively predictable modular pricing"}, {"id": "mai-20260917-1752-baseline|c155-l4|minimax-small|Rippling", "prompt": "c155-l4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Modular pricing (like Rippling) can climb fast"}, {"id": "mai-20260917-1752-baseline|c155-l4|mistral-small|Workday", "prompt": "c155-l4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is widely regarded as the best fit for large enterprises, especially those with global operations."}, {"id": "mai-20260917-1752-baseline|c155-l4|mistral-small|Dayforce", "prompt": "c155-l4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** and **Dayforce** are the top recommendations based on recent reviews and pricing models."}, {"id": "mai-20260917-1752-baseline|c155-l4|mistral-small|Rippling", "prompt": "c155-l4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options like Rippling and BambooHR are more modular and can become costly as you add features or users, making them less ideal for large-scale predictable budgeting."}, {"id": "mai-20260917-1752-baseline|c155-l4|mistral-small|BambooHR", "prompt": "c155-l4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more modular and can become costly as you add features or users, making them less ideal for large-scale predictable budgeting"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|Workday HCM", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Premium pricing, less flexible on discounts"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|SAP SuccessFactors", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Path: Negotiate an ELA with Oracle HCM Cloud or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|Oracle HCM Cloud", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Path: Negotiate an ELA with Oracle HCM Cloud or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|UKG Pro", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Hybrid Approach - Use Dayforce or UKG Pro for payroll/compliance (fixed module costs)"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|ADP Workforce Now/Vantage", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP Workforce Now/Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modular pricing, quote-based"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|Ceridian Dayforce", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use Dayforce or UKG Pro for payroll/compliance (fixed module costs)"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|IceHrm Pro", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "IceHrm Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "IceHrm Pro or similar flat-fee solutions could work—but they may lack the depth of enterprise-grade compliance automation"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|HRMWare", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "HRMWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tiered flat rates (e.g., ~₹58,499/year for 250 users) | Mid-market, cost-conscious"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|Darwinbox", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Flat PEPM with unlimited legal entities | APAC/multinational enterprises"}, {"id": "mai-20260917-1752-baseline|c155-l4|moonshot-small|Deel HR", "prompt": "c155-l4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deel HR offers some predictability"}, {"id": "mai-20260917-1752-baseline|c155-l4|openai-small|Rippling", "prompt": "c155-l4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to name **one** to shortlist first for your use case: **Rippling**."}, {"id": "mai-20260917-1752-baseline|c155-l4|openai-small|ADP SmartCompliance", "prompt": "c155-l4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best pure compliance-focused enterprise option:** **ADP SmartCompliance**"}, {"id": "mai-20260917-1752-baseline|c155-l4|openai-small|Paycom", "prompt": "c155-l4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "frequently surfaced in enterprise HR compliance rankings and generally sold as an enterprise suite"}, {"id": "mai-20260917-1752-baseline|c155-l4|openai-small|Dayforce", "prompt": "c155-l4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best overall for predictability:** **Rippling** or **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|Dayforce (by Ceridian)", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Dayforce (by Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Dayforce (by Ceridian) as the top option"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|ADP Workforce Now", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with ADP Workforce Now and UKG Pro as close alternatives"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|UKG Pro", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with ADP Workforce Now and UKG Pro as close alternatives"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|Rippling", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "modular add-ons can erode predictability for thousands (base + per-feature fees)"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|Workday HCM", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "opaque \"full equivalent\" counting, and massive implementation ($2M-$4M+ first year). Less predictable budgeting."}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|BambooHR", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Large Scale**: BambooHR/Gusto (SMB-focused, not enterprise-scalable)"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|Gusto", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Large Scale**: BambooHR/Gusto (SMB-focused, not enterprise-scalable)"}, {"id": "mai-20260917-1752-baseline|c155-l4|xai-small|Deel", "prompt": "c155-l4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Deel (global contractors, not full HCM)"}, {"id": "mai-20260917-1752-baseline|c155-l4|zai-small|Workday", "prompt": "c155-l4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the industry standard (Workday/SuccessFactors) is rarely the answer because they use highly customized, quote-based pricing that hides implementation fees"}, {"id": "mai-20260917-1752-baseline|c155-l4|zai-small|SuccessFactors", "prompt": "c155-l4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the industry standard (Workday/SuccessFactors) is rarely the answer because they use highly customized, quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c155-l4|zai-small|Rippling", "prompt": "c155-l4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the most **predictable cost**, **Rippling** or **QHRM** are superior"}, {"id": "mai-20260917-1752-baseline|c155-l4|zai-small|QHRM", "prompt": "c155-l4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "QHRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the most **predictable cost**, **Rippling** or **QHRM** are superior"}, {"id": "mai-20260917-1752-baseline|c155-l4|zai-small|ADP SmartCompliance", "prompt": "c155-l4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP SmartCompliance is the necessary investment, but you must factor in higher implementation costs"}, {"id": "mai-20260917-1752-baseline|c155-l5|meta-small|HRBench", "prompt": "c155-l5", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "HRBench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HRBench**: Offers SOC 2 compliance, SSO, and RBAC, with a focus on data security and privacy."}, {"id": "mai-20260917-1752-baseline|c155-l5|meta-small|Rippling", "prompt": "c155-l5", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Provides comprehensive compliance automation integrated with HR operations, with a rating of 4.8 and suitable for large companies."}, {"id": "mai-20260917-1752-baseline|c155-l5|meta-small|Gusto", "prompt": "c155-l5", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A popular choice for HR compliance, with SOC 2-friendly features, RBAC, and automated compliance workflows."}, {"id": "mai-20260917-1752-baseline|c155-l5|meta-small|BambooHR", "prompt": "c155-l5", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers SOC 2 compliance, RBAC, and automated compliance workflows, making it a strong contender."}, {"id": "mai-20260917-1752-baseline|c155-l5|meta-small|Vanta", "prompt": "c155-l5", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specializes in automated SOC 2 / ISO compliance with HR controls baked in, suitable for SaaS companies."}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|Rippling", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Rippling** | 50-1,000+ employees | HR + IT + identity device lifecycle; strong SSO/SCIM; Trust Center available"}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|Workday", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday** | Enterprise-wide HCM | Comprehensive but higher complexity; strong compliance"}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|ADP", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ADP** | Large enterprise payroll & HR | Established enterprise player; extensive compliance features"}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|BambooHR", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BambooHR** | Growing enterprises | SOC 2 Type II shared on request; strong HRIS foundation"}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|Deel", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Deel** | Global/distributed teams | Global hiring, contractor management, compliance"}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|Paycor", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Paycor** | 50-1,000+ employees | Payroll, workforce management, talent"}, {"id": "mai-20260917-1752-baseline|c155-l5|minimax-small|Warp", "prompt": "c155-l5", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Warp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Warp** | Enterprise payroll | SOC 2 Type II, full API, SSO with SCIM, native integrations"}, {"id": "mai-20260917-1752-baseline|c155-l5|mistral-small|Workday Compliance", "prompt": "c155-l5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Workday Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3-5 vendors that meet your core requirements (e.g., Workday Compliance, SAP SuccessFactors Compliance, UKG, BambooHR, or specialized vendors like Convercent or NAVEX)."}, {"id": "mai-20260917-1752-baseline|c155-l5|mistral-small|SAP SuccessFactors Compliance", "prompt": "c155-l5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "SAP SuccessFactors Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Workday Compliance, SAP SuccessFactors Compliance, UKG, BambooHR, or specialized vendors like Convercent or NAVEX"}, {"id": "mai-20260917-1752-baseline|c155-l5|mistral-small|UKG", "prompt": "c155-l5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Workday Compliance, SAP SuccessFactors Compliance, UKG, BambooHR"}, {"id": "mai-20260917-1752-baseline|c155-l5|mistral-small|BambooHR", "prompt": "c155-l5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "UKG, BambooHR, or specialized vendors like Convercent or NAVEX"}, {"id": "mai-20260917-1752-baseline|c155-l5|mistral-small|Convercent", "prompt": "c155-l5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Convercent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized vendors like Convercent or NAVEX"}, {"id": "mai-20260917-1752-baseline|c155-l5|mistral-small|NAVEX", "prompt": "c155-l5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specialized vendors like Convercent or NAVEX"}, {"id": "mai-20260917-1752-baseline|c155-l5|xai-small|Rippling", "prompt": "c155-l5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist: Rippling, Workday, BambooHR (scaled up), Paycor, Gusto (enterprise tiers)—filter by SOC 2 evidence."}, {"id": "mai-20260917-1752-baseline|c155-l5|xai-small|Workday", "prompt": "c155-l5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist: Rippling, Workday, BambooHR (scaled up), Paycor, Gusto (enterprise tiers)"}, {"id": "mai-20260917-1752-baseline|c155-l5|xai-small|BambooHR", "prompt": "c155-l5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR (scaled up)"}, {"id": "mai-20260917-1752-baseline|c155-l5|xai-small|Paycor", "prompt": "c155-l5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist: Rippling, Workday, BambooHR (scaled up), Paycor, Gusto (enterprise tiers)"}, {"id": "mai-20260917-1752-baseline|c155-l5|xai-small|Gusto", "prompt": "c155-l5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gusto (enterprise tiers)—filter by SOC 2 evidence."}, {"id": "mai-20260917-1752-baseline|c155-l6|anthropic-small|Paychex", "prompt": "c155-l6", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Paychex is best suited for organizations under 1,000 employees; very large enterprises may need additional global compliance tools."}, {"id": "mai-20260917-1752-baseline|c155-l6|deepseek-small|Workday, Inc.", "prompt": "c155-l6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a federal judge granted class certification against Workday, Inc. (as an *agent* of employers) for allegedly ageist and discriminatory AI screening software"}, {"id": "mai-20260917-1752-baseline|c155-l6|deepseek-small|Rippling", "prompt": "c155-l6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While tools like Rippling, Dayforce, and BambooHR are robust, they are **not** a replacement for legal counsel."}, {"id": "mai-20260917-1752-baseline|c155-l6|deepseek-small|Dayforce", "prompt": "c155-l6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While tools like Rippling, Dayforce, and BambooHR are robust, they are **not** a replacement for legal counsel."}, {"id": "mai-20260917-1752-baseline|c155-l6|deepseek-small|BambooHR", "prompt": "c155-l6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While tools like Rippling, Dayforce, and BambooHR are robust, they are **not** a replacement for legal counsel."}, {"id": "mai-20260917-1752-baseline|c155-l6|meta-small|Deel", "prompt": "c155-l6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools that are highly rated and suitable for large enterprises include Deel, Workday, Rippling, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c155-l6|meta-small|Workday", "prompt": "c155-l6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools that are highly rated and suitable for large enterprises include Deel, Workday, Rippling, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c155-l6|meta-small|Rippling", "prompt": "c155-l6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools that are highly rated and suitable for large enterprises include Deel, Workday, Rippling, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c155-l6|meta-small|Dayforce", "prompt": "c155-l6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools that are highly rated and suitable for large enterprises include Deel, Workday, Rippling, and Dayforce."}, {"id": "mai-20260917-1752-baseline|c155-l6|minimax-small|Tyler Technologies", "prompt": "c155-l6", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Tyler Technologies", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Tyler Technologies** (2024) – Exposed personal data including Social Security numbers and driver's licenses"}, {"id": "mai-20260917-1752-baseline|c155-l6|minimax-small|UKG/Kronos", "prompt": "c155-l6", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "UKG/Kronos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**UKG/Kronos** (2021) – Ransomware attack disrupted timekeeping and payroll for thousands of organizations"}, {"id": "mai-20260917-1752-baseline|c155-l6|minimax-small|Workday", "prompt": "c155-l6", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Workday** (2025) – Experienced two separate security incidents involving social engineering and OAuth token theft"}, {"id": "mai-20260917-1752-baseline|c155-l6|minimax-small|Paradox", "prompt": "c155-l6", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Paradox** (2025) – Reported major data exposure due to lack of basic authentication"}, {"id": "mai-20260917-1752-baseline|c155-l6|moonshot-small|Workday", "prompt": "c155-l6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workday** is facing an expanded nationwide class action alleging its AI screening tools discriminate based on race, age, and disability."}, {"id": "mai-20260917-1752-baseline|c155-l6|moonshot-small|Eightfold AI", "prompt": "c155-l6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Eightfold AI** faces a lawsuit alleging it scraped data on over one billion workers, scored applicants 0–5, and discarded low-ranked candidates before any human review"}, {"id": "mai-20260917-1752-baseline|c155-l6|moonshot-small|UKG (Kronos)", "prompt": "c155-l6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "UKG (Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**UKG (Kronos):** A 2021 ransomware attack took systems offline for weeks... **P.F. Chang's sued UKG** for allegedly losing and destroying employee data"}, {"id": "mai-20260917-1752-baseline|c155-l6|moonshot-small|Tyler Technologies", "prompt": "c155-l6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Tyler Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tyler Technologies:** Suffered a 2024 breach exposing names, Social Security numbers, and driver's license data, leading to breach of contract lawsuits."}, {"id": "mai-20260917-1752-baseline|c155-l6|moonshot-small|Pearson Education", "prompt": "c155-l6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Pearson Education", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The **Pearson Education** case ($150,000 EEOC settlement) established that outsourcing benefits and training platforms to third-party vendors **does not outsource ADA obligations**."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|BambooHR", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid for Large Enterprises**... limited depth for global compliance; not built for multi-system workflows or massive scale."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|SAP SuccessFactors", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex workflows/screens; integration challenges with non-SAP tools; lower G2 ratings (3.9/5) due to steep learning curve."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Workday HCM", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Time-consuming report building; multi-step routine tasks; potential I-9 storage/audit trail gaps if not configured perfectly"}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Zenefits", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Frequent complaints on payroll errors, poor support responsiveness, and limited enterprise flexibility/localization."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|UKG Pro", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Clunky UI/navigation; non-real-time data syncs (e.g., 4-24 hr delays); confusing PTO flows"}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|ADP Global Payroll", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lengthy implementations requiring significant resources; enterprise pricing is opaque/high."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Gusto", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Payroll-led with basic tax/I-9 support; entry pricing signals SMB focus. Lacks sophisticated multi-state/country rules engines."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Dayforce", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Long implementation; resource-intensive for complex wage/hour rules across 160+ countries."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Mitratech", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Mitratech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade options like **Workday HCM**, **UKG Pro**, **Dayforce**, **ADP Global Payroll**, or **Mitratech**"}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Rippling", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "users report missing enterprise reporting, slow performance at scale, and support delays for complex issues. Better for mid-market."}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|Oracle HCM", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best Alternative for Enterprises | Workday or Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c155-l6|xai-small|ADP SmartCompliance", "prompt": "c155-l6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "integrate with specialists like ADP SmartCompliance"}, {"id": "mai-20260917-1752-baseline|c155-m1|alibaba-small|Paycor", "prompt": "c155-m1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycor is widely regarded as one of the strongest options for this scenario."}, {"id": "mai-20260917-1752-baseline|c155-m1|alibaba-small|ADP Workforce Now", "prompt": "c155-m1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ADP is the gold standard for compliance automation. While it can feel overwhelming for very small teams"}, {"id": "mai-20260917-1752-baseline|c155-m1|alibaba-small|BambooHR", "prompt": "c155-m1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You may still need a separate provider for complex tax/payroll compliance."}, {"id": "mai-20260917-1752-baseline|c155-m1|alibaba-small|Paylocity", "prompt": "c155-m1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paylocity has carved out a niche by offering mid-market functionality with high-end usability."}, {"id": "mai-20260917-1752-baseline|c155-m1|alibaba-small|Rippling", "prompt": "c155-m1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling is the modern choice."}, {"id": "mai-20260917-1752-baseline|c155-m1|anthropic-small|Rippling", "prompt": "c155-m1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is noted as best for mid-market companies (50-500 employees) with powerful automation and HR + IT in one platform"}, {"id": "mai-20260917-1752-baseline|c155-m1|anthropic-small|Paylocity", "prompt": "c155-m1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market teams that want payroll and compliance in a single platform get strong coverage of payroll-driven obligations"}, {"id": "mai-20260917-1752-baseline|c155-m1|anthropic-small|ADP Workforce Now", "prompt": "c155-m1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for HR and workforce management for mid-market companies and is a human capital management solution that enables automated compliance"}, {"id": "mai-20260917-1752-baseline|c155-m1|anthropic-small|BambooHR", "prompt": "c155-m1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR emphasizes culture and simplicity while supporting compliance needs"}, {"id": "mai-20260917-1752-baseline|c155-m1|challenger-small|Rippling", "prompt": "c155-m1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-m1|challenger-small|Mineral", "prompt": "c155-m1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mineral** is the clearest fit because it is positioned as the best standalone HR compliance platform"}, {"id": "mai-20260917-1752-baseline|c155-m1|challenger-small|BambooHR", "prompt": "c155-m1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Commonly recommended for midsize teams that need compliance built into onboarding/offboarding"}, {"id": "mai-20260917-1752-baseline|c155-m1|challenger-small|Paylocity", "prompt": "c155-m1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market payroll-led compliance"}, {"id": "mai-20260917-1752-baseline|c155-m1|challenger-small|Paycor", "prompt": "c155-m1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both are cited as mid-market options with compliance reporting"}, {"id": "mai-20260917-1752-baseline|c155-m1|deepseek-small|Rippling", "prompt": "c155-m1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for a Modern B2B Company: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-m1|deepseek-small|Paylocity", "prompt": "c155-m1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Payroll + Compliance Reliability: **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c155-m1|deepseek-small|TriNet (formerly Zenefits)", "prompt": "c155-m1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "TriNet (formerly Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a PEO-style partner handling compliance for you"}, {"id": "mai-20260917-1752-baseline|c155-m1|deepseek-small|Namely", "prompt": "c155-m1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "US mid-market (50–1,000) all-in-one | ~$9/emp/mo | Good combo of HRIS + payroll + benefits"}, {"id": "mai-20260917-1752-baseline|c155-m1|deepseek-small|BambooHR", "prompt": "c155-m1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good fit, but lighter on payroll/ACA complexity"}, {"id": "mai-20260917-1752-baseline|c155-m1|deepseek-small|Deel HR", "prompt": "c155-m1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You need global coverage** (employees abroad)? → **Deel HR**"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|Gusto", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you have likely outgrown entry-level SMB tools (like Gusto)"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|Workday", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small of an HR department—to justify the multi-year implementation and high administrative burden of massive enterprise HCMs (like Workday)"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|Rippling", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rippling: Best Overall & Best for Tech-Forward B2B (SOC 2/IT Compliance)"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|Paylocity", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paylocity: Best for Comprehensive Custom Reporting & Traditional HR Depth"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|Deel", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel is the gold standard for global workforce compliance"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|ADP Workforce Now", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Highly Regulated, Complex Enterprises"}, {"id": "mai-20260917-1752-baseline|c155-m1|google-small|SixFifty", "prompt": "c155-m1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Crucial Add-on Tool: SixFifty"}, {"id": "mai-20260917-1752-baseline|c155-m1|meta-small|ADP Workforce Now", "prompt": "c155-m1", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the best HR compliance software for mid-market B2B companies include:\n\n1. ADP Workforce Now\n2. Paylocity"}, {"id": "mai-20260917-1752-baseline|c155-m1|meta-small|Paylocity", "prompt": "c155-m1", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. ADP Workforce Now\n2. Paylocity\n\nThese software options are designed for midsize and large businesses"}, {"id": "mai-20260917-1752-baseline|c155-m1|minimax-small|Paylocity", "prompt": "c155-m1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Paylocity**\n- Strong mid-market focus with bundled payroll + benefits + compliance"}, {"id": "mai-20260917-1752-baseline|c155-m1|minimax-small|Rippling", "prompt": "c155-m1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for mid-market companies consolidating from shared drives"}, {"id": "mai-20260917-1752-baseline|c155-m1|minimax-small|Mineral", "prompt": "c155-m1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"the most comprehensive standalone HR compliance platform for small and mid-size businesses\""}, {"id": "mai-20260917-1752-baseline|c155-m1|mistral-small|Paylocity", "prompt": "c155-m1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for mid-market payroll and HR, offering compliance dashboards, ACA compliance, tax management"}, {"id": "mai-20260917-1752-baseline|c155-m1|mistral-small|ADP Workforce Now", "prompt": "c155-m1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong compliance features, making it a solid choice for mid-market B2B companies in North America"}, {"id": "mai-20260917-1752-baseline|c155-m1|mistral-small|Rippling", "prompt": "c155-m1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While not purpose-built for compliance documentation, Rippling is recommended for teams looking to upgrade from shared drives"}, {"id": "mai-20260917-1752-baseline|c155-m1|mistral-small|Toolradar's mid-market focused solutions", "prompt": "c155-m1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Toolradar's mid-market focused solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These are bundled with payroll, benefits, and compliance features, offering good value for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c155-m1|moonshot-small|HiBob (Bob)", "prompt": "c155-m1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **HiBob (Bob)** – Best for Mid-Market Culture & Engagement"}, {"id": "mai-20260917-1752-baseline|c155-m1|moonshot-small|Rippling", "prompt": "c155-m1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Rippling** if you want the most comprehensive platform that unifies HR, IT, and Finance"}, {"id": "mai-20260917-1752-baseline|c155-m1|moonshot-small|Namely", "prompt": "c155-m1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Namely** if you're US-focused and want an all-in-one HRIS with built-in compliance"}, {"id": "mai-20260917-1752-baseline|c155-m1|moonshot-small|Paylocity", "prompt": "c155-m1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. **Paylocity** – Best for Compliance Dashboards"}, {"id": "mai-20260917-1752-baseline|c155-m1|moonshot-small|Paycom", "prompt": "c155-m1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. **Paycom** – Best for Single-Database HCM"}, {"id": "mai-20260917-1752-baseline|c155-m1|openai-small|Rippling", "prompt": "c155-m1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most mid-market B2B companies:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-m1|openai-small|Mitratech Mineral", "prompt": "c155-m1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Mitratech Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best compliance-focused specialist:** **Mitratech Mineral**"}, {"id": "mai-20260917-1752-baseline|c155-m1|openai-small|ADP SmartCompliance", "prompt": "c155-m1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use ADP:** **ADP SmartCompliance**"}, {"id": "mai-20260917-1752-baseline|c155-m1|openai-small|Cisive", "prompt": "c155-m1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Cisive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shows tools like **Mitratech Mineral**, **ADP SmartCompliance**, **Cisive**, and **SixFifty** as leading compliance-focused options"}, {"id": "mai-20260917-1752-baseline|c155-m1|openai-small|SixFifty", "prompt": "c155-m1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for employment-law-heavy, multi-state compliance:** **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|Rippling", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling stands out as the top recommendation for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|Paylocity", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request demos from Rippling and Paylocity—top G2 picks"}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|BambooHR", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easiest to use; great for 50-500 employees prioritizing self-service. Lighter on advanced automation."}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|ADP Workforce Now", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Reliable for multi-state; best if you value vendor stability over innovation."}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|Namely", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower ratings due to navigation issues"}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|Gusto", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable entry for smaller mid-market; less full-suite than others."}, {"id": "mai-20260917-1752-baseline|c155-m1|xai-small|HiBob", "prompt": "c155-m1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2 mid-market leader alongside BambooHR/HiBob"}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|Rippling", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All‑in‑one HR + IT + payroll, automated compliance workflows ... strong audit trails and automation; modular pricing; highly rated (4.8/5)."}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|BambooHR", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focuses on record‑keeping, self‑service, and compliance training; flexible for mid‑size teams; widely adopted."}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|Gusto", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "50‑state payroll tax, handbooks, and compliance dashboards; simpler for smaller mid‑market teams."}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|Paycor", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong multi‑state tax automation and reporting; geared toward larger mid‑market needs."}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|Namely", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "End‑to‑end HRIS/payroll/benefits with compliance dashboards; designed for 50‑1,000 employees."}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|Deel HR", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for international teams; free HRIS with EOR from $599/mo; audit trails and multi‑country compliance."}, {"id": "mai-20260917-1752-baseline|c155-m1|zai-small|Personio", "prompt": "c155-m1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong UK/EU compliance, policy management, and optional EOR via Remote."}, {"id": "mai-20260917-1752-baseline|c155-m2|alibaba-small|AirMason", "prompt": "c155-m2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AirMason is the strongest contender for the mid-market"}, {"id": "mai-20260917-1752-baseline|c155-m2|alibaba-small|Trainual", "prompt": "c155-m2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Operations & Culture-Led Companies: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-m2|alibaba-small|BambooHR", "prompt": "c155-m2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers very strong \"DocCenter\" capabilities with version-controlled PDFs and mandatory read acknowledgments"}, {"id": "mai-20260917-1752-baseline|c155-m2|alibaba-small|Gusto", "prompt": "c155-m2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if You Use a Major HRIS: **BambooHR** or **Gusto**"}, {"id": "mai-20260917-1752-baseline|c155-m2|alibaba-small|SixFifty", "prompt": "c155-m2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **SixFifty** | Heavy Regulation | Deep-dive Legal Tracking |"}, {"id": "mai-20260917-1752-baseline|c155-m2|alibaba-small|Fits", "prompt": "c155-m2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Fits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Fits** | Change Mgmt | Structured Revision Notifications |"}, {"id": "mai-20260917-1752-baseline|c155-m2|anthropic-small|Trainual", "prompt": "c155-m2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trainual is particularly well-suited for small to mid-sized teams that want to combine employee handbooks with onboarding, SOPs, and training"}, {"id": "mai-20260917-1752-baseline|c155-m2|anthropic-small|Blissbook", "prompt": "c155-m2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Blissbook pairs branded online handbooks with robust e-signature workflows"}, {"id": "mai-20260917-1752-baseline|c155-m2|anthropic-small|AirMason", "prompt": "c155-m2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AirMason operates as a dedicated employee handbook and HR policy management platform that integrates alongside your existing HRIS"}, {"id": "mai-20260917-1752-baseline|c155-m2|challenger-small|Blissbook", "prompt": "c155-m2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation for a typical mid-sized B2B company, I'd pick **Blissbook** for handbook/policy management"}, {"id": "mai-20260917-1752-baseline|c155-m2|challenger-small|Trainual", "prompt": "c155-m2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trainual** is the stronger fit for growing teams"}, {"id": "mai-20260917-1752-baseline|c155-m2|challenger-small|AirMason", "prompt": "c155-m2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if compliance automation and employee-readability are top priorities"}, {"id": "mai-20260917-1752-baseline|c155-m2|deepseek-small|Mitratech PolicyHub", "prompt": "c155-m2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Mitratech PolicyHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend **Mitratech PolicyHub** or **NAVEX One PolicyTech**."}, {"id": "mai-20260917-1752-baseline|c155-m2|deepseek-small|NAVEX One PolicyTech", "prompt": "c155-m2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "NAVEX One PolicyTech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both are repeatedly cited as the strongest purpose-built platforms and map best to what a mid-market B2B firm needs."}, {"id": "mai-20260917-1752-baseline|c155-m2|deepseek-small|GoCo", "prompt": "c155-m2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value / simpler option for smaller mid-size teams: **GoCo** or **Bizmanualz OnPolicy**"}, {"id": "mai-20260917-1752-baseline|c155-m2|deepseek-small|Bizmanualz OnPolicy", "prompt": "c155-m2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Bizmanualz OnPolicy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid, lower-complexity pick for mid-size HR teams that need controlled handbook distribution"}, {"id": "mai-20260917-1752-baseline|c155-m2|google-small|SixFifty", "prompt": "c155-m2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Multi-State Compliance & Legal Accuracy: **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-m2|google-small|Blissbook", "prompt": "c155-m2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Blissbook or AirMason if you want your handbook to look incredibly polished"}, {"id": "mai-20260917-1752-baseline|c155-m2|google-small|AirMason", "prompt": "c155-m2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "these two platforms are the gold standard"}, {"id": "mai-20260917-1752-baseline|c155-m2|google-small|Trainual", "prompt": "c155-m2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Need Standard Operating Procedures (SOPs): **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-m2|google-small|Rippling", "prompt": "c155-m2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tool Consolidation (Native HRIS): **Rippling** (or **BambooHR**)"}, {"id": "mai-20260917-1752-baseline|c155-m2|google-small|BambooHR", "prompt": "c155-m2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick with your HRIS (Rippling/BambooHR) if you have a centralized workforce"}, {"id": "mai-20260917-1752-baseline|c155-m2|meta-small|Blissbook", "prompt": "c155-m2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Blissbook - Offers a comprehensive solution for creating, distributing, and managing employee handbooks and policies."}, {"id": "mai-20260917-1752-baseline|c155-m2|meta-small|BambooHR", "prompt": "c155-m2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular HRIS platform that includes digital employee handbook management and e-signature capabilities."}, {"id": "mai-20260917-1752-baseline|c155-m2|meta-small|Trainual", "prompt": "c155-m2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Allows companies to centralize their policies and procedures into a digital employee handbook"}, {"id": "mai-20260917-1752-baseline|c155-m2|meta-small|AirMason", "prompt": "c155-m2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers AI-powered compliance updates, a drag-and-drop editor"}, {"id": "mai-20260917-1752-baseline|c155-m2|minimax-small|BambooHR", "prompt": "c155-m2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need a full HRIS anyway, **BambooHR** is the most integrated option."}, {"id": "mai-20260917-1752-baseline|c155-m2|minimax-small|Trainual", "prompt": "c155-m2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Trainual** if you want to combine handbook management with training and onboarding workflows"}, {"id": "mai-20260917-1752-baseline|c155-m2|minimax-small|AirMason", "prompt": "c155-m2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **AirMason** if compliance and professional presentation are priorities"}, {"id": "mai-20260917-1752-baseline|c155-m2|minimax-small|Notion", "prompt": "c155-m2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Notion** \\u2014 Best Flexible, Low-Cost Option"}, {"id": "mai-20260917-1752-baseline|c155-m2|mistral-small|BambooHR", "prompt": "c155-m2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a balance of HR workflows and policy management, **BambooHR** is the top pick."}, {"id": "mai-20260917-1752-baseline|c155-m2|mistral-small|Trainual", "prompt": "c155-m2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a \"living handbook\" that doubles as role-based training."}, {"id": "mai-20260917-1752-baseline|c155-m2|mistral-small|Document Locator", "prompt": "c155-m2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Document Locator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good choice if you need robust revision tracking, employee acknowledgments, and gap reporting."}, {"id": "mai-20260917-1752-baseline|c155-m2|mistral-small|AirMason", "prompt": "c155-m2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for companies that prioritize culture and compliance"}, {"id": "mai-20260917-1752-baseline|c155-m2|moonshot-small|Blissbook", "prompt": "c155-m2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Blissbook** or **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-m2|moonshot-small|Trainual", "prompt": "c155-m2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Blissbook** or **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-m2|moonshot-small|AirMason", "prompt": "c155-m2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AirMason** \\u2013 Best for Design & Employer Branding"}, {"id": "mai-20260917-1752-baseline|c155-m2|moonshot-small|Notion", "prompt": "c155-m2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires more setup; lacks built-in compliance features"}, {"id": "mai-20260917-1752-baseline|c155-m2|openai-small|Handbook", "prompt": "c155-m2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Handbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Handbook** as the **employee handbook / policy management tool**"}, {"id": "mai-20260917-1752-baseline|c155-m2|openai-small|ADP SmartCompliance", "prompt": "c155-m2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP SmartCompliance** is worth a look because it includes an **Employee Handbook Builder**"}, {"id": "mai-20260917-1752-baseline|c155-m2|xai-small|AirMason", "prompt": "c155-m2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend AirMason as the top employee handbook and policy management tool for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c155-m2|xai-small|Blissbook", "prompt": "c155-m2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Blissbook | Branded policies + workflows"}, {"id": "mai-20260917-1752-baseline|c155-m2|xai-small|Trainual", "prompt": "c155-m2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trainual | Handbooks + SOPs/training"}, {"id": "mai-20260917-1752-baseline|c155-m2|xai-small|Connecteam", "prompt": "c155-m2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam | Mobile-first for hybrid teams"}, {"id": "mai-20260917-1752-baseline|c155-m2|xai-small|Handbooks.io", "prompt": "c155-m2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Handbooks.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Handbooks.io | Quick, affordable compliance"}, {"id": "mai-20260917-1752-baseline|c155-m2|xai-small|PowerDMS", "prompt": "c155-m2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PowerDMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High ratings from similar companies (not enterprise-heavy like PowerDMS)"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|AirMason", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Two tools that stand out for this profile are **AirMason** (for a polished, signed handbook with AI-driven compliance) and **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|Trainual", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for a living, trained handbook:** **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|BambooHR", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if it lives in your HRIS:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|Blissbook", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Blissbook** | Pure handbook builder; brandable, mobile-friendly"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|Connecteam", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for small–mid-sized teams needing guided workflow and mobile access:** **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|Notion", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best flexible, low-cost option:** **Notion**"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|SixFifty", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "prioritize tools with attorney-reviewed templates and law-change alerts: **AirMason**, **SixFifty** (if USA-focused), or **Mitratech Mineral**"}, {"id": "mai-20260917-1752-baseline|c155-m2|zai-small|Mitratech Mineral", "prompt": "c155-m2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Mitratech Mineral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SixFifty** (if USA-focused), or **Mitratech Mineral**"}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Deel", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel: Best overall for global scaling. It automates contractor agreements and full-time hires across 150+ countries."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Remote", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Preferred by companies that prioritize \"owned entity\" infrastructure over partnerships."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|WorkMotion", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest for European employment compliance."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Papaya Global", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top choice for workforce payments and payroll visibility."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Rippling", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling: Best for automation. It connects HR, IT, and Finance."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|BambooHR", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for mid-sized businesses prioritizing document organization."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Gusto", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Small/Medium Businesses (SMBs)."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Dayforce (Ceridian)", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for complex, multi-state compliance."}, {"id": "mai-20260917-1752-baseline|c155-m3|alibaba-small|Mineral (Mitratech)", "prompt": "c155-m3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral (Mitratech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for external regulatory inspections."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|ADP", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ADP, Workday, and Paychex dominate enterprise markets."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Workday", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ADP, Workday, and Paychex dominate enterprise markets."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Paychex", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ADP, Workday, and Paychex dominate enterprise markets."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|BambooHR", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For small businesses, BambooHR and Gusto are widely used."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Gusto", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For small businesses, BambooHR and Gusto are widely used."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Rippling", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For midsize teams, BambooHR and Rippling are popular choices."}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Deel", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel is an all-in-one HR platform for global teams"}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Paycor", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Paycor delivers comprehensive compliance solutions purpose-built for organizations"}, {"id": "mai-20260917-1752-baseline|c155-m3|anthropic-small|Paylocity", "prompt": "c155-m3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paylocity offers HR, payroll, and workforce tools with a strong emphasis on compliance tracking"}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Rippling", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compliance automation in an all-in-one HR + IT + payroll stack"}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Gusto", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for simple, affordable U.S. payroll compliance rather than deep standalone compliance management."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|BambooHR", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "More of an HR system with compliance features like document/I-9 support than a dedicated compliance platform."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Deel", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stands out for cross-border and multi-country employment compliance."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Remote", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Similar to Deel, but often chosen for published international employment structure and pricing transparency."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|SixFifty", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when the main need is attorney-built, jurisdiction-specific legal documents and updates."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Mineral", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for live HR advisors, law-library support, and templates rather than payroll."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|ADP", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payroll-centered compliance at scale"}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Paychex", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payroll-centered compliance at scale"}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Dayforce", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fits large organizations with complex regulatory environments."}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|HR Acuity", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "it focuses on complaints, investigations, and audit trails"}, {"id": "mai-20260917-1752-baseline|c155-m3|challenger-small|Papaya Global", "prompt": "c155-m3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "others are designed for **global compliance** (Deel, Remote, Papaya Global)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Deel", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Hiring globally?** → Deel, Oyster, WorkMotion (EOR, country coverage)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Rippling", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Broad automation across HR, IT, and payroll?** → Rippling"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|BambooHR", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simple SMB with basic HRIS needs?** → BambooHR"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Justworks", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want to offload compliance risk entirely?** → Justworks or another PEO"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Mineral (Mitratech)", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral (Mitratech)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mineral** monitors law changes and answers HR questions from HR experts (it files nothing itself)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|SixFifty", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need compliant multi-state legal documents?** → SixFifty"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|HR Acuity", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Handling employee complaints/discrimination cases?** → HR Acuity"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Checkr", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Compliance-regulated hiring background checks?** → Checkr"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|ADP SmartCompliance", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payroll-adjacent compliance at scale | Custom | Tax filings, ACA, EEO reporting"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Cornerstone OnDemand", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Compliance training | Custom | LMS, policy acknowledgment"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Oyster HR", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tools like **Deel**, **Oyster HR**, and **WorkMotion** are built for international/EOR compliance"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|WorkMotion", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "built for international/EOR compliance (local entity ownership, country-specific contracts)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Paycom", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**All-in-one HRIS platforms** (BambooHR, Rippling, Paycom, Workday)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Workday", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**All-in-one HRIS platforms** (BambooHR, Rippling, Paycom, Workday)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|TriNet", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**PEO/outsourced models** (Justworks, TriNet, ADP)"}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Gusto", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Gusto** and **Paychex Flex** actually file payroll taxes."}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Paychex Flex", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Gusto/Paychex Flex** file payroll taxes, whereas **Mineral** only advises."}, {"id": "mai-20260917-1752-baseline|c155-m3|deepseek-small|Paycor", "prompt": "c155-m3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Custom/opaque pricing: **Rippling, ADP, Paycor, Workday, Mineral, Paychex**"}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|Rippling", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Rapidly growing, tech-savvy companies wanting complete compliance automation."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|Gusto", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: US-based small businesses and startups."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|ADP Workforce Now / Paychex", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP Workforce Now / Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Established mid-market companies and enterprises with highly complex regulatory needs."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|Deel", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deel acts as an Employer of Record (EOR) in over 110 countries."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|Remote", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Remote prioritizes owning its local entities."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|SixFifty", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Creating and updating compliant multi-state and multi-national employee handbooks."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|Mitratech Mineral (formerly ThinkHR)", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral (formerly ThinkHR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Small-to-midsize businesses seeking live compliance consulting on demand."}, {"id": "mai-20260917-1752-baseline|c155-m3|google-small|HR Acuity", "prompt": "c155-m3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HR Acuity guides HR staff through a legally defensible investigation framework."}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Deel HR", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Deel HR, Justworks, Mitratech Mineral, Mitratech, HR Acuity, SixFifty, Checkr, Paylocity, Homebase, and Citation Canada."}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Justworks", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Deel HR, Justworks, Mitratech Mineral..."}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Mitratech Mineral", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Deel HR, Justworks, Mitratech Mineral, Mitratech, HR Acuity..."}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Mitratech", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mitratech Mineral, Mitratech, HR Acuity, SixFifty"}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|HR Acuity", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mitratech, HR Acuity, SixFifty, Checkr"}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|SixFifty", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HR Acuity, SixFifty, Checkr, Paylocity"}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Checkr", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SixFifty, Checkr, Paylocity, Homebase"}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Paylocity", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Checkr, Paylocity, Homebase, and Citation Canada"}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Homebase", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paylocity, Homebase, and Citation Canada"}, {"id": "mai-20260917-1752-baseline|c155-m3|meta-small|Citation Canada", "prompt": "c155-m3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Citation Canada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Homebase, and Citation Canada. Each tool has its own strengths and weaknesses"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|Rippling", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Companies wanting comprehensive compliance automation integrated with HR operations"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|Deel", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Global compliance and EOR services"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|BambooHR", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SMBs needing compliance built into a full HRIS"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|ADP SmartCompliance", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|Justworks", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Outsourced SMB compliance (PEO model)"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|SixFifty", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Multistate policy and documents"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|HR Acuity", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Employee relations and workplace investigations"}, {"id": "mai-20260917-1752-baseline|c155-m3|minimax-small|Checkr", "prompt": "c155-m3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Compliance-regulated background checks"}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Deel", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Global compliance, especially for companies with international employees or contractors."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Justworks", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** SMBs and companies that want outsourced compliance, payroll, and benefits in one package."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|SixFifty", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Multistate policy and document compliance in the US."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Rippling", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Differentiator:** All-in-one platform for HR and compliance, ideal for tech-forward companies."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|ADP SmartCompliance", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Payroll-adjacent compliance at scale."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Cornerstone OnDemand", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Compliance training and employee development."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|HR Acuity", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Employee relations and workplace investigations."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Checkr", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Compliance-regulated background checks."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Paylocity", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Compliance dashboard efficiency."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|BambooHR", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** SMBs and first compliance hires."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Homebase", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for:** Small businesses and hourly workforces."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Mitratech Mineral", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for:** Managing complex HR compliance."}, {"id": "mai-20260917-1752-baseline|c155-m3|mistral-small|Oyster", "prompt": "c155-m3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some tools (like Deel, Oyster) specialize in global compliance"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Rippling", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Unified HR/IT/payroll operations | **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Gusto", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple US payroll + compliance | **Gusto**"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Deel", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global hiring without entities | **Deel**"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Mitratech Mineral", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Expert guidance + automation | **Mitratech Mineral**"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|SixFifty", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Legally precise multi-state docs | **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|HR Acuity", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Investigation case management | **HR Acuity**"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Justworks", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Outsource compliance entirely | **Justworks** (PEO)"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Checkr", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Background check compliance | Automated, compliant background screening"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Paylocity", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Compliance dashboards | Visual compliance tracking and reporting"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Dayforce (Ceridian)", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large enterprise | Complex multi-country compliance"}, {"id": "mai-20260917-1752-baseline|c155-m3|moonshot-small|Homebase", "prompt": "c155-m3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Small businesses/hourly workers | Shift scheduling + labor law compliance"}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|Rippling", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Rippling** if you want HR + payroll + IT automation in one system."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|Deel HR", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deel or G-P** if you hire internationally."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|ADP SmartCompliance", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ADP SmartCompliance** if payroll tax/compliance is your main pain point."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|Mitratech Mineral", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mineral or SixFifty** if you need policy management, employment law guidance, and compliance education."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|BambooHR Compliance", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BambooHR** if you want simpler compliance inside an SMB-friendly HRIS."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|Paychex SixFifty", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paychex SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on automated policy distribution, acknowledgements, and law monitoring."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|OnBlick HR Compliance", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "OnBlick HR Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More specialized around employment verification and onboarding compliance."}, {"id": "mai-20260917-1752-baseline|c155-m3|openai-small|G-P", "prompt": "c155-m3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when you need to hire abroad without setting up local entities."}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|Rippling", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** | All-in-one US/multi-state automation ... Rippling leads (unified data, IT/payroll sync)"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|Deel", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** | Global/international compliance"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|BambooHR", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** | SMBs/first-time compliance"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|Justworks", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Justworks** | Outsourced SMB PEO"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|SixFifty", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For audits/docs → SixFifty"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|HR Acuity", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "investigations → HR Acuity"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|Paylocity", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Paylocity** | Dashboard efficiency/mid-market"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|ADP SmartCompliance", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ADP SmartCompliance** | Enterprise payroll-adjacent"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|Homebase", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "hourly/scheduling → Homebase alt"}, {"id": "mai-20260917-1752-baseline|c155-m3|xai-small|Mitratech", "prompt": "c155-m3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "enterprise (ADP, Mitratech)"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Deel", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Deel for breadth and integrations, or Remote for owned‑entity transparency."}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Remote", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or Remote for owned‑entity transparency"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Papaya Global", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global payroll consolidation and analytics; more expensive"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|WorkMotion", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If Europe is the primary market, consider WorkMotion for its IEC Gold certification and owned entities."}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Rippling Global", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Rippling Global is the standout option, especially for tech‑heavy, remote‑first teams."}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Rippling", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling | Companies wanting a unified HR, IT, and compliance stack"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Gusto", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto is a strong, user‑friendly choice"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|BambooHR", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for people analytics and HR visibility, but no native payroll"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Dayforce", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for large enterprises needing deep compliance and complex workforce management"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Paychex Flex", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Strong for payroll‑focused compliance, but less flexible for HR‑IT integration"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|NAVEX One", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "NAVEX One for a full GRC suite"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Ethico", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Ethico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Ethico for a more modern, fast‑resolution incident management platform"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|Mineral", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Mineral for advisory and handbook support"}, {"id": "mai-20260917-1752-baseline|c155-m3|zai-small|WorkBright", "prompt": "c155-m3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "WorkBright for I‑9/E‑Verify automation"}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|PolicyCloud", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "PolicyCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Employee Handbooks & Policies: PolicyCloud ... this is the industry standard for affordability."}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|VCompliance", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "VCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Audit & Remediation Tracking: VCompliance ... at a price point accessible to SMBs"}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|Workday", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "designed to feel like an enterprise tool (Workday)"}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|Hyperproof", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "generally positioned lower than competitors like Hyperproof or OneTrust"}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|OneTrust", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "generally positioned lower than competitors like Hyperproof or OneTrust"}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|Paycor", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Basic Compliance (Posters & Form I-9): Paycor (Starter Plan) ... Paycor is a solid choice."}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|Zenefits", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Startups/Tightest Budgets: Zenefits or Gusto"}, {"id": "mai-20260917-1752-baseline|c155-m4|alibaba-small|Gusto", "prompt": "c155-m4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Go with Gusto/Zenefits if: You don't need a standalone compliance tool yet"}, {"id": "mai-20260917-1752-baseline|c155-m4|anthropic-small|Zenefits (under TriNet)", "prompt": "c155-m4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zenefits (under TriNet)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zenefits offers HR, payroll, and compliance features in one affordable bundle... Plans start at $8/employee/month."}, {"id": "mai-20260917-1752-baseline|c155-m4|anthropic-small|Mineral HR (formerly ThinkHR)", "prompt": "c155-m4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Mineral HR (formerly ThinkHR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its affordability and content depth make it an excellent compliance add-on"}, {"id": "mai-20260917-1752-baseline|c155-m4|anthropic-small|Gusto", "prompt": "c155-m4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto provides a user-friendly HR platform tailored for small businesses with affordable pricing"}, {"id": "mai-20260917-1752-baseline|c155-m4|anthropic-small|Zoho People", "prompt": "c155-m4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a practical choice for small businesses that want affordable HR software"}, {"id": "mai-20260917-1752-baseline|c155-m4|challenger-small|Gusto", "prompt": "c155-m4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting choice is usually **Gusto** if you need payroll plus basic compliance"}, {"id": "mai-20260917-1752-baseline|c155-m4|challenger-small|Homebase", "prompt": "c155-m4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** if you mainly need a low-cost/free plan ... stands out because it has a **free plan**"}, {"id": "mai-20260917-1752-baseline|c155-m4|challenger-small|Zoho People", "prompt": "c155-m4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho People** is another low-cost option with a free tier for up to five users"}, {"id": "mai-20260917-1752-baseline|c155-m4|challenger-small|BambooHR", "prompt": "c155-m4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need full HRIS with compliance built in and room to grow: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c155-m4|deepseek-small|GoCo", "prompt": "c155-m4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoCo** offers the best balance of affordability ($5\\u20136 PEPM), transparent pricing, and solid compliance features"}, {"id": "mai-20260917-1752-baseline|c155-m4|deepseek-small|Deel HR", "prompt": "c155-m4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you hire internationally"}, {"id": "mai-20260917-1752-baseline|c155-m4|deepseek-small|Justworks", "prompt": "c155-m4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one (PEO model)"}, {"id": "mai-20260917-1752-baseline|c155-m4|deepseek-small|BambooHR", "prompt": "c155-m4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for document & I-9 compliance"}, {"id": "mai-20260917-1752-baseline|c155-m4|deepseek-small|Homebase", "prompt": "c155-m4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Homebase's free plan** is the surest way to spend nothing upfront"}, {"id": "mai-20260917-1752-baseline|c155-m4|deepseek-small|ZenFlip", "prompt": "c155-m4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ZenFlip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Homebase, ZenFlip (for handbooks), and Deel HR's free tier can cover basics at $0"}, {"id": "mai-20260917-1752-baseline|c155-m4|google-small|OnPay", "prompt": "c155-m4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Core HR, Payroll, and Tax Compliance: **OnPay** ... OnPay is the exception."}, {"id": "mai-20260917-1752-baseline|c155-m4|google-small|Gusto", "prompt": "c155-m4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **OnPay** (transparent flat pricing) or **Gusto** (easy to scale)."}, {"id": "mai-20260917-1752-baseline|c155-m4|google-small|Homebase", "prompt": "c155-m4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you manage hourly/shift workers and worry about break and overtime laws:** Use **Homebase**."}, {"id": "mai-20260917-1752-baseline|c155-m4|google-small|Mitratech Mineral", "prompt": "c155-m4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Mitratech Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mineral is the absolute gold standard for creating employee handbooks... Often free (or heavily discounted) through your business insurance broker"}, {"id": "mai-20260917-1752-baseline|c155-m4|google-small|Zoho People", "prompt": "c155-m4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget-Friendly HR Database: **Zoho People** ... the cheapest \"pure\" HR software on the market"}, {"id": "mai-20260917-1752-baseline|c155-m4|meta-small|Guideflow", "prompt": "c155-m4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated HR compliance software tools include Guideflow, Toolradar, Gusto, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c155-m4|meta-small|Toolradar", "prompt": "c155-m4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Toolradar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated HR compliance software tools include Guideflow, Toolradar, Gusto, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c155-m4|meta-small|Gusto", "prompt": "c155-m4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated HR compliance software tools include Guideflow, Toolradar, Gusto, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c155-m4|meta-small|People Managing People", "prompt": "c155-m4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "People Managing People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated HR compliance software tools include Guideflow, Toolradar, Gusto, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c155-m4|minimax-small|Homebase", "prompt": "c155-m4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Gusto** or **Homebase** for payroll + basic compliance"}, {"id": "mai-20260917-1752-baseline|c155-m4|minimax-small|Gusto", "prompt": "c155-m4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Gusto** or **Homebase** for payroll + basic compliance"}, {"id": "mai-20260917-1752-baseline|c155-m4|minimax-small|BambooHR", "prompt": "c155-m4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong full HRIS with compliance built in, good onboarding tools, and per-employee pricing."}, {"id": "mai-20260917-1752-baseline|c155-m4|minimax-small|Justworks", "prompt": "c155-m4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Takes more off your plate but costs more."}, {"id": "mai-20260917-1752-baseline|c155-m4|minimax-small|Mineral", "prompt": "c155-m4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add **Mineral** later if you need more legal guidance"}, {"id": "mai-20260917-1752-baseline|c155-m4|minimax-small|Paychex", "prompt": "c155-m4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often paired with Gusto or Paychex for a complete solution."}, {"id": "mai-20260917-1752-baseline|c155-m4|mistral-small|Gusto", "prompt": "c155-m4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is frequently recommended as the best HR compliance software due to its affordable starting price"}, {"id": "mai-20260917-1752-baseline|c155-m4|mistral-small|SixFifty", "prompt": "c155-m4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **SixFifty**, which is highlighted as the top HR compliance solution specifically for small businesses."}, {"id": "mai-20260917-1752-baseline|c155-m4|moonshot-small|Homebase", "prompt": "c155-m4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Homebase** — Best Free Option ... Under 10 employees: Start with **Homebase Free** or **Zoho People Free**"}, {"id": "mai-20260917-1752-baseline|c155-m4|moonshot-small|Gusto", "prompt": "c155-m4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**10-50 employees**: **Gusto Simple** ($49 + $6/employee) gives you payroll, tax compliance, and basic HR in one"}, {"id": "mai-20260917-1752-baseline|c155-m4|moonshot-small|BambooHR", "prompt": "c155-m4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **BambooHR** — Best for Growing Teams"}, {"id": "mai-20260917-1752-baseline|c155-m4|moonshot-small|Zoho People", "prompt": "c155-m4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Under 10 employees: Start with **Homebase Free** or **Zoho People Free**"}, {"id": "mai-20260917-1752-baseline|c155-m4|moonshot-small|SixFifty", "prompt": "c155-m4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Compliance-only needs**: Consider **SixFifty** for policy and document compliance without full HRIS costs"}, {"id": "mai-20260917-1752-baseline|c155-m4|moonshot-small|Justworks", "prompt": "c155-m4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gusto, Justworks (~$8/employee/mo + base)"}, {"id": "mai-20260917-1752-baseline|c155-m4|openai-small|Gusto", "prompt": "c155-m4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall on a limited budget:** **Gusto**"}, {"id": "mai-20260917-1752-baseline|c155-m4|openai-small|RUN Powered by ADP", "prompt": "c155-m4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if compliance is the top priority and you want a known vendor:** **RUN Powered by ADP**"}, {"id": "mai-20260917-1752-baseline|c155-m4|openai-small|Root HR", "prompt": "c155-m4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Root HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some products like **Root HR** appearing in that set"}, {"id": "mai-20260917-1752-baseline|c155-m4|openai-small|Rippling", "prompt": "c155-m4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like **Rippling** or **ADP SmartCompliance** are stronger, but they're typically not the cheapest options"}, {"id": "mai-20260917-1752-baseline|c155-m4|openai-small|ADP SmartCompliance", "prompt": "c155-m4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are stronger, but they're typically not the cheapest options"}, {"id": "mai-20260917-1752-baseline|c155-m4|xai-small|TalentHR", "prompt": "c155-m4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentHR (Best overall for limited budgets)"}, {"id": "mai-20260917-1752-baseline|c155-m4|xai-small|Connecteam", "prompt": "c155-m4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Connecteam (Best free option for frontline/small teams)"}, {"id": "mai-20260917-1752-baseline|c155-m4|xai-small|Homebase", "prompt": "c155-m4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase (Best for hourly/small retail/service businesses)"}, {"id": "mai-20260917-1752-baseline|c155-m4|xai-small|Deel", "prompt": "c155-m4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free HRIS (up to 200 contacts) for basic global compliance/docs; paid from $5/user. Good if international."}, {"id": "mai-20260917-1752-baseline|c155-m4|xai-small|Gusto", "prompt": "c155-m4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent US payroll/tax compliance + HR tools, but not free."}, {"id": "mai-20260917-1752-baseline|c155-m4|xai-small|BambooHR", "prompt": "c155-m4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Solid compliance intelligence/training, but higher entry."}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Homebase", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero upfront cost** | Homebase (free forever) or Connecteam (free tier)"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Connecteam", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zero upfront cost** | Homebase (free forever) or Connecteam (free tier)"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|HRDocket", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "HRDocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Document & policy management** | HRDocket, SixFifty, or Mineral"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Mineral", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Freemium model; essential compliance resources accessible without upfront cost."}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|BambooHR", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Try before committing** | BambooHR, Gusto, or Rippling (free trial)"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Gusto", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free until you run your first payroll"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Deel HR", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Global / multi-jurisdiction compliance** | Deel HR or Justworks"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|SixFifty", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "US state-specific documents | Free demo available"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Rippling", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Low per-user cost** | Rippling, Zoho People, or Deel HR"}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Zoho People", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Extremely affordable per-user pricing."}, {"id": "mai-20260917-1752-baseline|c155-m4|zai-small|Justworks", "prompt": "c155-m4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Transparent per-user pricing; includes HR support."}, {"id": "mai-20260917-1752-baseline|c155-m5|alibaba-small|SAP", "prompt": "c155-m5", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not require the heavy, custom-built infrastructure of enterprise giants (like SAP or Oracle)"}, {"id": "mai-20260917-1752-baseline|c155-m5|alibaba-small|Oracle", "prompt": "c155-m5", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may not require the heavy, custom-built infrastructure of enterprise giants (like SAP or Oracle)"}, {"id": "mai-20260917-1752-baseline|c155-m5|deepseek-small|Brightmine (formerly XpertHR)", "prompt": "c155-m5", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Brightmine (formerly XpertHR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top tools reviewed for compliance coverage in this category include providers like **Brightmine (formerly XpertHR)**"}, {"id": "mai-20260917-1752-baseline|c155-m5|deepseek-small|Compaq", "prompt": "c155-m5", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Compaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Compaq**-style HCM platforms, and compliance-focused suites — but the right fit depends entirely on your jurisdiction and integration needs"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Gusto", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic HR platforms built for small businesses (like Gusto or entry-tier BambooHR) will no longer suffice"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|BambooHR", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic HR platforms built for small businesses (like Gusto or entry-tier BambooHR) will no longer suffice"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|SixFifty", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you can overlay a specialized compliance platform like **SixFifty, Mineral, or Compli**"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Mineral", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Providers like SixFifty or Mineral specialize in this"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Rippling", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like **Rippling, ADP Workforce Now, Paylocity, or Paycor** have highly robust, built-in compliance engines"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|ADP", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like **Rippling, ADP Workforce Now, Paylocity, or Paycor** have highly robust, built-in compliance engines"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Paylocity", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like **Rippling, ADP Workforce Now, Paylocity, or Paycor** have highly robust, built-in compliance engines"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Workday", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "native, bi-directional API integration with your HRIS or payroll system (e.g., Rippling, ADP, Paylocity, Workday)"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Paycor", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Platforms like **Rippling, ADP Workforce Now, Paylocity, or Paycor** have highly robust, built-in compliance engines"}, {"id": "mai-20260917-1752-baseline|c155-m5|google-small|Compli", "prompt": "c155-m5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Compli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "you can overlay a specialized compliance platform like **SixFifty, Mineral, or Compli**"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|Rippling", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms frequently cited include **Rippling, Paylocity, Paycor, HiBob, ADP Workforce Now, Paycom, UKG Ready, and Lattice**"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|Paylocity", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms frequently cited include **Rippling, Paylocity, Paycor, HiBob, ADP Workforce Now, Paycom, UKG Ready, and Lattice**"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|Paycor", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms frequently cited include **Rippling, Paylocity, Paycor, HiBob, ADP Workforce Now, Paycom, UKG Ready, and Lattice**"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|HiBob", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms frequently cited include **Rippling, Paylocity, Paycor, HiBob, ADP Workforce Now, Paycom, UKG Ready, and Lattice**"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|ADP Workforce Now", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms frequently cited include ... ADP Workforce Now, Paycom, UKG Ready, and Lattice"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|Paycom", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms frequently cited include ... Paycom, UKG Ready, and Lattice"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|UKG Ready", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "UKG Ready", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms frequently cited include ... UKG Ready, and Lattice"}, {"id": "mai-20260917-1752-baseline|c155-m5|moonshot-small|Lattice", "prompt": "c155-m5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms frequently cited include ... and Lattice**\\u2014but the right choice depends heavily on"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|BambooHR", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5 Vendors: From reviews—BambooHR, Namely, Paylocity, Rippling, Brightmine, OneHCM"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|Namely", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize tools like Namely or Paylocity that bundle HRIS/payroll for end-to-end compliance"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|Paylocity", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize tools like Namely or Paylocity that bundle HRIS/payroll for end-to-end compliance"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|Gusto", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gusto | $49/base + $6/EE | Payroll/tax for SMBs"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|Rippling", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 Vendors: From reviews—BambooHR, Namely, Paylocity, Rippling, Brightmine, OneHCM"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|Brightmine", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Brightmine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 Vendors: From reviews—BambooHR, Namely, Paylocity, Rippling, Brightmine, OneHCM"}, {"id": "mai-20260917-1752-baseline|c155-m5|xai-small|OneHCM", "prompt": "c155-m5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "OneHCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist 3-5 Vendors: From reviews—BambooHR, Namely, Paylocity, Rippling, Brightmine, OneHCM"}, {"id": "mai-20260917-1752-baseline|c155-m6|alibaba-small|Excel", "prompt": "c155-m6", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on Excel trackers for FLSA (wage and hour) or harassment training is considered a compliance failure by auditors"}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|ADP", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hidden add-on fees; call-center support for small businesses; dated UX leads to data entry errors."}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Paychex Flex", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Billing opacity is its top complaint; invoices exceed quotes due to undisclosed add-ons."}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Oracle", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to approach with caution: ADP (especially RUN/Workforce Now), Paychex Flex, and some older versions of Oracle/Workday for mid-market use."}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Workday", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some older versions of Oracle/Workday for mid-market use"}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Rippling", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent feature breadth, but **support is slow** ... compliance features are paywalled separately."}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Gusto", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "for <50 employees, consider Gusto/Patriot for simpler, transparent payroll compliance"}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Patriot", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider Gusto/Patriot for simpler, transparent payroll compliance"}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Paylocity", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Compare its all-in pricing with integrated alternatives (Paylocity) before signing a multi-year contract."}, {"id": "mai-20260917-1752-baseline|c155-m6|deepseek-small|Factorial", "prompt": "c155-m6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mid-market risk: migration quality and post-go-live support ownership are unclear"}, {"id": "mai-20260917-1752-baseline|c155-m6|meta-small|BambooHR", "prompt": "c155-m6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some specific HRIS platforms to consider are BambooHR and UKG, which help centralize employee records"}, {"id": "mai-20260917-1752-baseline|c155-m6|meta-small|UKG", "prompt": "c155-m6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some specific HRIS platforms to consider are BambooHR and UKG"}, {"id": "mai-20260917-1752-baseline|c155-m6|mistral-small|Rippling", "prompt": "c155-m6", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms, like Rippling, are known for modular pricing that starts low but can escalate quickly with add-ons"}, {"id": "mai-20260917-1752-baseline|c155-m6|moonshot-small|Workday", "prompt": "c155-m6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workday** – The EEOC filed an amicus brief supporting claims that its AI screening tools discriminate based on race, disability, and age"}, {"id": "mai-20260917-1752-baseline|c155-m6|moonshot-small|Eightfold AI", "prompt": "c155-m6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Faces a class-action lawsuit alleging violations of the Fair Credit Reporting Act (FCRA)"}, {"id": "mai-20260917-1752-baseline|c155-m6|moonshot-small|Paylocity", "prompt": "c155-m6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Was sued by DrinkPAK for software errors that allegedly caused wage and hour violations, leading to two class-action settlements"}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|UKG (formerly Kronos)", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "UKG (formerly Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple ransomware attacks ... Avoid if data security is paramount"}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|Tyler Technologies", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Tyler Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "2024 breach exposed SSNs and PII, resulting in class-action lawsuits for inadequate protection."}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|First Advantage Form I-9 Compliance", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "First Advantage Form I-9 Compliance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Steer clear for I-9/immigration tools unless verified improvements."}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|Paychex", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequent user reports of data inaccuracies, multiple account manager changes during setup, integration glitches."}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|ADP", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "criticized for clunky interfaces, high costs, and payroll errors in multi-state setups"}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|Rippling", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "balloons with add-ons ... 96 BBB complaints in 3 years (billing/support). Good for all-in-one but watch overages."}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|ChatGPT", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Experts (SixFifty) warn against using for legal docs without human review."}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|BambooHR", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for well-reviewed options like BambooHR (SMBs)"}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|Mineral", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mineral (standalone compliance)"}, {"id": "mai-20260917-1752-baseline|c155-m6|xai-small|Gusto", "prompt": "c155-m6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Gusto (small biz payroll+compliance) after trials"}, {"id": "mai-20260917-1752-baseline|c155-m6|zai-small|Bambee", "prompt": "c155-m6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Bambee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Bambee | 3.6/5 | Poor support, payment issues, limited customization, U.S.-centric only"}, {"id": "mai-20260917-1752-baseline|c155-m6|zai-small|Namely", "prompt": "c155-m6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Namely | 3.9/5 | Complex reporting, slow performance, unreliable integrations, poor support"}, {"id": "mai-20260917-1752-baseline|c155-m6|zai-small|Deel", "prompt": "c155-m6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deel – Mixed but with notable ethical and compliance controversies ... Who should be cautious: Organizations heavily focused on data privacy"}, {"id": "mai-20260917-1752-baseline|c155-m6|zai-small|Rippling", "prompt": "c155-m6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "controversies involving Rippling and Deel, alleging misrepresentations about data privacy safeguards"}, {"id": "mai-20260917-1752-baseline|c155-s1|alibaba-small|Gusto", "prompt": "c155-s1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: **Gusto** ... widely considered the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s1|alibaba-small|Rippling", "prompt": "c155-s1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech-Forward / Hybrid Companies: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-s1|alibaba-small|BambooHR", "prompt": "c155-s1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Digital Documentation: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c155-s1|alibaba-small|Deel", "prompt": "c155-s1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hiring Globally (Contractors): **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c155-s1|alibaba-small|Remote", "prompt": "c155-s1", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Hiring Globally (Contractors): **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c155-s1|anthropic-small|BambooHR", "prompt": "c155-s1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the natural pick when you want compliance to live inside the same system as employee records"}, {"id": "mai-20260917-1752-baseline|c155-s1|anthropic-small|Gusto", "prompt": "c155-s1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If payroll is your primary focus: Gusto"}, {"id": "mai-20260917-1752-baseline|c155-s1|anthropic-small|Justworks", "prompt": "c155-s1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer outsourced compliance: Justworks (PEO model)"}, {"id": "mai-20260917-1752-baseline|c155-s1|anthropic-small|Paychex Flex", "prompt": "c155-s1", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a strong option for SMBs that want both automation and human expertise"}, {"id": "mai-20260917-1752-baseline|c155-s1|challenger-small|BambooHR", "prompt": "c155-s1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B teams:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c155-s1|challenger-small|Gusto", "prompt": "c155-s1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** if payroll/tax compliance is the main need"}, {"id": "mai-20260917-1752-baseline|c155-s1|challenger-small|Justworks", "prompt": "c155-s1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want outsourced compliance help:** **Justworks**"}, {"id": "mai-20260917-1752-baseline|c155-s1|challenger-small|Rippling", "prompt": "c155-s1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for compliance automation in a broader platform:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-s1|challenger-small|SixFifty", "prompt": "c155-s1", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you need a pure compliance service/tool, not a full HRIS:** **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-s1|deepseek-small|Gusto", "prompt": "c155-s1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Gusto** is the strongest default pick"}, {"id": "mai-20260917-1752-baseline|c155-s1|deepseek-small|BambooHR", "prompt": "c155-s1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already have payroll sorted"}, {"id": "mai-20260917-1752-baseline|c155-s1|deepseek-small|Rippling", "prompt": "c155-s1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's more complex and often overkill for very small teams"}, {"id": "mai-20260917-1752-baseline|c155-s1|deepseek-small|Justworks", "prompt": "c155-s1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want compliance \"outsourced\""}, {"id": "mai-20260917-1752-baseline|c155-s1|deepseek-small|Deel", "prompt": "c155-s1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you hire internationally/contractors → **Deel** (free HRIS with built-in local compliance across 150+ countries)"}, {"id": "mai-20260917-1752-baseline|c155-s1|deepseek-small|SixFifty", "prompt": "c155-s1", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If it's multi-state policy documents, consider **SixFifty** (attorney-drafted, 50-state)"}, {"id": "mai-20260917-1752-baseline|c155-s1|google-small|Rippling", "prompt": "c155-s1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling – Best Overall for Tech-Forward B2B Companies ... Rippling is the gold standard."}, {"id": "mai-20260917-1752-baseline|c155-s1|google-small|Gusto", "prompt": "c155-s1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto – Best for Simple, US-Only B2B Teams (Under 100 Employees)"}, {"id": "mai-20260917-1752-baseline|c155-s1|google-small|Justworks", "prompt": "c155-s1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks – Best PEO for Transferring Legal Liability"}, {"id": "mai-20260917-1752-baseline|c155-s1|google-small|Deel", "prompt": "c155-s1", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel – Best for Global B2B Teams and Contractor Heavy-Operations"}, {"id": "mai-20260917-1752-baseline|c155-s1|meta-small|BambooHR", "prompt": "c155-s1", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated HR compliance software include BambooHR, SixFifty, and other tools reviewed in various articles."}, {"id": "mai-20260917-1752-baseline|c155-s1|meta-small|SixFifty", "prompt": "c155-s1", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated HR compliance software include BambooHR, SixFifty, and other tools reviewed in various articles."}, {"id": "mai-20260917-1752-baseline|c155-s1|minimax-small|SixFifty", "prompt": "c155-s1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SixFifty** - Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c155-s1|minimax-small|BambooHR", "prompt": "c155-s1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **BambooHR** or **Gusto** if you want an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c155-s1|minimax-small|Justworks", "prompt": "c155-s1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** - Best PEO Option"}, {"id": "mai-20260917-1752-baseline|c155-s1|minimax-small|Gusto", "prompt": "c155-s1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **BambooHR** or **Gusto** if you want an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c155-s1|minimax-small|Rippling", "prompt": "c155-s1", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** - Best for Automation"}, {"id": "mai-20260917-1752-baseline|c155-s1|mistral-small|SixFifty", "prompt": "c155-s1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SixFifty is frequently rated as the best overall HR compliance software for small businesses."}, {"id": "mai-20260917-1752-baseline|c155-s1|mistral-small|BambooHR", "prompt": "c155-s1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is highly recommended for SMBs and companies making their first compliance hires."}, {"id": "mai-20260917-1752-baseline|c155-s1|mistral-small|Gusto", "prompt": "c155-s1", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto is ideal for small businesses that want payroll, HR, and compliance in one platform."}, {"id": "mai-20260917-1752-baseline|c155-s1|moonshot-small|Gusto", "prompt": "c155-s1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c155-s1|moonshot-small|BambooHR", "prompt": "c155-s1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** or **BambooHR** offer the best balance of compliance features, ease of use, and affordability."}, {"id": "mai-20260917-1752-baseline|c155-s1|moonshot-small|Rippling", "prompt": "c155-s1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** - Best for Growing/Scaling Companies"}, {"id": "mai-20260917-1752-baseline|c155-s1|moonshot-small|SixFifty", "prompt": "c155-s1", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SixFifty** - Best Dedicated Compliance Solution"}, {"id": "mai-20260917-1752-baseline|c155-s1|openai-small|Rippling", "prompt": "c155-s1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small B2B company:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-s1|openai-small|BambooHR", "prompt": "c155-s1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best easy-to-use small-business HR platform:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c155-s1|openai-small|HR Hero", "prompt": "c155-s1", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "HR Hero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if compliance/legal guidance is the main need:** **HR Hero**"}, {"id": "mai-20260917-1752-baseline|c155-s1|xai-small|Gusto", "prompt": "c155-s1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** (Most recommended for small teams overall)"}, {"id": "mai-20260917-1752-baseline|c155-s1|xai-small|BambooHR", "prompt": "c155-s1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best full HRIS with compliance for SMBs"}, {"id": "mai-20260917-1752-baseline|c155-s1|xai-small|Rippling", "prompt": "c155-s1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for automation & scaling ... Can feel overkill for very tiny teams"}, {"id": "mai-20260917-1752-baseline|c155-s1|xai-small|SixFifty", "prompt": "c155-s1", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best dedicated compliance tool ... Not full HRIS; pairs with payroll like Gusto"}, {"id": "mai-20260917-1752-baseline|c155-s1|zai-small|Rippling", "prompt": "c155-s1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rippling – Best All‑In‑One Platform"}, {"id": "mai-20260917-1752-baseline|c155-s1|zai-small|Gusto", "prompt": "c155-s1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Gusto – Best for Payroll‑Centric Compliance"}, {"id": "mai-20260917-1752-baseline|c155-s1|zai-small|BambooHR", "prompt": "c155-s1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. BambooHR – Best for Document & Record Management"}, {"id": "mai-20260917-1752-baseline|c155-s1|zai-small|Homebase", "prompt": "c155-s1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Homebase – Best for Very Small Teams (Free Tier)"}, {"id": "mai-20260917-1752-baseline|c155-s1|zai-small|Justworks", "prompt": "c155-s1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Justworks – Best for PEO‑Style Service"}, {"id": "mai-20260917-1752-baseline|c155-s1|zai-small|SixFifty", "prompt": "c155-s1", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "direct", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. SixFifty – Best for Document Templates & Compliance Library"}, {"id": "mai-20260917-1752-baseline|c155-s2|alibaba-small|Rippling", "prompt": "c155-s2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is arguably the best modern choice for a growing B2B tech or service business."}, {"id": "mai-20260917-1752-baseline|c155-s2|alibaba-small|Gusto", "prompt": "c155-s2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is the gold standard for US-based small businesses... this is the safest bet."}, {"id": "mai-20260917-1752-baseline|c155-s2|alibaba-small|PolicyMed", "prompt": "c155-s2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PolicyMed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PolicyMed** is the industry leader."}, {"id": "mai-20260917-1752-baseline|c155-s2|alibaba-small|Scribe", "prompt": "c155-s2", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Scribe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want a way to format and distribute them professionally, look at **Scribe**"}, {"id": "mai-20260917-1752-baseline|c155-s2|anthropic-small|Connecteam", "prompt": "c155-s2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam and SHRM** are strong entry-level options, with Connecteam offering a free tier"}, {"id": "mai-20260917-1752-baseline|c155-s2|anthropic-small|SHRM", "prompt": "c155-s2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SHRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SHRM's builder available for $499/year, making them accessible for most small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s2|anthropic-small|AirMason", "prompt": "c155-s2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AirMason** is highlighted as an intelligent solution that provides policy updates, version control, and acknowledgement tracking"}, {"id": "mai-20260917-1752-baseline|c155-s2|anthropic-small|Handbooks.io", "prompt": "c155-s2", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Handbooks.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Handbooks.io** is a free handbook builder for creating employee handbooks"}, {"id": "mai-20260917-1752-baseline|c155-s2|challenger-small|Trainual", "prompt": "c155-s2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Trainual** as the best all-around employee handbook and policy management tool"}, {"id": "mai-20260917-1752-baseline|c155-s2|challenger-small|Blissbook", "prompt": "c155-s2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blissbook** if your main need is a polished online handbook"}, {"id": "mai-20260917-1752-baseline|c155-s2|challenger-small|BambooHR", "prompt": "c155-s2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** if you want a broader HR platform and handbook tooling"}, {"id": "mai-20260917-1752-baseline|c155-s2|challenger-small|GoCo", "prompt": "c155-s2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoCo** if you want HR administration plus document storage and policy acknowledgment workflows"}, {"id": "mai-20260917-1752-baseline|c155-s2|challenger-small|PolicyKeeper", "prompt": "c155-s2", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PolicyKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PolicyKeeper** if your team values AI-based answers from your actual policies"}, {"id": "mai-20260917-1752-baseline|c155-s2|deepseek-small|Blissbook", "prompt": "c155-s2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Blissbook** — it's the best fit for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c155-s2|deepseek-small|Trainual", "prompt": "c155-s2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you also need SOPs/training: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-s2|deepseek-small|BambooHR", "prompt": "c155-s2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an all-in-one HR system: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c155-s2|deepseek-small|Handbooks.io", "prompt": "c155-s2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Handbooks.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget option: **Handbooks.io** - From ~$179/year, with strong state-by-state compliance coverage"}, {"id": "mai-20260917-1752-baseline|c155-s2|deepseek-small|AirMason", "prompt": "c155-s2", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "polished, branded document (Blissbook and AirMason excel here)"}, {"id": "mai-20260917-1752-baseline|c155-s2|google-small|SixFifty", "prompt": "c155-s2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **SixFifty** if you have a remote, multi-state workforce and need guaranteed legal compliance."}, {"id": "mai-20260917-1752-baseline|c155-s2|google-small|Blissbook", "prompt": "c155-s2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Blissbook** if you want a beautiful, easy-to-use digital handbook that prioritizes employee onboarding experience and clean tracking."}, {"id": "mai-20260917-1752-baseline|c155-s2|google-small|Trainual", "prompt": "c155-s2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Trainual** if you want your handbook and SOPs integrated into a single business playbook."}, {"id": "mai-20260917-1752-baseline|c155-s2|google-small|Vanta", "prompt": "c155-s2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose a security compliance tool like **Vanta** or **Secureframe** if you are building a B2B tech company that must secure a SOC 2 audit"}, {"id": "mai-20260917-1752-baseline|c155-s2|google-small|Secureframe", "prompt": "c155-s2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose a security compliance tool like **Vanta** or **Secureframe** if you are building a B2B tech company that must secure a SOC 2 audit"}, {"id": "mai-20260917-1752-baseline|c155-s2|google-small|ComplyJet", "prompt": "c155-s2", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "ComplyJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "### 4. Vanta, Secureframe, or ComplyJet"}, {"id": "mai-20260917-1752-baseline|c155-s2|meta-small|AirMason", "prompt": "c155-s2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee handbook and policy management tool for a small B2B business would be AirMason, Blissbook, or Trainual"}, {"id": "mai-20260917-1752-baseline|c155-s2|meta-small|Blissbook", "prompt": "c155-s2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be AirMason, Blissbook, or Trainual"}, {"id": "mai-20260917-1752-baseline|c155-s2|meta-small|Trainual", "prompt": "c155-s2", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be AirMason, Blissbook, or Trainual"}, {"id": "mai-20260917-1752-baseline|c155-s2|minimax-small|AirMason", "prompt": "c155-s2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: AirMason"}, {"id": "mai-20260917-1752-baseline|c155-s2|minimax-small|Trainual", "prompt": "c155-s2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **AirMason** if budget is key, or **Trainual** if you want to combine training with policy management."}, {"id": "mai-20260917-1752-baseline|c155-s2|minimax-small|Connecteam", "prompt": "c155-s2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value: Connecteam ... Affordable with acknowledgment tracking and easy distribution"}, {"id": "mai-20260917-1752-baseline|c155-s2|minimax-small|Notion", "prompt": "c155-s2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option: Notion ... Very affordable if you want full customization"}, {"id": "mai-20260917-1752-baseline|c155-s2|minimax-small|Blissbook", "prompt": "c155-s2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "E-signatures/acknowledgments** (Blissbook or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c155-s2|minimax-small|BambooHR", "prompt": "c155-s2", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "E-signatures/acknowledgments** (Blissbook or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c155-s2|mistral-small|Trainual", "prompt": "c155-s2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trainual** stands out for its ability to integrate policy management with training and acknowledgment"}, {"id": "mai-20260917-1752-baseline|c155-s2|mistral-small|Blissbook", "prompt": "c155-s2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blissbook** is a great alternative if you want a simpler, dedicated handbook and policy management tool."}, {"id": "mai-20260917-1752-baseline|c155-s2|mistral-small|Airmason", "prompt": "c155-s2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Airmason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for companies of all sizes seeking a comprehensive and compliant employee handbook solution."}, {"id": "mai-20260917-1752-baseline|c155-s2|mistral-small|Guideflow", "prompt": "c155-s2", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**People Managing People** and **Guideflow** also list several tools that help with creating, updating, distributing, and tracking policies"}, {"id": "mai-20260917-1752-baseline|c155-s2|moonshot-small|Gusto", "prompt": "c155-s2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need payroll too**: Go with **Gusto** — the integrated approach saves time and money"}, {"id": "mai-20260917-1752-baseline|c155-s2|moonshot-small|Blissbook", "prompt": "c155-s2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you already have payroll/HRIS**: Choose **Blissbook** — it's the most polished handbook-specific solution"}, {"id": "mai-20260917-1752-baseline|c155-s2|moonshot-small|BambooHR", "prompt": "c155-s2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** – Best for Growing B2B Companies"}, {"id": "mai-20260917-1752-baseline|c155-s2|moonshot-small|Handbooks.io", "prompt": "c155-s2", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Handbooks.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If budget is tight**: **Handbooks.io** offers excellent value for basic compliance needs."}, {"id": "mai-20260917-1752-baseline|c155-s2|openai-small|Rippling", "prompt": "c155-s2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-s2|openai-small|Gusto", "prompt": "c155-s2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best simpler/cheaper option: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c155-s2|openai-small|Trainual", "prompt": "c155-s2", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a dedicated policy/handbook tool: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c155-s2|xai-small|Handbooks.io", "prompt": "c155-s2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Handbooks.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Handbooks.io as the top employee handbook and policy management tool."}, {"id": "mai-20260917-1752-baseline|c155-s2|xai-small|Blissbook", "prompt": "c155-s2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blissbook** (for ongoing policy management): Solid for digital distribution, e-signatures, and law change alerts... but costs add up."}, {"id": "mai-20260917-1752-baseline|c155-s2|xai-small|AirMason", "prompt": "c155-s2", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AirMason** (if you prioritize design and AI): Great for branded, engaging handbooks... but pricier at $999/year for small teams."}, {"id": "mai-20260917-1752-baseline|c155-s2|zai-small|Blissbook", "prompt": "c155-s2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Blissbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blissbook** is the best overall fit"}, {"id": "mai-20260917-1752-baseline|c155-s2|zai-small|AirMason", "prompt": "c155-s2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "AirMason", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is **automation and AI‑driven compliance** ... **AirMason** is the top pick."}, {"id": "mai-20260917-1752-baseline|c155-s2|zai-small|PolicyKeeper", "prompt": "c155-s2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "PolicyKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PolicyKeeper** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c155-s2|zai-small|Trainual", "prompt": "c155-s2", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want policies as training, consider **Trainual**."}, {"id": "mai-20260917-1752-baseline|c155-s3|alibaba-small|Gusto", "prompt": "c155-s3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are US-only and <50 people: Start with **Gusto**. The peace of mind regarding tax filings is worth the subscription cost alone."}, {"id": "mai-20260917-1752-baseline|c155-s3|alibaba-small|BambooHR", "prompt": "c155-s3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add **BambooHR** if you find yourself losing track of time sheets or signed contracts."}, {"id": "mai-20260917-1752-baseline|c155-s3|alibaba-small|SixFifty", "prompt": "c155-s3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You likely need **SixFifty** on top of your other tools to manage audit trails."}, {"id": "mai-20260917-1752-baseline|c155-s3|alibaba-small|Mineral", "prompt": "c155-s3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are remote-multi-state: Look at **Mineral** alongside your payroll provider"}, {"id": "mai-20260917-1752-baseline|c155-s3|alibaba-small|Deel", "prompt": "c155-s3", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Remote-first companies hiring international contractors or employees."}, {"id": "mai-20260917-1752-baseline|c155-s3|anthropic-small|Gusto", "prompt": "c155-s3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto combines full-service payroll with 50-state HR compliance monitoring, handbook tools, and digital document workflows, providing small to midsize businesses with a centralized hub"}, {"id": "mai-20260917-1752-baseline|c155-s3|anthropic-small|BambooHR", "prompt": "c155-s3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR emphasizes culture and simplicity while supporting compliance needs"}, {"id": "mai-20260917-1752-baseline|c155-s3|anthropic-small|Deel HR", "prompt": "c155-s3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suits small businesses managing global employees, contractors, and compliance across multiple countries"}, {"id": "mai-20260917-1752-baseline|c155-s3|anthropic-small|TalentHR", "prompt": "c155-s3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentHR offers small businesses a straightforward way to create, update, and share HR policies without the usual complexity"}, {"id": "mai-20260917-1752-baseline|c155-s3|anthropic-small|Justworks", "prompt": "c155-s3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Justworks is a PEO that bundles payroll, benefits, and compliance support."}, {"id": "mai-20260917-1752-baseline|c155-s3|anthropic-small|HR Compliance Watch", "prompt": "c155-s3", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Compliance Watch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you need federal/state law alerts only, HR Compliance Watch ($15–50/mo) is purpose-built for change tracking"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|BambooHR", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want to keep control inside software, **BambooHR** or **Gusto** are usually the simplest starting points"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|Gusto", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** or **Gusto** are usually the simplest starting points"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|Justworks", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** is the most outsourced option"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|SixFifty", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need legal-document and policy updates across states:** **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|Rippling", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need automation across HR, IT, and payroll:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|WorkBright", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More specialized for onboarding compliance than full HR management"}, {"id": "mai-20260917-1752-baseline|c155-s3|challenger-small|Connecteam", "prompt": "c155-s3", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better for certification tracking, document management, and policy acknowledgment"}, {"id": "mai-20260917-1752-baseline|c155-s3|deepseek-small|Gusto", "prompt": "c155-s3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most approachable option for US small businesses/startups. Compliance is **built into payroll**"}, {"id": "mai-20260917-1752-baseline|c155-s3|deepseek-small|BambooHR", "prompt": "c155-s3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want a full HR system first?** → BambooHR"}, {"id": "mai-20260917-1752-baseline|c155-s3|deepseek-small|Rippling", "prompt": "c155-s3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "least transparent about pricing** (custom quotes), and can be overkill for very small/organic teams"}, {"id": "mai-20260917-1752-baseline|c155-s3|deepseek-small|SixFifty", "prompt": "c155-s3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already have HRIS but need compliant docs?** → SixFifty"}, {"id": "mai-20260917-1752-baseline|c155-s3|deepseek-small|Justworks", "prompt": "c155-s3", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you give up some control (co-employment model) and it's more expensive per employee"}, {"id": "mai-20260917-1752-baseline|c155-s3|google-small|Gusto", "prompt": "c155-s3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Gusto** if you have a simple, U.S.-based team and just want a simple payroll system that keeps your taxes compliant."}, {"id": "mai-20260917-1752-baseline|c155-s3|google-small|Rippling", "prompt": "c155-s3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly customizable and automated, but can be complex and expensive for very small teams."}, {"id": "mai-20260917-1752-baseline|c155-s3|google-small|Justworks", "prompt": "c155-s3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Justworks** if you are willing to pay a premium (roughly $59/$99/employee/month) to shift the burden of compliance"}, {"id": "mai-20260917-1752-baseline|c155-s3|google-small|Mitratech Mineral", "prompt": "c155-s3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mitratech Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Mitratech Mineral** if you already have a payroll platform but desperately need a legal reference desk"}, {"id": "mai-20260917-1752-baseline|c155-s3|google-small|Deel", "prompt": "c155-s3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Deel** if you are hiring people outside of your home country"}, {"id": "mai-20260917-1752-baseline|c155-s3|google-small|Remote", "prompt": "c155-s3", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like Deel and Remote act as Employer of Record (EOR) services internationally."}, {"id": "mai-20260917-1752-baseline|c155-s3|meta-small|BambooHR", "prompt": "c155-s3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top HR compliance tools for a small team are BambooHR, Gusto, and TriNet HR Platform."}, {"id": "mai-20260917-1752-baseline|c155-s3|meta-small|Gusto", "prompt": "c155-s3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gusto is a payroll and HR platform with built-in compliance features."}, {"id": "mai-20260917-1752-baseline|c155-s3|meta-small|TriNet HR Platform", "prompt": "c155-s3", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "TriNet HR Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TriNet HR Platform is a payroll-led HR suite that offers compliance features for small and mid-size teams."}, {"id": "mai-20260917-1752-baseline|c155-s3|minimax-small|Gusto", "prompt": "c155-s3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For US-only startups:** Gusto (easiest setup)"}, {"id": "mai-20260917-1752-baseline|c155-s3|minimax-small|BambooHR", "prompt": "c155-s3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For growing teams needing HRIS:** BambooHR (most comprehensive core HR)"}, {"id": "mai-20260917-1752-baseline|c155-s3|minimax-small|Justworks", "prompt": "c155-s3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For full HR outsourcing:** Justworks (PEO model)"}, {"id": "mai-20260917-1752-baseline|c155-s3|minimax-small|Rippling", "prompt": "c155-s3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Automation-focused small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s3|minimax-small|SixFifty", "prompt": "c155-s3", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best overall** per some reviews for HR compliance specifically"}, {"id": "mai-20260917-1752-baseline|c155-s3|mistral-small|BambooHR", "prompt": "c155-s3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is HR-first, best for teams that hire frequently and need robust HR and compliance tools."}, {"id": "mai-20260917-1752-baseline|c155-s3|mistral-small|Gusto", "prompt": "c155-s3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is payroll-first, ideal for U.S. teams that want simple, compliant payroll and benefits."}, {"id": "mai-20260917-1752-baseline|c155-s3|mistral-small|Homebase", "prompt": "c155-s3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** is best for hourly teams needing scheduling, time tracking, and compliance for shift workers."}, {"id": "mai-20260917-1752-baseline|c155-s3|mistral-small|TriNet HR Platform (formerly Zenefits)", "prompt": "c155-s3", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "TriNet HR Platform (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill for very small teams due to complexity and cost"}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|Gusto", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most 2–50 person US teams, **Gusto** or **BambooHR** hits the sweet spot of price and capability."}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|BambooHR", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most 2–50 person US teams, **Gusto** or **BambooHR** hits the sweet spot of price and capability."}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|Rippling", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're multi-state or growing fast, **Rippling** adds automation that saves significant admin time"}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|Mineral", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "layering **Mineral** or **SixFifty** on top is often more cost-effective than switching systems"}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|SixFifty", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Attorney-grade handbooks across many states | **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|HR Compliance Watch", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Compliance Watch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "This is *only* a monitoring/alert tool. No payroll, no handbook builder, no document storage."}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|Deel", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "For US-only teams, it's unnecessary."}, {"id": "mai-20260917-1752-baseline|c155-s3|moonshot-small|Justworks", "prompt": "c155-s3", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best if you want to hand off compliance completely rather than manage it through a dashboard."}, {"id": "mai-20260917-1752-baseline|c155-s3|openai-small|Gusto", "prompt": "c155-s3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's often a strong fit for very small businesses that want simplicity and transparent pricing."}, {"id": "mai-20260917-1752-baseline|c155-s3|openai-small|BambooHR", "prompt": "c155-s3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more **dedicated HRIS** with compliance features built in."}, {"id": "mai-20260917-1752-baseline|c155-s3|openai-small|Rippling", "prompt": "c155-s3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a **broader workforce platform** that can handle HR, IT, and finance together."}, {"id": "mai-20260917-1752-baseline|c155-s3|openai-small|WorkBright", "prompt": "c155-s3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your main pain point is **I-9 / E-Verify onboarding**."}, {"id": "mai-20260917-1752-baseline|c155-s3|openai-small|Factorial", "prompt": "c155-s3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you care about **policy management and employee acknowledgements**."}, {"id": "mai-20260917-1752-baseline|c155-s3|openai-small|Deel", "prompt": "c155-s3", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you need **global compliance** or hire internationally."}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|Gusto", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on needs (e.g., payroll? Gusto. Docs? SixFifty)."}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|BambooHR", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR for growing teams"}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|Justworks", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PEO (they become co-employer...) More hands-off but less customizable than pure software. Good for zero HR expertise."}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|Rippling", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling for automation"}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|SixFifty", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Docs? SixFifty"}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|Homebase", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto/Homebase for budget/simplicity"}, {"id": "mai-20260917-1752-baseline|c155-s3|xai-small|Deel", "prompt": "c155-s3", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Few handle international deeply (Rippling/Deel better)"}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|BambooHR", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** and **Gusto** are the most popular \"all-in-one\" choices for small US teams."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|Gusto", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** and **Gusto** are the most popular \"all-in-one\" choices for small US teams."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|Rippling", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** stands out if you want HR + IT automation."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|Deel HR", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel HR** is the go-to for global payroll and compliance."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|Justworks", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Justworks** is best if you want outsourced HR support."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|Mineral", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mineral** and **SixFifty** excel when you need expert advice or state-specific document templates."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|SixFifty", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mineral** and **SixFifty** excel when you need expert advice or state-specific document templates."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|Homebase", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Homebase** and **WorkBright** are lightweight, focused tools for very small teams."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|WorkBright", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Homebase** and **WorkBright** are lightweight, focused tools for very small teams."}, {"id": "mai-20260917-1752-baseline|c155-s3|zai-small|HR Acuity", "prompt": "c155-s3", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "comparative", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**HR Acuity** is the niche choice for investigation and compliance case management."}, {"id": "mai-20260917-1752-baseline|c155-s4|alibaba-small|Patriot Software", "prompt": "c155-s4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-in-One Solution: **Patriot Software** ... \"budget king\" for US-based small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s4|alibaba-small|ComplyRight", "prompt": "c155-s4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "ComplyRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ComplyRight** is the gold standard for keeping your paperwork in order"}, {"id": "mai-20260917-1752-baseline|c155-s4|alibaba-small|Gusto", "prompt": "c155-s4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While slightly more expensive than Patriot, Gusto is the industry standard for modern small business HR."}, {"id": "mai-20260917-1752-baseline|c155-s4|alibaba-small|Homebase", "prompt": "c155-s4", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free/Low-Cost Option for Tiny Teams (Under 10): **Homebase** ... it does *not* perform tax filings"}, {"id": "mai-20260917-1752-baseline|c155-s4|anthropic-small|Patriot Payroll", "prompt": "c155-s4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Patriot Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Patriot Payroll and OnPay are among the most affordable, with Patriot starting at $17/month plus $4 per employee"}, {"id": "mai-20260917-1752-baseline|c155-s4|anthropic-small|OnPay", "prompt": "c155-s4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For true compliance needs, a paid solution like OnPay or Gusto typically provides better value despite modest per-employee costs."}, {"id": "mai-20260917-1752-baseline|c155-s4|anthropic-small|Gusto", "prompt": "c155-s4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For true compliance needs, a paid solution like OnPay or Gusto typically provides better value despite modest per-employee costs."}, {"id": "mai-20260917-1752-baseline|c155-s4|anthropic-small|Justworks", "prompt": "c155-s4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Justworks is a PEO that handles filings, alerts, and benefits in one place for small businesses that would rather outsource compliance"}, {"id": "mai-20260917-1752-baseline|c155-s4|anthropic-small|Zoho People", "prompt": "c155-s4", "model": "anthropic-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho People offers a free plan for up to five users."}, {"id": "mai-20260917-1752-baseline|c155-s4|challenger-small|Gusto", "prompt": "c155-s4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is usually the best overall starting point because it bundles core HR and compliance features into a payroll-first platform with accessible pricing"}, {"id": "mai-20260917-1752-baseline|c155-s4|challenger-small|Homebase", "prompt": "c155-s4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose Homebase if you need the lowest-cost option for a very small team"}, {"id": "mai-20260917-1752-baseline|c155-s4|challenger-small|BambooHR", "prompt": "c155-s4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is usually less \"budget-first\" than Gusto"}, {"id": "mai-20260917-1752-baseline|c155-s4|challenger-small|Justworks", "prompt": "c155-s4", "model": "challenger-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is generally more expensive and more service-heavy than a tight-budget software choice"}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|OnPay", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, **OnPay** generally offers the best compliance value because of its all-inclusive flat pricing"}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|Gusto", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is the go-to"}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|BambooHR", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Doesn't run payroll itself, and the monthly floor makes it pricier for very small teams."}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|Rippling", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Rippling** (pricier, custom quotes)"}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|Homebase", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hourly/restaurant workforce:** **Homebase**"}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|Deel", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hiring internationally:** **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline|c155-s4|deepseek-small|Remote", "prompt": "c155-s4", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hiring internationally:** **Deel** or **Remote** (from ~$19/month)"}, {"id": "mai-20260917-1752-baseline|c155-s4|google-small|Mitratech Mineral", "prompt": "c155-s4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Mitratech Mineral", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you mainly need to **build a legal employee handbook** and ask legal HR questions: Call your **insurance broker** to see if they will give you **Mitratech Mineral** for free."}, {"id": "mai-20260917-1752-baseline|c155-s4|google-small|OnPay", "prompt": "c155-s4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **payroll, onboarding, and tax compliance** at the best flat price: Go with **OnPay**."}, {"id": "mai-20260917-1752-baseline|c155-s4|google-small|Gusto", "prompt": "c155-s4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto (Best for Ease of Use) ... It handles payroll tax compliance automatically"}, {"id": "mai-20260917-1752-baseline|c155-s4|google-small|Patriot Software", "prompt": "c155-s4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Patriot is one of the cheapest, most reliable payroll platforms on the market."}, {"id": "mai-20260917-1752-baseline|c155-s4|google-small|Deel", "prompt": "c155-s4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are managing international contractors, Deel is highly cost-effective."}, {"id": "mai-20260917-1752-baseline|c155-s4|google-small|Poster Guard (by HRdirect)", "prompt": "c155-s4", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Poster Guard (by HRdirect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you manage a **hybrid or remote team** and need poster compliance: Use **Poster Guard**."}, {"id": "mai-20260917-1752-baseline|c155-s4|meta-small|Gusto", "prompt": "c155-s4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include Gusto, Deel, and Homebase"}, {"id": "mai-20260917-1752-baseline|c155-s4|meta-small|Deel", "prompt": "c155-s4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top options include Gusto, Deel, and Homebase"}, {"id": "mai-20260917-1752-baseline|c155-s4|meta-small|Homebase", "prompt": "c155-s4", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some of the top options include Gusto, Deel, and Homebase"}, {"id": "mai-20260917-1752-baseline|c155-s4|minimax-small|Homebase", "prompt": "c155-s4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **tight budget**, start with **Homebase's free plan** to handle basic compliance"}, {"id": "mai-20260917-1752-baseline|c155-s4|minimax-small|Gusto", "prompt": "c155-s4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your biggest need is **payroll tax compliance**, **Gusto's Simple plan** ... is worth the investment"}, {"id": "mai-20260917-1752-baseline|c155-s4|minimax-small|Zoho People", "prompt": "c155-s4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Option ... Minimal compliance features but covers basics"}, {"id": "mai-20260917-1752-baseline|c155-s4|minimax-small|BambooHR", "prompt": "c155-s4", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for slightly larger small businesses (20+ employees)"}, {"id": "mai-20260917-1752-baseline|c155-s4|mistral-small|BambooHR", "prompt": "c155-s4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for SMBs and first compliance hires, BambooHR offers a full HRIS with compliance built-in and published per-employee pricing"}, {"id": "mai-20260917-1752-baseline|c155-s4|mistral-small|Homebase", "prompt": "c155-s4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically highlighted as the best HR compliance software for small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s4|mistral-small|Gusto", "prompt": "c155-s4", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong contender, with pricing starting at $49/month plus $6 per employee"}, {"id": "mai-20260917-1752-baseline|c155-s4|moonshot-small|Deel", "prompt": "c155-s4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Deel's free HRIS if you have under 200 employees"}, {"id": "mai-20260917-1752-baseline|c155-s4|moonshot-small|Gusto", "prompt": "c155-s4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upgrade to Gusto when you need integrated payroll"}, {"id": "mai-20260917-1752-baseline|c155-s4|moonshot-small|Connecteam", "prompt": "c155-s4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most Affordable All-Rounder"}, {"id": "mai-20260917-1752-baseline|c155-s4|moonshot-small|FlowTrack", "prompt": "c155-s4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "FlowTrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra Low-Cost - $1.99 per employee/month"}, {"id": "mai-20260917-1752-baseline|c155-s4|moonshot-small|Zoho People", "prompt": "c155-s4", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Zoho People if you have 5 or fewer employees"}, {"id": "mai-20260917-1752-baseline|c155-s4|openai-small|Gusto", "prompt": "c155-s4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If I had to pick one for a tight budget:** **Gusto**."}, {"id": "mai-20260917-1752-baseline|c155-s4|openai-small|BambooHR", "prompt": "c155-s4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong small-business HR system if you want a more polished HRIS and can spend a bit more"}, {"id": "mai-20260917-1752-baseline|c155-s4|openai-small|RUN Powered by ADP", "prompt": "c155-s4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if your main need is reliable payroll and HR documentation/compliance basics"}, {"id": "mai-20260917-1752-baseline|c155-s4|openai-small|Deel", "prompt": "c155-s4", "model": "openai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's usually not the cheapest option for a purely domestic small business"}, {"id": "mai-20260917-1752-baseline|c155-s4|xai-small|Gusto", "prompt": "c155-s4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, Gusto stands out as one of the best HR compliance software options."}, {"id": "mai-20260917-1752-baseline|c155-s4|xai-small|Homebase", "prompt": "c155-s4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Gusto doesn't fit:\n- **Homebase** (best for hourly/small retail teams)"}, {"id": "mai-20260917-1752-baseline|c155-s4|xai-small|Zoho People", "prompt": "c155-s4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho People** (cheapest paid/free hybrid): Free forever for up to 5 users"}, {"id": "mai-20260917-1752-baseline|c155-s4|xai-small|BambooHR", "prompt": "c155-s4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "User-friendly (4.5/5), but pricier for <20 employees."}, {"id": "mai-20260917-1752-baseline|c155-s4|xai-small|SixFifty", "prompt": "c155-s4", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SixFifty", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid pricier specialists like SixFifty (~$250+/month)."}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|Zoho People", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** – Best Overall for Ultra-Budget Companies"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|Homebase", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** – Best for Simplicity & Local Compliance"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|FlowTrack", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "FlowTrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FlowTrack** | **$1.99/month per user** | Low-cost per-user compliance"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|Gusto", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gusto** – Best for Payroll-Heavy Small Businesses"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|BambooHR", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "50+: Consider Gusto or BambooHR for payroll integration"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|Rippling", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Do you need payroll? Yes → Gusto or Rippling"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|SixFifty", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "SixFifty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Multi-state → BambooHR or SixFifty (attorney-reviewed docs)"}, {"id": "mai-20260917-1752-baseline|c155-s4|zai-small|Justworks", "prompt": "c155-s4", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global → Consider a PEO like Justworks"}, {"id": "mai-20260917-1752-baseline|c155-s5|alibaba-small|Workday", "prompt": "c155-s5", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably do not have the budget or headcount for an Enterprise solution like Workday or SAP"}, {"id": "mai-20260917-1752-baseline|c155-s5|alibaba-small|SAP", "prompt": "c155-s5", "model": "alibaba-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you probably do not have the budget or headcount for an Enterprise solution like Workday or SAP"}, {"id": "mai-20260917-1752-baseline|c155-s5|deepseek-small|Gusto", "prompt": "c155-s5", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Good options in the small-business space include Gusto, BambooHR, Rippling, and similar tools — evaluate them against this checklist rather than vendor marketing."}, {"id": "mai-20260917-1752-baseline|c155-s5|deepseek-small|BambooHR", "prompt": "c155-s5", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good options in the small-business space include Gusto, BambooHR, Rippling, and similar tools"}, {"id": "mai-20260917-1752-baseline|c155-s5|deepseek-small|Rippling", "prompt": "c155-s5", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good options in the small-business space include Gusto, BambooHR, Rippling, and similar tools"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|Rippling", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All-in-One HRIS/Payroll (Best for simplicity):** Platforms like **Rippling** or **Gusto** have built-in compliance tools"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|Gusto", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms like **Rippling** or **Gusto** have built-in compliance tools, automated state tax registration"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|BambooHR", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dedicated HR/Compliance Software (Best for robust HR features):** Platforms like **BambooHR** or **GoCo**"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|Mineral/ThinkHR", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Mineral/ThinkHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often partnering with compliance engines (like **Mineral**) to provide handbooks and legal alerts"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|GoCo", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like **BambooHR** or **GoCo** focus heavily on HR workflows"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|Justworks", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a PEO like **Justworks** or **ADP TotalSource** acts as a co-employer... This is more expensive but reduces your risk to nearly zero"}, {"id": "mai-20260917-1752-baseline|c155-s5|google-small|ADP TotalSource", "prompt": "c155-s5", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "ADP TotalSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a PEO like **Justworks** or **ADP TotalSource** acts as a co-employer"}, {"id": "mai-20260917-1752-baseline|c155-s5|mistral-small|BambooHR", "prompt": "c155-s5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors based on your needs (e.g., BambooHR, Gusto, Workday, ADP Workforce Now, Paycom)."}, {"id": "mai-20260917-1752-baseline|c155-s5|mistral-small|Gusto", "prompt": "c155-s5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., BambooHR, Gusto, Workday, ADP Workforce Now, Paycom"}, {"id": "mai-20260917-1752-baseline|c155-s5|mistral-small|Workday", "prompt": "c155-s5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., BambooHR, Gusto, Workday, ADP Workforce Now, Paycom"}, {"id": "mai-20260917-1752-baseline|c155-s5|mistral-small|ADP Workforce Now", "prompt": "c155-s5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., BambooHR, Gusto, Workday, ADP Workforce Now, Paycom"}, {"id": "mai-20260917-1752-baseline|c155-s5|mistral-small|Paycom", "prompt": "c155-s5", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., BambooHR, Gusto, Workday, ADP Workforce Now, Paycom"}, {"id": "mai-20260917-1752-baseline|c155-s5|moonshot-small|BambooHR", "prompt": "c155-s5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR**: Full HRIS with compliance built-in, transparent pricing (~$10/employee/month)"}, {"id": "mai-20260917-1752-baseline|c155-s5|moonshot-small|Gusto", "prompt": "c155-s5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto**: Strong payroll + compliance combo (~$6/employee/month for payroll + HR features)"}, {"id": "mai-20260917-1752-baseline|c155-s5|moonshot-small|SixFifty", "prompt": "c155-s5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SixFifty**: Specialized compliance solution (good if you already have payroll handled)"}, {"id": "mai-20260917-1752-baseline|c155-s5|moonshot-small|Homebase", "prompt": "c155-s5", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Homebase**: Budget-friendly option for small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|BambooHR", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for SMBs include BambooHR, Rippling, Gusto, Paycor, ADP Workforce Now, HiBob, or Paychex."}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|Rippling", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rippling/Gusto ~$200–$400"}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|Gusto", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular for SMBs include BambooHR, Rippling, Gusto, Paycor..."}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|Paycor", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular for SMBs include BambooHR, Rippling, Gusto, Paycor, ADP Workforce Now, HiBob, or Paychex."}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|ADP Workforce Now", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for SMBs include BambooHR, Rippling, Gusto, Paycor, ADP Workforce Now, HiBob, or Paychex."}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|HiBob", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular for SMBs include ... HiBob, or Paychex."}, {"id": "mai-20260917-1752-baseline|c155-s5|xai-small|Paychex", "prompt": "c155-s5", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "scale", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular for SMBs include ... HiBob, or Paychex."}, {"id": "mai-20260917-1752-baseline|c155-s6|deepseek-small|Rippling", "prompt": "c155-s6", "model": "deepseek-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms (e.g., Rippling) charge implementation fees from roughly $1,500–$20,000 not disclosed upfront."}, {"id": "mai-20260917-1752-baseline|c155-s6|google-small|Workday", "prompt": "c155-s6", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade HCM Systems (e.g., Workday, SAP SuccessFactors) ... **The Verdict:** **Avoid.**"}, {"id": "mai-20260917-1752-baseline|c155-s6|google-small|SAP SuccessFactors", "prompt": "c155-s6", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HCM Systems (e.g., Workday, SAP SuccessFactors) ... **The Verdict:** **Avoid.**"}, {"id": "mai-20260917-1752-baseline|c155-s6|google-small|Gusto", "prompt": "c155-s6", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick to SMB-focused HRIS platforms (like Gusto, Rippling, or BambooHR) that have guardrails specifically designed for smaller teams."}, {"id": "mai-20260917-1752-baseline|c155-s6|google-small|Rippling", "prompt": "c155-s6", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to SMB-focused HRIS platforms (like Gusto, Rippling, or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c155-s6|google-small|BambooHR", "prompt": "c155-s6", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to SMB-focused HRIS platforms (like Gusto, Rippling, or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c155-s6|google-small|Mitratech Mineral", "prompt": "c155-s6", "model": "google-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Mitratech Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for compliance subscription services (like Mitratech Mineral or specialized legal-tech platforms) that dynamically update your handbook when local laws change"}, {"id": "mai-20260917-1752-baseline|c155-s6|meta-small|Gusto", "prompt": "c155-s6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned include Gusto, Rippling, and Justworks."}, {"id": "mai-20260917-1752-baseline|c155-s6|meta-small|Rippling", "prompt": "c155-s6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rippling: The implementation fees for Rippling range from $1,500 to $20,000, depending on the company size and complexity, and it is not disclosed upfront."}, {"id": "mai-20260917-1752-baseline|c155-s6|meta-small|Justworks", "prompt": "c155-s6", "model": "meta-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools mentioned include Gusto, Rippling, and Justworks."}, {"id": "mai-20260917-1752-baseline|c155-s6|minimax-small|Rippling", "prompt": "c155-s6", "model": "minimax-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some tools like Rippling don't disclose implementation costs upfront"}, {"id": "mai-20260917-1752-baseline|c155-s6|mistral-small|Rippling", "prompt": "c155-s6", "model": "mistral-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some vendors, like Rippling, do not disclose implementation fees upfront, which can range from $1,500 to $20,000"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|ADP", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Be Cautious About ... 1. ADP (Small Business Tiers) ... Recurring tax filing errors that can create compliance liability"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|Paychex Flex", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Risk Score: 71/100 (High Risk) based on documented complaints"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|BambooHR", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No built-in payroll — requires expensive add-ons ... No compliance experts on staff"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|Zenefits (Now TriNet Zenefits)", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Zenefits (Now TriNet Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historical compliance issues (2016-2017 licensing problems in multiple states)"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|Gusto", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Integrated payroll + compliance | **Gusto** (built-in, not add-on)"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|Bambee", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Bambee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dedicated HR manager support | **Bambee** (human expert assigned)"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|Rippling", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Multi-state/global complexity | **Rippling** (unified platform)"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|Justworks", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "PEO option for compliance sharing | **Justworks** or **TriNet**"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|TriNet", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "PEO option for compliance sharing | **Justworks** or **TriNet**"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|HiBob", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Real-time compliance tracking | **HiBob** or **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-s6|moonshot-small|SixFifty", "prompt": "c155-s6", "model": "moonshot-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "SixFifty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Real-time compliance tracking | **HiBob** or **SixFifty**"}, {"id": "mai-20260917-1752-baseline|c155-s6|xai-small|BambooHR", "prompt": "c155-s6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize simple, US-focused tools like BambooHR, Justworks (for PEO outsourcing), or Gusto (with caveats)"}, {"id": "mai-20260917-1752-baseline|c155-s6|xai-small|Gusto", "prompt": "c155-s6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trustpilot complaints highlight these for Gusto... Gusto (with caveats)"}, {"id": "mai-20260917-1752-baseline|c155-s6|xai-small|Rippling", "prompt": "c155-s6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rippling's $1,500–$20K setup fees (not upfront)... Rippling (great for 100+ employees) overwhelm small teams"}, {"id": "mai-20260917-1752-baseline|c155-s6|xai-small|Bambee", "prompt": "c155-s6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Bambee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bambee has middling partner scores"}, {"id": "mai-20260917-1752-baseline|c155-s6|xai-small|Justworks", "prompt": "c155-s6", "model": "xai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Justworks (for PEO outsourcing)"}, {"id": "mai-20260917-1752-baseline|c155-s6|zai-small|Gusto", "prompt": "c155-s6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "consistently point to vendors like **Gusto, BambooHR, Homebase, and others** as examples of tools that meet these criteria for small businesses"}, {"id": "mai-20260917-1752-baseline|c155-s6|zai-small|BambooHR", "prompt": "c155-s6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "vendors like **Gusto, BambooHR, Homebase, and others** as examples of tools that meet these criteria"}, {"id": "mai-20260917-1752-baseline|c155-s6|zai-small|Homebase", "prompt": "c155-s6", "model": "zai-small", "cat": "hr-compliance-and-policy-management", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendors like **Gusto, BambooHR, Homebase, and others** as examples of tools that meet these criteria"}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For almost every enterprise B2B company, **LinkedIn Recruiter** is non-negotiable. It is the baseline requirement."}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|Gem", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add-on:** **Gem**. It is the best companion tool right now because it integrates seamlessly with Workday and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|SeekOut", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SeekOut** specializes in \"skills-based\" matching rather than just job titles."}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|Sovren / Jibe.io", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Sovren / Jibe.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sovren** (often used via Jibe.io) is primarily a resume search database... Best For: Large Enterprises dealing with strict data laws."}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|JobDiva", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "JobDiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use this only if you are a B2B staffing agency or a corporate recruitment team managing external vendors."}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|Hireful", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Hireful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Primary:** **Hireful** or **Sourcery**. These tools focus heavily on email marketing automation."}, {"id": "mai-20260917-1752-baseline|c157-l1|alibaba-small|Sourcery", "prompt": "c157-l1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Sourcery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Primary:** **Hireful** or **Sourcery**. These tools focus heavily on email marketing automation."}, {"id": "mai-20260917-1752-baseline|c157-l1|anthropic-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Enterprise Options Include:**\n- LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-l1|anthropic-small|ZoomInfo", "prompt": "c157-l1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- ZoomInfo"}, {"id": "mai-20260917-1752-baseline|c157-l1|anthropic-small|Apollo.io", "prompt": "c157-l1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Apollo.io"}, {"id": "mai-20260917-1752-baseline|c157-l1|anthropic-small|Hunter.io", "prompt": "c157-l1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Hunter.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Hunter.io"}, {"id": "mai-20260917-1752-baseline|c157-l1|anthropic-small|Clearbit", "prompt": "c157-l1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Clearbit"}, {"id": "mai-20260917-1752-baseline|c157-l1|anthropic-small|RocketReach", "prompt": "c157-l1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "RocketReach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- RocketReach"}, {"id": "mai-20260917-1752-baseline|c157-l1|challenger-small|SeekOut", "prompt": "c157-l1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c157-l1|challenger-small|Gem", "prompt": "c157-l1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gem** is the better all-around alternative"}, {"id": "mai-20260917-1752-baseline|c157-l1|challenger-small|Cognism", "prompt": "c157-l1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cognism** is also a strong fit for governed B2B lead generation and recruiting outreach"}, {"id": "mai-20260917-1752-baseline|c157-l1|challenger-small|Humanly", "prompt": "c157-l1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need ATS-embedded sourcing:** **Humanly**"}, {"id": "mai-20260917-1752-baseline|c157-l1|deepseek-small|SeekOut", "prompt": "c157-l1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SeekOut** — Best overall for deep technical & diverse hiring"}, {"id": "mai-20260917-1752-baseline|c157-l1|deepseek-small|Gem", "prompt": "c157-l1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add Gem** (or HireEZ) if you're running high-volume **sales and go-to-market outbound**"}, {"id": "mai-20260917-1752-baseline|c157-l1|deepseek-small|HireEZ", "prompt": "c157-l1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireEZ** — Best \"most complete\" platform ... Some users report outdated data"}, {"id": "mai-20260917-1752-baseline|c157-l1|deepseek-small|LinkedIn Recruiter + Talent Insights", "prompt": "c157-l1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter + Talent Insights", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with LinkedIn Recruiter** as your baseline (non-negotiable reach)."}, {"id": "mai-20260917-1752-baseline|c157-l1|google-small|Gem", "prompt": "c157-l1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Overall Best Choice: **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-l1|google-small|hireEZ", "prompt": "c157-l1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best for Autonomous Sourcing & High Volume: **hireEZ** (formerly Hiretual)"}, {"id": "mai-20260917-1752-baseline|c157-l1|google-small|SeekOut", "prompt": "c157-l1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Technical & Specialized B2B Talent: **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c157-l1|google-small|Eightfold AI", "prompt": "c157-l1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Best for Massive Scale & Skills-Based Hiring: **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c157-l1|meta-small|PeopleGPT", "prompt": "c157-l1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "PeopleGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top candidate sourcing tools mentioned include PeopleGPT, LinkedIn Recruiter, and Indeed"}, {"id": "mai-20260917-1752-baseline|c157-l1|meta-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top candidate sourcing tools mentioned include PeopleGPT, LinkedIn Recruiter, and Indeed"}, {"id": "mai-20260917-1752-baseline|c157-l1|meta-small|Indeed", "prompt": "c157-l1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top candidate sourcing tools mentioned include PeopleGPT, LinkedIn Recruiter, and Indeed"}, {"id": "mai-20260917-1752-baseline|c157-l1|minimax-small|Seekout", "prompt": "c157-l1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Seekout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Seekout**\n- **Best for:** Comprehensive talent search across multiple platforms"}, {"id": "mai-20260917-1752-baseline|c157-l1|minimax-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprise-level sourcing with professional network access"}, {"id": "mai-20260917-1752-baseline|c157-l1|minimax-small|Gem", "prompt": "c157-l1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Engagement and pipeline management"}, {"id": "mai-20260917-1752-baseline|c157-l1|minimax-small|Eightfold AI", "prompt": "c157-l1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** AI-driven candidate matching"}, {"id": "mai-20260917-1752-baseline|c157-l1|mistral-small|SeekOut", "prompt": "c157-l1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SeekOut** – Best for technical recruiting and diversity sourcing, with deep tech data (GitHub, patents) and advanced filters."}, {"id": "mai-20260917-1752-baseline|c157-l1|mistral-small|HireEZ", "prompt": "c157-l1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for multi-source aggregation and outreach automation, indexing 45+ sources with an AI Boolean builder."}, {"id": "mai-20260917-1752-baseline|c157-l1|mistral-small|Gem", "prompt": "c157-l1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong all-in-one solution for sourcing, CRM, and analytics, suitable for large-scale operations."}, {"id": "mai-20260917-1752-baseline|c157-l1|mistral-small|Eightfold AI", "prompt": "c157-l1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for global enterprises needing talent intelligence and internal/external mobility insights."}, {"id": "mai-20260917-1752-baseline|c157-l1|mistral-small|Findem", "prompt": "c157-l1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leverages AI natural language search and 3D data triangulation for high-volume, high-precision sourcing."}, {"id": "mai-20260917-1752-baseline|c157-l1|moonshot-small|SeekOut", "prompt": "c157-l1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SeekOut or HireEZ** as your primary sourcing intelligence platform"}, {"id": "mai-20260917-1752-baseline|c157-l1|moonshot-small|HireEZ", "prompt": "c157-l1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SeekOut or HireEZ** as your primary sourcing intelligence platform"}, {"id": "mai-20260917-1752-baseline|c157-l1|moonshot-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Still essential ... but increasingly expensive and competitive ... Use as part of a multi-tool stack, not as your sole sourcing solution"}, {"id": "mai-20260917-1752-baseline|c157-l1|moonshot-small|Gem", "prompt": "c157-l1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gem or similar** for CRM and pipeline management"}, {"id": "mai-20260917-1752-baseline|c157-l1|moonshot-small|PeopleGPT", "prompt": "c157-l1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "PeopleGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PeopleGPT** | Speed-focused teams needing natural language search"}, {"id": "mai-20260917-1752-baseline|c157-l1|openai-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **candidate sourcing tool** is usually **LinkedIn Recruiter**"}, {"id": "mai-20260917-1752-baseline|c157-l1|openai-small|Eightfold AI", "prompt": "c157-l1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want sourcing + talent intelligence/matching:** **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c157-l1|openai-small|iCIMS", "prompt": "c157-l1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iCIMS** or **Phenom** are often considered, depending on your stack and use case"}, {"id": "mai-20260917-1752-baseline|c157-l1|openai-small|Phenom", "prompt": "c157-l1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iCIMS** or **Phenom** are often considered, depending on your stack and use case"}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with LinkedIn Recruiter** if 70%+ of your sourcing is there (most B2B default)."}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|Gem", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add Gem/hireEZ** for outbound passive candidates (boosts response 30–50% via AI)."}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|hireEZ", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Add Gem/hireEZ** for outbound passive candidates"}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|SeekOut", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "1B+ profiles, advanced filters (skills/vets), AI predictions; strong for passive talent"}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|Beamery", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lower ratings on ease/value vs. others"}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|Oracle Fusion Recruiting", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Oracle Fusion Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders like **Oracle Fusion Recruiting, Workday, SmartRecruiters** excel in enterprise-scale suites with built-in sourcing"}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|Workday", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders like **Oracle Fusion Recruiting, Workday, SmartRecruiters** excel in enterprise-scale suites"}, {"id": "mai-20260917-1752-baseline|c157-l1|xai-small|SmartRecruiters", "prompt": "c157-l1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leaders like **Oracle Fusion Recruiting, Workday, SmartRecruiters** excel in enterprise-scale suites"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|HireEZ", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prioritize outbound AI sourcing with built-in outreach: Choose **HireEZ**"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Gem", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize CRM + sourcing integration: Choose **Gem**."}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|SeekOut", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prioritize technical/diversity search depth: Choose **SeekOut**."}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|LinkedIn Recruiter", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **LinkedIn Recruiter** (but expect a high price tag). Limitations: **Very expensive**"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Pin", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Pin** for a more affordable option"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Leonar", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "2-source search (870M + your own CRM)"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Lusha", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Contact enrichment; direct candidate outreach"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Manatal", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Affordable ATS + AI combo"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Fetcher", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High-volume outbound campaigns"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Hunter", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Hunter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "We need contact enrichment for existing leads** | Lusha, Hunter"}, {"id": "mai-20260917-1752-baseline|c157-l1|zai-small|Findem", "prompt": "c157-l1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "HRIS/People Data:** Findem, HireEZ"}, {"id": "mai-20260917-1752-baseline|c157-l2|alibaba-small|Beamery", "prompt": "c157-l2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is **Beamery**"}, {"id": "mai-20260917-1752-baseline|c157-l2|alibaba-small|Avature", "prompt": "c157-l2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Avature** as a strong alternative for highly customized global organizations"}, {"id": "mai-20260917-1752-baseline|c157-l2|alibaba-small|iCIMS (Talent Cloud)", "prompt": "c157-l2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS (Talent Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iCIMS is the strongest option because their CRM features are built directly into their ATS foundation"}, {"id": "mai-20260917-1752-baseline|c157-l2|alibaba-small|Gem", "prompt": "c157-l2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why it might fail you: While Gem is great for recruiters sending cold emails, it often lacks the sophisticated internal mobility features"}, {"id": "mai-20260917-1752-baseline|c157-l2|alibaba-small|Bullhorn", "prompt": "c157-l2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Bullhorn:** Bullhorn is the industry leader for *recruitment agencies*"}, {"id": "mai-20260917-1752-baseline|c157-l2|anthropic-small|Beamery", "prompt": "c157-l2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Beamery**\n\nBeamery is noted as the enterprise talent CRM with the strongest skills-based architecture"}, {"id": "mai-20260917-1752-baseline|c157-l2|anthropic-small|Avature", "prompt": "c157-l2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avature is the most customizable enterprise CRM"}, {"id": "mai-20260917-1752-baseline|c157-l2|anthropic-small|SmartRecruiters", "prompt": "c157-l2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's positioned for enterprise-scale operations."}, {"id": "mai-20260917-1752-baseline|c157-l2|anthropic-small|Bullhorn", "prompt": "c157-l2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some CRMs are better suited for large enterprises (e.g., Beamery, Bullhorn)"}, {"id": "mai-20260917-1752-baseline|c157-l2|challenger-small|Beamery", "prompt": "c157-l2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Beamery** as the strongest recruiting CRM choice"}, {"id": "mai-20260917-1752-baseline|c157-l2|challenger-small|Avature", "prompt": "c157-l2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Avature** as the best alternative if you need deeper configurability for a global enterprise"}, {"id": "mai-20260917-1752-baseline|c157-l2|challenger-small|iCIMS", "prompt": "c157-l2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you want a broader CRM + ATS platform for corporate HR use"}, {"id": "mai-20260917-1752-baseline|c157-l2|deepseek-small|iCIMS", "prompt": "c157-l2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large enterprise B2B organization, **iCIMS** is the strongest overall choice."}, {"id": "mai-20260917-1752-baseline|c157-l2|deepseek-small|Greenhouse", "prompt": "c157-l2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Greenhouse** as the top alternative if you prioritize structured hiring workflows"}, {"id": "mai-20260917-1752-baseline|c157-l2|deepseek-small|Workday Recruiting", "prompt": "c157-l2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The right pick if your company **already uses Workday HCM**... though it's sometimes viewed as less deep on recruiting functionality"}, {"id": "mai-20260917-1752-baseline|c157-l2|deepseek-small|Lever", "prompt": "c157-l2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a genuinely **native ATS + CRM combined** without bolt-on modules."}, {"id": "mai-20260917-1752-baseline|c157-l2|deepseek-small|SmartRecruiters", "prompt": "c157-l2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Worth noting it's in a post-acquisition transition period."}, {"id": "mai-20260917-1752-baseline|c157-l2|deepseek-small|Gem", "prompt": "c157-l2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An AI-first, all-in-one platform that's ideal for companies up to ~5,000 employees"}, {"id": "mai-20260917-1752-baseline|c157-l2|google-small|Beamery", "prompt": "c157-l2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Comprehensive talent lifecycle management and skills-based pipelining... deeply certified, seamless integration with Workday"}, {"id": "mai-20260917-1752-baseline|c157-l2|google-small|Phenom", "prompt": "c157-l2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you rely on **inbound candidates** and want to maximize conversion on your website, go with **Phenom**."}, {"id": "mai-20260917-1752-baseline|c157-l2|google-small|Avature", "prompt": "c157-l2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a massive, highly customized global recruiting process with unique compliance frameworks, choose **Avature**."}, {"id": "mai-20260917-1752-baseline|c157-l2|google-small|Gem", "prompt": "c157-l2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you rely on **proactive, outbound sourcing** for specialized B2B talent (sales, engineering, leadership), go with **Gem**."}, {"id": "mai-20260917-1752-baseline|c157-l2|google-small|Eightfold.ai", "prompt": "c157-l2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: AI-driven talent intelligence and skills-matching... Cons: It is very expensive and highly reliant on clean data."}, {"id": "mai-20260917-1752-baseline|c157-l2|meta-small|hireEZ", "prompt": "c157-l2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. hireEZ (sourcing-led tools)"}, {"id": "mai-20260917-1752-baseline|c157-l2|meta-small|Gem", "prompt": "c157-l2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Gem (relationship and sequence depth)"}, {"id": "mai-20260917-1752-baseline|c157-l2|meta-small|Bullhorn", "prompt": "c157-l2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Bullhorn (staffing platforms for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c157-l2|meta-small|Recruiterflow", "prompt": "c157-l2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Recruiterflow (staffing platforms)"}, {"id": "mai-20260917-1752-baseline|c157-l2|meta-small|Recruit CRM", "prompt": "c157-l2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Recruit CRM (staffing platforms)"}, {"id": "mai-20260917-1752-baseline|c157-l2|minimax-small|Beamery", "prompt": "c157-l2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Beamery** - Rated as \"Best Enterprise Talent CRM\""}, {"id": "mai-20260917-1752-baseline|c157-l2|minimax-small|iCIMS", "prompt": "c157-l2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd particularly recommend starting with **Beamery** or **iCIMS** as they both excel at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c157-l2|minimax-small|Greenhouse", "prompt": "c157-l2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Well-suited for enterprise hiring needs - Strong B2B compatibility"}, {"id": "mai-20260917-1752-baseline|c157-l2|minimax-small|Metaview", "prompt": "c157-l2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If HRIS integration is your top priority, **Metaview** might be the best fit."}, {"id": "mai-20260917-1752-baseline|c157-l2|mistral-small|Beamery", "prompt": "c157-l2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended recruiting CRM is **Beamery**"}, {"id": "mai-20260917-1752-baseline|c157-l2|mistral-small|Bullhorn", "prompt": "c157-l2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other enterprise-grade options often mentioned include Bullhorn and Gem"}, {"id": "mai-20260917-1752-baseline|c157-l2|mistral-small|Gem", "prompt": "c157-l2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other enterprise-grade options often mentioned include Bullhorn and Gem"}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|Workday Recruiting", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already on Workday: Workday Recruiting — the integration benefits outweigh the feature gaps."}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|iCIMS Talent Cloud", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have complex, high-volume, or global hiring needs: iCIMS — it's built specifically for large enterprises"}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|LeverTRM", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "LeverTRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want an all-in-one solution: Lever or SmartRecruiters — both combine ATS + CRM well"}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|SmartRecruiters", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want an all-in-one solution: Lever or SmartRecruiters — both combine ATS + CRM well"}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|Beamery", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already have an ATS you like and just need CRM: Beamery (for skills-based/workforce planning focus)"}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|Gem", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gem (for sourcing/nurture campaigns)"}, {"id": "mai-20260917-1752-baseline|c157-l2|moonshot-small|Avature", "prompt": "c157-l2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Avature | Highly customizable global enterprises | Most configurable"}, {"id": "mai-20260917-1752-baseline|c157-l2|openai-small|Avature", "prompt": "c157-l2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Avature** as the strongest default choice for a recruiting CRM"}, {"id": "mai-20260917-1752-baseline|c157-l2|openai-small|Beamery", "prompt": "c157-l2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "My **runner-up** would be **Beamery**"}, {"id": "mai-20260917-1752-baseline|c157-l2|openai-small|Salesforce Recruiting CRM", "prompt": "c157-l2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Salesforce Recruiting CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you're already standardized on Salesforce:** **Salesforce-based recruiting stack**"}, {"id": "mai-20260917-1752-baseline|c157-l2|xai-small|Beamery", "prompt": "c157-l2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Beamery as a top recruiting CRM choice."}, {"id": "mai-20260917-1752-baseline|c157-l2|xai-small|Greenhouse", "prompt": "c157-l2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike pure ATS tools (e.g., Greenhouse or iCIMS)"}, {"id": "mai-20260917-1752-baseline|c157-l2|xai-small|iCIMS", "prompt": "c157-l2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full TA suite (ATS + CRM); 25% of Fortune 500; compliance-heavy for regulated B2B. | Steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c157-l2|xai-small|Eightfold AI", "prompt": "c157-l2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered CRM/ATS hybrid; deep skills ontology... Complex implementation; very expensive."}, {"id": "mai-20260917-1752-baseline|c157-l2|xai-small|Oracle Fusion Recruiting", "prompt": "c157-l2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Oracle Fusion Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in 2026 Gartner Magic Quadrant for Talent Acquisition Suites; strong CRM extension if you're on Oracle HCM."}, {"id": "mai-20260917-1752-baseline|c157-l2|xai-small|Lever", "prompt": "c157-l2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ATS + CRM combo; collaborative for distributed B2B teams. | Less \"pure CRM\" for massive scale."}, {"id": "mai-20260917-1752-baseline|c157-l2|zai-small|Beamery", "prompt": "c157-l2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Beamery (Top Recommendation for Talent Lifecycle)"}, {"id": "mai-20260917-1752-baseline|c157-l2|zai-small|Greenhouse Recruiting", "prompt": "c157-l2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse is the industry standard for **structured hiring**"}, {"id": "mai-20260917-1752-baseline|c157-l2|zai-small|Bullhorn", "prompt": "c157-l2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bullhorn** if your hiring model is high-volume and sales-driven."}, {"id": "mai-20260917-1752-baseline|c157-l2|zai-small|Oracle Fusion Cloud Recruiting", "prompt": "c157-l2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is already heavily invested in the Oracle ecosystem ... this is the native choice."}, {"id": "mai-20260917-1752-baseline|c157-l3|alibaba-small|LinkedIn Recruiter", "prompt": "c157-l3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "In that sector, the leaders are **LinkedIn Recruiter**, **HireEZ** (formerly Hiretual), and **Gem**."}, {"id": "mai-20260917-1752-baseline|c157-l3|alibaba-small|HireEZ", "prompt": "c157-l3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the leaders are **LinkedIn Recruiter**, **HireEZ** (formerly Hiretual), and **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-l3|alibaba-small|Gem", "prompt": "c157-l3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "These tools focus on social media mining and CRM (Candidate Relationship Management) rather than contract negotiations."}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|Coupa", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|SAP Ariba", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP Ariba's deep integration with SAP ERP systems and S/4HANA creates seamless procure-to-pay processes"}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|Jaggaer", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jaggaer provides comprehensive procurement solutions with particular strength in strategic sourcing and supplier management"}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|GEP SMART", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus"}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|Ivalua", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ivalua is a highly customizable platform supporting complex sourcing workflows and deep supplier insights."}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|Zycus", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zycus is procurement sourcing software for mid-market and enterprise teams that want an AI-forward source-to-pay suite"}, {"id": "mai-20260917-1752-baseline|c157-l3|anthropic-small|Keelvar", "prompt": "c157-l3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Keelvar's sourcing tools are built for high-complexity, multi-constraint categories where optimization is central to the decision"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|SAP Ariba", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Ariba** is strongest for **large enterprises already standardized on SAP**"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|Coupa", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coupa** is best for **spend intelligence tied directly to sourcing outcomes**"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|Ivalua", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ivalua** stands out for **high configurability**"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|GEP SMART", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GEP SMART** is a fit for organizations that want a **single source-to-pay platform**"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|JAGGAER", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**JAGGAER** is often chosen for **complex categories, direct spend, and multi-round sourcing events**"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|Zycus", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zycus** is differentiated by **AI-native sourcing intelligence**"}, {"id": "mai-20260917-1752-baseline|c157-l3|challenger-small|Basware", "prompt": "c157-l3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Basware** is typically selected when the goal is to connect sourcing with **finance-led procurement**"}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|SAP Ariba", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful but notoriously complex and heavyweight; long implementation cycles and heavy configuration."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Coupa", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The **2026 Gartner Magic Quadrant leader** for Source-to-Pay on ability to execute."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Ivalua", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Policy-driven, **governed** source-to-pay control across multiple buyers and suppliers."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|GEP SMART", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: **Cloud-native, faster time-to-value**, often seen as the most direct Coupa challenger."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|JAGGAER One", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "JAGGAER One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: **Complex and direct-spend sourcing** \norm manufacturing, aerospace, automotive, and pharma."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Keelvar", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: **Strategic sourcing optimization** — complex, high-volume events with scenario modeling."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Fairmarkit", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fairmarkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: **Automating tail spend** — high-volume, lower-value purchases"}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Globality", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Globality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: **Complex, high-value services sourcing** with AI-driven market intelligence."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Oracle Procurement", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Oracle Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Heavily Oracle-centric? Oracle Procurement becomes attractive."}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Procurify", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "mid-market tools like Procurify and Precoro suit smaller, simpler operations"}, {"id": "mai-20260917-1752-baseline|c157-l3|deepseek-small|Precoro", "prompt": "c157-l3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "mid-market tools like Procurify and Precoro suit smaller, simpler operations"}, {"id": "mai-20260917-1752-baseline|c157-l3|google-small|LinkedIn Recruiter", "prompt": "c157-l3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "LinkedIn Recruiter is the \"must-have\" baseline tool ... However, it is primarily a database. It lacks advanced automated nurturing campaigns"}, {"id": "mai-20260917-1752-baseline|c157-l3|google-small|hireEZ (formerly Hiretual)", "prompt": "c157-l3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ (formerly Hiretual)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want to automate outbound open-web sourcing using agentic AI, choose **hireEZ**."}, {"id": "mai-20260917-1752-baseline|c157-l3|google-small|SeekOut", "prompt": "c157-l3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deep, specialized tech or security-cleared talent, choose **SeekOut**."}, {"id": "mai-20260917-1752-baseline|c157-l3|google-small|Gem", "prompt": "c157-l3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want to optimize your existing pipelines and outbound communication with world-class analytics, select **Gem**."}, {"id": "mai-20260917-1752-baseline|c157-l3|google-small|Eightfold AI", "prompt": "c157-l3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Massive enterprises focused on skills-based hiring and internal mobility programs."}, {"id": "mai-20260917-1752-baseline|c157-l3|meta-small|SAP Ariba", "prompt": "c157-l3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba is known for its robust enterprise-grade sourcing platform"}, {"id": "mai-20260917-1752-baseline|c157-l3|meta-small|Coupa", "prompt": "c157-l3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa Sourcing differentiates with guided buying and decision-focused analytics"}, {"id": "mai-20260917-1752-baseline|c157-l3|meta-small|Jaggaer", "prompt": "c157-l3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jaggaer is built for regulated sourcing patterns"}, {"id": "mai-20260917-1752-baseline|c157-l3|meta-small|Oracle Fusion Cloud Procurement", "prompt": "c157-l3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Fusion Cloud Procurement is known for its ability to turn procurement visibility into operational control"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|SAP Ariba (SAP Procurement)", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba (SAP Procurement)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large global enterprises needing end-to-end source-to-pay (S2P) integration"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Coupa Strategic Sourcing", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa Strategic Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Enterprises focused on spend management and analytics-driven award decisions"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|GEP SMART", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Enterprises wanting a single platform for sourcing, procurement, and analytics"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Ivalua", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Differentiator:** Strong configurability without heavy customization; ERP-agnostic"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Oracle Fusion Cloud Procurement", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Organizations already in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Keelvar", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Differentiator:** Leading in AI-driven sourcing automation; strong for high-volume RFx"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Workday Strategic Sourcing", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Workday-centric enterprises"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Fairmarkit", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fairmarkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Companies running frequent category RFx at scale"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Zycus", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Organizations seeking AI-powered end-to-end procurement"}, {"id": "mai-20260917-1752-baseline|c157-l3|minimax-small|Jaggaer", "prompt": "c157-l3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Regulated industries and compliance-heavy sourcing"}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|SAP Ariba", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry leader for global enterprises, especially those already using SAP ERP systems."}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|Coupa", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** and **Coupa** are leaders for large, global enterprises"}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|Ivalua", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Configurable source-to-pay suite with strong sourcing, contracts, and supplier governance."}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|Keelvar", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Keelvar** stands out for optimization and automation"}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|GEP SMART", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "End-to-end source-to-pay solution with strong analytics and contract management."}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|JAGGAER", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in direct spend and manufacturing, with robust analytics for complex supply chains."}, {"id": "mai-20260917-1752-baseline|c157-l3|mistral-small|Kodiak Hub", "prompt": "c157-l3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Kodiak Hub** is best for AI-driven supplier management"}, {"id": "mai-20260917-1752-baseline|c157-l3|moonshot-small|SAP Ariba", "prompt": "c157-l3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Organizations deeply embedded in the SAP ecosystem with extensive supplier networks"}, {"id": "mai-20260917-1752-baseline|c157-l3|moonshot-small|Coupa", "prompt": "c157-l3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for enterprise sourcing workflows** according to recent evaluations"}, {"id": "mai-20260917-1752-baseline|c157-l3|moonshot-small|Ivalua", "prompt": "c157-l3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations requiring maximum configurability and flexibility"}, {"id": "mai-20260917-1752-baseline|c157-l3|moonshot-small|JAGGAER (formerly SciQuest)", "prompt": "c157-l3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "JAGGAER (formerly SciQuest)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Specialist in direct materials** and complex categories"}, {"id": "mai-20260917-1752-baseline|c157-l3|moonshot-small|GEP SMART", "prompt": "c157-l3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most direct Coupa challenger"}, {"id": "mai-20260917-1752-baseline|c157-l3|moonshot-small|Zycus", "prompt": "c157-l3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations wanting AI-powered sourcing with strong automation"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|SAP Ariba", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Ariba** | SAP-centric enterprises, global scale | Largest supplier network (5M+)... | Complex setup, higher cost, legacy UX"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|Coupa Sourcing", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Community.ai benchmarking, intuitive UI, value capture tracking | Post-acquisition pricing hikes"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|Jaggaer ONE", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Jaggaer ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Manufacturing/education/direct materials | Complex categories, multi-round RFx"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|Ivalua", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Configurable, global enterprises | Highly customizable no-code, full S2P governance"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|GEP SMART", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native S2P, mid-to-large | Fast deployment, AI-native, unified platform"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|Zycus Merlin", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zycus Merlin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zycus Merlin** (emerging AI-focused contender)"}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|Keelvar", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Keelvar (optimization specialist) or Bonfire (public sector) are niche."}, {"id": "mai-20260917-1752-baseline|c157-l3|xai-small|Bonfire", "prompt": "c157-l3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Bonfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Keelvar (optimization specialist) or Bonfire (public sector) are niche."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|SeekOut", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SeekOut** if you need deep technical/diverse talent search with strong compliance."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|LinkedIn Recruiter", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn Recruiter** if your primary goal is accessing LinkedIn's network at scale."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|Gem", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gem** if you want multi-channel outreach + CRM in one place."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|Hired (formerly HireEZ)", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Hired (formerly HireEZ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hired** if you prioritize high-volume outbound with real-time availability."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|Eightfold AI", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eightfold AI** if AI-driven talent intelligence and skill-to-role matching are top priorities."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|Mokka", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Mokka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mokka** if you need end-to-end automation (sourcing → screening → pre-interviews → verification)."}, {"id": "mai-20260917-1752-baseline|c157-l3|zai-small|Noon", "prompt": "c157-l3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Noon** if you want an autonomous sourcing agent without managing seats/credits."}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|ContactOut", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "ContactOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Credit-based tools (like ContactOut or Lusha) ... often result in \"bill shock\" when scaling"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|Lusha", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **LinkedIn Recruiter Corporate** ... and **Credit-based tools** (e.g., Apollo, Lusha)"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|Fetcher", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "outcome-based services (like Fetcher) often result in \"bill shock\""}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|Gem", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Gem is widely considered the best fit for large organizations ... **Gem** (Recommended)"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|Manatal", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manatal is the standout budget choice"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|Seeking Alpha", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Seeking Alpha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "premium tools like Seeking Alpha or SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|SeekOut", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Premium Standard: **SeekOut** ... it is a flat-fee model"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid **LinkedIn Recruiter Corporate** (~$900+/user/month)"}, {"id": "mai-20260917-1752-baseline|c157-l4|alibaba-small|Apollo", "prompt": "c157-l4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Apollo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid ... **Credit-based tools** (e.g., Apollo, Lusha)"}, {"id": "mai-20260917-1752-baseline|c157-l4|anthropic-small|Eightfold.ai", "prompt": "c157-l4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Eightfold.ai** (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline|c157-l4|anthropic-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. LinkedIn Recruiter (Default Choice)**"}, {"id": "mai-20260917-1752-baseline|c157-l4|challenger-small|Avature", "prompt": "c157-l4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would shortlist **Avature first**"}, {"id": "mai-20260917-1752-baseline|c157-l4|challenger-small|Gem", "prompt": "c157-l4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then compare it with **Gem** and **SeekOut** on contract structure"}, {"id": "mai-20260917-1752-baseline|c157-l4|challenger-small|SeekOut", "prompt": "c157-l4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then compare it with **Gem** and **SeekOut** on contract structure"}, {"id": "mai-20260917-1752-baseline|c157-l4|challenger-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LinkedIn Recruiter have high per-seat costs, which makes them less suitable when you need predictable total cost"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|Workable", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a large enterprise, the best fit is likely Workable** (starting at ~$299–$719/month flat)"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most premium sourcing tools (LinkedIn Recruiter, SeekOut, Gem, Loxo) charge **per recruiter seat**... that creates an impossible budget"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|SeekOut", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Negotiate a site license with SeekOut** or **Gem** in the $50,000–$150,000/year range"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|Gem", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Negotiate a site license with SeekOut** or **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|Loxo", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most premium sourcing tools (LinkedIn Recruiter, SeekOut, Gem, Loxo) charge **per recruiter seat**"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|JazzHR", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SMBs, but not scalable for large enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|Pin (Professional tier)", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin (Professional tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams willing to negotiate a flat enterprise rate (custom pricing at the Business tier)"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|Findem", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered search, talent pools, diversity analytics; affordable site license possibility"}, {"id": "mai-20260917-1752-baseline|c157-l4|deepseek-small|Eightfold.ai", "prompt": "c157-l4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "$150,000–$500,000+/year | Enterprise talent intelligence"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy platforms like LinkedIn Recruiter, SeekOut, or Gem typically charge **per-seat licensing fees**, which will cause your total cost of ownership (TCO) to skyrocket and become unpredictable"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|SeekOut", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy platforms like LinkedIn Recruiter, SeekOut, or Gem typically charge **per-seat licensing fees**"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|Gem", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy platforms like LinkedIn Recruiter, SeekOut, or Gem typically charge **per-seat licensing fees**"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|Eightfold AI", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best for Enterprise Talent Intelligence: **Eightfold AI** ... industry standard for Fortune 500-scale talent intelligence"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|Pin", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Pure Outbound AI Sourcing: **Pin** ... unlimited seats and unlimited contact lookup credits"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|Teamtailor", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Collaborative Inbound/Outbound Sourcing: **Teamtailor** ... Flat-fee enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c157-l4|google-small|GoPerfect", "prompt": "c157-l4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best for High-Volume or Hourly Sourcing: **GoPerfect**"}, {"id": "mai-20260917-1752-baseline|c157-l4|meta-small|Gem", "prompt": "c157-l4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be an all-in-one platform like Gem, which uses custom pricing based on company size and needs, and often delivers 30-50% total cost savings"}, {"id": "mai-20260917-1752-baseline|c157-l4|meta-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include LinkedIn Recruiter, AmazingHiring, and Metaview, which offer various pricing plans and features."}, {"id": "mai-20260917-1752-baseline|c157-l4|meta-small|AmazingHiring", "prompt": "c157-l4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include LinkedIn Recruiter, AmazingHiring, and Metaview"}, {"id": "mai-20260917-1752-baseline|c157-l4|meta-small|Metaview", "prompt": "c157-l4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include LinkedIn Recruiter, AmazingHiring, and Metaview"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|Workable", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Contact Workable, Lever, or SmartRecruiters** directly and negotiate an enterprise flat-rate contract"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|Recruitis", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Recruitis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Flat fee (~€205/mo), unlimited users | European mid-market"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|Autonomy Recruit", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Autonomy Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Flat $299/mo | Small teams only"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|JobScore", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "JobScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Claims unlimited users on Enterprise | Custom quote only"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|Greenhouse", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Negotiate enterprise flat-rate deals** with vendors like Greenhouse, Lever, or SmartRecruiters"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|Lever", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Contact Workable, Lever, or SmartRecruiters** directly and negotiate an enterprise flat-rate contract"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|SmartRecruiters", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Contact Workable, Lever, or SmartRecruiters** directly and negotiate an enterprise flat-rate contract"}, {"id": "mai-20260917-1752-baseline|c157-l4|minimax-small|Workday Recruiting", "prompt": "c157-l4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider **Workday Recruiting** if you're already in that ecosystem — their headcount-based model is more predictable than per-user."}, {"id": "mai-20260917-1752-baseline|c157-l4|mistral-small|LinkedIn Recruiter Corporate", "prompt": "c157-l4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LinkedIn Recruiter Corporate** and **Gem** are the most scalable and cost-predictable options"}, {"id": "mai-20260917-1752-baseline|c157-l4|mistral-small|Gem", "prompt": "c157-l4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LinkedIn Recruiter Corporate** and **Gem** are the most scalable and cost-predictable options"}, {"id": "mai-20260917-1752-baseline|c157-l4|mistral-small|Findem", "prompt": "c157-l4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Findem** and **Eightfold AI** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c157-l4|mistral-small|Eightfold AI", "prompt": "c157-l4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Findem** and **Eightfold AI** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|Workday Recruiting", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall**: **Workday Recruiting** (or your existing HCM's recruiting module)"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|SAP SuccessFactors", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday Recruiting, SAP SuccessFactors, Oracle HCM - Pricing Model: Per-employee-per-month (PEPM)"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|Oracle HCM", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Recruiting, SAP SuccessFactors, Oracle HCM ... Why it's predictable"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|JazzHR", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Smaller large companies (under 1,000 employees) that want simple, predictable monthly costs"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|100Hires", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider **Pin** or **100Hires** for their flat-rate models, but recognize they may lack enterprise-grade features"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|Pin", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need a standalone sourcing tool: Consider **Pin** or **100Hires** for their flat-rate models"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: LinkedIn Recruiter Corporate at scale"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|Eightfold AI", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to AVOID for Predictable Costs ... Eightfold AI | Per-seat pricing"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|Beamery", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to AVOID for Predictable Costs ... Beamery | Quote-based, typically $50K-$250K annually; per-seat model"}, {"id": "mai-20260917-1752-baseline|c157-l4|moonshot-small|HireEZ", "prompt": "c157-l4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to AVOID for Predictable Costs ... HireEZ | ~$500-800/user/month"}, {"id": "mai-20260917-1752-baseline|c157-l4|openai-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best fit is usually **not a per-seat tool like LinkedIn Recruiter**"}, {"id": "mai-20260917-1752-baseline|c157-l4|openai-small|SeekOut", "prompt": "c157-l4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for predictable total cost at large scale:** **SeekOut Enterprise / custom annual contract**"}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|Lever ATS", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Lever ATS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lever ATS** stands out as one of the strongest options for candidate sourcing."}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive per seat; not unlimited sourcing"}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|HireEZ", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-seat + credits | **Low** (usage spikes bills) | Unpredictable for heavy sourcing"}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|SeekOut", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-seat + credits | **Low** (usage spikes bills) | Unpredictable for heavy sourcing"}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|iCIMS", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**iCIMS** (PEPY model): Extremely predictable for massive scale"}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|Workday", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workday Recruiting**: PEPM (~$4–$11/employee/year) if already in their HCM ecosystem."}, {"id": "mai-20260917-1752-baseline|c157-l4|xai-small|Greenhouse", "prompt": "c157-l4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Medium (opaque scaling) | Costs grow with company size, not just users"}, {"id": "mai-20260917-1752-baseline|c157-l4|zai-small|LinkedIn Recruiter", "prompt": "c157-l4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is **LinkedIn Recruiter**"}, {"id": "mai-20260917-1752-baseline|c157-l4|zai-small|Gem", "prompt": "c157-l4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they rely on **custom quotes** that fluctuate... this lack of transparency is a major risk"}, {"id": "mai-20260917-1752-baseline|c157-l4|zai-small|HireEZ", "prompt": "c157-l4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they rely on **custom quotes** that fluctuate... this lack of transparency is a major risk"}, {"id": "mai-20260917-1752-baseline|c157-l4|zai-small|Findem", "prompt": "c157-l4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Findem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they rely on **custom quotes** that fluctuate... this lack of transparency is a major risk"}, {"id": "mai-20260917-1752-baseline|c157-l4|zai-small|Manatal", "prompt": "c157-l4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Manatal** is the viable alternative"}, {"id": "mai-20260917-1752-baseline|c157-l5|deepseek-small|SeekOut", "prompt": "c157-l5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "how to compare the leading tools (SeekOut, hireEZ, Gem, Findem, LinkedIn Recruiter) against this framework?"}, {"id": "mai-20260917-1752-baseline|c157-l5|deepseek-small|hireEZ", "prompt": "c157-l5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the leading tools (SeekOut, hireEZ, Gem, Findem, LinkedIn Recruiter)"}, {"id": "mai-20260917-1752-baseline|c157-l5|deepseek-small|Gem", "prompt": "c157-l5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the leading tools (SeekOut, hireEZ, Gem, Findem, LinkedIn Recruiter)"}, {"id": "mai-20260917-1752-baseline|c157-l5|deepseek-small|Findem", "prompt": "c157-l5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the leading tools (SeekOut, hireEZ, Gem, Findem, LinkedIn Recruiter)"}, {"id": "mai-20260917-1752-baseline|c157-l5|deepseek-small|LinkedIn Recruiter", "prompt": "c157-l5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the leading tools (SeekOut, hireEZ, Gem, Findem, LinkedIn Recruiter)"}, {"id": "mai-20260917-1752-baseline|c157-l5|meta-small|Pin", "prompt": "c157-l5", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential tools to consider are Pin, Noon, Metaview, Arbi, and hireEZ."}, {"id": "mai-20260917-1752-baseline|c157-l5|meta-small|Noon", "prompt": "c157-l5", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some potential tools to consider are Pin, Noon, Metaview, Arbi, and hireEZ."}, {"id": "mai-20260917-1752-baseline|c157-l5|meta-small|Metaview", "prompt": "c157-l5", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some potential tools to consider are Pin, Noon, Metaview, Arbi, and hireEZ."}, {"id": "mai-20260917-1752-baseline|c157-l5|meta-small|Arbi", "prompt": "c157-l5", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Arbi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some potential tools to consider are Pin, Noon, Metaview, Arbi, and hireEZ."}, {"id": "mai-20260917-1752-baseline|c157-l5|meta-small|hireEZ", "prompt": "c157-l5", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some potential tools to consider are Pin, Noon, Metaview, Arbi, and hireEZ."}, {"id": "mai-20260917-1752-baseline|c157-l5|moonshot-small|HireEZ", "prompt": "c157-l5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HireEZ** – Strong cross-platform sourcing (45+ networks), quote-based enterprise pricing."}, {"id": "mai-20260917-1752-baseline|c157-l5|moonshot-small|SeekOut", "prompt": "c157-l5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SeekOut** – Known for diversity, technical, and security-cleared talent pipelines."}, {"id": "mai-20260917-1752-baseline|c157-l5|moonshot-small|Gem", "prompt": "c157-l5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gem** – Sourcing CRM with strong nurture/engagement workflows."}, {"id": "mai-20260917-1752-baseline|c157-l5|moonshot-small|LinkedIn Recruiter Corporate", "prompt": "c157-l5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Default but expensive (~$10K+/seat/year) and limited to InMail without multi-channel outreach."}, {"id": "mai-20260917-1752-baseline|c157-l5|moonshot-small|Pin / Noon", "prompt": "c157-l5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin / Noon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Newer AI-native layers (verify their procurement readiness at your scale)."}, {"id": "mai-20260917-1752-baseline|c157-l5|xai-small|Noon", "prompt": "c157-l5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Noon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Noon** | AI sourcing at scale | Unlimited plan, web-wide search, ATS integrations."}, {"id": "mai-20260917-1752-baseline|c157-l5|xai-small|Pin", "prompt": "c157-l5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pin** | High-volume compliance | 850M profiles, Type II across all criteria."}, {"id": "mai-20260917-1752-baseline|c157-l5|xai-small|SeekOut", "prompt": "c157-l5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SeekOut/hireEZ** | Diversity + enterprise | Strong OFCCP, multi-source databases."}, {"id": "mai-20260917-1752-baseline|c157-l5|xai-small|hireEZ", "prompt": "c157-l5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SeekOut/hireEZ** | Diversity + enterprise | Strong OFCCP, multi-source databases."}, {"id": "mai-20260917-1752-baseline|c157-l5|xai-small|Gem", "prompt": "c157-l5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gem** | Collaborative pipelines | Greenhouse/Lever native."}, {"id": "mai-20260917-1752-baseline|c157-l5|xai-small|Entelo", "prompt": "c157-l5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Entelo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 5-7 (e.g., Noon, Pin, SeekOut, Entelo, Gem)"}, {"id": "mai-20260917-1752-baseline|c157-l6|challenger-small|Apollo", "prompt": "c157-l6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one example given is overlapping outbound sourcing tools like **Apollo + ZoomInfo** when one would do"}, {"id": "mai-20260917-1752-baseline|c157-l6|challenger-small|ZoomInfo", "prompt": "c157-l6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "overlapping outbound sourcing tools like **Apollo + ZoomInfo** when one would do"}, {"id": "mai-20260917-1752-baseline|c157-l6|deepseek-small|SAP", "prompt": "c157-l6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional ERP platforms (SAP, Oracle, etc.) were built as tightly coupled monoliths for transaction logging and rule-based workflows—not for modern strategic sourcing."}, {"id": "mai-20260917-1752-baseline|c157-l6|deepseek-small|Oracle", "prompt": "c157-l6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional ERP platforms (SAP, Oracle, etc.) were built as tightly coupled monoliths for transaction logging and rule-based workflows—not for modern strategic sourcing."}, {"id": "mai-20260917-1752-baseline|c157-l6|meta-small|SeekOut", "prompt": "c157-l6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SeekOut: Best for enterprise teams with diverse or deep technical hiring needs."}, {"id": "mai-20260917-1752-baseline|c157-l6|meta-small|Eightfold AI", "prompt": "c157-l6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers enterprise talent intelligence with custom pricing and a large database of profiles."}, {"id": "mai-20260917-1752-baseline|c157-l6|meta-small|Gem", "prompt": "c157-l6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for mid-to-large-sized teams looking to bolt a CRM and/or analytics layer onto an existing sourcing function."}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|SAP", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Overly rigid or \"bossy\" platforms (e.g., some older ERP-embedded modules like basic SAP functionalities)"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|Coupa", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Opt for modular, configurable source-to-pay (S2P) suites like Coupa or Ivalua instead."}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|Ivalua", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Opt for modular, configurable source-to-pay (S2P) suites like Coupa or Ivalua instead."}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|SAP Ariba", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "ERP-heavy giants like SAP Ariba... Notorious for complexity, poor UX, and supplier frustration, making it inefficient for strategic sourcing"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|LinkedIn Recruiter Corporate", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-cost, limited-reach platforms like LinkedIn Recruiter Corporate: $10K+ per seat/year, InMail-only outreach"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|ZoomInfo", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Sales-oriented databases (e.g., ZoomInfo): Inaccurate for recruiting (high bounce rates), not recruiter-optimized"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|SeekOut", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Choose compliant enterprise options (SeekOut, hireEZ, Gem, Eightfold)"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|hireEZ", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Choose compliant enterprise options (SeekOut, hireEZ, Gem, Eightfold)"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|Gem", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose compliant enterprise options (SeekOut, hireEZ, Gem, Eightfold)"}, {"id": "mai-20260917-1752-baseline|c157-l6|xai-small|Eightfold", "prompt": "c157-l6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "avoid if no Fortune 500 refs like Eightfold"}, {"id": "mai-20260917-1752-baseline|c157-l6|zai-small|Workday Recruiting", "prompt": "c157-l6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Workday is widely criticized for a clunky, outdated user interface designed more for HR administrators than for recruiters."}, {"id": "mai-20260917-1752-baseline|c157-l6|zai-small|SAP SuccessFactors", "prompt": "c157-l6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** ... its recruiting module suffers from rigid workflows that require expensive consulting support to customize."}, {"id": "mai-20260917-1752-baseline|c157-l6|zai-small|Oracle Taleo", "prompt": "c157-l6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** Similar to the others, it suffers from poor usability and a complex implementation process."}, {"id": "mai-20260917-1752-baseline|c157-l6|zai-small|iCIMS", "prompt": "c157-l6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "iCIMS is known for expensive customization where basic features require additional fees. It is often criticized for a steep learning curve and poor mobile experience."}, {"id": "mai-20260917-1752-baseline|c157-l6|zai-small|Bullhorn", "prompt": "c157-l6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why to be cautious:** While powerful for staffing agencies, Bullhorn presents significant data portability risks."}, {"id": "mai-20260917-1752-baseline|c157-m1|alibaba-small|LinkedIn Recruiter Lite", "prompt": "c157-m1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For many B2B companies, LinkedIn remains the gold standard due to its network effect."}, {"id": "mai-20260917-1752-baseline|c157-m1|alibaba-small|Gem.ai", "prompt": "c157-m1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automation & Speed: **Gem.ai**"}, {"id": "mai-20260917-1752-baseline|c157-m1|alibaba-small|SeekOut", "prompt": "c157-m1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Technical Hiring & DEI: **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c157-m1|alibaba-small|Gorilla Search", "prompt": "c157-m1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gorilla Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value Alternative: **Gorilla Search**"}, {"id": "mai-20260917-1752-baseline|c157-m1|anthropic-small|Gem", "prompt": "c157-m1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gem** is strong for mid-market teams, offering candidate sourcing combined with CRM functionality and recruitment analytics"}, {"id": "mai-20260917-1752-baseline|c157-m1|anthropic-small|HireEZ", "prompt": "c157-m1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pipeline building and automated outreach, Gem and HireEZ are highly effective"}, {"id": "mai-20260917-1752-baseline|c157-m1|anthropic-small|Loxo", "prompt": "c157-m1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Loxo combines ATS, CRM, AI sourcing, and multi-channel outreach in a single platform with access to 850M+ profiles"}, {"id": "mai-20260917-1752-baseline|c157-m1|anthropic-small|SeekOut", "prompt": "c157-m1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut specializes in diversity hiring and hard-to-find talent"}, {"id": "mai-20260917-1752-baseline|c157-m1|anthropic-small|Jobvite", "prompt": "c157-m1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jobvite works well for mid-market companies preferring a unified ATS + sourcing solution"}, {"id": "mai-20260917-1752-baseline|c157-m1|challenger-small|Gem", "prompt": "c157-m1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation**, it would be **Gem** for most mid-market B2B teams"}, {"id": "mai-20260917-1752-baseline|c157-m1|challenger-small|hireEZ", "prompt": "c157-m1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your team is **very outbound-driven**, choose **hireEZ** instead"}, {"id": "mai-20260917-1752-baseline|c157-m1|challenger-small|Fetcher", "prompt": "c157-m1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for lean teams that want curated candidate batches with less manual work"}, {"id": "mai-20260917-1752-baseline|c157-m1|challenger-small|SeekOut", "prompt": "c157-m1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for search-driven sourcing, especially for specialized or hard-to-fill roles"}, {"id": "mai-20260917-1752-baseline|c157-m1|challenger-small|Workable", "prompt": "c157-m1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want ATS + AI sourcing in one system and fewer logins"}, {"id": "mai-20260917-1752-baseline|c157-m1|deepseek-small|LinkedIn Recruiter", "prompt": "c157-m1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Start with **LinkedIn Recruiter** (you likely already have it) and add **Gem** as the outreach/CRM layer"}, {"id": "mai-20260917-1752-baseline|c157-m1|deepseek-small|Gem", "prompt": "c157-m1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gem** — Best sourcing CRM for mid-market B2B"}, {"id": "mai-20260917-1752-baseline|c157-m1|deepseek-small|SeekOut", "prompt": "c157-m1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add **SeekOut** only if you have significant deep-technical hiring"}, {"id": "mai-20260917-1752-baseline|c157-m1|deepseek-small|hireEZ", "prompt": "c157-m1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **hireEZ** if you need a single tool that does both search and outreach"}, {"id": "mai-20260917-1752-baseline|c157-m1|deepseek-small|Fetcher", "prompt": "c157-m1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a managed/AI-sourcing tool (like Fetcher's managed service or autonomous agents) may now beat traditional per-seat databases"}, {"id": "mai-20260917-1752-baseline|c157-m1|google-small|Gem", "prompt": "c157-m1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gem: Best Overall for Outreach, CRM, and Pipeline Analytics... Gem is the gold standard"}, {"id": "mai-20260917-1752-baseline|c157-m1|google-small|hireEZ", "prompt": "c157-m1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "hireEZ: Best for Open-Web Sourcing & AI Automation"}, {"id": "mai-20260917-1752-baseline|c157-m1|google-small|ZoomInfo TalentOS", "prompt": "c157-m1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "ZoomInfo TalentOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Sales and Go-To-Market (GTM) Sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m1|google-small|SeekOut", "prompt": "c157-m1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut: Best for Technical Sourcing & Diversity Hiring"}, {"id": "mai-20260917-1752-baseline|c157-m1|google-small|Fetcher", "prompt": "c157-m1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fetcher: Best for Lean TA Teams (Sourcing-as-a-Service)"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|GoPerfect", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top contenders include:\n\n1. GoPerfect"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|HireEZ", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. HireEZ"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Gem", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Gem"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|SeekOut", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Fetcher", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Fetcher"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Juicebox", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Juicebox"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Workable", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Workable"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Findem", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Findem"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Lever", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Lever"}, {"id": "mai-20260917-1752-baseline|c157-m1|meta-small|Humanly", "prompt": "c157-m1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Humanly"}, {"id": "mai-20260917-1752-baseline|c157-m1|minimax-small|Gem", "prompt": "c157-m1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. Gem** - Best for AI-led, automated sourcing at scale"}, {"id": "mai-20260917-1752-baseline|c157-m1|minimax-small|hireEZ", "prompt": "c157-m1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. hireEZ** - Best for open-web sourcing on existing ATS"}, {"id": "mai-20260917-1752-baseline|c157-m1|minimax-small|SeekOut", "prompt": "c157-m1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Lever** (if you want all-in-one) or **SeekOut** (for specialized technical sourcing)"}, {"id": "mai-20260917-1752-baseline|c157-m1|minimax-small|Lever", "prompt": "c157-m1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a mid-market B2B company specifically, I'd recommend starting with **Lever** (if you want all-in-one)"}, {"id": "mai-20260917-1752-baseline|c157-m1|minimax-small|Findem", "prompt": "c157-m1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Findem** - Built for mid-market and enterprise"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|Lever", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lever**: Ideal for mid-sized in-house teams wanting an all-in-one ATS + CRM with native sourcing and nurturing capabilities"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|Gem", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a full recruiting suite, **Lever** or **Gem** are excellent."}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|GoPerfect", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "These AI-powered tools are highlighted as top choices for mid-market recruiting teams"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|hireEZ", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need advanced AI sourcing and outreach, consider **hireEZ**, **SeekOut**, or **Juicebox.ai**."}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|SeekOut", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **hireEZ**, **SeekOut**, or **Juicebox.ai**"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|Fetcher", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These AI-powered tools are highlighted as top choices for mid-market recruiting teams"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|Juicebox", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Juicebox.ai**: Stands out for AI-first sourcing and outreach, with access to over 800 million global profiles"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|Workable", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These AI-powered tools are highlighted as top choices for mid-market recruiting teams"}, {"id": "mai-20260917-1752-baseline|c157-m1|mistral-small|Findem", "prompt": "c157-m1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These AI-powered tools are highlighted as top choices for mid-market recruiting teams"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|hireEZ (formerly Hiretual)", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ (formerly Hiretual)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: hireEZ (formerly Hiretual)"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Gem", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value: Gem"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|LinkedIn Recruiter Lite", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: LinkedIn Recruiter Lite"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|SeekOut", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Diversity-focused sourcing; broad filters"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Fetcher", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Human-assisted AI sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Juicebox", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Natural language search; lighter needs"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|AmazingHiring", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Technical/engineering roles"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Eightfold AI", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise tools (Eightfold AI, Beamery) start at $50K+/year—likely overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Beamery", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise tools (Eightfold AI, Beamery) start at $50K+/year—likely overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Lever", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "an all-in-one ATS with sourcing (like Lever or Ashby)"}, {"id": "mai-20260917-1752-baseline|c157-m1|moonshot-small|Ashby", "prompt": "c157-m1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "an all-in-one ATS with sourcing (like Lever or Ashby)"}, {"id": "mai-20260917-1752-baseline|c157-m1|openai-small|LinkedIn Recruiter", "prompt": "c157-m1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is usually **LinkedIn Recruiter**"}, {"id": "mai-20260917-1752-baseline|c157-m1|openai-small|SeekOut", "prompt": "c157-m1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SeekOut** is a strong pick for mid-market B2B teams"}, {"id": "mai-20260917-1752-baseline|c157-m1|openai-small|Workable", "prompt": "c157-m1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a recruiting platform with built-in sourcing like Workable or Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c157-m1|openai-small|Zoho Recruit", "prompt": "c157-m1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a recruiting platform with built-in sourcing like Workable or Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|Lever", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most recommended for mid-market B2B in-house teams.**"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|LinkedIn Recruiter", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gold standard for B2B professional sourcing.**"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|Workable", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Great budget-friendly all-in-one for SMB-to-mid.**"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|hireEZ", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI open-web sourcing (45+ platforms)"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|Gem", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Outreach sequences + analytics"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|SeekOut", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Niche/tech/diversity hires"}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|Greenhouse", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If scaling fast; less pure sourcing."}, {"id": "mai-20260917-1752-baseline|c157-m1|xai-small|Zoho Recruit", "prompt": "c157-m1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget < $10K/year**: Workable or Zoho Recruit."}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|Gem", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|HireEZ", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SeekOut** or **HireEZ** may be a stronger fit"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|Findem", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI‑driven sourcing with rich data enrichment"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|SeekOut", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is deep technical sourcing ... **SeekOut** or **HireEZ** may be a stronger fit"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|Leonar", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi‑source search (870M+ profiles + your CRM)"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|Manatal", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a budget‑friendly solution for smaller teams or agencies, **Manatal** is a solid choice"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|TurboHire", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "TurboHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid‑market teams needing consistent automation across stages"}, {"id": "mai-20260917-1752-baseline|c157-m1|zai-small|Juicebox", "prompt": "c157-m1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need a pure outreach automation tool without full ATS/CRM, **Juicebox** ... is an option"}, {"id": "mai-20260917-1752-baseline|c157-m2|alibaba-small|Lever", "prompt": "c157-m2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Lever**"}, {"id": "mai-20260917-1752-baseline|c157-m2|alibaba-small|Ashby", "prompt": "c157-m2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Rising Star (and Best for Growth): **Ashby**"}, {"id": "mai-20260917-1752-baseline|c157-m2|alibaba-small|Greenhouse", "prompt": "c157-m2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Gold Standard\" for Structure: **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c157-m2|alibaba-small|Workable", "prompt": "c157-m2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Flexible / Cost-Effective Choice: **Workable**"}, {"id": "mai-20260917-1752-baseline|c157-m2|alibaba-small|Bullhorn", "prompt": "c157-m2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You should look at **Bullhorn**, which is the industry standard for third-party staffing and recruiting agencies."}, {"id": "mai-20260917-1752-baseline|c157-m2|anthropic-small|ATZ CRM", "prompt": "c157-m2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "ATZ CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ATZ CRM combines full ATS + CRM, AI candidate matching, and pipeline automation from $12/user/month"}, {"id": "mai-20260917-1752-baseline|c157-m2|anthropic-small|Recruit CRM", "prompt": "c157-m2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's the safe default for boutique and mid-market staffing agencies that want a clean Kanban workflow"}, {"id": "mai-20260917-1752-baseline|c157-m2|anthropic-small|Recruiterflow", "prompt": "c157-m2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI-native ATS and CRM built for executive search, recruiting, and staffing agencies"}, {"id": "mai-20260917-1752-baseline|c157-m2|anthropic-small|Bullhorn", "prompt": "c157-m2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bullhorn is the category leader for staffing and executive search agencies"}, {"id": "mai-20260917-1752-baseline|c157-m2|anthropic-small|Manatal", "prompt": "c157-m2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recruit CRM and Manatal are more affordable"}, {"id": "mai-20260917-1752-baseline|c157-m2|challenger-small|Lever", "prompt": "c157-m2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation without more context, **Lever** is the best starting point for a mid-sized **B2B in-house recruiting team**."}, {"id": "mai-20260917-1752-baseline|c157-m2|challenger-small|Recruit CRM", "prompt": "c157-m2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recruit CRM** is a strong alternative for **small to midsize teams**"}, {"id": "mai-20260917-1752-baseline|c157-m2|challenger-small|Bullhorn", "prompt": "c157-m2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are staffing-heavy, especially temp/contract, and need deeper back-office features"}, {"id": "mai-20260917-1752-baseline|c157-m2|challenger-small|Firefish", "prompt": "c157-m2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Firefish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want an integrated ATS + CRM for business development plus temp/perm/contract workflows"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Lever", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Lever** for most mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|iCIMS", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not as heavy/expensive as enterprise tools like iCIMS or Beamery"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Beamery", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not as heavy/expensive as enterprise tools like iCIMS or Beamery"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Gem", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Gem** if your B2B hiring is heavily *outbound/sourcing-driven*"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|SmartRecruiters", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick SmartRecruiters or Jobvite** if you have higher hiring volume"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Jobvite", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pick SmartRecruiters or Jobvite** if you have higher hiring volume"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Ashby", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pick Ashby** if your team treats hiring \"like a data operation\""}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Greenhouse", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pick Greenhouse** if you need highly structured, auditable hiring processes"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Recruit CRM", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Guard against the recruiting-agency products.** Tools like Recruit CRM, Bullhorn, and Tracker ... you'd be paying for features you don't need"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Bullhorn", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Guard against the recruiting-agency products.** Tools like Recruit CRM, Bullhorn, and Tracker"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Tracker", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Guard against the recruiting-agency products.** Tools like Recruit CRM, Bullhorn, and Tracker"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Workable", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Under ~25 hires/year, you'd be over-buying with these tools (consider Workable or Breezy)"}, {"id": "mai-20260917-1752-baseline|c157-m2|deepseek-small|Breezy", "prompt": "c157-m2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Breezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "consider Workable or Breezy"}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Avature", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rarely have the massive IT/admin bandwidth required to manage heavy enterprise CRMs (like Avature or Beamery)"}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Beamery", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely have the massive IT/admin bandwidth required to manage heavy enterprise CRMs (like Avature or Beamery)"}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Gem", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Standalone CRM: **Gem** ... Gem is the market standard for high-growth B2B companies with outbound-heavy sourcing models."}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Ashby", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best All-in-One Platform: **Ashby** ... highly popular among mid-market B2B and VC-backed tech companies"}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Lever (LeverTRM)", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever (LeverTRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Combined ATS + CRM for Simplicity: **Lever (LeverTRM)**"}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Bullhorn", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid CRMs like Bullhorn, Vincere, or Recruit CRM for this use case."}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Vincere", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Vincere", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid CRMs like Bullhorn, Vincere, or Recruit CRM for this use case."}, {"id": "mai-20260917-1752-baseline|c157-m2|google-small|Recruit CRM", "prompt": "c157-m2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid CRMs like Bullhorn, Vincere, or Recruit CRM for this use case."}, {"id": "mai-20260917-1752-baseline|c157-m2|meta-small|SmartRecruiters", "prompt": "c157-m2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SmartRecruiters - offers a highly configurable CRM solution for mid-sized and large enterprises."}, {"id": "mai-20260917-1752-baseline|c157-m2|meta-small|Recruit CRM", "prompt": "c157-m2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recruit CRM - suitable for small-to-midsize agencies, offering a combined ATS + client CRM."}, {"id": "mai-20260917-1752-baseline|c157-m2|meta-small|Tracker RMS", "prompt": "c157-m2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Tracker RMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tracker RMS - ideal for mid-size staffing agencies needing an integrated back-office."}, {"id": "mai-20260917-1752-baseline|c157-m2|minimax-small|Lever", "prompt": "c157-m2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Lever** as the default recommendation due to its strong balance of CRM capabilities and ATS integration"}, {"id": "mai-20260917-1752-baseline|c157-m2|minimax-small|Jobvite", "prompt": "c157-m2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Jobvite** (Strong Alternative)"}, {"id": "mai-20260917-1752-baseline|c157-m2|minimax-small|SmartRecruiters", "prompt": "c157-m2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **SmartRecruiters** (If You Need Enterprise-Level Features)"}, {"id": "mai-20260917-1752-baseline|c157-m2|minimax-small|Gem", "prompt": "c157-m2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider **Gem** for passive candidate outreach"}, {"id": "mai-20260917-1752-baseline|c157-m2|mistral-small|Lever", "prompt": "c157-m2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: In-house talent acquisition teams at mid-sized or growing companies."}, {"id": "mai-20260917-1752-baseline|c157-m2|mistral-small|Zoho Recruit", "prompt": "c157-m2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a cost-effective, all-in-one solution, **Zoho Recruit** or **Jobvite** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c157-m2|mistral-small|Jobvite", "prompt": "c157-m2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you want a single platform for both applicant tracking and candidate relationship management"}, {"id": "mai-20260917-1752-baseline|c157-m2|mistral-small|SmartRecruiters", "prompt": "c157-m2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For advanced customization and enterprise features, consider **SmartRecruiters**."}, {"id": "mai-20260917-1752-baseline|c157-m2|moonshot-small|Lever", "prompt": "c157-m2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Lever** or **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-m2|moonshot-small|Gem", "prompt": "c157-m2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Lever** or **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-m2|moonshot-small|Greenhouse", "prompt": "c157-m2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured Hiring... Slightly more complex setup, but excellent for scaling"}, {"id": "mai-20260917-1752-baseline|c157-m2|moonshot-small|Workable", "prompt": "c157-m2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparent Pricing"}, {"id": "mai-20260917-1752-baseline|c157-m2|moonshot-small|Ashby", "prompt": "c157-m2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Analytics-First Teams"}, {"id": "mai-20260917-1752-baseline|c157-m2|openai-small|HubSpot CRM", "prompt": "c157-m2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **HubSpot** because: it's easier to onboard non-recruiters"}, {"id": "mai-20260917-1752-baseline|c157-m2|openai-small|Bullhorn", "prompt": "c157-m2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for recruiting-specific workflows and candidate management:** **Bullhorn**"}, {"id": "mai-20260917-1752-baseline|c157-m2|openai-small|Microsoft Dynamics 365", "prompt": "c157-m2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already live in the Microsoft ecosystem:** **Microsoft Dynamics 365**"}, {"id": "mai-20260917-1752-baseline|c157-m2|openai-small|Zoho Recruit", "prompt": "c157-m2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need a lighter, cheaper recruiting pipeline tool:** **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|Workable", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Workable as a strong starting point for a recruiting CRM/ATS hybrid."}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|Lever", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent pipeline visibility; great for growth-stage B2B but pricier/less transparent."}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|Zoho Recruit", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable, customizable; good if you're already in Zoho ecosystem, but interface feels dated."}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|SmartRecruiters", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Talent communities & automation; suits higher-volume B2B but heavier setup."}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|Greenhouse", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top for mid-market per G2; compliance-focused but best for 250+ employees."}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|Recruit CRM", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoided agency tools like Recruit CRM/Bullhorn."}, {"id": "mai-20260917-1752-baseline|c157-m2|xai-small|Bullhorn", "prompt": "c157-m2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoided agency tools like Recruit CRM/Bullhorn."}, {"id": "mai-20260917-1752-baseline|c157-m2|zai-small|Jobvite", "prompt": "c157-m2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Jobvite** (or **Zoho Recruit** if you want a lower entry price)"}, {"id": "mai-20260917-1752-baseline|c157-m2|zai-small|Zoho Recruit", "prompt": "c157-m2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both are strong fits for a mid‑sized B2B company."}, {"id": "mai-20260917-1752-baseline|c157-m2|zai-small|Bullhorn", "prompt": "c157-m2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid‑size to enterprise staffing firms (temp/contract focus)"}, {"id": "mai-20260917-1752-baseline|c157-m2|zai-small|Vincere", "prompt": "c157-m2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Vincere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid‑market agencies running perm, contract, and temp desks together"}, {"id": "mai-20260917-1752-baseline|c157-m2|zai-small|Gem", "prompt": "c157-m2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "In‑house TA teams scaling sourcing and candidate nurture"}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|LinkedIn Recruiter / LinkedIn Recruiter Lite", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter / LinkedIn Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Teams primarily sourcing on LinkedIn; foundational for most recruiters."}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|HireEZ (formerly HireEdge)", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ (formerly HireEdge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sourcing at scale across platforms? → HireEZ"}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|ContactOut", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need direct contact info fast? → ContactOut"}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|Gem", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automate outreach and manage candidates? → Gem"}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|SeekOut", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focus on diversity or tech roles? → SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|ZoomInfo", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive; designed for sales prospecting, not recruiting workflows."}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|Eightfold AI", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise-wide workforce planning? → Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c157-m3|alibaba-small|Ashby", "prompt": "c157-m3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern tech company wanting all-in-one? → Ashby or Gem"}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|Gem", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The standout talent sourcing platforms in 2026 are Gem, Leonar, SeekOut, HireEZ, and Loxo, each built for a different hiring need and budget."}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|Leonar", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The standout talent sourcing platforms in 2026 are Gem, Leonar, SeekOut, HireEZ, and Loxo"}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|SeekOut", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SeekOut, HireEZ, Findem, Loxo, Gem, and Leonar all fit here."}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|HireEZ", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireEZ's price point is estimated at $13,000–$20,000+ per seat annually, making it a significant investment suitable for enterprise operations."}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|Loxo", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The standout talent sourcing platforms in 2026 are Gem, Leonar, SeekOut, HireEZ, and Loxo"}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|Findem", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SeekOut, HireEZ, Findem, Loxo, Gem, and Leonar all fit here."}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|ContactOut", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For small teams with limited budgets and high need for accurate contact data, ContactOut delivers professional-grade accuracy at an accessible price."}, {"id": "mai-20260917-1752-baseline|c157-m3|anthropic-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LinkedIn Recruiter offers access to LinkedIn's member database with advanced search filters, InMail credits for direct outreach"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "biggest professional network, but mostly within LinkedIn and with more manual search"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|SeekOut", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "deeper search for technical, diverse, or security-cleared talent"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|HireEZ", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "broader cross-platform sourcing for volume"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|Gem", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "sourcing plus CRM/outreach workflow"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|Pin", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes **AI search depth** and automated outreach"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|Juicebox", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses **everyday-language AI search** to speed up candidate discovery"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|AmazingHiring", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "technical niche specialist"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|Fetcher", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "outsourced or semi-managed sourcing execution"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|Findem", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "talent intelligence and attribute-based discovery"}, {"id": "mai-20260917-1752-baseline|c157-m3|challenger-small|Metaview", "prompt": "c157-m3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "sourcing integrated with interview workflows"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**The largest professional network** | LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|SeekOut", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Hard-to-find technical talent** | SeekOut, AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Gem", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gem** is fundamentally a **recruiting CRM**"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|hireEZ", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cross-platform search + outbound at scale** | hireEZ"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Juicebox", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-first natural language search"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|AmazingHiring", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Engineering & developer talent"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Lusha", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Contact enrichment (emails/phones)"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|ContactOut", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Email finding & contact accuracy"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Pin", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native sourcing & outreach"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Loxo", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "All-in-one sourcing + CRM"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Manatal", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Budget-friendly option** | Juicebox, Pin, Manatal"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Recruiterflow", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**End-to-end recruiting (search + CRM + ATS)** | Loxo, Recruiterflow"}, {"id": "mai-20260917-1752-baseline|c157-m3|deepseek-small|Wiza", "prompt": "c157-m3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Wiza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Contact Enrichment Tools** (Lusha, ContactOut, Wiza)"}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Gem", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Gem** if your primary goal is building a structured, highly analytical outbound candidate pipeline."}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Juicebox", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Juicebox** or **hireEZ** if you want to move away from tedious Boolean keyword strings and utilize AI matching."}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|hireEZ", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels at aggregating data from 45+ platforms beyond LinkedIn"}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|SeekOut", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **SeekOut** if your organization prioritizes diversity benchmarking and specialized tech pipelines."}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Findem", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Findem maps candidate histories to search for specific achievements or experiences"}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Coupa", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The market leader in \"Source-to-Pay.\""}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|SAP Ariba", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Features the **Ariba Network**, the largest B2B network in the world."}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Zip", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose **Zip** if your employees find the traditional purchasing process too confusing"}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Jaggaer", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tailored heavily for complex supply chains like manufacturing, higher education, and life sciences."}, {"id": "mai-20260917-1752-baseline|c157-m3|google-small|Responsive", "prompt": "c157-m3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Responsive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Responsive is a specialized point solution designed specifically to build, distribute, and automatically answer RFPs"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Juicebox.ai", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top sourcing tools include Juicebox.ai, Metaview, LinkedIn Talent Insights, HireEZ, Gem, SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Metaview", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top sourcing tools include Juicebox.ai, Metaview, LinkedIn Talent Insights"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|LinkedIn Talent Insights", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "LinkedIn Talent Insights, HireEZ, Gem, SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|HireEZ", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireEZ, Gem, SeekOut, Findem"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Gem", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HireEZ, Gem, SeekOut, Findem"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|SeekOut", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gem, SeekOut, Findem, Leonar"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Findem", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SeekOut, Findem, Leonar, Loxo"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Leonar", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Findem, Leonar, Loxo, AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Loxo", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leonar, Loxo, AmazingHiring, Manatal"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|AmazingHiring", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Loxo, AmazingHiring, Manatal, Fetcher"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Manatal", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AmazingHiring, Manatal, Fetcher, Humanly"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Fetcher", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Manatal, Fetcher, Humanly, Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Humanly", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Fetcher, Humanly, Eightfold AI, and LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|Eightfold AI", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Humanly, Eightfold AI, and LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m3|meta-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Eightfold AI, and LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|AmazingHiring", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Technical hiring (engineers, data scientists)** | AmazingHiring or SeekOut (tech filter)"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Eightfold AI", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise needing workforce planning + internal mobility** | Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Gem", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Outbound, high\\u2011volume, want CRM + analytics** | Gem | Best\\u2011in\\u2011class CRM + AI sourcing; strong reporting for ROI."}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|HireEZ", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High\\u2011volume, multi\\u2011channel outreach ... | HireEZ | Pulls from 45+ sources"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Humanly", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise\\u2011grade AI screening & sourcing (acquired Teamable)"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Juicebox (PeopleGPT)", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want \\u201csearch with plain English\\u201d (no Boolean)** | Juicebox (PeopleGPT)"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Largest professional graph, but costly & limited InMail"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Lusha", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Need quick verified contact data** | Lusha (or ZoomInfo)"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Manatal", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Startup / SMB needing ATS + AI sourcing cheap** | Manatal"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Metaview", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Want a single platform for sourcing + interview notes** | Metaview"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|Pin", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI\\u2011assisted search across the U.S. & Europe | 800M+ profiles"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|SeekOut", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Need diversity\\u2011focused search or security\\u2011clearance** | SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-m3|minimax-small|ZoomInfo", "prompt": "c157-m3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Contact\\u2011enrichment** | Lusha, ZoomInfo (not listed)"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A market leader with advanced search... Best for general use but can be expensive, especially for larger teams."}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Gem", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for its LinkedIn-native CRM functionality and strong integration with existing ATS systems."}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|hireEZ (formerly Hiretual)", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ (formerly Hiretual)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excels in multi-platform sourcing (LinkedIn, GitHub, StackOverflow, etc.)"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|SeekOut", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for diversity sourcing and technical roles, with advanced filtering and AI-driven insights."}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|ZoomInfo", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not as recruiter-focused as others, which can limit its effectiveness for talent sourcing."}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|ContactOut", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specializes in finding direct contact information for candidates... Highly accurate but may have higher costs."}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Juicebox", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses AI-driven search rather than traditional Boolean methods"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Entelo", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Entelo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leverages AI to predict candidate job-changing likelihood"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Indeed Sourcing Platform", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Indeed Sourcing Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines job board reach with sourcing capabilities"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Manatal", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern platforms with AI-driven candidate recommendations and strong ATS integration"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Humanly", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Modern platforms with AI-driven candidate recommendations and strong ATS integration"}, {"id": "mai-20260917-1752-baseline|c157-m3|mistral-small|Loxo", "prompt": "c157-m3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "tools like Juicebox and Loxo offer free tiers"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Teams primarily sourcing from LinkedIn's network ... **Limitation:** Limited to LinkedIn data only"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|hireEZ", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Differentiator:** Most complete outbound sourcing platform with built-in engagement automation"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|SeekOut", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Differentiator:** Best for senior technical roles and diversity initiatives"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|Gem", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Differentiator:** Combines sourcing + CRM + analytics in one platform"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|Juicebox (PeopleGPT)", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Differentiator:** Fastest setup and most intuitive AI search"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|Manatal", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Differentiator:** Best price-to-feature ratio for smaller teams"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|Humanly", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Focuses on middle-funnel conversion, not top-of-funnel sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m3|moonshot-small|Noon", "prompt": "c157-m3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Autonomous agents** are emerging (tools like Noon that do sourcing automatically)"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **largest mainstream professional pool**, start with **LinkedIn Recruiter**"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|SeekOut", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **deeper technical sourcing**, look at **SeekOut** or **AmazingHiring**"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|hireEZ", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **automation and contact enrichment**, consider **hireEZ**"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|AmazingHiring", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "much more specialized for engineering talent than generalist tools"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|Entelo", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Entelo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **pipeline management and recruiting CRM**, look at **Gem** or **Entelo**"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|Gem", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: recruiting CRM and sourcing operations"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|Sales Navigator", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Sales Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "not built specifically for recruiting, but useful when sourcing from target companies"}, {"id": "mai-20260917-1752-baseline|c157-m3|openai-small|Boolean search + people search engines", "prompt": "c157-m3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Boolean search + people search engines", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "requires more skill and manual work, but can uncover candidates others miss"}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **LinkedIn Recruiter** - Ubiquitous network-based tool."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|Gem", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Gem** - Strong for pipelines and outreach."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|SeekOut", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **SeekOut** - Excels in diversity and deep searches."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|HireEZ", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **HireEZ** - Multi-platform aggregation leader."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|Juicebox.ai (formerly PeopleGPT)", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox.ai (formerly PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-first for natural language queries."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|Pin", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. **Pin** - AI-assisted with U.S./Europe focus."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|Loxo", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. **Loxo** - Great for traceable pipelines."}, {"id": "mai-20260917-1752-baseline|c157-m3|xai-small|Leonar", "prompt": "c157-m3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. **Leonar** - Budget-friendly dual-source search."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|LinkedIn Recruiter", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "remains the go‑to for LinkedIn‑only sourcing, but it's expensive and limited to one network"}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|HireEZ", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Searches 45+ networks simultaneously; AI sourcing with cross‑platform reach; good for high‑volume and agency work."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|AmazingHiring", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Engineering & technical talent across 50+ sites (GitHub, Stack Overflow, etc.); strong for dev‑centric roles."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Juicebox.ai", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI‑first sourcing; “everyday‑language” search (no Boolean needed); broad industry coverage."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Pin", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI assistance; large aggregated datasets (800M+ profiles across U.S. & Europe)"}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Gem", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pipeline & outreach tracking; CRM for long nurture cycles; strong sourcing + engagement."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|SeekOut", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deeper talent searches; AI + manual search; strong in tech, government, and diversity hiring."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Leonar", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Two‑source search (870M database + your own CRM); AI sourcing; integrates with many ATS."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Wiza", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Wiza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Finds real‑time verified candidate email addresses; strong for outreach."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|ContactOut", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI‑powered candidate sourcing; accurate email finding; good for quick outreach."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Lusha", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Contact enrichment; verified emails/phones; integrates with many CRMs."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Hunter", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Hunter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "All‑in‑one email platform; good for bulk email validation and discovery."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|SignalHire", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SignalHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Built‑in ATS; contact enrichment; integrates with ATS workflows."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Pipl", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pipl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "More for profile enrichment than bulk sourcing."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Avature", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Steeper learning curve; higher cost for full suite."}, {"id": "mai-20260917-1752-baseline|c157-m3|zai-small|Recruiterflow", "prompt": "c157-m3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Streamlines recruitment; includes sourcing and pipeline management."}, {"id": "mai-20260917-1752-baseline|c157-m4|alibaba-small|Manatal", "prompt": "c157-m4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool for a company with a limited budget is **Manatal**"}, {"id": "mai-20260917-1752-baseline|c157-m4|alibaba-small|SeekOut", "prompt": "c157-m4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "less sophisticated than high-end competitors (like SeekOut or HireEZ)"}, {"id": "mai-20260917-1752-baseline|c157-m4|alibaba-small|HireEZ", "prompt": "c157-m4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "less sophisticated than high-end competitors (like SeekOut or HireEZ)"}, {"id": "mai-20260917-1752-baseline|c157-m4|alibaba-small|Metaview", "prompt": "c157-m4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary constraint is budget ($0), this is a strong entry point, though it is lighter on traditional \"sourcing\" features"}, {"id": "mai-20260917-1752-baseline|c157-m4|alibaba-small|LinkedIn Recruiter Lite", "prompt": "c157-m4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use free tools like **LinkedIn Recruiter Lite** or manual Boolean searches"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|LinkedIn (Free tier)", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn (Free tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "While LinkedIn offers premium features, the free version still allows you to search for candidates and post jobs. The paid \"Recruiter Lite\" plan is more affordable"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Indeed", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sites like Indeed, ZipRecruiter, and Glassdoor offer free or low-cost job posting options"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|ZipRecruiter", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sites like Indeed, ZipRecruiter, and Glassdoor offer free or low-cost job posting options"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Glassdoor", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sites like Indeed, ZipRecruiter, and Glassdoor offer free or low-cost job posting options"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Facebook", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Facebook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leveraging Facebook, Twitter, and industry-specific groups is essentially free"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Twitter", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Twitter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leveraging Facebook, Twitter, and industry-specific groups is essentially free"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Google Hiring", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Google Hiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google offers a free job posting service for small businesses."}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|GitHub", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Advanced search techniques to find candidates on LinkedIn, GitHub, or other platforms without premium tools"}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Lever", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Some affordable or free ATS platforms like Lever, SmartRecruiters, or Zoho Recruit help organize candidates without major expense."}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|SmartRecruiters", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Some affordable or free ATS platforms like Lever, SmartRecruiters, or Zoho Recruit help organize candidates without major expense."}, {"id": "mai-20260917-1752-baseline|c157-m4|anthropic-small|Zoho Recruit", "prompt": "c157-m4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Some affordable or free ATS platforms like Lever, SmartRecruiters, or Zoho Recruit help organize candidates without major expense."}, {"id": "mai-20260917-1752-baseline|c157-m4|challenger-small|Manatal", "prompt": "c157-m4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** being the cheapest budget pick"}, {"id": "mai-20260917-1752-baseline|c157-m4|challenger-small|Pin", "prompt": "c157-m4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pin** offering the best overall value if you need stronger sourcing features"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Manatal", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Manatal** ... Manatal** is the clear winner"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Pin", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pin** offers the best value with a free tier, transparent pricing, and access to a massive candidate database"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Juicebox", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Natural-language AI search on a budget; free tier available"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Gem", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gem's startup program** if you qualify (6 months free, then 50% off)"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|SeekOut", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tech talent + diversity hiring with a 1B+ profile database"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Leonar", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Two-source search (870M database + your own CRM)"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|LinkedIn (basic free account)", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn (basic free account)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free profile search and InMail (limited), plus Boolean search techniques"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Google X-ray searches", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Google X-ray searches", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use advanced Google search operators to find candidate profiles across the web at no cost"}, {"id": "mai-20260917-1752-baseline|c157-m4|deepseek-small|Metaview", "prompt": "c157-m4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Offers free AI sourcing with a work email, no time limit"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|LinkedIn Recruiter", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the standard industry solution—LinkedIn Recruiter ... is financially out of reach"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|Pin.com", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have $100/month: Go with **Pin.com**. It provides the best balance of AI search power"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|Juicebox / PeopleGPT", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox / PeopleGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Juicebox (previously known as PeopleGPT) is an exceptional choice"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|Manatal", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a $15/month budget and need an ATS: Go with **Manatal**"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|hireEZ's Free Boolean Builder", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "hireEZ's Free Boolean Builder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These free tools build complex Google search strings for you"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|Recruit'em", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Recruit'em", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These free tools build complex Google search strings for you"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|SignalHire", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SignalHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use the **Free Stack** ... **SignalHire** or **Lusha** extensions to grab their emails"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|Lusha", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SignalHire** or **Lusha** extensions to grab their emails"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|ContactOut", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SignalHire, Lusha, or ContactOut: Download these Chrome extensions"}, {"id": "mai-20260917-1752-baseline|c157-m4|google-small|Wellfound", "prompt": "c157-m4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Wellfound's **free plan** is incredibly robust"}, {"id": "mai-20260917-1752-baseline|c157-m4|meta-small|Manatal", "prompt": "c157-m4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best candidate sourcing tool for a company with a limited budget is Manatal"}, {"id": "mai-20260917-1752-baseline|c157-m4|meta-small|Loxo", "prompt": "c157-m4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Loxo ($149 Core)"}, {"id": "mai-20260917-1752-baseline|c157-m4|meta-small|Juicebox", "prompt": "c157-m4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Juicebox ($119/seat/month), which offer natural-language search"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Pin", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Pin** (Best Overall Value)"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Juicebox", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong option for sourcing passive candidates for specialized roles"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Fetcher", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Startups and small-to-mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|SeekOut", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut Sourcing Assistant is a free Chrome extension"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Gem", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Key features**: Talent engagement, CRM, sourcing with outreach automation"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|LinkedIn Recruiter Lite", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LinkedIn Recruiter Lite** (pay-per-posting)"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Google Alerts", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Google Alerts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Alerts** (for monitoring industry news)"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Indeed Resume Database", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed Resume Database", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Indeed Resume Database** (if you have an active job posting)"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|RecruitingCRM", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "RecruitingCRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Free ATS options**: RecruitingCRM, Giig, or GoHire include sourcing features"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|Giig", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Giig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Free ATS options**: RecruitingCRM, Giig, or GoHire include sourcing features"}, {"id": "mai-20260917-1752-baseline|c157-m4|minimax-small|GoHire", "prompt": "c157-m4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "GoHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Free ATS options**: RecruitingCRM, Giig, or GoHire include sourcing features"}, {"id": "mai-20260917-1752-baseline|c157-m4|mistral-small|Metaview", "prompt": "c157-m4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jobin.cloud** and **Metaview** stand out as the best options due to their robust free features and ease of use"}, {"id": "mai-20260917-1752-baseline|c157-m4|mistral-small|Jobin.cloud", "prompt": "c157-m4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Jobin.cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Jobin.cloud** and **Metaview** stand out as the best options"}, {"id": "mai-20260917-1752-baseline|c157-m4|mistral-small|Fetcher", "prompt": "c157-m4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Now offers a free plan and a free trial, making it accessible for startups"}, {"id": "mai-20260917-1752-baseline|c157-m4|mistral-small|Juicebox", "prompt": "c157-m4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These platforms also offer free editions, though they may come with limited features."}, {"id": "mai-20260917-1752-baseline|c157-m4|mistral-small|Gem", "prompt": "c157-m4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These platforms also offer free editions, though they may come with limited features."}, {"id": "mai-20260917-1752-baseline|c157-m4|mistral-small|Manatal", "prompt": "c157-m4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These platforms also offer free editions, though they may come with limited features."}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|Manatal", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Upgrade to **Manatal ($15/user/month)** when you need AI-powered sourcing automation"}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|Zoho Recruit", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with: **Zoho Recruit's free plan** to manage applicants and build a career site"}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|Juicebox", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI Sourcing on a Budget"}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|Workable", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Businesses with Growth Plans"}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|Apollo.io", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$60-130/month | Contact info enrichment"}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|LinkedIn Recruiter Lite", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$170/month | LinkedIn-native sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m4|moonshot-small|Google X-ray Search", "prompt": "c157-m4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Google X-ray Search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Google X-ray search** (free) for manual sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m4|openai-small|Zoho Recruit", "prompt": "c157-m4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is usually **Zoho Recruit** or **100Hires**"}, {"id": "mai-20260917-1752-baseline|c157-m4|openai-small|100Hires", "prompt": "c157-m4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tightest budget:** **100Hires**"}, {"id": "mai-20260917-1752-baseline|c157-m4|openai-small|hireEZ", "prompt": "c157-m4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "stronger for sourcing quality, but it's generally more of a premium option and pricing is often quote-based"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|LinkedIn (free basic version)", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn (free basic version)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LinkedIn (free basic version) is often the best starting point for candidate sourcing on a limited budget.**"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Indeed", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pair it with free job postings on Indeed for inbound applicants."}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Zoho Recruit", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free tier; $25/user/mo paid | Full ATS + basic sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Breezy HR", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free (1 active job); $157/mo paid | Small teams needing ATS"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Fetcher", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tiers; ~$100-150/mo paid | AI-powered passive sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Juicebox", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "upgrade only if hiring >1-2 roles/quarter (e.g., to Juicebox for AI)"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Loxo", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fetcher/Juicebox/Loxo | Free tiers; ~$100-150/mo paid | AI-powered passive sourcing"}, {"id": "mai-20260917-1752-baseline|c157-m4|xai-small|Manatal", "prompt": "c157-m4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "No true free tier, but ultra-cheap entry"}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Apollo.io", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest starting point is **Apollo.io (free) + Indeed (free posting) + Zoho Recruit (free tier)**"}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Indeed", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Posting a job is free, and it typically drives the highest volume"}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Zoho Recruit", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Unified workflow** in Zoho Recruit for managing candidates from both sources."}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Juicebox", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up (AI-Powered + Very Low Cost) ... **Juicebox (free tier) + Manatal ($15/user/month)**"}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Manatal", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add **Manatal ($15/user/month)** for ATS and screening once you're ready to scale."}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Leonar", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Manatal** or **Leonar** are good options if you want AI sourcing built into the ATS."}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Gem", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gem** offers a startup discount, which can be attractive for early-stage companies."}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|SeekOut", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **SeekOut** | $149/month (annual) | Tech talent + diversity hiring | 14-day trial |"}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Pin", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Pin** | Yes (no credit card) | 850M+ profiles | Sourcing, outreach, scheduling, analytics |"}, {"id": "mai-20260917-1752-baseline|c157-m4|zai-small|Fetcher", "prompt": "c157-m4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Fetcher (free plan)** automates sourcing and outreach across multiple platforms."}, {"id": "mai-20260917-1752-baseline|c157-m5|alibaba-small|Gem", "prompt": "c157-m5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most modern tools (like Gem or HireEZ) prioritize UX because they know adoption is a hurdle."}, {"id": "mai-20260917-1752-baseline|c157-m5|alibaba-small|HireEZ", "prompt": "c157-m5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**HireEZ / Gem:** Heavily focused on automation and email marketing features."}, {"id": "mai-20260917-1752-baseline|c157-m5|alibaba-small|LinkedIn Recruiter", "prompt": "c157-m5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(The baseline). Expensive, high data, but limited outside of LinkedIn."}, {"id": "mai-20260917-1752-baseline|c157-m5|alibaba-small|SeekOut", "prompt": "c157-m5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for diversity hiring and technical/specialized roles"}, {"id": "mai-20260917-1752-baseline|c157-m5|alibaba-small|Avature", "prompt": "c157-m5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Likely overkill unless you want one single system for *everything*"}, {"id": "mai-20260917-1752-baseline|c157-m5|alibaba-small|Phenom", "prompt": "c157-m5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Likely overkill unless you want one single system for *everything*"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|SeekOut", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for tools covering 500M+ profiles (SeekOut, Pin, Gem reference 850M+)."}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Pin", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(SeekOut, Pin, Gem reference 850M+)"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Gem", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**All-in-one sourcing platforms** | Gem, SeekOut, hireEZ, Pin"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Juicebox", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some tools (e.g., Juicebox, Loxo) now offer autonomous agents that source and reach out"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Loxo", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some tools (e.g., Juicebox, Loxo) now offer autonomous agents"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|LinkedIn Recruiter", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LinkedIn Recruiter ($10\\u201315K/seat/yr)"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|hireEZ", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Per-seat + credits | hireEZ | Watch for usage-based costs"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Fetcher", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**High-volume with free tiers** | Juicebox, Fetcher, Loxo"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Beamery", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise-heavy** | Beamery, Eightfold, Talentlytics"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Eightfold", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise-heavy** | Beamery, Eightfold, Talentlytics"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Talentlytics", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Talentlytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise-heavy** | Beamery, Eightfold, Talentlytics"}, {"id": "mai-20260917-1752-baseline|c157-m5|deepseek-small|Manatal", "prompt": "c157-m5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Budget options** | Manatal ($15/user/mo), basic LinkedIn Recruiter Lite"}, {"id": "mai-20260917-1752-baseline|c157-m5|google-small|SeekOut", "prompt": "c157-m5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SeekOut is great for hard-to-find tech/defense"}, {"id": "mai-20260917-1752-baseline|c157-m5|google-small|Gem", "prompt": "c157-m5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gem is elite for CRM/outreach"}, {"id": "mai-20260917-1752-baseline|c157-m5|google-small|HireEZ", "prompt": "c157-m5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HireEZ has strong AI and ATS rediscovery"}, {"id": "mai-20260917-1752-baseline|c157-m5|minimax-small|Lever", "prompt": "c157-m5", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "sourcing capabilities embedded in your existing recruiting platform (like Lever, Greenhouse, etc.)"}, {"id": "mai-20260917-1752-baseline|c157-m5|minimax-small|Greenhouse", "prompt": "c157-m5", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "sourcing capabilities embedded in your existing recruiting platform (like Lever, Greenhouse, etc.)"}, {"id": "mai-20260917-1752-baseline|c157-m5|mistral-small|SeekOut", "prompt": "c157-m5", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top tools (e.g., SeekOut, HireEZ, AmazingHiring, Gem, Ashby) based on your criteria."}, {"id": "mai-20260917-1752-baseline|c157-m5|mistral-small|HireEZ", "prompt": "c157-m5", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top tools (e.g., SeekOut, HireEZ, AmazingHiring, Gem, Ashby)"}, {"id": "mai-20260917-1752-baseline|c157-m5|mistral-small|AmazingHiring", "prompt": "c157-m5", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top tools (e.g., SeekOut, HireEZ, AmazingHiring, Gem, Ashby)"}, {"id": "mai-20260917-1752-baseline|c157-m5|mistral-small|Gem", "prompt": "c157-m5", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top tools (e.g., SeekOut, HireEZ, AmazingHiring, Gem, Ashby)"}, {"id": "mai-20260917-1752-baseline|c157-m5|mistral-small|Ashby", "prompt": "c157-m5", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top tools (e.g., SeekOut, HireEZ, AmazingHiring, Gem, Ashby)"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|Greenhouse", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For integrated: Greenhouse Sourcing, Ashby."}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|Workable", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Seamless with ATS (e.g., Greenhouse, Workable, Lever)"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|Lever", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Seamless with ATS (e.g., Greenhouse, Workable, Lever)"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|Ashby", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "integrated sourcing (e.g., in Greenhouse or Ashby) reduces friction"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|hireEZ", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist 3-5 tools: hireEZ, Gem, SeekOut, Juicebox, or LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|Gem", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist 3-5 tools: hireEZ, Gem, SeekOut, Juicebox"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|SeekOut", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Shortlist 3-5 tools: hireEZ, Gem, SeekOut, Juicebox"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|Juicebox", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Shortlist 3-5 tools: hireEZ, Gem, SeekOut, Juicebox"}, {"id": "mai-20260917-1752-baseline|c157-m5|xai-small|LinkedIn Recruiter", "prompt": "c157-m5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or LinkedIn Recruiter (if LinkedIn-heavy)"}, {"id": "mai-20260917-1752-baseline|c157-m6|deepseek-small|Gem", "prompt": "c157-m6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gem — widely praised for workflow, but users repeatedly report inaccurate/outdated email addresses and scraping issues"}, {"id": "mai-20260917-1752-baseline|c157-m6|deepseek-small|HireEZ", "prompt": "c157-m6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviewers frequently flag inaccurate candidate data, outdated profiles, and wrong contact info"}, {"id": "mai-20260917-1752-baseline|c157-m6|deepseek-small|ZoomInfo", "prompt": "c157-m6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong database but consistently scores below competitors on lead quality and accuracy"}, {"id": "mai-20260917-1752-baseline|c157-m6|deepseek-small|LinkedIn", "prompt": "c157-m6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Any tool that relies on scraping LinkedIn — LinkedIn restricts its API, so scraped profile data is often stale"}, {"id": "mai-20260917-1752-baseline|c157-m6|meta-small|LinkedIn Recruiter", "prompt": "c157-m6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The fifth result from Reddit discusses sourcing tools other than LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m6|minimax-small|ZoomInfo", "prompt": "c157-m6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Built for sales, not recruiting - so may not be ideal for talent sourcing needs"}, {"id": "mai-20260917-1752-baseline|c157-m6|minimax-small|LinkedIn Premium (non-recruiter)", "prompt": "c157-m6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Premium (non-recruiter)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has limits for sourcing compared to LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m6|minimax-small|LinkedIn Recruiter", "prompt": "c157-m6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Has limits for sourcing compared to LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c157-m6|moonshot-small|Clearview AI", "prompt": "c157-m6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Clearview AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Scraped billions of facial photos without consent, violating Illinois' Biometric Information Privacy Act (BIPA)."}, {"id": "mai-20260917-1752-baseline|c157-m6|moonshot-small|HiQ Labs", "prompt": "c157-m6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "HiQ Labs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "permanently banned from scraping LinkedIn ... **Why avoid:** Violates platform Terms of Service"}, {"id": "mai-20260917-1752-baseline|c157-m6|moonshot-small|HireVue", "prompt": "c157-m6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High-Risk Tool Categories (Use with Extreme Caution) ... Example: HireVue and similar platforms ... Facial analysis algorithms showed bias against minorities"}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|SAP Ariba", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently criticized as outdated, clunky, and inefficient (e.g., Reddit procurement communities strongly advise steering clear)."}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Workday P2P (Procure-to-Pay) and T&E", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workday P2P (Procure-to-Pay) and T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Known for poor usability; users report avoiding it where possible due to integration issues and limited sourcing features."}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|LinkedIn Recruiter", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Declining Boolean search tools** (e.g., older LinkedIn Recruiter features): Reduced accuracy in regulated industries, leading to missed qualified candidates."}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|SeekOut", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-cost enterprise options like SeekOut or Beamery without proven ROI for your scale."}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Beamery", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-cost enterprise options like SeekOut or Beamery without proven ROI for your scale."}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Ivalua", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives often praised: Ivalua, Coupa (with caveats), Raindrop for procurement"}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Coupa", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Coupa (with caveats)"}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Raindrop", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Raindrop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Raindrop for procurement"}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Gem", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Gem, Juicebox for recruiting (check pricing fit)"}, {"id": "mai-20260917-1752-baseline|c157-m6|xai-small|Juicebox", "prompt": "c157-m6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Juicebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Gem, Juicebox for recruiting (check pricing fit)"}, {"id": "mai-20260917-1752-baseline|c157-m6|zai-small|ZoomInfo", "prompt": "c157-m6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Built primarily for sales intelligence, not recruiting... complain about outdated or inaccurate contact data"}, {"id": "mai-20260917-1752-baseline|c157-s1|alibaba-small|Fetcher", "prompt": "c157-s1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Automation: **Fetcher** ... widely cited as the top choice for SMBs and startups"}, {"id": "mai-20260917-1752-baseline|c157-s1|alibaba-small|Pin.com", "prompt": "c157-s1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value for Manual Sourcing: **Pin.com** ... Pin is a strong contender"}, {"id": "mai-20260917-1752-baseline|c157-s1|alibaba-small|Breezy HR", "prompt": "c157-s1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrated Hiring (ATS + Sourcing): **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c157-s1|alibaba-small|LinkedIn Organic", "prompt": "c157-s1", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Organic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you are bootstrapping:** Start with **LinkedIn Organic** or **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c157-s1|anthropic-small|Manatal", "prompt": "c157-s1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Manatal offers AI candidate recommendations and scoring inside an affordable applicant tracking system"}, {"id": "mai-20260917-1752-baseline|c157-s1|anthropic-small|Metaview", "prompt": "c157-s1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Metaview offers a free tier with AI Sourcing, interview capture, and ATS write-back"}, {"id": "mai-20260917-1752-baseline|c157-s1|anthropic-small|LinkedIn Recruiter", "prompt": "c157-s1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "LinkedIn Recruiter remains the gold standard for professional candidate sourcing"}, {"id": "mai-20260917-1752-baseline|c157-s1|anthropic-small|Workable", "prompt": "c157-s1", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workable is recommended for small teams that want posting, sourcing, pipeline management"}, {"id": "mai-20260917-1752-baseline|c157-s1|challenger-small|Pin", "prompt": "c157-s1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is usually **Pin** if you want the strongest mix of sourcing depth, automation, and low starting cost"}, {"id": "mai-20260917-1752-baseline|c157-s1|challenger-small|Manatal", "prompt": "c157-s1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** is the main alternative to consider; it starts at **$15/user/month**"}, {"id": "mai-20260917-1752-baseline|c157-s1|challenger-small|Juicebox", "prompt": "c157-s1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for outbound-heavy startups:** **Juicebox** or **hireEZ**"}, {"id": "mai-20260917-1752-baseline|c157-s1|challenger-small|hireEZ", "prompt": "c157-s1", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for outbound-heavy startups:** **Juicebox** or **hireEZ**"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|LinkedIn Recruiter", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't need LinkedIn Recruiter, which costs ~$900–$1,080+/month per seat — widely considered overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|Juicebox (PeopleGPT)", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for small teams: Juicebox (PeopleGPT)"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|Pin", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Juicebox** or **Pin**. Both have free/self-serve entry points"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|Manatal", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Manatal bundles it at a very low price"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|Gem", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for outbound outreach + pipeline: Gem"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|SeekOut", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "excellent precision for senior/specialized roles ... but tech-heavy"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|HireEZ", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "starts around $494/mo; better for larger/mid-market teams"}, {"id": "mai-20260917-1752-baseline|c157-s1|deepseek-small|Indeed", "prompt": "c157-s1", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Indeed (free to post, good volume)"}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|SeekOut", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade tools like SeekOut or LinkedIn Recruiter Corporate are usually overkill, costing $10,000+ per seat annually."}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|LinkedIn Recruiter Corporate", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade tools like SeekOut or LinkedIn Recruiter Corporate are usually overkill, costing $10,000+ per seat annually."}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|Apollo.io", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Pure Value & Direct Outreach: Apollo.io ... Unbeatable price for finding B2B business emails and sending sequences."}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|Juicebox (PeopleGPT)", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Plain-English \"Natural Language\" Sourcing: Juicebox (PeopleGPT)"}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|Fetcher", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Lean Teams Who Want Sourcing on Autopilot: Fetcher or Noon AI"}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|Noon AI", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Noon AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Noon AI is a fully autonomous AI agent that is trained on your company's hiring criteria"}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|Gem", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Growing Teams Needing a Recruiting CRM: Gem"}, {"id": "mai-20260917-1752-baseline|c157-s1|google-small|LinkedIn Recruiter Lite", "prompt": "c157-s1", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Baseline Standard: LinkedIn Recruiter Lite"}, {"id": "mai-20260917-1752-baseline|c157-s1|meta-small|Pin", "prompt": "c157-s1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin offers a free tier and pricing from $100/mo, making it a good option for small teams."}, {"id": "mai-20260917-1752-baseline|c157-s1|meta-small|Intervue", "prompt": "c157-s1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Intervue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Intervue and SourcrLab also offer competitive pricing and features."}, {"id": "mai-20260917-1752-baseline|c157-s1|meta-small|SourcrLab", "prompt": "c157-s1", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SourcrLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intervue and SourcrLab also offer competitive pricing and features."}, {"id": "mai-20260917-1752-baseline|c157-s1|minimax-small|LinkedIn Recruiter", "prompt": "c157-s1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LinkedIn Recruiter** - Often considered a standard for professional recruiting, especially for B2B companies."}, {"id": "mai-20260917-1752-baseline|c157-s1|minimax-small|Apollo", "prompt": "c157-s1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Apollo** - Known for its credit-based pricing model and large database."}, {"id": "mai-20260917-1752-baseline|c157-s1|minimax-small|Juicebox", "prompt": "c157-s1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Juicebox** - Targeted towards startups and small businesses."}, {"id": "mai-20260917-1752-baseline|c157-s1|minimax-small|Gem", "prompt": "c157-s1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Gem** - Focuses on candidate engagement and sourcing."}, {"id": "mai-20260917-1752-baseline|c157-s1|minimax-small|Pin", "prompt": "c157-s1", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pin** - Offers a candidate sourcing software with various pricing options."}, {"id": "mai-20260917-1752-baseline|c157-s1|mistral-small|Manatal", "prompt": "c157-s1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** and **Fetcher** are the top choices for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c157-s1|mistral-small|Fetcher", "prompt": "c157-s1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Manatal** and **Fetcher** are the top choices for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c157-s1|mistral-small|Pin", "prompt": "c157-s1", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "affordable ATS with light sourcing features, though not a full-fledged sourcing engine"}, {"id": "mai-20260917-1752-baseline|c157-s1|moonshot-small|Manatal", "prompt": "c157-s1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Manatal** if you primarily need to: - Manage applicants efficiently"}, {"id": "mai-20260917-1752-baseline|c157-s1|moonshot-small|Pin", "prompt": "c157-s1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Pin** if you need to: - Proactively source passive candidates"}, {"id": "mai-20260917-1752-baseline|c157-s1|moonshot-small|hireEZ", "prompt": "c157-s1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid hireEZ** unless you have a dedicated recruiter and larger budget — it's powerful but overkill for most small B2B companies."}, {"id": "mai-20260917-1752-baseline|c157-s1|moonshot-small|Workable", "prompt": "c157-s1", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** — Best All-in-One Growth Platform"}, {"id": "mai-20260917-1752-baseline|c157-s1|openai-small|LinkedIn Recruiter Lite", "prompt": "c157-s1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is usually **LinkedIn Recruiter Lite** if you want the simplest, most cost-conscious option"}, {"id": "mai-20260917-1752-baseline|c157-s1|openai-small|Loxo", "prompt": "c157-s1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need something a bit more powerful for a lean team, my top pick would be **Loxo** or **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-s1|openai-small|Gem", "prompt": "c157-s1", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gem** is a good choice if your priority is proactive sourcing and outreach in one workflow"}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|Zoho Recruit", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation for most small B2B teams: Zoho Recruit (start with free plan)."}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|LinkedIn Recruiter Lite", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Occasional B2B hires (1-5/year), basic search"}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|Workable", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proactive sourcing + ATS ... AI from 400M+ profiles"}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|Pin", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI passive sourcing on budget"}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|Breezy HR", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free/low-volume pipelines"}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|Fetcher/Juicebox", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Fetcher/Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free/cheap AI trials"}, {"id": "mai-20260917-1752-baseline|c157-s1|xai-small|Hunter.io", "prompt": "c157-s1", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Hunter.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free email tools like Hunter.io"}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|Manatal", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most balanced all‑rounder for a small B2B team: Manatal – affordable per seat, includes a full ATS, and has smart internal sourcing."}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|Pin", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value if you want a big ready‑made database: Pin – free tier, solid profile coverage, flat monthly pricing."}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|100Hires", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "100Hires is a flat‑rate \"all‑in‑one\" plan that can be simpler for very small teams"}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|Gem", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for outreach‑heavy workflows: Gem or HireEZ"}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|SeekOut", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note the higher price; only worthwhile if the niche talent pool is critical."}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|ContactOut", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Your top constraint is accurate contact data → ContactOut"}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|Juicebox", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You're a solo recruiter who wants AI‑driven discovery → Juicebox"}, {"id": "mai-20260917-1752-baseline|c157-s1|zai-small|HireEZ", "prompt": "c157-s1", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "HireEZ shines when you need to pull from many networks"}, {"id": "mai-20260917-1752-baseline|c157-s2|alibaba-small|Zoho Recruit", "prompt": "c157-s2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: Zoho Recruit ... If budget is tight ($50–$100/mo total): Go with **Zoho Recruit**."}, {"id": "mai-20260917-1752-baseline|c157-s2|alibaba-small|Recruit CRM", "prompt": "c157-s2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Speed: Recruit CRM"}, {"id": "mai-20260917-1752-baseline|c157-s2|alibaba-small|Breezy HR", "prompt": "c157-s2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Modern/Visual Experience: Breezy HR"}, {"id": "mai-20260917-1752-baseline|c157-s2|alibaba-small|Bullhorn", "prompt": "c157-s2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is powerful but historically expensive and complex... high cost for small teams."}, {"id": "mai-20260917-1752-baseline|c157-s2|alibaba-small|HubSpot", "prompt": "c157-s2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the correct tool would be **HubSpot** (free starter option)"}, {"id": "mai-20260917-1752-baseline|c157-s2|alibaba-small|Salesforce", "prompt": "c157-s2", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **Salesforce**, which are designed for selling products/services, not managing candidates"}, {"id": "mai-20260917-1752-baseline|c157-s2|anthropic-small|HubSpot CRM", "prompt": "c157-s2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **HubSpot's free CRM** (excellent for getting started with no risk) or **Pipedrive**"}, {"id": "mai-20260917-1752-baseline|c157-s2|anthropic-small|Pipedrive", "prompt": "c157-s2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Pipedrive** if you want a more specialized tool with better sales-focused features at a low cost"}, {"id": "mai-20260917-1752-baseline|c157-s2|anthropic-small|Zoho CRM", "prompt": "c157-s2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers comprehensive features at a reasonable price, with strong automation capabilities"}, {"id": "mai-20260917-1752-baseline|c157-s2|anthropic-small|Freshsales", "prompt": "c157-s2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "User-friendly with built-in phone and email"}, {"id": "mai-20260917-1752-baseline|c157-s2|anthropic-small|Monday.com Sales CRM", "prompt": "c157-s2", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Monday.com Sales CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern interface with strong visual workflows"}, {"id": "mai-20260917-1752-baseline|c157-s2|challenger-small|HubSpot Sales Hub", "prompt": "c157-s2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For B2B sales CRM: HubSpot"}, {"id": "mai-20260917-1752-baseline|c157-s2|challenger-small|Recruit CRM", "prompt": "c157-s2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For recruiting/staffing CRM: Recruit CRM"}, {"id": "mai-20260917-1752-baseline|c157-s2|challenger-small|Zoho Recruit", "prompt": "c157-s2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a low-cost option often highlighted for small teams that want transparent pricing"}, {"id": "mai-20260917-1752-baseline|c157-s2|challenger-small|Manatal", "prompt": "c157-s2", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another affordable option, starting at $15 per user per month"}, {"id": "mai-20260917-1752-baseline|c157-s2|deepseek-small|Recruit CRM", "prompt": "c157-s2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Recruit CRM**"}, {"id": "mai-20260917-1752-baseline|c157-s2|deepseek-small|Zoho Recruit", "prompt": "c157-s2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c157-s2|deepseek-small|Nimble", "prompt": "c157-s2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Nimble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Relationship-Building / Social Sourcing: **Nimble**"}, {"id": "mai-20260917-1752-baseline|c157-s2|deepseek-small|Pin", "prompt": "c157-s2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pin** (~$100/mo, free tier) for AI-powered sourcing and outbound outreach"}, {"id": "mai-20260917-1752-baseline|c157-s2|deepseek-small|Manatal", "prompt": "c157-s2", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paired with **Manatal** ($15/user/mo) or **Zoho Recruit** (free tier) for pipeline management"}, {"id": "mai-20260917-1752-baseline|c157-s2|google-small|Recruit CRM", "prompt": "c157-s2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recruit CRM** *(Best Overall for Small Agencies)*"}, {"id": "mai-20260917-1752-baseline|c157-s2|google-small|Loxo", "prompt": "c157-s2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Loxo is often considered the gold standard for modern recruiting agencies."}, {"id": "mai-20260917-1752-baseline|c157-s2|google-small|Manatal", "prompt": "c157-s2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*(Best Budget Option)* ... Manatal is incredibly affordable"}, {"id": "mai-20260917-1752-baseline|c157-s2|google-small|Gem", "prompt": "c157-s2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gem is the ultimate recruiting CRM for outbound sourcing."}, {"id": "mai-20260917-1752-baseline|c157-s2|google-small|Lever (or Ashby)", "prompt": "c157-s2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever (or Ashby)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lever natively combines both into one elegant system."}, {"id": "mai-20260917-1752-baseline|c157-s2|google-small|Workable", "prompt": "c157-s2", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*(Best for General Small Business Simplicity)* ... Workable is excellent."}, {"id": "mai-20260917-1752-baseline|c157-s2|meta-small|Nimble", "prompt": "c157-s2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Nimble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nimble - a CRM that is well-suited for small to mid-sized recruitment agencies that prioritize relationship-building and social sourcing."}, {"id": "mai-20260917-1752-baseline|c157-s2|meta-small|Zoho Recruit", "prompt": "c157-s2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an affordable ATS/CRM in the Zoho ecosystem that is suitable for small teams and individual agencies"}, {"id": "mai-20260917-1752-baseline|c157-s2|meta-small|Bullhorn", "prompt": "c157-s2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a staffing platform that is suitable for running a full agency desk"}, {"id": "mai-20260917-1752-baseline|c157-s2|meta-small|Recruiterflow", "prompt": "c157-s2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a staffing platform that is suitable for running a full agency desk"}, {"id": "mai-20260917-1752-baseline|c157-s2|meta-small|Recruit CRM", "prompt": "c157-s2", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a staffing platform that is suitable for running a full agency desk"}, {"id": "mai-20260917-1752-baseline|c157-s2|minimax-small|Zoho Recruit", "prompt": "c157-s2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Zoho Recruit** or **Lever**"}, {"id": "mai-20260917-1752-baseline|c157-s2|minimax-small|Manatal", "prompt": "c157-s2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-friendly ($15/user/mo), AI-powered, and designed specifically for small teams."}, {"id": "mai-20260917-1752-baseline|c157-s2|minimax-small|Lever", "prompt": "c157-s2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Zoho Recruit** or **Lever**"}, {"id": "mai-20260917-1752-baseline|c157-s2|minimax-small|Workable", "prompt": "c157-s2", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for sourcing and has transparent pricing, good for small to mid-sized B2B businesses."}, {"id": "mai-20260917-1752-baseline|c157-s2|mistral-small|Manatal", "prompt": "c157-s2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your business is very small and budget-conscious, **Manatal** is a strong starting point."}, {"id": "mai-20260917-1752-baseline|c157-s2|mistral-small|Recruit CRM", "prompt": "c157-s2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recruit CRM** or **Nimble** could be better fits."}, {"id": "mai-20260917-1752-baseline|c157-s2|mistral-small|Nimble", "prompt": "c157-s2", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Nimble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recruit CRM** or **Nimble** could be better fits."}, {"id": "mai-20260917-1752-baseline|c157-s2|moonshot-small|Manatal", "prompt": "c157-s2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Recruit CRM** or **Manatal** as the starting point"}, {"id": "mai-20260917-1752-baseline|c157-s2|moonshot-small|Recruit CRM", "prompt": "c157-s2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Recruit CRM** or **Manatal** as the starting point"}, {"id": "mai-20260917-1752-baseline|c157-s2|moonshot-small|Loxo", "prompt": "c157-s2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One Solution"}, {"id": "mai-20260917-1752-baseline|c157-s2|moonshot-small|Workable", "prompt": "c157-s2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c157-s2|moonshot-small|VIVAHR", "prompt": "c157-s2", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "VIVAHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Want minimal setup** | **Workable** or **VIVAHR**"}, {"id": "mai-20260917-1752-baseline|c157-s2|openai-small|HubSpot CRM", "prompt": "c157-s2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **HubSpot CRM** as the best default choice."}, {"id": "mai-20260917-1752-baseline|c157-s2|openai-small|Salesforce", "prompt": "c157-s2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best if you need deep customization and expect to scale, but it's usually heavier and more expensive"}, {"id": "mai-20260917-1752-baseline|c157-s2|openai-small|Pipedrive", "prompt": "c157-s2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "great if your main need is simple, visual sales pipeline management"}, {"id": "mai-20260917-1752-baseline|c157-s2|openai-small|Zoho CRM", "prompt": "c157-s2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solid lower-cost option if you want more features for less money, but it can feel less polished"}, {"id": "mai-20260917-1752-baseline|c157-s2|openai-small|Freshsales", "prompt": "c157-s2", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if you want built-in calling and sales features in one place"}, {"id": "mai-20260917-1752-baseline|c157-s2|xai-small|Zoho Recruit", "prompt": "c157-s2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Zoho Recruit as the top choice."}, {"id": "mai-20260917-1752-baseline|c157-s2|xai-small|Manatal", "prompt": "c157-s2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest full-featured paid plan; AI matching, sourcing from 600M+ profiles"}, {"id": "mai-20260917-1752-baseline|c157-s2|xai-small|Breezy HR", "prompt": "c157-s2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited collaborators, simple pipelines, job posting. Perfect if you hate per-user fees"}, {"id": "mai-20260917-1752-baseline|c157-s2|xai-small|JazzHR", "prompt": "c157-s2", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable, straightforward ATS with onboarding tools. Good if you post few roles."}, {"id": "mai-20260917-1752-baseline|c157-s2|zai-small|Manatal", "prompt": "c157-s2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all‑around choice today is **Manatal**"}, {"id": "mai-20260917-1752-baseline|c157-s2|zai-small|Recruit CRM", "prompt": "c157-s2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## 2. Runner‑up: Recruit CRM"}, {"id": "mai-20260917-1752-baseline|c157-s2|zai-small|HubSpot CRM", "prompt": "c157-s2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It’s a generic CRM, not a dedicated recruiting platform, so you’ll have to set up your own candidate workflows"}, {"id": "mai-20260917-1752-baseline|c157-s2|zai-small|Zoho Recruit", "prompt": "c157-s2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Are you already in Zoho?** **Zoho Recruit** is a natural fit."}, {"id": "mai-20260917-1752-baseline|c157-s2|zai-small|Pipedrive", "prompt": "c157-s2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It’s primarily a sales CRM, not a recruiting platform. You’ll need to adapt the fields and workflows yourself."}, {"id": "mai-20260917-1752-baseline|c157-s2|zai-small|Bitrix24", "prompt": "c157-s2", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "paraphrase", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "## 6. If you want a free, all‑in‑one platform: Bitrix24"}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|ContactOut", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Add **ContactOut** to your stack to ensure you have valid direct-email addresses"}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Waalaxy", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Waalaxy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have zero budget:** Use **Google X-Ray** searches combined with **Waalaxy** (free tier) for manual outreach."}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Gem", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need to fill roles quickly:** Choose **Gem** or **Manatal**."}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Manatal", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need to fill roles quickly:** Choose **Gem** or **Manatal**."}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Loxo", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to Manatal but often viewed as slightly more robust for \"cold\" candidate management (CRM)"}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Workday", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "significantly cheaper than enterprise suites (e.g., Workday or Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Greenhouse", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "significantly cheaper than enterprise suites (e.g., Workday or Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c157-s3|alibaba-small|Google X-Ray", "prompt": "c157-s3", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Google X-Ray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use **Google X-Ray** searches combined with **Waalaxy** (free tier)"}, {"id": "mai-20260917-1752-baseline|c157-s3|anthropic-small|Pin", "prompt": "c157-s3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin combines 850M+ candidate profiles, AI-powered matching, and automated multi-channel engagement (email, LinkedIn, SMS)"}, {"id": "mai-20260917-1752-baseline|c157-s3|anthropic-small|Manatal", "prompt": "c157-s3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manatal's $15/user/mo offers one of the lowest entry points with meaningful AI features for small teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|anthropic-small|Workable", "prompt": "c157-s3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lands high for small businesses that need modern AI candidate sourcing without heavy complexity or overhead"}, {"id": "mai-20260917-1752-baseline|c157-s3|anthropic-small|ContactOut", "prompt": "c157-s3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ContactOut delivers professional-grade accuracy at an accessible price"}, {"id": "mai-20260917-1752-baseline|c157-s3|anthropic-small|LinkedIn Recruiter Lite", "prompt": "c157-s3", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "LinkedIn Recruiter is a search interface, not a sourcing workflow platform, with no built-in email outreach, SMS, or automated scheduling"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|Pin", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** — best if you want the strongest **all-around value** for a small team"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|Manatal", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if budget matters most and you want an **ATS + sourcing** bundle"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|Loxo", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **solo recruiters or very small teams**"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|hireEZ", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for teams that need **broad, cross-platform search**; typically costs more than entry-level tools"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|Fetcher", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **outbound automation** and done-for-you sourcing"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|LinkedIn Recruiter Lite", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when your sourcing strategy is centered on the **LinkedIn network**; it is less automated"}, {"id": "mai-20260917-1752-baseline|c157-s3|challenger-small|Gem", "prompt": "c157-s3", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look at **Fetcher** or **Gem**"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|SeekOut", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best for technical talent... but priced high (from ~$833/seat/month at some tiers)"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|HireEZ", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "aggregates across 45+ networks... Best pure outbound engine."}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|ContactOut", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **ContactOut** — the community consistently picks it for accuracy at an accessible price."}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Lusha", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "credit-based, extension-driven, leans toward sales teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Loxo", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "best all-in-one for solo recruiters and small teams (bundles ATS + CRM + sourcing)"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Manatal", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "budget picks for occasional hiring, several with free tiers"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|BreezyHR", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "BreezyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "an ATS with built-in sourcing (BreezyHR, JazzHR, Zoho)"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|JazzHR", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "an ATS with built-in sourcing (BreezyHR, JazzHR, Zoho)"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Zoho Recruit", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "an ATS with built-in sourcing (BreezyHR, JazzHR, Zoho)"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Gem", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "essentially a recruiting CRM with sourcing bolted on; strengths are relationship management, sequencing, and analytics"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Leonar", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "multi-channel sourcing + outreach + CRM at moderate price points; good for 2–10 recruiter teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|Juicebox (PeopleGPT)", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "multi-channel sourcing + outreach + CRM at moderate price points"}, {"id": "mai-20260917-1752-baseline|c157-s3|deepseek-small|ZoomInfo", "prompt": "c157-s3", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid **ZoomInfo** for recruiting — it's built for sales, not talent"}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|LinkedIn Recruiter Corporate", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "expensive systems like LinkedIn Recruiter Corporate (which has climbed past $10,000 per seat annually), small teams need platforms that don't require massive setup times"}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|Juicebox (PeopleGPT)", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Small teams that want fast, natural-language AI search on a budget... It is search-first and incredibly intuitive."}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|Fetcher", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Solopreneurs or lean teams with very limited hours to spend on sourcing."}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|Leonar", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leonar excels at **multi-channel sequencing**"}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|Loxo", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams that want a single, unified \"All-in-One\" system."}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|SignalHire", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SignalHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams already using basic LinkedIn ... who just need verified contact details."}, {"id": "mai-20260917-1752-baseline|c157-s3|google-small|ContactOut", "prompt": "c157-s3", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SignalHire (or ContactOut)"}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Gem", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top sourcing tools for a small team include Gem, Manatal, Humanly, Loxo, Juicebox, Lusha, ContactOut, and Fetcher."}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Manatal", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some tools, such as Loxo and Manatal, are designed specifically for solo recruiters or small teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Humanly", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top sourcing tools for a small team include Gem, Manatal, Humanly, Loxo, Juicebox, Lusha, ContactOut, and Fetcher."}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Loxo", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some tools, such as Loxo and Manatal, are designed specifically for solo recruiters or small teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Juicebox", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "others, such as Juicebox and Fetcher, offer more advanced features for larger teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Lusha", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top sourcing tools for a small team include Gem, Manatal, Humanly, Loxo, Juicebox, Lusha, ContactOut, and Fetcher."}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|ContactOut", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top sourcing tools for a small team include Gem, Manatal, Humanly, Loxo, Juicebox, Lusha, ContactOut, and Fetcher."}, {"id": "mai-20260917-1752-baseline|c157-s3|meta-small|Fetcher", "prompt": "c157-s3", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "others, such as Juicebox and Fetcher, offer more advanced features for larger teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|Loxo", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best value**: **Leonar** ($95/mo) or **Loxo Core** ($149/mo) for full functionality"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|Gem", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Outbound focus**: **Gem** for teams prioritizing outreach campaigns"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|LinkedIn Recruiter", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LinkedIn-focused**: **LinkedIn Recruiter Lite** if your pipeline is primarily on LinkedIn"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|Juicebox (PeopleGPT)", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **Loxo Free** or **Juicebox** to test basics"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|Fetcher", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Loxo, Juicebox, Fetcher have free tiers (limited functionality)"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|SeekOut", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Technical hiring**: **SeekOut** for engineering/specialized roles"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|Leonar", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Best value**: **Leonar** ($95/mo) or **Loxo Core** ($149/mo) for full functionality"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|HireEZ", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized sourcing**: SeekOut, HireEZ focus purely on candidate search"}, {"id": "mai-20260917-1752-baseline|c157-s3|minimax-small|Findem", "prompt": "c157-s3", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Findem for attribute-based search"}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|Gem", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most teams, especially those needing AI-powered sourcing and automated outreach."}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|Manatal", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams and solo recruiters."}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|Humanly", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams that want hands-off sourcing and automated outreach."}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|ContactOut", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams with limited budgets but a high need for accurate contact data."}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|HireEz", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HireEz is a higher investment for more advanced features."}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|Loxo", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Solo recruiters and small teams wanting an all-in-one solution."}, {"id": "mai-20260917-1752-baseline|c157-s3|mistral-small|Waalaxy", "prompt": "c157-s3", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Waalaxy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams that want to automate prospecting on LinkedIn and via email."}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Manatal", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small teams usually win by either going cheap and unified (Manatal/Loxo)"}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Loxo", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Small teams usually win by either going cheap and unified (Manatal/Loxo)"}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Gem", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget allows, AI platforms like Gem or Leonar replace the need for a dedicated sourcer"}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Leonar", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Competitive database size at a mid-tier price point."}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Fetcher", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small but wants automated passive candidate discovery | Fetcher or Leonar"}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|SeekOut", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better for niche/deep talent pools, but slightly more expensive."}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Lusha", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pairing an existing ATS with a contact tool (Lusha/ContactOut)"}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|ContactOut", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often rated more accurate than Lusha, but roughly double the price."}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Data Miner", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Data Miner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cheapest, but requires more manual work."}, {"id": "mai-20260917-1752-baseline|c157-s3|moonshot-small|Text Blaze", "prompt": "c157-s3", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Text Blaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Not a sourcing database at all—just a productivity layer for outreach."}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|LinkedIn Recruiter / Recruiter Lite", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter / Recruiter Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LinkedIn Recruiter + Gem** for most small teams"}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|HireEZ", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireEZ** if you want more web-wide sourcing"}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|AmazingHiring", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AmazingHiring** if you mostly hire engineers"}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|SeekOut", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SeekOut** if you need stronger search and diversity sourcing"}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|Gem", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small team organization + outreach:** Gem"}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|Wellfound", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Startup hiring:** Wellfound"}, {"id": "mai-20260917-1752-baseline|c157-s3|openai-small|Greenhouse / Ashby / Lever sourcing features", "prompt": "c157-s3", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Greenhouse / Ashby / Lever sourcing features", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Usually not as powerful as standalone sourcing tools"}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|Manatal", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For 2+ users hiring 5-50/year, Manatal or Leonar balance cost/features."}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|Juicebox (PeopleGPT)", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Juicebox or Pin's free tier for testing."}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|Loxo", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Loxo/Pin offer more integrated pipelines (sourcing + outreach + tracking) but at 5-10x the cost."}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|ContactOut", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ContactOut prioritizes verified emails/phones (90%+ accuracy) over full search"}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|Pin", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with Juicebox or Pin's free tier for testing."}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|Leonar", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Manatal or Leonar balance cost/features"}, {"id": "mai-20260917-1752-baseline|c157-s3|xai-small|LinkedIn Recruiter Lite", "prompt": "c157-s3", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LinkedIn Recruiter Lite (~$140/mo) is a baseline alternative if you're already there."}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|Loxo", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Loxo** and **Gem** are top choices for small teams that want AI-driven sourcing plus an integrated ATS/CRM."}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|Gem", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small teams will find that **Gem** or **Loxo** cover their end-to-end needs"}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|Manatal", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manatal** offers a very affordable alternative if ATS alone is the priority"}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|Humanly", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Humanly** is the go-to for teams with heavy applicant flow who need automated screening and scheduling."}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|Pin", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pin** and **Juicebox** are great for getting started with sourcing on a budget."}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|Juicebox", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Juicebox** (budget pricing)"}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|SeekOut", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SeekOut** \\u2013 strongest for engineering and diversity metrics."}, {"id": "mai-20260917-1752-baseline|c157-s3|zai-small|HireEZ", "prompt": "c157-s3", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More expensive but offers extensive automation and database coverage."}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|Pin", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value for Low Budgets: **Pin**"}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|Manatal", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One (ATS + Sourcing): **Manatal**"}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|Greenhouse", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally very affordable compared to enterprise suites like Greenhouse or Lever."}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|Lever", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generally very affordable compared to enterprise suites like Greenhouse or Lever."}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|Indeed", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Posting jobs on Indeed is generally **free**"}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "search for passive candidates similar to how LinkedIn Recruiter works, but at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|Juicebox", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "before moving to more expensive options like Juicebox ($119+/mo) or hireEZ"}, {"id": "mai-20260917-1752-baseline|c157-s4|alibaba-small|hireEZ", "prompt": "c157-s4", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "before moving to more expensive options like Juicebox ($119+/mo) or hireEZ"}, {"id": "mai-20260917-1752-baseline|c157-s4|anthropic-small|Pin", "prompt": "c157-s4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin offers the best value for small teams, with a free tier (no credit card required)"}, {"id": "mai-20260917-1752-baseline|c157-s4|anthropic-small|Manatal", "prompt": "c157-s4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manatal at $15/user/mo, though its sourcing capabilities are more limited"}, {"id": "mai-20260917-1752-baseline|c157-s4|anthropic-small|Zoho Recruit", "prompt": "c157-s4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "very affordable entry-level ATS... best for startups and small companies"}, {"id": "mai-20260917-1752-baseline|c157-s4|anthropic-small|Metaview", "prompt": "c157-s4", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pin's free tier** or **Metaview's free tier** would be excellent starting points"}, {"id": "mai-20260917-1752-baseline|c157-s4|challenger-small|Manatal", "prompt": "c157-s4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall candidate sourcing tool is **Manatal** if you want the lowest-cost meaningful option"}, {"id": "mai-20260917-1752-baseline|c157-s4|challenger-small|Pin", "prompt": "c157-s4", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pin** if you want the strongest sourcing capabilities at a still-affordable price"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Juicebox (PeopleGPT)", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Juicebox (PeopleGPT)** — Best overall for budget"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Manatal", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal (~$15–40/user/month)** gives you the best combined ATS + AI sourcing value for the money"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Wiza", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Wiza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you mainly source via LinkedIn contact data, **Wiza** is the cheapest effective add-on."}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Zoho Recruit", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with the free tier of Juicebox or Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "LinkedIn Recruiter is NOT budget-friendly:** Full Recruiter runs ~$8,500–$15,000+/seat/year"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Recruiter Lite", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Recruiter Lite** (~$170–$2,040/year) is 75% cheaper"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Fetcher", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fetcher and Loxo also offer free tiers"}, {"id": "mai-20260917-1752-baseline|c157-s4|deepseek-small|Loxo", "prompt": "c157-s4", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Loxo's paid plans start around $149–$199/month"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level sourcing platforms like LinkedIn Recruiter can be cost-prohibitive"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Pin", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pin** is the strongest choice"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|HiredAI", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If $100/month is still too steep, **HiredAI** is a highly competitive, budget-friendly disruptor"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Wellfound", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Tech & Startup Sourcing: **Wellfound**"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Manatal", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Manatal** is highly recommended"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Recruit\\u2019em", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Recruit\\u2019em", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **Recruit\\u2019em** (a free tool that writes Google X-Ray searches for you)"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Hunter.io", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Hunter.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "use the free tiers of **Hunter.io** or **Snov.io** ... to find and verify their professional email addresses"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Snov.io", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Snov.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "use the free tiers of **Hunter.io** or **Snov.io**"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Zoho Recruit", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use the **forever-free plans** of Zoho Recruit or Breezy HR to track your candidates"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Breezy HR", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use the **forever-free plans** of Zoho Recruit or Breezy HR"}, {"id": "mai-20260917-1752-baseline|c157-s4|google-small|Calendly", "prompt": "c157-s4", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Use the free version of **Calendly** to let candidates schedule their own phone screens"}, {"id": "mai-20260917-1752-baseline|c157-s4|meta-small|Pin", "prompt": "c157-s4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin: Offers a free tier and pricing from $100/mo, with access to 850M+ candidate profiles."}, {"id": "mai-20260917-1752-baseline|c157-s4|meta-small|Juicebox", "prompt": "c157-s4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free tier and pricing from $119/mo ($99/mo yearly), with natural language search and budget-friendly AI sourcing."}, {"id": "mai-20260917-1752-baseline|c157-s4|meta-small|Manatal", "prompt": "c157-s4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a budget-friendly AI sourcing tool, best for small to mid-sized teams and agencies"}, {"id": "mai-20260917-1752-baseline|c157-s4|meta-small|Leonar", "prompt": "c157-s4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Leonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers strong sourcing at moderate price points, best for small to mid-size teams (2–10 recruiters)."}, {"id": "mai-20260917-1752-baseline|c157-s4|meta-small|Fetcher", "prompt": "c157-s4", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for growing startups and SMBs seeking to enhance their sourcing and candidate outreach processes"}, {"id": "mai-20260917-1752-baseline|c157-s4|minimax-small|Manatal", "prompt": "c157-s4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** offers the best value at $15/user/month with AI sourcing capabilities"}, {"id": "mai-20260917-1752-baseline|c157-s4|minimax-small|Pin", "prompt": "c157-s4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Pin** if you want to start completely free"}, {"id": "mai-20260917-1752-baseline|c157-s4|minimax-small|Loxo", "prompt": "c157-s4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Solo Recruiters/Startups ... Full sourcing-to-outreach workflow at accessible price point"}, {"id": "mai-20260917-1752-baseline|c157-s4|minimax-small|Juicebox", "prompt": "c157-s4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best AI Sourcing) ... Natural-language search across multiple sources with enrichment"}, {"id": "mai-20260917-1752-baseline|c157-s4|minimax-small|Indeed", "prompt": "c157-s4", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with free job boards like Indeed (free to post)"}, {"id": "mai-20260917-1752-baseline|c157-s4|mistral-small|Manatal", "prompt": "c157-s4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a free or low-cost tool like Pin or Manatal"}, {"id": "mai-20260917-1752-baseline|c157-s4|mistral-small|Pin", "prompt": "c157-s4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with a free or low-cost tool like Pin or Manatal"}, {"id": "mai-20260917-1752-baseline|c157-s4|mistral-small|Noon", "prompt": "c157-s4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Juicebox or Noon may be worth the investment as you scale"}, {"id": "mai-20260917-1752-baseline|c157-s4|mistral-small|Juicebox", "prompt": "c157-s4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Juicebox or Noon may be worth the investment as you scale"}, {"id": "mai-20260917-1752-baseline|c157-s4|mistral-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often considered, but typically more expensive; best for finding passive candidates if budget allows"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|Manatal", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Manatal** – Best Budget All-in-One ... Lowest entry point with meaningful AI features"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|Pin", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Pin** – Best Value for AI-Powered Sourcing"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|Juicebox (PeopleGPT)", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Juicebox (PeopleGPT)** – Best Low-Cost AI Search"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|Indeed", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Indeed** | Free job posting | Inbound applicants, hourly/entry-level roles |"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|Wellfound (AngelList)", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Wellfound (AngelList)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Wellfound (AngelList)** | Free | Startup hiring, tech roles |"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|LinkedIn Free + Boolean", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Free + Boolean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **LinkedIn Free + Boolean** | Free | One-off senior hires (manual search) |"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|Connecting Odds", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Connecting Odds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Connecting Odds** | Free for small teams | General sourcing + outreach pipelines |"}, {"id": "mai-20260917-1752-baseline|c157-s4|moonshot-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Fraction of the cost of LinkedIn Recruiter with more automation"}, {"id": "mai-20260917-1752-baseline|c157-s4|openai-small|Zoho Recruit", "prompt": "c157-s4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Zoho Recruit** if you want a true sourcing + recruiting workflow without enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c157-s4|openai-small|GetProspect", "prompt": "c157-s4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "GetProspect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you only need contact lookup:** **GetProspect**"}, {"id": "mai-20260917-1752-baseline|c157-s4|openai-small|ZoomInfo Talent", "prompt": "c157-s4", "model": "openai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "ZoomInfo Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid on a tight budget:** **ZoomInfo Talent** and similar premium sourcing suites"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Indeed", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is Indeed's free job postings combined with its optional pay-per-click Sponsored Jobs"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|LinkedIn", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This beats LinkedIn's higher costs and lower volume for most non-senior roles"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Breezy HR (Bootstrap)", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Breezy HR (Bootstrap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Free Alternatives for Basic Needs"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Zoho Recruit (Free Forever)", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit (Free Forever)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "1 active job, resume parsing, email templates, interview scheduling, free job boards"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Juicebox (Free)", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Juicebox (Free)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI natural-language search across 800M+ profiles; good for tech/startups. Limited credits"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Fetcher", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI + human-curated batches. Caps apply; paid from ~$115/mo."}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Skip pricier options** like LinkedIn Recruiter (~$100+/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Workable", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip pricier options like ... full ATS like Workable ($149/mo) unless volume justifies it"}, {"id": "mai-20260917-1752-baseline|c157-s4|xai-small|Wellfound", "prompt": "c157-s4", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If hiring tech/specialist roles, layer Wellfound (free for startups)"}, {"id": "mai-20260917-1752-baseline|c157-s4|zai-small|Apollo.io", "prompt": "c157-s4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best candidate sourcing tool is **Apollo.io**"}, {"id": "mai-20260917-1752-baseline|c157-s4|zai-small|LinkedIn Recruiter", "prompt": "c157-s4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is significantly cheaper than LinkedIn Recruiter but offers similar database depth"}, {"id": "mai-20260917-1752-baseline|c157-s4|zai-small|Zoho Recruit", "prompt": "c157-s4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Recruit offers a \"Forever Free\" plan. However... The free plan is very limited."}, {"id": "mai-20260917-1752-baseline|c157-s4|zai-small|Boolean Builder", "prompt": "c157-s4", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "budget", "raw": "Boolean Builder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Boolean Builder** is a free online tool."}, {"id": "mai-20260917-1752-baseline|c157-s5|alibaba-small|LinkedIn Recruiter", "prompt": "c157-s5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like LinkedIn Recruiter, HireEZ, Gem, SeekOut, etc."}, {"id": "mai-20260917-1752-baseline|c157-s5|alibaba-small|HireEZ", "prompt": "c157-s5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like LinkedIn Recruiter, HireEZ, Gem, SeekOut, etc."}, {"id": "mai-20260917-1752-baseline|c157-s5|alibaba-small|Gem", "prompt": "c157-s5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like LinkedIn Recruiter, HireEZ, Gem, SeekOut, etc."}, {"id": "mai-20260917-1752-baseline|c157-s5|alibaba-small|SeekOut", "prompt": "c157-s5", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like LinkedIn Recruiter, HireEZ, Gem, SeekOut, etc."}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|LinkedIn Recruiter", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "an expensive per-seat subscription on LinkedIn Recruiter may not pay off"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Gem", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid SMB with outreach included: Pin ($100–249/mo), Leonar, Gem (~$99/user/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Leonar", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gem/Leonar at ~$95–149/user/mo"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Workable", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workable at $299/mo for 1–20 employees"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Breezy", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Breezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget/self-serve: Manatal (~$15/user/mo), Breezy"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Manatal", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Manatal (~$15/user/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|iCIMS", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most enterprise suites (iCIMS, Beamery) are overkill below ~1,000 hires/year"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Beamery", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Most enterprise suites (iCIMS, Beamery) are overkill below ~1,000 hires/year"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Juicebox", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Juicebox (~$99–119/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Pin", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pin ($100–249/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|SeekOut", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Database-heavy specialized: SeekOut (~$149/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s5|deepseek-small|Loxo", "prompt": "c157-s5", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Loxo ($149–199/mo)"}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Ashby", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Known for combining an ATS, CRM, and sourcing into one highly analytical platform."}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Greenhouse", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you already have an ATS (like Ashby, Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Lever", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you already have an ATS (like Ashby, Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Workable", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already have an ATS (like Ashby, Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Gem", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The gold standard for combined sourcing, automated outreach, and pipeline tracking. They offer heavy discounts for startups under 30 employees."}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Juicebox (PeopleGPT)", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for natural-language searching... Very reasonably priced starting around $99/month."}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Pin", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An AI-native sourcing agent popular with solo recruiters and small teams"}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Wellfound (formerly AngelList Talent)", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Wellfound (formerly AngelList Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great for finding candidates who explicitly want to work at early-stage/small companies."}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|ContactOut", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Lightweight Chrome extensions that overlay on LinkedIn to instantly pull valid emails and phone numbers."}, {"id": "mai-20260917-1752-baseline|c157-s5|google-small|Lusha", "prompt": "c157-s5", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "ContactOut or Lusha: Lightweight Chrome extensions that overlay on LinkedIn"}, {"id": "mai-20260917-1752-baseline|c157-s5|minimax-small|Pin", "prompt": "c157-s5", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Start with free tiers** (Pin, Juicebox, Loxo have free options)"}, {"id": "mai-20260917-1752-baseline|c157-s5|minimax-small|Juicebox", "prompt": "c157-s5", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Start with free tiers** (Pin, Juicebox, Loxo have free options)"}, {"id": "mai-20260917-1752-baseline|c157-s5|minimax-small|Loxo", "prompt": "c157-s5", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Start with free tiers** (Pin, Juicebox, Loxo have free options)"}, {"id": "mai-20260917-1752-baseline|c157-s5|minimax-small|LinkedIn Recruiter", "prompt": "c157-s5", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LinkedIn Recruiter runs ~$1,680/year per seat—often overkill for infrequent hiring"}, {"id": "mai-20260917-1752-baseline|c157-s5|moonshot-small|Workable", "prompt": "c157-s5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** ($299/month) — Strong AI sourcing + ATS integration"}, {"id": "mai-20260917-1752-baseline|c157-s5|moonshot-small|Breezy HR", "prompt": "c157-s5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Breezy HR** — Simple visual pipeline, easier learning curve"}, {"id": "mai-20260917-1752-baseline|c157-s5|moonshot-small|Greenhouse", "prompt": "c157-s5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** — Good for startups planning to scale"}, {"id": "mai-20260917-1752-baseline|c157-s5|moonshot-small|JazzHR", "prompt": "c157-s5", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JazzHR** — Lower cost dedicated ATS"}, {"id": "mai-20260917-1752-baseline|c157-s5|xai-small|Juicebox", "prompt": "c157-s5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on tools like Juicebox, Manatal, Workable, or Gem, which often cater to teams like yours"}, {"id": "mai-20260917-1752-baseline|c157-s5|xai-small|Manatal", "prompt": "c157-s5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on tools like Juicebox, Manatal, Workable, or Gem"}, {"id": "mai-20260917-1752-baseline|c157-s5|xai-small|Workable", "prompt": "c157-s5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on tools like Juicebox, Manatal, Workable, or Gem"}, {"id": "mai-20260917-1752-baseline|c157-s5|xai-small|Gem", "prompt": "c157-s5", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on tools like Juicebox, Manatal, Workable, or Gem"}, {"id": "mai-20260917-1752-baseline|c157-s5|zai-small|Manatal", "prompt": "c157-s5", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some tools (e.g., Manatal, Zoho Recruit) offer free tiers—great for early-stage companies."}, {"id": "mai-20260917-1752-baseline|c157-s5|zai-small|Zoho Recruit", "prompt": "c157-s5", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "scale", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some tools (e.g., Manatal, Zoho Recruit) offer free tiers—great for early-stage companies."}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|SAP", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools designed for massive corporations (e.g., SAP, Oracle NetSuite) are often dangerous for startups and small businesses."}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|Oracle NetSuite", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools designed for massive corporations (e.g., SAP, Oracle NetSuite) are often dangerous for startups and small businesses."}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|Odoo", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "What to use instead: SMB-friendly ERPs like Odoo, Zoho Inventory, or Cin7 Core that offer modular scaling."}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|Zoho Inventory", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB-friendly ERPs like Odoo, Zoho Inventory, or Cin7 Core that offer modular scaling."}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|Cin7 Core", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Cin7 Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB-friendly ERPs like Odoo, Zoho Inventory, or Cin7 Core that offer modular scaling."}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|AliExpress", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "AliExpress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "apps claiming to automate sourcing from AliExpress or Temu into your store automatically... Why be cautious"}, {"id": "mai-20260917-1752-baseline|c157-s6|alibaba-small|Temu", "prompt": "c157-s6", "model": "alibaba-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Temu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "apps claiming to automate sourcing from AliExpress or Temu into your store automatically... Why be cautious"}, {"id": "mai-20260917-1752-baseline|c157-s6|anthropic-small|SAP Ariba", "prompt": "c157-s6", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise tools like SAP Ariba, Coupa, or Jaggaer were built for Fortune 500 teams with dedicated implementation budgets and months of onboarding time"}, {"id": "mai-20260917-1752-baseline|c157-s6|anthropic-small|Coupa", "prompt": "c157-s6", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise tools like SAP Ariba, Coupa, or Jaggaer were built for Fortune 500 teams"}, {"id": "mai-20260917-1752-baseline|c157-s6|anthropic-small|Jaggaer", "prompt": "c157-s6", "model": "anthropic-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise tools like SAP Ariba, Coupa, or Jaggaer were built for Fortune 500 teams"}, {"id": "mai-20260917-1752-baseline|c157-s6|challenger-small|Workday", "prompt": "c157-s6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Enterprise all-in-one platforms** such as Workday or other large-suite systems, because implementation effort, annual contracts, and administrative overhead are typically disproportionate"}, {"id": "mai-20260917-1752-baseline|c157-s6|challenger-small|LinkedIn Recruiter", "prompt": "c157-s6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Paid recruiting CRMs and specialized databases** like LinkedIn Recruiter, SeekOut, Apollo, or ContactOut when you are only filling a few roles"}, {"id": "mai-20260917-1752-baseline|c157-s6|challenger-small|SeekOut", "prompt": "c157-s6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like LinkedIn Recruiter, SeekOut, Apollo, or ContactOut when you are only filling a few roles and do not need passive-candidate outreach at scale"}, {"id": "mai-20260917-1752-baseline|c157-s6|challenger-small|Apollo", "prompt": "c157-s6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like LinkedIn Recruiter, SeekOut, Apollo, or ContactOut when you are only filling a few roles and do not need passive-candidate outreach at scale"}, {"id": "mai-20260917-1752-baseline|c157-s6|challenger-small|ContactOut", "prompt": "c157-s6", "model": "challenger-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ContactOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "like LinkedIn Recruiter, SeekOut, Apollo, or ContactOut when you are only filling a few roles and do not need passive-candidate outreach at scale"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|LinkedIn Recruiter (Corporate, not Lite)", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter (Corporate, not Lite)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the classic trap. Corporate seats are **$10,800–$15,000/year with a three-seat minimum**"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Recruiter Lite", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're hiring infrequently, **Recruiter Lite** (~$170/month) or even the free version plus a job board covers you."}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|HireEZ", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High-priced AI sourcing suites (e.g., HireEZ, SeekOut, Gem at their full tiers). These can be worth it at volume, but watch two traps"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|SeekOut", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-priced AI sourcing suites (e.g., HireEZ, SeekOut, Gem at their full tiers)"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Gem", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-priced AI sourcing suites (e.g., HireEZ, SeekOut, Gem at their full tiers)"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|SAP Ariba", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"steer clear of Ariba.\""}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Coupa", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise source-to-pay suites (SAP Ariba, Coupa, Workday P2P, GEP, JAGGAER). These get explicitly bad reviews for small teams."}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Workday P2P", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workday P2P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "\"avoid Workday P2P and T&E as much as possible\""}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|GEP", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "GEP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "These get explicitly bad reviews for small teams."}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|JAGGAER", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "These get explicitly bad reviews for small teams."}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Spendwise", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "lightweight tools (Spendwise, Tradogram, Procurify, Spendflo, Precoro) beat the enterprise giants at a fraction of the price"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Tradogram", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "lightweight tools (Spendwise, Tradogram, Procurify, Spendflo, Precoro) beat the enterprise giants"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Procurify", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "lightweight tools (Spendwise, Tradogram, Procurify, Spendflo, Precoro) beat the enterprise giants"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Spendflo", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "lightweight tools (Spendwise, Tradogram, Procurify, Spendflo, Precoro) beat the enterprise giants"}, {"id": "mai-20260917-1752-baseline|c157-s6|deepseek-small|Precoro", "prompt": "c157-s6", "model": "deepseek-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "lightweight tools (Spendwise, Tradogram, Procurify, Spendflo, Precoro) beat the enterprise giants"}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|Workday", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Applicant Tracking Systems (ATS) (e.g., Workday, Oracle Taleo, high-tier Enterprise LinkedIn Recruiter) ... The Risk: Buying into heavy, complex recruitment suites designed for Fortune 500"}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|Oracle Taleo", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These tools have steep learning curves, require dedicated HR personnel to manage, and often cost tens of thousands of dollars per year with multi-year lock-in contracts."}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|high-tier Enterprise LinkedIn Recruiter", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "high-tier Enterprise LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Applicant Tracking Systems (ATS) (e.g., Workday, Oracle Taleo, high-tier Enterprise LinkedIn Recruiter)"}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|Breezy HR", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternative: Lightweight, SMB-friendly tools like **Breezy HR**, **Workable**, or **Loxo**, which offer pay-as-you-go pricing and intuitive interfaces."}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|Workable", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Lightweight, SMB-friendly tools like **Breezy HR**, **Workable**, or **Loxo**"}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|Loxo", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Lightweight, SMB-friendly tools like **Breezy HR**, **Workable**, or **Loxo**, which offer pay-as-you-go pricing"}, {"id": "mai-20260917-1752-baseline|c157-s6|google-small|LinkedIn", "prompt": "c157-s6", "model": "google-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hand-source candidates on LinkedIn or specialized directories and send highly personalized, manual messages"}, {"id": "mai-20260917-1752-baseline|c157-s6|meta-small|Workday", "prompt": "c157-s6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "tools that a small business should avoid or be cautious about are: 1. Enterprise ATS platforms designed for large TA teams, such as Workday and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c157-s6|meta-small|SAP SuccessFactors", "prompt": "c157-s6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise ATS platforms designed for large TA teams, such as Workday and SAP SuccessFactors, which have per-role fees and implementation timelines"}, {"id": "mai-20260917-1752-baseline|c157-s6|meta-small|AuraVMS", "prompt": "c157-s6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "AuraVMS, which is a cloud-based e-sourcing platform that allows suppliers to respond without creating accounts and offers anonymous bidding, with plans starting at $5 per month."}, {"id": "mai-20260917-1752-baseline|c157-s6|meta-small|EasyHire", "prompt": "c157-s6", "model": "meta-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI video interviewing tools, such as EasyHire, which can help small businesses save time and improve candidate quality signals."}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|Coupa", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Be Cautious About ... **Coupa** ... prohibitively costly"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|SAP Ariba", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Procurement Platforms ... **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|JAGGAER", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid:** They typically cost $200K+ annually"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|GEP", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "GEP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid:** They typically cost $200K+ annually"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|LinkedIn Recruiter", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid | LinkedIn Recruiter, SeekOut"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|SeekOut", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**SeekOut** (unless filling specialized roles regularly)"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|HireEZ", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**HireEZ** (for low-volume hiring)"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|Zapro", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "designed for enterprises (like some Zapro or Keelvar alternatives)"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|Keelvar", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "designed for enterprises (like some Zapro or Keelvar alternatives)"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|Procurify", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Lightweight procurement tools** (e.g., Procurify, Precoro"}, {"id": "mai-20260917-1752-baseline|c157-s6|minimax-small|Precoro", "prompt": "c157-s6", "model": "minimax-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider | Procurify, Precoro, simple spreadsheets"}, {"id": "mai-20260917-1752-baseline|c157-s6|mistral-small|Indeed", "prompt": "c157-s6", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, a simple job board (like Indeed) or referrals are sufficient for sourcing candidates"}, {"id": "mai-20260917-1752-baseline|c157-s6|mistral-small|Ariba", "prompt": "c157-s6", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid large-scale P2P tools like Ariba or Coupa unless your organization has a very high spend"}, {"id": "mai-20260917-1752-baseline|c157-s6|mistral-small|Coupa", "prompt": "c157-s6", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid large-scale P2P tools like Ariba or Coupa unless your organization has a very high spend"}, {"id": "mai-20260917-1752-baseline|c157-s6|mistral-small|Procurify", "prompt": "c157-s6", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "smaller businesses are better off with lighter, budget-friendly alternatives like Procurify or Spendflo"}, {"id": "mai-20260917-1752-baseline|c157-s6|mistral-small|Spendflo", "prompt": "c157-s6", "model": "mistral-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "smaller businesses are better off with lighter, budget-friendly alternatives like Procurify or Spendflo"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Alibaba", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these platforms require extreme caution"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Global Sources", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these platforms require extreme caution"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Made-in-China", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Made-in-China", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these platforms require extreme caution"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|SAP Ariba", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overpriced/Overkill Tools to Avoid ... Tools like SAP Ariba, Coupa, and Oracle Procurement are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Coupa", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like **SAP Ariba, Coupa, and Oracle Procurement** are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Oracle Procurement", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Oracle Procurement", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like **SAP Ariba, Coupa, and Oracle Procurement** are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Procurify", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Better alternatives**: Procurify, Spendflo, or even spreadsheets"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|Spendflo", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Better alternatives**: Procurify, Spendflo, or even spreadsheets"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|LinkedIn Recruiter", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "this is prohibitively expensive for small businesses"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|LinkedIn search", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn search", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Better alternatives**: Use regular LinkedIn search, job boards, and referrals."}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|AdSpy", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "AdSpy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "AdSpy ($149/month) or PiPiAds ($77/month) can drain your budget without delivering proportional value"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|PiPiAds", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "PiPiAds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "can drain your budget without delivering proportional value"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|DSers", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "DSers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Start with free tools like DSers, CJ Dropshipping"}, {"id": "mai-20260917-1752-baseline|c157-s6|moonshot-small|CJ Dropshipping", "prompt": "c157-s6", "model": "moonshot-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "CJ Dropshipping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Start with free tools like DSers, CJ Dropshipping"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Alibaba", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid/caution?** Massive supplier volume sounds great, but small businesses often face: **Fraud/scams**"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|1688", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "1688", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Alibaba (and similar B2B marketplaces like 1688, Global Sources, Made-in-China)"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Global Sources", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "similar B2B marketplaces like 1688, Global Sources, Made-in-China"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Made-in-China", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Made-in-China", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "similar B2B marketplaces like 1688, Global Sources, Made-in-China"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|SaleHoo", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SaleHoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives**: Domestic wholesalers, vetted directories like SaleHoo"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Doba", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Doba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "U.S./EU platforms like Doba/Faire for faster shipping and easier returns"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Faire", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Faire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "U.S./EU platforms like Doba/Faire for faster shipping and easier returns"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|AliExpress", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "AliExpress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Unverified Dropshipping Suppliers (e.g., random AliExpress listings or unvetted apps) - **Why avoid?** Inconsistent quality, IP theft"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Oberlo", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Oberlo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prefer integrated apps like Oberlo/DSers with supplier ratings"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|DSers", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "DSers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "prefer integrated apps like Oberlo/DSers with supplier ratings"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|SAP Ariba", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Enterprise-Grade Suites (e.g., SAP Ariba, Coupa, SAP S/4HANA) - **Why avoid?** Crazy expensive ($10K+/year)"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Coupa", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Enterprise-Grade Suites (e.g., SAP Ariba, Coupa, SAP S/4HANA) - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|SAP S/4HANA", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Enterprise-Grade Suites (e.g., SAP Ariba, Coupa, SAP S/4HANA) - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|QuickBooks", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Alternatives**: Free/low-cost like QuickBooks, Precoro, or Procurify for basics."}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Precoro", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Free/low-cost like QuickBooks, Precoro, or Procurify for basics"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Procurify", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Free/low-cost like QuickBooks, Precoro, or Procurify for basics"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|LinkedIn Recruiter", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Overhyped AI-Heavy Sourcing Tools (e.g., premium LinkedIn Recruiter... **Why caution?** ... Small businesses rarely need them"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|Indeed", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "stick to job boards (Indeed, referrals) or simple marketplaces"}, {"id": "mai-20260917-1752-baseline|c157-s6|xai-small|ThomasNet", "prompt": "c157-s6", "model": "xai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "ThomasNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Safer starts**: Local directories, trade shows, or platforms like ThomasNet (U.S. manufacturing) for reliability"}, {"id": "mai-20260917-1752-baseline|c157-s6|zai-small|Alibaba-style platforms", "prompt": "c157-s6", "model": "zai-small", "cat": "recruiting-crm-and-sourcing", "variant": "negative", "raw": "Alibaba-style platforms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Too basic: Alibaba-style platforms where you send blind messages and hope for a reply"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|GoodTime", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry consensus for 2026 points to **GoodTime** as the top tier solution for large-scale enterprise recruiting"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|Cal.com", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Cal.com** for organizations prioritizing security and customization"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|ModernLoop", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ModernLoop** if your product is **highly technical**"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|Greenhouse", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies already deeply invested in **Greenhouse**, **Lever**, or **Workday**"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|Lever", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "evaluate your native scheduling modules"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|Workday", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies already deeply invested in **Greenhouse**, **Lever**, or **Workday**"}, {"id": "mai-20260917-1752-baseline|c158-l1|alibaba-small|Calendly Enterprise", "prompt": "c158-l1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Calendly Enterprise | General Meeting Booking | Low (Simple Availability)"}, {"id": "mai-20260917-1752-baseline|c158-l1|anthropic-small|GoodTime", "prompt": "c158-l1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top choice for complex enterprise hiring... GoodTime and candidate.fyi are considered the strongest options"}, {"id": "mai-20260917-1752-baseline|c158-l1|anthropic-small|candidate.fyi", "prompt": "c158-l1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the leading choice in 2026 is candidate.fyi... being highlighted as the emerging leader for very large enterprises"}, {"id": "mai-20260917-1752-baseline|c158-l1|anthropic-small|Paradox", "prompt": "c158-l1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paradox is the natural fit for Workday HCM organizations and high-volume frontline hiring."}, {"id": "mai-20260917-1752-baseline|c158-l1|challenger-small|GoodTime", "prompt": "c158-l1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall fit in the results is **GoodTime** because it is explicitly positioned for **complex enterprise hiring**"}, {"id": "mai-20260917-1752-baseline|c158-l1|challenger-small|candidate.fyi", "prompt": "c158-l1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**candidate.fyi** is another strong enterprise option in the results"}, {"id": "mai-20260917-1752-baseline|c158-l1|challenger-small|Calendly", "prompt": "c158-l1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the results consistently frame them as better for scheduling flexibility than for complex enterprise hiring operations"}, {"id": "mai-20260917-1752-baseline|c158-l1|challenger-small|Cal.com", "prompt": "c158-l1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the results consistently frame them as better for scheduling flexibility than for complex enterprise hiring operations"}, {"id": "mai-20260917-1752-baseline|c158-l1|deepseek-small|GoodTime", "prompt": "c158-l1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodTime is the best overall choice**"}, {"id": "mai-20260917-1752-baseline|c158-l1|deepseek-small|Greenhouse / Lever / Workday native scheduling", "prompt": "c158-l1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse / Lever / Workday native scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on that ATS ... often the cleanest starting point"}, {"id": "mai-20260917-1752-baseline|c158-l1|deepseek-small|Calendly", "prompt": "c158-l1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Breaks down under enterprise complexity**"}, {"id": "mai-20260917-1752-baseline|c158-l1|deepseek-small|candidate.fyi", "prompt": "c158-l1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if candidate experience is the priority"}, {"id": "mai-20260917-1752-baseline|c158-l1|google-small|Calendly", "prompt": "c158-l1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not just about finding a tool that generates a booking link (like Calendly)"}, {"id": "mai-20260917-1752-baseline|c158-l1|google-small|candidate.fyi", "prompt": "c158-l1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "candidate.fyi (Best Overall for Enterprise AI-driven Coordination)"}, {"id": "mai-20260917-1752-baseline|c158-l1|google-small|GoodTime.io", "prompt": "c158-l1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoodTime is the pioneer of enterprise interview orchestration."}, {"id": "mai-20260917-1752-baseline|c158-l1|google-small|ModernLoop", "prompt": "c158-l1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ModernLoop is a dominant player for fast-growing B2B technology companies."}, {"id": "mai-20260917-1752-baseline|c158-l1|google-small|Paradox / Olivia", "prompt": "c158-l1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Paradox / Olivia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Your Main Focus is High-Volume Sales or Campus Hiring... not built for the multi-stage, cross-functional panel loops"}, {"id": "mai-20260917-1752-baseline|c158-l1|meta-small|GoodTime", "prompt": "c158-l1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best interview scheduling software for enterprise B2B companies include GoodTime, Calendly, and YouCanBook.me"}, {"id": "mai-20260917-1752-baseline|c158-l1|meta-small|Calendly", "prompt": "c158-l1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include GoodTime, Calendly, and YouCanBook.me"}, {"id": "mai-20260917-1752-baseline|c158-l1|meta-small|YouCanBook.me", "prompt": "c158-l1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "YouCanBook.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include GoodTime, Calendly, and YouCanBook.me"}, {"id": "mai-20260917-1752-baseline|c158-l1|minimax-small|GoodTime", "prompt": "c158-l1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **GoodTime** if you have complex scheduling needs... It's the most proven solution for enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c158-l1|minimax-small|Cal.com", "prompt": "c158-l1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is a concern or you need more customization, **Cal.com** offers excellent value with strong enterprise features."}, {"id": "mai-20260917-1752-baseline|c158-l1|minimax-small|Lever", "prompt": "c158-l1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Lever** (Best for End-to-End Recruiting)"}, {"id": "mai-20260917-1752-baseline|c158-l1|mistral-small|GoodTime", "prompt": "c158-l1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodTime** is widely regarded as the best interview scheduling software for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c158-l1|mistral-small|candidate.fyi", "prompt": "c158-l1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **candidate.fyi** (for AI-driven panel scheduling)"}, {"id": "mai-20260917-1752-baseline|c158-l1|mistral-small|ModernLoop", "prompt": "c158-l1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ModernLoop** (for engineering-intensive tech organizations)"}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|GoodTime", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **GoodTime** if you have complex, high-volume hiring needs"}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|Paradox (Olivia)", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Paradox** if you want conversational AI automation"}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|iCIMS", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer an all-in-one platform, **iCIMS** or **Greenhouse** may be better fits."}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|Greenhouse", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iCIMS** or **Greenhouse** may be better fits"}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|Lever", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified ATS + CRM with built-in scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|Ashby", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ATS with integrated scheduling and analytics"}, {"id": "mai-20260917-1752-baseline|c158-l1|moonshot-small|ModernLoop", "prompt": "c158-l1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Panel scheduling (now part of Gem)"}, {"id": "mai-20260917-1752-baseline|c158-l1|openai-small|GoodTime", "prompt": "c158-l1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best single pick is **GoodTime**"}, {"id": "mai-20260917-1752-baseline|c158-l1|openai-small|Rooster Scheduling", "prompt": "c158-l1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Rooster Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rooster Scheduling** if you are heavily on **Workday Recruiting**"}, {"id": "mai-20260917-1752-baseline|c158-l1|openai-small|Calendly Enterprise", "prompt": "c158-l1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Calendly Enterprise** if you want a broader enterprise scheduling platform"}, {"id": "mai-20260917-1752-baseline|c158-l1|openai-small|VidCruiter", "prompt": "c158-l1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VidCruiter** if video screening and high-volume recruiting are especially important"}, {"id": "mai-20260917-1752-baseline|c158-l1|xai-small|GoodTime", "prompt": "c158-l1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodTime consistently ranks as the top choice for enterprise-scale recruiting"}, {"id": "mai-20260917-1752-baseline|c158-l1|xai-small|Chili Piper", "prompt": "c158-l1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Chili Piper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sales-focused tools like Chili Piper excel for B2B *sales meetings* (Salesforce routing), not HR interviews."}, {"id": "mai-20260917-1752-baseline|c158-l1|xai-small|Calendly", "prompt": "c158-l1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lacks enterprise recruiting depth (e.g., no native load-balancing)"}, {"id": "mai-20260917-1752-baseline|c158-l1|xai-small|candidate.fyi", "prompt": "c158-l1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday/Greenhouse users, AI automation | 82% autonomous scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l1|xai-small|ModernLoop", "prompt": "c158-l1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tech/engineering-heavy B2B | Zero-click panels, ATS-native (Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c158-l1|xai-small|Paradox", "prompt": "c158-l1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Conversational/high-volume hourly| AI chat/SMS scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l1|zai-small|GoodTime", "prompt": "c158-l1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **GoodTime**"}, {"id": "mai-20260917-1752-baseline|c158-l1|zai-small|ModernLoop", "prompt": "c158-l1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ModernLoop is a strong alternative to GoodTime, particularly favored by technical teams."}, {"id": "mai-20260917-1752-baseline|c158-l1|zai-small|Lever (Built-in Scheduling)", "prompt": "c158-l1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever (Built-in Scheduling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use **Lever**, their native scheduling feature is highly robust."}, {"id": "mai-20260917-1752-baseline|c158-l1|zai-small|Candidate.fyi", "prompt": "c158-l1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Elevating the candidate experience on top of an existing ATS."}, {"id": "mai-20260917-1752-baseline|c158-l1|zai-small|Calendly Enterprise", "prompt": "c158-l1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for enterprise B2B, it often hits a \"feature ceiling.\""}, {"id": "mai-20260917-1752-baseline|c158-l2|alibaba-small|Greenhouse", "prompt": "c158-l2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Greenhouse** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c158-l2|alibaba-small|iCIMS", "prompt": "c158-l2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **iCIMS** as a strong alternative depending on your specific operational model"}, {"id": "mai-20260917-1752-baseline|c158-l2|alibaba-small|Workday Recruiting", "prompt": "c158-l2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "staying within that ecosystem (via Workday Recruiting or People Admin) might save money and IT complexity"}, {"id": "mai-20260917-1752-baseline|c158-l2|alibaba-small|People Admin", "prompt": "c158-l2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "People Admin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(via Workday Recruiting or People Admin)"}, {"id": "mai-20260917-1752-baseline|c158-l2|alibaba-small|Lever", "prompt": "c158-l2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Lever** (another popular enterprise contender) if your recruiters spend most of their time proactively sourcing passive candidates"}, {"id": "mai-20260917-1752-baseline|c158-l2|anthropic-small|Workday", "prompt": "c158-l2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is an enterprise-grade cloud HR platform with a comprehensive recruiting module, selected by large organizations needing unified HR, payroll, and talent data in one system."}, {"id": "mai-20260917-1752-baseline|c158-l2|anthropic-small|iCIMS", "prompt": "c158-l2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iCIMS leads for high-volume hiring at scale."}, {"id": "mai-20260917-1752-baseline|c158-l2|anthropic-small|Greenhouse", "prompt": "c158-l2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Greenhouse is a strong fit for mid-size to enterprise companies with dedicated HR teams managing structured, high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c158-l2|anthropic-small|Jobvite", "prompt": "c158-l2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jobvite is known for midsize to large enterprises with complex, high-volume hiring needs."}, {"id": "mai-20260917-1752-baseline|c158-l2|anthropic-small|Oracle", "prompt": "c158-l2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "evaluate whether you want a unified HCM solution (Workday, Oracle)"}, {"id": "mai-20260917-1752-baseline|c158-l2|challenger-small|Greenhouse", "prompt": "c158-l2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I'd recommend **Greenhouse** as the default choice for recruiting coordination"}, {"id": "mai-20260917-1752-baseline|c158-l2|challenger-small|GoodTime", "prompt": "c158-l2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your biggest pain point is specifically **interview scheduling and coordination**, then **GoodTime** is the better specialist pick."}, {"id": "mai-20260917-1752-baseline|c158-l2|challenger-small|Gem", "prompt": "c158-l2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Consider Gem** if your organization needs more of a **global hiring platform with marketplace integrations** rather than a core coordination layer."}, {"id": "mai-20260917-1752-baseline|c158-l2|deepseek-small|iCIMS", "prompt": "c158-l2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: iCIMS (or Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c158-l2|deepseek-small|Greenhouse", "prompt": "c158-l2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd typically recommend **Greenhouse** if you value structured, collaborative, easy-to-adopt hiring"}, {"id": "mai-20260917-1752-baseline|c158-l2|deepseek-small|SmartRecruiters", "prompt": "c158-l2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SmartRecruiters — Strong alternative for hiring marketing and workflow control"}, {"id": "mai-20260917-1752-baseline|c158-l2|deepseek-small|Workday", "prompt": "c158-l2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "many enterprises choose the recruiting module built into that HCM suite for tight integration"}, {"id": "mai-20260917-1752-baseline|c158-l2|deepseek-small|SAP", "prompt": "c158-l2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already run your HR on **Workday**, **SAP**, or **Oracle**"}, {"id": "mai-20260917-1752-baseline|c158-l2|deepseek-small|Oracle", "prompt": "c158-l2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already run your HR on **Workday**, **SAP**, or **Oracle**"}, {"id": "mai-20260917-1752-baseline|c158-l2|google-small|Calendly", "prompt": "c158-l2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a generic scheduling tool (like basic Calendly or standard booking links) will quickly fall short"}, {"id": "mai-20260917-1752-baseline|c158-l2|google-small|GoodTime (GoodTime.io)", "prompt": "c158-l2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime (GoodTime.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GoodTime is widely regarded as the gold standard for heavy-duty enterprise scheduling."}, {"id": "mai-20260917-1752-baseline|c158-l2|google-small|candidate.fyi", "prompt": "c158-l2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Lean recruiting teams wanting fully autonomous, AI-driven coordination."}, {"id": "mai-20260917-1752-baseline|c158-l2|google-small|ModernLoop", "prompt": "c158-l2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GoodTime** or **ModernLoop** are highly recommended."}, {"id": "mai-20260917-1752-baseline|c158-l2|google-small|Paradox (Olivia)", "prompt": "c158-l2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary ATS is Workday: Evaluate **Paradox** first, as its native integration is incredibly deep."}, {"id": "mai-20260917-1752-baseline|c158-l2|meta-small|Gem", "prompt": "c158-l2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recruiting coordination tool for a large B2B company with thousands of employees would be Gem, as it is considered the best for enterprise companies"}, {"id": "mai-20260917-1752-baseline|c158-l2|meta-small|Greenhouse", "prompt": "c158-l2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other top recruiting tools include Greenhouse, Recruiterslineup, and Truffle."}, {"id": "mai-20260917-1752-baseline|c158-l2|meta-small|Recruiterslineup", "prompt": "c158-l2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Recruiterslineup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other top recruiting tools include Greenhouse, Recruiterslineup, and Truffle."}, {"id": "mai-20260917-1752-baseline|c158-l2|meta-small|Truffle", "prompt": "c158-l2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other top recruiting tools include Greenhouse, Recruiterslineup, and Truffle."}, {"id": "mai-20260917-1752-baseline|c158-l2|minimax-small|candidate.fyi", "prompt": "c158-l2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **candidate.fyi** as your primary choice for a recruiting coordination tool"}, {"id": "mai-20260917-1752-baseline|c158-l2|minimax-small|Paradox (Workday)", "prompt": "c158-l2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Paradox (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you're already using Workday, specifically for high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c158-l2|minimax-small|Sense", "prompt": "c158-l2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for candidate engagement & nurturing, with multi-channel communication"}, {"id": "mai-20260917-1752-baseline|c158-l2|minimax-small|Greenhouse", "prompt": "c158-l2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the top ATS platforms with robust recruiting tools, though more comprehensive than just coordination"}, {"id": "mai-20260917-1752-baseline|c158-l2|mistral-small|Workday Recruiting", "prompt": "c158-l2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Recruiting** – Best for enterprises already using Workday HCM, offering seamless integration and scalability for large organizations."}, {"id": "mai-20260917-1752-baseline|c158-l2|mistral-small|Greenhouse", "prompt": "c158-l2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A top choice for high-volume hiring, with strong process automation, customizable pipelines, and excellent analytics"}, {"id": "mai-20260917-1752-baseline|c158-l2|mistral-small|iCIMS", "prompt": "c158-l2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its scalability and ability to manage complex recruiting workflows, making it suitable for large companies"}, {"id": "mai-20260917-1752-baseline|c158-l2|moonshot-small|iCIMS", "prompt": "c158-l2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**iCIMS** is likely your strongest option due to its enterprise-grade configurability"}, {"id": "mai-20260917-1752-baseline|c158-l2|moonshot-small|Workday Recruiting", "prompt": "c158-l2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Alternative: Workday Recruiting**"}, {"id": "mai-20260917-1752-baseline|c158-l2|moonshot-small|Greenhouse", "prompt": "c158-l2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for tech companies; may lack enterprise depth"}, {"id": "mai-20260917-1752-baseline|c158-l2|moonshot-small|Lever", "prompt": "c158-l2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better for mid-market; less enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c158-l2|moonshot-small|SmartRecruiters", "prompt": "c158-l2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Acquired by SAP in 2025; good global support"}, {"id": "mai-20260917-1752-baseline|c158-l2|openai-small|Greenhouse", "prompt": "c158-l2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best if you want a strong ATS with specialized coordination automation"}, {"id": "mai-20260917-1752-baseline|c158-l2|openai-small|Guide", "prompt": "c158-l2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Guide", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Greenhouse + a dedicated scheduling layer like Guide**"}, {"id": "mai-20260917-1752-baseline|c158-l2|openai-small|Workday Recruiting", "prompt": "c158-l2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is already standardized on Workday"}, {"id": "mai-20260917-1752-baseline|c158-l2|openai-small|Rooster", "prompt": "c158-l2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Rooster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "needs enterprise-grade scheduling integration. G2 highlights Rooster's bi-directional Workday Recruiting integration"}, {"id": "mai-20260917-1752-baseline|c158-l2|openai-small|candidate.fyi", "prompt": "c158-l2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a purpose-built coordination layer that handles scheduling, rescheduling, reminders"}, {"id": "mai-20260917-1752-baseline|c158-l2|openai-small|Ashby", "prompt": "c158-l2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ashby** is worth a serious look"}, {"id": "mai-20260917-1752-baseline|c158-l2|xai-small|Workday Recruiting", "prompt": "c158-l2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday Recruiting** (part of the Workday HCM suite) as the top choice for recruiting coordination."}, {"id": "mai-20260917-1752-baseline|c158-l2|xai-small|iCIMS", "prompt": "c158-l2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iCIMS** (Best for high-volume, compliance-heavy ops): Modular suite for 1,000+ employee firms."}, {"id": "mai-20260917-1752-baseline|c158-l2|xai-small|Greenhouse", "prompt": "c158-l2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** (Best for structured, collaborative hiring): Intuitive for tech-forward B2B"}, {"id": "mai-20260917-1752-baseline|c158-l2|xai-small|Oracle Taleo", "prompt": "c158-l2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Oracle Taleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Oracle Taleo** or **SAP SuccessFactors**: If locked into Oracle/SAP ecosystems."}, {"id": "mai-20260917-1752-baseline|c158-l2|xai-small|SAP SuccessFactors", "prompt": "c158-l2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle Taleo** or **SAP SuccessFactors**: If locked into Oracle/SAP ecosystems."}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|candidate.fyi", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|GoodTime", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with candidate.fyi or GoodTime.** Both are purpose-built for enterprise-level coordination"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|Guide", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Guide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex workflows and multi-step approvals | AI agent (Aria) reduces scheduling workflows to single-click approvals"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|Cal.com", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexibility and customization | Transparent pricing with strong routing capabilities"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|Paradox (Olivia)", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Conversational scheduling and candidate engagement"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|ModernLoop", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Technical recruiting and load balancing | Specialized for technical roles and high-volume pipelines"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|Workday Recruiting", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workday Recruiting** — Best for Workday HCM-first organizations"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|SAP SuccessFactors", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SAP SuccessFactors** — Best for SAP HCM-first organizations"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|Oracle Recruiting Cloud", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Oracle Recruiting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Oracle Recruiting Cloud** — Best for Oracle HCM-first organizations"}, {"id": "mai-20260917-1752-baseline|c158-l2|zai-small|iCIMS", "prompt": "c158-l2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**iCIMS** — Best for organizations prioritizing deep ATS integrations"}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|GoodTime", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have complex panel interviews and many stakeholders:** Choose **GoodTime**."}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|Paradox (Olivia)", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to reduce administrative overhead via AI chatbots:** Choose **Paradox**."}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|Cal.com", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need full control over your data and custom integrations:** Choose **Cal.com**."}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|Calendly", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While Calendly is dominant for SMBs, Cal.com offers enterprise-grade security"}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|ModernLoop", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are hiring heavily for technical roles with multiple rounds:** Choose **ModernLoop**."}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|Prelude", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** Companies focused on hyper-personalized candidate experiences and accessibility."}, {"id": "mai-20260917-1752-baseline|c158-l3|alibaba-small|VidCruiter", "prompt": "c158-l3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If legal compliance and standardized questioning are your top priority:** Choose **VidCruiter**."}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|MokaHR", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top picks are MokaHR, Greenhouse, Lever, SmartRecruiters, and GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|Greenhouse", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse includes basic interview scheduling natively within the ATS. For low-volume hiring, it's sufficient"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|Lever", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top picks are MokaHR, Greenhouse, Lever, SmartRecruiters, and GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|SmartRecruiters", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top picks are MokaHR, Greenhouse, Lever, SmartRecruiters, and GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|GoodTime", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "GoodTime combines automated interview scheduling with interviewer selection and replacement, workflow automation... and enterprise-grade controls"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|candidate.fyi", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "candidate.fyi, which is the top-rated interview scheduling software for enterprise recruiting teams"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|VidCruiter", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "VidCruiter combines interview scheduling with structured interviews, video interviewing... a strong fit for enterprise teams"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|Paradox", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Paradox's Olivia handles text-based scheduling in under 2 minutes... strongest for retail, hospitality, and hourly workforce hiring"}, {"id": "mai-20260917-1752-baseline|c158-l3|anthropic-small|Calendly", "prompt": "c158-l3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Calendly doesn't handle panel construction, ATS writeback... making it unsuitable for enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|GoodTime", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodTime** is the best fit for **complex enterprise panels** and high coordination volume"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|candidate.fyi", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "positioned as an **AI coordination platform** for enterprise recruiting teams"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|Paradox (Olivia)", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out for **conversational scheduling** through chat, SMS, WhatsApp, and email"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|ModernLoop", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "geared toward **technical recruiting and engineering-heavy teams**"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|Greenhouse", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an **ATS-native** option with strong structured hiring, scorecards, collaboration, analytics, and embedded scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|Lever", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "more focused on a **unified ATS + CRM** workflow"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|SmartRecruiters", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "designed for **large global enterprises** needing customizable interview kits, compliance"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|VidCruiter", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for **formal, process-driven enterprises**"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|HireVue", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strongest when scheduling is part of a broader **enterprise assessment and structured interview program**"}, {"id": "mai-20260917-1752-baseline|c158-l3|challenger-small|Cal.com", "prompt": "c158-l3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it is generally less specialized than dedicated enterprise recruiting tools"}, {"id": "mai-20260917-1752-baseline|c158-l3|deepseek-small|GoodTime HIRE", "prompt": "c158-l3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime HIRE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "You run 500+ hires/year, with complex 3–6 person panel loops (tech, product, leadership) | **GoodTime** or **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l3|deepseek-small|HireVue", "prompt": "c158-l3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need compliance and video at scale, HireVue is the only one in that league."}, {"id": "mai-20260917-1752-baseline|c158-l3|deepseek-small|ModernLoop", "prompt": "c158-l3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You’re an engineering-heavy org that loves Greenhouse and wants zero-click scheduling | **ModernLoop**"}, {"id": "mai-20260917-1752-baseline|c158-l3|deepseek-small|Paradox (Olivia)", "prompt": "c158-l3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Paradox** has had public security breaches in recent years — a real concern for large orgs."}, {"id": "mai-20260917-1752-baseline|c158-l3|deepseek-small|Calendly (Enterprise)", "prompt": "c158-l3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Calendly | **Shallow** (via Zapier or native connectors) | No native ATS concept ... it wasn’t built for handling sensitive interview data"}, {"id": "mai-20260917-1752-baseline|c158-l3|deepseek-small|candidate.fyi", "prompt": "c158-l3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you need GoodTime, ModernLoop, or candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-l3|google-small|candidate.fyi", "prompt": "c158-l3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **candidate.fyi** if you want an AI-first coordination layer that runs autonomously in the background"}, {"id": "mai-20260917-1752-baseline|c158-l3|google-small|GoodTime (GoodTime.io)", "prompt": "c158-l3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime (GoodTime.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The industry standard for complex, panel-heavy, and structured hiring."}, {"id": "mai-20260917-1752-baseline|c158-l3|google-small|ModernLoop", "prompt": "c158-l3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **ModernLoop** if your team relies heavily on Greenhouse/Lever"}, {"id": "mai-20260917-1752-baseline|c158-l3|google-small|Paradox (featuring Olivia)", "prompt": "c158-l3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (featuring Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Paradox** if you operate on Workday and your hiring is defined by high-volume, hourly, or frontline staff"}, {"id": "mai-20260917-1752-baseline|c158-l3|google-small|Calendly Enterprise (including Prelude)", "prompt": "c158-l3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly Enterprise (including Prelude)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Calendly Enterprise** if your goal is an all-in-one corporate license"}, {"id": "mai-20260917-1752-baseline|c158-l3|google-small|VidCruiter", "prompt": "c158-l3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Public sector, government agencies, education, and highly regulated enterprises"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|GoodTime", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodTime is best for enterprise-level recruiting panel coordination"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|candidate.fyi", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for enterprise talent acquisition teams with complex panel workflows and high coordination volume"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|Cal.com", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best overall for flexibility, customization, routing, and transparent pricing"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|Calendly", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Calendly is best for simple and basic recruitment scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|ModernLoop", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ModernLoop is best for technical recruiting and load balancing"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|Paradox (Olivia)", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paradox (Olivia) is best for conversational AI scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l3|meta-small|Prelude", "prompt": "c158-l3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prelude is another option worth considering"}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|GoodTime", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodTime is widely recognized as the enterprise leader in interview scheduling."}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|candidate.fyi", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Positioned as themost comprehensive AI coordination platform for enterprise recruiting teams"}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|ModernLoop", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong contender in the mid-market"}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|Paradox (Workday)", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High-volume frontline hiring:** Paradox"}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|Calendly", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Calendly** struggles with complex panel arrangements"}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|Cronofy", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Building custom scheduling features:** Cronofy"}, {"id": "mai-20260917-1752-baseline|c158-l3|minimax-small|WhenMeet", "prompt": "c158-l3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "WhenMeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Small teams/startups:** Calendly, WhenMeet (free option)"}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|candidate.fyi", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large enterprise talent acquisition teams (1,000+ employees) with complex panel workflows and high-volume hiring."}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|GoodTime", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "candidate.fyi and GoodTime lead in autonomous AI and analytics"}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|Paradox (now part of Workday)", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (now part of Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paradox for high-volume conversational hiring"}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|ModernLoop", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ModernLoop for technical recruiting"}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|VidCruiter", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VidCruiter for global, video-heavy processes"}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|Calendly (Enterprise tier)", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly (Enterprise tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may lack some advanced enterprise features like deep ATS integration or autonomous AI coordination"}, {"id": "mai-20260917-1752-baseline|c158-l3|mistral-small|Greenhouse (ATS-native)", "prompt": "c158-l3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse (ATS-native)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native scheduling within the ATS, streamlining workflows for existing users."}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|GoodTime", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose GoodTime if you need to automate complex, global, multi-panel loops at scale with robust interviewer management."}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|candidate.fyi", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose candidate.fyi if you want a single AI platform that handles scheduling and the full candidate communication/feedback workflow."}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|ModernLoop", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ModernLoop if you're a tech company in the mid-market with structured loops"}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|Paradox (Olivia)", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Paradox if you're hiring thousands of frontline workers"}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|HireVue Scheduling", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limitation: Most valuable if you're already in the HireVue ecosystem; less flexible as a standalone scheduler"}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|Greenhouse", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Prelude, is being wound down by Calendly in 2026"}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|Prelude", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its dedicated scheduling arm, Prelude, is being wound down by Calendly in 2026"}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|Lever", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Less powerful than dedicated orchestration tools for massive panel complexity"}, {"id": "mai-20260917-1752-baseline|c158-l3|moonshot-small|Calendly", "prompt": "c158-l3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid relying solely on Calendly for enterprise panel hiring"}, {"id": "mai-20260917-1752-baseline|c158-l3|openai-small|GoodTime", "prompt": "c158-l3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: **large, complex enterprise scheduling**"}, {"id": "mai-20260917-1752-baseline|c158-l3|openai-small|Paradox", "prompt": "c158-l3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **conversational, high-volume scheduling**"}, {"id": "mai-20260917-1752-baseline|c158-l3|openai-small|Ashby", "prompt": "c158-l3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **modern ATS + scheduling in one system**"}, {"id": "mai-20260917-1752-baseline|c158-l3|openai-small|Greenhouse", "prompt": "c158-l3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: **enterprise ATS with scheduling as part of a broader hiring platform**"}, {"id": "mai-20260917-1752-baseline|c158-l3|openai-small|Yello", "prompt": "c158-l3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Yello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: **campus recruiting and event-heavy hiring**"}, {"id": "mai-20260917-1752-baseline|c158-l3|openai-small|Calendly for Recruiting", "prompt": "c158-l3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly for Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's not as specialized for enterprise recruiting complexity as GoodTime, Paradox, or Ashby"}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|GoodTime", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodTime** | Complex panel scheduling at scale | AI interviewer selection/load balancing, analytics, workflow automation"}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|candidate.fyi", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Autonomous AI for full panels/intelligence, comms, feedback; excels in Workday ecosystems."}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|ModernLoop", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zero-click scheduling, interviewer training tracking, ATS-native panels."}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|Calendly Enterprise", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Universal, low-friction entry for all-company use (incl. recruiting). Weaker on advanced panels/AI"}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|Paradox (now Workday-integrated)", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (now Workday-integrated)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Conversational AI via SMS/WhatsApp, self-scheduling. Workday-native now. Limited for complex panels."}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|VidCruiter", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Video or ATS-integrated; less standalone scheduling power."}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|Greenhouse", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ATS-native options like Greenhouse or Lever offer built-in scheduling but are more holistic platforms."}, {"id": "mai-20260917-1752-baseline|c158-l3|xai-small|Lever", "prompt": "c158-l3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ATS-native options like Greenhouse or Lever offer built-in scheduling but are more holistic platforms."}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|GoodTime", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum AI orchestration and panel interview complexity: GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|candidate.fyi", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Workday/Greenhouse-native integration: candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|Calendly (Recruiting Tier)", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly (Recruiting Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Breaks down for complex panel interviews and enterprise-scale coordination"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|ModernLoop", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For ATS-native zero-click scheduling: ModernLoop"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|Paradox", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For conversational, messaging-based candidate engagement: Paradox"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|VidCruiter", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For video-first, HRIS-integrated solution: VidCruiter"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|Jinba Flow", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Jinba Flow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprises needing SOC II-compliant, custom scheduling workflows"}, {"id": "mai-20260917-1752-baseline|c158-l3|zai-small|Avature Interview Scheduler", "prompt": "c158-l3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Avature Interview Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations already using Avature ATS"}, {"id": "mai-20260917-1752-baseline|c158-l4|alibaba-small|Greenhouse (Enterprise Plan)", "prompt": "c158-l4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Greenhouse (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workflow Efficiency** | **Greenhouse** | Pay for **Active Requisitions**, not individual users."}, {"id": "mai-20260917-1752-baseline|c158-l4|alibaba-small|Calendly (Enterprise License)", "prompt": "c158-l4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly (Enterprise License)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Calendly is the market leader for availability links, but their standard pricing is too expensive for thousands of users. You must opt for their **Enterprise Solution**."}, {"id": "mai-20260917-1752-baseline|c158-l4|alibaba-small|Microsoft Bookings", "prompt": "c158-l4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maximum. It is part of your existing operational overhead.... lacks \"Recruiting Workflow\" features"}, {"id": "mai-20260917-1752-baseline|c158-l4|alibaba-small|HireVue", "prompt": "c158-l4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Video-Specific Alternative: HireVue or Vervoe"}, {"id": "mai-20260917-1752-baseline|c158-l4|alibaba-small|Vervoe", "prompt": "c158-l4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like **Vervoe** or **Xoxoday Plum** often charge per \"Candidate Attempt\""}, {"id": "mai-20260917-1752-baseline|c158-l4|alibaba-small|Xoxoday Plum", "prompt": "c158-l4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Xoxoday Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms like **Vervoe** or **Xoxoday Plum** often charge per \"Candidate Attempt\""}, {"id": "mai-20260917-1752-baseline|c158-l4|anthropic-small|GoodTime", "prompt": "c158-l4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodTime is the most commonly recommended enterprise scheduling platform for large companies."}, {"id": "mai-20260917-1752-baseline|c158-l4|anthropic-small|candidate.fyi", "prompt": "c158-l4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "candidate.fyi is another enterprise option positioned similarly."}, {"id": "mai-20260917-1752-baseline|c158-l4|anthropic-small|Lunacal", "prompt": "c158-l4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Lunacal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For per-seat pricing predictability, Lunacal is priced per user across three main tiers"}, {"id": "mai-20260917-1752-baseline|c158-l4|challenger-small|GoodTime", "prompt": "c158-l4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodTime** is the strongest practical choice for enterprise hiring at scale"}, {"id": "mai-20260917-1752-baseline|c158-l4|challenger-small|candidate.fyi", "prompt": "c158-l4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**candidate.fyi** is also positioned as a leading enterprise option for large TA teams"}, {"id": "mai-20260917-1752-baseline|c158-l4|challenger-small|Calendly", "prompt": "c158-l4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Per-seat tools** like Calendly-style products can become expensive and unpredictable when thousands of users need access"}, {"id": "mai-20260917-1752-baseline|c158-l4|challenger-small|Paradox", "prompt": "c158-l4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paradox** or **VidCruiter** — viable if your company wants quote-based enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c158-l4|challenger-small|VidCruiter", "prompt": "c158-l4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paradox** or **VidCruiter** — viable if your company wants quote-based enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c158-l4|deepseek-small|Calendly", "prompt": "c158-l4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Calendly / per-seat tools** ($10–$16/user/month) — with thousands of users, cost scales violently with headcount and is the opposite of predictable."}, {"id": "mai-20260917-1752-baseline|c158-l4|deepseek-small|GoodTime", "prompt": "c158-l4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **GoodTime** (the enterprise standard, unlimited users priced on candidate volume)"}, {"id": "mai-20260917-1752-baseline|c158-l4|deepseek-small|candidate.fyi", "prompt": "c158-l4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **candidate.fyi** (unlimited users, no per-seat/per-interview fees)"}, {"id": "mai-20260917-1752-baseline|c158-l4|deepseek-small|Noon", "prompt": "c158-l4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Noon's** single-plan unlimited-seat model gives the most predictable total cost"}, {"id": "mai-20260917-1752-baseline|c158-l4|google-small|Calendly", "prompt": "c158-l4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional per-seat pricing models** (like Calendly's $15–$20/month per user) **become a financial trap**"}, {"id": "mai-20260917-1752-baseline|c158-l4|google-small|GoodTime (GoodTime Hire)", "prompt": "c158-l4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime (GoodTime Hire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GoodTime is the industry leader for enterprise recruiting orchestration... your bill remains completely flat and predictable."}, {"id": "mai-20260917-1752-baseline|c158-l4|google-small|Cal.com", "prompt": "c158-l4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for unlimited users if self-hosted (open-source)**, or custom enterprise/API pricing"}, {"id": "mai-20260917-1752-baseline|c158-l4|google-small|Paradox (Olivia)", "prompt": "c158-l4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** High-volume, hourly, retail, or frontline hiring."}, {"id": "mai-20260917-1752-baseline|c158-l4|google-small|candidate.fyi", "prompt": "c158-l4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "charge only for \"Coordinator\" seats, allowing unlimited interviewer/hiring manager calendars for free"}, {"id": "mai-20260917-1752-baseline|c158-l4|meta-small|candidate.fyi", "prompt": "c158-l4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "candidate.fyi - Offers autonomous AI coordination and interview intelligence in one platform, with pricing starting at around $30,000 per year for custom contracts."}, {"id": "mai-20260917-1752-baseline|c158-l4|meta-small|GoodTime", "prompt": "c158-l4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoodTime - Provides interviewer selection and load balancing at scale, with pricing ranging from $40,000 to $100,000+ per year"}, {"id": "mai-20260917-1752-baseline|c158-l4|meta-small|Paradox (Workday)", "prompt": "c158-l4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Paradox (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers conversational AI scheduling via SMS/WhatsApp, with custom pricing."}, {"id": "mai-20260917-1752-baseline|c158-l4|meta-small|ModernLoop", "prompt": "c158-l4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides zero-click scheduling and interviewer training tracking, with pricing ranging from $6,000 to $100,000 per year."}, {"id": "mai-20260917-1752-baseline|c158-l4|minimax-small|Calendly", "prompt": "c158-l4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "becomes expensive with thousands of users"}, {"id": "mai-20260917-1752-baseline|c158-l4|minimax-small|GoodTime", "prompt": "c158-l4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoodTime** — if your hiring volume is consistent and you want AI-powered panel scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l4|minimax-small|candidate.fyi", "prompt": "c158-l4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**candidate.fyi** — if you want true unlimited users + jobs with a single predictable annual contract"}, {"id": "mai-20260917-1752-baseline|c158-l4|minimax-small|Noon", "prompt": "c158-l4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Noon** — if you want scheduling as part of a broader autonomous sourcing workflow"}, {"id": "mai-20260917-1752-baseline|c158-l4|mistral-small|GoodTime", "prompt": "c158-l4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodTime and candidate.fyi are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c158-l4|mistral-small|candidate.fyi", "prompt": "c158-l4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GoodTime and candidate.fyi are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c158-l4|mistral-small|ModernLoop", "prompt": "c158-l4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ModernLoop** and **Paradox (Workday)** are also options"}, {"id": "mai-20260917-1752-baseline|c158-l4|mistral-small|Paradox (Workday)", "prompt": "c158-l4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Paradox (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ModernLoop** and **Paradox (Workday)** are also options"}, {"id": "mai-20260917-1752-baseline|c158-l4|mistral-small|Calendly", "prompt": "c158-l4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less suitable for thousands of users due to per-seat pricing and less robust enterprise features"}, {"id": "mai-20260917-1752-baseline|c158-l4|moonshot-small|GoodTime", "prompt": "c158-l4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is generally **GoodTime**"}, {"id": "mai-20260917-1752-baseline|c158-l4|moonshot-small|candidate.fyi", "prompt": "c158-l4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **candidate.fyi** as a strong alternative"}, {"id": "mai-20260917-1752-baseline|c158-l4|moonshot-small|Calendly", "prompt": "c158-l4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid general scheduling tools like **Calendly** for this use case."}, {"id": "mai-20260917-1752-baseline|c158-l4|openai-small|GoodTime", "prompt": "c158-l4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with a slight edge to **GoodTime** if you want pricing that scales by **candidate volume rather than user count**"}, {"id": "mai-20260917-1752-baseline|c158-l4|openai-small|Ashby Enterprise", "prompt": "c158-l4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Ashby Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ashby Enterprise** \\u2014 best if you want recruiting suite consolidation with predictable enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c158-l4|openai-small|Calendly", "prompt": "c158-l4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its typical per-seat pricing model is less ideal when thousands of people need access"}, {"id": "mai-20260917-1752-baseline|c158-l4|xai-small|GoodTime", "prompt": "c158-l4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodTime stands out as the best interview scheduling software for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c158-l4|xai-small|Calendly", "prompt": "c158-l4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Calendly Enterprise**: Starts at $15K/year (tiered discounts beyond 100+ seats), but still seat-based\\u2014less ideal for *thousands*."}, {"id": "mai-20260917-1752-baseline|c158-l4|xai-small|YouCanBookMe", "prompt": "c158-l4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "per-seat tools like Calendly ... or YouCanBookMe/others (~$16/user/month) could hit $1M+/year"}, {"id": "mai-20260917-1752-baseline|c158-l4|xai-small|SavvyCal", "prompt": "c158-l4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "SavvyCal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "unlike general schedulers (Calendly, SavvyCal) that lack deep recruiting workflows"}, {"id": "mai-20260917-1752-baseline|c158-l4|xai-small|Noon", "prompt": "c158-l4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat-fee single plan with unlimited seats/users/sourcing... Great if you want broader recruiting AI, but less specialized in pure scheduling."}, {"id": "mai-20260917-1752-baseline|c158-l4|xai-small|FluentBooking", "prompt": "c158-l4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "FluentBooking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ultra-cheap flat ... but lacks enterprise recruiting depth/security/integrations."}, {"id": "mai-20260917-1752-baseline|c158-l4|zai-small|Calendly", "prompt": "c158-l4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a tool that charges per user (like Calendly) will result in a bill that scales directly with your headcount, making it impossible to forecast"}, {"id": "mai-20260917-1752-baseline|c158-l4|zai-small|Candidate.fyi", "prompt": "c158-l4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your primary concern is the cost of having thousands of employees using the tool, select **Candidate.fyi**."}, {"id": "mai-20260917-1752-baseline|c158-l4|zai-small|Noon", "prompt": "c158-l4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Strong Alternative: Noon"}, {"id": "mai-20260917-1752-baseline|c158-l4|zai-small|GoodTime", "prompt": "c158-l4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High Volume: GoodTime ... Good for volume, risky for headcount."}, {"id": "mai-20260917-1752-baseline|c158-l5|challenger-small|GoodTime", "prompt": "c158-l5", "model": "challenger-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodTime** | High-volume, multi-panel enterprise hiring | Strong for scheduling automation and interviewer coordination at scale."}, {"id": "mai-20260917-1752-baseline|c158-l5|challenger-small|VidCruiter", "prompt": "c158-l5", "model": "challenger-small", "cat": "interview-scheduling", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emphasizes enterprise security and certifications, including SOC 2 Type II and ISO certifications."}, {"id": "mai-20260917-1752-baseline|c158-l5|challenger-small|Avature", "prompt": "c158-l5", "model": "challenger-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprise with strict IT/security requirements | Offers SOC 2 Type II, ISO 27001, SAML SSO, MFA, role controls"}, {"id": "mai-20260917-1752-baseline|c158-l5|challenger-small|Doodle", "prompt": "c158-l5", "model": "challenger-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simpler enterprise scheduling with strong access controls | Offers SSO, MFA, role-based access, and dedicated customer success."}, {"id": "mai-20260917-1752-baseline|c158-l5|challenger-small|candidate.fyi", "prompt": "c158-l5", "model": "challenger-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams on Workday or similar ATS environments | Emphasizes enterprise controls like SOC 2 Type II, SSO, audit logs, and permissions."}, {"id": "mai-20260917-1752-baseline|c158-l5|meta-small|VidCruiter", "prompt": "c158-l5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top interview scheduling software that meet these criteria include: 1. VidCruiter"}, {"id": "mai-20260917-1752-baseline|c158-l5|meta-small|Avature", "prompt": "c158-l5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Avature"}, {"id": "mai-20260917-1752-baseline|c158-l5|meta-small|GoodTime", "prompt": "c158-l5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-l5|meta-small|candidate.fyi", "prompt": "c158-l5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-l5|meta-small|Lever", "prompt": "c158-l5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Lever"}, {"id": "mai-20260917-1752-baseline|c158-l5|minimax-small|GoodTime", "prompt": "c158-l5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Leading options for enterprise:** GoodTime, VidCruiter, Guide, Ashby, and ModernLoop all advertise SOC 2, SSO, and enterprise capabilities."}, {"id": "mai-20260917-1752-baseline|c158-l5|minimax-small|VidCruiter", "prompt": "c158-l5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Leading options for enterprise:** GoodTime, VidCruiter, Guide, Ashby, and ModernLoop all advertise SOC 2, SSO, and enterprise capabilities."}, {"id": "mai-20260917-1752-baseline|c158-l5|minimax-small|Guide", "prompt": "c158-l5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Guide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Leading options for enterprise:** GoodTime, VidCruiter, Guide, Ashby, and ModernLoop all advertise SOC 2, SSO, and enterprise capabilities."}, {"id": "mai-20260917-1752-baseline|c158-l5|minimax-small|Ashby", "prompt": "c158-l5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Leading options for enterprise:** GoodTime, VidCruiter, Guide, Ashby, and ModernLoop all advertise SOC 2, SSO, and enterprise capabilities."}, {"id": "mai-20260917-1752-baseline|c158-l5|minimax-small|ModernLoop", "prompt": "c158-l5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Leading options for enterprise:** GoodTime, VidCruiter, Guide, Ashby, and ModernLoop all advertise SOC 2, SSO, and enterprise capabilities."}, {"id": "mai-20260917-1752-baseline|c158-l5|mistral-small|Greenhouse Scheduling", "prompt": "c158-l5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Greenhouse Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Greenhouse Scheduling, Paradox (Olivia), X.ai, Calendly Enterprise, or Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c158-l5|mistral-small|Paradox (Olivia)", "prompt": "c158-l5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: Greenhouse Scheduling, Paradox (Olivia), X.ai, Calendly Enterprise, or Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c158-l5|mistral-small|X.ai", "prompt": "c158-l5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "X.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: Greenhouse Scheduling, Paradox (Olivia), X.ai, Calendly Enterprise, or Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c158-l5|mistral-small|Calendly Enterprise", "prompt": "c158-l5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: Greenhouse Scheduling, Paradox (Olivia), X.ai, Calendly Enterprise, or Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c158-l5|mistral-small|Microsoft Bookings", "prompt": "c158-l5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Bookings (if tightly integrated with your stack)"}, {"id": "mai-20260917-1752-baseline|c158-l5|moonshot-small|Calendly", "prompt": "c158-l5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Calendly Enterprise: Strong SSO/SCIM/Domain Control, but verify whether its interview panel logic meets your complexity needs—it is often insufficient for multi-loop hiring at scale."}, {"id": "mai-20260917-1752-baseline|c158-l5|moonshot-small|Microsoft Bookings", "prompt": "c158-l5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Microsoft Bookings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generic calendar tools (Calendly, Microsoft Bookings)... The former will fail procurement checks for recruiting-specific compliance and workflow depth"}, {"id": "mai-20260917-1752-baseline|c158-l5|moonshot-small|GoodTime", "prompt": "c158-l5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "GoodTime: Strong panel coordination, load balancing, native ATS depth, publishes SOC 2 Type II / ISO 42001."}, {"id": "mai-20260917-1752-baseline|c158-l5|moonshot-small|candidate.fyi", "prompt": "c158-l5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "candidate.fyi: High automation rate (82% without human intervention), strong Workday/Greenhouse integration."}, {"id": "mai-20260917-1752-baseline|c158-l5|moonshot-small|VidCruiter", "prompt": "c158-l5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VidCruiter: Heavy compliance footprint (SOC 2 Type II, ISO 27001, GDPR, CCPA), good for regulated industries."}, {"id": "mai-20260917-1752-baseline|c158-l5|moonshot-small|Paradox", "prompt": "c158-l5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "purpose-built interview coordination platforms (GoodTime, candidate.fyi, VidCruiter, Paradox)"}, {"id": "mai-20260917-1752-baseline|c158-l5|xai-small|GoodTime", "prompt": "c158-l5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: GoodTime (enterprise panels), candidate.fyi (ATS depth), VidCruiter (compliance-heavy), Paradox (AI comms)."}, {"id": "mai-20260917-1752-baseline|c158-l5|xai-small|candidate.fyi", "prompt": "c158-l5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "candidate.fyi (ATS depth)"}, {"id": "mai-20260917-1752-baseline|c158-l5|xai-small|Lever", "prompt": "c158-l5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top vendors like GoodTime, candidate.fyi, Lever, Paradox, and VidCruiter frequently meet SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline|c158-l5|xai-small|Paradox", "prompt": "c158-l5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paradox (AI comms)"}, {"id": "mai-20260917-1752-baseline|c158-l5|xai-small|VidCruiter", "prompt": "c158-l5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VidCruiter (compliance-heavy)"}, {"id": "mai-20260917-1752-baseline|c158-l5|xai-small|Calendly", "prompt": "c158-l5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Shiny demos fail at scale; ignore \"basic Calendly wrappers.\""}, {"id": "mai-20260917-1752-baseline|c158-l6|alibaba-small|Calendly", "prompt": "c158-l6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-Grade Solo Scheduling Tools (e.g., Calendly *as a standalone*) ... often fail in large enterprise environments"}, {"id": "mai-20260917-1752-baseline|c158-l6|alibaba-small|Greenhouse", "prompt": "c158-l6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose a scheduler deeply embedded within your existing ecosystem (e.g., Greenhouse, Lever, Eightfold, or workday-specific partners)"}, {"id": "mai-20260917-1752-baseline|c158-l6|alibaba-small|Lever", "prompt": "c158-l6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "e.g., Greenhouse, Lever, Eightfold, or workday-specific partners"}, {"id": "mai-20260917-1752-baseline|c158-l6|alibaba-small|Eightfold", "prompt": "c158-l6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e.g., Greenhouse, Lever, Eightfold, or workday-specific partners"}, {"id": "mai-20260917-1752-baseline|c158-l6|anthropic-small|Calendly", "prompt": "c158-l6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid at Enterprise Scale... **Calendly**: Breaks down quickly once you introduce panel interviews, ATS-integrated workflows, or any coordination complexity."}, {"id": "mai-20260917-1752-baseline|c158-l6|anthropic-small|Native ATS Scheduling (Greenhouse/Lever)", "prompt": "c158-l6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Native ATS Scheduling (Greenhouse/Lever)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "these lack the automation depth, AI layer, and candidate experience features of dedicated platforms... less suited for enterprise-scale complexity"}, {"id": "mai-20260917-1752-baseline|c158-l6|challenger-small|Calendly", "prompt": "c158-l6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The strongest warning in the results is against **Calendly for enterprise recruiting**. One source says it works well for individuals and small teams but \"breaks down fast\" for enterprise"}, {"id": "mai-20260917-1752-baseline|c158-l6|challenger-small|Doodle", "prompt": "c158-l6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "useful for panel availability polling, but it has **no ATS integration** and relies on a vote-based workflow"}, {"id": "mai-20260917-1752-baseline|c158-l6|challenger-small|Appointlet", "prompt": "c158-l6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Appointlet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for small teams and time-zone handling, but it has **limited automation** and **limited ATS depth**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|Calendly", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid generic consumer scheduling tools (especially bare Calendly)"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|Doodle", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic calendar/polling tools (Doodle, Cal.com \"basic\" use, Zeeg, etc.) These are **not recruiting-specific**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|Cal.com", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic calendar/polling tools (Doodle, Cal.com \"basic\" use, Zeeg, etc.) These are **not recruiting-specific**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|Zeeg", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Zeeg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic calendar/polling tools (Doodle, Cal.com \"basic\" use, Zeeg, etc.) These are **not recruiting-specific**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|GoodTime", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tools purpose-built for enterprise recruiting — **GoodTime**, **VidCruiter**, **Avature**, **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|VidCruiter", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "purpose-built for enterprise recruiting — **GoodTime**, **VidCruiter**, **Avature**, **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|Avature", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "purpose-built for enterprise recruiting — **GoodTime**, **VidCruiter**, **Avature**, **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l6|deepseek-small|candidate.fyi", "prompt": "c158-l6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "purpose-built for enterprise recruiting — **GoodTime**, **VidCruiter**, **Avature**, **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|Calendly", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Basic or standard tiers of **Calendly, Doodle, YouCanBookMe, Koalendar**... Why to avoid/be cautious"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|Doodle", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Basic or standard tiers of **Calendly, Doodle, YouCanBookMe, Koalendar**"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|YouCanBookMe", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Basic or standard tiers of **Calendly, Doodle, YouCanBookMe, Koalendar**"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|Koalendar", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Koalendar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples: Basic or standard tiers of **Calendly, Doodle, YouCanBookMe, Koalendar**"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|Prelude", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Prelude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it should be entirely removed from active procurement shortlists to avoid vendor lock-in with a dying product"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|Arrange", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Arrange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Arrange** (or other agency-focused tools)... Built for the Wrong Workflow"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|GoodTime", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise-grade AI \"interview orchestration\" platforms (such as **GoodTime**, **ModernLoop**, or **candidate.fyi**), screen closely for these limitations"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|ModernLoop", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as **GoodTime**, **ModernLoop**, or **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l6|google-small|candidate.fyi", "prompt": "c158-l6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "such as **GoodTime**, **ModernLoop**, or **candidate.fyi**"}, {"id": "mai-20260917-1752-baseline|c158-l6|meta-small|Calendly", "prompt": "c158-l6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Calendly - It is a simple tool that works for basic single-interviewer scheduling but breaks under enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c158-l6|meta-small|Doodle", "prompt": "c158-l6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it has no ATS integration and advanced features require a paid plan"}, {"id": "mai-20260917-1752-baseline|c158-l6|meta-small|Recruitee", "prompt": "c158-l6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has no free tier and can be feature-heavy for teams that just need scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l6|meta-small|candidate.fyi", "prompt": "c158-l6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "tools like candidate.fyi, GoodTime, and HireVue are more suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c158-l6|meta-small|GoodTime", "prompt": "c158-l6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "tools like candidate.fyi, GoodTime, and HireVue are more suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c158-l6|meta-small|HireVue", "prompt": "c158-l6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "tools like candidate.fyi, GoodTime, and HireVue are more suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c158-l6|minimax-small|Calendly", "prompt": "c158-l6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple sources explicitly warn against using Calendly for enterprise-scale recruiting"}, {"id": "mai-20260917-1752-baseline|c158-l6|minimax-small|GoodTime", "prompt": "c158-l6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoodTime** – specifically designed for enterprise recruiting with AI-driven automation"}, {"id": "mai-20260917-1752-baseline|c158-l6|minimax-small|ModernLoop", "prompt": "c158-l6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ModernLoop** (now part of Gem) – strong for technical recruiting and panel coordination"}, {"id": "mai-20260917-1752-baseline|c158-l6|minimax-small|HireVue", "prompt": "c158-l6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HireVue** – enterprise-grade with video interviewing + assessments + scheduling"}, {"id": "mai-20260917-1752-baseline|c158-l6|mistral-small|Calendly", "prompt": "c158-l6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid basic self-scheduling tools like Calendly for complex hiring operations"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Calendly", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should **avoid general-purpose scheduling tools** (Calendly, Google, Microsoft Bookings)"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Google Appointment Schedule", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Appointment Schedule", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid general-purpose scheduling tools** (Calendly, Google, Microsoft Bookings)"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Microsoft Bookings", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid general-purpose scheduling tools** (Calendly, Google, Microsoft Bookings)"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Acuity", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Acuity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Basic Self-Scheduling Links (Google Appointment Schedule, Microsoft Bookings, Acuity, SavvyCal) — Why they break at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|SavvyCal", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "SavvyCal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Basic Self-Scheduling Links (... Acuity, SavvyCal) — Why they break at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Workday Recruiting", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious about relying solely on native ATS scheduling** (Workday, basic Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Greenhouse", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Greenhouse native scheduling: Better than Workday but still requires significant manual configuration"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Paradox (Olivia)", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not designed for panel interviews, multi-day loops, or structured hiring programs"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|GoodTime", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "While often recommended, enterprises should evaluate carefully: UI complexity... Occasional bugs"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|candidate.fyi", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**candidate.fyi** – AI coordination layer with deep Workday/Greenhouse native integration"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|ModernLoop", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**ModernLoop** – Built for complex panel scheduling at scale"}, {"id": "mai-20260917-1752-baseline|c158-l6|moonshot-small|Prelude", "prompt": "c158-l6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Prelude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Prelude** – Strong ATS integration with enterprise controls"}, {"id": "mai-20260917-1752-baseline|c158-l6|openai-small|Calendly", "prompt": "c158-l6", "model": "openai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Consumer-grade standalones like Calendly, YouCanBookMe, or Koalendar if they're being used as the primary enterprise interview scheduler"}, {"id": "mai-20260917-1752-baseline|c158-l6|openai-small|YouCanBookMe", "prompt": "c158-l6", "model": "openai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Consumer-grade standalones like Calendly, YouCanBookMe, or Koalendar"}, {"id": "mai-20260917-1752-baseline|c158-l6|openai-small|Koalendar", "prompt": "c158-l6", "model": "openai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Koalendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consumer-grade standalones like Calendly, YouCanBookMe, or Koalendar"}, {"id": "mai-20260917-1752-baseline|c158-l6|openai-small|Greenhouse", "prompt": "c158-l6", "model": "openai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Greenhouse and Lever for ATS-integrated scheduling, because they publish enterprise security/compliance information"}, {"id": "mai-20260917-1752-baseline|c158-l6|openai-small|Lever", "prompt": "c158-l6", "model": "openai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Greenhouse and Lever for ATS-integrated scheduling, because they publish enterprise security/compliance information"}, {"id": "mai-20260917-1752-baseline|c158-l6|openai-small|GoodTime", "prompt": "c158-l6", "model": "openai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GoodTime-type enterprise schedulers if you need complex, high-volume coordination, but you should still vet privacy, integration scope, and AI usage carefully"}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|Calendly", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Fails at enterprise recruiting needs... inadequate for TA teams."}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|Doodle", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Not built for professional recruiting at scale."}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|HubSpot Meetings", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HubSpot Meetings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "When to Avoid: Always for large orgs; they're stopgaps at best."}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|Google/Outlook Booking Links", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google/Outlook Booking Links", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "No support for enterprise complexity—limited to single-user or simple team use."}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|YouCanBookMe free tiers", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe free tiers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "When to Avoid: Always for large orgs; they're stopgaps at best."}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|candidate.fyi", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for recruiting-focused platforms like **candidate.fyi** (AI panels, ATS sync, high autonomy)"}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|GoodTime", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**GoodTime** (AI agents, load balancing; cons: steep UI learning curve, pricey for non-high-volume)"}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|ModernLoop", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ModernLoop**, or **Paradox** (frontline volume)"}, {"id": "mai-20260917-1752-baseline|c158-l6|xai-small|Paradox", "prompt": "c158-l6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Paradox** (frontline volume)"}, {"id": "mai-20260917-1752-baseline|c158-l6|zai-small|Calendly", "prompt": "c158-l6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Is Calendly Good for Enterprise Interview Scheduling? No.\" ... Lacks deep ATS integration ... Enterprise pricing is very high"}, {"id": "mai-20260917-1752-baseline|c158-l6|zai-small|Zoom Basic", "prompt": "c158-l6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Zoom Basic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Basic/standard video interview platforms (e.g., Zoom Basic, Microsoft Teams Basic) - Why they're problematic: Lack built-in scheduling features"}, {"id": "mai-20260917-1752-baseline|c158-l6|zai-small|Microsoft Teams Basic", "prompt": "c158-l6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Microsoft Teams Basic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Basic/standard video interview platforms (e.g., Zoom Basic, Microsoft Teams Basic) - Why they're problematic: Lack built-in scheduling features"}, {"id": "mai-20260917-1752-baseline|c158-l6|zai-small|GoodTime", "prompt": "c158-l6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Source: general best-practice guidance from GoodTime and Lever articles on why purpose-built schedulers outperform basic video tools"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|Greenhouse", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market B2B: Greenhouse"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|Lever", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Relationship-Driven Hiring: Lever"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|LimeLight", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "LimeLight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LimeLight / GoodTime** (Greenhouse Power User)"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|GoodTime", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Greenhouse and want deeper scheduling automation"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|Calendly", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Caveat:* Free plan is limited; ATS integrations require upgrading"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|Lunacal", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lunacal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightweight alternative with strong calendar integration"}, {"id": "mai-20260917-1752-baseline|c158-m1|alibaba-small|Prelude", "prompt": "c158-m1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Prelude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-native features | **Prelude** or **GoodTime** add-ons"}, {"id": "mai-20260917-1752-baseline|c158-m1|anthropic-small|Greenhouse", "prompt": "c158-m1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** is a strong fit for mid-size to enterprise companies with dedicated recruiting teams managing high volumes of interviews"}, {"id": "mai-20260917-1752-baseline|c158-m1|anthropic-small|Cronofy", "prompt": "c158-m1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cronofy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cronofy** is ideal for mid-to-large organizations who need seamless ATS integration and automated scheduling for complex interviews"}, {"id": "mai-20260917-1752-baseline|c158-m1|anthropic-small|Calendly", "prompt": "c158-m1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "easy to use if your team just needs candidates to pick a slot without endless email chains, though it's not built specifically for recruiting"}, {"id": "mai-20260917-1752-baseline|c158-m1|anthropic-small|Koalendar", "prompt": "c158-m1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the top pick for simple automated interview scheduling, especially for small and mid-sized recruiting teams"}, {"id": "mai-20260917-1752-baseline|c158-m1|anthropic-small|ModernLoop", "prompt": "c158-m1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a well-regarded mid-market option with strong zero-click scheduling, a clean candidate portal"}, {"id": "mai-20260917-1752-baseline|c158-m1|challenger-small|ModernLoop", "prompt": "c158-m1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ModernLoop** is the strongest default choice because it is repeatedly positioned as a mid-market tool with strong automation"}, {"id": "mai-20260917-1752-baseline|c158-m1|challenger-small|Lever", "prompt": "c158-m1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use an ATS and want scheduling embedded:** **Lever**"}, {"id": "mai-20260917-1752-baseline|c158-m1|challenger-small|GoodTime", "prompt": "c158-m1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for complex, high-volume panel interviews:** **GoodTime**"}, {"id": "mai-20260917-1752-baseline|c158-m1|challenger-small|Calendly", "prompt": "c158-m1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reliable and easy, but better for simpler scheduling needs than for a full recruiting workflow"}, {"id": "mai-20260917-1752-baseline|c158-m1|deepseek-small|Greenhouse", "prompt": "c158-m1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse (best overall structured hiring at mid-market scale)"}, {"id": "mai-20260917-1752-baseline|c158-m1|deepseek-small|Lever", "prompt": "c158-m1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lever (best for candidate experience + CRM-style pipeline)"}, {"id": "mai-20260917-1752-baseline|c158-m1|deepseek-small|Ashby", "prompt": "c158-m1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby (best for data-driven, modern teams)"}, {"id": "mai-20260917-1752-baseline|c158-m1|deepseek-small|ModernLoop", "prompt": "c158-m1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Add **ModernLoop** (or Calendly for lighter needs) on top — it's the value sweet spot for mid-market."}, {"id": "mai-20260917-1752-baseline|c158-m1|deepseek-small|Calendly", "prompt": "c158-m1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Calendly (best lightweight / general-purpose)"}, {"id": "mai-20260917-1752-baseline|c158-m1|deepseek-small|GoodTime", "prompt": "c158-m1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GoodTime ($30K–$200K+/year) is often overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c158-m1|google-small|ModernLoop", "prompt": "c158-m1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ModernLoop (Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline|c158-m1|google-small|candidate.fyi", "prompt": "c158-m1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "candidate.fyi (Best for Elite Candidate Experience)"}, {"id": "mai-20260917-1752-baseline|c158-m1|google-small|Ashby", "prompt": "c158-m1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby (Best All-in-One ATS + Scheduling)"}, {"id": "mai-20260917-1752-baseline|c158-m1|google-small|Calendly", "prompt": "c158-m1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why it might NOT fit: It is not built for recruiting-specific workflows. It breaks down if you need to build complex panel loops"}, {"id": "mai-20260917-1752-baseline|c158-m1|meta-small|ModernLoop", "prompt": "c158-m1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best interview scheduling software for a mid-market B2B company is ModernLoop"}, {"id": "mai-20260917-1752-baseline|c158-m1|meta-small|Lever", "prompt": "c158-m1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Lever, which offers scheduling inside a native ATS + recruiting CRM"}, {"id": "mai-20260917-1752-baseline|c158-m1|meta-small|Greenhouse", "prompt": "c158-m1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Greenhouse, which offers configurable interview kits tied to requisitions and structured stages"}, {"id": "mai-20260917-1752-baseline|c158-m1|minimax-small|Lever", "prompt": "c158-m1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Lever** or **Cal.com**"}, {"id": "mai-20260917-1752-baseline|c158-m1|minimax-small|Cal.com", "prompt": "c158-m1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Lever** or **Cal.com**"}, {"id": "mai-20260917-1752-baseline|c158-m1|minimax-small|GoodTime", "prompt": "c158-m1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoodTime** (Best for Scaling)"}, {"id": "mai-20260917-1752-baseline|c158-m1|minimax-small|Greenhouse", "prompt": "c158-m1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Greenhouse** (Best for Structured Hiring)"}, {"id": "mai-20260917-1752-baseline|c158-m1|minimax-small|ModernLoop", "prompt": "c158-m1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ModernLoop** (Best for Technical Recruiting)"}, {"id": "mai-20260917-1752-baseline|c158-m1|minimax-small|Calendly", "prompt": "c158-m1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Calendly | Simple scheduling | Free | Yes |"}, {"id": "mai-20260917-1752-baseline|c158-m1|mistral-small|Lever", "prompt": "c158-m1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a full recruiting suite with scheduling, choose **Lever**."}, {"id": "mai-20260917-1752-baseline|c158-m1|mistral-small|ModernLoop", "prompt": "c158-m1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use Greenhouse or Lever and need advanced scheduling, choose **ModernLoop**."}, {"id": "mai-20260917-1752-baseline|c158-m1|mistral-small|Koalendar", "prompt": "c158-m1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a simple, cost-effective solution, consider **Koalendar**."}, {"id": "mai-20260917-1752-baseline|c158-m1|moonshot-small|Lever", "prompt": "c158-m1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Lever** — Best All-in-One Solution"}, {"id": "mai-20260917-1752-baseline|c158-m1|moonshot-small|GoodTime", "prompt": "c158-m1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **GoodTime** — Best for Complex Panel Scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m1|moonshot-small|Greenhouse", "prompt": "c158-m1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Greenhouse** — Best for Structured Hiring"}, {"id": "mai-20260917-1752-baseline|c158-m1|moonshot-small|ModernLoop", "prompt": "c158-m1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **ModernLoop** — Best AI-Native Option"}, {"id": "mai-20260917-1752-baseline|c158-m1|moonshot-small|Calendly", "prompt": "c158-m1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitation:** Breaks down for complex panel interviews and lacks deep ATS integration"}, {"id": "mai-20260917-1752-baseline|c158-m1|openai-small|GoodTime", "prompt": "c158-m1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market recruiting teams:** **GoodTime** if you run multi-interviewer panels"}, {"id": "mai-20260917-1752-baseline|c158-m1|openai-small|Calendly Sales / Calendly Recruiting", "prompt": "c158-m1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly Sales / Calendly Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Calendly** if scheduling is mostly a convenience problem."}, {"id": "mai-20260917-1752-baseline|c158-m1|openai-small|Ashby", "prompt": "c158-m1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby** \\u2014 if you want scheduling tightly coupled to ATS-driven hiring operations"}, {"id": "mai-20260917-1752-baseline|c158-m1|openai-small|Greenhouse-adjacent workflows", "prompt": "c158-m1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse-adjacent workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider **Ashby** or **Greenhouse-adjacent workflows** (depending on your ATS)"}, {"id": "mai-20260917-1752-baseline|c158-m1|xai-small|Lever", "prompt": "c158-m1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have/want an ATS:** Lever or Greenhouse (all-in-one)."}, {"id": "mai-20260917-1752-baseline|c158-m1|xai-small|GoodTime", "prompt": "c158-m1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "tools like GoodTime/Lever excel here per G2 mid-market reviews"}, {"id": "mai-20260917-1752-baseline|c158-m1|xai-small|Calendly (Teams/Enterprise)", "prompt": "c158-m1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly (Teams/Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "scales for mid-market but limited panels"}, {"id": "mai-20260917-1752-baseline|c158-m1|xai-small|Greenhouse", "prompt": "c158-m1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ATS-integrated options (Lever, Greenhouse) reduce silos"}, {"id": "mai-20260917-1752-baseline|c158-m1|xai-small|ModernLoop", "prompt": "c158-m1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Standalone add-on:** GoodTime ... or ModernLoop"}, {"id": "mai-20260917-1752-baseline|c158-m1|xai-small|Acuity", "prompt": "c158-m1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Acuity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pure generalists (e.g., Acuity) for recruiting; they lack panel/ATS depth."}, {"id": "mai-20260917-1752-baseline|c158-m1|zai-small|ModernLoop", "prompt": "c158-m1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Pick: ModernLoop ... widely considered the strongest standalone scheduling tool for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c158-m1|zai-small|Calendly", "prompt": "c158-m1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Calendly** is an option, but it often requires manual workarounds for mid-market panel scheduling and lacks deep ATS integrations."}, {"id": "mai-20260917-1752-baseline|c158-m1|zai-small|Lever", "prompt": "c158-m1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Runner Up (Best ATS-Integrated): Lever"}, {"id": "mai-20260917-1752-baseline|c158-m1|zai-small|candidate.fyi", "prompt": "c158-m1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Runner Up (Best AI/Experience): candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-m1|zai-small|GoodTime", "prompt": "c158-m1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Runner Up (Best for High Volume): GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-m2|alibaba-small|Greenhouse", "prompt": "c158-m2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recruiting coordination tool (Applicant Tracking System) to recommend is typically **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c158-m2|alibaba-small|Lever", "prompt": "c158-m2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lever (Best for Pipeline Management)"}, {"id": "mai-20260917-1752-baseline|c158-m2|alibaba-small|Workable", "prompt": "c158-m2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workable (Best for Ease of Use)"}, {"id": "mai-20260917-1752-baseline|c158-m2|alibaba-small|GoodTime", "prompt": "c158-m2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pair their system with a dedicated scheduling tool like **GoodTime** or **Simplifai**"}, {"id": "mai-20260917-1752-baseline|c158-m2|alibaba-small|Simplifai", "prompt": "c158-m2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Simplifai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pair their system with a dedicated scheduling tool like **GoodTime** or **Simplifai**"}, {"id": "mai-20260917-1752-baseline|c158-m2|anthropic-small|Workable", "prompt": "c158-m2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workable** (Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline|c158-m2|anthropic-small|Pinpoint", "prompt": "c158-m2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pinpoint is a strong fit for mid-sized companies with dedicated in-house recruiting or HR teams"}, {"id": "mai-20260917-1752-baseline|c158-m2|anthropic-small|Greenhouse", "prompt": "c158-m2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Greenhouse** if you need more advanced features for complex, high-volume hiring processes"}, {"id": "mai-20260917-1752-baseline|c158-m2|challenger-small|Gem", "prompt": "c158-m2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gem** as the best recruiting coordination tool in most cases."}, {"id": "mai-20260917-1752-baseline|c158-m2|challenger-small|Workable", "prompt": "c158-m2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** if you want a more complete all-in-one ATS and coordination platform"}, {"id": "mai-20260917-1752-baseline|c158-m2|challenger-small|Greenhouse", "prompt": "c158-m2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** if you need **structured hiring, compliance, and interview process rigor**"}, {"id": "mai-20260917-1752-baseline|c158-m2|challenger-small|Ashby", "prompt": "c158-m2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ashby** if you want stronger **analytics** and a modern ATS with coordination capabilities."}, {"id": "mai-20260917-1752-baseline|c158-m2|challenger-small|GoodTime", "prompt": "c158-m2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoodTime** if the biggest pain point is **interview scheduling automation** specifically."}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|Greenhouse", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend **Greenhouse** as the core coordination/ATS platform."}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|GoodTime", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pair it with **GoodTime** for round-the-clock interview scheduling if volume is high."}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|Calendly", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Calendly** is a lightweight starting point, but a purpose-built recruiting scheduler ... tends to work better"}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|ModernLoop", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a purpose-built recruiting scheduler like **GoodTime** or **ModernLoop** tends to work better"}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|Lever", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lever** \\u2013 Cloud-based ATS + CRM combined, known for mid-size and fast-growing teams."}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|Ashby", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ashby** \\u2013 Modern, analytics-forward ATS that pairs well for teams that value data and automation."}, {"id": "mai-20260917-1752-baseline|c158-m2|deepseek-small|Workable", "prompt": "c158-m2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workable** \\u2013 Bundles ATS + AI sourcing at a lower price point (~$149/mo), good for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c158-m2|google-small|ModernLoop", "prompt": "c158-m2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ModernLoop (Best Overall for Tech-Forward Mid-Market Teams)"}, {"id": "mai-20260917-1752-baseline|c158-m2|google-small|candidate.fyi", "prompt": "c158-m2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI Automation & Premium Candidate Experience... is the category leader"}, {"id": "mai-20260917-1752-baseline|c158-m2|google-small|Ashby", "prompt": "c158-m2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Native \"All-in-One\" Option"}, {"id": "mai-20260917-1752-baseline|c158-m2|google-small|GoodTime", "prompt": "c158-m2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It has a steeper learning curve and a more enterprise-skewed price tag compared to ModernLoop."}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|Lever", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Lever - a cloud-based ATS that combines applicant tracking and CRM on a single platform."}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|Gem", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gem - a recruitment command center platform that consolidates sourcing, candidate CRM, pipeline management, and analytics"}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|hireEZ", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "hireEZ - a sourcing tool that is ideal for mid-sized companies with sourcing constraints."}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|Ashby", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ashby - a recruitment command center platform that offers consolidation and ATS renewal."}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|Greenhouse", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Greenhouse - an ATS that is known for structured hiring at scale"}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|Workable", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workable - an ATS + AI sourcing tool that is ideal for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c158-m2|meta-small|SmartRecruiters", "prompt": "c158-m2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SmartRecruiters - a highly configurable CRM solution that is targeted at mid-sized and large enterprises."}, {"id": "mai-20260917-1752-baseline|c158-m2|minimax-small|Greenhouse", "prompt": "c158-m2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c158-m2|minimax-small|Lever", "prompt": "c158-m2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** ... **Lever** would be an excellent choice."}, {"id": "mai-20260917-1752-baseline|c158-m2|minimax-small|Workable", "prompt": "c158-m2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** (Best for Quick Implementation)"}, {"id": "mai-20260917-1752-baseline|c158-m2|minimax-small|Gem", "prompt": "c158-m2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gem** (Best for Recruitment Operations)"}, {"id": "mai-20260917-1752-baseline|c158-m2|mistral-small|Gem", "prompt": "c158-m2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gem** is the most recommended platform for mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c158-m2|mistral-small|Lever", "prompt": "c158-m2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want an all-in-one solution, **Lever or Ashby** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c158-m2|mistral-small|Ashby", "prompt": "c158-m2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby is also highly rated for mid-market teams wanting ATS and analytics in one place."}, {"id": "mai-20260917-1752-baseline|c158-m2|mistral-small|Workable", "prompt": "c158-m2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers an ATS plus AI sourcing and video screening."}, {"id": "mai-20260917-1752-baseline|c158-m2|moonshot-small|Greenhouse", "prompt": "c158-m2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Greenhouse"}, {"id": "mai-20260917-1752-baseline|c158-m2|moonshot-small|Lever", "prompt": "c158-m2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Lever"}, {"id": "mai-20260917-1752-baseline|c158-m2|moonshot-small|Workable", "prompt": "c158-m2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Quick implementation, speed-to-value | From $299/month"}, {"id": "mai-20260917-1752-baseline|c158-m2|moonshot-small|Ashby", "prompt": "c158-m2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recruiting analytics focus | Mid-market pricing"}, {"id": "mai-20260917-1752-baseline|c158-m2|moonshot-small|GoodTime", "prompt": "c158-m2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Interview scheduling automation | Add-on to existing ATS"}, {"id": "mai-20260917-1752-baseline|c158-m2|openai-small|Ashby", "prompt": "c158-m2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Ashby** if you want the best balance of **recruiting coordination, ATS workflow, and scalability**"}, {"id": "mai-20260917-1752-baseline|c158-m2|openai-small|GoodTime", "prompt": "c158-m2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoodTime** is a great dedicated recruiting coordination layer"}, {"id": "mai-20260917-1752-baseline|c158-m2|openai-small|Greenhouse", "prompt": "c158-m2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Greenhouse** if you want a mature ATS with scheduling built in and can tolerate custom pricing."}, {"id": "mai-20260917-1752-baseline|c158-m2|openai-small|Jobvite", "prompt": "c158-m2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "integrates with ATS platforms like Greenhouse, Jobvite, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c158-m2|openai-small|Workday", "prompt": "c158-m2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integrates with ATS platforms like Greenhouse, Jobvite, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c158-m2|openai-small|SAP SuccessFactors", "prompt": "c158-m2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrates with ATS platforms like Greenhouse, Jobvite, Workday, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c158-m2|xai-small|Workable", "prompt": "c158-m2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Workable as the top recruiting coordination tool"}, {"id": "mai-20260917-1752-baseline|c158-m2|xai-small|Greenhouse", "prompt": "c158-m2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive, longer setup (4-8 wks), quote-only ... they're overkill (and 2-5x costlier) for most mid-sized B2B ops"}, {"id": "mai-20260917-1752-baseline|c158-m2|xai-small|Lever", "prompt": "c158-m2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less structured tools, pricier renewals ... they're overkill (and 2-5x costlier) for most mid-sized B2B ops"}, {"id": "mai-20260917-1752-baseline|c158-m2|xai-small|Ashby", "prompt": "c158-m2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Analytics-heavy growth teams ... Newer, fewer integrations"}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|Greenhouse", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Greenhouse or Lever** are the best fits for a mid‑sized B2B company"}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|Lever", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lever** if you care more about building and nurturing candidate relationships over time."}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|BrightHire", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BrightHire** (or GoodTime if you lean more on scheduling than AI notes) is the most impactful add‑on"}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|GoodTime", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Complex multi‑panel loops:** **GoodTime** is purpose‑built for scheduling loops with deep ATS integrations."}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|Calendly", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Calendly** or **Koalendar** work well as a lightweight scheduling layer"}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|Koalendar", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Calendly** or **Koalendar** (Koalendar has a generous free plan and strong automation)"}, {"id": "mai-20260917-1752-baseline|c158-m2|zai-small|Workable", "prompt": "c158-m2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Simpler, faster setup:** Choose **Workable**. It’s easiest to deploy ... but its structured‑hiring features are lighter."}, {"id": "mai-20260917-1752-baseline|c158-m3|alibaba-small|Calendly", "prompt": "c158-m3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly is the most popular name in the category... **Choose Calendly** if you have a small team, diverse needs (sales + hiring)"}, {"id": "mai-20260917-1752-baseline|c158-m3|alibaba-small|GoodTime", "prompt": "c158-m3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose GoodTime** if you have a dedicated recruiting team and want to automate the administrative side of interviewing"}, {"id": "mai-20260917-1752-baseline|c158-m3|alibaba-small|HubSpot Scheduler", "prompt": "c158-m3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HubSpot Scheduler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose HubSpot** if your primary goal is ensuring the interviewer sees the history of communications"}, {"id": "mai-20260917-1752-baseline|c158-m3|alibaba-small|Google Appointments / Microsoft Bookings", "prompt": "c158-m3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Appointments / Microsoft Bookings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They lack specialized recruiting features."}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|MokaHR", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most complete AI-powered suite with advanced scheduling plus analytics, MokaHR leads"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|GoodTime", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GoodTime is the top choice for enterprises whose scheduling challenge extends beyond simple booking"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Greenhouse", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want scheduling embedded inside your ATS, Greenhouse and Lever are excellent options"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Lever", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Greenhouse and Lever are excellent options"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Calendly", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top picks are MokaHR, GoodTime, Greenhouse, Lever, and Calendly"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Koalendar", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Koalendar is the top pick for simple automated interview scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|YouCanBookMe", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "YouCanBookMe is the best overall for customization and reminders"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Picktime", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Picktime works for small interview panels of up to three team members"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Cronofy", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cronofy simplifies interview scheduling with automated self-scheduling links"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Google Calendar", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Google Calendar works for basic one-on-one scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|anthropic-small|Microsoft Bookings", "prompt": "c158-m3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Microsoft Bookings fits Microsoft 365 teams"}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|Calendly", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Calendly** if you want the **simplest scheduling link** with minimal setup."}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|GoodTime", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GoodTime** if you run **enterprise, multi-interviewer panels** and need heavy automation."}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|VidCruiter", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **VidCruiter** if your hiring process relies on **video interviews**"}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|Greenhouse", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Greenhouse** or **Ashby** if you want scheduling **embedded in the ATS**"}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|Paradox", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Paradox** if you need **AI-driven, high-volume candidate coordination**."}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|Ashby", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong end-to-end recruiter visibility and scheduling inside a broader ATS/recruiting CRM."}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|candidate.fyi", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes branded candidate hubs and clear communication alongside scheduling."}, {"id": "mai-20260917-1752-baseline|c158-m3|challenger-small|ModernLoop", "prompt": "c158-m3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on coordinating complex interview loops and balancing interviewer availability."}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Calendly", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Limitations: Designed for 1:1 interactions; breaks down for panel interviews, large enterprise scale, and deep ATS automation."}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Cal.com", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Flexibility, customization, routing, and transparent pricing (often ranked #1 overall)"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|GoodTime", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoodTime/ModernLoop are the enterprise heavyweights for complex, load-balanced interviewing"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|ModernLoop", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excel at automating complex interview loops and \"zero-click\" scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Paradox (Olivia)", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paradox wins on conversational AI"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Prelude (by Calendly)", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude (by Calendly)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purpose-built interview scheduling with strong candidate experience features and ATS integration"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Greenhouse", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Greenhouse/Ashby make sense if you want scheduling built into your ATS"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Ashby", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Greenhouse/Ashby make sense if you want scheduling built into your ATS"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Lever", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: ATS-native scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Doodle", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "poll-based scheduling, great for panel interviews with multiple stakeholders"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Acuity Scheduling", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "controlled self-scheduling across multiple interview types"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Chili Piper", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "rule-based routing and panel templates"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Sense", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "candidate communication\\u2013led scheduling with reminders"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|YouCanBookMe", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "lightweight, budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|Picktime", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "lightweight, budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline|c158-m3|deepseek-small|TidyCal", "prompt": "c158-m3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "TidyCal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "lightweight, budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|GoodTime", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It holds the largest market share in the dedicated enterprise space."}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|ModernLoop", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ModernLoop is known for extreme recruiter workflow speed and its “Zero-Click Scheduling” feature."}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|candidate.fyi", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Teams that prioritize premium candidate experience and transparent communication."}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Paradox (Olivia)", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: High-volume, hourly, or retail hiring."}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Sapia.ai", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Sapia.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the AI schedules the next-step interview automatically, reducing applicant drop-off in high-volume queues"}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Calendly", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it struggles with complex loops ... and lacks native candidate prep portals"}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|YouCanBookMe", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These tools offer far more customization, CSS branding, and complex booking logic than Calendly."}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Cal.com", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "open-source hosting options (specifically Cal.com), these are the preferred alternatives"}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Greenhouse", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most modern Applicant Tracking Systems (e.g., Greenhouse, Lever, Ashby, Workday) have built-in scheduling modules."}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Lever", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "have built-in scheduling modules"}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Ashby", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ATS-Native Scheduling | Greenhouse, Lever, Ashby"}, {"id": "mai-20260917-1752-baseline|c158-m3|google-small|Workday", "prompt": "c158-m3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Most modern Applicant Tracking Systems (e.g., Greenhouse, Lever, Ashby, Workday) have built-in scheduling modules."}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Calendly", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Calendly, Recruitee, Google Calendar, Doodle, Lunacal, GoodTime..."}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Recruitee", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Calendly, Recruitee, Google Calendar..."}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Google Calendar", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Calendly, Recruitee, Google Calendar, Doodle..."}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Doodle", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Calendar, Doodle, Lunacal, GoodTime"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Lunacal", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lunacal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Doodle, Lunacal, GoodTime, VidCruiter"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|GoodTime", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lunacal, GoodTime, VidCruiter, myInterview"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|VidCruiter", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GoodTime, VidCruiter, myInterview, Spark Hire"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|myInterview", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "VidCruiter, myInterview, Spark Hire, Koalendar"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Spark Hire", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "myInterview, Spark Hire, Koalendar, YouCanBook.me"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Koalendar", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Spark Hire, Koalendar, YouCanBook.me, Acuity"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|YouCanBook.me", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBook.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Koalendar, YouCanBook.me, Acuity, Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Acuity", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "YouCanBook.me, Acuity, Microsoft Bookings, and Simplybook.me"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Microsoft Bookings", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Acuity, Microsoft Bookings, and Simplybook.me"}, {"id": "mai-20260917-1752-baseline|c158-m3|meta-small|Simplybook.me", "prompt": "c158-m3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Simplybook.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Microsoft Bookings, and Simplybook.me"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|Cal.com", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cal.com** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|GoodTime", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoodTime** (Best for Enterprise)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|Calendly", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Calendly** (Best for Simple Scheduling)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|ModernLoop", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ModernLoop** (Best for Technical Recruiting)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|Paradox (Olivia)", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paradox (Olivia)** (Best for Conversational AI)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|Lever", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lever** (Best ATS Integration)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|Greenhouse", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Greenhouse** (Best for Structured Hiring)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|VidCruiter", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**VidCruiter** (Best for Video-First)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|HireVue", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**HireVue** (Best for High-Volume)"}, {"id": "mai-20260917-1752-baseline|c158-m3|minimax-small|Cronofy", "prompt": "c158-m3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Cronofy** (Best for Integration)"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|Cal.com", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Overall flexibility, customization, and transparent pricing"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|GoodTime", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprise-level recruiting and panel coordination"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|Calendly", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Simple and basic recruitment scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|ModernLoop", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Technical recruiting and load balancing"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|Paradox (Olivia)", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Conversational AI scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|Prelude", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Recruiting-specific candidate experience"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|Greenhouse", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: ATS-native interview scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|mistral-small|VidCruiter", "prompt": "c158-m3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Combined video interviews and scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|GoodTime", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Differentiator:** The gold standard for high-volume, complex multi-panel coordination at scale"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|Calendly", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small to medium businesses needing simple, professional scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|Paradox (Olivia)", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High-volume retail/hourly hiring?** → Paradox"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|ModernLoop", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Technical/engineering recruiting?** → ModernLoop"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|Cal.com", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most flexible and customizable option with open-source roots"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|VidCruiter", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need video interviewing too?** → VidCruiter or HireVue"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|candidate.fyi", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Prioritize candidate experience?** → candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|Cronofy", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Building custom solution?** → Cronofy API"}, {"id": "mai-20260917-1752-baseline|c158-m3|moonshot-small|HireVue", "prompt": "c158-m3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Need video interviewing too?** → VidCruiter or HireVue"}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|Calendly", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best-known, easiest to adopt, strong for simple self-scheduling and ATS/calendar integrations"}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|GoodTime", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GoodTime** if you run a high-volume recruiting operation and need lots of workflow control."}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|Prelude", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Prelude** or another recruiting-native platform if your process is interview-heavy"}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|Cronofy", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cronofy** if you're embedding scheduling into your own app or need calendar infrastructure"}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|ModernLoop", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly positioned for more advanced recruiting coordination, panel scheduling, and operational control"}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|candidate.fyi", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly positioned for more advanced recruiting coordination, panel scheduling, and operational control"}, {"id": "mai-20260917-1752-baseline|c158-m3|openai-small|InterviewPlanner", "prompt": "c158-m3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "InterviewPlanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Can be more specialized / setup-heavy"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Calendly", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Easiest integrations... Calendly for <50 interviews/month"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|YouCanBookMe", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Custom workflows, small businesses wanting flexible reminders"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|SavvyCal", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stands out vs. Calendly with overlay previews (fewer no-shows)"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Acuity Scheduling", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Businesses with forms/payments"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Cal.com", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others: Cal.com (open-source, routing-focused, ~$12/user)"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Setmore", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Setmore (free tier, teams)"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|GoodTime", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "GoodTime for 500+. Excels in complexity vs. generals."}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|ModernLoop", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Tech teams/load-balancing"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Sense", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Speeding hires; strong ease-of-use"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|VidCruiter", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: Video-heavy or regulated hiring"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Paradox", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others: Paradox (AI chatbots)"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|HireVue", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HireVue (assessments/rules)"}, {"id": "mai-20260917-1752-baseline|c158-m3|xai-small|Cronofy", "prompt": "c158-m3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Cronofy (API/embedded)"}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|Calendly", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**If you want simplicity and speed:** Calendly or Prelude."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|GoodTime", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**If you manage complex panels and high volume:** GoodTime or ModernLoop."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|Clara (AI)", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Clara (AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**If you prefer email\\u2011centric workflows:** Clara."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|VidCruiter", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**If you need structured video interviews + scheduling:** VidCruiter or HireVue."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|Paradox (Olivia)", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**If you want conversational AI engagement:** Paradox."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|ModernLoop", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Engineer\\u2011focused scheduling, load balancing, interview pipeline ops"}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|Prelude", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Prelude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Branded portals, pre\\u2011built recruiting workflows"}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|Greenhouse", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**If you\\u2019re already on Greenhouse:** Use the built\\u2011in scheduler."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|HireVue", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High\\u2011volume screening with standardized questions and scoring."}, {"id": "mai-20260917-1752-baseline|c158-m3|zai-small|Cronofy", "prompt": "c158-m3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Cronofy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**If you need multi\\u2011calendar sync:** Cronofy."}, {"id": "mai-20260917-1752-baseline|c158-m4|alibaba-small|Calendly", "prompt": "c158-m4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best All-Around (Free & Low Cost): **Calendly**"}, {"id": "mai-20260917-1752-baseline|c158-m4|alibaba-small|YouCanBook.me", "prompt": "c158-m4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value for Money (~$9/mo): **YouCanBook.me**"}, {"id": "mai-20260917-1752-baseline|c158-m4|alibaba-small|Setmore", "prompt": "c158-m4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Completely Free Option: **Setmore**"}, {"id": "mai-20260917-1752-baseline|c158-m4|anthropic-small|Calendly", "prompt": "c158-m4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** or **YouCanBook.me** offer the best balance of affordability and features"}, {"id": "mai-20260917-1752-baseline|c158-m4|anthropic-small|YouCanBook.me", "prompt": "c158-m4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBook.me", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For slightly more customization at a similarly low price point, **YouCanBook.me** may edge out slightly ahead."}, {"id": "mai-20260917-1752-baseline|c158-m4|anthropic-small|Google Calendar", "prompt": "c158-m4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Calendar works for basic one-on-one scheduling, especially if your team already uses Google Workspace"}, {"id": "mai-20260917-1752-baseline|c158-m4|challenger-small|Calendly", "prompt": "c158-m4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Calendly** for the best mix of affordability, polish, and familiarity."}, {"id": "mai-20260917-1752-baseline|c158-m4|challenger-small|Koalendar", "prompt": "c158-m4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best interview scheduling software is usually **Calendly** or **Koalendar** if you want a dedicated scheduler"}, {"id": "mai-20260917-1752-baseline|c158-m4|challenger-small|Microsoft Bookings", "prompt": "c158-m4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cheapest option *if you already have Microsoft 365*"}, {"id": "mai-20260917-1752-baseline|c158-m4|challenger-small|Breezy HR", "prompt": "c158-m4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid ATS-style recruiting platforms like **Breezy HR, Workable, or GoodTime** if budget is tight"}, {"id": "mai-20260917-1752-baseline|c158-m4|challenger-small|Workable", "prompt": "c158-m4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid ATS-style recruiting platforms like **Breezy HR, Workable, or GoodTime** if budget is tight"}, {"id": "mai-20260917-1752-baseline|c158-m4|challenger-small|GoodTime", "prompt": "c158-m4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid ATS-style recruiting platforms like **Breezy HR, Workable, or GoodTime** if budget is tight"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|Calendly", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Calendly's free plan**, and upgrade only if you need more event types"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|YouCanBookMe", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**YouCanBookMe** or **Koalendar** are excellent free-tier choices"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|Koalendar", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for high-volume hiring (Free tier)"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|Google Calendar", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No self-scheduling for candidates, no ATS integration, fully manual — so it saves little time"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|Picktime", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small panels (Free tier)"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|JazzHR", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Start at ~$75/month (JazzHR) — pricier, so only worth it if you also need applicant tracking"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|GoodTime", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise, quote-only, often thousands per month — avoid these on a limited budget"}, {"id": "mai-20260917-1752-baseline|c158-m4|deepseek-small|ModernLoop", "prompt": "c158-m4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "ModernLoop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise, quote-only, often thousands per month — avoid these on a limited budget"}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|Cal.com", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Cal.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cal.com has one of the most generous free tiers on the market. It allows for **unlimited event types and booking pages** under its free plan."}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|Koalendar", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Koalendar’s **free-forever plan includes unlimited booking pages and unlimited meetings**"}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|Calendly", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Calendly has a reliable free tier, though it restricts you to only **one active event type**"}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|FluentBooking", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "FluentBooking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FluentBooking** (Best Flat-Rate Option / No Per-User Fees)"}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|YouCanBook.me (YCBM)", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBook.me (YCBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Cheap SaaS Option ... paid plans starting at just **$9/month**"}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|Setmore", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Setmore** (Best Cheap Embedding)"}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|Freshteam (by Freshworks)", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Freshteam (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers a **free plan** for up to 50 employees that includes basic applicant tracking and interview scheduling."}, {"id": "mai-20260917-1752-baseline|c158-m4|google-small|Breezy HR", "prompt": "c158-m4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Has a free tier (\"Bootstrap\" plan) allowing you to post one active job, which includes basic scheduling features."}, {"id": "mai-20260917-1752-baseline|c158-m4|meta-small|Koalendar", "prompt": "c158-m4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best interview scheduling software for a company with a limited budget is Koalendar, which offers a genuinely free-forever plan and is simple to use."}, {"id": "mai-20260917-1752-baseline|c158-m4|meta-small|WhenAvailable", "prompt": "c158-m4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "WhenAvailable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include WhenAvailable, Breezy HR, Calendly, and Workable."}, {"id": "mai-20260917-1752-baseline|c158-m4|meta-small|Breezy HR", "prompt": "c158-m4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options include WhenAvailable, Breezy HR, Calendly, and Workable."}, {"id": "mai-20260917-1752-baseline|c158-m4|meta-small|Calendly", "prompt": "c158-m4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other budget-friendly options include WhenAvailable, Breezy HR, Calendly, and Workable."}, {"id": "mai-20260917-1752-baseline|c158-m4|meta-small|Workable", "prompt": "c158-m4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other budget-friendly options include WhenAvailable, Breezy HR, Calendly, and Workable."}, {"id": "mai-20260917-1752-baseline|c158-m4|minimax-small|Koalendar", "prompt": "c158-m4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Koalendar** or **Calendly** since they offer the most robust free plans"}, {"id": "mai-20260917-1752-baseline|c158-m4|minimax-small|Calendly", "prompt": "c158-m4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Koalendar** or **Calendly**"}, {"id": "mai-20260917-1752-baseline|c158-m4|minimax-small|YouCanBookMe", "prompt": "c158-m4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**YouCanBookMe** (Best for Customization)"}, {"id": "mai-20260917-1752-baseline|c158-m4|minimax-small|Sign In Scheduling", "prompt": "c158-m4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Sign In Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for 1 seat and 10 appointments/month"}, {"id": "mai-20260917-1752-baseline|c158-m4|minimax-small|Google Calendar", "prompt": "c158-m4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using Google Workspace, **Google Calendar** is a no-brainer for basic scheduling needs."}, {"id": "mai-20260917-1752-baseline|c158-m4|minimax-small|Doodle", "prompt": "c158-m4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have panel interviews: **Doodle**"}, {"id": "mai-20260917-1752-baseline|c158-m4|mistral-small|Calendly", "prompt": "c158-m4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** – Offers a free plan that includes basic scheduling, calendar sync, and reminders. It's user-friendly and widely used"}, {"id": "mai-20260917-1752-baseline|c158-m4|mistral-small|GoodTime (Meet module)", "prompt": "c158-m4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime (Meet module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a free plan suitable for interview scheduling, especially for recruitment purposes."}, {"id": "mai-20260917-1752-baseline|c158-m4|mistral-small|Sign In Scheduling (formerly 10to8)", "prompt": "c158-m4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Sign In Scheduling (formerly 10to8)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also mentioned as a strong free option for interview scheduling."}, {"id": "mai-20260917-1752-baseline|c158-m4|mistral-small|Setmore", "prompt": "c158-m4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan with unlimited interviews, calendar sync, and reminders."}, {"id": "mai-20260917-1752-baseline|c158-m4|mistral-small|Cal ID", "prompt": "c158-m4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Cal ID", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free for unlimited interviews, with paid plans only for advanced team features."}, {"id": "mai-20260917-1752-baseline|c158-m4|moonshot-small|Calendly", "prompt": "c158-m4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** (Best Overall for Interviews)"}, {"id": "mai-20260917-1752-baseline|c158-m4|moonshot-small|Setmore", "prompt": "c158-m4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Setmore** (Best Value) ... Most generous free plan"}, {"id": "mai-20260917-1752-baseline|c158-m4|moonshot-small|Cal.com", "prompt": "c158-m4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cal.com** (Best Free Forever Features)"}, {"id": "mai-20260917-1752-baseline|c158-m4|moonshot-small|Koalendar", "prompt": "c158-m4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Koalendar** (Best for Recruiting-Specific Features)"}, {"id": "mai-20260917-1752-baseline|c158-m4|moonshot-small|Microsoft Bookings", "prompt": "c158-m4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Microsoft Bookings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Microsoft 365 environment** | Microsoft Bookings (included in some plans)"}, {"id": "mai-20260917-1752-baseline|c158-m4|openai-small|Calendly Free", "prompt": "c158-m4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for low budget:** **Calendly Free**"}, {"id": "mai-20260917-1752-baseline|c158-m4|openai-small|Doodle Free", "prompt": "c158-m4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Doodle Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you need simple group coordination:** **Doodle Free**"}, {"id": "mai-20260917-1752-baseline|c158-m4|openai-small|GoodTime", "prompt": "c158-m4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "requires a demo-based sales process rather than low-cost self-serve pricing"}, {"id": "mai-20260917-1752-baseline|c158-m4|openai-small|Greenhouse", "prompt": "c158-m4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually makes it a bigger spend than a lightweight scheduling-only tool"}, {"id": "mai-20260917-1752-baseline|c158-m4|xai-small|Koalendar", "prompt": "c158-m4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Koalendar (Best Overall Free Pick) ... **Start with Koalendar or Calendly**"}, {"id": "mai-20260917-1752-baseline|c158-m4|xai-small|YouCanBookMe", "prompt": "c158-m4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "YouCanBookMe (Best for Customization on Free Plan)"}, {"id": "mai-20260917-1752-baseline|c158-m4|xai-small|Setmore", "prompt": "c158-m4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Setmore (Best Multi-User Free Option)"}, {"id": "mai-20260917-1752-baseline|c158-m4|xai-small|Calendly", "prompt": "c158-m4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with Koalendar or Calendly** for most limited-budget scenarios."}, {"id": "mai-20260917-1752-baseline|c158-m4|xai-small|GoodTime", "prompt": "c158-m4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "outperforming pricier options like GoodTime or Lever (custom quotes, $100s/mo)"}, {"id": "mai-20260917-1752-baseline|c158-m4|xai-small|Lever", "prompt": "c158-m4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "outperforming pricier options like GoodTime or Lever (custom quotes, $100s/mo)"}, {"id": "mai-20260917-1752-baseline|c158-m4|zai-small|Koalendar", "prompt": "c158-m4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **unlimited flexibility without limits**, go with **Koalendar**."}, {"id": "mai-20260917-1752-baseline|c158-m4|zai-small|Setmore", "prompt": "c158-m4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **team collaboration and mobile access**, **Setmore** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c158-m4|zai-small|YouCanBook.me", "prompt": "c158-m4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **maximum customization**, **YouCanBook.me** gives you a polished, branded booking experience."}, {"id": "mai-20260917-1752-baseline|c158-m4|zai-small|Calendly", "prompt": "c158-m4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Calendly – Simple, But Limited ... Only one active event type at a time"}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|SAP", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not have the resources (or budget) for massive, clunky enterprise implementations like SAP or Oracle"}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|Oracle", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive, clunky enterprise implementations like SAP or Oracle"}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|Calendly Enterprise", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Calendly Enterprise: The gold standard for basic functionality. Highly customizable, but can be expensive per-seat."}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|GoodTime", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GoodTime: Excellent for teams because it allows you to define intervals between interviews and group calendars effectively."}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|Voco.ai", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Voco.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"AI Agents\" category. These tools let an AI chatbot on your website screen candidates and book meetings"}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|Tula", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Tula", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Voco.ai / Tula: The \"AI Agents\" category."}, {"id": "mai-20260917-1752-baseline|c158-m5|alibaba-small|Deel Recruiting", "prompt": "c158-m5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Deel Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a remote-first global company, Deel handles the scheduling and the cross-border employment contracts in one view."}, {"id": "mai-20260917-1752-baseline|c158-m5|deepseek-small|GoodTime", "prompt": "c158-m5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top vendors to shortlist for evaluation: **GoodTime** (enterprise orchestration/panels)"}, {"id": "mai-20260917-1752-baseline|c158-m5|deepseek-small|Craft", "prompt": "c158-m5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Craft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Craft** (via Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c158-m5|deepseek-small|Paradox", "prompt": "c158-m5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paradox**, **HireVue scheduling**"}, {"id": "mai-20260917-1752-baseline|c158-m5|deepseek-small|HireVue scheduling", "prompt": "c158-m5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "HireVue scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HireVue scheduling**"}, {"id": "mai-20260917-1752-baseline|c158-m5|deepseek-small|Calendly", "prompt": "c158-m5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "calendar-native options like **Calendly** or **Scheduling by Calendly** for lighter needs"}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|Calendly", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic scheduling links (like standard Calendly) or relying entirely on manual emails will severely bottleneck your growth... Breaks down completely once you try to schedule 3-person panel loops"}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|ModernLoop", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a dedicated tool (like **ModernLoop** or **candidate.fyi**) will pay for itself in a few months"}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|candidate.fyi", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Built specifically for companies of your size. Strong zero-click automation, heavy interviewer training logic, and branded portals."}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|Greenhouse Scheduling", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Greenhouse Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already built into the tool you pay for... Cons: Lacks deep automation, robust load-balancing"}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|Lever Native", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever Native", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams looking to avoid purchasing an extra piece of software"}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|GoodTime", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often overkill and too expensive/complex for a 500-person org."}, {"id": "mai-20260917-1752-baseline|c158-m5|google-small|YouCanBookMe", "prompt": "c158-m5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "YouCanBookMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Breaks down completely once you try to schedule 3-person panel loops or sequence-based interviews."}, {"id": "mai-20260917-1752-baseline|c158-m5|meta-small|GoodTime", "prompt": "c158-m5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top interview scheduling software tools that meet these criteria include GoodTime, Augtal, and Fountain."}, {"id": "mai-20260917-1752-baseline|c158-m5|meta-small|Augtal", "prompt": "c158-m5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Augtal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top interview scheduling software tools that meet these criteria include GoodTime, Augtal, and Fountain."}, {"id": "mai-20260917-1752-baseline|c158-m5|meta-small|Fountain", "prompt": "c158-m5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Fountain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top interview scheduling software tools that meet these criteria include GoodTime, Augtal, and Fountain."}, {"id": "mai-20260917-1752-baseline|c158-m5|minimax-small|Calendly", "prompt": "c158-m5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options** to evaluate include **Calendly**, **GoodTime**, **HireVue Scheduling**, **8x8**, and **Recruiter.com**."}, {"id": "mai-20260917-1752-baseline|c158-m5|minimax-small|GoodTime", "prompt": "c158-m5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular options** to evaluate include **Calendly**, **GoodTime**, **HireVue Scheduling**, **8x8**, and **Recruiter.com**."}, {"id": "mai-20260917-1752-baseline|c158-m5|minimax-small|HireVue Scheduling", "prompt": "c158-m5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "HireVue Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Popular options** to evaluate include **Calendly**, **GoodTime**, **HireVue Scheduling**, **8x8**, and **Recruiter.com**."}, {"id": "mai-20260917-1752-baseline|c158-m5|minimax-small|8x8", "prompt": "c158-m5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "8x8", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Popular options** to evaluate include **Calendly**, **GoodTime**, **HireVue Scheduling**, **8x8**, and **Recruiter.com**."}, {"id": "mai-20260917-1752-baseline|c158-m5|minimax-small|Recruiter.com", "prompt": "c158-m5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Recruiter.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Popular options** to evaluate include **Calendly**, **GoodTime**, **HireVue Scheduling**, **8x8**, and **Recruiter.com**."}, {"id": "mai-20260917-1752-baseline|c158-m5|moonshot-small|GoodTime", "prompt": "c158-m5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for complex panels/enterprise orchestration:** GoodTime, candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-m5|moonshot-small|candidate.fyi", "prompt": "c158-m5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for complex panels/enterprise orchestration:** GoodTime, candidate.fyi"}, {"id": "mai-20260917-1752-baseline|c158-m5|moonshot-small|Lever", "prompt": "c158-m5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if embedded in ATS:** Lever (native), Greenhouse (with scheduling add-on)"}, {"id": "mai-20260917-1752-baseline|c158-m5|moonshot-small|Greenhouse", "prompt": "c158-m5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Greenhouse (with scheduling add-on)"}, {"id": "mai-20260917-1752-baseline|c158-m5|moonshot-small|Calendly", "prompt": "c158-m5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Calendly (basic), Calendly + dedicated scheduling layer"}, {"id": "mai-20260917-1752-baseline|c158-m5|xai-small|Calendly", "prompt": "c158-m5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic options like Calendly work for small teams but falter at your size"}, {"id": "mai-20260917-1752-baseline|c158-m5|xai-small|GoodTime", "prompt": "c158-m5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3–5 tools: GoodTime, candidate.fyi, ModernLoop (strong for scale/panels)"}, {"id": "mai-20260917-1752-baseline|c158-m5|xai-small|candidate.fyi", "prompt": "c158-m5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "GoodTime, candidate.fyi, ModernLoop (strong for scale/panels)"}, {"id": "mai-20260917-1752-baseline|c158-m5|xai-small|ModernLoop", "prompt": "c158-m5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "GoodTime, candidate.fyi, ModernLoop (strong for scale/panels)"}, {"id": "mai-20260917-1752-baseline|c158-m5|xai-small|Lever", "prompt": "c158-m5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lever/Greenhouse if bundled with ATS"}, {"id": "mai-20260917-1752-baseline|c158-m5|xai-small|Greenhouse", "prompt": "c158-m5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lever/Greenhouse if bundled with ATS"}, {"id": "mai-20260917-1752-baseline|c158-m5|zai-small|GoodTime", "prompt": "c158-m5", "model": "zai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like GoodTime (custom pricing, unlimited users)."}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|Lever (Built-in Scheduler)", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever (Built-in Scheduler)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "its native scheduling tool is frequently cited by users as having the **\"absolute worst UX.\"**"}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|GoodTime", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users report frequent bugs related to calendar syncing and occasional unresponsiveness in customer support."}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|HireVue", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some enterprise scheduling tools (like certain plans within HireVue or custom enterprise ATS add-ons) have undisclosed pricing and long sales cycles."}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|Calendly", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top-rated alternatives that generally avoid these pitfalls include **Calendly** (for simplicity)"}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|Sign In Scheduling", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Sign In Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simpler, transparent tools like Calendly (Pro/Business plans) or Sign In Scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|VidCruiter", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specialized recruiting schedulers like **VidCruiter** or **myInterview** if you need integrated video assessments"}, {"id": "mai-20260917-1752-baseline|c158-m6|alibaba-small|myInterview", "prompt": "c158-m6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specialized recruiting schedulers like **VidCruiter** or **myInterview** if you need integrated video assessments"}, {"id": "mai-20260917-1752-baseline|c158-m6|anthropic-small|YouCanBookMe", "prompt": "c158-m6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "reviewers experienced issues with slow calendar syncing, hidden customization options, and a lack of flexibility"}, {"id": "mai-20260917-1752-baseline|c158-m6|anthropic-small|Calendly", "prompt": "c158-m6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These work fine for very simple use cases, but the moment you introduce panel interviews... start creating more problems than they solve"}, {"id": "mai-20260917-1752-baseline|c158-m6|anthropic-small|Basic Google Calendar Integrations", "prompt": "c158-m6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Basic Google Calendar Integrations", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These work fine for very simple use cases, but ... they don't integrate bidirectionally with your ATS"}, {"id": "mai-20260917-1752-baseline|c158-m6|challenger-small|Calendly-style links", "prompt": "c158-m6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly-style links", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or use caution with **generic self-scheduling tools** like **Calendly-style links** when your hiring process involves **panel interviews, multi-round loops, multiple time zones, or high interview volume**"}, {"id": "mai-20260917-1752-baseline|c158-m6|deepseek-small|Fake Indeed interview apps", "prompt": "c158-m6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Fake Indeed interview apps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Malwarebytes has documented Android apps that impersonate Indeed's login page and are actually spyware"}, {"id": "mai-20260917-1752-baseline|c158-m6|deepseek-small|Calendly", "prompt": "c158-m6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be **cautious with big-name schedulers like Calendly** mainly around free-tier limitations, sync reliability, and pricing"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Calendly", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** These platforms are fantastic for lightweight, 1-on-1 recruiter phone screens. However, they quickly fall apart if you try to use them for multi-stage or panel interviews."}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Acuity", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Acuity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Basic or free tiers of **Calendly**, **Acuity**, or **YouCanBook.me**... they quickly fall apart"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|YouCanBook.me", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBook.me", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Basic or free tiers of **Calendly**, **Acuity**, or **YouCanBook.me**... they quickly fall apart"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Workday Recruiting", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Notoriously rigid and heavily criticized by both recruiters and job seekers for requiring \"too many clicks\" to set up."}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Lever", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "candidates and reviewers have frequently pointed out friction points in its native scheduler"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Microsoft Outlook plugins", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Microsoft Outlook plugins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are highly fragile and completely fail to scale"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Gmail add-ons", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Gmail add-ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they are highly fragile and completely fail to scale"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|GoodTime", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "They are an expensive administrative overkill for small-to-midsize companies"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|ModernLoop", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "expensive administrative overkill for small-to-midsize companies (under 100 employees)"}, {"id": "mai-20260917-1752-baseline|c158-m6|google-small|Paradox", "prompt": "c158-m6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "completely gated, non-transparent pricing and frequently require long-term, multi-year contracts"}, {"id": "mai-20260917-1752-baseline|c158-m6|meta-small|Calendly", "prompt": "c158-m6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has limitations, such as no ATS integration without upgrading to a paid plan, and it may not be suitable for large teams or complex hiring processes"}, {"id": "mai-20260917-1752-baseline|c158-m6|meta-small|Google Calendar", "prompt": "c158-m6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it requires manual scheduling and does not have self-scheduling or ATS integration features"}, {"id": "mai-20260917-1752-baseline|c158-m6|meta-small|Doodle", "prompt": "c158-m6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be suitable for teams that need more advanced features"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|Calendly", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**avoid relying on them** if you have: Panel interviews ... **Calendly** - only supports teams tier for group scheduling"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|Google Calendar", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Basic Scheduling Tools (Calendly, Google Calendar, YouCanBookMe) ... avoid relying on them"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|YouCanBookMe", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**YouCanBookMe** - no panel scheduling at all"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|GoodTime", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious if you're a small team because: Can be overkill and expensive"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|Paradox", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Paradox** - limited panel scheduling capabilities"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|ModernLoop", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-size complex hiring: Look at GoodTime, ModernLoop, or Joveo"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|Joveo", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look at GoodTime, ModernLoop, or Joveo"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|HireVue Scheduling", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High-volume hiring: HireVue Scheduling, Cronofy"}, {"id": "mai-20260917-1752-baseline|c158-m6|minimax-small|Cronofy", "prompt": "c158-m6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Cronofy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High-volume hiring: HireVue Scheduling, Cronofy"}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|Calendly", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "fine for simple, low-volume use cases... Where they break down: They cannot handle panel interviews, multi-round loops, or high hiring volume."}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|Google Calendar", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Google Calendar itself is not designed for self-scheduling or ATS integration. It's fully manual"}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|YouCanBookMe", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They cannot handle panel interviews, multi-round loops, or high hiring volume."}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|Doodle", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They cannot handle panel interviews, multi-round loops, or high hiring volume."}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|Paradox (Olivia)", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its scheduling capabilities are limited compared to dedicated recruiting schedulers"}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|GoodTime", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for dedicated recruiting schedulers like GoodTime, ModernLoop, HireVue Scheduling, or Ashby"}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|ModernLoop", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look for dedicated recruiting schedulers like GoodTime, ModernLoop, HireVue Scheduling, or Ashby"}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|HireVue Scheduling", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for dedicated recruiting schedulers like GoodTime, ModernLoop, HireVue Scheduling, or Ashby"}, {"id": "mai-20260917-1752-baseline|c158-m6|mistral-small|Ashby", "prompt": "c158-m6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look for dedicated recruiting schedulers like GoodTime, ModernLoop, HireVue Scheduling, or Ashby"}, {"id": "mai-20260917-1752-baseline|c158-m6|moonshot-small|Doodle", "prompt": "c158-m6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple sources flag declining quality and user experience issues... made polls \"basically useless\"... Mobile app described as \"utterly garbage\""}, {"id": "mai-20260917-1752-baseline|c158-m6|moonshot-small|Acuity Scheduling (Squarespace)", "prompt": "c158-m6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Acuity Scheduling (Squarespace)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users report significant operational friction: Poor Squarespace integration... No bulk cancellation capability"}, {"id": "mai-20260917-1752-baseline|c158-m6|moonshot-small|Calendly", "prompt": "c158-m6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it's frequently cited as a tool recruiting teams outgrow quickly: Built for two-party scheduling, not complex panel interviews"}, {"id": "mai-20260917-1752-baseline|c158-m6|moonshot-small|Mercor", "prompt": "c158-m6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "A March 2026 data breach at Mercor (an AI recruiting platform) exposed ~4TB of candidate data, highlighting risks in this category."}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|Calendly", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "reliable basics like Calendly (paid)"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|Doodle", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Doodle: ads, no notifications). They break for panels/multi-interviewer needs"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|YouCanBookMe", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most popular ones like Calendly, Doodle, YouCanBookMe, and SimplyBook.me have strong overall ratings"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|SimplyBook.me", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "SimplyBook.me", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper setup/learning curve, booking limits on plans, occasional sync/caching glitches, and timezone confusion."}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|GoodTime", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Frequent reports of bugs like missing time slots, crashes, slow performance, calendar sync glitches, and timezone issues."}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|Lever's scheduling module", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever's scheduling module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Harsh UX critiques—defaults to wrong timezones causing rescheduling hassles"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|MyInterview", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "MyInterview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid unsolicited \"interview apps\" or downloads from LinkedIn/Indeed (e.g., bogus MyInterview or Indeed Interview apps)—these deliver malware."}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|Indeed Interview", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Indeed Interview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "bogus MyInterview or Indeed Interview apps)—these deliver malware"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|Paradox's Olivia", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox's Olivia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Higher risks from past flaws like weak passwords exposing applicant data"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|candidate.fyi", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "prioritize tools with panel support like GoodTime alternatives (e.g., candidate.fyi, ModernLoop)"}, {"id": "mai-20260917-1752-baseline|c158-m6|xai-small|ModernLoop", "prompt": "c158-m6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "prioritize tools with panel support like GoodTime alternatives (e.g., candidate.fyi, ModernLoop)"}, {"id": "mai-20260917-1752-baseline|c158-m6|zai-small|CareerPlug", "prompt": "c158-m6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "CareerPlug", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why to be cautious:** If email reliability and candidate-facing scheduling matter, CareerPlug’s scheduling module can be a bottleneck"}, {"id": "mai-20260917-1752-baseline|c158-m6|zai-small|ModernLoop", "prompt": "c158-m6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ModernLoop can add friction and slow your process"}, {"id": "mai-20260917-1752-baseline|c158-m6|zai-small|Cronofy", "prompt": "c158-m6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Cronofy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cronofy’s lack of live help and limited scheduling automation can be frustrating"}, {"id": "mai-20260917-1752-baseline|c158-m6|zai-small|Calendly", "prompt": "c158-m6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For panel interviews, team-wide scheduling, or candidate self-booking, Calendly can create more manual work instead of saving it."}, {"id": "mai-20260917-1752-baseline|c158-s1|alibaba-small|Calendly", "prompt": "c158-s1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, Calendly is the best all-around choice."}, {"id": "mai-20260917-1752-baseline|c158-s1|alibaba-small|HubSpot Meetings", "prompt": "c158-s1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "HubSpot Meetings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Existing CRM Users: **HubSpot Meetings**"}, {"id": "mai-20260917-1752-baseline|c158-s1|alibaba-small|WhenMeet", "prompt": "c158-s1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "WhenMeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Spreadsheet Hiring\": **WhenMeet**"}, {"id": "mai-20260917-1752-baseline|c158-s1|alibaba-small|Lever", "prompt": "c158-s1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Native ATS Integrations: **Lever or Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c158-s1|alibaba-small|Greenhouse", "prompt": "c158-s1", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "utilize their **built-in schedulers**"}, {"id": "mai-20260917-1752-baseline|c158-s1|anthropic-small|Calendly", "prompt": "c158-s1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Calendly (popular for its simplicity and free tier)"}, {"id": "mai-20260917-1752-baseline|c158-s1|anthropic-small|HireRight", "prompt": "c158-s1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in this space include:... HireRight"}, {"id": "mai-20260917-1752-baseline|c158-s1|anthropic-small|Greenhouse", "prompt": "c158-s1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options in this space include:... Greenhouse"}, {"id": "mai-20260917-1752-baseline|c158-s1|anthropic-small|Lever", "prompt": "c158-s1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options in this space include:... Lever"}, {"id": "mai-20260917-1752-baseline|c158-s1|anthropic-small|Interview Mocha", "prompt": "c158-s1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Interview Mocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recruitment-specific tools like Interview Mocha or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c158-s1|anthropic-small|Spark Hire", "prompt": "c158-s1", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recruitment-specific tools like Interview Mocha or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c158-s1|challenger-small|Calendly", "prompt": "c158-s1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Calendly** if you want the simplest, fastest setup for 1:1 interview booking"}, {"id": "mai-20260917-1752-baseline|c158-s1|challenger-small|Koalendar", "prompt": "c158-s1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Koalendar** and **YouCanBookMe** are also strong picks"}, {"id": "mai-20260917-1752-baseline|c158-s1|challenger-small|YouCanBookMe", "prompt": "c158-s1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Koalendar** and **YouCanBookMe** are also strong picks"}, {"id": "mai-20260917-1752-baseline|c158-s1|challenger-small|FluentBooking", "prompt": "c158-s1", "model": "challenger-small", "cat": "interview-scheduling", "variant": "direct", "raw": "FluentBooking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good value if your site and workflow are built around WordPress"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Calendly", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Calendly** is the best starting point"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Cal.com", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for flexibility & routing (great open-source alternative)"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Greenhouse", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "those platforms include scheduling that keeps candidates, notes, and feedback in one place"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Lever", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already on **Greenhouse**, **Lever**, or a small-biz ATS like **Recruitee**"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Recruitee", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a small-biz ATS like **Recruitee**, those platforms include scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|HireMike", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "HireMike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HireMike** is designed specifically for small businesses"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Paradox", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Paradox (Olivia)** is great for conversational AI scheduling via chat/SMS"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|GoodTime", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Skip - **GoodTime, ModernLoop, and Prelude** are powerful but built for large/enterprise recruiting teams"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|ModernLoop", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "heavy overkill for a small company doing 10 interviews/month"}, {"id": "mai-20260917-1752-baseline|c158-s1|deepseek-small|Prelude", "prompt": "c158-s1", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Prelude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Skip ... typically cost **$6K\\u2013$25K+/year** \\u2014 heavy overkill"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Calendly", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly (Best overall simple option):**"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|SavvyCal", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SavvyCal (Best for a premium B2B candidate experience):**"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|YouCanBook.me", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "YouCanBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**YouCanBook.me (Best for custom branding and rigid scheduling rules):**"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Breezy HR", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Breezy HR (Best for budget-friendly ease-of-use):**"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Ashby Foundations", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Ashby Foundations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Ashby**."}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Workable", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workable (Best for built-in sourcing + scheduling):**"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Greenhouse", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you already have an ATS (like Greenhouse or Lever)"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Lever", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already have an ATS (like Greenhouse or Lever)"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|candidate.fyi", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**candidate.fyi (Best candidate experience layer):**"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|ModernLoop", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Starts around $6,000/year, making it best for companies with at least 50–100 employees"}, {"id": "mai-20260917-1752-baseline|c158-s1|google-small|Google Workspace/Microsoft Bookings", "prompt": "c158-s1", "model": "google-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Google Workspace/Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Go with **Google Workspace/Microsoft Bookings** (free)"}, {"id": "mai-20260917-1752-baseline|c158-s1|meta-small|Calendly", "prompt": "c158-s1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be Calendly, as it is known for its ease of use and has a free plan available"}, {"id": "mai-20260917-1752-baseline|c158-s1|meta-small|Homebase", "prompt": "c158-s1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Homebase, When I Work, and Deputy"}, {"id": "mai-20260917-1752-baseline|c158-s1|meta-small|When I Work", "prompt": "c158-s1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Homebase, When I Work, and Deputy"}, {"id": "mai-20260917-1752-baseline|c158-s1|meta-small|Deputy", "prompt": "c158-s1", "model": "meta-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Homebase, When I Work, and Deputy"}, {"id": "mai-20260917-1752-baseline|c158-s1|minimax-small|Calendly", "prompt": "c158-s1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Calendly** because"}, {"id": "mai-20260917-1752-baseline|c158-s1|minimax-small|Cal.com", "prompt": "c158-s1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Cal.com** if you need more customization"}, {"id": "mai-20260917-1752-baseline|c158-s1|minimax-small|Lever", "prompt": "c158-s1", "model": "minimax-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Lever** if you also need applicant tracking and have budget for it."}, {"id": "mai-20260917-1752-baseline|c158-s1|mistral-small|Calendly", "prompt": "c158-s1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** stands out for smaller teams due to its best-in-class ease of use and a free plan"}, {"id": "mai-20260917-1752-baseline|c158-s1|mistral-small|Homebase", "prompt": "c158-s1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options for small businesses include **Homebase**, **When I Work**, and **Deputy**"}, {"id": "mai-20260917-1752-baseline|c158-s1|mistral-small|When I Work", "prompt": "c158-s1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong options for small businesses include **Homebase**, **When I Work**, and **Deputy**"}, {"id": "mai-20260917-1752-baseline|c158-s1|mistral-small|Deputy", "prompt": "c158-s1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong options for small businesses include **Homebase**, **When I Work**, and **Deputy**"}, {"id": "mai-20260917-1752-baseline|c158-s1|mistral-small|Lever", "prompt": "c158-s1", "model": "mistral-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Lever** is recommended for mid-sized and growing teams, though it may be more than what a very small company needs initially"}, {"id": "mai-20260917-1752-baseline|c158-s1|moonshot-small|Calendly", "prompt": "c158-s1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** - Best for Budget-Conscious Small Teams ... Start with Calendly if: You're doing <10 hires/month"}, {"id": "mai-20260917-1752-baseline|c158-s1|moonshot-small|Greenhouse", "prompt": "c158-s1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** - Best for Structured Hiring"}, {"id": "mai-20260917-1752-baseline|c158-s1|moonshot-small|Lever", "prompt": "c158-s1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lever** - Best User Experience"}, {"id": "mai-20260917-1752-baseline|c158-s1|moonshot-small|JazzHR", "prompt": "c158-s1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**JazzHR** - Best Affordable ATS with Scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s1|moonshot-small|ModernLoop", "prompt": "c158-s1", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "direct", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider ModernLoop ($6K/year starting): If you're on Greenhouse/Lever but need more automation"}, {"id": "mai-20260917-1752-baseline|c158-s1|openai-small|Calendly", "prompt": "c158-s1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Calendly** if you want the best mix of ease, affordability, and flexibility"}, {"id": "mai-20260917-1752-baseline|c158-s1|openai-small|GoodTime", "prompt": "c158-s1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main need is **candidate interview scheduling** rather than general meeting booking, **GoodTime** is the stronger specialist."}, {"id": "mai-20260917-1752-baseline|c158-s1|openai-small|Recruiterflow", "prompt": "c158-s1", "model": "openai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Choose Recruiterflow** only if you want scheduling bundled into a recruiting CRM/ATS-style workflow"}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|Calendly", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly is widely regarded as the best interview scheduling software for a small B2B company.**"}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|YouCanBookMe", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Customizable pages, budget teams | ~$9-12/mo | Yes | 4.5/4.6 | Fewer native recruiting workflows"}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|Koalendar", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget < $10/mo?** Start with Calendly or Koalendar free plans."}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|SavvyCal", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "SavvyCal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for simple interviews"}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|Doodle", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Heavy panel interviews?** Add Doodle for polling."}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|GoodTime", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Too enterprise-focused/pricey"}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|Lever", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "upgrade to Lever/Recruitee (but pricier for small B2B)"}, {"id": "mai-20260917-1752-baseline|c158-s1|xai-small|Recruitee", "prompt": "c158-s1", "model": "xai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Recruitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "upgrade to Lever/Recruitee (but pricier for small B2B)"}, {"id": "mai-20260917-1752-baseline|c158-s1|zai-small|Calendly", "prompt": "c158-s1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Calendly ... Start with Calendly if you want to get up and running in 5 minutes with minimal cost."}, {"id": "mai-20260917-1752-baseline|c158-s1|zai-small|SavvyCal", "prompt": "c158-s1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SavvyCal is a \"power user\" alternative that focuses heavily on the UX"}, {"id": "mai-20260917-1752-baseline|c158-s1|zai-small|Greenhouse", "prompt": "c158-s1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best if You Use an ATS: Greenhouse or Lever"}, {"id": "mai-20260917-1752-baseline|c158-s1|zai-small|Lever", "prompt": "c158-s1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both Greenhouse and Lever offer native scheduling features."}, {"id": "mai-20260917-1752-baseline|c158-s1|zai-small|Recruitee", "prompt": "c158-s1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "using an Applicant Tracking System (ATS) like Greenhouse, Lever, or Recruitee"}, {"id": "mai-20260917-1752-baseline|c158-s1|zai-small|Cal.com", "prompt": "c158-s1", "model": "zai-small", "cat": "interview-scheduling", "variant": "direct", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cal.com is the open-source alternative to Calendly."}, {"id": "mai-20260917-1752-baseline|c158-s2|alibaba-small|Breezy HR", "prompt": "c158-s2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Breezy HR** as the primary recruiting coordination tool."}, {"id": "mai-20260917-1752-baseline|c158-s2|alibaba-small|Zoho Recruit", "prompt": "c158-s2", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Best Budget Alternative: Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c158-s2|anthropic-small|Lever", "prompt": "c158-s2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for small businesses typically include tools like Lever, Rippling, Guidepoint"}, {"id": "mai-20260917-1752-baseline|c158-s2|anthropic-small|Rippling", "prompt": "c158-s2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Lever, Rippling, Guidepoint"}, {"id": "mai-20260917-1752-baseline|c158-s2|anthropic-small|Guidepoint", "prompt": "c158-s2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Lever, Rippling, Guidepoint"}, {"id": "mai-20260917-1752-baseline|c158-s2|anthropic-small|Greenhouse", "prompt": "c158-s2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or simpler solutions like Greenhouse"}, {"id": "mai-20260917-1752-baseline|c158-s2|anthropic-small|HubSpot", "prompt": "c158-s2", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "built-in features in platforms like HubSpot"}, {"id": "mai-20260917-1752-baseline|c158-s2|challenger-small|JazzHR", "prompt": "c158-s2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **JazzHR** as the safest default choice because it is positioned for SMBs"}, {"id": "mai-20260917-1752-baseline|c158-s2|challenger-small|Breezy HR", "prompt": "c158-s2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Breezy HR** is also a strong option, since one small-business ATS roundup explicitly lists it among the tools to start with \"for coordination.\""}, {"id": "mai-20260917-1752-baseline|c158-s2|challenger-small|Zoho Recruit", "prompt": "c158-s2", "model": "challenger-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Zoho Recruit** if budget and a free plan matter most"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|Zoho Recruit", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Pick: **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|Breezy HR", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Alternative: **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|Calendly", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Add-On for Interview Coordination: **Calendly** ... Start with Zoho Recruit (free tier) + Calendly (free tier)."}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|JazzHR", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mentions: | **JazzHR** | ~$75/month | Transparent, straightforward pricing"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|Manatal", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Manatal** | ~$15/user/month | Budget-friendly with AI-assisted features |"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|Workable", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Workable** | ~$299/month | All-in-one sourcing + recruiting if you need scale |"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|BambooHR", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your business is already using a broader HR platform (like BambooHR or Gusto), consider leveraging their built-in hiring features first"}, {"id": "mai-20260917-1752-baseline|c158-s2|deepseek-small|Gusto", "prompt": "c158-s2", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like BambooHR or Gusto), consider leveraging their built-in hiring features first to avoid tool overload"}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|Workable", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Our Top Recommendation: Workable ... If you want a single, polished tool to manage the entire hiring process: Go with **Workable**."}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|Breezy HR", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Breezy HR"}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|Calendly", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Our Top Recommendation: Calendly ... If you just want to solve the schedule-coordination headache cheaply: Go with **Calendly**."}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|Greenhouse", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "almost every major ATS (like Greenhouse or JazzHR)"}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|JazzHR", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "almost every major ATS (like Greenhouse or JazzHR)"}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|Chili Piper", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Chili Piper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The B2B Pro-Tip: Chili Piper ... you can easily use their *Spicy* or *Hot* scheduling features for recruiting"}, {"id": "mai-20260917-1752-baseline|c158-s2|google-small|Ashby", "prompt": "c158-s2", "model": "google-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a tech-forward B2B startup scaling quickly: Go with **Ashby**."}, {"id": "mai-20260917-1752-baseline|c158-s2|meta-small|Breezy HR", "prompt": "c158-s2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top recruiting coordination tools for small businesses ... include: 1. Breezy HR"}, {"id": "mai-20260917-1752-baseline|c158-s2|meta-small|JazzHR", "prompt": "c158-s2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. JazzHR"}, {"id": "mai-20260917-1752-baseline|c158-s2|meta-small|Zoho Recruit", "prompt": "c158-s2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c158-s2|meta-small|ApplicantStack", "prompt": "c158-s2", "model": "meta-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "ApplicantStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. ApplicantStack"}, {"id": "mai-20260917-1752-baseline|c158-s2|minimax-small|JazzHR", "prompt": "c158-s2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **JazzHR** as your primary recruiting coordination tool"}, {"id": "mai-20260917-1752-baseline|c158-s2|minimax-small|Calendly", "prompt": "c158-s2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider pairing JazzHR with **Calendly** (which has a free tier) for easy candidate self-scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s2|minimax-small|Recruitee", "prompt": "c158-s2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recruitee** or **Lever** offer all-in-one platforms with strong coordination features"}, {"id": "mai-20260917-1752-baseline|c158-s2|minimax-small|Lever", "prompt": "c158-s2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recruitee** or **Lever** offer all-in-one platforms with strong coordination features"}, {"id": "mai-20260917-1752-baseline|c158-s2|minimax-small|Google Calendar", "prompt": "c158-s2", "model": "minimax-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with free tools like **Google Calendar** combined with a simple spreadsheet"}, {"id": "mai-20260917-1752-baseline|c158-s2|mistral-small|Breezy HR", "prompt": "c158-s2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR**: Known for its user-friendly interface and robust coordination tools, ideal for small teams."}, {"id": "mai-20260917-1752-baseline|c158-s2|mistral-small|JazzHR", "prompt": "c158-s2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JazzHR**: Offers good automation and collaboration features"}, {"id": "mai-20260917-1752-baseline|c158-s2|mistral-small|Zoho Recruit", "prompt": "c158-s2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cost-effective solution with integration options that work well for B2B companies."}, {"id": "mai-20260917-1752-baseline|c158-s2|mistral-small|ApplicantStack", "prompt": "c158-s2", "model": "mistral-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "ApplicantStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides straightforward applicant tracking and coordination features."}, {"id": "mai-20260917-1752-baseline|c158-s2|moonshot-small|JazzHR", "prompt": "c158-s2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JazzHR – Best Overall for Small B2B Businesses ... Start with JazzHR at $75/month"}, {"id": "mai-20260917-1752-baseline|c158-s2|moonshot-small|Breezy HR", "prompt": "c158-s2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Breezy HR – Best Free/Budget Option"}, {"id": "mai-20260917-1752-baseline|c158-s2|moonshot-small|Workable", "prompt": "c158-s2", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workable – Best for Growth & Sourcing"}, {"id": "mai-20260917-1752-baseline|c158-s2|openai-small|Breezy HR", "prompt": "c158-s2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best fit is often **Breezy HR** or **Workable** if you want something simple and broad"}, {"id": "mai-20260917-1752-baseline|c158-s2|openai-small|Workable", "prompt": "c158-s2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workable is another common small-business choice when you want a more general recruiting system"}, {"id": "mai-20260917-1752-baseline|c158-s2|openai-small|Calendly", "prompt": "c158-s2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Calendly** is the easiest starting point for a very small team"}, {"id": "mai-20260917-1752-baseline|c158-s2|openai-small|Arrange", "prompt": "c158-s2", "model": "openai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Arrange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Arrange** is more purpose-built for recruiting interview scheduling and is marketed toward small businesses"}, {"id": "mai-20260917-1752-baseline|c158-s2|xai-small|Breezy HR", "prompt": "c158-s2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Breezy HR (now often branded as Breezy) as the top recruiting coordination tool"}, {"id": "mai-20260917-1752-baseline|c158-s2|xai-small|Zoho Recruit", "prompt": "c158-s2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If budget is ultra-tight**: **Zoho Recruit** (free plan forever; paid from $25-30/user/month)"}, {"id": "mai-20260917-1752-baseline|c158-s2|xai-small|100Hires", "prompt": "c158-s2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want AI screening out-of-box**: **100Hires** ($49/month flat rate, 4.9/5 ratings)"}, {"id": "mai-20260917-1752-baseline|c158-s2|xai-small|Dover", "prompt": "c158-s2", "model": "xai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Dover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good starter but less polished for ongoing coordination"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|Breezy HR", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Breezy HR is widely regarded as the best all‑around starting point for small businesses"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|JazzHR", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JazzHR** – Best Low‑Cost Dedicated ATS"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|Workable", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable** – Best for Sourcing & Automation"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|BambooHR", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BambooHR** – Best If You Want Recruiting + HR in One"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|Zoho Recruit", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoho Recruit** – Best for Budget + CRM"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|Calendly", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Interview Scheduling:** Calendly (free + paid, easy to set up)"}, {"id": "mai-20260917-1752-baseline|c158-s2|zai-small|YouCanBookMe", "prompt": "c158-s2", "model": "zai-small", "cat": "interview-scheduling", "variant": "paraphrase", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or YouCanBookMe (deeply customizable)"}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|Calendly", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you hire frequently but simply:** Use **Calendly**. It gets out of your way and lets candidates book quickly."}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|Breezy HR", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Google Calendar** sharing or the **Breezy HR** free tier."}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|YouCanBookMe", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **YouCanBookMe** or an ATS like **Lever/Breezy**"}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|GoodTime", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be overkill for high-volume, straightforward hiring; steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|Acuity Scheduling", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GoodTime (or Acuity Scheduling)"}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|Google Calendar", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with **Google Calendar** sharing"}, {"id": "mai-20260917-1752-baseline|c158-s3|alibaba-small|Lever", "prompt": "c158-s3", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "an ATS like **Lever/Breezy**"}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|WhenAvailable", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "WhenAvailable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best interview scheduling tools in 2026 include WhenAvailable, GoodTime, and Calendly."}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|GoodTime", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the recruiting-specific ones—GoodTime, candidate.fyi, VidCruiter—handle the messy stuff: panels, time zones"}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|Calendly", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Calendly is the easiest and most accessible scheduling tool available and works well for simple one-on-one interviews at small teams."}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|Koalendar", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Koalendar is the top pick for simple automated interview scheduling, especially for small and mid-sized recruiting teams"}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|Setmore", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Setmore is a good fit for small to mid-sized businesses and independent recruiters who need a straightforward scheduling tool"}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|YouCanBook.me", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free, professional, and incredibly easy to use, designed with recruiters and small teams in mind"}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|candidate.fyi", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "candidate.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "the recruiting-specific ones—GoodTime, candidate.fyi, VidCruiter—handle the messy stuff"}, {"id": "mai-20260917-1752-baseline|c158-s3|anthropic-small|VidCruiter", "prompt": "c158-s3", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the recruiting-specific ones—GoodTime, candidate.fyi, VidCruiter—handle the messy stuff"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|Calendly", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly is the simplest all-around choice"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|YouCanBookMe", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "YouCanBookMe is more customizable"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|Koalendar", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Koalendar is the strongest free-forever option"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|Google Calendar", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mostly manual and does not provide self-scheduling or ATS integration"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|Appointlet", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Appointlet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good lightweight option for time-zone handling"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|GoodTime", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "recruiting-specific platforms like GoodTime or ModernLoop are more about complex panel interviews"}, {"id": "mai-20260917-1752-baseline|c158-s3|challenger-small|ModernLoop", "prompt": "c158-s3", "model": "challenger-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more about complex panel interviews and interviewer load balancing than basic scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|Calendly", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team just getting started, **Calendly** offers the frictionless experience most recruiters default to"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|YouCanBookMe", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**YouCanBookMe/Picktime** are better if you need deeper customization or panel/room handling"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|Picktime", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You manage small panels:** Picktime (up to 3 team members) or YouCanBookMe."}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|Koalendar", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a simple link-based tool (Koalendar, WhenMeet) is plenty"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|WhenMeet", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "WhenMeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**WhenMeet** is the budget pick for cross-company coordination at zero cost"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|Appointlet", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Appointlet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Limited automation and no ATS depth if you plan to grow; some users report occasional booking page glitches."}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|Lever", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "should look at ATS-native tools like Lever, Ashby"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|Ashby", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ATS-native tools like Lever, Ashby"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|GoodTime", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-orchestration platforms (GoodTime, ModernLoop)"}, {"id": "mai-20260917-1752-baseline|c158-s3|deepseek-small|ModernLoop", "prompt": "c158-s3", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-orchestration platforms (GoodTime, ModernLoop)"}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|Calendly", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly is the gold standard for simplicity... **Go with Calendly or YouCanBookMe** if your hiring process consists mostly of 1-on-1 phone/video screenings"}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|YouCanBookMe", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with Calendly or YouCanBookMe** if your hiring process consists mostly of 1-on-1 phone/video screenings and you want a simple, budget-friendly setup."}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|Arrange", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Arrange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Go with Arrange** if you are constantly playing \"calendar Tetris\" trying to align candidates with busy internal hiring managers"}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|Picktime", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Tiny panels (up to 3 team members) on a budget."}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|GoodTime", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without paying the premium prices of dedicated enterprise panel schedulers (like GoodTime or ModernLoop)"}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|ModernLoop", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without paying the premium prices of dedicated enterprise panel schedulers (like GoodTime or ModernLoop)"}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|Workable", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Go with your Built-In ATS** if you want everything... stored neatly in one centralized platform."}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|Breezy HR", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Scheduling links and email templates are housed directly inside the ATS where you manage your candidate pipeline."}, {"id": "mai-20260917-1752-baseline|c158-s3|google-small|Recruiterflow", "prompt": "c158-s3", "model": "google-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "#### 5. Workable, Breezy HR, or Recruiterflow"}, {"id": "mai-20260917-1752-baseline|c158-s3|meta-small|YouCanBookMe", "prompt": "c158-s3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "YouCanBookMe - Best overall for customization and reminders."}, {"id": "mai-20260917-1752-baseline|c158-s3|meta-small|Picktime", "prompt": "c158-s3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Picktime - Runner-up for small interview panels of up to three team members."}, {"id": "mai-20260917-1752-baseline|c158-s3|meta-small|Koalendar", "prompt": "c158-s3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Koalendar - Best for high-volume hiring with unlimited booking pages."}, {"id": "mai-20260917-1752-baseline|c158-s3|meta-small|Calendly", "prompt": "c158-s3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Calendly - Best for simple and small-team scheduling."}, {"id": "mai-20260917-1752-baseline|c158-s3|meta-small|Google Calendar", "prompt": "c158-s3", "model": "meta-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Calendar - Best for startups and small teams already in Google Workspace."}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|Calendly", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** – Best overall for small teams needing ease of use."}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|YouCanBookMe", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stands out for deeply customizable booking pages."}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|Koalendar", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a genuinely free-forever plan, making it ideal for solo recruiters"}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|Appointlet", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Appointlet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong automatic time zone detection with Zoom integration, useful for remote teams."}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|Google Calendar", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zero cost but fully manual—no self-scheduling or ATS integration."}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|GoodTime", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "looking at higher-end tools like GoodTime or ModernLoop (for 500+ hires/year)"}, {"id": "mai-20260917-1752-baseline|c158-s3|minimax-small|ModernLoop", "prompt": "c158-s3", "model": "minimax-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "higher-end tools like GoodTime or ModernLoop (for 500+ hires/year)"}, {"id": "mai-20260917-1752-baseline|c158-s3|mistral-small|Calendly", "prompt": "c158-s3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Calendly is the best balance of simplicity and features."}, {"id": "mai-20260917-1752-baseline|c158-s3|mistral-small|YouCanBookMe", "prompt": "c158-s3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more customization, try YouCanBookMe."}, {"id": "mai-20260917-1752-baseline|c158-s3|mistral-small|Koalendar", "prompt": "c158-s3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For budget-conscious teams, Koalendar or Picktime are strong free options."}, {"id": "mai-20260917-1752-baseline|c158-s3|mistral-small|Picktime", "prompt": "c158-s3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For budget-conscious teams, Koalendar or Picktime are strong free options."}, {"id": "mai-20260917-1752-baseline|c158-s3|mistral-small|Appointlet", "prompt": "c158-s3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Appointlet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Limitations: Limited automation and ATS integrations."}, {"id": "mai-20260917-1752-baseline|c158-s3|mistral-small|Google Calendar (Free)", "prompt": "c158-s3", "model": "mistral-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Google Calendar (Free)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "No self-scheduling, no ATS integration, and fully manual."}, {"id": "mai-20260917-1752-baseline|c158-s3|moonshot-small|Calendly", "prompt": "c158-s3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** — Best Overall for Simplicity"}, {"id": "mai-20260917-1752-baseline|c158-s3|moonshot-small|WhenMeet", "prompt": "c158-s3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "WhenMeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Option for Cross-Organization Scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s3|moonshot-small|SavvyCal", "prompt": "c158-s3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Candidate Experience"}, {"id": "mai-20260917-1752-baseline|c158-s3|moonshot-small|Setmore", "prompt": "c158-s3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Service-Based Small Businesses"}, {"id": "mai-20260917-1752-baseline|c158-s3|moonshot-small|ModernLoop", "prompt": "c158-s3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "ModernLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Requires ATS integration; overkill for simple needs"}, {"id": "mai-20260917-1752-baseline|c158-s3|moonshot-small|YouCanBook.me", "prompt": "c158-s3", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBook.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Multi-Calendar Users"}, {"id": "mai-20260917-1752-baseline|c158-s3|openai-small|Calendly", "prompt": "c158-s3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Very small team, mostly 1:1 interviews:** Calendly"}, {"id": "mai-20260917-1752-baseline|c158-s3|openai-small|Doodle", "prompt": "c158-s3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small team with lots of panel interviews:** Doodle"}, {"id": "mai-20260917-1752-baseline|c158-s3|openai-small|GoodTime", "prompt": "c158-s3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More powerful than Calendly/Doodle, but often more than a tiny team needs."}, {"id": "mai-20260917-1752-baseline|c158-s3|openai-small|Paradox (Olivia)", "prompt": "c158-s3", "model": "openai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** high-volume hiring or teams that want conversational, mobile-first candidate scheduling."}, {"id": "mai-20260917-1752-baseline|c158-s3|xai-small|Calendly", "prompt": "c158-s3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most popular for simplicity and ease of use... start with Calendly or Koalendar free."}, {"id": "mai-20260917-1752-baseline|c158-s3|xai-small|YouCanBookMe", "prompt": "c158-s3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for customization... less team routing than Calendly."}, {"id": "mai-20260917-1752-baseline|c158-s3|xai-small|Koalendar", "prompt": "c158-s3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Calendly or Koalendar free"}, {"id": "mai-20260917-1752-baseline|c158-s3|xai-small|SavvyCal", "prompt": "c158-s3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "SavvyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excels in team/group scheduling (e.g., panels)"}, {"id": "mai-20260917-1752-baseline|c158-s3|xai-small|Acuity Scheduling", "prompt": "c158-s3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "overkill for pure 1:1 but handles small panels"}, {"id": "mai-20260917-1752-baseline|c158-s3|xai-small|Picktime", "prompt": "c158-s3", "model": "xai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Picktime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Picktime/Acuity (small groups)"}, {"id": "mai-20260917-1752-baseline|c158-s3|zai-small|Calendly", "prompt": "c158-s3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you only schedule 1-on-1s:** Go with **Calendly**. It is the most frictionless for candidates and easiest for your team to use."}, {"id": "mai-20260917-1752-baseline|c158-s3|zai-small|YouCanBookMe", "prompt": "c158-s3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly customizable and flexible... Teams that care about branding"}, {"id": "mai-20260917-1752-baseline|c158-s3|zai-small|Koalendar", "prompt": "c158-s3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Koalendar** offers the best \"Free Forever\" plan for small teams"}, {"id": "mai-20260917-1752-baseline|c158-s3|zai-small|WhenMeet", "prompt": "c158-s3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "WhenMeet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need to schedule 3+ people at once:** You must use **WhenMeet**"}, {"id": "mai-20260917-1752-baseline|c158-s3|zai-small|GoodTime", "prompt": "c158-s3", "model": "zai-small", "cat": "interview-scheduling", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically more expensive and complex... Typically quote-based (expensive), starting around **$100+/month**."}, {"id": "mai-20260917-1752-baseline|c158-s4|alibaba-small|Calendly", "prompt": "c158-s4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Calendly (Free)**. It presents your company in the most professional light with the least amount of technical setup."}, {"id": "mai-20260917-1752-baseline|c158-s4|alibaba-small|Setmore", "prompt": "c158-s4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Calendly’s 1-event restriction feels too limiting, Setmore is likely your best bet."}, {"id": "mai-20260917-1752-baseline|c158-s4|alibaba-small|Google Appointment Slots", "prompt": "c158-s4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Appointment Slots", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Ecosystem Native Option: Google Appointment Slots / Microsoft Bookings"}, {"id": "mai-20260917-1752-baseline|c158-s4|alibaba-small|Microsoft Bookings", "prompt": "c158-s4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Microsoft Bookings** is a free app within the business suite. It looks very professional and integrates directly with Exchange calendars."}, {"id": "mai-20260917-1752-baseline|c158-s4|alibaba-small|Breezy HR", "prompt": "c158-s4", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Breezy is excellent for small businesses... Free for up to 3 open positions/recruiters."}, {"id": "mai-20260917-1752-baseline|c158-s4|anthropic-small|Koalendar", "prompt": "c158-s4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Koalendar is the top pick for simple automated interview scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s4|anthropic-small|YouCanBook.me", "prompt": "c158-s4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBook.me", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Koalendar** or **YouCanBook.me** would be excellent starting points"}, {"id": "mai-20260917-1752-baseline|c158-s4|anthropic-small|Microsoft Bookings", "prompt": "c158-s4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lightweight scheduling tool included free with Microsoft 365 Business subscriptions, making it a budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c158-s4|anthropic-small|Setmore", "prompt": "c158-s4", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Setmore is a good fit for small to mid-sized businesses and independent recruiters"}, {"id": "mai-20260917-1752-baseline|c158-s4|challenger-small|Calendly", "prompt": "c158-s4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** is the safest default choice because it has a **free plan**"}, {"id": "mai-20260917-1752-baseline|c158-s4|challenger-small|Setmore", "prompt": "c158-s4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also listed as a **free/cheap** option for low interview volume and small businesses"}, {"id": "mai-20260917-1752-baseline|c158-s4|challenger-small|Koalendar", "prompt": "c158-s4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong pick if you want a **simple, candidate-friendly** scheduler with a strong free plan"}, {"id": "mai-20260917-1752-baseline|c158-s4|challenger-small|YouCanBookMe", "prompt": "c158-s4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you need more customization and reminders, with budget-friendly positioning"}, {"id": "mai-20260917-1752-baseline|c158-s4|challenger-small|Microsoft Bookings", "prompt": "c158-s4", "model": "challenger-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Microsoft Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "can be an especially low-cost choice because it is included with that subscription"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|Calendly", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Free Option: **Calendly**"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|YouCanBookMe", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **YouCanBookMe**"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|Koalendar", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Koalendar** or **Calendly's free plan** — both cost $0"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|Google Calendar", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The catch: no self-scheduling for candidates and fully manual coordination"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|GoodTime", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often cost thousands per year or use custom enterprise pricing — generally **overkill for a small company on a tight budget**"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|ModernLoop", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often cost thousands per year ... generally **overkill for a small company on a tight budget**"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|Paradox", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often cost thousands per year ... generally **overkill for a small company on a tight budget**"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|HireVue", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often cost thousands per year ... generally **overkill for a small company on a tight budget**"}, {"id": "mai-20260917-1752-baseline|c158-s4|deepseek-small|HubSpot", "prompt": "c158-s4", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HubSpot has a **free** meeting scheduler), try that first"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Calendly", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly (Best Overall & Most Recognizable)"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Koalendar", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Koalendar if you need a 100% free tool that allows you to set up multiple different interview lengths"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Picktime", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Small Teams/Panel Interviews on a Budget"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Setmore", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Embedding on Your Website"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Zoho Recruit", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "arguably the strongest free-forever ATS for a single recruiter or founder"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Dover", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Dover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Modern Free ATS for Startups"}, {"id": "mai-20260917-1752-baseline|c158-s4|google-small|Breezy HR", "prompt": "c158-s4", "model": "google-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Breezy only retains candidate data for 30 days... highly limiting if you want to save resumes for future roles"}, {"id": "mai-20260917-1752-baseline|c158-s4|meta-small|Calendly", "prompt": "c158-s4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best interview scheduling software for a small company with a tight budget is Calendly."}, {"id": "mai-20260917-1752-baseline|c158-s4|meta-small|YouCanBookMe", "prompt": "c158-s4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are YouCanBookMe and Koalendar, which also have free plans and affordable pricing."}, {"id": "mai-20260917-1752-baseline|c158-s4|meta-small|Koalendar", "prompt": "c158-s4", "model": "meta-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are YouCanBookMe and Koalendar, which also have free plans and affordable pricing."}, {"id": "mai-20260917-1752-baseline|c158-s4|minimax-small|Calendly", "prompt": "c158-s4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** (Best Overall)... I'd suggest starting with **Calendly's free plan** or **Setmore's free forever plan**"}, {"id": "mai-20260917-1752-baseline|c158-s4|minimax-small|Setmore", "prompt": "c158-s4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Calendly's free plan** or **Setmore's free forever plan**. Both offer sufficient features"}, {"id": "mai-20260917-1752-baseline|c158-s4|minimax-small|Google Calendar", "prompt": "c158-s4", "model": "minimax-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limitation**: No self-scheduling features, no ATS integration, requires manual coordination"}, {"id": "mai-20260917-1752-baseline|c158-s4|mistral-small|Calendly", "prompt": "c158-s4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a free plan for basic scheduling needs... ideal for small teams that want a simple, reliable solution."}, {"id": "mai-20260917-1752-baseline|c158-s4|mistral-small|YouCanBookMe", "prompt": "c158-s4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highly customizable and integrates with popular calendars, making it a strong choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c158-s4|mistral-small|Koalendar", "prompt": "c158-s4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "genuinely free-forever plan with unlimited bookings and pages, making it perfect for solo recruiters or very small teams"}, {"id": "mai-20260917-1752-baseline|c158-s4|mistral-small|Sign In Scheduling (formerly 10to8)", "prompt": "c158-s4", "model": "mistral-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Sign In Scheduling (formerly 10to8)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free starter plan for up to 10 appointments per month, which can be a good fit if your scheduling needs are minimal"}, {"id": "mai-20260917-1752-baseline|c158-s4|moonshot-small|Calendly", "prompt": "c158-s4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Calendly's free plan** if you want a professional candidate experience with minimal setup"}, {"id": "mai-20260917-1752-baseline|c158-s4|moonshot-small|Setmore", "prompt": "c158-s4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Setmore's free plan** if you need payment processing or have up to 4 interviewers"}, {"id": "mai-20260917-1752-baseline|c158-s4|moonshot-small|Google Calendar", "prompt": "c158-s4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use Google Calendar** only if your volume is very low and you don't mind manual coordination"}, {"id": "mai-20260917-1752-baseline|c158-s4|moonshot-small|YouCanBookMe", "prompt": "c158-s4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real free tier, customizable booking pages | Simple scheduling needs"}, {"id": "mai-20260917-1752-baseline|c158-s4|moonshot-small|Appointlet", "prompt": "c158-s4", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Appointlet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Time zone detection, Zoom integration | Teams scheduling across time zones"}, {"id": "mai-20260917-1752-baseline|c158-s4|openai-small|Calendly Free", "prompt": "c158-s4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly Free** is usually the best starting point for a small company with a tight budget."}, {"id": "mai-20260917-1752-baseline|c158-s4|openai-small|Doodle", "prompt": "c158-s4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget-friendly paid pick:** **Doodle Professional** — good if you need group scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s4|openai-small|Calendly Teams", "prompt": "c158-s4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Calendly Teams is **$16/seat/month**"}, {"id": "mai-20260917-1752-baseline|c158-s4|openai-small|GoodTime", "prompt": "c158-s4", "model": "openai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but these are usually better once you can justify higher cost or need more automation"}, {"id": "mai-20260917-1752-baseline|c158-s4|xai-small|Koalendar", "prompt": "c158-s4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Koalendar stands out as the best overall interview scheduling software due to its genuinely unlimited free-forever plan"}, {"id": "mai-20260917-1752-baseline|c158-s4|xai-small|Calendly", "prompt": "c158-s4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pros: Super intuitive, one-click calendar sync... Cons: Free limits to one event type"}, {"id": "mai-20260917-1752-baseline|c158-s4|xai-small|YouCanBookMe", "prompt": "c158-s4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pros: Highly customizable pages, strong reminders, supports small panels"}, {"id": "mai-20260917-1752-baseline|c158-s4|xai-small|Setmore", "prompt": "c158-s4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for small teams, website embedding, basic panels. Cons: Less polished for recruiting"}, {"id": "mai-20260917-1752-baseline|c158-s4|xai-small|Lever", "prompt": "c158-s4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "check their built-in schedulers first, but they're often pricier ($75+/mo)"}, {"id": "mai-20260917-1752-baseline|c158-s4|xai-small|JazzHR", "prompt": "c158-s4", "model": "xai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "check their built-in schedulers first, but they're often pricier ($75+/mo)"}, {"id": "mai-20260917-1752-baseline|c158-s4|zai-small|Koalendar", "prompt": "c158-s4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Koalendar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Koalendar – Best Overall “Free Forever” Choice"}, {"id": "mai-20260917-1752-baseline|c158-s4|zai-small|Calendly", "prompt": "c158-s4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Calendly – Best for Simplicity & Ease of Use"}, {"id": "mai-20260917-1752-baseline|c158-s4|zai-small|YouCanBookMe", "prompt": "c158-s4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "YouCanBookMe – Best for Customization & Reminders"}, {"id": "mai-20260917-1752-baseline|c158-s4|zai-small|Setmore", "prompt": "c158-s4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Setmore – Best for Multiple Staff Members"}, {"id": "mai-20260917-1752-baseline|c158-s4|zai-small|Acuity Scheduling", "prompt": "c158-s4", "model": "zai-small", "cat": "interview-scheduling", "variant": "budget", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: No free forever plan; pricing is higher than the free options above."}, {"id": "mai-20260917-1752-baseline|c158-s5|alibaba-small|Calendly", "prompt": "c158-s5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When talking to vendors like **Calendly**, **GoodTime**, **Xignia**, or **Lime**, ask these three specific questions"}, {"id": "mai-20260917-1752-baseline|c158-s5|alibaba-small|GoodTime", "prompt": "c158-s5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When talking to vendors like **Calendly**, **GoodTime**, **Xignia**, or **Lime**"}, {"id": "mai-20260917-1752-baseline|c158-s5|alibaba-small|Xignia", "prompt": "c158-s5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Xignia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When talking to vendors like **Calendly**, **GoodTime**, **Xignia**, or **Lime**"}, {"id": "mai-20260917-1752-baseline|c158-s5|alibaba-small|Lime", "prompt": "c158-s5", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When talking to vendors like **Calendly**, **GoodTime**, **Xignia**, or **Lime**"}, {"id": "mai-20260917-1752-baseline|c158-s5|deepseek-small|Calendly", "prompt": "c158-s5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your size, **Calendly** or similar lightweight tools might be a perfect fit—clean booking pages with one-click Google/Outlook sync, though their free plans are limited"}, {"id": "mai-20260917-1752-baseline|c158-s5|deepseek-small|Doodle", "prompt": "c158-s5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Doodle** is good for panel/poll scheduling."}, {"id": "mai-20260917-1752-baseline|c158-s5|deepseek-small|Lever", "prompt": "c158-s5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deeper ATS-native scheduling, tools like Lever or Recruitee bundle it in."}, {"id": "mai-20260917-1752-baseline|c158-s5|deepseek-small|Recruitee", "prompt": "c158-s5", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tools like Lever or Recruitee bundle it in"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|Breezy HR", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you consistently run multi-person panel loops, look at a lightweight ATS like **Breezy HR**."}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|Ashby", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ashby** (more robust, excellent scheduling features)"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|Recruiterflow", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "or **Recruiterflow**"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|Calendly", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "go with a cheap standalone tool like **Calendly** or **YouCanBookMe**"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|YouCanBookMe", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**YouCanBookMe** (highly customizable templates)"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|Koalendar", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Koalendar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Koalendar** (great free/low-cost option)"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|GoodTime", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Phase 3: What to Avoid (For Now) ... enterprise-grade tools like **GoodTime**"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|ModernLoop", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "ModernLoop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid them: These are powerful AI-driven interview coordinators built for companies hiring hundreds of people a month"}, {"id": "mai-20260917-1752-baseline|c158-s5|google-small|Paradox", "prompt": "c158-s5", "model": "google-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "For a 30-person company, they are unnecessary overhead."}, {"id": "mai-20260917-1752-baseline|c158-s5|meta-small|Lever", "prompt": "c158-s5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lever**: A strong choice for mid-sized companies, offering scheduling built into their ATS and recruiting CRM."}, {"id": "mai-20260917-1752-baseline|c158-s5|meta-small|Calendly", "prompt": "c158-s5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular option for simple automated interview scheduling, with a free plan available"}, {"id": "mai-20260917-1752-baseline|c158-s5|meta-small|Koalendar", "prompt": "c158-s5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A top pick for small and mid-sized recruiting teams, offering unlimited booking pages and a strong free plan."}, {"id": "mai-20260917-1752-baseline|c158-s5|meta-small|GoodTime", "prompt": "c158-s5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good option for companies that need AI-automated, complex multi-panel scheduling at scale."}, {"id": "mai-20260917-1752-baseline|c158-s5|meta-small|candidate.fyi", "prompt": "c158-s5", "model": "meta-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A tool that elevates candidate experience on top of an existing ATS."}, {"id": "mai-20260917-1752-baseline|c158-s5|minimax-small|Calendly", "prompt": "c158-s5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Calendly** or **YouCanBookMe** are likely your best bets"}, {"id": "mai-20260917-1752-baseline|c158-s5|minimax-small|YouCanBookMe", "prompt": "c158-s5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "YouCanBookMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Calendly** or **YouCanBookMe** are likely your best bets"}, {"id": "mai-20260917-1752-baseline|c158-s5|minimax-small|Lever", "prompt": "c158-s5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you anticipate scaling or need deeper ATS integration, consider **Lever**"}, {"id": "mai-20260917-1752-baseline|c158-s5|minimax-small|Setmore", "prompt": "c158-s5", "model": "minimax-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Setmore** | Low volume, free option | Free/$12 |"}, {"id": "mai-20260917-1752-baseline|c158-s5|mistral-small|Calendly", "prompt": "c158-s5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 tools** based on your needs (e.g., Calendly, Chili Piper, GoodTime, Paradox, X.ai, ScheduleOnce)."}, {"id": "mai-20260917-1752-baseline|c158-s5|mistral-small|Chili Piper", "prompt": "c158-s5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Chili Piper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Calendly, Chili Piper, GoodTime, Paradox, X.ai, ScheduleOnce"}, {"id": "mai-20260917-1752-baseline|c158-s5|mistral-small|GoodTime", "prompt": "c158-s5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Calendly, Chili Piper, GoodTime, Paradox, X.ai, ScheduleOnce"}, {"id": "mai-20260917-1752-baseline|c158-s5|mistral-small|Paradox", "prompt": "c158-s5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Calendly, Chili Piper, GoodTime, Paradox, X.ai, ScheduleOnce"}, {"id": "mai-20260917-1752-baseline|c158-s5|mistral-small|X.ai", "prompt": "c158-s5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "X.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Calendly, Chili Piper, GoodTime, Paradox, X.ai, ScheduleOnce"}, {"id": "mai-20260917-1752-baseline|c158-s5|mistral-small|ScheduleOnce", "prompt": "c158-s5", "model": "mistral-small", "cat": "interview-scheduling", "variant": "scale", "raw": "ScheduleOnce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Calendly, Chili Piper, GoodTime, Paradox, X.ai, ScheduleOnce"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|Calendly", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "No ATS, simple hiring | Calendly ($10-16/seat) or free alternatives (WhenMeet, Koalendar)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|Koalendar", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Koalendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free alternatives (WhenMeet, Koalendar)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|GoodTime", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Panel/multi-stakeholder interviews: You need tools that can coordinate multiple calendars across departments (Doodle, GoodTime, or ATS-native solutions)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|candidate.fyi", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already using Greenhouse/Lever | Use their built-in scheduling or add candidate.fyi (~$6K/year)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|Ashby", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider an ATS with scheduling (Ashby starts ~$400/month for <100 employees)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|JazzHR", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bundled ATS platforms: Start around $75-400/month for companies under 100 employees (e.g., Ashby, JazzHR)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|Doodle", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "coordinate multiple calendars across departments (Doodle, GoodTime, or ATS-native solutions)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|WhenMeet", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "WhenMeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free alternatives (WhenMeet, Koalendar)"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|Setmore", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Setmore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tiers of Calendly, Setmore, or YouCanBookMe"}, {"id": "mai-20260917-1752-baseline|c158-s5|moonshot-small|YouCanBookMe", "prompt": "c158-s5", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "scale", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free tiers of Calendly, Setmore, or YouCanBookMe"}, {"id": "mai-20260917-1752-baseline|c158-s5|xai-small|Calendly", "prompt": "c158-s5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Calendly (simple, affordable starting point)... | **Calendly** | Simple 1:1 screens | Free/$8-12/user/mo | Ease, free tier |"}, {"id": "mai-20260917-1752-baseline|c158-s5|xai-small|GoodTime", "prompt": "c158-s5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoodTime or Lever (more recruiting-focused with AI/panels)"}, {"id": "mai-20260917-1752-baseline|c158-s5|xai-small|Lever", "prompt": "c158-s5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoodTime or Lever (more recruiting-focused with AI/panels)"}, {"id": "mai-20260917-1752-baseline|c158-s5|xai-small|WhenMeet", "prompt": "c158-s5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "WhenMeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free tiers like WhenMeet or Koalendar"}, {"id": "mai-20260917-1752-baseline|c158-s5|xai-small|Koalendar", "prompt": "c158-s5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "Koalendar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free tiers like WhenMeet or Koalendar"}, {"id": "mai-20260917-1752-baseline|c158-s5|xai-small|YouCanBookMe", "prompt": "c158-s5", "model": "xai-small", "cat": "interview-scheduling", "variant": "scale", "raw": "YouCanBookMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **YouCanBookMe** | Custom pages | $9/mo | Time-zone focus |"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|Workday", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Workday, SAP SuccessFactors, Oracle Taleo, Deltek. Why to avoid: These are massive Human Resource Information Systems (HRIS)."}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|SAP SuccessFactors", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Workday, SAP SuccessFactors, Oracle Taleo, Deltek. Why to avoid"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|Oracle Taleo", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Workday, SAP SuccessFactors, Oracle Taleo, Deltek. Why to avoid"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|Deltek", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Deltek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples: Workday, SAP SuccessFactors, Oracle Taleo, Deltek. Why to avoid"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|GoodTime", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better Alternative: Tools like **GoodTime** or **Calendly** allow you to pull candidates from any source"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|Calendly", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Alternative: Tools like **GoodTime** or **Calendly** allow you to pull candidates from any source"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|Salesforce", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "CRM platforms (like Salesforce) ... attempting to act as recruiting schedulers. Why to be cautious: You will likely pay for a feature you don't use."}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|ClickUp", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "generic project management tools (like ClickUp or Monday.com) attempting to act as recruiting schedulers"}, {"id": "mai-20260917-1752-baseline|c158-s6|alibaba-small|Monday.com", "prompt": "c158-s6", "model": "alibaba-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "generic project management tools (like ClickUp or Monday.com) attempting to act as recruiting schedulers"}, {"id": "mai-20260917-1752-baseline|c158-s6|anthropic-small|Paradox", "prompt": "c158-s6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small organizations may find Paradox too much for their needs"}, {"id": "mai-20260917-1752-baseline|c158-s6|anthropic-small|VidCruiter", "prompt": "c158-s6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small businesses with limited budgets may not need VidCruiter due to lower recruitment needs and higher costs"}, {"id": "mai-20260917-1752-baseline|c158-s6|anthropic-small|GoodTime", "prompt": "c158-s6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "None of the recruiting-specific schedulers (GoodTime, ModernLoop, HireVue, Paradox) have free tiers; they're enterprise-only"}, {"id": "mai-20260917-1752-baseline|c158-s6|anthropic-small|ModernLoop", "prompt": "c158-s6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "None of the recruiting-specific schedulers (GoodTime, ModernLoop, HireVue, Paradox) have free tiers; they're enterprise-only"}, {"id": "mai-20260917-1752-baseline|c158-s6|anthropic-small|HireVue", "prompt": "c158-s6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "None of the recruiting-specific schedulers (GoodTime, ModernLoop, HireVue, Paradox) have free tiers; they're enterprise-only"}, {"id": "mai-20260917-1752-baseline|c158-s6|anthropic-small|Google Calendar", "prompt": "c158-s6", "model": "anthropic-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you give up everything past the basics. No candidate self-scheduling, no ATS integration, no automation."}, {"id": "mai-20260917-1752-baseline|c158-s6|challenger-small|Calendly", "prompt": "c158-s6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Basic booking tools like **Calendly** or **Google Calendar** are fine for simple one-on-one screens, but they can break down when you need ATS integration, panel scheduling, or heavier automation."}, {"id": "mai-20260917-1752-baseline|c158-s6|challenger-small|Google Calendar", "prompt": "c158-s6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Overly basic calendar tools** like **Google Calendar** if you need self-scheduling, ATS integration, or automated coordination, because they are described as manual and lacking those features."}, {"id": "mai-20260917-1752-baseline|c158-s6|challenger-small|GoodTime", "prompt": "c158-s6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be especially cautious with tools in these categories: **Enterprise-first platforms** such as **GoodTime** and **ModernLoop** if you are a small team with low hiring volume"}, {"id": "mai-20260917-1752-baseline|c158-s6|challenger-small|ModernLoop", "prompt": "c158-s6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-first platforms** such as **GoodTime** and **ModernLoop** if you are a small team with low hiring volume"}, {"id": "mai-20260917-1752-baseline|c158-s6|challenger-small|Paradox", "prompt": "c158-s6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-volume frontline hiring tools** such as **Paradox** or **HireVue Scheduling** unless you are actually hiring at that scale"}, {"id": "mai-20260917-1752-baseline|c158-s6|challenger-small|HireVue Scheduling", "prompt": "c158-s6", "model": "challenger-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "such as **Paradox** or **HireVue Scheduling** unless you are actually hiring at that scale, since they are positioned for high-volume hourly/frontline recruiting"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|GoodTime", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid unless you have a dedicated recruiting team and high-volume hiring."}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Greenhouse", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "it's mainly useful only if you already use Greenhouse or Lever at scale"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Lever", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "it's mainly useful only if you already use Greenhouse or Lever at scale"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Doodle", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Verdict: Use it only for quick internal polls (e.g., picking a lunch date), not for candidate scheduling."}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Recruitee", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overly Complex \"All-in-One\" ATS Schedulers (e.g., Recruitee, some built-in tools) ... often lack polish"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Calendly", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools to Use with Caution ... No true panel scheduling ... Pricing creep"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Acuity", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Acuity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "similar generic schedulers like Acuity, YouCanBookMe"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|YouCanBookMe", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**YouCanBookMe** (customizable, one-time fee options)"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Zcal", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Zcal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zcal/Cal.com (open-source, cheaper, more flexible)"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Cal.com", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Zcal/Cal.com (open-source, cheaper, more flexible)"}, {"id": "mai-20260917-1752-baseline|c158-s6|deepseek-small|Picktime", "prompt": "c158-s6", "model": "deepseek-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Picktime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Picktime** (free tier with panel support)"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Microsoft Bookings", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Microsoft Bookings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft Bookings is notorious for technical quirks and a user experience that isn't optimized for recruiting"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Workday", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complex, Enterprise-Grade Platforms (e.g., Workday, heavy ATS native schedulers)... require complex, months-long setups"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|ModernLoop", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: ... these tools are built for high-volume enterprise talent teams. Their pricing is rarely transparent"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|GoodTime", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-First Scheduling Add-ons with \"Hidden\" Pricing (e.g., ModernLoop, GoodTime)"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Cal.com", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Cal.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "look for modern, lightweight, standalone schedulers (such as Cal.com or Calendly)"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Calendly", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for modern, lightweight, standalone schedulers (such as Cal.com or Calendly)"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Breezy HR", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or a small-business-friendly ATS (like Breezy HR, Ashby, or Teamdash)"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Ashby", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a small-business-friendly ATS (like Breezy HR, Ashby, or Teamdash)"}, {"id": "mai-20260917-1752-baseline|c158-s6|google-small|Teamdash", "prompt": "c158-s6", "model": "google-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Teamdash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a small-business-friendly ATS (like Breezy HR, Ashby, or Teamdash)"}, {"id": "mai-20260917-1752-baseline|c158-s6|meta-small|Calendly", "prompt": "c158-s6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like Calendly and basic Google Calendar integrations may not be suitable for small businesses with complex hiring processes or high volumes of interviews"}, {"id": "mai-20260917-1752-baseline|c158-s6|meta-small|Google Calendar", "prompt": "c158-s6", "model": "meta-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic Google Calendar integrations may not be suitable for small businesses with complex hiring processes or high volumes of interviews"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|GoodTime", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users note it's expensive unless you're hiring at scale, and the interface can be complex for new users"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|VidCruiter", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best for organizations with 100+ job openings annually; not ideal for small businesses"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|Recruitee", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "No free tier and feature-heavy—overkill if you just need basic scheduling"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|Calendly", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Calendly** (free tier available)"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|ModernLoop", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most recruiting-specific tools (ModernLoop, GoodTime) lack free tiers entirely"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|Google Calendar", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Calendar** (free, if manual scheduling is acceptable)"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|Doodle", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tools like basic Google Calendar or Doodle won't integrate with applicant tracking systems, creating data silos"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|Breezy HR", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Breezy HR** (designed for small teams)"}, {"id": "mai-20260917-1752-baseline|c158-s6|minimax-small|YouCanBookMe", "prompt": "c158-s6", "model": "minimax-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**YouCanBookMe** (good customization)"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|VidCruiter", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like VidCruiter, GoodTime, and Lever do not offer free trials or free plans"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|GoodTime", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some tools, such as GoodTime, are feature-rich but require significant setup time and may be overwhelming for small teams."}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|Lever", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms like VidCruiter, GoodTime, and Lever do not offer free trials or free plans"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|Clear Company", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Clear Company", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(e.g., Clear Company, Sense, Paradox, Modernloop) only provide custom quotes, which can hide unexpected fees"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|Sense", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only provide custom quotes, which can hide unexpected fees or make budgeting difficult"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|Paradox", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only provide custom quotes, which can hide unexpected fees or make budgeting difficult"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|Modernloop", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Modernloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "only provide custom quotes, which can hide unexpected fees or make budgeting difficult"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|Calendly", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for tools with clear pricing, good scalability, and strong user support—such as Calendly or YouCanBookMe"}, {"id": "mai-20260917-1752-baseline|c158-s6|mistral-small|YouCanBookMe", "prompt": "c158-s6", "model": "mistral-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "such as Calendly or YouCanBookMe—for a more manageable and cost-effective experience"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|GoodTime", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Caution... GoodTime pricing reportedly starts at ~$30,000/year"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|ModernLoop", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Focused Platforms (GoodTime, ModernLoop, candidate.fyi) **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|candidate.fyi", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Focused Platforms (GoodTime, ModernLoop, candidate.fyi) **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|Lever's Built-in Scheduler", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever's Built-in Scheduler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users report it has **\"the absolute worst UX\"** among scheduling tools"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|Calendly", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Calendly (with caveats) **Why to be cautious:** Not built for recruiting"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|WhenMeet", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "WhenMeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tool designed for small teams; no ATS required"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|Setmore", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free for up to 4 users; simple appointment booking"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|Agiled", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Agiled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free forever tier with scheduling + CRM"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|JazzHR", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ATS with built-in scheduling starting at $75/month"}, {"id": "mai-20260917-1752-baseline|c158-s6|moonshot-small|Breezy HR", "prompt": "c158-s6", "model": "moonshot-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "ATS with built-in scheduling starting at $75/month"}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|GoodTime (GoodTime.io)", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime (GoodTime.io)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Geared toward large enterprises ... note glitches, slow performance, and it's \"overkill\" or \"expensive\" for small teams."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|VidCruiter", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "find it expensive and setup-heavy (4–8 weeks). Not ideal for basic scheduling."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|candidate.fyi", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"not ideal for SMBs without ATS infrastructure.\" Built for complex coordination, not small-scale use."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|Metaview scheduling", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Metaview scheduling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Quote-based/enterprise-only (no free tiers), often $10K+ annually... small businesses face long onboarding and poor value."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|ModernLoop", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "ModernLoop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Quote-based/enterprise-only (no free tiers), often $10K+ annually... small businesses face long onboarding and poor value."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|HireVue Scheduling", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "HireVue Scheduling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Quote-based/enterprise-only (no free tiers), often $10K+ annually... small businesses face long onboarding and poor value."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|Calendly", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Calendly**: Free/basic plans for simple 1:1; affordable upgrades ($10–$16/user/month). G2/Capterra highs for ease."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|Google Calendar", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Google Calendar/Doodle**: Free for basics."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|Doodle", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Doodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Google Calendar/Doodle**: Free for basics."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|YouCanBookMe", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "YouCanBookMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "YouCanBookMe/Setmore**: Free tiers, SMB-friendly."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|Setmore", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Setmore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "YouCanBookMe/Setmore**: Free tiers, SMB-friendly."}, {"id": "mai-20260917-1752-baseline|c158-s6|xai-small|Zoho Bookings", "prompt": "c158-s6", "model": "xai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Zoho Bookings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "top-rated: Calendly, Zoho Bookings."}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|GoodTime", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "GoodTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **GoodTime** or **candidate.fyi** ... **Why to avoid:** These platforms often have steep learning curves"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|candidate.fyi", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "candidate.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like **GoodTime** or **candidate.fyi** are designed for high-volume, complex hiring teams"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Google Calendar", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Google Calendar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "relying solely on Google Calendar or Outlook for interview scheduling is a common pitfall"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Outlook", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Outlook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "relying solely on Google Calendar or Outlook for interview scheduling is a common pitfall"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Acuity Scheduling", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Acuity Scheduling** is popular, but for small businesses, it can be a cautionary example."}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Lever", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offers a scheduling module (like **Lever**, **Greenhouse**, or **Workday**), avoid using these if you don't need the full ATS suite"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Greenhouse", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoid using these if you don't need the full ATS suite"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Workday", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "avoid using these if you don't need the full ATS suite"}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|Calendly", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "They often lack the clean, standalone candidate experience of tools like Calendly or WhenMeet."}, {"id": "mai-20260917-1752-baseline|c158-s6|zai-small|WhenMeet", "prompt": "c158-s6", "model": "zai-small", "cat": "interview-scheduling", "variant": "negative", "raw": "WhenMeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "lack the clean, standalone candidate experience of tools like Calendly or WhenMeet"}, {"id": "mai-20260917-1752-baseline|c159-l1|alibaba-small|HireVue", "prompt": "c159-l1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Market Leader: HireVue ... arguably the most recognized name in the space"}, {"id": "mai-20260917-1752-baseline|c159-l1|alibaba-small|Paradox (Olivia)", "prompt": "c159-l1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best for Automation & Efficiency: Paradox (Olivia)"}, {"id": "mai-20260917-1752-baseline|c159-l1|alibaba-small|Springboard Recruiter", "prompt": "c159-l1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Springboard Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Candidate Experience: Springboard Recruiter"}, {"id": "mai-20260917-1752-baseline|c159-l1|alibaba-small|Microsoft Teams", "prompt": "c159-l1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "\"We just need a secure Zoom call replacement.\" | (Consider building into existing Microsoft Teams or Slack)"}, {"id": "mai-20260917-1752-baseline|c159-l1|alibaba-small|Slack", "prompt": "c159-l1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Consider building into existing Microsoft Teams or Slack)"}, {"id": "mai-20260917-1752-baseline|c159-l1|anthropic-small|HireVue", "prompt": "c159-l1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular platforms** to research include HireVue, Kira Talent, Spark Hire, VidCruiter, and others"}, {"id": "mai-20260917-1752-baseline|c159-l1|anthropic-small|Kira Talent", "prompt": "c159-l1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Kira Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular platforms** to research include HireVue, Kira Talent, Spark Hire, VidCruiter, and others"}, {"id": "mai-20260917-1752-baseline|c159-l1|anthropic-small|Spark Hire", "prompt": "c159-l1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Popular platforms** to research include HireVue, Kira Talent, Spark Hire, VidCruiter, and others"}, {"id": "mai-20260917-1752-baseline|c159-l1|anthropic-small|VidCruiter", "prompt": "c159-l1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Popular platforms** to research include HireVue, Kira Talent, Spark Hire, VidCruiter, and others"}, {"id": "mai-20260917-1752-baseline|c159-l1|challenger-small|HireVue", "prompt": "c159-l1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-l1|challenger-small|VidCruiter", "prompt": "c159-l1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VidCruiter** if you want the strongest **structured process control**"}, {"id": "mai-20260917-1752-baseline|c159-l1|challenger-small|Spark Hire", "prompt": "c159-l1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spark Hire** if you want the best **ease of use**"}, {"id": "mai-20260917-1752-baseline|c159-l1|challenger-small|Jobma", "prompt": "c159-l1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jobma** if you want a solid mix of **video interviewing plus assessments**"}, {"id": "mai-20260917-1752-baseline|c159-l1|deepseek-small|HireVue", "prompt": "c159-l1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Enterprise Recommendation: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-l1|deepseek-small|VidCruiter", "prompt": "c159-l1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-l1|deepseek-small|Spark Hire", "prompt": "c159-l1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Published pricing + SMB/mid-market needs | **Spark Hire** (~$249–$349/mo)"}, {"id": "mai-20260917-1752-baseline|c159-l1|deepseek-small|HackerRank", "prompt": "c159-l1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI interview notes/analytics for enterprise consistency | **HackerRank, Metaview, Willo**"}, {"id": "mai-20260917-1752-baseline|c159-l1|deepseek-small|Metaview", "prompt": "c159-l1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HackerRank, Metaview, Willo**"}, {"id": "mai-20260917-1752-baseline|c159-l1|deepseek-small|Willo", "prompt": "c159-l1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HackerRank, Metaview, Willo**"}, {"id": "mai-20260917-1752-baseline|c159-l1|google-small|HireVue", "prompt": "c159-l1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue is the industry gold standard"}, {"id": "mai-20260917-1752-baseline|c159-l1|google-small|VidCruiter", "prompt": "c159-l1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VidCruiter is the most configurable tool on the market"}, {"id": "mai-20260917-1752-baseline|c159-l1|google-small|Jobma", "prompt": "c159-l1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Hybrid Commercial & Technical B2B Hiring"}, {"id": "mai-20260917-1752-baseline|c159-l1|google-small|Willo", "prompt": "c159-l1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Willo is an exceptional choice"}, {"id": "mai-20260917-1752-baseline|c159-l1|meta-small|Goldcast", "prompt": "c159-l1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Goldcast - offers a complete end-to-end video interview platform with features like local, separate-track recording"}, {"id": "mai-20260917-1752-baseline|c159-l1|meta-small|Guideflow", "prompt": "c159-l1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Guideflow - offers a range of video interviewing software options with different intents"}, {"id": "mai-20260917-1752-baseline|c159-l1|meta-small|Rework", "prompt": "c159-l1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Rework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rework - offers a range of video interview software options, including live video interviewing and one-way (asynchronous) interviewing"}, {"id": "mai-20260917-1752-baseline|c159-l1|meta-small|Truffle", "prompt": "c159-l1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Truffle - offers a range of video interviewing software options with different interview types, AI evaluation, pricing"}, {"id": "mai-20260917-1752-baseline|c159-l1|minimax-small|HireVue", "prompt": "c159-l1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, HireVue and Greenhouse are consistently top-rated choices."}, {"id": "mai-20260917-1752-baseline|c159-l1|minimax-small|Greenhouse", "prompt": "c159-l1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for structured interview workflows and integration with ATS"}, {"id": "mai-20260917-1752-baseline|c159-l1|minimax-small|Lever", "prompt": "c159-l1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong on candidate relationship management and interviewing"}, {"id": "mai-20260917-1752-baseline|c159-l1|minimax-small|Workday Recruiting", "prompt": "c159-l1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-focused with robust analytics"}, {"id": "mai-20260917-1752-baseline|c159-l1|minimax-small|iCIMS", "prompt": "c159-l1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade talent acquisition platform"}, {"id": "mai-20260917-1752-baseline|c159-l1|mistral-small|Goldcast", "prompt": "c159-l1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your main goal is customer-facing video interviews (sales, customer stories, thought leadership), **Goldcast** is likely the best fit."}, {"id": "mai-20260917-1752-baseline|c159-l1|mistral-small|CleverX", "prompt": "c159-l1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "CleverX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For B2B customer research and product interviews, **CleverX** or **Conveo** are top choices."}, {"id": "mai-20260917-1752-baseline|c159-l1|mistral-small|Conveo", "prompt": "c159-l1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "Conveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Conveo** is another strong choice, combining AI-moderated video interviews with synthesis"}, {"id": "mai-20260917-1752-baseline|c159-l1|mistral-small|HireVue", "prompt": "c159-l1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**HireVue** is frequently cited as the best for enterprise and high-volume teams, offering AI assessments, structured video interviewing, and deep automation at scale."}, {"id": "mai-20260917-1752-baseline|c159-l1|mistral-small|Spark Hire", "prompt": "c159-l1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spark Hire** is also highly rated for its flexibility (live and one-way interviews), intuitive UX, and strong customer support"}, {"id": "mai-20260917-1752-baseline|c159-l1|moonshot-small|HireVue", "prompt": "c159-l1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireVue** is typically the top choice due to its: Mature AI capabilities"}, {"id": "mai-20260917-1752-baseline|c159-l1|moonshot-small|HackerRank", "prompt": "c159-l1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're hiring heavily for **technical/engineering roles**, **HackerRank** may be better"}, {"id": "mai-20260917-1752-baseline|c159-l1|moonshot-small|VidCruiter", "prompt": "c159-l1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **flexibility and cost-effectiveness**, consider **VidCruiter** or **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-l1|moonshot-small|Spark Hire", "prompt": "c159-l1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **flexibility and cost-effectiveness**, consider **VidCruiter** or **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|HireVue", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|Spark Hire", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a simpler, collaboration-friendly **one-way video interview** process"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|VidCruiter", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you care a lot about **workflow flexibility, scheduling, or broader assessment features**"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|interviewstream", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "interviewstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you care a lot about **workflow flexibility, scheduling, or broader assessment features**"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|Jobma", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you care a lot about **workflow flexibility, scheduling, or broader assessment features**"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|HackerRank", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better if your \"video interviewing\" need is really **technical hiring** plus coding assessments"}, {"id": "mai-20260917-1752-baseline|c159-l1|openai-small|Codility", "prompt": "c159-l1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "better if your \"video interviewing\" need is really **technical hiring** plus coding assessments"}, {"id": "mai-20260917-1752-baseline|c159-l1|xai-small|HireVue", "prompt": "c159-l1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue stands out as the top choice for most large enterprises"}, {"id": "mai-20260917-1752-baseline|c159-l1|xai-small|VidCruiter", "prompt": "c159-l1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#1 on Gartner Peer Insights (4.6/5)"}, {"id": "mai-20260917-1752-baseline|c159-l1|xai-small|Spark Hire", "prompt": "c159-l1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Faster setup, transparent pricing; good for growing B2B but less AI depth."}, {"id": "mai-20260917-1752-baseline|c159-l1|xai-small|Modern Hire (now HireVue)", "prompt": "c159-l1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Modern Hire (now HireVue)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Absorbed into HireVue; legacy users get enhanced assessments."}, {"id": "mai-20260917-1752-baseline|c159-l1|xai-small|Willo", "prompt": "c159-l1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly, GDPR-compliant; lighter on live/AI."}, {"id": "mai-20260917-1752-baseline|c159-l1|zai-small|VidCruiter", "prompt": "c159-l1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**VidCruiter** is widely considered the best video interviewing platform for an enterprise B2B company"}, {"id": "mai-20260917-1752-baseline|c159-l1|zai-small|HireVue", "prompt": "c159-l1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Assessments & AI: HireVue"}, {"id": "mai-20260917-1752-baseline|c159-l1|zai-small|Willo", "prompt": "c159-l1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for High-Volume Screening: Willo"}, {"id": "mai-20260917-1752-baseline|c159-l1|zai-small|Spark Hire", "prompt": "c159-l1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Collaboration: Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-l2|alibaba-small|HireVue", "prompt": "c159-l2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue: The Market Leader for Scale & Analytics ... HireVue is the industry standard."}, {"id": "mai-20260917-1752-baseline|c159-l2|alibaba-small|SparkHire", "prompt": "c159-l2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "SparkHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SparkHire if: Your company runs on Microsoft 365 / Teams"}, {"id": "mai-20260917-1752-baseline|c159-l2|alibaba-small|Modern HIRE", "prompt": "c159-l2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Modern HIRE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern HIRE: Best for DEI and User Experience"}, {"id": "mai-20260917-1752-baseline|c159-l2|anthropic-small|HireVue", "prompt": "c159-l2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-l2|anthropic-small|Jobma", "prompt": "c159-l2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Jobma** (if you prefer more customization)"}, {"id": "mai-20260917-1752-baseline|c159-l2|anthropic-small|Spark Hire", "prompt": "c159-l2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Alternative: **Spark Hire** (for balanced features)"}, {"id": "mai-20260917-1752-baseline|c159-l2|challenger-small|HireVue", "prompt": "c159-l2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HireVue** as the strongest default choice for asynchronous video interviewing"}, {"id": "mai-20260917-1752-baseline|c159-l2|challenger-small|Jobma", "prompt": "c159-l2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jobma** if you want a strong balance of **async interviewing, analytics, accessibility, and compliance-first infrastructure**"}, {"id": "mai-20260917-1752-baseline|c159-l2|challenger-small|VidCruiter", "prompt": "c159-l2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**VidCruiter** if your priority is **structured, defensible interviewing** for a more regulated environment"}, {"id": "mai-20260917-1752-baseline|c159-l2|challenger-small|Hireflix", "prompt": "c159-l2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hireflix** if you want the **simplest pure async screening** experience"}, {"id": "mai-20260917-1752-baseline|c159-l2|deepseek-small|HireVue", "prompt": "c159-l2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-l2|deepseek-small|VidCruiter", "prompt": "c159-l2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large organizations needing *custom workflows* and *deep compliance*"}, {"id": "mai-20260917-1752-baseline|c159-l2|deepseek-small|Willo", "prompt": "c159-l2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for high-volume teams that want AI-supported screening *without automated decision-making*"}, {"id": "mai-20260917-1752-baseline|c159-l2|deepseek-small|Spark Hire", "prompt": "c159-l2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid mid-market option if you need both live and async video, though it's typically positioned below the enterprise tier."}, {"id": "mai-20260917-1752-baseline|c159-l2|deepseek-small|Radancy", "prompt": "c159-l2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Worth considering if you treat hiring as part of a broader talent acquisition ecosystem"}, {"id": "mai-20260917-1752-baseline|c159-l2|google-small|HireVue", "prompt": "c159-l2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue: The Enterprise Standard ... Best overall for organizations needing deep HRIS/ATS integrations"}, {"id": "mai-20260917-1752-baseline|c159-l2|google-small|VidCruiter", "prompt": "c159-l2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often recognized as the best alternative to HireVue, VidCruiter specializes in \"Recruitment Process Modeling.\""}, {"id": "mai-20260917-1752-baseline|c159-l2|google-small|Jobma", "prompt": "c159-l2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jobma is an incredibly robust, scalable option."}, {"id": "mai-20260917-1752-baseline|c159-l2|google-small|Willo", "prompt": "c159-l2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Willo bridges the gap, offering robust enterprise scalability and GDPR compliance"}, {"id": "mai-20260917-1752-baseline|c159-l2|meta-small|HireVue", "prompt": "c159-l2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue - tailored to large enterprises with frequent hiring needs"}, {"id": "mai-20260917-1752-baseline|c159-l2|meta-small|Hirevire", "prompt": "c159-l2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hirevire - accessible asynchronous interview tool that enables recruiters to collect responses via video, audio, or text"}, {"id": "mai-20260917-1752-baseline|c159-l2|meta-small|Canvass", "prompt": "c159-l2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Canvass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Canvass - straightforward async video interviewing tool built for high-volume, candidate-friendly screening"}, {"id": "mai-20260917-1752-baseline|c159-l2|minimax-small|HireVue", "prompt": "c159-l2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HireVue** as the top choice for asynchronous video interviewing"}, {"id": "mai-20260917-1752-baseline|c159-l2|minimax-small|VidCruiter", "prompt": "c159-l2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VidCruiter** - Also strong in enterprise assessment and process automation"}, {"id": "mai-20260917-1752-baseline|c159-l2|minimax-small|Jobma", "prompt": "c159-l2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jobma** - More affordable with good enterprise features"}, {"id": "mai-20260917-1752-baseline|c159-l2|minimax-small|Spark Hire", "prompt": "c159-l2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spark Hire** - Good mid-market solution with one-way + live video capabilities"}, {"id": "mai-20260917-1752-baseline|c159-l2|moonshot-small|HireVue", "prompt": "c159-l2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HireVue** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c159-l2|moonshot-small|VidCruiter", "prompt": "c159-l2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with **VidCruiter** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-1752-baseline|c159-l2|openai-small|HireVue", "prompt": "c159-l2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HireVue** as the safest default choice."}, {"id": "mai-20260917-1752-baseline|c159-l2|openai-small|Spark Hire", "prompt": "c159-l2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative is **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-l2|xai-small|HireVue", "prompt": "c159-l2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend HireVue as the top asynchronous video interview tool."}, {"id": "mai-20260917-1752-baseline|c159-l2|xai-small|VidCruiter", "prompt": "c159-l2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VidCruiter could be a strong runner-up"}, {"id": "mai-20260917-1752-baseline|c159-l2|xai-small|Willo", "prompt": "c159-l2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Geared toward SMB/mid-market; lighter AI"}, {"id": "mai-20260917-1752-baseline|c159-l2|xai-small|Spark Hire", "prompt": "c159-l2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Manual-heavy, better for mid-market/SMBs"}, {"id": "mai-20260917-1752-baseline|c159-l2|zai-small|HireVue", "prompt": "c159-l2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HireVue"}, {"id": "mai-20260917-1752-baseline|c159-l2|zai-small|VidCruiter", "prompt": "c159-l2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-l2|zai-small|Willo", "prompt": "c159-l2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Willo - Excellent for high-volume hiring with GDPR compliance"}, {"id": "mai-20260917-1752-baseline|c159-l2|zai-small|Spark Hire", "prompt": "c159-l2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Spark Hire - Good for companies needing both live and async interviews"}, {"id": "mai-20260917-1752-baseline|c159-l3|alibaba-small|HireVue", "prompt": "c159-l3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose HireVue** if you have the budget for implementation and want a single source of truth for all assessment types (video + aptitude)."}, {"id": "mai-20260917-1752-baseline|c159-l3|alibaba-small|VidCruiter", "prompt": "c159-l3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose VidCruiter** if your primary KPI is avoiding lawsuits and ensuring every candidate is treated identically according to policy."}, {"id": "mai-20260917-1752-baseline|c159-l3|alibaba-small|Spark Hire", "prompt": "c159-l3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Mid-market to Enterprise teams wanting an all-in-one solution for both live and one-way interviews."}, {"id": "mai-20260917-1752-baseline|c159-l3|alibaba-small|Willo", "prompt": "c159-l3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Willo** if you are hiring candidates across multiple countries and languages simultaneously."}, {"id": "mai-20260917-1752-baseline|c159-l3|alibaba-small|Metaview", "prompt": "c159-l3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**specialized AI/Global platforms** (Willo, Metaview, HackerRank)"}, {"id": "mai-20260917-1752-baseline|c159-l3|alibaba-small|HackerRank", "prompt": "c159-l3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HackerRank is a top choice for video-interviewing enterprises because it integrates coding challenges directly into the interview workflow."}, {"id": "mai-20260917-1752-baseline|c159-l3|anthropic-small|HireVue", "prompt": "c159-l3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue is positioned for enterprise and high-volume teams, offering AI assessments, structured video interviewing, and deep automation at scale."}, {"id": "mai-20260917-1752-baseline|c159-l3|anthropic-small|Jobma", "prompt": "c159-l3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Jobma combines one-way video interviews, live interviews, and AI interviews in one integrated platform."}, {"id": "mai-20260917-1752-baseline|c159-l3|anthropic-small|Willo Video Interviewing", "prompt": "c159-l3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo Video Interviewing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Willo provides browser-based one-way interviews with standardized questions that make comparison easy"}, {"id": "mai-20260917-1752-baseline|c159-l3|anthropic-small|Spark Hire", "prompt": "c159-l3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spark Hire supports live and one-way interviews, structured feedback, and collaborative review"}, {"id": "mai-20260917-1752-baseline|c159-l3|anthropic-small|VidCruiter", "prompt": "c159-l3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VidCruiter's recent updates include Automated Interview Guides (May 2026)"}, {"id": "mai-20260917-1752-baseline|c159-l3|challenger-small|HireVue", "prompt": "c159-l3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireVue** is the most clearly enterprise-oriented in the results, with AI assessments, structured video interviewing, deep automation, and global governance"}, {"id": "mai-20260917-1752-baseline|c159-l3|challenger-small|VidCruiter", "prompt": "c159-l3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if your main need is **customizable hiring workflows** and **compliance**"}, {"id": "mai-20260917-1752-baseline|c159-l3|challenger-small|Jobma", "prompt": "c159-l3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong middle ground if you want **both live and asynchronous interviewing** plus assessment capability"}, {"id": "mai-20260917-1752-baseline|c159-l3|challenger-small|Spark Hire", "prompt": "c159-l3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned as the more **user-friendly, quicker-to-roll-out** option"}, {"id": "mai-20260917-1752-baseline|c159-l3|challenger-small|Modern Hire", "prompt": "c159-l3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "differentiated by its **validated, science-driven** approach"}, {"id": "mai-20260917-1752-baseline|c159-l3|challenger-small|MokaHR", "prompt": "c159-l3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "appears more regionally oriented in the results, but differentiated by **AI interview analysis and multi-channel scheduling**"}, {"id": "mai-20260917-1752-baseline|c159-l3|deepseek-small|HireVue", "prompt": "c159-l3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the realistic shortlist is **HireVue** (deepest valid assessment + FedRAMP) versus **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-l3|deepseek-small|VidCruiter", "prompt": "c159-l3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HireVue** (deepest valid assessment + FedRAMP) versus **VidCruiter** (most configurable end-to-end governance)"}, {"id": "mai-20260917-1752-baseline|c159-l3|deepseek-small|Modern Hire", "prompt": "c159-l3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise high-volume hiring with automated scheduling and structured assessments."}, {"id": "mai-20260917-1752-baseline|c159-l3|deepseek-small|Spark Hire", "prompt": "c159-l3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Spark Hire** as the pragmatic middle option if you want speed and published pricing over assessment rigor"}, {"id": "mai-20260917-1752-baseline|c159-l3|deepseek-small|Interviewer.AI", "prompt": "c159-l3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Interviewer.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "affordable AI-driven async screening (from ~$99/month) ... without the enterprise commitment"}, {"id": "mai-20260917-1752-baseline|c159-l3|deepseek-small|BarRaiser", "prompt": "c159-l3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "BarRaiser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "structures live interview rounds with AI evaluation"}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|HireVue", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue: The AI & Assessment Behemoth ... HireVue is built for massive scale."}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|Modern Hire", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HireVue acquired **Modern Hire** (a pioneer in scientific assessments and virtual job simulations)"}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|VidCruiter", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "VidCruiter: The Compliance & Customization Standard"}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|Spark Hire", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spark Hire: The Agile, High-Velocity Alternative"}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|Jobma", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jobma: The Skills-First & Anti-Cheating Innovator"}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|CodeSignal", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "While not generalist video interviewing tools, platforms like CodeSignal and HackerRank are technically enterprise-grade video platforms."}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|HackerRank", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like CodeSignal and HackerRank are technically enterprise-grade video platforms"}, {"id": "mai-20260917-1752-baseline|c159-l3|google-small|Karat", "prompt": "c159-l3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized Technical Platforms (e.g., CodeSignal, HackerRank, Karat)"}, {"id": "mai-20260917-1752-baseline|c159-l3|meta-small|HireVue", "prompt": "c159-l3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue is considered one of the most established options for high-volume, enterprise hiring"}, {"id": "mai-20260917-1752-baseline|c159-l3|meta-small|VidCruiter", "prompt": "c159-l3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VidCruiter and Jobma are also highly rated for their customizable AI-powered video interviewing and candidate scoring capabilities."}, {"id": "mai-20260917-1752-baseline|c159-l3|meta-small|Jobma", "prompt": "c159-l3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VidCruiter and Jobma are also highly rated for their customizable AI-powered video interviewing and candidate scoring capabilities."}, {"id": "mai-20260917-1752-baseline|c159-l3|meta-small|Spark Hire", "prompt": "c159-l3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spark Hire is a top pick for small and mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c159-l3|minimax-small|HireVue", "prompt": "c159-l3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Heavyweight champion for massive scale; comprehensive assessments + enterprise compliance"}, {"id": "mai-20260917-1752-baseline|c159-l3|minimax-small|VidCruiter", "prompt": "c159-l3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Organizations needing compliance, structure, and customization | All three interview formats in one platform"}, {"id": "mai-20260917-1752-baseline|c159-l3|minimax-small|Spark Hire", "prompt": "c159-l3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market teams wanting one-way and live interviews in one platform"}, {"id": "mai-20260917-1752-baseline|c159-l3|minimax-small|Willo", "prompt": "c159-l3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for multilingual, global hiring"}, {"id": "mai-20260917-1752-baseline|c159-l3|minimax-small|Truffle", "prompt": "c159-l3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teams wanting one-way video interviews plus resume screening and assessments"}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|HireVue", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprise AI hiring, high-volume recruitment... HireVue and Jobma lead in AI-driven features"}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|VidCruiter", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VidCruiter is often preferred for regulated industries or complex workflows."}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|Jobma", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Features an AI interviewer, validation tools, and supports one-way and live interviews."}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|HackerRank Developer Skills Platform", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HackerRank Developer Skills Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HackerRank and Codility are specialized for technical roles."}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|Spark Hire", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for user-friendly interface and robust analytics"}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|Willo Video Interviewing", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo Video Interviewing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on AI-driven note-taking and analytics"}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|Metaview", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Provides AI-powered interview summaries and analytics"}, {"id": "mai-20260917-1752-baseline|c159-l3|mistral-small|Codility", "prompt": "c159-l3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise-grade technical assessments and live coding interviews"}, {"id": "mai-20260917-1752-baseline|c159-l3|moonshot-small|HireVue", "prompt": "c159-l3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose HireVue if you need predictive assessments at massive scale"}, {"id": "mai-20260917-1752-baseline|c159-l3|moonshot-small|VidCruiter", "prompt": "c159-l3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VidCruiter if you want flexible, integrated workflows"}, {"id": "mai-20260917-1752-baseline|c159-l3|moonshot-small|Spark Hire", "prompt": "c159-l3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spark Hire if you need affordable, straightforward video screening"}, {"id": "mai-20260917-1752-baseline|c159-l3|moonshot-small|Modern Hire", "prompt": "c159-l3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No longer exists as a standalone product"}, {"id": "mai-20260917-1752-baseline|c159-l3|openai-small|HireVue", "prompt": "c159-l3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HireVue** if you need **enterprise-scale governance, compliance, and a broader hiring platform**."}, {"id": "mai-20260917-1752-baseline|c159-l3|openai-small|Spark Hire", "prompt": "c159-l3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Spark Hire** if you want **a strong video interviewing tool that's easier to roll out and still enterprise-capable**."}, {"id": "mai-20260917-1752-baseline|c159-l3|openai-small|InterviewStream", "prompt": "c159-l3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "InterviewStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **InterviewStream** if you want **a simpler, more basic structured interview solution**."}, {"id": "mai-20260917-1752-baseline|c159-l3|openai-small|Modern Hire", "prompt": "c159-l3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I'd verify current packaging directly before buying, since product positioning and ownership in this segment can change."}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|HireVue", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireVue** (G2 ~4.1/5; Gartner leader for enterprises)"}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|VidCruiter", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**VidCruiter** (#1 on Gartner Peer Insights at 4.6/5; G2 4.8/5)"}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|Spark Hire", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spark Hire most accessible; ... lighter on enterprise assessments/compliance"}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|Jobma", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jobma** (G2 4.7/5; praised for AI assessments)"}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|Talview", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like Talview ... appear but less dominantly for pure enterprise scale"}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|Modern Hire", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "legacy Modern Hire (acquired by HireVue in 2023, now integrated)"}, {"id": "mai-20260917-1752-baseline|c159-l3|xai-small|Zoom", "prompt": "c159-l3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unlike general tools like Zoom"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|HireVue", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireVue** leads for enterprises that need scientifically validated assessments and the highest level of compliance"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|VidCruiter", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VidCruiter** offers a flexible, human‑first approach with strong compliance and workflow integration"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|Jobma", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jobma** excels for global, multilingual hiring teams"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|Spark Hire", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spark Hire** provides the most transparent pricing"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|Willo", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Willo** is ideal for multilingual async screening"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|Talview", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Talview** and **HireVue Builder** serve teams focused on structured, repeatable screening"}, {"id": "mai-20260917-1752-baseline|c159-l3|zai-small|HireVue Builder", "prompt": "c159-l3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue Builder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams needing reusable, role‑specific interview builds for repeated roles"}, {"id": "mai-20260917-1752-baseline|c159-l4|alibaba-small|HireVue", "prompt": "c159-l4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-l4|alibaba-small|Talview", "prompt": "c159-l4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Talview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Talview**"}, {"id": "mai-20260917-1752-baseline|c159-l4|alibaba-small|VidCruiter", "prompt": "c159-l4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Talview** / **VidCruiter** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c159-l4|alibaba-small|Willo", "prompt": "c159-l4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Predictable Tiered Pricing: **Willo**"}, {"id": "mai-20260917-1752-baseline|c159-l4|alibaba-small|Spark Hire", "prompt": "c159-l4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Willo** and **Spark Hire** offer tiered subscription models"}, {"id": "mai-20260917-1752-baseline|c159-l4|anthropic-small|Spark Hire", "prompt": "c159-l4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire's fixed $249/month flat rate is likely the best fit."}, {"id": "mai-20260917-1752-baseline|c159-l4|anthropic-small|HireVue", "prompt": "c159-l4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative for very large enterprises... However, this platform lacks transparent self-serve pricing and requires sales engagement."}, {"id": "mai-20260917-1752-baseline|c159-l4|challenger-small|Spark Hire", "prompt": "c159-l4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your main decision criterion is **predictable total cost across thousands of users**, choose **Spark Hire**."}, {"id": "mai-20260917-1752-baseline|c159-l4|challenger-small|HireVue", "prompt": "c159-l4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade, but pricing is sales-led/custom"}, {"id": "mai-20260917-1752-baseline|c159-l4|challenger-small|VidCruiter", "prompt": "c159-l4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for scale and process control, but pricing is not presented as as clearly fixed in the results."}, {"id": "mai-20260917-1752-baseline|c159-l4|deepseek-small|Hireflix", "prompt": "c159-l4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice:** **Hireflix** (if you only need one-way video screening) — flat monthly price, unlimited everything, no surprises."}, {"id": "mai-20260917-1752-baseline|c159-l4|deepseek-small|Spark Hire", "prompt": "c159-l4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative (if you need live interviews too):** **Spark Hire**'s Video Interview plan"}, {"id": "mai-20260917-1752-baseline|c159-l4|deepseek-small|Truffle", "prompt": "c159-l4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want volume-based flexibility:** **Truffle** — unlimited users and published credit costs give you precise forecasting"}, {"id": "mai-20260917-1752-baseline|c159-l4|deepseek-small|HireVue", "prompt": "c159-l4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing is quote-only and volume-based — not as easy to predict... It also has a heavy, legacy feel."}, {"id": "mai-20260917-1752-baseline|c159-l4|google-small|Spark Hire", "prompt": "c159-l4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Enterprise Pick: Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-l4|google-small|Hireflix", "prompt": "c159-l4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Pure One-Way Async Simplicity: Hireflix"}, {"id": "mai-20260917-1752-baseline|c159-l4|google-small|Willo", "prompt": "c159-l4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Global Compliance & High Volume: Willo"}, {"id": "mai-20260917-1752-baseline|c159-l4|google-small|HireVue", "prompt": "c159-l4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid If You Want \"Predictable Costs\": HireVue (and similar quote-only legacy platforms)"}, {"id": "mai-20260917-1752-baseline|c159-l4|meta-small|HireVue", "prompt": "c159-l4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best video interviewing platform for a large company that needs predictable total cost across thousands of users is HireVue."}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|HireVue", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many buyers in this space end up going with HireVue for very large organizations despite the opaque pricing, because they can negotiate a fixed annual amount."}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|VidCruiter", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest reaching out to **VidCruiter** (for unlimited users) or **HireVue** (for enterprise-grade needs) directly for a fixed annual contract"}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|Hireflix", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hireflix: $75-150/month (caps at 250 employees)"}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|Spark Hire", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Spark Hire: $299-499/month (caps at 5-10 users)"}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|Willo", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "offer flat pricing but **cap at small company sizes** (under 250 employees)"}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|Greenhouse", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider platforms like **Greenhouse** or **Lever** that bundle video interviewing into broader ATS packages with per-seat pricing"}, {"id": "mai-20260917-1752-baseline|c159-l4|minimax-small|Lever", "prompt": "c159-l4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider platforms like **Greenhouse** or **Lever** that bundle video interviewing into broader ATS packages with per-seat pricing"}, {"id": "mai-20260917-1752-baseline|c159-l4|mistral-small|VidCruiter", "prompt": "c159-l4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**VidCruiter** and **HireVue** are the top recommendations based on recent reviews and pricing models."}, {"id": "mai-20260917-1752-baseline|c159-l4|mistral-small|HireVue", "prompt": "c159-l4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**VidCruiter** and **HireVue** are the top recommendations based on recent reviews and pricing models."}, {"id": "mai-20260917-1752-baseline|c159-l4|moonshot-small|Hireflix", "prompt": "c159-l4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hireflix** if you want transparent, flat pricing with no surprises and unlimited usage"}, {"id": "mai-20260917-1752-baseline|c159-l4|moonshot-small|Spark Hire", "prompt": "c159-l4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spark Hire** if you also need ATS functionality bundled with video interviewing"}, {"id": "mai-20260917-1752-baseline|c159-l4|moonshot-small|HireVue", "prompt": "c159-l4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireVue** if you need enterprise-grade AI assessments and have the procurement bandwidth to negotiate a fixed contract"}, {"id": "mai-20260917-1752-baseline|c159-l4|moonshot-small|VidCruiter", "prompt": "c159-l4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Consideration**: No published pricing; requires sales engagement"}, {"id": "mai-20260917-1752-baseline|c159-l4|openai-small|Spark Hire", "prompt": "c159-l4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spark Hire** is the strongest fit based on publicly available pricing"}, {"id": "mai-20260917-1752-baseline|c159-l4|openai-small|HireVue", "prompt": "c159-l4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing is not publicly laid out in the materials I found, so total cost is usually less predictable upfront"}, {"id": "mai-20260917-1752-baseline|c159-l4|openai-small|VidCruiter", "prompt": "c159-l4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also enterprise-capable, but its pricing page routes buyers to a form rather than publishing a clear rate structure"}, {"id": "mai-20260917-1752-baseline|c159-l4|xai-small|HireVue", "prompt": "c159-l4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireVue stands out as the best video interviewing platform for large companies needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-1752-baseline|c159-l4|xai-small|Spark Hire", "prompt": "c159-l4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "scales via headcount/job limits—not optimized for thousands of enterprise users"}, {"id": "mai-20260917-1752-baseline|c159-l4|xai-small|VidCruiter", "prompt": "c159-l4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar enterprise fit (structured workflows, custom ~$5K–$40K/year), but more modular pricing can lead to variable add-ons"}, {"id": "mai-20260917-1752-baseline|c159-l4|xai-small|Willo", "prompt": "c159-l4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SMB/mid-market focus, lacking deep enterprise features like global assessments or SLAs"}, {"id": "mai-20260917-1752-baseline|c159-l4|xai-small|Hireflix", "prompt": "c159-l4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMB/mid-market focus, lacking deep enterprise features like global assessments or SLAs"}, {"id": "mai-20260917-1752-baseline|c159-l4|zai-small|HireVue", "prompt": "c159-l4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: HireVue ... is the best fit for a large company"}, {"id": "mai-20260917-1752-baseline|c159-l4|zai-small|Willo", "prompt": "c159-l4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Willo** and **Spark Hire** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c159-l4|zai-small|Spark Hire", "prompt": "c159-l4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Willo** and **Spark Hire** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c159-l4|zai-small|Hireflix", "prompt": "c159-l4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat\bmonthly fee with unlimited interviews and seats"}, {"id": "mai-20260917-1752-baseline|c159-l5|deepseek-small|HireVue", "prompt": "c159-l5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HireVue** (enterprise assessments at scale)"}, {"id": "mai-20260917-1752-baseline|c159-l5|deepseek-small|Spark Hire", "prompt": "c159-l5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leading candidates that typically check these boxes: **HireVue**..., **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-l5|deepseek-small|VidCruiter", "prompt": "c159-l5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**VidCruiter** (structured regulated-industry workflows)"}, {"id": "mai-20260917-1752-baseline|c159-l5|deepseek-small|Willo", "prompt": "c159-l5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Willo** (GDPR-first async)"}, {"id": "mai-20260917-1752-baseline|c159-l5|deepseek-small|Talview", "prompt": "c159-l5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Talview**, and **Hireflix** (SOC 2)"}, {"id": "mai-20260917-1752-baseline|c159-l5|deepseek-small|Hireflix", "prompt": "c159-l5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hireflix** (SOC 2)"}, {"id": "mai-20260917-1752-baseline|c159-l5|google-small|HireVue", "prompt": "c159-l5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "video interviewing platforms (such as HireVue, Spark Hire, Willo, Modern Hire/Harver, or VidCruiter)"}, {"id": "mai-20260917-1752-baseline|c159-l5|google-small|Spark Hire", "prompt": "c159-l5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as HireVue, Spark Hire, Willo, Modern Hire/Harver, or VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-l5|google-small|Willo", "prompt": "c159-l5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as HireVue, Spark Hire, Willo, Modern Hire/Harver, or VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-l5|google-small|Modern Hire/Harver", "prompt": "c159-l5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Modern Hire/Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as HireVue, Spark Hire, Willo, Modern Hire/Harver, or VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-l5|google-small|VidCruiter", "prompt": "c159-l5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as HireVue, Spark Hire, Willo, Modern Hire/Harver, or VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-l5|meta-small|HireVue", "prompt": "c159-l5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue: A structured hiring platform that offers standardized video interviewing... It is SOC 2 compliant and has FedRAMP authorization."}, {"id": "mai-20260917-1752-baseline|c159-l5|meta-small|Hireflix", "prompt": "c159-l5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hireflix: A one-way video interviewing platform that is SOC 2 compliant and offers SSO"}, {"id": "mai-20260917-1752-baseline|c159-l5|meta-small|Jobma", "prompt": "c159-l5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jobma: An AI-powered video interviewing and assessment platform that is SOC 2 Type II and ISO/IEC 27001 certified"}, {"id": "mai-20260917-1752-baseline|c159-l5|minimax-small|HireVue", "prompt": "c159-l5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HireVue** | Large enterprise (2,500+), FedRAMP authorized, SOC 2, strong AI screening"}, {"id": "mai-20260917-1752-baseline|c159-l5|minimax-small|VidCruiter", "prompt": "c159-l5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VidCruiter** | SOC 2 Type II, ISO 27001/17/18, strong compliance focus, custom workflows"}, {"id": "mai-20260917-1752-baseline|c159-l5|minimax-small|Spark Hire", "prompt": "c159-l5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spark Hire** | Mid-market strength, both live and async options"}, {"id": "mai-20260917-1752-baseline|c159-l5|xai-small|HireVue", "prompt": "c159-l5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 (e.g., HireVue for enterprise compliance, Spark Hire for mid-market value, BrightHire for intelligence)."}, {"id": "mai-20260917-1752-baseline|c159-l5|xai-small|Spark Hire", "prompt": "c159-l5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spark Hire for mid-market value"}, {"id": "mai-20260917-1752-baseline|c159-l5|xai-small|BrightHire", "prompt": "c159-l5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BrightHire for intelligence"}, {"id": "mai-20260917-1752-baseline|c159-l5|xai-small|VidCruiter", "prompt": "c159-l5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "prioritize platforms that scale securely (e.g., HireVue, Spark Hire, BrightHire, VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|HireVue", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HireVue pioneered this technology and faced a massive PR crisis years ago for analyzing candidate emotions... enterprises using their legacy AI scoring tools face reputational risk."}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|Mya Systems", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Mya Systems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legal experts warn that using NLP (Natural Language Processing) to rank candidates requires rigorous independent bias auditing to survive lawsuits"}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|SHL", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "offer Third-Party Audits (like SHL\\u2019s or Pymetrics' approach to fairness)"}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|Pymetrics", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Third-Party Audits (like SHL\\u2019s or Pymetrics' approach to fairness)"}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|Zoom", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not use generic communication tools (Skype, FaceTime, standard Zoom) for *formal recruitment*"}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|Skype", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not use generic communication tools (Skype, FaceTime, standard Zoom) for *formal recruitment*"}, {"id": "mai-20260917-1752-baseline|c159-l6|alibaba-small|FaceTime", "prompt": "c159-l6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "FaceTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Do not use generic communication tools (Skype, FaceTime, standard Zoom) for *formal recruitment*"}, {"id": "mai-20260917-1752-baseline|c159-l6|anthropic-small|Zoom", "prompt": "c159-l6", "model": "anthropic-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "General video conferencing platforms like Zoom lack required authentication processes and were not designed with security as a core tenant"}, {"id": "mai-20260917-1752-baseline|c159-l6|challenger-small|Zoom", "prompt": "c159-l6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about **basic video-meeting tools** like Zoom, Skype, or Microsoft Teams if it needs structured assessment, compliance controls, and hiring analytics"}, {"id": "mai-20260917-1752-baseline|c159-l6|challenger-small|Skype", "prompt": "c159-l6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about **basic video-meeting tools** like Zoom, Skype, or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c159-l6|challenger-small|Microsoft Teams", "prompt": "c159-l6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about **basic video-meeting tools** like Zoom, Skype, or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c159-l6|challenger-small|HireVue", "prompt": "c159-l6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "steer large organizations toward platforms like HireVue, VidCruiter, or similar enterprise-grade options instead"}, {"id": "mai-20260917-1752-baseline|c159-l6|challenger-small|VidCruiter", "prompt": "c159-l6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "steer large organizations toward platforms like HireVue, VidCruiter, or similar enterprise-grade options instead"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|HireVue", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HireVue (Proceed with extreme caution, especially for AI-scored assessments)"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Willo", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pure \"One-Way\" AI Interview Tools (like Willo, Sonru, or older Spark Hire configurations) **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Sonru", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Sonru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure \"One-Way\" AI Interview Tools (like Willo, Sonru, or older Spark Hire configurations) **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Spark Hire", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **live, human-led video interviews** (via platforms like Zoom, Microsoft Teams, or specialized solutions like Vivahr or Spark Hire's live mode)"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Google Meet", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid using consumer-grade video conferencing for formal, recordable interviews."}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Zoom", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid using consumer-grade video conferencing for formal, recordable interviews. Use them only for live, unrecorded informational conversations"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Skype", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid using consumer-grade video conferencing for formal, recordable interviews."}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Microsoft Teams", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **live, human-led video interviews** (via platforms like Zoom, Microsoft Teams, or specialized solutions like Vivahr or Spark Hire's live mode)"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Vivahr", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Vivahr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "specialized solutions like Vivahr or Spark Hire's live mode) to preserve candidate experience"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|VidCruiter", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "choose platforms like **VidCruiter** or **Jobma** that are known for strong security"}, {"id": "mai-20260917-1752-baseline|c159-l6|deepseek-small|Jobma", "prompt": "c159-l6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Jobma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "choose platforms like **VidCruiter** or **Jobma** that are known for strong security"}, {"id": "mai-20260917-1752-baseline|c159-l6|google-small|Affectiva", "prompt": "c159-l6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Affectiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "an applicant claimed their use of a video platform utilizing Affectiva\\u2019s AI\\u2014which tracked facial expressions to calculate \"employability scores\"\\u2014violated state laws.\"}. ,,"}, {"id": "mai-20260917-1752-baseline|c159-l6|google-small|HireVue", "prompt": "c159-l6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Market leader **HireVue** officially retired its \"facial analysis\" feature as early as 2021 following intense regulatory pressure and a Federal Trade Commission (FTC) complaint"}, {"id": "mai-20260917-1752-baseline|c159-l6|google-small|Zoom", "prompt": "c159-l6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid utilizing basic video tools (like standard, unmonitored Zoom or simple recording widgets) for high-stakes remote roles."}, {"id": "mai-20260917-1752-baseline|c159-l6|meta-small|HireVue", "prompt": "c159-l6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they have also been associated with controversies over AI bias and black box scoring"}, {"id": "mai-20260917-1752-baseline|c159-l6|meta-small|VidCruiter", "prompt": "c159-l6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they have also been associated with controversies over AI bias and black box scoring"}, {"id": "mai-20260917-1752-baseline|c159-l6|minimax-small|HireVue", "prompt": "c159-l6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the video interviewing platforms and types that large enterprises should avoid or approach with caution: ... **HireVue** - **Major concerns**: AI bias controversies and discrimination lawsuits"}, {"id": "mai-20260917-1752-baseline|c159-l6|minimax-small|Mercor", "prompt": "c159-l6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Mercor** - **Major concerns**: Significant data breach in March 2026"}, {"id": "mai-20260917-1752-baseline|c159-l6|moonshot-small|Zoom", "prompt": "c159-l6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely ... Generic Video Conferencing Tools (Zoom, Microsoft Teams, Google Meet)"}, {"id": "mai-20260917-1752-baseline|c159-l6|moonshot-small|Microsoft Teams", "prompt": "c159-l6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Teams lacks end-to-end encryption for most features"}, {"id": "mai-20260917-1752-baseline|c159-l6|moonshot-small|Google Meet", "prompt": "c159-l6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid Entirely ... (Zoom, Microsoft Teams, Google Meet)"}, {"id": "mai-20260917-1752-baseline|c159-l6|moonshot-small|HireVue", "prompt": "c159-l6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HireVue — Caution: Cost & Complexity"}, {"id": "mai-20260917-1752-baseline|c159-l6|moonshot-small|Spark Hire", "prompt": "c159-l6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Spark Hire — Caution: Enterprise Scalability"}, {"id": "mai-20260917-1752-baseline|c159-l6|moonshot-small|VidCruiter", "prompt": "c159-l6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "VidCruiter — Caution: Complexity & Usability"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|HireVue", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**HireVue** (High caution for most enterprises)"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Zoom", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic/ad-hoc tools like Zoom, Skype, Microsoft Teams, or FaceTime** (Strongly avoid for structured enterprise use)"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Skype", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(Strongly avoid for structured enterprise use)"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Microsoft Teams", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "(Strongly avoid for structured enterprise use)"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|FaceTime", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "FaceTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "(Strongly avoid for structured enterprise use)"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Spark Hire", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some niche async tools like older versions of Spark Hire or Willo for enterprise scale"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Willo", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "older versions of Spark Hire or Willo for enterprise scale... May lack enterprise-grade security"}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|VidCruiter", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**VidCruiter, Modern Hire (CANDIDATE), Jobma**: Strong for mid-to-large scale, with good security and integrations."}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Modern Hire", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Modern Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong for mid-to-large scale, with good security and integrations."}, {"id": "mai-20260917-1752-baseline|c159-l6|xai-small|Jobma", "prompt": "c159-l6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong for mid-to-large scale, with good security and integrations."}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|HireVue", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid platforms with consistently low ratings and frequent technical complaints (e.g., HireVue, Willo, Intervue, Sapia.ai)."}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|Willo Video Interviewing", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo Video Interviewing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid platforms with consistently low ratings and frequent technical complaints (e.g., HireVue, Willo, Intervue, Sapia.ai)."}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|Intervue", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Intervue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid platforms with consistently low ratings and frequent technical complaints (e.g., HireVue, Willo, Intervue, Sapia.ai)."}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|Sapia.ai", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Sapia.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Sapia.ai (score inaccuracies, AI detection issues) and any tool that doesn't let you see exactly how scores are calculated."}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|Zoom", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Security history (Zoom had encryption flaws and \"Zoombombing\" issues); misconfiguration risk; lack of recruitment-specific features"}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|Teams", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generic Video-Conferencing Tools (e.g., basic Zoom/Teams/Google Meet) ... lack of recruitment-specific features"}, {"id": "mai-20260917-1752-baseline|c159-l6|zai-small|Google Meet", "prompt": "c159-l6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Generic Video-Conferencing Tools (e.g., basic Zoom/Teams/Google Meet) ... lack of recruitment-specific features"}, {"id": "mai-20260917-1752-baseline|c159-m1|alibaba-small|Spark Hire", "prompt": "c159-m1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire: The Best All-Rounder ... widely considered the standard for mid-market teams that want a balance of power and simplicity."}, {"id": "mai-20260917-1752-baseline|c159-m1|alibaba-small|VidCruiter", "prompt": "c159-m1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B company operates in a regulated industry (healthcare, finance, government), VidCruiter is usually the top choice."}, {"id": "mai-20260917-1752-baseline|c159-m1|alibaba-small|Hirevire", "prompt": "c159-m1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hirevire: The Best for Modern AI & Speed"}, {"id": "mai-20260917-1752-baseline|c159-m1|alibaba-small|InterviewStream", "prompt": "c159-m1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "InterviewStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hirevire (recently evolving into InterviewStream in many contexts)"}, {"id": "mai-20260917-1752-baseline|c159-m1|anthropic-small|Spark Hire", "prompt": "c159-m1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire is recommended for mid-market one-way and live video interviewing."}, {"id": "mai-20260917-1752-baseline|c159-m1|anthropic-small|Jobma", "prompt": "c159-m1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-sized and enterprise teams that want customizable AI-powered video interviewing"}, {"id": "mai-20260917-1752-baseline|c159-m1|anthropic-small|Hireflix", "prompt": "c159-m1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for small to mid-sized companies that need a straightforward way to screen high volumes of candidates"}, {"id": "mai-20260917-1752-baseline|c159-m1|anthropic-small|VidCruiter", "prompt": "c159-m1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit for mid-to-large organizations with high-volume hiring needs"}, {"id": "mai-20260917-1752-baseline|c159-m1|anthropic-small|HackerRank Developer Skills Platform", "prompt": "c159-m1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "HackerRank Developer Skills Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for technical hiring at mid-market and enterprise scale"}, {"id": "mai-20260917-1752-baseline|c159-m1|challenger-small|Spark Hire", "prompt": "c159-m1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-m1|challenger-small|VidCruiter", "prompt": "c159-m1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need **structured, auditable, compliance-heavy hiring**"}, {"id": "mai-20260917-1752-baseline|c159-m1|challenger-small|Jobma", "prompt": "c159-m1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want **AI-powered interviewing, resume screening, and candidate scoring** in one place"}, {"id": "mai-20260917-1752-baseline|c159-m1|challenger-small|Willo", "prompt": "c159-m1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your process is primarily **async-first**"}, {"id": "mai-20260917-1752-baseline|c159-m1|challenger-small|HireVue", "prompt": "c159-m1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if you are closer to **enterprise scale** ... rather than a mid-market-first product"}, {"id": "mai-20260917-1752-baseline|c159-m1|deepseek-small|Spark Hire", "prompt": "c159-m1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Spark Hire** ... Best overall for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c159-m1|deepseek-small|interviewstream", "prompt": "c159-m1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "interviewstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **interviewstream**"}, {"id": "mai-20260917-1752-baseline|c159-m1|deepseek-small|VidCruiter", "prompt": "c159-m1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in a **regulated industry** or need rigorous audit trails, pivot to **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-m1|deepseek-small|HireVue", "prompt": "c159-m1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Large enterprises (500+ employees) | Enterprise-scale AI analytics | ~$35K+/yr | 2\\u20134 months"}, {"id": "mai-20260917-1752-baseline|c159-m1|deepseek-small|Hireflix", "prompt": "c159-m1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple one-way screening only | Low cost, low complexity | ~$75/mo | 1 day"}, {"id": "mai-20260917-1752-baseline|c159-m1|google-small|Spark Hire", "prompt": "c159-m1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One (Async + Live): **Spark Hire** ... widely considered the gold standard for mid-market talent acquisition"}, {"id": "mai-20260917-1752-baseline|c159-m1|google-small|BrightHire", "prompt": "c159-m1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for B2B Tech & Interview Quality (Interview Intelligence): **BrightHire**"}, {"id": "mai-20260917-1752-baseline|c159-m1|google-small|Willo", "prompt": "c159-m1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Frictionless One-Way Screening: **Willo** or **Hireflix**"}, {"id": "mai-20260917-1752-baseline|c159-m1|google-small|Hireflix", "prompt": "c159-m1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Frictionless One-Way Screening: **Willo** or **Hireflix**"}, {"id": "mai-20260917-1752-baseline|c159-m1|google-small|VidCruiter", "prompt": "c159-m1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Custom/Complex Workflows: **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-m1|meta-small|Spark Hire", "prompt": "c159-m1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best video interviewing platform for a mid-market B2B company is Spark Hire."}, {"id": "mai-20260917-1752-baseline|c159-m1|minimax-small|Spark Hire", "prompt": "c159-m1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire ⭐ Top Pick for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c159-m1|minimax-small|VidCruiter", "prompt": "c159-m1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly customizable solution bridging enterprise capabilities with mid-market accessibility"}, {"id": "mai-20260917-1752-baseline|c159-m1|minimax-small|Interviewstream", "prompt": "c159-m1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Interviewstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one system with scheduling + video interviews + AI tools, scalable for mid-market needs"}, {"id": "mai-20260917-1752-baseline|c159-m1|minimax-small|Jobma", "prompt": "c159-m1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically designed for mid-market needs"}, {"id": "mai-20260917-1752-baseline|c159-m1|mistral-small|Spark Hire", "prompt": "c159-m1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spark Hire** is widely regarded as the best video interviewing platform"}, {"id": "mai-20260917-1752-baseline|c159-m1|mistral-small|interviewstream", "prompt": "c159-m1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "interviewstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **interviewstream**, which offers end-to-end solutions with scheduling and AI tools"}, {"id": "mai-20260917-1752-baseline|c159-m1|mistral-small|Pin", "prompt": "c159-m1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pin**, which provides AI candidate summarization and scoring at a competitive price point"}, {"id": "mai-20260917-1752-baseline|c159-m1|moonshot-small|Spark Hire", "prompt": "c159-m1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Spark Hire** is the safest starting point due to its balance of features, price, and ease of use."}, {"id": "mai-20260917-1752-baseline|c159-m1|moonshot-small|interviewstream", "prompt": "c159-m1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "interviewstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for End-to-End Workflow"}, {"id": "mai-20260917-1752-baseline|c159-m1|moonshot-small|VidCruiter", "prompt": "c159-m1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance & Structured Hiring"}, {"id": "mai-20260917-1752-baseline|c159-m1|moonshot-small|HireVue", "prompt": "c159-m1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**HireVue** is generally overkill for mid-market B2B."}, {"id": "mai-20260917-1752-baseline|c159-m1|moonshot-small|Hireflix", "prompt": "c159-m1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Hireflix/Willo** are solid but very lightweight."}, {"id": "mai-20260917-1752-baseline|c159-m1|moonshot-small|Willo", "prompt": "c159-m1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Hireflix/Willo** are solid but very lightweight."}, {"id": "mai-20260917-1752-baseline|c159-m1|openai-small|Spark Hire", "prompt": "c159-m1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-m1|openai-small|HireVue", "prompt": "c159-m1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your needs are more **enterprise-like**... then **HireVue** is often the better fit."}, {"id": "mai-20260917-1752-baseline|c159-m1|xai-small|Spark Hire", "prompt": "c159-m1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire consistently ranks as the top choice for this segment"}, {"id": "mai-20260917-1752-baseline|c159-m1|xai-small|VidCruiter", "prompt": "c159-m1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance-heavy B2B (e.g., regulated industries)"}, {"id": "mai-20260917-1752-baseline|c159-m1|xai-small|interviewstream", "prompt": "c159-m1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "interviewstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "End-to-end screening with scheduling/AI"}, {"id": "mai-20260917-1752-baseline|c159-m1|xai-small|Willo", "prompt": "c159-m1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget async-only, multilingual teams"}, {"id": "mai-20260917-1752-baseline|c159-m1|xai-small|HireVue", "prompt": "c159-m1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill/expensive for mid-market"}, {"id": "mai-20260917-1752-baseline|c159-m1|zai-small|Spark Hire", "prompt": "c159-m1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the consensus in 2026 is **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-m1|zai-small|VidCruiter", "prompt": "c159-m1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better for regulated/compliance-heavy workflows and structured interviews, with mid-high pricing"}, {"id": "mai-20260917-1752-baseline|c159-m1|zai-small|Willo", "prompt": "c159-m1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "async-first, GDPR-focused, around $99/month, good for privacy-sensitive environments"}, {"id": "mai-20260917-1752-baseline|c159-m1|zai-small|HireVue", "prompt": "c159-m1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong AI analytics and enterprise features, but at much higher price points (~$35K+/year)"}, {"id": "mai-20260917-1752-baseline|c159-m2|alibaba-small|Spark Hire", "prompt": "c159-m2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I recommend **Spark Hire**."}, {"id": "mai-20260917-1752-baseline|c159-m2|alibaba-small|HireVue", "prompt": "c159-m2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: HireVue ... Trade-off: It typically carries a higher price point and a steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c159-m2|alibaba-small|Truffle", "prompt": "c159-m2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: Truffle"}, {"id": "mai-20260917-1752-baseline|c159-m2|anthropic-small|Spark Hire", "prompt": "c159-m2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-m2|anthropic-small|Jobma", "prompt": "c159-m2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jobma** if you need deeper assessment capabilities alongside interviewing"}, {"id": "mai-20260917-1752-baseline|c159-m2|anthropic-small|Willo", "prompt": "c159-m2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Willo has won the hearts of thousands of teams under tight schedules and limited recruitment budgets"}, {"id": "mai-20260917-1752-baseline|c159-m2|anthropic-small|HireVue", "prompt": "c159-m2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HireVue, while comprehensive, has faced scrutiny around its AI models, can feel complex for recruiters new to enterprise technology, and has longer implementation timelines"}, {"id": "mai-20260917-1752-baseline|c159-m2|challenger-small|Spark Hire", "prompt": "c159-m2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Spark Hire** as the default choice"}, {"id": "mai-20260917-1752-baseline|c159-m2|challenger-small|Willo", "prompt": "c159-m2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Willo** if your top priority is **GDPR-first async screening**"}, {"id": "mai-20260917-1752-baseline|c159-m2|challenger-small|Hireflix", "prompt": "c159-m2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Hireflix** if you want the **cleanest, simplest async-only screening** experience"}, {"id": "mai-20260917-1752-baseline|c159-m2|challenger-small|HireVue", "prompt": "c159-m2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **HireVue** only if you are operating at **enterprise scale** ... can justify the much higher cost and complexity."}, {"id": "mai-20260917-1752-baseline|c159-m2|deepseek-small|Willo", "prompt": "c159-m2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Willo** (best overall value for mid-size B2B)"}, {"id": "mai-20260917-1752-baseline|c159-m2|deepseek-small|Spark Hire", "prompt": "c159-m2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spark Hire** is the natural upgrade path."}, {"id": "mai-20260917-1752-baseline|c159-m2|deepseek-small|Hireflix", "prompt": "c159-m2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent value for smaller teams; flat monthly pricing, unlimited collaboration"}, {"id": "mai-20260917-1752-baseline|c159-m2|deepseek-small|VidCruiter", "prompt": "c159-m2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "contracts start near **$5,000/year** and it's quote-based\\u2014better suited to regulated industries"}, {"id": "mai-20260917-1752-baseline|c159-m2|deepseek-small|HireVue", "prompt": "c159-m2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "except enterprise quote-only tools like HireVue and VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-m2|google-small|Spark Hire", "prompt": "c159-m2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spark Hire — *The Best \"All-Rounder\" Industry Standard*"}, {"id": "mai-20260917-1752-baseline|c159-m2|google-small|Willo", "prompt": "c159-m2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Willo — *The Best for Global Hiring & Modern UX*"}, {"id": "mai-20260917-1752-baseline|c159-m2|google-small|Hireflix", "prompt": "c159-m2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hireflix — *The Best for Simplicity and Budget*"}, {"id": "mai-20260917-1752-baseline|c159-m2|google-small|HireVue", "prompt": "c159-m2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid tools like **HireVue** or **Harver** unless you are managing extremely high-volume, enterprise-scale recruitment campaigns"}, {"id": "mai-20260917-1752-baseline|c159-m2|google-small|Harver", "prompt": "c159-m2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid tools like **HireVue** or **Harver** unless you are managing extremely high-volume, enterprise-scale recruitment campaigns"}, {"id": "mai-20260917-1752-baseline|c159-m2|meta-small|Spark Hire", "prompt": "c159-m2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend Spark Hire as an asynchronous video interview tool for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c159-m2|minimax-small|Spark Hire", "prompt": "c159-m2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Spark Hire** or **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-m2|minimax-small|HireVue", "prompt": "c159-m2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Industry leader with strong AI evaluation capabilities, enterprise-grade security"}, {"id": "mai-20260917-1752-baseline|c159-m2|minimax-small|VidCruiter", "prompt": "c159-m2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Spark Hire** or **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-m2|minimax-small|InterviewStream", "prompt": "c159-m2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "InterviewStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Mid-sized companies wanting all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c159-m2|mistral-small|Spark Hire", "prompt": "c159-m2", "model": "mistral-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spark Hire** and **myInterview** are both highly recommended options"}, {"id": "mai-20260917-1752-baseline|c159-m2|mistral-small|myInterview", "prompt": "c159-m2", "model": "mistral-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "myInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Spark Hire** and **myInterview** are both highly recommended options"}, {"id": "mai-20260917-1752-baseline|c159-m2|moonshot-small|Spark Hire", "prompt": "c159-m2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Spark Hire** as the starting point"}, {"id": "mai-20260917-1752-baseline|c159-m2|moonshot-small|VidCruiter", "prompt": "c159-m2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your industry is highly regulated or you need extensive audit trails, **VidCruiter** is worth the extra investment."}, {"id": "mai-20260917-1752-baseline|c159-m2|moonshot-small|Willo", "prompt": "c159-m2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for GDPR-First / International Hiring"}, {"id": "mai-20260917-1752-baseline|c159-m2|moonshot-small|HireVue", "prompt": "c159-m2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overkill and overpriced ($25K–$100K+/year)—built for enterprise giants"}, {"id": "mai-20260917-1752-baseline|c159-m2|moonshot-small|Hireflix", "prompt": "c159-m2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Too basic; lacks the workflow depth B2B hiring typically needs"}, {"id": "mai-20260917-1752-baseline|c159-m2|openai-small|Spark Hire", "prompt": "c159-m2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Spark Hire** as the best default choice."}, {"id": "mai-20260917-1752-baseline|c159-m2|openai-small|HireVue", "prompt": "c159-m2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireVue** if you're a larger or more process-heavy organization that wants a broader hiring suite"}, {"id": "mai-20260917-1752-baseline|c159-m2|openai-small|Willo", "prompt": "c159-m2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Willo** if your top priority is a clean async-only experience"}, {"id": "mai-20260917-1752-baseline|c159-m2|openai-small|VidCruiter", "prompt": "c159-m2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VidCruiter** if you need a more structured, compliance-oriented interview workflow"}, {"id": "mai-20260917-1752-baseline|c159-m2|xai-small|Spark Hire", "prompt": "c159-m2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Spark Hire as the top asynchronous video interview tool."}, {"id": "mai-20260917-1752-baseline|c159-m2|xai-small|HireVue", "prompt": "c159-m2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill, expensive, longer setup."}, {"id": "mai-20260917-1752-baseline|c159-m2|xai-small|Willo", "prompt": "c159-m2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Runner-up: Willo"}, {"id": "mai-20260917-1752-baseline|c159-m2|xai-small|Hireflix", "prompt": "c159-m2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less robust for scaling B2B (fewer integrations/AI)."}, {"id": "mai-20260917-1752-baseline|c159-m2|zai-small|Hirevire", "prompt": "c159-m2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Hirevire** is the best overall fit."}, {"id": "mai-20260917-1752-baseline|c159-m2|zai-small|Spark Hire", "prompt": "c159-m2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spark Hire** is a solid mid-market option."}, {"id": "mai-20260917-1752-baseline|c159-m2|zai-small|HireVue", "prompt": "c159-m2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Only if you need advanced AI scoring... and have budget for enterprise implementation."}, {"id": "mai-20260917-1752-baseline|c159-m2|zai-small|Willo", "prompt": "c159-m2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company operates in Europe and needs strict compliance."}, {"id": "mai-20260917-1752-baseline|c159-m2|zai-small|VidCruiter", "prompt": "c159-m2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If compliance and auditability are your top priorities."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Willo", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Use **Zoom** for live calls and **Willo** for quick async screens."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Spark Hire", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Spark Hire** is generally the most popular choice here because it replaces separate ATS and screening tools"}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Hireflix", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on \"value-for-money\" with a bare-bones, intuitive UI."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|HireVue", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HireVue** or **VidCruiter** are the standards if you need standardized, legally-defensible scoring"}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|VidCruiter", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Highly regulated industries ... where legal defensibility is paramount."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Harver", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not suitable for professional/white-collar roles; requires long implementation times; steep learning curve."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Talview", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex pricing models based on volume; limited standalone live interview features."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Zoom", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **Zoom** for live calls and **Willo** for quick async screens."}, {"id": "mai-20260917-1752-baseline|c159-m3|alibaba-small|Google Meet", "prompt": "c159-m3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Google Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Zoom / Google Meet** | ... Live Video Only"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Peoplebox.ai (Nova)", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Peoplebox.ai (Nova)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Peoplebox.ai (Nova) for AI-automated interviews and instant shortlisting"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|HireVue", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HireVue for enterprise-grade behavioral video analytics"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Spark Hire", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spark Hire for budget-friendly one-way video interviews"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Willo", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Willo focuses on structured asynchronous screening"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|VidCruiter", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "VidCruiter is built specifically for high-volume and enterprise hiring teams"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Hireflix", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hireflix keeps things minimal with budget-friendly recorded interviews"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Talview", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Talview combines AI interviews, online exams, remote proctoring, and skill validation"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Pin", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "full-pipeline solutions like Pin cover the entire hiring process"}, {"id": "mai-20260917-1752-baseline|c159-m3|anthropic-small|Jobma", "prompt": "c159-m3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some platforms like Jobma take a comprehensive approach"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|HireVue", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **HireVue** for enterprise scale"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|VidCruiter", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most repeated recommendations are **VidCruiter, Jobma, and Hireflix** for most teams"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|Jobma", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the most repeated recommendations are **VidCruiter, Jobma, and Hireflix** for most teams"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|Spark Hire", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spark Hire/Willo** for simpler high-volume screening"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|Willo", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spark Hire/Willo** for simpler high-volume screening"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|Hireflix", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the most repeated recommendations are **VidCruiter, Jobma, and Hireflix** for most teams"}, {"id": "mai-20260917-1752-baseline|c159-m3|challenger-small|myInterview", "prompt": "c159-m3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Easy video Q&A and AI-assisted candidate selection, but less deep than enterprise tools."}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|HireVue", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue is the gold standard for **AI-powered assessment**... nothing will beat **HireVue** or **VidCruiter**"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|VidCruiter", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "VidCruiter offers the broadest feature set in the space"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|Spark Hire", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "mid-market company that wants structure without breaking the bank, **Spark Hire** or **Willo** are the sweet spot"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|Willo", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spark Hire** or **Willo** are the sweet spot"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|Hireflix", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a small team, **Hireflix** or **myInterview** will save you money"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|myInterview", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The free entry point and use of psychometric AI to match candidates"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|Braintrust AIR", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "represent a newer category where AI conducts the interview **live**"}, {"id": "mai-20260917-1752-baseline|c159-m3|deepseek-small|AI Interviewer", "prompt": "c159-m3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "AI Interviewer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Braintrust AIR** and **AI Interviewer** represent a newer category"}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|Zoom", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Zoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms are no longer just basic video-calling tools like Zoom or Teams"}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|Teams", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "basic video-calling tools like Zoom or Teams"}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|HireVue", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The industry pioneer and a dominant force in enterprise hiring."}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|VidCruiter", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for highly customizable, structured recruiting."}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|Spark Hire", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One of the most popular and user-friendly platforms for SMBs and mid-market companies."}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|Jobma", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are hiring tech/remote staff and are worried about cheating: Choose Jobma"}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|Hireflix", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "replace phone screens quickly and affordably: Go with Hireflix"}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|Willo", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Willo (if you also want audio/text options and ID checks)"}, {"id": "mai-20260917-1752-baseline|c159-m3|google-small|CoderPad", "prompt": "c159-m3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(or specialized tools like CoderPad)"}, {"id": "mai-20260917-1752-baseline|c159-m3|meta-small|VidCruiter", "prompt": "c159-m3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include VidCruiter, Jobma, Hireflix, Spark Hire, Willo, HireVue, and VidCruiter."}, {"id": "mai-20260917-1752-baseline|c159-m3|meta-small|Jobma", "prompt": "c159-m3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms include VidCruiter, Jobma, Hireflix, Spark Hire, Willo, HireVue, and VidCruiter."}, {"id": "mai-20260917-1752-baseline|c159-m3|meta-small|Hireflix", "prompt": "c159-m3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms include VidCruiter, Jobma, Hireflix, Spark Hire, Willo, HireVue, and VidCruiter."}, {"id": "mai-20260917-1752-baseline|c159-m3|meta-small|Spark Hire", "prompt": "c159-m3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms include VidCruiter, Jobma, Hireflix, Spark Hire, Willo, HireVue, and VidCruiter."}, {"id": "mai-20260917-1752-baseline|c159-m3|meta-small|Willo", "prompt": "c159-m3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top platforms include VidCruiter, Jobma, Hireflix, Spark Hire, Willo, HireVue, and VidCruiter."}, {"id": "mai-20260917-1752-baseline|c159-m3|meta-small|HireVue", "prompt": "c159-m3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top platforms include VidCruiter, Jobma, Hireflix, Spark Hire, Willo, HireVue, and VidCruiter."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|HireVue", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise giant. Best for high-volume hiring ... Strongest for large organizations requiring standardized, validated hiring at scale."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|VidCruiter", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for regulated industries (healthcare, finance, government)."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|Spark Hire", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular with growing companies needing both one-way and live video."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|Willo", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focused specifically on asynchronous (one-way) video screening."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|Hireflix", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simplest, most budget-friendly option for one-way video."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|Pin", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Full-pipeline AI recruiting platform."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|BrightHire", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Interview intelligence platform that integrates with Zoom."}, {"id": "mai-20260917-1752-baseline|c159-m3|minimax-small|Talview", "prompt": "c159-m3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when video sits inside a bigger assessment and proctoring workflow"}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Spark Hire", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers both one-way (asynchronous) and live video interviews, popular with SMBs and mid-market companies."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Willo", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for simple, affordable one-way screening"}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Hireflix", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides a clean, minimal workflow for one-way interviews"}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|myInterview", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines one-way interviews with AI shortlisting, suitable for budget-conscious users."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Jobma", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a broad feature set, including video interviews and skill assessments"}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|HireVue", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A leader in enterprise video assessment and process automation, used by larger organizations."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|VidCruiter", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in both one-way and live interviews, with robust automation features."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|interviewstream", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "interviewstream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on structuring live interview rounds."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|BarRaiser", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "BarRaiser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also emphasizes structured live interviews."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Zoom", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "General-purpose video tools sometimes used for interviews, but lack specialized hiring features."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Skype", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Skype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "General-purpose video tools sometimes used for interviews, but lack specialized hiring features."}, {"id": "mai-20260917-1752-baseline|c159-m3|mistral-small|Google Meet", "prompt": "c159-m3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Google Meet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "General-purpose video tools sometimes used for interviews, but lack specialized hiring features."}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|VidCruiter", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Midsize and large companies needing comprehensive recruitment automation ... Full-featured platform that combines video interviewing with applicant tracking capabilities"}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|HireVue", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most sophisticated AI capabilities for candidate evaluation and predictive analytics"}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|Spark Hire", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Reliable, established platform with good balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|Hireflix", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cleanest, most straightforward user experience; excellent for high-volume screening"}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|Willo", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly entry point with pay-per-role option"}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|Jobma", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combines video interviewing with ATS functionality at mid-market pricing"}, {"id": "mai-20260917-1752-baseline|c159-m3|moonshot-small|myInterview", "prompt": "c159-m3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI features included even in lower-tier plans"}, {"id": "mai-20260917-1752-baseline|c159-m3|openai-small|HireVue", "prompt": "c159-m3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HireVue: most enterprise-grade, strongest on structured hiring + AI + governance."}, {"id": "mai-20260917-1752-baseline|c159-m3|openai-small|Spark Hire", "prompt": "c159-m3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Spark Hire: easier to adopt, more transparent pricing, strong for practical video screening."}, {"id": "mai-20260917-1752-baseline|c159-m3|openai-small|InterviewStream", "prompt": "c159-m3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "InterviewStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "InterviewStream: straightforward and customizable, but generally less AI-forward."}, {"id": "mai-20260917-1752-baseline|c159-m3|openai-small|Talview", "prompt": "c159-m3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Talview: best if interviews are part of a larger assessment/proctoring stack."}, {"id": "mai-20260917-1752-baseline|c159-m3|xai-small|HireVue", "prompt": "c159-m3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-scale AI assessments ... Expensive, lengthy onboarding, opaque pricing."}, {"id": "mai-20260917-1752-baseline|c159-m3|xai-small|Spark Hire", "prompt": "c159-m3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market teams needing both async/live"}, {"id": "mai-20260917-1752-baseline|c159-m3|xai-small|Willo", "prompt": "c159-m3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMB/global async screening"}, {"id": "mai-20260917-1752-baseline|c159-m3|xai-small|Hireflix", "prompt": "c159-m3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small teams/simple async"}, {"id": "mai-20260917-1752-baseline|c159-m3|xai-small|VidCruiter", "prompt": "c159-m3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compliance-heavy orgs (gov/edu/healthcare)"}, {"id": "mai-20260917-1752-baseline|c159-m3|xai-small|Jobma", "prompt": "c159-m3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget global/multilingual hiring"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|Willo", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Willo** | Asynchronous video interviews with identity verification"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|Hireflix", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Hireflix** | Small teams wanting simple one‑way video"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|myInterview", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**myInterview** | SMBs prioritizing candidate experience"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|1Way Interview", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "1Way Interview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**1Way Interview** | Teams that want transparent pricing"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|Spark Hire", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Spark Hire** | SMB/mid‑market standard offering"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|Jobma", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Jobma** | Simple, user‑friendly one‑way video"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|VidCruiter", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**VidCruiter** | Mid‑size and large companies needing full hiring suite"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|HireVue", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HireVue** | Enterprise‑grade screening and assessments"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|InterviewStream", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "InterviewStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**InterviewStream** | Structured live interview rounds"}, {"id": "mai-20260917-1752-baseline|c159-m3|zai-small|BarRaiser", "prompt": "c159-m3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "BarRaiser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**BarRaiser** | Companies prioritizing fairness and bias reduction"}, {"id": "mai-20260917-1752-baseline|c159-m4|alibaba-small|EasyHire.me", "prompt": "c159-m4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Absolute Lowest Cost: **EasyHire.me**"}, {"id": "mai-20260917-1752-baseline|c159-m4|alibaba-small|Hirevire", "prompt": "c159-m4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost Paid Option: **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c159-m4|alibaba-small|Willo", "prompt": "c159-m4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a 14\\u201330 day free trial with unlimited invites"}, {"id": "mai-20260917-1752-baseline|c159-m4|alibaba-small|Hireflix", "prompt": "c159-m4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No permanent free plan, but offers a **1-month full-access trial**"}, {"id": "mai-20260917-1752-baseline|c159-m4|anthropic-small|Hirevire", "prompt": "c159-m4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hirevire** combines affordability with powerful features that traditionally were only available in enterprise solutions"}, {"id": "mai-20260917-1752-baseline|c159-m4|anthropic-small|EasyHire", "prompt": "c159-m4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EasyHire's** free plan (5 interviews/month, no credit card)"}, {"id": "mai-20260917-1752-baseline|c159-m4|anthropic-small|Hireflix", "prompt": "c159-m4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hireflix** serves primarily small to mid-sized companies that want basic one-way interview functionality"}, {"id": "mai-20260917-1752-baseline|c159-m4|challenger-small|Hireflix", "prompt": "c159-m4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Hireflix** if you want the **lowest-risk, simple one-way video interviewing** setup"}, {"id": "mai-20260917-1752-baseline|c159-m4|challenger-small|EasyHire", "prompt": "c159-m4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EasyHire** is the strongest budget option because it offers a **permanent free plan**"}, {"id": "mai-20260917-1752-baseline|c159-m4|challenger-small|1Way Interview / OneWayInterview", "prompt": "c159-m4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview / OneWayInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your absolute priority is **lowest cost** and you only need basic prerecorded interviews"}, {"id": "mai-20260917-1752-baseline|c159-m4|challenger-small|Spark Hire", "prompt": "c159-m4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "solid product, but generally **more expensive** than the budget-first options above"}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|1Way Interview", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is extremely tight (<$20/month):** Go with **1Way Interview** at $13.99/month."}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|Hirevire", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hirevire** is your best bet — it's widely recommended as the best budget option for small businesses."}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|Hireflix", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Small teams that value flat-rate simplicity and want a full month to test before paying."}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|EasyHire", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **EasyHire's** free plan for one-way screening combined with **Google Meet** for live interviews."}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|Google Meet", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can use **Google Meet** for live interviews"}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|myInterview", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Permanent free plan | Limited interviews, 1 seat"}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|Truffle", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Truffle** | $49/mo | 7 days (with credits) | AI scoring + assessments |"}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|HireVue", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "you **don't need to spend hundreds of dollars per month** on enterprise tools like HireVue or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-m4|deepseek-small|Spark Hire", "prompt": "c159-m4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "don't need to spend hundreds of dollars per month** on enterprise tools like HireVue or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|EasyHire", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose EasyHire if you want zero ongoing costs and want to test how AI can screen your first few candidates for free."}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|Breezy HR", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "primarily an Applicant Tracking System (ATS), but its \"Bootstrap\" tier is free indefinitely"}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|myInterview", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a permanent basic free tier for single users with a highly candidate-friendly interface."}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|1Way Interview (OneWayInterview)", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview (OneWayInterview)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose 1Way Interview if you have a tiny budget ($14–$20/mo) but need to screen up to 30 candidates a month"}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|Hirevire", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Hirevire if you are only hiring for one role at a time, but expect a high volume of applicants"}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|Truffle", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starts at $49/month. Unlimited team members and AI screening"}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|Willo (Lite Plan)", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo (Lite Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Willo if you hire sporadically throughout the year and only want to pay when a job is actively open."}, {"id": "mai-20260917-1752-baseline|c159-m4|google-small|Hireflix", "prompt": "c159-m4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Unlimited users, unlimited positions, and unlimited responses. While the entry price is higher than Hirevire or 1Way, there are no caps."}, {"id": "mai-20260917-1752-baseline|c159-m4|meta-small|Hireflix One-Way Video Interviewing", "prompt": "c159-m4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix One-Way Video Interviewing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best video interviewing platform for a company with a limited budget is Hireflix One-Way Video Interviewing, which is known for its simplicity and affordability."}, {"id": "mai-20260917-1752-baseline|c159-m4|meta-small|Willo", "prompt": "c159-m4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Willo and Hirevire, which offer a free tier or a low starting price."}, {"id": "mai-20260917-1752-baseline|c159-m4|meta-small|Hirevire", "prompt": "c159-m4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Willo and Hirevire, which offer a free tier or a low starting price."}, {"id": "mai-20260917-1752-baseline|c159-m4|minimax-small|1WayInterview", "prompt": "c159-m4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "1WayInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need the absolute cheapest**: **1WayInterview** (~$14/month)"}, {"id": "mai-20260917-1752-baseline|c159-m4|minimax-small|Hirevire", "prompt": "c159-m4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need more features but still affordable**: **Hirevire** ($39/month)"}, {"id": "mai-20260917-1752-baseline|c159-m4|minimax-small|EasyHire", "prompt": "c159-m4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a free option to start**: **EasyHire** (free plan)"}, {"id": "mai-20260917-1752-baseline|c159-m4|minimax-small|Hireflix", "prompt": "c159-m4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flat-rate pricing ($75/month for unlimited interviews and seats)"}, {"id": "mai-20260917-1752-baseline|c159-m4|mistral-small|Willo", "prompt": "c159-m4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for small businesses and tight budgets... start with **Willo** (best free tier and low-cost plans)"}, {"id": "mai-20260917-1752-baseline|c159-m4|mistral-small|Hirevire", "prompt": "c159-m4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Willo** (best free tier and low-cost plans) or **Hirevire** (lowest monthly cost)"}, {"id": "mai-20260917-1752-baseline|c159-m4|mistral-small|myInterview", "prompt": "c159-m4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a free option, **myInterview** is also a strong choice."}, {"id": "mai-20260917-1752-baseline|c159-m4|mistral-small|Spark Hire", "prompt": "c159-m4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides a free trial and paid plans starting at around $149/month. It's suitable for SMBs and mid-market companies"}, {"id": "mai-20260917-1752-baseline|c159-m4|moonshot-small|myInterview", "prompt": "c159-m4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want completely free:** Go with **myInterview** (permanent free tier with real functionality)"}, {"id": "mai-20260917-1752-baseline|c159-m4|moonshot-small|Hireflix", "prompt": "c159-m4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Affordable Paid Option"}, {"id": "mai-20260917-1752-baseline|c159-m4|moonshot-small|Willo", "prompt": "c159-m4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Willo** provides excellent value"}, {"id": "mai-20260917-1752-baseline|c159-m4|moonshot-small|ScreeningHive", "prompt": "c159-m4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "ScreeningHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Trial Option"}, {"id": "mai-20260917-1752-baseline|c159-m4|moonshot-small|Hirevire", "prompt": "c159-m4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hireflix** or **Hirevire** offer solid basic features"}, {"id": "mai-20260917-1752-baseline|c159-m4|openai-small|Willo", "prompt": "c159-m4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Willo** if you want a more budget-friendly screening tool"}, {"id": "mai-20260917-1752-baseline|c159-m4|openai-small|Spark Hire", "prompt": "c159-m4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Spark Hire** if you want the clearest, most established option with transparent pricing and a low entry point"}, {"id": "mai-20260917-1752-baseline|c159-m4|openai-small|HireVue", "prompt": "c159-m4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison of Willo vs Spark Hire vs HireVue"}, {"id": "mai-20260917-1752-baseline|c159-m4|xai-small|myInterview", "prompt": "c159-m4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **myInterview (Free Forever Tier)**"}, {"id": "mai-20260917-1752-baseline|c159-m4|xai-small|Willo", "prompt": "c159-m4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Willo (Free Tier or Pay-As-You-Go)... Perfect for high-volume screening on a budget."}, {"id": "mai-20260917-1752-baseline|c159-m4|xai-small|Google Meet", "prompt": "c159-m4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Meet or Zoom (Completely Free for Live Interviews)"}, {"id": "mai-20260917-1752-baseline|c159-m4|xai-small|Zoom", "prompt": "c159-m4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free: Unlimited 1:1 calls (Zoom: 40-min group limit"}, {"id": "mai-20260917-1752-baseline|c159-m4|xai-small|Hireflix", "prompt": "c159-m4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hireflix (1-Month Free Trial, Then $75/mo)... Great value post-trial for growing teams."}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|myInterview", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero budget / very light hiring:** myInterview (free), EasyHire (free)."}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|EasyHire", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zero budget / very light hiring:** myInterview (free), EasyHire (free)."}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|Hirevire", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tight monthly budget but want a paid tool:** Hirevire (~$39/mo)"}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|1Way Interview", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "1Way Interview (~$14/mo)"}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|Hireflix", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High\\u2011volume one\\u2011way screening:** Hireflix (~$75/mo)"}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|Willo", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget\\u2011friendly, human\\u2011first screening (pricing varies; often under $50/month)"}, {"id": "mai-20260917-1752-baseline|c159-m4|zai-small|Spark Hire", "prompt": "c159-m4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best options: **EasyHire**, **Spark Hire**, **Willo**."}, {"id": "mai-20260917-1752-baseline|c159-m5|alibaba-small|HireVue / Harver", "prompt": "c159-m5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue / Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong on AI analytics but often pricier; good if you want deep predictive data."}, {"id": "mai-20260917-1752-baseline|c159-m5|alibaba-small|VidCruiter", "prompt": "c159-m5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent for highly structured workflows and compliance-heavy industries."}, {"id": "mai-20260917-1752-baseline|c159-m5|alibaba-small|InterviewStream", "prompt": "c159-m5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "InterviewStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often favored by mid-market companies wanting to replace manual scheduling + video screening."}, {"id": "mai-20260917-1752-baseline|c159-m5|alibaba-small|Hireflix", "prompt": "c159-m5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great for lower budgets and simpler \"one-way\" needs without complex AI features."}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|HireVue", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HireVue — enterprise leader, best for live + one-way + assessments in one vendor."}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|Spark Hire", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spark Hire — video-only from ~$249/mo... Transparent pricing tiered by company size."}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|Willo", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Willo — Enterprise from ~$3,799/yr, Lite ~$59 per live role/mo."}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|Truffle", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Truffle / Hireflix — more affordable"}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|Hireflix", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hireflix skips AI scoring entirely"}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|Talview", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talview / Harver — better when video sits inside a bigger proctored assessment workflow."}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|Harver", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Talview / Harver — better when video sits inside a bigger proctored assessment workflow."}, {"id": "mai-20260917-1752-baseline|c159-m5|deepseek-small|VidCruiter", "prompt": "c159-m5", "model": "deepseek-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "VidCruiter — strong enterprise structure without HireVue's contract shape."}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|Willo", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mid-market tools (like *Spark Hire*, *Jobma*, or *Willo*) can often be fully integrated, trained, and live within 1 to 2 weeks."}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|Hireflix", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*(Examples: Willo, Hireflix)*"}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|Zoom/Teams", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Zoom/Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*(Examples: Zoom/Teams for basic use; Spark Hire or Jobma for interview-specific features)*"}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|Spark Hire", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market tools (like *Spark Hire*, *Jobma*, or *Willo*) can often be fully integrated, trained, and live within 1 to 2 weeks."}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|Jobma", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market tools (like *Spark Hire*, *Jobma*, or *Willo*) can often be fully integrated, trained, and live within 1 to 2 weeks."}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|HireVue", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise tools (like *HireVue* or *VidCruiter*) have powerful capabilities but often require dedicated implementation phases."}, {"id": "mai-20260917-1752-baseline|c159-m5|google-small|VidCruiter", "prompt": "c159-m5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise tools (like *HireVue* or *VidCruiter*) have powerful capabilities but often require dedicated implementation phases."}, {"id": "mai-20260917-1752-baseline|c159-m5|meta-small|HireVue", "prompt": "c159-m5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top video interviewing platforms for a 500-person company include HireVue, Talview, Harver, VidCruiter, and Spark Hire."}, {"id": "mai-20260917-1752-baseline|c159-m5|meta-small|Talview", "prompt": "c159-m5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "Talview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top video interviewing platforms for a 500-person company include HireVue, Talview, Harver, VidCruiter, and Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-m5|meta-small|Harver", "prompt": "c159-m5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top video interviewing platforms ... include HireVue, Talview, Harver, VidCruiter, and Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-m5|meta-small|VidCruiter", "prompt": "c159-m5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top video interviewing platforms ... include HireVue, Talview, Harver, VidCruiter, and Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-m5|meta-small|Spark Hire", "prompt": "c159-m5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top video interviewing platforms ... include HireVue, Talview, Harver, VidCruiter, and Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-m5|mistral-small|HireVue", "prompt": "c159-m5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Create a scorecard to compare platforms (e.g., HireVue, Spark Hire, VidCruiter, Montage, Paradox, etc.)"}, {"id": "mai-20260917-1752-baseline|c159-m5|mistral-small|Spark Hire", "prompt": "c159-m5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare platforms (e.g., HireVue, Spark Hire, VidCruiter, Montage, Paradox, etc.)"}, {"id": "mai-20260917-1752-baseline|c159-m5|mistral-small|VidCruiter", "prompt": "c159-m5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare platforms (e.g., HireVue, Spark Hire, VidCruiter, Montage, Paradox, etc.)"}, {"id": "mai-20260917-1752-baseline|c159-m5|mistral-small|Montage", "prompt": "c159-m5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Montage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare platforms (e.g., HireVue, Spark Hire, VidCruiter, Montage, Paradox, etc.)"}, {"id": "mai-20260917-1752-baseline|c159-m5|mistral-small|Paradox", "prompt": "c159-m5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare platforms (e.g., HireVue, Spark Hire, VidCruiter, Montage, Paradox, etc.)"}, {"id": "mai-20260917-1752-baseline|c159-m5|moonshot-small|VidCruiter", "prompt": "c159-m5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top Platforms Worth Evaluating ... **VidCruiter**, **HireVue** (enterprise), **Spark Hire** (mid-market)"}, {"id": "mai-20260917-1752-baseline|c159-m5|moonshot-small|HireVue", "prompt": "c159-m5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**HireVue** (enterprise)"}, {"id": "mai-20260917-1752-baseline|c159-m5|moonshot-small|Spark Hire", "prompt": "c159-m5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Spark Hire** (mid-market)"}, {"id": "mai-20260917-1752-baseline|c159-m5|moonshot-small|BrightHire", "prompt": "c159-m5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "BrightHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BrightHire** (interview intelligence)"}, {"id": "mai-20260917-1752-baseline|c159-m5|moonshot-small|Willo", "prompt": "c159-m5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Willo** (async-first)"}, {"id": "mai-20260917-1752-baseline|c159-m5|xai-small|HireVue", "prompt": "c159-m5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "trials with 5-10 shortlisted vendors (e.g., HireVue, Spark Hire, VidCruiter, Modern Hire, or Willo)"}, {"id": "mai-20260917-1752-baseline|c159-m5|xai-small|Spark Hire", "prompt": "c159-m5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "trials with 5-10 shortlisted vendors (e.g., HireVue, Spark Hire, VidCruiter, Modern Hire, or Willo)"}, {"id": "mai-20260917-1752-baseline|c159-m5|xai-small|VidCruiter", "prompt": "c159-m5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "trials with 5-10 shortlisted vendors (e.g., HireVue, Spark Hire, VidCruiter, Modern Hire, or Willo)"}, {"id": "mai-20260917-1752-baseline|c159-m5|xai-small|Modern Hire", "prompt": "c159-m5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Modern Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "trials with 5-10 shortlisted vendors (e.g., HireVue, Spark Hire, VidCruiter, Modern Hire, or Willo)"}, {"id": "mai-20260917-1752-baseline|c159-m5|xai-small|Willo", "prompt": "c159-m5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "trials with 5-10 shortlisted vendors (e.g., HireVue, Spark Hire, VidCruiter, Modern Hire, or Willo)"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|HireVue", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sample vendor landscape (for context, not endorsements) ... **HireVue** | 500–50,000+ employees"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|VidCruiter", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**VidCruiter** | 200–5,000+ employees | Structured workflows, audit trails"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|Spark Hire", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Spark Hire** | 20–500 employees (mid‑market) | One‑way + live in one platform"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|Jobma", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jobma** | Mid‑size & enterprise | Customizable AI, resume screening"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|Metaview", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Metaview** | Mid‑market & enterprise | AI call recording & summarization"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|InterviewStream", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "InterviewStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**InterviewStream** | Mid‑size companies | End‑to‑end scheduling + video + AI"}, {"id": "mai-20260917-1752-baseline|c159-m5|zai-small|Hirevire", "prompt": "c159-m5", "model": "zai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hirevire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Hirevire** | Mid‑market | GDPR/CCPA‑focused; affordable"}, {"id": "mai-20260917-1752-baseline|c159-m6|alibaba-small|HireVue", "prompt": "c159-m6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**HireVue** ⚠️ High Caution ... FTC Complaint ... Bias Concerns"}, {"id": "mai-20260917-1752-baseline|c159-m6|alibaba-small|Mercor", "prompt": "c159-m6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Mercor** ⚠️ Security Risk - **Data Breach (March 2026)**"}, {"id": "mai-20260917-1752-baseline|c159-m6|anthropic-small|HireVue", "prompt": "c159-m6", "model": "anthropic-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The nonprofit Electronic Privacy Information Center filed a complaint against HireVue with the Federal Trade Commission in 2019"}, {"id": "mai-20260917-1752-baseline|c159-m6|challenger-small|Zoom", "prompt": "c159-m6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zoom, Microsoft Teams, Google Meet, and Skype can work for occasional live interviews, but they are weaker choices as the *primary* platform"}, {"id": "mai-20260917-1752-baseline|c159-m6|challenger-small|Microsoft Teams", "prompt": "c159-m6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are weaker choices as the *primary* platform because they lack hiring-specific workflows"}, {"id": "mai-20260917-1752-baseline|c159-m6|challenger-small|Google Meet", "prompt": "c159-m6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are weaker choices as the *primary* platform because they lack hiring-specific workflows"}, {"id": "mai-20260917-1752-baseline|c159-m6|challenger-small|Skype", "prompt": "c159-m6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are weaker choices as the *primary* platform because they lack hiring-specific workflows"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|HireVue", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**High – Be very cautious** | HireVue (and any AI facial analysis tool) | History of FTC complaint, BIPA settlement, opaque AI scoring, biased risk"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Mercor", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**High – Avoid if possible** | AI-labor platforms (Mercor, Apriora) | Recent 4TB data breach, biometric data collection, banking info storage"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Apriora", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Apriora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**High – Avoid if possible** | AI-labor platforms (Mercor, Apriora) | Recent 4TB data breach"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Ribbon", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Ribbon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Other AI-labor platforms (e.g., Mercor, Apriora, Ribbon) - **Why be cautious:**"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|myInterview", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Medium – Caution on experience** | myInterview | Poor mobile experience, technical glitches, perceived as impersonal"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Spark Hire", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Any one-way video interview platform (Spark Hire, VideoHire, easyHire, interviewstream) | Candidate backlash, no human dialogue"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|VideoHire", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "VideoHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "popular one-way interview platforms... frequently associated with the same criticism"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|easyHire", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "easyHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "popular one-way interview platforms... frequently associated with the same criticism"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|interviewstream", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "interviewstream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "popular one-way interview platforms... frequently associated with the same criticism"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Zoom", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Low** | Live video interview tools (Zoom, Microsoft Teams, Google Meet) | Generally safe if the recruiter schedules a live session"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Microsoft Teams", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Low** | Live video interview tools (Zoom, Microsoft Teams, Google Meet) | Generally safe"}, {"id": "mai-20260917-1752-baseline|c159-m6|deepseek-small|Google Meet", "prompt": "c159-m6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Low** | Live video interview tools (Zoom, Microsoft Teams, Google Meet) | Generally safe"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|HireVue", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** HireVue previously used \"facial analysis\" technology to grade candidates... they continue to use other AI-driven features"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Spark Hire", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its transition toward automated candidate ranking has raised red flags"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Willo", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they suffer from high candidate drop-off rates because job seekers intensely dislike the format"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|myInterview", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some of these platforms utilize \"sentiment analysis\" and basic AI categorization, which are highly controversial"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Kira Talent", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Kira Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Like other one-way platforms, they suffer from high candidate drop-off rates"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Elevatus", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Elevatus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "using these features can expose you to legal compliance risks"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Zoom", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Two-Way or Live Video (e.g., Zoom, Microsoft Teams, Google Meet):** Real-time conversation where the candidate can ask questions and build rapport."}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Microsoft Teams", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Two-Way or Live Video (e.g., Zoom, Microsoft Teams, Google Meet)"}, {"id": "mai-20260917-1752-baseline|c159-m6|google-small|Google Meet", "prompt": "c159-m6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Two-Way or Live Video (e.g., Zoom, Microsoft Teams, Google Meet)"}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|HireVue", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|VidCruiter", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|Jobma", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|Spark Hire", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|Willo", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|Hireflix", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|myInterview", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|meta-small|Knockri", "prompt": "c159-m6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Knockri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the platforms mentioned include HireVue, VidCruiter, Jobma, Spark Hire, Willo, Hireflix, myInterview, and Knockri."}, {"id": "mai-20260917-1752-baseline|c159-m6|minimax-small|Spark Hire", "prompt": "c159-m6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Complaints... **Spark Hire** - Candidate reviews frequently cite... General candidate dissatisfaction described as \"dehumanizing\""}, {"id": "mai-20260917-1752-baseline|c159-m6|minimax-small|HireVue", "prompt": "c159-m6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**HireVue** - While widely used enterprise-wise, candidates often report: Feeling like they're \"talking to a wall\""}, {"id": "mai-20260917-1752-baseline|c159-m6|minimax-small|VidCruiter", "prompt": "c159-m6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms like **VidCruiter**, **Willo**, and **BrightHire** (Zoom-owned) tend to receive better reviews"}, {"id": "mai-20260917-1752-baseline|c159-m6|minimax-small|Willo", "prompt": "c159-m6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms like **VidCruiter**, **Willo**, and **BrightHire** (Zoom-owned) tend to receive better reviews"}, {"id": "mai-20260917-1752-baseline|c159-m6|minimax-small|BrightHire", "prompt": "c159-m6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BrightHire** (Zoom-owned) tend to receive better reviews for candidate experience"}, {"id": "mai-20260917-1752-baseline|c159-m6|mistral-small|HireVue", "prompt": "c159-m6", "model": "mistral-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HireVue has faced scrutiny over algorithmic bias and data privacy... the use of AI scoring remains controversial"}, {"id": "mai-20260917-1752-baseline|c159-m6|mistral-small|Spark Hire", "prompt": "c159-m6", "model": "mistral-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the format itself can still be impersonal and raise privacy issues"}, {"id": "mai-20260917-1752-baseline|c159-m6|mistral-small|myInterview", "prompt": "c159-m6", "model": "mistral-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "criticized for being impersonal and potentially discriminatory, especially when used without human oversight"}, {"id": "mai-20260917-1752-baseline|c159-m6|moonshot-small|HireVue", "prompt": "c159-m6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**HireVue** (Proceed with Extreme Caution) - **AI bias concerns**: EPIC filed a complaint with the FTC alleging discriminatory screening"}, {"id": "mai-20260917-1752-baseline|c159-m6|moonshot-small|Spark Hire", "prompt": "c159-m6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spark Hire** notably avoids AI analysis specifically due to legal risks and candidate experience concerns"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Micro1 (talent.micro1.ai)", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Micro1 (talent.micro1.ai)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently called out on Reddit (e.g., r/recruitinghell, r/Scams) as a \"scam\" for fake job postings."}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Mercor", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Hit by a major 2026 data breach ... Multiple class-action lawsuits allege poor security, illegal data collection/sharing"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|HireVue", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Long history of biometric privacy lawsuits under Illinois BIPA ... Criticized for opaque AI analysis, potential bias/discrimination"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Braintrust (usebraintrust.com or usebraintrust.ai)", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Braintrust (usebraintrust.com or usebraintrust.ai)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Trustpilot reviews label it a \"scam\" for requiring upfront video recordings before job applications are shared"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Truffle", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Truffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Alternatives (high-rated for experience, per G2/Capterra/Reddit): Truffle, Willo, Hirevire, Hireflix"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Willo", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer Alternatives (high-rated for experience, per G2/Capterra/Reddit): Truffle, Willo, Hirevire, Hireflix"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Hirevire", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer Alternatives (high-rated for experience ...): Truffle, Willo, Hirevire, Hireflix—praised for simple links, mobile support"}, {"id": "mai-20260917-1752-baseline|c159-m6|xai-small|Hireflix", "prompt": "c159-m6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Truffle, Willo, Hirevire, Hireflix—praised for simple links, mobile support, high completion (80%+), and clear consent."}, {"id": "mai-20260917-1752-baseline|c159-m6|zai-small|Mercor", "prompt": "c159-m6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "this platform is currently the highest priority to avoid"}, {"id": "mai-20260917-1752-baseline|c159-m6|zai-small|HireVue", "prompt": "c159-m6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: While widely used, HireVue faces significant scrutiny regarding how it handles biometric data."}, {"id": "mai-20260917-1752-baseline|c159-m6|zai-small|Apriora", "prompt": "c159-m6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Apriora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AI-First Biometric Platforms (Mercor, Apriora, Ribbon) ... These platforms represent the riskiest category."}, {"id": "mai-20260917-1752-baseline|c159-m6|zai-small|Ribbon", "prompt": "c159-m6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Ribbon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AI-First Biometric Platforms (Mercor, Apriora, Ribbon) ... These platforms represent the riskiest category."}, {"id": "mai-20260917-1752-baseline|c159-s1|alibaba-small|SparkHire (by iCIMS)", "prompt": "c159-s1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "SparkHire (by iCIMS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with **SparkHire**."}, {"id": "mai-20260917-1752-baseline|c159-s1|alibaba-small|VidCruiter", "prompt": "c159-s1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Structured & Compliant Hiring: VidCruiter"}, {"id": "mai-20260917-1752-baseline|c159-s1|alibaba-small|Calendly", "prompt": "c159-s1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Budget-Friendly Solution: Calendly + Zoom"}, {"id": "mai-20260917-1752-baseline|c159-s1|alibaba-small|Zoom", "prompt": "c159-s1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Calendly automatically sends the email to the candidate with a Zoom meeting link."}, {"id": "mai-20260917-1752-baseline|c159-s1|alibaba-small|Zoho Recruit (Lite)", "prompt": "c159-s1", "model": "alibaba-small", "cat": "video-interviewing", "variant": "direct", "raw": "Zoho Recruit (Lite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One for SMBs: Zoho Recruit (Lite)"}, {"id": "mai-20260917-1752-baseline|c159-s1|anthropic-small|Hireflix", "prompt": "c159-s1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Hireflix** (Best Overall for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c159-s1|anthropic-small|Spark Hire", "prompt": "c159-s1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Spark Hire** (Best for Flexibility)"}, {"id": "mai-20260917-1752-baseline|c159-s1|anthropic-small|Jobma", "prompt": "c159-s1", "model": "anthropic-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Jobma** (Best for Scaling)"}, {"id": "mai-20260917-1752-baseline|c159-s1|challenger-small|Spark Hire", "prompt": "c159-s1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the safest default answer without more context, I'd pick **Spark Hire** for most small B2B companies."}, {"id": "mai-20260917-1752-baseline|c159-s1|challenger-small|Hirevire", "prompt": "c159-s1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hirevire** if your top priority is the best value for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s1|challenger-small|Hireflix", "prompt": "c159-s1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Hireflix** if your main need is **one-way screening at scale**"}, {"id": "mai-20260917-1752-baseline|c159-s1|challenger-small|Truffle", "prompt": "c159-s1", "model": "challenger-small", "cat": "video-interviewing", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for small teams wanting async interviews without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|Hireflix", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hireflix – Best overall for small teams (simplest/predictable pricing)"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|EasyHire.me", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **EasyHire.me** if you want a free tier to test first"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|Hirevire", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hirevire – Good value with AI scorecards"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|Willo", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More capable for high-volume or multilingual screening, but pricier"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|HireVue", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically aimed at mid-market/enterprise and don't publish pricing—usually overkill and more expensive for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|Spark Hire", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually overkill and more expensive for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|VidCruiter", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually overkill and more expensive for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|Jobma", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "Jobma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually overkill and more expensive for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s1|deepseek-small|myInterview", "prompt": "c159-s1", "model": "deepseek-small", "cat": "video-interviewing", "variant": "direct", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "usually overkill and more expensive for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|HireVue", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not the most feature-heavy or expensive enterprise tool (like HireVue or VidCruiter, which can cost $25,000+ per year)"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|VidCruiter", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not the most feature-heavy or expensive enterprise tool (like HireVue or VidCruiter, which can cost $25,000+ per year)"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|Hireflix", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Hireflix (Best Overall for Simplicity & Value)... is the gold standard"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|Willo", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Willo (Best for Polished Candidate Experience & Scalability)"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|Spark Hire", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spark Hire is the market pioneer that supports both asynchronous screening and live panel interviews"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|TestGorilla", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want to combine Video with Skills Assessments"}, {"id": "mai-20260917-1752-baseline|c159-s1|google-small|Hirevire", "prompt": "c159-s1", "model": "google-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hirevire is an ultra-budget-friendly alternative that is incredibly fast to set up"}, {"id": "mai-20260917-1752-baseline|c159-s1|meta-small|Pin", "prompt": "c159-s1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated platforms for small businesses include Pin, EasyHire, and Truffle"}, {"id": "mai-20260917-1752-baseline|c159-s1|meta-small|EasyHire", "prompt": "c159-s1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "EasyHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated platforms for small businesses include Pin, EasyHire, and Truffle"}, {"id": "mai-20260917-1752-baseline|c159-s1|meta-small|Truffle", "prompt": "c159-s1", "model": "meta-small", "cat": "video-interviewing", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated platforms for small businesses include Pin, EasyHire, and Truffle"}, {"id": "mai-20260917-1752-baseline|c159-s1|minimax-small|Zoom", "prompt": "c159-s1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Zoom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Zoom** or **Google Meet** for simplicity"}, {"id": "mai-20260917-1752-baseline|c159-s1|minimax-small|Microsoft Teams", "prompt": "c159-s1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** B2B companies embedded in Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c159-s1|minimax-small|Google Meet", "prompt": "c159-s1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Google Meet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Zoom** or **Google Meet** for simplicity"}, {"id": "mai-20260917-1752-baseline|c159-s1|minimax-small|HireVue", "prompt": "c159-s1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Industry leader with async video interviews and analytics"}, {"id": "mai-20260917-1752-baseline|c159-s1|minimax-small|Spark Hire", "prompt": "c159-s1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Spark Hire** if you want dedicated recruiting features"}, {"id": "mai-20260917-1752-baseline|c159-s1|minimax-small|VidCruiter", "prompt": "c159-s1", "model": "minimax-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers structured interviews and scoring"}, {"id": "mai-20260917-1752-baseline|c159-s1|mistral-small|Hireflix", "prompt": "c159-s1", "model": "mistral-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hireflix** – Highly recommended for small teams due to its simplicity and affordability"}, {"id": "mai-20260917-1752-baseline|c159-s1|moonshot-small|Hireflix", "prompt": "c159-s1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **EasyHire's free plan** or **Hireflix's $75/month** option. Both are purpose-built for small teams"}, {"id": "mai-20260917-1752-baseline|c159-s1|moonshot-small|EasyHire", "prompt": "c159-s1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **EasyHire's free plan** or **Hireflix's $75/month** option."}, {"id": "mai-20260917-1752-baseline|c159-s1|moonshot-small|Hirevire", "prompt": "c159-s1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Hirevire** - Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c159-s1|moonshot-small|Spark Hire", "prompt": "c159-s1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Significantly more expensive; pricing climbs with headcount... even Spark Hire are priced for larger organizations"}, {"id": "mai-20260917-1752-baseline|c159-s1|moonshot-small|myInterview", "prompt": "c159-s1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Only occasional hiring | **myInterview** (free plan available)"}, {"id": "mai-20260917-1752-baseline|c159-s1|moonshot-small|HireVue", "prompt": "c159-s1", "model": "moonshot-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like HireVue ($35K+/year) ... are priced for larger organizations"}, {"id": "mai-20260917-1752-baseline|c159-s1|openai-small|Hireflix", "prompt": "c159-s1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Hireflix** if your main need is **simple, one-way video screening** with minimal setup"}, {"id": "mai-20260917-1752-baseline|c159-s1|openai-small|Spark Hire", "prompt": "c159-s1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spark Hire** is the safest all-around pick"}, {"id": "mai-20260917-1752-baseline|c159-s1|openai-small|VidCruiter", "prompt": "c159-s1", "model": "openai-small", "cat": "video-interviewing", "variant": "direct", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**VidCruiter** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c159-s1|xai-small|Hireflix", "prompt": "c159-s1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hireflix (Top pick for most small B2B teams)"}, {"id": "mai-20260917-1752-baseline|c159-s1|xai-small|Willo", "prompt": "c159-s1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Candidate-friendly async interviews (no app downloads), multilingual support, light AI"}, {"id": "mai-20260917-1752-baseline|c159-s1|xai-small|Spark Hire", "prompt": "c159-s1", "model": "xai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Supports both async and live interviews... Drawbacks: Pricier for tiny teams"}, {"id": "mai-20260917-1752-baseline|c159-s1|zai-small|Hirevire", "prompt": "c159-s1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hirevire** or **EasyHire** offer the best balance of affordability, speed, and features"}, {"id": "mai-20260917-1752-baseline|c159-s1|zai-small|EasyHire", "prompt": "c159-s1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hirevire** or **EasyHire** offer the best balance of affordability, speed, and features"}, {"id": "mai-20260917-1752-baseline|c159-s1|zai-small|myInterview", "prompt": "c159-s1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**myInterview** is ideal for occasional hiring with a free plan."}, {"id": "mai-20260917-1752-baseline|c159-s1|zai-small|Hireflix", "prompt": "c159-s1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a simple async-only solution, **Hireflix** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c159-s1|zai-small|Spark Hire", "prompt": "c159-s1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From $299/month | 14 days | 1–2 days | Teams with budget + ATS needs"}, {"id": "mai-20260917-1752-baseline|c159-s1|zai-small|HireVue", "prompt": "c159-s1", "model": "zai-small", "cat": "video-interviewing", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise only (not recommended for small B2B)"}, {"id": "mai-20260917-1752-baseline|c159-s2|alibaba-small|Willo", "prompt": "c159-s2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Willo** as your primary choice."}, {"id": "mai-20260917-1752-baseline|c159-s2|alibaba-small|Spark Hire", "prompt": "c159-s2", "model": "alibaba-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Alternative Option: Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-s2|anthropic-small|Hireflix", "prompt": "c159-s2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Hireflix** offers the best balance of simplicity, affordability, and features"}, {"id": "mai-20260917-1752-baseline|c159-s2|anthropic-small|Truffle", "prompt": "c159-s2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Truffle** is excellent if you want the lowest cost with scoring and ranking built in"}, {"id": "mai-20260917-1752-baseline|c159-s2|anthropic-small|1WayInterview", "prompt": "c159-s2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "1WayInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intentionally supports small businesses to better their talent screening workflows"}, {"id": "mai-20260917-1752-baseline|c159-s2|anthropic-small|Hirevire", "prompt": "c159-s2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers affordable plans as an entry-level option for startups and small businesses"}, {"id": "mai-20260917-1752-baseline|c159-s2|anthropic-small|Manatal", "prompt": "c159-s2", "model": "anthropic-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong fit for small to mid-sized HR teams that need an all-in-one recruiting platform with built-in virtual interview tools"}, {"id": "mai-20260917-1752-baseline|c159-s2|challenger-small|Hireflix", "prompt": "c159-s2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hireflix** if your priority is a straightforward, predictable **asynchronous video interview** tool with strong value for small teams"}, {"id": "mai-20260917-1752-baseline|c159-s2|challenger-small|Hirevire", "prompt": "c159-s2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong SMB pick with **starting price $39/month**, async video, no-login candidate experience, AI features"}, {"id": "mai-20260917-1752-baseline|c159-s2|challenger-small|OneWayInterview", "prompt": "c159-s2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "OneWayInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlighted as **pay-as-you-go** and best for **small businesses**"}, {"id": "mai-20260917-1752-baseline|c159-s2|challenger-small|myInterview", "prompt": "c159-s2", "model": "challenger-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as **best for small businesses** in one review"}, {"id": "mai-20260917-1752-baseline|c159-s2|deepseek-small|Willo", "prompt": "c159-s2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Willo**"}, {"id": "mai-20260917-1752-baseline|c159-s2|deepseek-small|Hirevire", "prompt": "c159-s2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The most **cost-effective** option if you hire more regularly"}, {"id": "mai-20260917-1752-baseline|c159-s2|deepseek-small|Hireflix", "prompt": "c159-s2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum **simplicity** and predictable flat pricing with unlimited usage"}, {"id": "mai-20260917-1752-baseline|c159-s2|deepseek-small|Spark Hire", "prompt": "c159-s2", "model": "deepseek-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though pricier for a small operation"}, {"id": "mai-20260917-1752-baseline|c159-s2|google-small|Hireflix", "prompt": "c159-s2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hireflix (The Best Overall for Simplicity & Zero Friction)... is the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline|c159-s2|google-small|Willo", "prompt": "c159-s2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Willo (The Best for Premium Branding & Multi-Format Tests)... is an excellent choice"}, {"id": "mai-20260917-1752-baseline|c159-s2|google-small|VideoAsk by Typeform", "prompt": "c159-s2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VideoAsk by Typeform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **VideoAsk** if you are hiring for **sales/CS roles**"}, {"id": "mai-20260917-1752-baseline|c159-s2|google-small|Hirevire", "prompt": "c159-s2", "model": "google-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hirevire (The Best Budget-Friendly Starter)... a highly efficient, budget-friendly alternative"}, {"id": "mai-20260917-1752-baseline|c159-s2|meta-small|Jobma", "prompt": "c159-s2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jobma - an asynchronous video interview platform trusted worldwide"}, {"id": "mai-20260917-1752-baseline|c159-s2|meta-small|Canvass", "prompt": "c159-s2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Canvass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a straightforward one-way video interviewing platform that automates screening calls"}, {"id": "mai-20260917-1752-baseline|c159-s2|meta-small|Willo", "prompt": "c159-s2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for asynchronous video interviewing and offers standardized questions for easy comparison"}, {"id": "mai-20260917-1752-baseline|c159-s2|meta-small|Spark Hire", "prompt": "c159-s2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an all-in-one video interview tool that is known for its ease of use and reliability"}, {"id": "mai-20260917-1752-baseline|c159-s2|meta-small|Async Interview", "prompt": "c159-s2", "model": "meta-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Async Interview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simplifies candidate screening with its user-friendly platform"}, {"id": "mai-20260917-1752-baseline|c159-s2|minimax-small|Hirevire", "prompt": "c159-s2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Hirevire** or **Willo.video**"}, {"id": "mai-20260917-1752-baseline|c159-s2|minimax-small|Willo.video", "prompt": "c159-s2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo.video", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Hirevire** or **Willo.video**"}, {"id": "mai-20260917-1752-baseline|c159-s2|minimax-small|Jobma", "prompt": "c159-s2", "model": "minimax-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Jobma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong asynchronous platform with good AI features and rating systems."}, {"id": "mai-20260917-1752-baseline|c159-s2|mistral-small|Willo", "prompt": "c159-s2", "model": "mistral-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Willo** and **Truffle** are the top recommendations due to their affordability, ease of use, and AI-driven features"}, {"id": "mai-20260917-1752-baseline|c159-s2|mistral-small|Truffle", "prompt": "c159-s2", "model": "mistral-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Willo** and **Truffle** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c159-s2|mistral-small|Hireflix", "prompt": "c159-s2", "model": "mistral-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the simplest possible solution, **Hireflix** is also a strong contender."}, {"id": "mai-20260917-1752-baseline|c159-s2|moonshot-small|Hireflix", "prompt": "c159-s2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hireflix** for most small B2B businesses"}, {"id": "mai-20260917-1752-baseline|c159-s2|moonshot-small|Willo", "prompt": "c159-s2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Willo** would be my second choice despite its more complex pricing"}, {"id": "mai-20260917-1752-baseline|c159-s2|moonshot-small|Hirevire", "prompt": "c159-s2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget-Conscious Teams"}, {"id": "mai-20260917-1752-baseline|c159-s2|moonshot-small|EasyHire", "prompt": "c159-s2", "model": "moonshot-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-Powered Features at SMB Pricing"}, {"id": "mai-20260917-1752-baseline|c159-s2|openai-small|Hireflix", "prompt": "c159-s2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Hireflix** as the default choice."}, {"id": "mai-20260917-1752-baseline|c159-s2|openai-small|Spark Hire", "prompt": "c159-s2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a solid, established choice if you want a more all-in-one recruiting platform and are okay with a higher price point"}, {"id": "mai-20260917-1752-baseline|c159-s2|openai-small|VidCruiter", "prompt": "c159-s2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best for more complex hiring workflows, but it's more enterprise-oriented and quote-based"}, {"id": "mai-20260917-1752-baseline|c159-s2|openai-small|Willo", "prompt": "c159-s2", "model": "openai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want **strong branding/candidate experience** and don't mind a bit more complexity"}, {"id": "mai-20260917-1752-baseline|c159-s2|xai-small|Hireflix", "prompt": "c159-s2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Hireflix as the top asynchronous video interview tool for a small B2B business."}, {"id": "mai-20260917-1752-baseline|c159-s2|xai-small|Willo", "prompt": "c159-s2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Willo** (~$80–200/month, free tier): Great if you want AI summaries/transcripts"}, {"id": "mai-20260917-1752-baseline|c159-s2|xai-small|Spark Hire", "prompt": "c159-s2", "model": "xai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spark Hire** ($149+/month): Better if you might need live interviews later"}, {"id": "mai-20260917-1752-baseline|c159-s2|zai-small|Hirevire", "prompt": "c159-s2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c159-s2|zai-small|Loom", "prompt": "c159-s2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Loom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with Loom** if you just need a simple tool for occasional video messaging or low-volume hiring."}, {"id": "mai-20260917-1752-baseline|c159-s2|zai-small|myInterview", "prompt": "c159-s2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with myInterview** if you're on a tight budget and only need basic functionality."}, {"id": "mai-20260917-1752-baseline|c159-s2|zai-small|Hireflix", "prompt": "c159-s2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Async-only, maximum simplicity | $75/month flat | Minimal setup, focused one-way interviews"}, {"id": "mai-20260917-1752-baseline|c159-s2|zai-small|Willo", "prompt": "c159-s2", "model": "zai-small", "cat": "video-interviewing", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best asynchronous video interview software (per Willo's own blog)"}, {"id": "mai-20260917-1752-baseline|c159-s3|alibaba-small|Hireflix", "prompt": "c159-s3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Hireflix**. It's the cheapest and easiest to set up."}, {"id": "mai-20260917-1752-baseline|c159-s3|alibaba-small|Truffle (Hiretruffle)", "prompt": "c159-s3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Truffle (Hiretruffle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are overwhelmed by the number of applications:** Go with **Truffle**."}, {"id": "mai-20260917-1752-baseline|c159-s3|alibaba-small|Spark Hire (by Comeet)", "prompt": "c159-s3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire (by Comeet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Spark Hire**, provided the budget allows for it."}, {"id": "mai-20260917-1752-baseline|c159-s3|alibaba-small|Willo", "prompt": "c159-s3", "model": "alibaba-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose this if your small team is distributed globally or needs to interview candidates who speak different languages."}, {"id": "mai-20260917-1752-baseline|c159-s3|anthropic-small|Hireflix", "prompt": "c159-s3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Value: Hireflix**"}, {"id": "mai-20260917-1752-baseline|c159-s3|anthropic-small|Pin", "prompt": "c159-s3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pin offers the best value for small teams because it combines sourcing, outreach, and scheduling in one platform"}, {"id": "mai-20260917-1752-baseline|c159-s3|anthropic-small|myInterview", "prompt": "c159-s3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "myInterview is a lightweight, easy-to-use platform for small teams"}, {"id": "mai-20260917-1752-baseline|c159-s3|anthropic-small|Spark Hire", "prompt": "c159-s3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spark Hire is a well rounded video interviewing platform that supports both one way and live interviews"}, {"id": "mai-20260917-1752-baseline|c159-s3|anthropic-small|AsyncInterview", "prompt": "c159-s3", "model": "anthropic-small", "cat": "video-interviewing", "variant": "comparative", "raw": "AsyncInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AsyncInterview is a lightweight, startup friendly video screening tool with minimal setup."}, {"id": "mai-20260917-1752-baseline|c159-s3|challenger-small|Hireflix", "prompt": "c159-s3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Hireflix** if you want the **lowest-friction, one-way interview tool**"}, {"id": "mai-20260917-1752-baseline|c159-s3|challenger-small|Willo", "prompt": "c159-s3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Willo** if you want **async screening** with stronger automation"}, {"id": "mai-20260917-1752-baseline|c159-s3|challenger-small|myInterview", "prompt": "c159-s3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **myInterview** if you care about **candidate experience**"}, {"id": "mai-20260917-1752-baseline|c159-s3|challenger-small|EasyHire", "prompt": "c159-s3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **EasyHire** if you need **live interviews too**"}, {"id": "mai-20260917-1752-baseline|c159-s3|challenger-small|Spark Hire", "prompt": "c159-s3", "model": "challenger-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Spark Hire** if you want a **more established SMB option**"}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|Hireflix", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hireflix** = \"pure async at a predictable flat rate\" — best for lean in-house teams that want speed and zero overhead."}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|Willo", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Willo** — choose if candidate experience/UX and AI-assisted screening matter most"}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|Spark Hire", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spark Hire** — choose if you need live interviews alongside async and a built-in ATS replacement."}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|myInterview", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "budget entry with AI shortlisting"}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|Hirevire", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hirevire** and **EasyHire** — budget/affordability picks"}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|EasyHire", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hirevire** and **EasyHire** — budget/affordability picks"}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|HireVue", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the enterprise names (not ideal for small teams; expensive contracts)"}, {"id": "mai-20260917-1752-baseline|c159-s3|deepseek-small|VidCruiter", "prompt": "c159-s3", "model": "deepseek-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the enterprise names (not ideal for small teams; expensive contracts)"}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|HireVue", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "nor do you have the budget for five-figure annual contracts (like HireVue or VidCruiter)"}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|VidCruiter", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "nor do you have the budget for five-figure annual contracts (like HireVue or VidCruiter)"}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|Hireflix", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Hireflix**. It is exceptionally reliable, candidate-friendly, and has flat-rate pricing."}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|Willo", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you only hire 1 or 2 roles at a time, sporadically throughout the year:** Go with **Willo**"}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|1Way Interview", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "1Way Interview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are on a shoestring budget but want skill testing and AI tools:** Go with **1Way Interview**"}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|Spark Hire", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Spark Hire**. It has more robust administrative depth"}, {"id": "mai-20260917-1752-baseline|c159-s3|google-small|Truffle", "prompt": "c159-s3", "model": "google-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you get flooded with applications and want AI to shortlist them for you:** Go with **Truffle**"}, {"id": "mai-20260917-1752-baseline|c159-s3|meta-small|Hireflix", "prompt": "c159-s3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hireflix is best for small teams that want simplicity and is priced at $75 a month."}, {"id": "mai-20260917-1752-baseline|c159-s3|meta-small|Willo", "prompt": "c159-s3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Willo is ideal for small teams, startups, and international companies that need a multilingual, budget-friendly video interview platform"}, {"id": "mai-20260917-1752-baseline|c159-s3|meta-small|EasyHire", "prompt": "c159-s3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyHire has the most capable free plan and paid tiers from $35."}, {"id": "mai-20260917-1752-baseline|c159-s3|meta-small|1WayInterview", "prompt": "c159-s3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "1WayInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "1WayInterview is another option for small teams."}, {"id": "mai-20260917-1752-baseline|c159-s3|meta-small|myInterview", "prompt": "c159-s3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "myInterview is a good choice for small teams that want a free trial and quote-based pricing."}, {"id": "mai-20260917-1752-baseline|c159-s3|meta-small|Interviewer.AI", "prompt": "c159-s3", "model": "meta-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Interviewer.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Interviewer.AI is also an option for small teams, priced at about $500 a year."}, {"id": "mai-20260917-1752-baseline|c159-s3|minimax-small|Hireflix", "prompt": "c159-s3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams should start with **Hireflix** for pure async at a predictable flat rate, or **Willo** if AI-assisted screening is important"}, {"id": "mai-20260917-1752-baseline|c159-s3|minimax-small|Willo", "prompt": "c159-s3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Willo** if AI-assisted screening is important to your process."}, {"id": "mai-20260917-1752-baseline|c159-s3|minimax-small|Spark Hire", "prompt": "c159-s3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Spark Hire** if you need both live and asynchronous video in one platform"}, {"id": "mai-20260917-1752-baseline|c159-s3|minimax-small|VidCruiter", "prompt": "c159-s3", "model": "minimax-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider VidCruiter** if you want more enterprise-level features but are still a smaller team"}, {"id": "mai-20260917-1752-baseline|c159-s3|mistral-small|Hireflix", "prompt": "c159-s3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest, most budget-friendly option: **Hireflix** or **OneWayInterview**."}, {"id": "mai-20260917-1752-baseline|c159-s3|mistral-small|Spark Hire", "prompt": "c159-s3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely adopted, robust feature set, good for teams that want a balance of simplicity and functionality."}, {"id": "mai-20260917-1752-baseline|c159-s3|mistral-small|Willo", "prompt": "c159-s3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prioritize ease of use and multilingual support: **Willo**."}, {"id": "mai-20260917-1752-baseline|c159-s3|mistral-small|VidCruiter", "prompt": "c159-s3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a more comprehensive solution with ATS integration: **VidCruiter** or **Spark Hire**."}, {"id": "mai-20260917-1752-baseline|c159-s3|mistral-small|OneWayInterview", "prompt": "c159-s3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "OneWayInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you want the simplest, most budget-friendly option: **Hireflix** or **OneWayInterview**."}, {"id": "mai-20260917-1752-baseline|c159-s3|mistral-small|myInterview", "prompt": "c159-s3", "model": "mistral-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a lightweight, quick-to-adopt tool: **myInterview**."}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|Hireflix", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Hireflix** if you want dead-simple async interviews, or **EasyHire** if you need AI features and a free plan to test."}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|EasyHire", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Hireflix** if you want dead-simple async interviews, or **EasyHire** if you need AI features and a free plan to test."}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|1Way Interview", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "1Way Interview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**1Way Interview** – Most Affordable"}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|myInterview", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**myInterview** – Best for Occasional Hiring"}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|Willo", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Willo** – Most Flexible Format"}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|Hirevire", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hirevire** – Budget-Friendly with Trials"}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|Spark Hire", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-focused platforms like HireVue ($35K+/year) or Spark Hire ($299+/month)"}, {"id": "mai-20260917-1752-baseline|c159-s3|moonshot-small|HireVue", "prompt": "c159-s3", "model": "moonshot-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-focused platforms like HireVue ($35K+/year)"}, {"id": "mai-20260917-1752-baseline|c159-s3|openai-small|Spark Hire", "prompt": "c159-s3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Spark Hire if you want a dedicated video interview tool with predictable pricing."}, {"id": "mai-20260917-1752-baseline|c159-s3|openai-small|Willo", "prompt": "c159-s3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick Willo if candidate experience and simplicity matter most."}, {"id": "mai-20260917-1752-baseline|c159-s3|openai-small|HireVue", "prompt": "c159-s3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strongest for enterprise workflows, but usually overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c159-s3|openai-small|VidCruiter", "prompt": "c159-s3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most customizable, but generally more complex"}, {"id": "mai-20260917-1752-baseline|c159-s3|openai-small|Breezy HR video interviews", "prompt": "c159-s3", "model": "openai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Breezy HR video interviews", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick Breezy HR if you also need an ATS."}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|Hireflix", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Hireflix for most small teams due to balance of cost, unlimited access, and reviews."}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|Willo", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For diverse/global needs, Willo."}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|Spark Hire", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing teams: Spark Hire."}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|1WayInterview", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "1WayInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For 1-5 hires/month, pick Hireflix or 1Way for simplicity."}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|EasyHire", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free start + AI for no-HR teams; editor's pick in SMB guides"}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|myInterview", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free entry for occasional use; quick adoption | Pricing opaque (demo needed)"}, {"id": "mai-20260917-1752-baseline|c159-s3|xai-small|HireVue", "prompt": "c159-s3", "model": "xai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise tools like HireVue are excluded due to high costs ($35K+/year)."}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|Hirevire", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For simplicity and budget:** Hirevire or EasyHire"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|Hireflix", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For clean, branded one‑way screening:** Hireflix or Willo"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|myInterview", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For AI‑driven shortlisting and candidate experience:** myInterview"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|Spark Hire", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For a full SMB tool with live + async and strong integrations:** Spark Hire"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|Willo", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams wanting a clean, affordable one‑way screening tool with good branding"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|VidCruiter", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More complex and costly; ideal if you want end‑to‑end workflow automation - Not ideal for very small teams with limited hiring needs"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|HireVue", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not cost‑effective for small teams; requires long implementation (3‑6 months)"}, {"id": "mai-20260917-1752-baseline|c159-s3|zai-small|EasyHire", "prompt": "c159-s3", "model": "zai-small", "cat": "video-interviewing", "variant": "comparative", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**For simplicity and budget:** Hirevire or EasyHire"}, {"id": "mai-20260917-1752-baseline|c159-s4|alibaba-small|EasyHire.me", "prompt": "c159-s4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best video interviewing platform for a small company with a tight budget is **EasyHire.me**"}, {"id": "mai-20260917-1752-baseline|c159-s4|alibaba-small|Hirevire", "prompt": "c159-s4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hirevire is the most affordable dedicated solution."}, {"id": "mai-20260917-1752-baseline|c159-s4|alibaba-small|Hireflix", "prompt": "c159-s4", "model": "alibaba-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity: Hireflix ... charges a single flat fee"}, {"id": "mai-20260917-1752-baseline|c159-s4|anthropic-small|Willo", "prompt": "c159-s4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Willo** stands out as an excellent choice for tight budgets."}, {"id": "mai-20260917-1752-baseline|c159-s4|anthropic-small|Hireflix", "prompt": "c159-s4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hireflix** is another strong option."}, {"id": "mai-20260917-1752-baseline|c159-s4|anthropic-small|AI Interviewer", "prompt": "c159-s4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "AI Interviewer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AI Interviewer** is ideal if you have variable hiring volume."}, {"id": "mai-20260917-1752-baseline|c159-s4|anthropic-small|Hirevire", "prompt": "c159-s4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hirevire** offers one of the lowest entry points."}, {"id": "mai-20260917-1752-baseline|c159-s4|anthropic-small|EasyHire", "prompt": "c159-s4", "model": "anthropic-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EasyHire** has a strong free option."}, {"id": "mai-20260917-1752-baseline|c159-s4|challenger-small|Hirevire", "prompt": "c159-s4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to recommend just one for a tight budget, I'd pick **Hirevire** for most small teams"}, {"id": "mai-20260917-1752-baseline|c159-s4|challenger-small|EasyHire", "prompt": "c159-s4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free/lowest-commitment option:** **EasyHire** \\u2014 offers a **free plan**"}, {"id": "mai-20260917-1752-baseline|c159-s4|challenger-small|Hireflix", "prompt": "c159-s4", "model": "challenger-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best simple one-way interviewing only:** **Hireflix** \\u2014 a flat **$75/month** plan with unlimited interviews"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|1Way Interview", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the lowest price with public pricing:** **1Way Interview** (from ~$14/mo)"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|Hirevire", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hirevire** \\u2013 Best overall budget option"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|Hireflix", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you only need simple one-way screening:** **Hireflix** (~$75/mo flat)"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|myInterview", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has a genuinely **free plan**, ideal for occasional hiring"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|VidCruiter", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "reportedly offers a free plan you can run indefinitely"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|Willo", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "budget-friendly, \"human-first\" screening with a free start"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|EasyHire", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free plan available, entry-level paid from ~$49/job"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|HireVue", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** enterprise tools like **HireVue** (~$35,000+/year)"}, {"id": "mai-20260917-1752-baseline|c159-s4|deepseek-small|Spark Hire", "prompt": "c159-s4", "model": "deepseek-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** enterprise tools like ... **Spark Hire** ($149\\u2013299/mo) if budget is the hard constraint."}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|HireVue", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should steer clear of major enterprise-grade interviewing platforms (like HireVue, Spark Hire, or VidCruiter)"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Spark Hire", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "steer clear of major enterprise-grade interviewing platforms (like HireVue, Spark Hire, or VidCruiter)"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|VidCruiter", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "steer clear of major enterprise-grade interviewing platforms (like HireVue, Spark Hire, or VidCruiter)"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|1Way Interview", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for the Absolute Lowest Cost: **1Way Interview** ... offers the lowest barrier to entry on the market"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Hirevire", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Modern Balance of Price & Features: **Hirevire** ... a favorite for startups and small agencies"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|EasyHire", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free Tier (Pay-As-You-Go): **EasyHire** ... won't cost you a dime unless your hiring volume increases"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Hireflix", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hireflix is highly recommended"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Willo", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "one of the most polished and highly-rated async interviewing platforms on the market"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Google Meet", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For live interviews: Do not buy dedicated software. Use the free tiers of Google Meet, Zoom, or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Zoom", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use the free tiers of **Google Meet**, **Zoom**, or **Microsoft Teams**"}, {"id": "mai-20260917-1752-baseline|c159-s4|google-small|Microsoft Teams", "prompt": "c159-s4", "model": "google-small", "cat": "video-interviewing", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use the free tiers of **Google Meet**, **Zoom**, or **Microsoft Teams**"}, {"id": "mai-20260917-1752-baseline|c159-s4|meta-small|Hirevire", "prompt": "c159-s4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best video interviewing platform for a small company with a tight budget is Hirevire, which starts at $39/month"}, {"id": "mai-20260917-1752-baseline|c159-s4|meta-small|Hireflix", "prompt": "c159-s4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "known for its simplicity and affordability"}, {"id": "mai-20260917-1752-baseline|c159-s4|meta-small|EasyHire", "prompt": "c159-s4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has a permanent free plan and paid tiers from $35"}, {"id": "mai-20260917-1752-baseline|c159-s4|meta-small|Spark Hire", "prompt": "c159-s4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spark Hire is also a strong option, starting at $149/month"}, {"id": "mai-20260917-1752-baseline|c159-s4|meta-small|VidCruiter", "prompt": "c159-s4", "model": "meta-small", "cat": "video-interviewing", "variant": "budget", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VidCruiter offers a free plan"}, {"id": "mai-20260917-1752-baseline|c159-s4|minimax-small|myInterview", "prompt": "c159-s4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **myInterview** (permanent free tier) or **1Way Interview**"}, {"id": "mai-20260917-1752-baseline|c159-s4|minimax-small|1Way Interview", "prompt": "c159-s4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **myInterview** (permanent free tier) or **1Way Interview** (if you want AI assistance)"}, {"id": "mai-20260917-1752-baseline|c159-s4|minimax-small|HireFlix", "prompt": "c159-s4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireFlix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireFlix's free trial** lets you test everything before deciding"}, {"id": "mai-20260917-1752-baseline|c159-s4|minimax-small|BarRaiser", "prompt": "c159-s4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "BarRaiser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Tier with AI ... Free \"Interviewer Lite\" plan with 5 interviews included"}, {"id": "mai-20260917-1752-baseline|c159-s4|minimax-small|EasyHire", "prompt": "c159-s4", "model": "minimax-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Low-Cost Paid Option ... Entry from $49/job/month"}, {"id": "mai-20260917-1752-baseline|c159-s4|mistral-small|Hirevire", "prompt": "c159-s4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hirevire** is highlighted as the best budget option, starting at just $39/month"}, {"id": "mai-20260917-1752-baseline|c159-s4|mistral-small|Hireflix", "prompt": "c159-s4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with Hirevire and Hireflix being the most budget-friendly"}, {"id": "mai-20260917-1752-baseline|c159-s4|mistral-small|EasyHire.me", "prompt": "c159-s4", "model": "mistral-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyHire.me offering a good balance of features and cost"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|myInterview", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**myInterview** – Best Free Option"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|EasyHire", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EasyHire** – Best Overall Value"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|Hirevire", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hirevire** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|1WayInterview", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "1WayInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest Paid Option ... Best for: Very tight budgets"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|Hireflix", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hireflix** – Best Flat-Rate Value"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|HireVue", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **HireVue** ($35,000+/year) – Enterprise-only"}, {"id": "mai-20260917-1752-baseline|c159-s4|moonshot-small|Spark Hire", "prompt": "c159-s4", "model": "moonshot-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... **Spark Hire** ($149-$299/month) – Too expensive for small budgets"}, {"id": "mai-20260917-1752-baseline|c159-s4|openai-small|Hireflix", "prompt": "c159-s4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is tight, **Hireflix** is probably the best fit for a small company."}, {"id": "mai-20260917-1752-baseline|c159-s4|openai-small|Spark Hire", "prompt": "c159-s4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more feature-rich, but starts higher at **$249/month billed annually** for video interviews, so it's less budget-friendly"}, {"id": "mai-20260917-1752-baseline|c159-s4|openai-small|Willo", "prompt": "c159-s4", "model": "openai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "appears to offer flexible plans and discounts, but the pricing I found wasn't as cleanly low and public as Hireflix"}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|Hirevire", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hirevire** stands out as the best overall video interviewing platform"}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|Spark Hire", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Big Names**: Spark Hire ($149-299/mo) or HireVue ($35k+/yr) are overkill/too expensive for small budgets."}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|myInterview", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**myInterview (Free Forever Plan)**: Permanent free tier ... Ideal for very low-volume hiring"}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|EasyHire", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyHire (Free Plan + $35-49/month)**: Free for 5 interviews/month across jobs"}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|Hireflix", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For 5+ roles, Hirevire or Hireflix (unlimited responses) saves time/money long-term."}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|1Way Interview", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "1Way Interview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| 1Way Interview | $13.99/mo | 14-day trial | 30/mo | Lowest entry paid | Solid AI screening |"}, {"id": "mai-20260917-1752-baseline|c159-s4|xai-small|HireVue", "prompt": "c159-s4", "model": "xai-small", "cat": "video-interviewing", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Big Names: Spark Hire ($149-299/mo) or HireVue ($35k+/yr) are overkill/too expensive"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|EasyHire", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EasyHire** is the best overall choice"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|Hireflix", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hireflix** at $75/month gives you unlimited one-way interviews with zero per-interview fees"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|Hirevire", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hirevire** at $39/month is the most budget-friendly option with live interviews"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|Willo", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Willo | ❌ No | ✅ 30 days | ~$99 |"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|Spark Hire", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Spark Hire | ❌ No | ❌ No | From $149 |"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|myInterview", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**myInterview** (free plan + custom pricing)"}, {"id": "mai-20260917-1752-baseline|c159-s4|zai-small|Jitsi Meet", "prompt": "c159-s4", "model": "zai-small", "cat": "video-interviewing", "variant": "budget", "raw": "Jitsi Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Jitsi Meet** (free, but requires setup)"}, {"id": "mai-20260917-1752-baseline|c159-s5|alibaba-small|Hireflix", "prompt": "c159-s5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick for Simplicity.** No per-seat fees."}, {"id": "mai-20260917-1752-baseline|c159-s5|alibaba-small|Spark Hire", "prompt": "c159-s5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Spark Hire** if you need deeper ATS integration and a hybrid approach"}, {"id": "mai-20260917-1752-baseline|c159-s5|alibaba-small|Easyhire", "prompt": "c159-s5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "Easyhire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low barrier to entry. Includes AI-generated questions and basic analytics."}, {"id": "mai-20260917-1752-baseline|c159-s5|alibaba-small|HiredScores", "prompt": "c159-s5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "HiredScores", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you want to reduce bias and standardize evaluations across managers."}, {"id": "mai-20260917-1752-baseline|c159-s5|alibaba-small|LinkedIn Talent Solutions", "prompt": "c159-s5", "model": "alibaba-small", "cat": "video-interviewing", "variant": "scale", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "their video features may be sufficient. Less customizable but seamless for passive candidates."}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|HireVue", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise video platforms (like HireVue) often demand multi-year contracts costing $10,000 to $35,000+ per year. You do not need this."}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|Hireflix", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "One of the most popular, minimalist options for SMBs... incredibly simple to set up, and offers transparent, flat-rate monthly pricing."}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|Willo", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An incredibly user-friendly async video platform. It has excellent mobile optimization"}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|Hirevire", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A modern and highly affordable tool designed specifically for SMBs."}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|Spark Hire", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a proven mid-market tool that still maintains affordable pricing packages for growing teams"}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|TestGorilla", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to bundle your video screen with skills assessments... these comprehensive tools integrate video questions seamlessly"}, {"id": "mai-20260917-1752-baseline|c159-s5|google-small|Testlify", "prompt": "c159-s5", "model": "google-small", "cat": "video-interviewing", "variant": "scale", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TestGorilla / Testlify: If you want to bundle your video screen with skills assessments"}, {"id": "mai-20260917-1752-baseline|c159-s5|meta-small|HireVue", "prompt": "c159-s5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular video interviewing platforms for mid-size companies include HireVue, Spark Hire, and RecRight."}, {"id": "mai-20260917-1752-baseline|c159-s5|meta-small|Spark Hire", "prompt": "c159-s5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular video interviewing platforms for mid-size companies include HireVue, Spark Hire, and RecRight."}, {"id": "mai-20260917-1752-baseline|c159-s5|meta-small|RecRight", "prompt": "c159-s5", "model": "meta-small", "cat": "video-interviewing", "variant": "scale", "raw": "RecRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular video interviewing platforms for mid-size companies include HireVue, Spark Hire, and RecRight."}, {"id": "mai-20260917-1752-baseline|c159-s5|minimax-small|Spark Hire", "prompt": "c159-s5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some well-regarded platforms include **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-s5|minimax-small|HireVue", "prompt": "c159-s5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "** HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-s5|minimax-small|Vidyard", "prompt": "c159-s5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "Vidyard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Vidyard**"}, {"id": "mai-20260917-1752-baseline|c159-s5|minimax-small|Recright", "prompt": "c159-s5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "Recright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Recright**"}, {"id": "mai-20260917-1752-baseline|c159-s5|minimax-small|CodeSignal", "prompt": "c159-s5", "model": "minimax-small", "cat": "video-interviewing", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CodeSignal** (for technical roles)"}, {"id": "mai-20260917-1752-baseline|c159-s5|mistral-small|HireVue", "prompt": "c159-s5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your needs (e.g., HireVue, Spark Hire, VidCruiter, Interviews.com, or async-focused tools like Outmatch or Harver)."}, {"id": "mai-20260917-1752-baseline|c159-s5|mistral-small|Spark Hire", "prompt": "c159-s5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., HireVue, Spark Hire, VidCruiter, Interviews.com"}, {"id": "mai-20260917-1752-baseline|c159-s5|mistral-small|VidCruiter", "prompt": "c159-s5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., HireVue, Spark Hire, VidCruiter, Interviews.com"}, {"id": "mai-20260917-1752-baseline|c159-s5|mistral-small|Interviews.com", "prompt": "c159-s5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Interviews.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., HireVue, Spark Hire, VidCruiter, Interviews.com"}, {"id": "mai-20260917-1752-baseline|c159-s5|mistral-small|Outmatch", "prompt": "c159-s5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Outmatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "async-focused tools like Outmatch or Harver"}, {"id": "mai-20260917-1752-baseline|c159-s5|mistral-small|Harver", "prompt": "c159-s5", "model": "mistral-small", "cat": "video-interviewing", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "async-focused tools like Outmatch or Harver"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|Hireflix", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hireflix** | $75/mo flat | Simplest, unlimited everything"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|EasyHire", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EasyHire** | $49/job/mo | AI features, free plan available"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|Truffle", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Credit-based** (~$49/mo) | Truffle | Variable hiring volume"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|Willo", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Per-role/pay-as-you-go** | Willo | Project-based hiring"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|HireVue", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise platforms (HireVue, Modern Hire) starting at $35,000+/year"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|Modern Hire", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Modern Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Enterprise platforms (HireVue, Modern Hire) starting at $35,000+/year"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|myInterview", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look for under 15 minutes (Hireflix, EasyHire, myInterview)"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|Hirevire", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Hirevire** | $39/mo | Tightest budget"}, {"id": "mai-20260917-1752-baseline|c159-s5|moonshot-small|Spark Hire", "prompt": "c159-s5", "model": "moonshot-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Spark Hire** | $249/mo | If you also need a basic ATS"}, {"id": "mai-20260917-1752-baseline|c159-s5|xai-small|Spark Hire", "prompt": "c159-s5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for SMBs include Spark Hire, Hireflix, VidCruiter, and Wepow"}, {"id": "mai-20260917-1752-baseline|c159-s5|xai-small|Hireflix", "prompt": "c159-s5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Hireflix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for SMBs include Spark Hire, Hireflix, VidCruiter, and Wepow"}, {"id": "mai-20260917-1752-baseline|c159-s5|xai-small|VidCruiter", "prompt": "c159-s5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for SMBs include Spark Hire, Hireflix, VidCruiter, and Wepow"}, {"id": "mai-20260917-1752-baseline|c159-s5|xai-small|Wepow", "prompt": "c159-s5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "Wepow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for SMBs include Spark Hire, Hireflix, VidCruiter, and Wepow"}, {"id": "mai-20260917-1752-baseline|c159-s5|xai-small|HireVue", "prompt": "c159-s5", "model": "xai-small", "cat": "video-interviewing", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms like HireVue if they're enterprise-focused ($35K+ minimums)."}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|HireVue", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Controversial AI Analysis (e.g., HireVue)... small businesses should be cautious about or avoid entirely"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|Oracle Taleo", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Enterprise Suites (e.g., Oracle Taleo, SAP SuccessFactors)... they are generally ill-suited for a standard small business"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|SAP SuccessFactors", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy Enterprise Suites (e.g., Oracle Taleo, SAP SuccessFactors)... generally ill-suited for a standard small business"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|FaceTime", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "FaceTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General Consumer Video Apps (FaceTime, Skype, WhatsApp): Using personal apps as a recruiting channel is a common pitfall"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|Skype", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General Consumer Video Apps (FaceTime, Skype, WhatsApp): Using personal apps as a recruiting channel is a common pitfall"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|WhatsApp", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "if you record a WhatsApp call, you expose yourself to severe legal liability"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|YouTube", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "YouTube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "free or freemium video hosting sites (like certain generic YouTube settings...)... you risk leaking Personally Identifiable Information"}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|Spark Hire", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Reputable alternatives in this category include: Spark Hire: Great for SMBs needing simplicity."}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|Superkandal", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Superkandal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Superkandal: Good for culture-focused video introductions."}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|Gem", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Gem: Excellent for LinkedIn sourcing combined with video outreach."}, {"id": "mai-20260917-1752-baseline|c159-s6|alibaba-small|Standard Zoom/Teams + Email", "prompt": "c159-s6", "model": "alibaba-small", "cat": "video-interviewing", "variant": "negative", "raw": "Standard Zoom/Teams + Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Often the best \"tech stack\" for very small businesses; simply save the MP4 to a secure server."}, {"id": "mai-20260917-1752-baseline|c159-s6|anthropic-small|HireVue", "prompt": "c159-s6", "model": "anthropic-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HireVue's pricing is higher than other video interview platforms, which may make it less accessible for small businesses"}, {"id": "mai-20260917-1752-baseline|c159-s6|anthropic-small|VidCruiter", "prompt": "c159-s6", "model": "anthropic-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "VidCruiter may not be a good fit for small organizations or startups with limited hiring needs"}, {"id": "mai-20260917-1752-baseline|c159-s6|anthropic-small|myInterview", "prompt": "c159-s6", "model": "anthropic-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The absence of certain functionalities, like video exporting, raises concerns."}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|HireVue", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "geared toward large enterprises, with pricing and AI-driven assessment features that are often too much for SMBs"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|VidCruiter", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "described as more complex and costly than simpler alternatives, and not a good fit for small organizations"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|Zoom", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "workable for occasional interviews, but not ideal as a *primary* hiring platform"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|Microsoft Teams", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "workable for occasional interviews, but not ideal as a *primary* hiring platform"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|Hireflix", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "better served by simpler, lower-cost options such as **Hireflix**"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|myInterview", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simpler, lower-cost options such as **Hireflix**, **myInterview**, **Willo**, or **Spark Hire**"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|Willo", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "repeatedly positioned as easier fits for SMBs and small teams"}, {"id": "mai-20260917-1752-baseline|c159-s6|challenger-small|Spark Hire", "prompt": "c159-s6", "model": "challenger-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "repeatedly positioned as easier fits for SMBs and small teams"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|HireVue", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "HireVue — **Avoid for small businesses**"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|VidCruiter", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviews (Software Advice, G2) flag **technical glitches** ... Overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|Spark Hire", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use with caution on pricing"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|Braintrust AIR", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Braintrust AIR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the ones to *avoid or be very cautious* about ... **AI-automated interviewers** (Braintrust AIR"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|myInterview", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "hard to **justify a monthly plan for infrequent hiring** ... reported **technical issues**"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|Hireflix", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Hireflix** — cost-effective one-way screening, highly reviewed for SMBs."}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|Willo", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Willo** — offers a free tier (though check its trial terms)."}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|1Way Interview", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "1Way Interview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "explicitly built for small businesses, ~$75/month for under 50 employees"}, {"id": "mai-20260917-1752-baseline|c159-s6|deepseek-small|EasyHire", "prompt": "c159-s6", "model": "deepseek-small", "cat": "video-interviewing", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**EasyHire / Starter-tier platforms** — set up yourself in an afternoon."}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|HireVue", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid these due to prohibitive pricing models... **The Primary Example:** **HireVue**"}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|Harver", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Other Platforms in this Category:** **Harver** (formerly Modern Hire)"}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|Paradox", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Other Platforms in this Category:** **Harver** (formerly Modern Hire) and **Paradox** ( Olivia)"}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|Willo", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB-friendly alternatives with transparent, monthly, or pay-as-you-go pricing (such as **Willo**"}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|Hireflix", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as **Willo**, **Hireflix**, **Hirevire**, or **Truffle**"}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|Hirevire", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as **Willo**, **Hireflix**, **Hirevire**, or **Truffle**"}, {"id": "mai-20260917-1752-baseline|c159-s6|google-small|Truffle", "prompt": "c159-s6", "model": "google-small", "cat": "video-interviewing", "variant": "negative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as **Willo**, **Hireflix**, **Hirevire**, or **Truffle**"}, {"id": "mai-20260917-1752-baseline|c159-s6|meta-small|VidCruiter", "prompt": "c159-s6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may not be a good fit for small organizations or startups with limited hiring needs due to its complexity and cost"}, {"id": "mai-20260917-1752-baseline|c159-s6|meta-small|HireVue", "prompt": "c159-s6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise-level video interviewing platform that is not suitable for small businesses due to its high pricing"}, {"id": "mai-20260917-1752-baseline|c159-s6|meta-small|Spark Hire", "prompt": "c159-s6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be the best choice for small businesses due to its higher pricing"}, {"id": "mai-20260917-1752-baseline|c159-s6|meta-small|Hireflix", "prompt": "c159-s6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A simple and user-friendly one-way video interviewing platform that works well for startups and small to medium businesses."}, {"id": "mai-20260917-1752-baseline|c159-s6|meta-small|myInterview", "prompt": "c159-s6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A free plan is available, and it is suitable for small businesses with basic hiring needs."}, {"id": "mai-20260917-1752-baseline|c159-s6|meta-small|EasyHire", "prompt": "c159-s6", "model": "meta-small", "cat": "video-interviewing", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers a simple and AI-powered video interviewing solution with a free trial and affordable pricing"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|HireVue", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Candidates often describe the experience as \"dehumanizing\" ... Has faced scrutiny from the ACLU over potential discrimination"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|Spark Hire", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users report it's more expensive than using Zoom directly ... shallow ATS integrations and weak mobile experience"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|Sonru", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Sonru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "severe technical issues (couldn't load the interview for 2 hours) ... Poor customer support responses"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|Micro1", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Micro1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Allegations of being a data-harvesting exercise rather than genuine hiring ... Zero human vetting in initial stages"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|Hireflix", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with platforms designed for small businesses (Hireflix, VidCruiter, Jobma, Willo)"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|VidCruiter", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with platforms designed for small businesses (Hireflix, VidCruiter, Jobma, Willo)"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|Jobma", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Jobma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with platforms designed for small businesses (Hireflix, VidCruiter, Jobma, Willo)"}, {"id": "mai-20260917-1752-baseline|c159-s6|minimax-small|Willo", "prompt": "c159-s6", "model": "minimax-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with platforms designed for small businesses (Hireflix, VidCruiter, Jobma, Willo)"}, {"id": "mai-20260917-1752-baseline|c159-s6|mistral-small|HireVue", "prompt": "c159-s6", "model": "mistral-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like HireVue and Spark Hire have faced criticism for their use of AI in one-way video interviews, raising concerns about algorithmic bias, data privacy, and potential discrimination"}, {"id": "mai-20260917-1752-baseline|c159-s6|mistral-small|Spark Hire", "prompt": "c159-s6", "model": "mistral-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some vendors, such as Spark Hire, have even chosen not to use AI due to legal risks and negative candidate experiences."}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|HireVue", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "HireVue — Avoid unless you're enterprise-scale ... \"prohibitive for small companies\""}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|Spark Hire", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Spark Hire — Caution: pricing escalators & candidate friction"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|Braintrust AIR", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Braintrust AIR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Braintrust AIR — Caution: AI-only impersonal experience"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|Willo", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Willo — Caution: limited features for the price"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|VidCruiter", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "VidCruiter — Caution: mid-market/enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|Hireflix", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Well-regarded affordable alternatives include **Hireflix** (async-only, ~$75/month flat)"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|EasyHire", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "affordable alternatives include ... **EasyHire**"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|Hirevire", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "affordable alternatives include ... **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c159-s6|moonshot-small|myInterview", "prompt": "c159-s6", "model": "moonshot-small", "cat": "video-interviewing", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "affordable alternatives include ... **myInterview**"}, {"id": "mai-20260917-1752-baseline|c159-s6|openai-small|Spark Hire", "prompt": "c159-s6", "model": "openai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Spark Hire explicitly tells customers to consult legal counsel and provide notices for AI/video interview practices, which is a good sign that this area needs care."}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|HireVue", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid:** - **HireVue**: - **Why avoid**: Pricing starts at around $35,000/year"}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|VidCruiter", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "VidCruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Pricing begins at ~$5,000/year ... It's overly complex for small teams"}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|Spark Hire", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to Be Cautious About: - **Spark Hire**: - **Why cautious**: Starts at $299–$335/month"}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|Hireflix", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Better alternatives** (affordable, SMB-friendly per comparisons): Hireflix ($75/month, unlimited interviews)"}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|EasyHire", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EasyHire ($35/month+free tier)"}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|1WayInterview", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "1WayInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "1WayInterview (~$14/month)"}, {"id": "mai-20260917-1752-baseline|c159-s6|xai-small|Willo", "prompt": "c159-s6", "model": "xai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Willo (~$209/month with trials)"}, {"id": "mai-20260917-1752-baseline|c159-s6|zai-small|HireVue", "prompt": "c159-s6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the platforms and types of tools you should avoid or approach with caution:\n\n### 1. HireVue"}, {"id": "mai-20260917-1752-baseline|c159-s6|zai-small|Zoom", "prompt": "c159-s6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Ad-hoc Video Tools (Zoom, Skype, FaceTime) ... using them for interviews poses significant risks for a small business"}, {"id": "mai-20260917-1752-baseline|c159-s6|zai-small|Skype", "prompt": "c159-s6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Skype", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Ad-hoc Video Tools (Zoom, Skype, FaceTime) ... poses significant risks for a small business"}, {"id": "mai-20260917-1752-baseline|c159-s6|zai-small|FaceTime", "prompt": "c159-s6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "FaceTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Ad-hoc Video Tools (Zoom, Skype, FaceTime) ... poses significant risks for a small business"}, {"id": "mai-20260917-1752-baseline|c159-s6|zai-small|Workday", "prompt": "c159-s6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"all-in-one\" HR suites (like certain versions of Workday ...) that offer video interviewing but are designed for massive corporations"}, {"id": "mai-20260917-1752-baseline|c159-s6|zai-small|Hireflix", "prompt": "c159-s6", "model": "zai-small", "cat": "video-interviewing", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Hireflix has specific user complaints regarding operational logistics"}, {"id": "mai-20260917-1752-baseline|c160-l1|alibaba-small|Vervoe", "prompt": "c160-l1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Vervoe if your main pain point is too many applicants with low quality."}, {"id": "mai-20260917-1752-baseline|c160-l1|alibaba-small|HireVue", "prompt": "c160-l1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireVue is the dominant legacy player in the enterprise space."}, {"id": "mai-20260917-1752-baseline|c160-l1|alibaba-small|Pymetrics", "prompt": "c160-l1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Pymetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Pymetrics if your primary business goal is proving fairness in hiring"}, {"id": "mai-20260917-1752-baseline|c160-l1|alibaba-small|Glider", "prompt": "c160-l1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Glider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Glider is disrupting the market by using Generative AI not just to assess, but to manage the whole flow."}, {"id": "mai-20260917-1752-baseline|c160-l1|alibaba-small|TestGorilla", "prompt": "c160-l1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose TestGorilla if you need highly specific technical validation for niche engineering or functional roles."}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|HireVue", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HireVue has become the dominant enterprise platform"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|Harver", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Harver is recognized for enterprise volume hiring"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|iMocha", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iMocha is a comprehensive option for technical needs"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|HackerRank", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like HackerRank, Harver, Hireology, Criteria, Vervoe, eSkill, iMocha and TestGorilla excelling at handling complex workflows"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|Hireology", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Hireology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like HackerRank, Harver, Hireology, Criteria, Vervoe, eSkill, iMocha and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|Criteria", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like HackerRank, Harver, Hireology, Criteria, Vervoe, eSkill, iMocha and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|Vervoe", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like HackerRank, Harver, Hireology, Criteria, Vervoe, eSkill, iMocha and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|eSkill", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "eSkill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like HackerRank, Harver, Hireology, Criteria, Vervoe, eSkill, iMocha and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-l1|anthropic-small|TestGorilla", "prompt": "c160-l1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools like HackerRank, Harver, Hireology, Criteria, Vervoe, eSkill, iMocha and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-l1|challenger-small|SHL", "prompt": "c160-l1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best pre-employment assessment platform is usually **SHL** if you need the strongest enterprise credibility"}, {"id": "mai-20260917-1752-baseline|c160-l1|challenger-small|HireVue", "prompt": "c160-l1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireVue** and **Harver** are the strongest alternatives for high-volume screening"}, {"id": "mai-20260917-1752-baseline|c160-l1|challenger-small|Harver", "prompt": "c160-l1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireVue** and **Harver** are the strongest alternatives for high-volume screening"}, {"id": "mai-20260917-1752-baseline|c160-l1|challenger-small|TestGorilla", "prompt": "c160-l1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TestGorilla** is the best modern all-around option if you want faster deployment"}, {"id": "mai-20260917-1752-baseline|c160-l1|challenger-small|Codility", "prompt": "c160-l1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Technical hiring | **Codility** | Specialist in real-world coding challenges"}, {"id": "mai-20260917-1752-baseline|c160-l1|challenger-small|Predictive Index", "prompt": "c160-l1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Behavioral / culture-fit hiring | **Predictive Index** | Short assessment with long research pedigree"}, {"id": "mai-20260917-1752-baseline|c160-l1|deepseek-small|SHL", "prompt": "c160-l1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to name **one** platform for a typical enterprise B2B company, it would be **SHL**"}, {"id": "mai-20260917-1752-baseline|c160-l1|deepseek-small|HireVue", "prompt": "c160-l1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is **high-volume screening with video interviews baked in**, choose **HireVue** instead."}, {"id": "mai-20260917-1752-baseline|c160-l1|deepseek-small|Mercer | Mettl", "prompt": "c160-l1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best all-in-one for global/technical hiring"}, {"id": "mai-20260917-1752-baseline|c160-l1|deepseek-small|Criteria Corp", "prompt": "c160-l1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for sales/aptitude"}, {"id": "mai-20260917-1752-baseline|c160-l1|deepseek-small|Talogy/Caliper", "prompt": "c160-l1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Talogy/Caliper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Predicting quota attainment / sales performance | **Criteria Corp**, **Talogy/Caliper**"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|Criteria Corp", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Criteria Corp (Best Overall for Enterprise)... If you want one unified platform across the entire corporate structure: Go with Criteria Corp."}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|SHL", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SHL (Best for Global Scale & Leadership)... unmatched, deeply researched psychometric assessments"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|The Predictive Index (PI)", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "The Predictive Index (PI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Behavioral & Cultural Alignment)... PI focuses on cognitive ability and behavioral fit"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|DiSC", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "DiSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generic personality tests (like DiSC) are good for team building, they do not predict B2B sales success"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|Talogy / Caliper", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Talogy / Caliper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Enterprise Sales Analytics... highly tailored to measure the specific personality characteristics"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|SalesDrive", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SalesDrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for \"Hunters\" / New Business AEs"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|Objective Management Group (OMG)", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Objective Management Group (OMG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OMG focuses heavily on sales-specific competencies"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|CoderPad", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Developer Experience & Realistic Testing... CoderPad mirrors real-world environments"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|HackerRank", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "HackerRank or Codility (Best for Mass Enterprise Tech Scale)"}, {"id": "mai-20260917-1752-baseline|c160-l1|google-small|Codility", "prompt": "c160-l1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "HackerRank or Codility (Best for Mass Enterprise Tech Scale)"}, {"id": "mai-20260917-1752-baseline|c160-l1|meta-small|TestGorilla", "prompt": "c160-l1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best pre-employment assessment platform for an enterprise B2B company is TestGorilla."}, {"id": "mai-20260917-1752-baseline|c160-l1|meta-small|Testlify", "prompt": "c160-l1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable platforms include Testlify and AIHR."}, {"id": "mai-20260917-1752-baseline|c160-l1|meta-small|AIHR", "prompt": "c160-l1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "AIHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable platforms include Testlify and AIHR."}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|SHL", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **SHL** or **Predictive Index** if you need global reach and scientifically validated assessments"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|TestGorilla", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TestGorilla** if you want faster deployment and versatility"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|Predictive Index", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **SHL** or **Predictive Index** if you need global reach"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|Criteria Corp", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Balance of scientific rigor and ease of use"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|Harver", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Perfect if you're scaling and need to assess thousands of candidates"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|Vervoe", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for job simulations and highly specialized roles"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|Korn Ferry", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal for senior leadership and succession programs"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|iMocha", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Great for companies hiring across wide range of roles"}, {"id": "mai-20260917-1752-baseline|c160-l1|minimax-small|Wonderlic Select", "prompt": "c160-l1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Wonderlic Select", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-powered automatic ranking and grading"}, {"id": "mai-20260917-1752-baseline|c160-l1|mistral-small|Harver", "prompt": "c160-l1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Harver is often highlighted for its enterprise focus"}, {"id": "mai-20260917-1752-baseline|c160-l1|mistral-small|TestGorilla", "prompt": "c160-l1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highly scalable and suitable for enterprises with diverse hiring requirements"}, {"id": "mai-20260917-1752-baseline|c160-l1|mistral-small|Scale", "prompt": "c160-l1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Scale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a comprehensive solution with candidate volume set in your contract, dedicated customer success, and strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c160-l1|moonshot-small|SHL", "prompt": "c160-l1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Criteria Corp** or **SHL** first"}, {"id": "mai-20260917-1752-baseline|c160-l1|moonshot-small|Criteria Corp", "prompt": "c160-l1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **Criteria Corp** or **SHL** first"}, {"id": "mai-20260917-1752-baseline|c160-l1|moonshot-small|Predictive Index (PI)", "prompt": "c160-l1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index (PI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Workforce Planning & Team Dynamics"}, {"id": "mai-20260917-1752-baseline|c160-l1|moonshot-small|Mercer | Mettl", "prompt": "c160-l1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Technical Skills & Global Scale"}, {"id": "mai-20260917-1752-baseline|c160-l1|moonshot-small|HireVue", "prompt": "c160-l1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI-Powered Video Interviews"}, {"id": "mai-20260917-1752-baseline|c160-l1|moonshot-small|Harver", "prompt": "c160-l1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**High-volume frontline hiring** | Harver or Criteria"}, {"id": "mai-20260917-1752-baseline|c160-l1|openai-small|SHL", "prompt": "c160-l1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **SHL**"}, {"id": "mai-20260917-1752-baseline|c160-l1|openai-small|HireVue", "prompt": "c160-l1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if video interviewing and workflow automation are central to your process"}, {"id": "mai-20260917-1752-baseline|c160-l1|openai-small|Codility", "prompt": "c160-l1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if most of your need is software engineering skill testing"}, {"id": "mai-20260917-1752-baseline|c160-l1|openai-small|HackerRank", "prompt": "c160-l1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if most of your need is software engineering skill testing"}, {"id": "mai-20260917-1752-baseline|c160-l1|openai-small|Criteria", "prompt": "c160-l1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you want a broad enterprise testing catalog and configurable assessments"}, {"id": "mai-20260917-1752-baseline|c160-l1|openai-small|Mercer | Mettl", "prompt": "c160-l1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth considering if you want a broad enterprise testing catalog and configurable assessments"}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|SHL (Now part of Exco)", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL (Now part of Exco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick for most enterprises, especially regulated or global B2B firms.**"}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|Criteria Corp (Criteria One)", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp (Criteria One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for balanced, research-backed psychometrics in mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|TestGorilla", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value for fast, flexible multi-role deployment."}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|Testlify", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Testlify**  | High-volume all-roles            | 3,000+"}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|Harver", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Harver**    | Frontline/high-volume B2B"}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|iMocha", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Alternatives**: iMocha (tech skills)"}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|Mercer | Mettl", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mercer | Mettl (compliance-heavy)"}, {"id": "mai-20260917-1752-baseline|c160-l1|xai-small|Predictive Index", "prompt": "c160-l1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Predictive Index (behavioral/team fit)"}, {"id": "mai-20260917-1752-baseline|c160-l1|zai-small|TestGorilla", "prompt": "c160-l1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Skills-First Hiring: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-l1|zai-small|HireVue", "prompt": "c160-l1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for High-Volume & Technical Hiring: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c160-l1|zai-small|iMocha", "prompt": "c160-l1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Technical Engineering Roles: **iMocha**"}, {"id": "mai-20260917-1752-baseline|c160-l1|zai-small|Criteria Corp", "prompt": "c160-l1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Scientifically Validated & Behavioral Assessments: **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-l1|zai-small|HackerRank", "prompt": "c160-l1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For **software engineering**, **iMocha** or **HackerRank** (specifically for coding) are superior to generalist platforms."}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|HackerRank", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: HackerRank\nIf you only buy one enterprise license, this is usually it."}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|TestDome", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Functional/Business Roles: TestDome"}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|CodeSignal", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deep Technical Validation: CodeSignal"}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|SHL", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Psychometrics & Cultural Fit: SHL"}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|HireVue (Sparks)", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HireVue (Sparks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI/Video Assessment: HireVue (Sparks) or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|Spark Hire", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HireVue (Sparks) or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c160-l2|alibaba-small|Talvox", "prompt": "c160-l2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Talvox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SHL / Talvox** (Psychometric profiling)"}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|AssessFirst", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "AssessFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Purpose-built platforms like AssessFirst, Central Test, and eSkill lead for psychometric accuracy."}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|Central Test", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Central Test", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Purpose-built platforms like AssessFirst, Central Test, and eSkill lead for psychometric accuracy."}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|eSkill", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "eSkill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Purpose-built platforms like AssessFirst, Central Test, and eSkill lead for psychometric accuracy."}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|SHL", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SHL anchors validated psychometrics for enterprise volume."}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|Sova", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Sova", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Sova is best for enterprise assessment with high-volume hiring across multiple countries with deep ATS integration"}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|Harver", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Harver offers science-backed talent assessments with 450-plus assessment options ... best for enterprise-scale, high-volume hiring."}, {"id": "mai-20260917-1752-baseline|c160-l2|anthropic-small|HireVue", "prompt": "c160-l2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HireVue combines skills validation, digital interviewing ... well suited to large organizations."}, {"id": "mai-20260917-1752-baseline|c160-l2|challenger-small|iMocha", "prompt": "c160-l2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **iMocha** if you need one platform for broad enterprise skills assessment across many roles"}, {"id": "mai-20260917-1752-baseline|c160-l2|challenger-small|CodeSignal", "prompt": "c160-l2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CodeSignal** or **HackerRank** if your hiring is heavily technical"}, {"id": "mai-20260917-1752-baseline|c160-l2|challenger-small|HackerRank", "prompt": "c160-l2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** or **HackerRank** if your hiring is heavily technical"}, {"id": "mai-20260917-1752-baseline|c160-l2|challenger-small|Testlify", "prompt": "c160-l2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Testlify** is also a strong enterprise choice because it is explicitly marketed for **enterprise/high-volume** hiring"}, {"id": "mai-20260917-1752-baseline|c160-l2|challenger-small|Sova", "prompt": "c160-l2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Sova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sova** is another strong candidate; one review calls it the fit for enterprise high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|SHL", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Enterprise B2B: **SHL** ... is the gold standard"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|Mercer Mettl", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercer Mettl** is a strong equivalent, especially for large, compliance-heavy organizations"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|iMocha", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **iMocha** if you want a single, scalable platform that covers both external hiring and internal skills development"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|HackerRank", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for pure engineering and developer hiring at scale"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|Codility", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for pure engineering and developer hiring at scale"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|TestGorilla", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most Balanced, Modern Option: **TestGorilla** or **Testlify**"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|Testlify", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Testlify** is an excellent modern enterprise option"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|HireVue", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Large-Scale Video/Role Screening: **HireVue** or **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-l2|deepseek-small|Harver", "prompt": "c160-l2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "designed for high-volume screening"}, {"id": "mai-20260917-1752-baseline|c160-l2|google-small|SHL", "prompt": "c160-l2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SHL is the gold standard."}, {"id": "mai-20260917-1752-baseline|c160-l2|google-small|eSkill", "prompt": "c160-l2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "eSkill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Deep customization and highly specific B2B operational role testing."}, {"id": "mai-20260917-1752-baseline|c160-l2|google-small|Criteria Corp (Criteria)", "prompt": "c160-l2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp (Criteria)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Criteria is renowned for its scientific validity, particularly its industry-leading cognitive assessment, the CCAT."}, {"id": "mai-20260917-1752-baseline|c160-l2|google-small|Harver", "prompt": "c160-l2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Harver is built from the ground up for *high-volume* recruitment."}, {"id": "mai-20260917-1752-baseline|c160-l2|google-small|CodeSignal", "prompt": "c160-l2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CodeSignal** is highly regarded for its IDE-based programming assessments"}, {"id": "mai-20260917-1752-baseline|c160-l2|google-small|HackerEarth", "prompt": "c160-l2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HackerEarth** is built specifically for global enterprise tech hiring"}, {"id": "mai-20260917-1752-baseline|c160-l2|meta-small|TestGorilla", "prompt": "c160-l2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. TestGorilla: AI-Powered Talent Sourcing & Skills Assessments"}, {"id": "mai-20260917-1752-baseline|c160-l2|meta-small|TestTrick", "prompt": "c160-l2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestTrick", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. TestTrick: Skills Assessment Tools for Recruiters"}, {"id": "mai-20260917-1752-baseline|c160-l2|meta-small|Testlify", "prompt": "c160-l2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Testlify: Skills Assessment Platform for Hiring Teams"}, {"id": "mai-20260917-1752-baseline|c160-l2|meta-small|TestTalents", "prompt": "c160-l2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestTalents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. TestTalents: Candidate Assessment Assistant"}, {"id": "mai-20260917-1752-baseline|c160-l2|meta-small|SHL", "prompt": "c160-l2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. SHL: Skills Assessment Test"}, {"id": "mai-20260917-1752-baseline|c160-l2|moonshot-small|Sova", "prompt": "c160-l2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Sova", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Sova"}, {"id": "mai-20260917-1752-baseline|c160-l2|moonshot-small|iMocha", "prompt": "c160-l2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Technical/IT Roles: iMocha"}, {"id": "mai-20260917-1752-baseline|c160-l2|moonshot-small|HireVue", "prompt": "c160-l2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For High-Volume Frontline Hiring: HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l2|moonshot-small|SHL", "prompt": "c160-l2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Psychometric Rigor: SHL"}, {"id": "mai-20260917-1752-baseline|c160-l2|moonshot-small|Codility", "prompt": "c160-l2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Technical/Coding Roles: Codility"}, {"id": "mai-20260917-1752-baseline|c160-l2|moonshot-small|TestGorilla", "prompt": "c160-l2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid: ... TestGorilla | Credit-based pricing increases with headcount ... making it expensive at scale"}, {"id": "mai-20260917-1752-baseline|c160-l2|openai-small|Questionmark", "prompt": "c160-l2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Questionmark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to choose **one default for a large B2B enterprise** with mixed hiring needs, I'd lean **Questionmark**"}, {"id": "mai-20260917-1752-baseline|c160-l2|openai-small|HackerRank", "prompt": "c160-l2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HackerRank** if your use case is primarily high-volume **technical/developer hiring**"}, {"id": "mai-20260917-1752-baseline|c160-l2|openai-small|Mercer", "prompt": "c160-l2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mercer** or Bryq may also be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c160-l2|openai-small|Bryq", "prompt": "c160-l2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Bryq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mercer or **Bryq** may also be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|iMocha", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend iMocha or Mercer | Mettl as top skills testing tools for hiring"}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|Mercer | Mettl", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Mercer | Mettl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend iMocha or Mercer | Mettl as top skills testing tools for hiring"}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|TestGorilla", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "credit-based limits that plague SMB-focused tools like TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|HackerRank", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Skip HackerRank/Codility if non-tech roles dominate—they're coding-focused."}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|Codility", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Skip HackerRank/Codility if non-tech roles dominate—they're coding-focused."}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|Sova", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Sova", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "TestGorilla/Sova great for mid-size but less optimized for 1,000+ employee ops"}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|Criteria", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Criteria/Testlify solid psychometrics but narrower for full B2B skill suites."}, {"id": "mai-20260917-1752-baseline|c160-l2|xai-small|Testlify", "prompt": "c160-l2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Criteria/Testlify solid psychometrics but narrower for full B2B skill suites."}, {"id": "mai-20260917-1752-baseline|c160-l2|zai-small|Testlify", "prompt": "c160-l2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top recommendation for a large B2B organization with thousands of employees:** **Testlify**"}, {"id": "mai-20260917-1752-baseline|c160-l2|zai-small|TestGorilla", "prompt": "c160-l2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fewer tests and fewer integrations; less suited for very high-volume, multi-role enterprise hiring."}, {"id": "mai-20260917-1752-baseline|c160-l2|zai-small|HackerRank", "prompt": "c160-l2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If **most hires are technical**, HackerRank or Codility may give you deeper coding challenges at a lower per-candidate cost."}, {"id": "mai-20260917-1752-baseline|c160-l2|zai-small|Codility", "prompt": "c160-l2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large enterprises needing structured engineering assessments at scale."}, {"id": "mai-20260917-1752-baseline|c160-l2|zai-small|Vervoe", "prompt": "c160-l2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies that prioritize work-sample simulations over multiple-choice tests."}, {"id": "mai-20260917-1752-baseline|c160-l2|zai-small|iMocha", "prompt": "c160-l2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tech-focused enterprises that want deep skills verification."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|SHL", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Legal Defensibility & Science:** Choose **SHL**."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|Mercer Mettl", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For Mass Hiring with AI Proctoring:** Choose **Mercer Mettl** or **Unstop**."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|iMocha", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Workforce Planning & Upskilling:** Choose **iMocha**."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|TestGorilla", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For Speed & Ease of Use across Roles:** Choose **TestGorilla**."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|HackerRank", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For Technical Hiring:** Choose **HackerRank** or **Codility**."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|Codility", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For Technical Hiring:** Choose **HackerRank** or **Codility**."}, {"id": "mai-20260917-1752-baseline|c160-l3|alibaba-small|Unstop (formerly Dare2Compete)", "prompt": "c160-l3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Unstop (formerly Dare2Compete)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** High-volume campus hiring and competitive programming challenges."}, {"id": "mai-20260917-1752-baseline|c160-l3|anthropic-small|SHL", "prompt": "c160-l3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SHL is an enterprise-grade talent assessment platform designed for employers seeking to evaluate technical competencies and cognitive abilities at scale"}, {"id": "mai-20260917-1752-baseline|c160-l3|anthropic-small|Mercer Mettl", "prompt": "c160-l3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercer Mettl is a comprehensive technical assessment platform designed for enterprises and educational institutions seeking to evaluate technical competencies at scale"}, {"id": "mai-20260917-1752-baseline|c160-l3|anthropic-small|ExamSoft", "prompt": "c160-l3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "ExamSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ExamSoft is for bar/medical/dental board exams."}, {"id": "mai-20260917-1752-baseline|c160-l3|anthropic-small|Questionmark", "prompt": "c160-l3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Questionmark is an enterprise-grade assessment platform designed for organizations requiring secure, scalable technical testing capabilities"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|SHL", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SHL is positioned for large, regulated enterprises because of its deep global norm database and long validation history"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|Mercer Mettl", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Broad assessment library and enterprise ATS support"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|Criteria Corp", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broad assessment coverage with enterprise positioning"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|HireVue", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-scored video + cognitive assessments in one workflow"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|Harver", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gamified assessments and automated routing"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|HackerRank", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Coding depth and developer-focused workflows"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|Codility", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Real-world coding challenges with automated evaluation"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|CodeSignal", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong technical screening and skills verification"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|Questionmark", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Questionmark is built for governed, repeatable assessments with strong quality reporting"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|iMocha", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large skills library and enterprise deployment focus"}, {"id": "mai-20260917-1752-baseline|c160-l3|challenger-small|TAO Testing", "prompt": "c160-l3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TAO Testing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Need controlled exam delivery and reporting: Questionmark, TAO Testing, iMocha."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|SHL", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Positioning:** The gold standard for global psychometrics, used by large multinationals for complex roles."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Korn Ferry (Assessment Solutions)", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Korn Ferry (Assessment Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines **assessments with consulting and development**"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Talogy (formerly PSI/Talent Q)", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Talogy (formerly PSI/Talent Q)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global enterprise psychometric and competency assessment specialist."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Mercer | Mettl", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One of the highest-rated enterprise testing platforms (top 3 in most rankings)."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Aon Assessment Solutions (cut-e)", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Aon Assessment Solutions (cut-e)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A major enterprise player for large-scale assessment programs"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Harver", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** High-volume frontline/volume hiring"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Sova Assessment", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Sova Assessment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** High-volume hiring across multiple countries"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Arctic Shores", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Arctic Shores", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Early-careers/graduate hiring."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Plum", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Talent matching and internal mobility."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|HackerRank", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Automated code evaluation, coding challenges, and live technical screens"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Codility", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Hiring engineers / developers?** → HackerRank, Codility, CodeSignal."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|CodeSignal", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Hiring engineers / developers?** → HackerRank, Codility, CodeSignal."}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|iMocha", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Technical skills validation plus a broader \"enterprise skills intelligence\" platform"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|TestGorilla", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "serve small-to-mid teams... generally positioned below the true enterprise tier"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Criteria Corp", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "can scale into larger orgs but are generally positioned below the true enterprise tier"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|eSkill", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "eSkill", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "can scale into larger orgs but are generally positioned below the true enterprise tier"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Vervoe", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "serve small-to-mid teams"}, {"id": "mai-20260917-1752-baseline|c160-l3|deepseek-small|Xobin", "prompt": "c160-l3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Xobin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "serve small-to-mid teams"}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|SHL", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For high-stakes executive hiring, lean toward *Hogan* or *SHL*."}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|Hogan Assessments", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Hogan Assessments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The gold standard in EEOC-defensible, high-stakes psychometrics."}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|Criteria Corp", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for enterprises wanting rigorous, scientifically-validated screening without the long onboarding times"}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|TestGorilla", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for rapid pre-employment screening across a vast range of mid-to-lower-tier corporate roles"}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|HireVue", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vital for industries with high-volume, continuous recruitment cycles"}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|HackerRank / Codility", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank / Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Non-negotiable for organizations hiring engineering, DevOps, or data science teams at scale."}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|Questionmark", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Questionmark is the industry gold standard for **secure corporate, government, and educational exams**."}, {"id": "mai-20260917-1752-baseline|c160-l3|google-small|Mercer | Mettl", "prompt": "c160-l3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-one exam engine combining deep security with skills testing."}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Testlify", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms, like Testlify and TestGorilla, are known for their breadth of test libraries and enterprise integration depth"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|TestGorilla", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "like Testlify and TestGorilla, are known for their breadth of test libraries and enterprise integration depth"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|iMocha", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade assessment platforms include Testlify, TestGorilla, iMocha, Mercer Mettl"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Mercer Mettl", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Testlify, TestGorilla, iMocha, Mercer Mettl, HackerRank"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|HackerRank", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "others, like HackerRank and Codility, specialize in coding assessments"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Codility", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like HackerRank and Codility, specialize in coding assessments"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Vervoe", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Codility, Vervoe, SHL, HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|SHL", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SHL is recognized for its scientifically rigorous and legally defensible assessments, particularly for large enterprises and regulated industries."}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|HireVue", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vervoe, SHL, HireVue, Bryq, Sova, Harver, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Bryq", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Bryq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HireVue, Bryq, Sova, Harver, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Sova", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Sova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Bryq, Sova, Harver, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Harver", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sova, Harver, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-l3|meta-small|Criteria Corp", "prompt": "c160-l3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Harver, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-l3|minimax-small|Mercer Mettl", "prompt": "c160-l3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Mercer Mettl** - **Best for:** Large enterprises, compliance-heavy sectors"}, {"id": "mai-20260917-1752-baseline|c160-l3|minimax-small|Codility", "prompt": "c160-l3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Engineering hiring at scale"}, {"id": "mai-20260917-1752-baseline|c160-l3|minimax-small|HackerRank", "prompt": "c160-l3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Developer/engineering hiring"}, {"id": "mai-20260917-1752-baseline|c160-l3|minimax-small|iMocha", "prompt": "c160-l3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Tech and enterprise skills verification"}, {"id": "mai-20260917-1752-baseline|c160-l3|minimax-small|TestGorilla", "prompt": "c160-l3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Skills-first hiring across all role types"}, {"id": "mai-20260917-1752-baseline|c160-l3|minimax-small|Testlify", "prompt": "c160-l3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprise/high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|HireVue", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** High-volume enterprise screening and pre-employment assessment."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|SHL", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers the deepest global normative database and over 50 years of validity research."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Korn Ferry", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Senior leadership and succession programs."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Criteria Corp", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Mid-enterprise organizations (1K–5K employees)."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Fuel50", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Strategic, skills-based talent ecosystems."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Degreed", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Learning-driven skill development."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Eightfold", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leverages AI for talent matching and internal mobility, though with less human validation."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Mercer | Mettl", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Enterprise assessments and psychometric testing."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|TestInvite", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestInvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Secure, supervised, and customizable online examinations."}, {"id": "mai-20260917-1752-baseline|c160-l3|mistral-small|Unstop", "prompt": "c160-l3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Unstop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** End-to-end hiring, campus hiring, and volume recruitment."}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|HackerRank", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pure coding depth** | HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|Codility", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pure coding depth** | HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|iMocha", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Broad skills coverage + analytics** | iMocha or Mercer Mettl"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|Mercer Mettl", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong remote proctoring capabilities; psychometric + IT + data science assessments"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|TestGorilla", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good all-in-one option but less technical depth than HackerRank/Codility"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|SHL", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SHL is the gold standard for validated psychometric testing"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|HireVue", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "unifying video interviewing with AI-assisted screening and skills demonstration"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|Questionmark", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "making it the standard for industries like healthcare, finance, and energy"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|Vervoe", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Work sample simulations** | Vervoe or AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c160-l3|moonshot-small|AbilityScreen", "prompt": "c160-l3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "AbilityScreen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Work sample simulations** | Vervoe or AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c160-l3|openai-small|Mercer | Mettl", "prompt": "c160-l3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong all-around enterprise platform... **A broad enterprise assessment suite** → **Mercer | Mettl**"}, {"id": "mai-20260917-1752-baseline|c160-l3|openai-small|Korn Ferry Assess", "prompt": "c160-l3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Korn Ferry Assess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Competency-based talent decisions** → **Korn Ferry**"}, {"id": "mai-20260917-1752-baseline|c160-l3|openai-small|SHL", "prompt": "c160-l3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Validated psychometric hiring at scale** → **SHL**"}, {"id": "mai-20260917-1752-baseline|c160-l3|openai-small|Hogan Assessments", "prompt": "c160-l3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Hogan Assessments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Leadership and personality prediction** → **Hogan**"}, {"id": "mai-20260917-1752-baseline|c160-l3|openai-small|Talview", "prompt": "c160-l3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Talview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**End-to-end recruiting workflow with video/interview/proctoring** → **Talview**"}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|SHL (now part of Exco)", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL (now part of Exco)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Decades of psychometric research with massive normative databases... Best for: Large enterprises (2,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|Mercer | Mettl", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "All-in-one platform with AI proctoring, remote assessments, and focus on compliance-heavy sectors."}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|iMocha", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Massive skills library (2,000-3,000+ skills, 200,000+ questions), AI-powered customization"}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|HireVue", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Video interviewing with AI analysis of soft skills, body language, and responses."}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|Criteria Corp", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines cognitive, personality, skills, and situational tests."}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|Codility", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specialized in coding and technical assessments with real-time coding environments."}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|HackerRank", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HackerRank: broader dev ecosystem"}, {"id": "mai-20260917-1752-baseline|c160-l3|xai-small|TestGorilla", "prompt": "c160-l3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise tools prioritize defensibility and analytics over SMB speed (e.g., vs. TestGorilla, which is more self-serve)."}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Testlify", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All‑role, high‑volume hiring with deep integrations** | Testlify"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|HackerRank", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Engineering/developer screening at scale** | HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Vervoe", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skills‑based hiring with practical work samples** | Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|SHL", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Regulated industries needing legal defensibility** | SHL"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|HireVue", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High‑volume video screening + AI scoring** | HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Mercer Mettl", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Large enterprises needing consulting + custom programs** | Mercer Mettl"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|iMocha", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Skills verification & validation"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|TestGorilla", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SMBs and mid‑market with fast hiring needs"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Codility", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Engineering/developer screening at scale** | HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Fuel50", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Skills‑based talent mobility & marketplace** | Fuel50, Eightfold"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Degreed", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Learning‑driven skill development** | Degreed"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Eightfold", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Skills‑based talent mobility & marketplace** | Fuel50, Eightfold"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Sova", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Sova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "High‑volume enterprise assessment"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Questionmark", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Secure exams & certifications** | Questionmark"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|LogicGate Risk Cloud", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**GRC & risk management (cyber, IT, third‑party)** | LogicGate"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Apptega", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Apptega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**GRC & risk management (cyber, IT, third‑party)** | LogicGate, Apptega"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|Cynomi", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Cynomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "AI‑powered vCISO platform"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|SightGain", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SightGain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Threat exposure management"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|AssessmentCloud", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "AssessmentCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Whole‑company diagnostic"}, {"id": "mai-20260917-1752-baseline|c160-l3|zai-small|CodeSignal", "prompt": "c160-l3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Engineering teams** → HackerRank, Codility, CodeSignal."}, {"id": "mai-20260917-1752-baseline|c160-l4|alibaba-small|TalentGuard", "prompt": "c160-l4", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** is likely your best bet. Their \"Unlimited\" access model removes the administrative burden of tracking credits"}, {"id": "mai-20260917-1752-baseline|c160-l4|alibaba-small|Criteria Corporation (SHL)", "prompt": "c160-l4", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corporation (SHL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Traditional Enterprise Choice: Criteria Corporation (SHL)"}, {"id": "mai-20260917-1752-baseline|c160-l4|alibaba-small|HireVue", "prompt": "c160-l4", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Video-Hybrid Option: HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l4|anthropic-small|The Predictive Index", "prompt": "c160-l4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "The Predictive Index", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Predictive Index with its flat $10,000+ annual contract scaled by headcount is clearer upfront than platforms requiring custom quotes"}, {"id": "mai-20260917-1752-baseline|c160-l4|anthropic-small|Harver", "prompt": "c160-l4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're handling **very high-volume hiring** (thousands of candidates), Harver is purpose-built for that scale despite higher costs."}, {"id": "mai-20260917-1752-baseline|c160-l4|anthropic-small|Criteria", "prompt": "c160-l4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the quote-only vendors including Criteria, Predictive Index, Wonderlic, and HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l4|anthropic-small|Wonderlic", "prompt": "c160-l4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Wonderlic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the quote-only vendors including Criteria, Predictive Index, Wonderlic, and HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l4|anthropic-small|HireVue", "prompt": "c160-l4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the quote-only vendors including Criteria, Predictive Index, Wonderlic, and HireVue"}, {"id": "mai-20260917-1752-baseline|c160-l4|anthropic-small|TestGorilla", "prompt": "c160-l4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it's better suited for mid-market than enterprise"}, {"id": "mai-20260917-1752-baseline|c160-l4|challenger-small|SHL", "prompt": "c160-l4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SHL** is the strongest anchor option: it is described as best for **large enterprises**"}, {"id": "mai-20260917-1752-baseline|c160-l4|challenger-small|Testlify", "prompt": "c160-l4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Testlify** is also worth serious consideration for enterprises"}, {"id": "mai-20260917-1752-baseline|c160-l4|challenger-small|HireVue", "prompt": "c160-l4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for high-volume automation and screening workflows:** **HireVue** or **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-l4|challenger-small|Harver", "prompt": "c160-l4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for high-volume automation and screening workflows:** **HireVue** or **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-l4|challenger-small|TestGorilla", "prompt": "c160-l4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for broad role coverage with simpler buying:** **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|SHL", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The enterprise-gold-standard alternative: **SHL** ... pricing is **volume-tiered**"}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|Hogan", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hogan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most assessment platforms (SHL, Hogan, Predictive Index, Criteria Corp) charge **per candidate**"}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|Predictive Index", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Predictive Index", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Annual license, but seat-based and not unlimited. Cost can balloon if you add seats."}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|Criteria Corp", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great product, quote-based, but volume-based — not truly flat. Costs scale with usage."}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|TalentClick", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TalentClick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**TalentClick is the best fit** — it's the only major platform I found that prices by workforce headcount"}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|JobCannon", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "200 assessments/month may be too low for \"thousands of users.\" ... not a true enterprise-wide volume solution."}, {"id": "mai-20260917-1752-baseline|c160-l4|deepseek-small|Harver", "prompt": "c160-l4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "still **per-candidate or hybrid** pricing. Predictable only if you sign a volume commitment, which locks you in."}, {"id": "mai-20260917-1752-baseline|c160-l4|google-small|TestGorilla", "prompt": "c160-l4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many popular platforms (such as TestGorilla or HackerRank) rely on **credit-based, usage-based, or pay-per-candidate pricing**... lead to massive budget unpredictability"}, {"id": "mai-20260917-1752-baseline|c160-l4|google-small|HackerRank", "prompt": "c160-l4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as TestGorilla or HackerRank) rely on **credit-based, usage-based, or pay-per-candidate pricing**"}, {"id": "mai-20260917-1752-baseline|c160-l4|google-small|Criteria Corp", "prompt": "c160-l4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Criteria Corp (Best Overall for Predictability & Psychometric Rigor)"}, {"id": "mai-20260917-1752-baseline|c160-l4|google-small|Bryq", "prompt": "c160-l4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "2. Bryq (Best Modern Platform with Unlimited Seats & Tests)"}, {"id": "mai-20260917-1752-baseline|c160-l4|google-small|Harver", "prompt": "c160-l4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "3. Harver (Best for High-Volume Hourly & Frontline Hiring)"}, {"id": "mai-20260917-1752-baseline|c160-l4|google-small|Vervoe", "prompt": "c160-l4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "4. Vervoe (Best for Interactive Job Simulations)"}, {"id": "mai-20260917-1752-baseline|c160-l4|meta-small|Bryq", "prompt": "c160-l4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bryq: Offers a flat subscription model with unlimited assessments and integrations, priced around $6,000 to $11,000 per year."}, {"id": "mai-20260917-1752-baseline|c160-l4|meta-small|Criteria Corp", "prompt": "c160-l4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides a tiered subscription model with a 12-month minimum commitment, offering predictable pricing."}, {"id": "mai-20260917-1752-baseline|c160-l4|meta-small|JobCannon Scale", "prompt": "c160-l4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon Scale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a flat annual fee of $1,990, making it a cost-effective option."}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|Bryq", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bryq** and **JobCannon** stand out for transparent, scalable pricing."}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|Harver", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pricing is quote-based, so cost predictability depends on negotiation"}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|JobCannon", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bryq** and **JobCannon** stand out for transparent, scalable pricing."}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|PeopleFactors", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "PeopleFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically markets \"predictable, flat rate\" for organizations wanting full access without volume penalties."}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|SHL", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most enterprise platforms (SHL, Korn Ferry, Criteria Corp) charge **per candidate** ... quickly becomes expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|Korn Ferry", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "charge **per candidate** ($1–$50+ per assessment)... quickly becomes expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|Criteria Corp", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "charge **per candidate** ... this quickly becomes expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline|c160-l4|minimax-small|Sova", "prompt": "c160-l4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Sova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "According to Sova's pricing analysis, **the breakeven point**"}, {"id": "mai-20260917-1752-baseline|c160-l4|mistral-small|JobCannon Scale", "prompt": "c160-l4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon Scale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JobCannon Scale** offers a flat $1,990/year, which is ideal for predictable costs regardless of volume."}, {"id": "mai-20260917-1752-baseline|c160-l4|mistral-small|Bryq", "prompt": "c160-l4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides a flat subscription with unlimited assessments and integrations... making it highly predictable as your usage grows"}, {"id": "mai-20260917-1752-baseline|c160-l4|mistral-small|Criteria Corp", "prompt": "c160-l4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "uses a tiered subscription model with a 12-month minimum and uncapped usage within each tier"}, {"id": "mai-20260917-1752-baseline|c160-l4|mistral-small|Harver", "prompt": "c160-l4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "custom enterprise pricing from providers like Harver may also be considered"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|Predictive Index (PI)", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Predictive Index (PI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Predictive Index** stands out because"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|Bryq", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mid-Market to Large Enterprise"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|Criteria Corp", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Validated Psychometrics"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|HackerRank", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Predictable Costs ... Credit-based"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|Codility", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Invite credit limits (120–300/year on standard plans)"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|HireVue", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Quote-only, custom pricing based on headcount and features"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|SHL", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-only, custom contracts with variable pricing"}, {"id": "mai-20260917-1752-baseline|c160-l4|moonshot-small|Wonderlic", "prompt": "c160-l4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Wonderlic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "No published pricing; quote-only"}, {"id": "mai-20260917-1752-baseline|c160-l4|openai-small|Harver", "prompt": "c160-l4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best pick is **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-l4|openai-small|TestGorilla", "prompt": "c160-l4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want simpler public pricing and can tolerate usage-based cost:** **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|Criteria Corp", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Criteria Corp stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|Predictive Index", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compare with 1–2 RFPs from Predictive Index (if behavioral fit matters)"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|TestGorilla", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Annual credits can run out; extras add costs"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|Harver/Pymetrics", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver/Pymetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Harver (if gamified/volume-specific)"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|HireVue", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High & variable; AI/video extras"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|HackerRank", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overages at $15–$20/attempt unpredictable"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|JobCannon", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Caps at low volume | Enterprise from $15K; not truly unlimited"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|iMocha", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "iMocha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Credit/per-use models (TestGorilla, HackerRank, iMocha): Costs spike with volume"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|SHL", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often volume-committed or per-use, with contracts $50K–$100K+ and less transparency"}, {"id": "mai-20260917-1752-baseline|c160-l4|xai-small|Korn Ferry", "prompt": "c160-l4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Custom/high-end (SHL, Korn Ferry, Harver): Enterprise-grade validation but often volume-committed or per-use"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|Bryq", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear recommendation is **Bryq**"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|Sova", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Sova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise volume hiring with video interviews & virtual assessment centers"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|JobCannon Enterprise", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JobCannon Enterprise:** From $15K/year"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|Hire Success", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hire Success", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations wanting a dedicated unlimited\\u2011testing plan with monthly/annual billing"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|TalentClick", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TalentClick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies wanting unlimited\\u2011use subscriptions based on workforce size"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|Harver", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High\\u2011volume hourly/front\\u2011line hiring with top\\u2011of\\u2011funnel automation"}, {"id": "mai-20260917-1752-baseline|c160-l4|zai-small|Criteria Corp", "prompt": "c160-l4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Scientifically validated cognitive & personality assessments; 12\\u2011month minimum"}, {"id": "mai-20260917-1752-baseline|c160-l5|meta-small|Assess", "prompt": "c160-l5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Assess", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide several options, including Assess, TestDome, Mercer | Mettl, Criteria Corp, and Vervoe."}, {"id": "mai-20260917-1752-baseline|c160-l5|meta-small|TestDome", "prompt": "c160-l5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "several options, including Assess, TestDome, Mercer | Mettl, Criteria Corp, and Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-l5|meta-small|Mercer | Mettl", "prompt": "c160-l5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "several options, including Assess, TestDome, Mercer | Mettl, Criteria Corp, and Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-l5|meta-small|Criteria Corp", "prompt": "c160-l5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "several options, including Assess, TestDome, Mercer | Mettl, Criteria Corp, and Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-l5|meta-small|Vervoe", "prompt": "c160-l5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "several options, including Assess, TestDome, Mercer | Mettl, Criteria Corp, and Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-l5|xai-small|SHL", "prompt": "c160-l5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top enterprise options like SHL, TestGorilla (enterprise tier), Criteria Corp, iMocha, Harver, and Predictive Index often check these boxes"}, {"id": "mai-20260917-1752-baseline|c160-l5|xai-small|TestGorilla (enterprise tier)", "prompt": "c160-l5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla (enterprise tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TestGorilla for speed"}, {"id": "mai-20260917-1752-baseline|c160-l5|xai-small|Criteria Corp", "prompt": "c160-l5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top enterprise options like SHL, TestGorilla (enterprise tier), Criteria Corp, iMocha, Harver, and Predictive Index"}, {"id": "mai-20260917-1752-baseline|c160-l5|xai-small|iMocha", "prompt": "c160-l5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Criteria Corp, iMocha, Harver, and Predictive Index often check these boxes"}, {"id": "mai-20260917-1752-baseline|c160-l5|xai-small|Harver", "prompt": "c160-l5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "iMocha, Harver, and Predictive Index often check these boxes"}, {"id": "mai-20260917-1752-baseline|c160-l5|xai-small|Predictive Index", "prompt": "c160-l5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harver, and Predictive Index often check these boxes—request their SOC 2 Type II reports early"}, {"id": "mai-20260917-1752-baseline|c160-l6|alibaba-small|SHL", "prompt": "c160-l6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some established industry giants (e.g., SHL, Criteria Corp) are the \"gold standards\" but can be problematic for certain deployment types due to their weight and procurement hurdles."}, {"id": "mai-20260917-1752-baseline|c160-l6|alibaba-small|Criteria Corp", "prompt": "c160-l6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these vendors are increasingly viewed as \"expensive overkill\" if a lighter, skills-first tool can achieve 90% of the predictive power"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|HireVue", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**HireVue** (AI video scoring) | Opaque algorithms, EU AI Act compliance, per-candidate pricing | Use only with third-party bias audit, human review, and flat-rate contract."}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|Spark Hire", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Vendors to scrutinize:** Certain implementations of **HireVue**, **Spark Hire**, **myInterview**"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|myInterview", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vendors to scrutinize:** Certain implementations of **HireVue**, **Spark Hire**, **myInterview**, and various \"AI proctoring\" tools"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|MBTI", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "MBTI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Personality Tests Used as Screening Gates (e.g., MBTI, DISC, Caliper, True Colors)\n**Avoid entirely for hire/no-hire decisions.**"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|DISC", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "DISC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like **Myers-Briggs (MBTI)** and **DISC** are not validated for employment decisions"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|Caliper", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Caliper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "e.g., MBTI, DISC, Caliper, True Colors)\n**Avoid entirely for hire/no-hire decisions.**"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|True Colors", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "True Colors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**MBTI / DISC / True Colors** | No criterion validity, not legally defensible | Remove from selection processes."}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|Hogan", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Hogan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The safe alternative: Use scientifically validated personality inventories like **Hogan** or **SHL**"}, {"id": "mai-20260917-1752-baseline|c160-l6|deepseek-small|SHL", "prompt": "c160-l6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Avoid vendors that charge per test-taker** (e.g., traditional enterprise pricing from **HireVue**, some **SHL** bundles"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|HireVue", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a high-profile ACLU complaint was filed against Intuit and its video vendor **HireVue**, alleging discrimination"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Workday", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Do not purchase or enable features on platforms (**Workday, Eightfold, iCIMS, etc.**) that utilize automated screening"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|iCIMS", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cases like *Harper v. SiriusXM* (involving **iCIMS** algorithms)"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Eightfold AI", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "complaints against **Eightfold AI** ... Do not purchase or enable features on platforms"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|HackerRank", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "assessment tools (like **HackerRank** or **Codility**) when configured with highly restrictive, automated \"anti-cheating\" and proctoring settings"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Codility", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tools (like **HackerRank** or **Codility**) when configured with highly restrictive, automated \"anti-cheating\" ... Exercise extreme caution"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|CoderPad", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "opt for tools like **CoderPad** or **Vervoe** that focus on live, collaborative coding or practical work-sample simulations"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Vervoe", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "opt for tools like **CoderPad** or **Vervoe** that focus on live, collaborative coding"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Wonderlic", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Wonderlic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "traditional cognitive assessments like older **Wonderlic** formats) applied broadly across diverse job roles"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Cangrade", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Cangrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look for modern vendors that allow deep customization ... (such as **Cangrade, Harver, or eSkill**)"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|Harver", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "such as **Cangrade, Harver, or eSkill**"}, {"id": "mai-20260917-1752-baseline|c160-l6|google-small|eSkill", "prompt": "c160-l6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "eSkill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as **Cangrade, Harver, or eSkill**"}, {"id": "mai-20260917-1752-baseline|c160-l6|mistral-small|SHL", "prompt": "c160-l6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade platforms like SHL, while industry standards, may be overkill for organizations that do not require their extensive breadth."}, {"id": "mai-20260917-1752-baseline|c160-l6|moonshot-small|Aon", "prompt": "c160-l6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Aon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The ACLU filed an FTC complaint (May 2024) and EEOC class-wide charges alleging the company deceptively markets hiring assessments as \"bias-free\""}, {"id": "mai-20260917-1752-baseline|c160-l6|moonshot-small|HireVue", "prompt": "c160-l6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Even if a vendor has partially retreated from these features (as HireVue did), their presence in the product history signals weak psychometric governance."}, {"id": "mai-20260917-1752-baseline|c160-l6|moonshot-small|Workday", "prompt": "c160-l6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "a federal court allowed a discrimination lawsuit to proceed against Workday as an \"agent\" of employers using its automated screening tools"}, {"id": "mai-20260917-1752-baseline|c160-l6|moonshot-small|Qualtrics", "prompt": "c160-l6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large teams frequently report **implementation complexity**, steep learning curves, heavy admin burden"}, {"id": "mai-20260917-1752-baseline|c160-l6|moonshot-small|Questionmark", "prompt": "c160-l6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Questionmark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reviewers cite **limited modern features**, poor navigation, and slow customer support"}, {"id": "mai-20260917-1752-baseline|c160-l6|xai-small|Myers-Briggs Type Indicator (MBTI)", "prompt": "c160-l6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Myers-Briggs Type Indicator (MBTI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Widely criticized as the \"#1 worst\" tool for enterprises; still persists in some outdated processes but invites lawsuits and poor hires."}, {"id": "mai-20260917-1752-baseline|c160-l6|xai-small|HireVue", "prompt": "c160-l6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive (~$35K+/month enterprise tiers).<br>- AI video scoring faced regulatory scrutiny"}, {"id": "mai-20260917-1752-baseline|c160-l6|xai-small|Harver (formerly Pymetrics)", "prompt": "c160-l6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Harver (formerly Pymetrics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "criticized for high pricing, limited customization, and long test times"}, {"id": "mai-20260917-1752-baseline|c160-l6|xai-small|Criteria Corp", "prompt": "c160-l6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rigid 12-month contracts limit flexibility for fluctuating hiring."}, {"id": "mai-20260917-1752-baseline|c160-l6|zai-small|CoderPad", "prompt": "c160-l6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Security grade **D (34/100)** – limited security practices | High-risk for enterprise use"}, {"id": "mai-20260917-1752-baseline|c160-l6|zai-small|Canvas", "prompt": "c160-l6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Data breach affecting educational institutions (Hong Kong)"}, {"id": "mai-20260917-1752-baseline|c160-l6|zai-small|Learnosity", "prompt": "c160-l6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Learnosity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Phishing attack targeted HR staff; employee list accessed"}, {"id": "mai-20260917-1752-baseline|c160-l6|zai-small|Mathspace", "prompt": "c160-l6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Mathspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**1M+ users** affected by SQL injection ... demonstrates poor patch management"}, {"id": "mai-20260917-1752-baseline|c160-l6|zai-small|Talogy", "prompt": "c160-l6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Talogy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Companies migrate away due to: Fragmented platforms requiring multiple logins; Per-candidate pricing models"}, {"id": "mai-20260917-1752-baseline|c160-m1|alibaba-small|TestGorilla", "prompt": "c160-m1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **TestGorilla** ... most popular choice for mid-market companies that need a flexible solution covering multiple departments."}, {"id": "mai-20260917-1752-baseline|c160-m1|alibaba-small|Talmundo", "prompt": "c160-m1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Talmundo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Role-Specific Simulation: **Talmundo**"}, {"id": "mai-20260917-1752-baseline|c160-m1|alibaba-small|CodeSignal", "prompt": "c160-m1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Technical/Engineering Roles: **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c160-m1|alibaba-small|HireVue", "prompt": "c160-m1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Behavioral/Video Interviewing: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c160-m1|alibaba-small|Mercer | SHL", "prompt": "c160-m1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Mercer | SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Downside:** It is significantly more expensive and slower to implement than TestGorilla or Talmundo."}, {"id": "mai-20260917-1752-baseline|c160-m1|anthropic-small|Predictive Index (PI)", "prompt": "c160-m1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index (PI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ideal for mid-market and enterprise companies looking to standardize their hiring process around behavioral fit"}, {"id": "mai-20260917-1752-baseline|c160-m1|anthropic-small|Criteria Corp", "prompt": "c160-m1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "blends cognitive ability, personality, and skills testing with an emphasis on usability for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c160-m1|anthropic-small|TestGorilla", "prompt": "c160-m1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an excellent choice for companies looking for a comprehensive yet accessible solution"}, {"id": "mai-20260917-1752-baseline|c160-m1|challenger-small|Criteria Corp", "prompt": "c160-m1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-m1|challenger-small|TestGorilla", "prompt": "c160-m1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TestGorilla** is the best general-purpose alternative"}, {"id": "mai-20260917-1752-baseline|c160-m1|challenger-small|Test Partnership", "prompt": "c160-m1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Test Partnership", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Recommended for mid-sized businesses needing adaptive, AI-resistant testing."}, {"id": "mai-20260917-1752-baseline|c160-m1|challenger-small|Greenhouse + integrations", "prompt": "c160-m1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Greenhouse + integrations", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong mid-market integration ecosystem, but assessments usually rely on third-party tools."}, {"id": "mai-20260917-1752-baseline|c160-m1|deepseek-small|TestGorilla", "prompt": "c160-m1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **TestGorilla** for breadth and cost-effectiveness"}, {"id": "mai-20260917-1752-baseline|c160-m1|deepseek-small|Criteria Corp", "prompt": "c160-m1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Criteria Corp** if you're scaling sales hiring where defensibility and validation matter most"}, {"id": "mai-20260917-1752-baseline|c160-m1|deepseek-small|Predictive Index", "prompt": "c160-m1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want hiring *plus* talent/performance management in one suite"}, {"id": "mai-20260917-1752-baseline|c160-m1|deepseek-small|Plum", "prompt": "c160-m1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best mid-market multi-test option focusing on talent analytics"}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|TestGorilla", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla: Best Overall All-Rounder ... TestGorilla** is the industry standard."}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|Criteria (Criteria Corp)", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria (Criteria Corp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cognitive Aptitude & B2B Sales Hiring"}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|The Predictive Index (PI)", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "The Predictive Index (PI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Team Alignment & Post-Hire Development"}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|Vervoe", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Real-World Work Simulations"}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|Intervue", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Intervue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Technical/Engineering hiring specifically** | **Intervue or Coderbyte**"}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|Coderbyte", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these specialize in IDE-simulation and live tech screens"}, {"id": "mai-20260917-1752-baseline|c160-m1|google-small|EmployTest", "prompt": "c160-m1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "EmployTest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Per-candidate/Per-test credit pricing** (e.g., *EmployTest*"}, {"id": "mai-20260917-1752-baseline|c160-m1|meta-small|TestGorilla", "prompt": "c160-m1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best pre-employment assessment platform for a mid-market B2B company is TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m1|meta-small|SHL", "prompt": "c160-m1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include SHL, Isograd Testing Services"}, {"id": "mai-20260917-1752-baseline|c160-m1|meta-small|Isograd Testing Services", "prompt": "c160-m1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Isograd Testing Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include SHL, Isograd Testing Services, and various other pre-employment testing software."}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|TestGorilla", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|SHL", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TestGorilla** or **SHL** would be the top recommendations"}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|Test Partnership", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Test Partnership", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Test Partnership** (Best for Cognitive & Personality)"}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|eSkill", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "eSkill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**eSkill** – Good for skills-based hiring with strong ATS integrations"}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|Harver", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Harver** – Best for high-volume frontline hiring"}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|HireVue", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HireVue** – For secure testing + interviews in one platform"}, {"id": "mai-20260917-1752-baseline|c160-m1|minimax-small|The Predictive Index", "prompt": "c160-m1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "The Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**The Predictive Index** – Best for leadership and culture fit assessments"}, {"id": "mai-20260917-1752-baseline|c160-m1|mistral-small|TestGorilla", "prompt": "c160-m1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **TestGorilla** is the best overall choice due to its affordability, comprehensive test library, and strong reputation."}, {"id": "mai-20260917-1752-baseline|c160-m1|mistral-small|The Predictive Index (PI)", "prompt": "c160-m1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "The Predictive Index (PI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If behavioral and cognitive insights are a priority, **The Predictive Index** is an excellent alternative."}, {"id": "mai-20260917-1752-baseline|c160-m1|mistral-small|Greenhouse", "prompt": "c160-m1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies already using a robust HR tech stack, **Greenhouse** may be the best fit."}, {"id": "mai-20260917-1752-baseline|c160-m1|mistral-small|Adaface", "prompt": "c160-m1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option, especially for companies that want a balance of technical and soft skills testing."}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|Criteria Corp (HireSelect)", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp (HireSelect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation**: Start with **Criteria Corp** if you want a scientifically rigorous, legally defensible solution"}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|TestGorilla", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **TestGorilla** if you prefer faster implementation with transparent pricing and a broader skills focus"}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|The Predictive Index", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "The Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Predictive Index** — Best for Talent Optimization"}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|Plum", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Plum** — Best for Culture Fit & Potential"}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|Codility", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Technical/coding assessments | **Codility** or **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|HackerRank", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Technical/coding assessments | **Codility** or **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c160-m1|moonshot-small|HireVue", "prompt": "c160-m1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Video interviewing + AI assessments | **HireVue**"}, {"id": "mai-20260917-1752-baseline|c160-m1|openai-small|TestGorilla", "prompt": "c160-m1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m1|openai-small|HireVue", "prompt": "c160-m1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise-grade governance / high-volume process rigor:** **HireVue**"}, {"id": "mai-20260917-1752-baseline|c160-m1|openai-small|Talogy", "prompt": "c160-m1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Talogy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a more psychometrics-heavy talent selection suite:** **Talogy**"}, {"id": "mai-20260917-1752-baseline|c160-m1|openai-small|SHL", "prompt": "c160-m1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong enterprise platform, but typically more heavyweight than many mid-market teams need"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|TestGorilla", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|Criteria Corp (Criterion Partnership)", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp (Criterion Partnership)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Criteria Corp (Criterion Partnership)**"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|Predictive Index", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Other Solid Options**"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|HackerRank", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HackerRank/iMocha | Technical/developer roles in B2B SaaS"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|iMocha", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HackerRank/iMocha | Technical/developer roles in B2B SaaS"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|Harver", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harver/Plum | Gamified multi-skill for volume hiring"}, {"id": "mai-20260917-1752-baseline|c160-m1|xai-small|Plum", "prompt": "c160-m1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Harver/Plum | Gamified multi-skill for volume hiring"}, {"id": "mai-20260917-1752-baseline|c160-m1|zai-small|Criteria Corp", "prompt": "c160-m1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Criteria Corp** is widely considered the best overall platform"}, {"id": "mai-20260917-1752-baseline|c160-m1|zai-small|Hogan", "prompt": "c160-m1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Hogan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "lower than enterprise consultants like Hogan"}, {"id": "mai-20260917-1752-baseline|c160-m1|zai-small|TestGorilla", "prompt": "c160-m1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are a high-growth company looking to screen candidates quickly and cheaply to prioritize skills, **TestGorilla** is likely the better starting point"}, {"id": "mai-20260917-1752-baseline|c160-m1|zai-small|Plum", "prompt": "c160-m1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Behavioral & Cultural Fit: Plum"}, {"id": "mai-20260917-1752-baseline|c160-m1|zai-small|Harver", "prompt": "c160-m1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Volume Hiring: Harver"}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|TestGorilla", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|Vervoe", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Vervoe**"}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|HackerRank", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Software Engineers** | **HackerRank** or **Codility** | Industry standards for coding assessments."}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|Codility", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HackerRank** or **Codility** | Industry standards for coding assessments."}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|Repsnap", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Repsnap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Repsnap specializes in gamified, realistic sales simulations."}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|Adaface", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**High Volume & Speed** | **Adaface** | Conversational AI screening"}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|Criteria Corp", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Enterprise-Grade Psychometrics** | **Criteria Corp** or **Plum**"}, {"id": "mai-20260917-1752-baseline|c160-m2|alibaba-small|Plum", "prompt": "c160-m2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Criteria Corp** or **Plum** | If you have a dedicated HR Ops team"}, {"id": "mai-20260917-1752-baseline|c160-m2|anthropic-small|TestGorilla", "prompt": "c160-m2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **TestGorilla** for breadth and affordability"}, {"id": "mai-20260917-1752-baseline|c160-m2|anthropic-small|Vervoe", "prompt": "c160-m2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vervoe** is another strong choice if your roles involve practical execution."}, {"id": "mai-20260917-1752-baseline|c160-m2|anthropic-small|Criteria Corp", "prompt": "c160-m2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider combining it with **Criteria Corp** if soft skills assessment is critical"}, {"id": "mai-20260917-1752-baseline|c160-m2|challenger-small|Criteria Corp", "prompt": "c160-m2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Criteria Corp** if you want the best balance of validated assessments, structured hiring, and mid-market fit"}, {"id": "mai-20260917-1752-baseline|c160-m2|challenger-small|TestGorilla", "prompt": "c160-m2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TestGorilla** is the strongest general-purpose alternative"}, {"id": "mai-20260917-1752-baseline|c160-m2|challenger-small|iMocha", "prompt": "c160-m2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company needs **very wide skills coverage** across technical and non-technical roles"}, {"id": "mai-20260917-1752-baseline|c160-m2|challenger-small|HackerRank", "prompt": "c160-m2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best only if most of your hiring is for **software engineering / technical roles**"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|TestGorilla", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|CodeSignal", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Primarily engineering hiring at volume → CodeSignal"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|HackerRank", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(or HackerRank): deeper technical assessments with a collaborative IDE"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|Criteria Corp", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deeper, science-backed testing validated on 80M+ tests, but heavier, slower, and pricier — often overkill for a mid-sized firm"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|Harver", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume frontline/ops hiring → Harver or Sova"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|Sova", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Sova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-volume frontline/ops hiring → Harver or Sova"}, {"id": "mai-20260917-1752-baseline|c160-m2|deepseek-small|Adaface", "prompt": "c160-m2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a solid TestGorilla alternative for anti-cheat and cost control"}, {"id": "mai-20260917-1752-baseline|c160-m2|google-small|TestGorilla", "prompt": "c160-m2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: TestGorilla ... go with **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m2|google-small|Canditech", "prompt": "c160-m2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Canditech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Realistic Work Samples: Canditech"}, {"id": "mai-20260917-1752-baseline|c160-m2|google-small|Testlify", "prompt": "c160-m2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget-Conscious & Fast-Scaling: Testlify"}, {"id": "mai-20260917-1752-baseline|c160-m2|google-small|Criteria Corp", "prompt": "c160-m2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Criteria Corp is a gold standard"}, {"id": "mai-20260917-1752-baseline|c160-m2|meta-small|Testlify", "prompt": "c160-m2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended skills testing tool for hiring for a mid-sized B2B company is Testlify"}, {"id": "mai-20260917-1752-baseline|c160-m2|meta-small|TestTrick", "prompt": "c160-m2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are TestTrick, TestGorilla, and EmployTest."}, {"id": "mai-20260917-1752-baseline|c160-m2|meta-small|TestGorilla", "prompt": "c160-m2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TestGorilla is a skills assessment tool that is best for small and mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c160-m2|meta-small|EmployTest", "prompt": "c160-m2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EmployTest is a pre-employment assessment tool that offers a skills library and is suitable for SMB budgets."}, {"id": "mai-20260917-1752-baseline|c160-m2|minimax-small|iMocha", "prompt": "c160-m2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're primarily hiring **technical or IT talent**, iMocha's specialized library is a solid fit."}, {"id": "mai-20260917-1752-baseline|c160-m2|minimax-small|VidCruiter", "prompt": "c160-m2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "VidCruiter is frequently mentioned as a strong choice for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c160-m2|minimax-small|Test Partnership", "prompt": "c160-m2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Test Partnership", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If **compliance and validity** are top priorities, look at Test Partnership."}, {"id": "mai-20260917-1752-baseline|c160-m2|mistral-small|iMocha", "prompt": "c160-m2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for technical, IT, and digital roles, offering a large library of coding and skills tests."}, {"id": "mai-20260917-1752-baseline|c160-m2|mistral-small|Greenhouse", "prompt": "c160-m2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its structured hiring framework and extensive integration network... especially strong for mid-market to enterprise companies."}, {"id": "mai-20260917-1752-baseline|c160-m2|mistral-small|Criteria", "prompt": "c160-m2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a broad range of assessment types (personality, behavioral, cognitive) and is suitable for SMB to enterprise"}, {"id": "mai-20260917-1752-baseline|c160-m2|mistral-small|Testlify", "prompt": "c160-m2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for its customization options, strong analytics, and ATS integration"}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|TestGorilla", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Rounder: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|HackerRank", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Technical/Engineering Hiring: **HackerRank** or **Codility**"}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|Codility", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Codility: Better if you want clean automation, code playback, and repeatable assessments"}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|iMocha", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you only hire engineers occasionally, TestGorilla or **iMocha** may suffice."}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|Criteria Corp", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Professional/Client-Facing Roles: **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|Vervoe", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Realistic Evaluations: **Vervoe**"}, {"id": "mai-20260917-1752-baseline|c160-m2|moonshot-small|Xobin", "prompt": "c160-m2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Xobin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget conscious / lean team | TestGorilla or **Xobin**"}, {"id": "mai-20260917-1752-baseline|c160-m2|openai-small|TestGorilla", "prompt": "c160-m2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TestGorilla** as the default choice"}, {"id": "mai-20260917-1752-baseline|c160-m2|openai-small|Criteria Corp", "prompt": "c160-m2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a more enterprise-leaning, science-backed assessment suite"}, {"id": "mai-20260917-1752-baseline|c160-m2|openai-small|HackerRank", "prompt": "c160-m2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your hiring is mostly software engineering and coding-heavy"}, {"id": "mai-20260917-1752-baseline|c160-m2|openai-small|Testlify", "prompt": "c160-m2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want lots of assessment volume and AI-driven workflows"}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|TestGorilla", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend TestGorilla as the top skills testing tool for a mid-sized B2B company."}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|Criteria Corp", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More cognitive/personality-focused; quote-based pricing higher for mixed roles"}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|Predictive Index", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For behavioral emphasis, add Predictive Index."}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|HackerRank", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B focus is heavily technical, pair with HackerRank."}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|Codility", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tech-only; too narrow for general B2B"}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|iMocha", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less broad validation for non-tech"}, {"id": "mai-20260917-1752-baseline|c160-m2|xai-small|Vervoe", "prompt": "c160-m2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less broad validation for non-tech"}, {"id": "mai-20260917-1752-baseline|c160-m2|zai-small|TestGorilla", "prompt": "c160-m2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, TestGorilla is the best starting point"}, {"id": "mai-20260917-1752-baseline|c160-m2|zai-small|Test Partnership", "prompt": "c160-m2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Test Partnership", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Test Partnership is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c160-m2|zai-small|Criteria Corp", "prompt": "c160-m2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Criteria Corp if you need a full talent lifecycle solution with deep validation"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Bryq", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Bryq/Criteria if:** You are focused on scientific hiring, culture fit, and predicting future performance"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|TestGorilla", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose TestGorilla if:** You are a small-to-medium business wanting an easy, affordable way to stop using resumes"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Harver", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Harver if:** You need to hire hundreds or thousands of frontline employees quickly"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|HackerRank", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose HackerRank/Codility if:** You are hiring software developers and need rigorous technical validation."}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Mercer Mettl", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Mercer Mettl/Testlify if:** You are a large enterprise needing robust compliance"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Vervoe", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vervoe uses realistic work simulations to filter quickly"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Testlify", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Mercer Mettl/Testlify if:** You are a large enterprise needing robust compliance, massive scale"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Codility", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose HackerRank/Codility if:** You are hiring software developers"}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|iMocha", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Specialists (HackerRank, Codility, iMocha):** These are built specifically for engineers."}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Criteria Corp", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Scientific / Predictive (Bryq, Criteria Corp):** These focus less on speed and more on \"quality of hire.\""}, {"id": "mai-20260917-1752-baseline|c160-m3|alibaba-small|Unstop", "prompt": "c160-m3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Unstop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Strict Proctoring (Unstop, Mercer Mettl, HackerRank:** These platforms offer advanced \"AI proctoring\""}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|TestGorilla", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla is a skills-first platform offering a test library of 350+ validated skills tests spanning cognitive ability, personality, coding tests, job-specific and role-specific skills"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|Paradox", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paradox is known for its conversational AI assistant called Olivia... Many organizations use Paradox for high-volume hiring environments"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|C-Factor AI", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "C-Factor AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "C-Factor AI is an AI-powered assessment intelligence platform that combines AI-guided assessment design with gamified evaluation methods"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|iSpring Suite", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like iSpring Suite, ProProfs Quiz Maker, and Easy LMS are available"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|ProProfs Quiz Maker", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "ProProfs Quiz Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like iSpring Suite, ProProfs Quiz Maker, and Easy LMS are available"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|Easy LMS", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Easy LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like iSpring Suite, ProProfs Quiz Maker, and Easy LMS are available"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|FlexiQuiz", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "FlexiQuiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FlexiQuiz and Test Invite offer flexible, configurable test building for compliance and certification needs"}, {"id": "mai-20260917-1752-baseline|c160-m3|anthropic-small|Test Invite", "prompt": "c160-m3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Test Invite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "FlexiQuiz and Test Invite offer flexible, configurable test building for compliance and certification needs"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|TestGorilla", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**TestGorilla**: Best for broad pre-employment screening across many roles"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|Mercer | Mettl", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mercer | Mettl**: Best for enterprise assessments and psychometric testing"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|iMocha", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**iMocha**: Best for enterprise skills assessment at scale"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|HackerRank", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HackerRank**: Best for technical and developer hiring"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|CodeSignal", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CodeSignal**: Best for advanced engineering hiring and benchmarking"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|Harver", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Harver**: Best for high-volume frontline hiring"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|Criteria Corp", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Criteria Corp**: Best for psychometric and cognitive testing"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|Bryq", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Bryq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Bryq**: Best for skills-based hiring with cognitive and personality assessment"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|Unstop", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Unstop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Unstop**: Best for end-to-end hiring, campus hiring, and volume recruitment"}, {"id": "mai-20260917-1752-baseline|c160-m3|challenger-small|Testlify", "prompt": "c160-m3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Testlify**: Best for enterprise and high-volume hiring across role types"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|TestGorilla", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hiring across all departments (SMB):** TestGorilla or Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|Testlify", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Testlify** | Enterprise/high-volume, all role types | 3,000+ tests"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|iMocha", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**iMocha** | Tech + enterprise skills verification"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|Criteria Corp", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Validated science + bias compliance:** Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|HackerRank", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High-volume technical/engineering roles:** HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|Codility", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**High-volume technical/engineering roles:** HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|CoderPad", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Live pair-programming interviews:** CoderPad"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|CodeSignal", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**CodeSignal** | Patented automated scoring for coding problems"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|Vervoe", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Hiring across all departments (SMB):** TestGorilla or Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|Mercer Mettl", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Large enterprise, compliance-driven, global:** Mercer Mettl or SHL"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|SHL", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Large enterprise, compliance-driven, global:** Mercer Mettl or SHL"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|HireVue", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**HireVue** | AI video interviews + game-based assessments"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|AbilityScreen", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "AbilityScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Realistic job simulations:** Vervoe or AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c160-m3|deepseek-small|Gappeo", "prompt": "c160-m3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Gappeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Transparent/free tier:** 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"Best For: Mid-market companies and general, multi-measure skills testing."}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Criteria Corp", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Scientifically validated cognitive aptitude and psychometric testing."}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Canditech", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Canditech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Realistic, interactive job simulations."}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|HackerRank", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, 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"override": null, "weight": 1, "pos": 7, "ev": "Quizizz offers superior asynchronous capabilities"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Kahoot!", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Kahoot!", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kahoot! is heavily focused on fast-paced, synchronous, teacher-led competition"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Canvas", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Canvas & Moodle (LMS Assessments)"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Moodle", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Canvas & Moodle (LMS Assessments)"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Honorlock", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Honorlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Honorlock uses a hybrid approach"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Proctorio", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Proctorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Proctorio is fully automated, relying on AI to flag suspicious movement"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|MagicSchool AI", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "MagicSchool AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "MagicSchool AI & Diffit ... AI-powered assessment generation and personalization"}, {"id": "mai-20260917-1752-baseline|c160-m3|google-small|Diffit", "prompt": "c160-m3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Diffit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "MagicSchool AI & Diffit"}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Hire-Match", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Hire-Match", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top assessment platforms include Hire-Match, TestGorilla, Harver, Criteria Corp, Predictive Index, Testlify, HackerRank, Codility, Vervoe, and iMocha."}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|TestGorilla", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top assessment platforms include Hire-Match, TestGorilla, Harver..."}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Harver", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top assessment platforms include ... Harver, Criteria Corp..."}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Criteria Corp", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Criteria Corp, Predictive Index, Testlify..."}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Predictive Index", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Criteria Corp, Predictive Index, Testlify, HackerRank..."}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Testlify", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Testlify leads on breadth and enterprise integration depth"}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|HackerRank", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HackerRank on coding depth"}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Codility", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HackerRank, Codility, Vervoe, and iMocha"}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|Vervoe", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vervoe on work sample simulations"}, {"id": "mai-20260917-1752-baseline|c160-m3|meta-small|iMocha", "prompt": "c160-m3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Codility, Vervoe, and iMocha"}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|Questionmark", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ExamSoft** or **Questionmark** – industry-standard security, detailed reporting, compliance-first."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|Mercer Mettl", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercer Mettl** – worldwide delivery, many languages, robust analytics."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|ExamSoft", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "ExamSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ExamSoft** or **Questionmark** – industry-standard security, detailed reporting, compliance-first."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|TAO Testing", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TAO Testing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise / certification → Questionmark, Mercer Mettl, ExamSoft, TAO Testing"}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|Learnology", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Learnology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Learnology** (API-first)"}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|Codility", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Codility** (structured, automated grading) or **HackerEarth** (large question bank, strong analytics)."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|HackerEarth", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerEarth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Codility** (structured, automated grading) or **HackerEarth** (large question bank, strong analytics)."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|TestGorilla", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**TestGorilla** or **eSkill** – good per-user pricing, solid reporting, easy ATS integration."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|eSkill", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "eSkill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**TestGorilla** or **eSkill** – good per-user pricing, solid reporting, easy ATS integration."}, {"id": "mai-20260917-1752-baseline|c160-m3|minimax-small|Vervoe", "prompt": "c160-m3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Recruitment / pre-employment → 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null, "weight": 2, "pos": 5, "ev": "**Best for:** Behavioral Insights and Employee Development"}, {"id": "mai-20260917-1752-baseline|c160-m3|moonshot-small|Testlify", "prompt": "c160-m3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** AI-Powered Hiring Automation"}, {"id": "mai-20260917-1752-baseline|c160-m3|moonshot-small|HackerRank", "prompt": "c160-m3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Technical and Coding Assessments"}, {"id": "mai-20260917-1752-baseline|c160-m3|moonshot-small|Codility", "prompt": "c160-m3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Real-World Engineering Assessments"}, {"id": "mai-20260917-1752-baseline|c160-m3|moonshot-small|Vervoe", "prompt": "c160-m3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Skills-Based Work Simulations"}, {"id": "mai-20260917-1752-baseline|c160-m3|moonshot-small|iMocha", "prompt": "c160-m3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for:** Enterprise Skills Intelligence"}, {"id": "mai-20260917-1752-baseline|c160-m3|openai-small|TestGorilla", "prompt": "c160-m3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Fast hiring screening for many roles** → TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m3|openai-small|Mercer | Mettl", "prompt": "c160-m3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise assessments with proctoring** → Mercer | Mettl, SHL"}, {"id": "mai-20260917-1752-baseline|c160-m3|openai-small|Criteria", "prompt": "c160-m3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Criteria** — emphasizes psychometric quality and defensible hiring assessments."}, {"id": "mai-20260917-1752-baseline|c160-m3|openai-small|SHL", "prompt": "c160-m3", "model": "openai-small", "cat": "candidate-assessment", "variant": 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"model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla for quick SMB screening"}, {"id": "mai-20260917-1752-baseline|c160-m3|xai-small|iMocha", "prompt": "c160-m3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "iMocha for tech enterprises"}, {"id": "mai-20260917-1752-baseline|c160-m3|xai-small|Mercer | Mettl", "prompt": "c160-m3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise psychometrics, high-volume ... 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"vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Testlify is a strong contender if you need to hire in bulk"}, {"id": "mai-20260917-1752-baseline|c160-m4|anthropic-small|TestGorilla", "prompt": "c160-m4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla is widely recommended as the best choice for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline|c160-m4|anthropic-small|Vervoe", "prompt": "c160-m4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vervoe, which starts cheapest at $19/month with job simulations"}, {"id": "mai-20260917-1752-baseline|c160-m4|anthropic-small|Testlify", "prompt": "c160-m4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Testlify, offering affordable plans starting at $19/month with 1400+ multilingual assessments"}, {"id": "mai-20260917-1752-baseline|c160-m4|anthropic-small|The Hire Talent", "prompt": "c160-m4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "The Hire Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed especially for small and growing businesses with straightforward, affordable hiring assessments"}, {"id": "mai-20260917-1752-baseline|c160-m4|anthropic-small|Toggl Hire", "prompt": "c160-m4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as TestGorilla or Toggl Hire, which offer free assessments for 5 candidates"}, {"id": "mai-20260917-1752-baseline|c160-m4|challenger-small|TestGorilla", "prompt": "c160-m4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best pre-employment assessment platform is usually **TestGorilla** if you want the strongest overall mix of low entry cost, broad test coverage, and a free tier"}, {"id": "mai-20260917-1752-baseline|c160-m4|challenger-small|EmployTest", "prompt": "c160-m4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your hiring volume is very low, **EmployTest** can be even cheaper on a per-use basis"}, {"id": "mai-20260917-1752-baseline|c160-m4|challenger-small|Toggl Hire", "prompt": "c160-m4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want simple free screening with strict limits:** **Toggl Hire** offers a free plan with **5 candidates per job**"}, {"id": "mai-20260917-1752-baseline|c160-m4|deepseek-small|TestGorilla", "prompt": "c160-m4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick a single \"best\" for a budget-conscious company, it would be **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m4|deepseek-small|Vervoe", "prompt": "c160-m4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vervoe** \\u2014 Cheapest Paid Option"}, {"id": "mai-20260917-1752-baseline|c160-m4|deepseek-small|EmployTest", "prompt": "c160-m4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Occasional/Burst Hiring"}, {"id": "mai-20260917-1752-baseline|c160-m4|deepseek-small|Canditech", "prompt": "c160-m4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Canditech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low-Cost Simulation Testing"}, {"id": "mai-20260917-1752-baseline|c160-m4|deepseek-small|JobCannon Scale", "prompt": "c160-m4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon Scale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JobCannon** (flat rate) becomes cheapest per candidate"}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|SHL", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade legacy platforms (like SHL, Predictive Index, or Hogan) require expensive annual contracts and formal setup fees."}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|Predictive Index", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Predictive Index", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade legacy platforms (like SHL, Predictive Index, or Hogan) require expensive annual contracts and formal setup fees."}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|Hogan", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hogan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade legacy platforms (like SHL, Predictive Index, or Hogan) require expensive annual contracts and formal setup fees."}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|Toggl Hire", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Toggl Hire if you want the absolute best free tier for general, fast-paced skills testing."}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|JobCannon", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose JobCannon if your priority is personality, behavioral fit, and culture matching at an extremely low price."}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|TestGorilla", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Catch: While highly popular, their free plan is single-user only... require a steep annual commitment starting at $142/month"}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|TestTrick", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose TestTrick if you have a small budget ($35/mo) but want a fully-featured paid platform"}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|Truffle (Hire Truffle)", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Truffle (Hire Truffle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Small businesses wanting to combine video interviews and basic assessments."}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|TestDome", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose TestDome if you want zero monthly subscriptions"}, {"id": "mai-20260917-1752-baseline|c160-m4|google-small|TestInvite", "prompt": "c160-m4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestInvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "TestInvite allows you to run high-integrity tests for only a few dollars per candidate without a monthly commitment."}, {"id": "mai-20260917-1752-baseline|c160-m4|meta-small|JobCannon", "prompt": "c160-m4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best pre-employment assessment platform for a company with a limited budget is JobCannon"}, {"id": "mai-20260917-1752-baseline|c160-m4|meta-small|EmployTest", "prompt": "c160-m4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include EmployTest, Vervoe, Canditech, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m4|meta-small|Vervoe", "prompt": "c160-m4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include EmployTest, Vervoe, Canditech, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m4|meta-small|Canditech", "prompt": "c160-m4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Canditech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include EmployTest, Vervoe, Canditech, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m4|meta-small|HackerRank", "prompt": "c160-m4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include EmployTest, Vervoe, Canditech, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m4|meta-small|TestGorilla", "prompt": "c160-m4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include EmployTest, Vervoe, Canditech, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-m4|minimax-small|TestGorilla", "prompt": "c160-m4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. TestGorilla** ⭐ *Best Overall for Budget*"}, {"id": "mai-20260917-1752-baseline|c160-m4|minimax-small|EmployTest", "prompt": "c160-m4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you hire infrequently**, EmployTest's $199 credit pack will last a long time"}, {"id": "mai-20260917-1752-baseline|c160-m4|minimax-small|Vervoe", "prompt": "c160-m4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very affordable starting price. Good for assessment grading efficiency."}, {"id": "mai-20260917-1752-baseline|c160-m4|minimax-small|Hirevire", "prompt": "c160-m4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "⭐ *Most Affordable* ... \"most affordable solution in its class\""}, {"id": "mai-20260917-1752-baseline|c160-m4|minimax-small|Toggl Hire", "prompt": "c160-m4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free plan option mentioned in reviews."}, {"id": "mai-20260917-1752-baseline|c160-m4|mistral-small|Vervoe", "prompt": "c160-m4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vervoe and Canditech are the most affordable per-candidate options"}, {"id": "mai-20260917-1752-baseline|c160-m4|mistral-small|Canditech", "prompt": "c160-m4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Canditech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vervoe and Canditech are the most affordable per-candidate options"}, {"id": "mai-20260917-1752-baseline|c160-m4|mistral-small|Toggl Hire", "prompt": "c160-m4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Available for $199 per month, it provides a good balance of affordability and features"}, {"id": "mai-20260917-1752-baseline|c160-m4|mistral-small|TestGorilla (Core plan)", "prompt": "c160-m4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla (Core plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestGorilla and JobCannon offer more comprehensive suites at reasonable flat rates"}, {"id": "mai-20260917-1752-baseline|c160-m4|mistral-small|JobCannon (Scale plan)", "prompt": "c160-m4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon (Scale plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JobCannon\"s Scale plan is about $1,990 per year (flat rate), which is very budget-friendly"}, {"id": "mai-20260917-1752-baseline|c160-m4|moonshot-small|TestGorilla", "prompt": "c160-m4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have almost no budget**: Start with **TestGorilla's free plan**—it genuinely offers useful screening tools at no cost"}, {"id": "mai-20260917-1752-baseline|c160-m4|moonshot-small|Vervoe", "prompt": "c160-m4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vervoe** at $19/month provides the lowest entry point for a full assessment platform"}, {"id": "mai-20260917-1752-baseline|c160-m4|moonshot-small|EmployTest", "prompt": "c160-m4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EmployTest's** credit packs let you pay only when you need assessments"}, {"id": "mai-20260917-1752-baseline|c160-m4|moonshot-small|Hirevire", "prompt": "c160-m4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Hirevire** - Budget Video Screening"}, {"id": "mai-20260917-1752-baseline|c160-m4|moonshot-small|Criteria Corp", "prompt": "c160-m4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: Criteria Corp appears to require custom quotes with contracts reportedly starting around $5,000-$13,000+ annually"}, {"id": "mai-20260917-1752-baseline|c160-m4|openai-small|TestGorilla", "prompt": "c160-m4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla is probably the best starting point** for most small and mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c160-m4|openai-small|EmployTest", "prompt": "c160-m4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "may be worth a look if you want pricing that is not tied to annual employee-based contracts"}, {"id": "mai-20260917-1752-baseline|c160-m4|openai-small|Wonderlic Select", "prompt": "c160-m4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Wonderlic Select", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "solid products, but pricing is less transparent or more customized, which usually makes them less budget-friendly"}, {"id": "mai-20260917-1752-baseline|c160-m4|openai-small|SHL", "prompt": "c160-m4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "solid products, but pricing is less transparent or more customized, which usually makes them less budget-friendly"}, {"id": "mai-20260917-1752-baseline|c160-m4|xai-small|TestGorilla", "prompt": "c160-m4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla stands out as the best pre-employment assessment platform for companies with a limited budget"}, {"id": "mai-20260917-1752-baseline|c160-m4|xai-small|TestTrick", "prompt": "c160-m4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "$35/month (Starter: 100 credits, 3 users) ... Unlimited assessments"}, {"id": "mai-20260917-1752-baseline|c160-m4|xai-small|Vervoe", "prompt": "c160-m4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$19–$29/month ... but caps may limit volume"}, {"id": "mai-20260917-1752-baseline|c160-m4|xai-small|Hirevire", "prompt": "c160-m4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$39/month (Essentials, annual) ... great for work samples"}, {"id": "mai-20260917-1752-baseline|c160-m4|xai-small|Truffle", "prompt": "c160-m4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$49/month (credit-based, ~$1/candidate) ... SMB-focused; no annual lock-in"}, {"id": "mai-20260917-1752-baseline|c160-m4|xai-small|HackerRank", "prompt": "c160-m4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "role types (e.g., tech → HackerRank at $199/month)"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|TestGorilla", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best all‑around, budget‑friendly pre‑employment assessment platform is **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|Hirevire", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hirevire — most affordable for video‑based screening"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|HireVue", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You prioritize **video‑interview workflows** (Hirevire or HireVue might be a better fit)."}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|Predictive Index", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Predictive Index", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Predictive Index, Hogan, SHL are more suited for that, but they’re much more expensive"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|Hogan", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hogan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictive Index, Hogan, SHL are more suited for that, but they’re much more expensive"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|SHL", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Predictive Index, Hogan, SHL are more suited for that, but they’re much more expensive"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|JobCannon", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**JobCannon** is a strong contender"}, {"id": "mai-20260917-1752-baseline|c160-m4|zai-small|Vervoe", "prompt": "c160-m4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Vervoe** is worth exploring—but expect higher contracts"}, {"id": "mai-20260917-1752-baseline|c160-m5|alibaba-small|HireVue", "prompt": "c160-m5", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "pre-employment assessment platforms (e.g., HireVue, TestGorilla, Pymetrics, etc.)"}, {"id": "mai-20260917-1752-baseline|c160-m5|alibaba-small|TestGorilla", "prompt": "c160-m5", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., HireVue, TestGorilla, Pymetrics, etc."}, {"id": "mai-20260917-1752-baseline|c160-m5|alibaba-small|Pymetrics", "prompt": "c160-m5", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., HireVue, TestGorilla, Pymetrics, etc."}, {"id": "mai-20260917-1752-baseline|c160-m5|deepseek-small|TestGorilla", "prompt": "c160-m5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors publish pricing (TestGorilla, EmployTest, Vervoe, HackerRank, etc.), which makes comparison easier"}, {"id": "mai-20260917-1752-baseline|c160-m5|deepseek-small|EmployTest", "prompt": "c160-m5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "EmployTest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some vendors publish pricing (TestGorilla, EmployTest, Vervoe, HackerRank, etc.)"}, {"id": "mai-20260917-1752-baseline|c160-m5|deepseek-small|Vervoe", "prompt": "c160-m5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some vendors publish pricing (TestGorilla, EmployTest, Vervoe, HackerRank, etc.)"}, {"id": "mai-20260917-1752-baseline|c160-m5|deepseek-small|HackerRank", "prompt": "c160-m5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some vendors publish pricing (TestGorilla, EmployTest, Vervoe, HackerRank, etc.)"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|Criteria Corp", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad/Multi-measure (Skills + Behavioral + Cognitive): Criteria Corp, TestGorilla, Bryq, HighMatch"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|TestGorilla", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Broad/Multi-measure (Skills + Behavioral + Cognitive): Criteria Corp, TestGorilla, Bryq, HighMatch"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|Bryq", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Bryq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broad/Multi-measure (Skills + Behavioral + Cognitive): Criteria Corp, TestGorilla, Bryq, HighMatch"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|HighMatch", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HighMatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broad/Multi-measure (Skills + Behavioral + Cognitive): Criteria Corp, TestGorilla, Bryq, HighMatch"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|The Predictive Index", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "The Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Behavioral/Work-style Focused: The Predictive Index, Plum"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|Plum", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Behavioral/Work-style Focused: The Predictive Index, Plum"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|Codility", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tech/Coding Focused (if you are a software-heavy company): Codility, HackerRank, iMocha"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|HackerRank", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tech/Coding Focused (if you are a software-heavy company): Codility, HackerRank, iMocha"}, {"id": "mai-20260917-1752-baseline|c160-m5|google-small|iMocha", "prompt": "c160-m5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tech/Coding Focused (if you are a software-heavy company): Codility, HackerRank, iMocha"}, {"id": "mai-20260917-1752-baseline|c160-m5|moonshot-small|HackerRank", "prompt": "c160-m5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Technical roles**: Coding challenges, skills simulations (HackerRank, Codility style)"}, {"id": "mai-20260917-1752-baseline|c160-m5|moonshot-small|Codility", "prompt": "c160-m5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "skills simulations (HackerRank, Codility style)"}, {"id": "mai-20260917-1752-baseline|c160-m5|moonshot-small|TestGorilla", "prompt": "c160-m5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TestGorilla** | Mixed-role, mid-market | ~$142/month (transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c160-m5|moonshot-small|Vervoe", "prompt": "c160-m5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vervoe** | Job simulations, skills-first | Self-serve, mid-market"}, {"id": "mai-20260917-1752-baseline|c160-m5|moonshot-small|Criteria Corp", "prompt": "c160-m5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Criteria Corp** | Cognitive + personality | $15K-$50K/year"}, {"id": "mai-20260917-1752-baseline|c160-m5|moonshot-small|Harver", "prompt": "c160-m5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-only solutions (like Harver) unless you have truly massive hiring volume, as they're likely overkill and overpriced for 500 employees."}, {"id": "mai-20260917-1752-baseline|c160-m5|xai-small|TestGorilla", "prompt": "c160-m5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla (best library/value)"}, {"id": "mai-20260917-1752-baseline|c160-m5|xai-small|Criteria Corp", "prompt": "c160-m5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Criteria Corp (validation leader)"}, {"id": "mai-20260917-1752-baseline|c160-m5|xai-small|Harver", "prompt": "c160-m5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Harver (volume/scalability)"}, {"id": "mai-20260917-1752-baseline|c160-m5|xai-small|iMocha", "prompt": "c160-m5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iMocha (skills-focused)"}, {"id": "mai-20260917-1752-baseline|c160-m5|xai-small|Adaface", "prompt": "c160-m5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adaface (custom tech tests)"}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|HireVue", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Known Controversies & Red Flags ... HireVue (AI Video Interview Platform) ... Why be cautious: ... significant legal and public scrutiny"}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|Hogan", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Hogan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stick to established providers (e.g., Hogan, SHL, Criteria) if the employer insists on personality testing."}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|SHL", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick to established providers (e.g., Hogan, SHL, Criteria)"}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|Criteria", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Criteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to established providers (e.g., Hogan, SHL, Criteria)"}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|TestDome", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tools like **TestDome**, **Codility** (for coders), or **TestGorilla** (with caution) are generally well-regarded"}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|Codility", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tools like **TestDome**, **Codility** (for coders) ... are generally well-regarded when used correctly"}, {"id": "mai-20260917-1752-baseline|c160-m6|alibaba-small|TestGorilla", "prompt": "c160-m6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**TestGorilla** (with caution)"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Proctorio", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Proctorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Repeatedly named in complaints over excessive biometric data collection and opaque AI."}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|ProctorU", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ProctorU", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Financial/legal scrutiny over data practices."}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Respondus", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Respondus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Included in privacy complaints for excessive data collection and reliance on unproven AI."}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Examity", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Examity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "flagged in EPIC's formal complaint to the DC Attorney General"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Honorlock", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Honorlock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Chrome-extension-only, which excludes many students; heavy AI monitoring ... creates frequent false positives"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Aon (ADEPT-15)", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Aon (ADEPT-15)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Subject of a 2024 FTC complaint ... alleging its adaptive personality test discriminates"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Workday", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "a 2024 class-action lawsuit (Mobley v. Workday) alleges its AI screening tools discriminate"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|HireVue", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Widely criticized as pseudoscientific emotion AI."}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|pymetrics", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "pymetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Many personality tests (pymetrics, ADEPT-15, behavioral \"games\") ask questions that map closely to disability traits"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|PowerSchool", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "PowerSchool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "The largest breach of children's data in U.S. history"}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Instructure / Canvas", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Instructure / Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Claimed major 2026 incident (~275 million user records ...), though not fully confirmed by the company."}, {"id": "mai-20260917-1752-baseline|c160-m6|deepseek-small|Mathspace", "prompt": "c160-m6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Mathspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "2026 breach exposing data on ~1.08 million students, parents, and staff via a Metabase vulnerability."}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|Proctorio", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Proctorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Key examples to approach with caution: Proctorio, Honorlock, Respondus Monitor, ProctorU (now Meazure Learning)."}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|Honorlock", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Honorlock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Key examples to approach with caution: Proctorio, Honorlock, Respondus Monitor, ProctorU"}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|Respondus Monitor", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Respondus Monitor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "class-action lawsuits under the Illinois Biometric Information Privacy Act (BIPA) have targeted universities and vendors (like Respondus)"}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|ProctorU (now Meazure Learning)", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ProctorU (now Meazure Learning)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Key examples to approach with caution: ... ProctorU (now Meazure Learning)"}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|HireVue", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Market leader HireVue famously **discontinued** its facial analysis scoring after heavy backlash and FTC complaints"}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|Eightfold AI", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like Eightfold AI have faced class-action lawsuits alleging that their automated candidate-scoring algorithms violate consumer protection laws"}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|HackerRank", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "basic coding puzzle platforms like HackerRank or Codility when using generic public questions) are easily solved by modern generative AI models"}, {"id": "mai-20260917-1752-baseline|c160-m6|google-small|Codility", "prompt": "c160-m6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "like HackerRank or Codility when using generic public questions) are easily solved by modern generative AI models"}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|Testlify", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Testlify for all-round skills assessment."}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|ASC Smarter Assessment", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ASC Smarter Assessment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ASC Smarter Assessment and TalentLens for regulated psychometric testing."}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|TalentLens", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TalentLens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ASC Smarter Assessment and TalentLens for regulated psychometric testing."}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|Skillmeter", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Skillmeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Skillmeter and TestGenius for coding-only hiring."}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|TestGenius", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGenius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Skillmeter and TestGenius for coding-only hiring."}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|The Talent Games", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "The Talent Games", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Talent Games (gamified) ... for candidate engagement."}, {"id": "mai-20260917-1752-baseline|c160-m6|meta-small|ThriveMap", "prompt": "c160-m6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ThriveMap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ThriveMap (realistic job previews) for candidate engagement."}, {"id": "mai-20260917-1752-baseline|c160-m6|minimax-small|ProctorU", "prompt": "c160-m6", "model": "minimax-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ProctorU", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ProctorU** has numerous negative reviews citing:\n- Technical failures and website glitches"}, {"id": "mai-20260917-1752-baseline|c160-m6|minimax-small|Glider.ai", "prompt": "c160-m6", "model": "minimax-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Glider.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "has been called one of the worst assessment tools by some users"}, {"id": "mai-20260917-1752-baseline|c160-m6|minimax-small|Test Gorilla", "prompt": "c160-m6", "model": "minimax-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Test Gorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has also received criticism from some users for poor user experience"}, {"id": "mai-20260917-1752-baseline|c160-m6|moonshot-small|Respondus", "prompt": "c160-m6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Respondus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "assessment platforms and types you should be cautious about ... **Respondus** - Browser lockdown and monitoring software"}, {"id": "mai-20260917-1752-baseline|c160-m6|moonshot-small|Proctorio", "prompt": "c160-m6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Proctorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Proctorio** - AI-based proctoring with facial recognition and gaze monitoring"}, {"id": "mai-20260917-1752-baseline|c160-m6|moonshot-small|ProctorU", "prompt": "c160-m6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ProctorU", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ProctorU** - Live proctoring service with webcam monitoring"}, {"id": "mai-20260917-1752-baseline|c160-m6|moonshot-small|Examity", "prompt": "c160-m6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Examity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examity** - Online proctoring with biometric data collection"}, {"id": "mai-20260917-1752-baseline|c160-m6|moonshot-small|Honorlock", "prompt": "c160-m6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Honorlock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Honorlock** - AI-powered exam monitoring"}, {"id": "mai-20260917-1752-baseline|c160-m6|xai-small|TestGorilla", "prompt": "c160-m6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent complaints about buggy tests, irrelevant or erroneous questions, unrealistic time limits... steep pricing with rigid annual subscriptions, and poor customer support"}, {"id": "mai-20260917-1752-baseline|c160-m6|xai-small|ProctorU", "prompt": "c160-m6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ProctorU", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Major data breach in 2020 exposed 444k+ users' names, emails, addresses, phones, and passwords."}, {"id": "mai-20260917-1752-baseline|c160-m6|xai-small|Glider.ai", "prompt": "c160-m6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Glider.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Described as highly invasive... Users report feeling violated, buggy environments"}, {"id": "mai-20260917-1752-baseline|c160-m6|xai-small|Dugga", "prompt": "c160-m6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Dugga", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Repeated technical failures preventing exam starts, poor support response times, login bugs"}, {"id": "mai-20260917-1752-baseline|c160-m6|xai-small|Myers-Briggs Type Indicator (MBTI)", "prompt": "c160-m6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Myers-Briggs Type Indicator (MBTI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip Myers-Briggs Type Indicator (MBTI) for hiring; its publisher deems it unethical due to low reliability"}, {"id": "mai-20260917-1752-baseline|c160-m6|xai-small|Testlify", "prompt": "c160-m6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Reputable alternatives like those with strong validation (e.g., some mention Testlify positively) prioritize usability and fairness."}, {"id": "mai-20260917-1752-baseline|c160-m6|zai-small|eSkill", "prompt": "c160-m6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "eSkill", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users report tests are designed to “fail” test takers... This is described as “rigged to fail” and “bogus.”"}, {"id": "mai-20260917-1752-baseline|c160-m6|zai-small|SkillCheck", "prompt": "c160-m6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SkillCheck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Strong technical content, but a poor candidate experience... clunky interface that leads to frustration and drop-off."}, {"id": "mai-20260917-1752-baseline|c160-m6|zai-small|ProctorU", "prompt": "c160-m6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "ProctorU", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviewers describe the platform as “completely unreliable,” with frequent technical glitches, long wait times, and unhelpful support."}, {"id": "mai-20260917-1752-baseline|c160-m6|zai-small|Pearson Vue (OnVUE)", "prompt": "c160-m6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Pearson Vue (OnVUE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple users report consistent crashes, blank screens, and slow support."}, {"id": "mai-20260917-1752-baseline|c160-m6|zai-small|British Council (IELTS Online)", "prompt": "c160-m6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "British Council (IELTS Online)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Users report critical software glitches that lock them out of the exam"}, {"id": "mai-20260917-1752-baseline|c160-s1|alibaba-small|TestGorilla", "prompt": "c160-s1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with a free trial of **TestGorilla**."}, {"id": "mai-20260917-1752-baseline|c160-s1|alibaba-small|Vervoe", "prompt": "c160-s1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vervoe (Best for Practical Work Simulations)"}, {"id": "mai-20260917-1752-baseline|c160-s1|alibaba-small|Aon", "prompt": "c160-s1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Aon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be more expensive and complex to set up than TestGorilla or Vervoe; often requires a bit more HR involvement."}, {"id": "mai-20260917-1752-baseline|c160-s1|alibaba-small|HackerRank", "prompt": "c160-s1", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specialized Option: HackerRank (Best for Software/Tech Teams)"}, {"id": "mai-20260917-1752-baseline|c160-s1|anthropic-small|Traitify by Crosschq", "prompt": "c160-s1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Traitify by Crosschq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended best for small business/lean recruiting teams"}, {"id": "mai-20260917-1752-baseline|c160-s1|anthropic-small|Truffle", "prompt": "c160-s1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for teams that need a simple way to screen candidates without adding a full recruiting platform"}, {"id": "mai-20260917-1752-baseline|c160-s1|anthropic-small|TestGorilla", "prompt": "c160-s1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular with fast-moving teams that want breadth and speed"}, {"id": "mai-20260917-1752-baseline|c160-s1|anthropic-small|TestnHire", "prompt": "c160-s1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestnHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Designed to cater to any level of business needs, small, mid or enterprise level"}, {"id": "mai-20260917-1752-baseline|c160-s1|anthropic-small|Canditech", "prompt": "c160-s1", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Canditech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stands out with customizable assessment tools supporting multiple question types"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|TestGorilla", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best general-purpose choice is usually **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|JobCannon", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JobCannon** is also a strong fit for SMBs wanting personality, aptitude, and behavioral assessment in one tool"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|GoodHire", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoodHire** is highlighted as the best SMB option for predictable pricing"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|HackerRank", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HackerRank** or **Codility** for technical testing"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|Codility", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HackerRank** or **Codility** for technical testing"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|Predictive Index", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for behavioral/culture fit:** **Predictive Index** or **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-s1|challenger-small|Criteria Corp", "prompt": "c160-s1", "model": "challenger-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for behavioral/culture fit:** **Predictive Index** or **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-s1|deepseek-small|TestGorilla", "prompt": "c160-s1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** as the default choice — it gives the best balance of breadth"}, {"id": "mai-20260917-1752-baseline|c160-s1|deepseek-small|Vervoe", "prompt": "c160-s1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vervoe** if you want realistic, AI-graded B2B job simulations"}, {"id": "mai-20260917-1752-baseline|c160-s1|deepseek-small|Toggl Hire", "prompt": "c160-s1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Toggl Hire** if you want to start free and need a simple, low-friction plug-and-play tool."}, {"id": "mai-20260917-1752-baseline|c160-s1|deepseek-small|Testlify", "prompt": "c160-s1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Testlify — Best for distributed/remote B2B teams**"}, {"id": "mai-20260917-1752-baseline|c160-s1|deepseek-small|EmployTest", "prompt": "c160-s1", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "direct", "raw": "EmployTest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EmployTest — Best ultra-budget option for SMBs**"}, {"id": "mai-20260917-1752-baseline|c160-s1|google-small|TestGorilla", "prompt": "c160-s1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall (All-in-One): **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-s1|google-small|Objective Management Group (OMG)", "prompt": "c160-s1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Objective Management Group (OMG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Stakes B2B Sales Hiring: **Objective Management Group (OMG)**"}, {"id": "mai-20260917-1752-baseline|c160-s1|google-small|Toggl Hire", "prompt": "c160-s1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech, Marketing, and Remote-First Teams: **Toggl Hire**"}, {"id": "mai-20260917-1752-baseline|c160-s1|google-small|Vervoe", "prompt": "c160-s1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Realistic Job Simulations: **Vervoe**"}, {"id": "mai-20260917-1752-baseline|c160-s1|google-small|Criteria Corp", "prompt": "c160-s1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Flat-Rate Predictability: **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-s1|google-small|SalesDrive", "prompt": "c160-s1", "model": "google-small", "cat": "candidate-assessment", "variant": "direct", "raw": "SalesDrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "choose **OMG** or **SalesDrive**"}, {"id": "mai-20260917-1752-baseline|c160-s1|meta-small|TestInvite", "prompt": "c160-s1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestInvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include TestInvite, TestGorilla, Testlify, Vervoe, and Toggl Hire."}, {"id": "mai-20260917-1752-baseline|c160-s1|meta-small|TestGorilla", "prompt": "c160-s1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include TestInvite, TestGorilla, Testlify, Vervoe, and Toggl Hire."}, {"id": "mai-20260917-1752-baseline|c160-s1|meta-small|Testlify", "prompt": "c160-s1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated options include TestInvite, TestGorilla, Testlify, Vervoe, and Toggl Hire."}, {"id": "mai-20260917-1752-baseline|c160-s1|meta-small|Vervoe", "prompt": "c160-s1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated options include TestInvite, TestGorilla, Testlify, Vervoe, and Toggl Hire."}, {"id": "mai-20260917-1752-baseline|c160-s1|meta-small|Toggl Hire", "prompt": "c160-s1", "model": "meta-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top-rated options include TestInvite, TestGorilla, Testlify, Vervoe, and Toggl Hire."}, {"id": "mai-20260917-1752-baseline|c160-s1|minimax-small|TestGorilla", "prompt": "c160-s1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** is likely your best bet because:"}, {"id": "mai-20260917-1752-baseline|c160-s1|minimax-small|Testlify", "prompt": "c160-s1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Testlify** — Best for Distributed Teams"}, {"id": "mai-20260917-1752-baseline|c160-s1|minimax-small|Vervoe", "prompt": "c160-s1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vervoe** — Best for Assessment Grading Efficiency"}, {"id": "mai-20260917-1752-baseline|c160-s1|minimax-small|Toggl Hire", "prompt": "c160-s1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Toggl Hire's free plan** is a solid alternative."}, {"id": "mai-20260917-1752-baseline|c160-s1|minimax-small|Criteria Corp", "prompt": "c160-s1", "model": "minimax-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Criteria Corp** — Best for EEOC Compliance"}, {"id": "mai-20260917-1752-baseline|c160-s1|mistral-small|TestGorilla", "prompt": "c160-s1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **TestGorilla** is often recommended due to its comprehensive test library and ease of use"}, {"id": "mai-20260917-1752-baseline|c160-s1|mistral-small|Testlify", "prompt": "c160-s1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for businesses with distributed teams"}, {"id": "mai-20260917-1752-baseline|c160-s1|mistral-small|Vervoe", "prompt": "c160-s1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for assessment grading efficiency, using AI"}, {"id": "mai-20260917-1752-baseline|c160-s1|mistral-small|EmployTest", "prompt": "c160-s1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically built for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c160-s1|mistral-small|Toggl Hire", "prompt": "c160-s1", "model": "mistral-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if budget is a concern, **Toggl Hire** or **EmployTest** may be more suitable"}, {"id": "mai-20260917-1752-baseline|c160-s1|moonshot-small|TestGorilla", "prompt": "c160-s1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, I'd recommend **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-s1|moonshot-small|Vervoe", "prompt": "c160-s1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vervoe** – Best for AI-Powered Grading"}, {"id": "mai-20260917-1752-baseline|c160-s1|moonshot-small|Criteria Corp", "prompt": "c160-s1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Criteria Corp** offers more validated psychometric assessments"}, {"id": "mai-20260917-1752-baseline|c160-s1|moonshot-small|Toggl Hire", "prompt": "c160-s1", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Toggl Hire** – Best Free Plan"}, {"id": "mai-20260917-1752-baseline|c160-s1|openai-small|TestGorilla", "prompt": "c160-s1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, the best default choice is usually **TestGorilla**."}, {"id": "mai-20260917-1752-baseline|c160-s1|openai-small|Wonderlic", "prompt": "c160-s1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Wonderlic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you mainly want simple cognitive pre-hire testing:** **Wonderlic**"}, {"id": "mai-20260917-1752-baseline|c160-s1|openai-small|Harver", "prompt": "c160-s1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **Harver** or **HireVue** rather than starting there"}, {"id": "mai-20260917-1752-baseline|c160-s1|openai-small|HireVue", "prompt": "c160-s1", "model": "openai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consider **Harver** or **HireVue** rather than starting there"}, {"id": "mai-20260917-1752-baseline|c160-s1|xai-small|TestGorilla", "prompt": "c160-s1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla stands out as a top choice for small businesses due to its balance of features, ease of use, and free tier."}, {"id": "mai-20260917-1752-baseline|c160-s1|xai-small|Criteria Corp (HireSelect)", "prompt": "c160-s1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp (HireSelect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TestGorilla/Criteria consistently top SMB lists for value and adoption."}, {"id": "mai-20260917-1752-baseline|c160-s1|xai-small|Toggl Hire", "prompt": "c160-s1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free plan, remote/tech teams ... Low budget? Go free-tier like Toggl Hire."}, {"id": "mai-20260917-1752-baseline|c160-s1|xai-small|Testlify", "prompt": "c160-s1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Distributed teams, cheat-proof | $139/month ... AI proctoring, 3,000+ tests"}, {"id": "mai-20260917-1752-baseline|c160-s1|xai-small|Vervoe", "prompt": "c160-s1", "model": "xai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Job simulations, quick grading | $19-75/month | AI auto-grading, custom simulations"}, {"id": "mai-20260917-1752-baseline|c160-s1|zai-small|TestGorilla", "prompt": "c160-s1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most flexible and cost‑effective for most small B2B teams:** **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-s1|zai-small|Vervoe", "prompt": "c160-s1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for role‑specific simulations and AI‑graded work samples:** **Vervoe**"}, {"id": "mai-20260917-1752-baseline|c160-s1|zai-small|EmployTest", "prompt": "c160-s1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for low‑volume, no‑contract hiring:** **EmployTest**"}, {"id": "mai-20260917-1752-baseline|c160-s1|zai-small|Criteria Corp", "prompt": "c160-s1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for validated, EEOC‑defensible assessments with deep ATS integration:** **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c160-s1|zai-small|HireVue/Harver", "prompt": "c160-s1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "HireVue/Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TestGorilla, Criteria Corp, and HireVue/Harver are strong here"}, {"id": "mai-20260917-1752-baseline|c160-s1|zai-small|JobCannon", "prompt": "c160-s1", "model": "zai-small", "cat": "candidate-assessment", "variant": "direct", "raw": "JobCannon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look for **webhook/API support** (JobCannon, TestGorilla, Vervoe)"}, {"id": "mai-20260917-1752-baseline|c160-s2|alibaba-small|TestGorilla", "prompt": "c160-s2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **TestGorilla** as your primary choice"}, {"id": "mai-20260917-1752-baseline|c160-s2|alibaba-small|Criteria Corp", "prompt": "c160-s2", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Criteria Corp** as a strong alternative if you have a higher budget"}, {"id": "mai-20260917-1752-baseline|c160-s2|anthropic-small|TestDome", "prompt": "c160-s2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with:\n- **LinkedIn Skill Assessments** ... - **TestDome** or **Codility** (if you hire technical roles)"}, {"id": "mai-20260917-1752-baseline|c160-s2|anthropic-small|HackerRank", "prompt": "c160-s2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**TestDome, HackerRank, or Codility** - Great for technical/developer roles"}, {"id": "mai-20260917-1752-baseline|c160-s2|anthropic-small|Codility", "prompt": "c160-s2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TestDome** or **Codility** (if you hire technical roles)"}, {"id": "mai-20260917-1752-baseline|c160-s2|anthropic-small|Pymetrics", "prompt": "c160-s2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pymetrics or Predictive Index** - Good for general aptitude and culture fit"}, {"id": "mai-20260917-1752-baseline|c160-s2|anthropic-small|Predictive Index", "prompt": "c160-s2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Predictive Index** (if you want broader capability assessment)"}, {"id": "mai-20260917-1752-baseline|c160-s2|anthropic-small|LinkedIn Skill Assessments", "prompt": "c160-s2", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "LinkedIn Skill Assessments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I'd suggest starting with:\n- **LinkedIn Skill Assessments** (if you're already recruiting there)"}, {"id": "mai-20260917-1752-baseline|c160-s2|challenger-small|TestGorilla", "prompt": "c160-s2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TestGorilla** as the default skills-testing tool"}, {"id": "mai-20260917-1752-baseline|c160-s2|challenger-small|HackerRank", "prompt": "c160-s2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your hiring is **mostly technical**, a tool like **HackerRank** or **Codility** may be better"}, {"id": "mai-20260917-1752-baseline|c160-s2|challenger-small|Codility", "prompt": "c160-s2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a tool like **HackerRank** or **Codility** may be better because those are singled out for coding-heavy hiring"}, {"id": "mai-20260917-1752-baseline|c160-s2|challenger-small|TestTrick", "prompt": "c160-s2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestTrick", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mentioned as lower-cost alternatives, but they are less robust than TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-s2|challenger-small|Google Forms", "prompt": "c160-s2", "model": "challenger-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower-cost alternatives, but they are less robust than TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-s2|deepseek-small|TestGorilla", "prompt": "c160-s2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **TestGorilla** **Best overall for a small B2B business.**"}, {"id": "mai-20260917-1752-baseline|c160-s2|deepseek-small|Toggl Hire", "prompt": "c160-s2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free & Lightweight Option: **Toggl Hire** **Best for small businesses on a tight budget.**"}, {"id": "mai-20260917-1752-baseline|c160-s2|deepseek-small|Vervoe", "prompt": "c160-s2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for high-stakes B2B sales or customer success roles."}, {"id": "mai-20260917-1752-baseline|c160-s2|deepseek-small|Testlify", "prompt": "c160-s2", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget-Friendly Alternative: **Testlify**"}, {"id": "mai-20260917-1752-baseline|c160-s2|google-small|Canditech", "prompt": "c160-s2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Canditech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Canditech is highly recommended... Choose Canditech if you want to see exactly how candidates handle realistic B2B day-to-day scenarios"}, {"id": "mai-20260917-1752-baseline|c160-s2|google-small|TestGorilla", "prompt": "c160-s2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be aware of the pricing structure... The annual lock-in can be frustrating for small businesses that only hire occasionally"}, {"id": "mai-20260917-1752-baseline|c160-s2|google-small|Objective Management Group (OMG)", "prompt": "c160-s2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Objective Management Group (OMG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose OMG if your only bottleneck is hiring B2B Account Executives/SDRs"}, {"id": "mai-20260917-1752-baseline|c160-s2|google-small|Toggl Hire", "prompt": "c160-s2", "model": "google-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Toggl Hire is an excellent choice"}, {"id": "mai-20260917-1752-baseline|c160-s2|meta-small|Testlify", "prompt": "c160-s2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend Testlify as a skills testing tool for hiring for a small business"}, {"id": "mai-20260917-1752-baseline|c160-s2|meta-small|TestGorilla", "prompt": "c160-s2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider include TestGorilla"}, {"id": "mai-20260917-1752-baseline|c160-s2|meta-small|Criteria", "prompt": "c160-s2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include TestGorilla, Criteria"}, {"id": "mai-20260917-1752-baseline|c160-s2|meta-small|TestTrick", "prompt": "c160-s2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider include TestGorilla, Criteria, TestTrick"}, {"id": "mai-20260917-1752-baseline|c160-s2|meta-small|HackerRank", "prompt": "c160-s2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TestTrick, HackerRank, and SHL, which also offer skills assessment and testing solutions"}, {"id": "mai-20260917-1752-baseline|c160-s2|meta-small|SHL", "prompt": "c160-s2", "model": "meta-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "SHL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HackerRank, and SHL, which also offer skills assessment and testing solutions for businesses"}, {"id": "mai-20260917-1752-baseline|c160-s2|minimax-small|TestGorilla", "prompt": "c160-s2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **TestGorilla** as your skills testing tool for hiring"}, {"id": "mai-20260917-1752-baseline|c160-s2|minimax-small|Toggl Hire", "prompt": "c160-s2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also has a free plan and is a good alternative, but TestGorilla's larger test library ... give it an edge."}, {"id": "mai-20260917-1752-baseline|c160-s2|minimax-small|iMocha", "prompt": "c160-s2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for technical roles, but may be more expensive"}, {"id": "mai-20260917-1752-baseline|c160-s2|minimax-small|Prerequisites", "prompt": "c160-s2", "model": "minimax-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Prerequisites", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Focuses on pre-employment testing, but TestGorilla's flexibility and pricing make it more suitable for small businesses."}, {"id": "mai-20260917-1752-baseline|c160-s2|mistral-small|TestGorilla", "prompt": "c160-s2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **TestGorilla** as a top skills testing tool for hiring"}, {"id": "mai-20260917-1752-baseline|c160-s2|mistral-small|TestInvite", "prompt": "c160-s2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestInvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options like TestInvite and Vervoe are also mentioned"}, {"id": "mai-20260917-1752-baseline|c160-s2|mistral-small|Vervoe", "prompt": "c160-s2", "model": "mistral-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options like TestInvite and Vervoe are also mentioned"}, {"id": "mai-20260917-1752-baseline|c160-s2|moonshot-small|TestGorilla", "prompt": "c160-s2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: TestGorilla ... My personal pick: Start with TestGorilla's free tier"}, {"id": "mai-20260917-1752-baseline|c160-s2|moonshot-small|Equip", "prompt": "c160-s2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Equip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: Equip"}, {"id": "mai-20260917-1752-baseline|c160-s2|moonshot-small|Hirevire", "prompt": "c160-s2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pair it with **Hirevire** for video screening"}, {"id": "mai-20260917-1752-baseline|c160-s2|moonshot-small|EmployTest", "prompt": "c160-s2", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Traditional Skills Testing: EmployTest"}, {"id": "mai-20260917-1752-baseline|c160-s2|openai-small|TestGorilla", "prompt": "c160-s2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **TestGorilla** as the first tool to look at"}, {"id": "mai-20260917-1752-baseline|c160-s2|openai-small|Criteria", "prompt": "c160-s2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Criteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Criteria** is a strong alternative for small businesses"}, {"id": "mai-20260917-1752-baseline|c160-s2|openai-small|Codility", "prompt": "c160-s2", "model": "openai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Codility** if you're mainly hiring engineers and need coding-focused assessments"}, {"id": "mai-20260917-1752-baseline|c160-s2|xai-small|TestGorilla", "prompt": "c160-s2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend TestGorilla as the top skills testing tool for a small B2B business."}, {"id": "mai-20260917-1752-baseline|c160-s2|xai-small|Toggl Hire", "prompt": "c160-s2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Toggl Hire** (if ultra-budget): Best free tier beyond TestGorilla's limits"}, {"id": "mai-20260917-1752-baseline|c160-s2|xai-small|Testlify", "prompt": "c160-s2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Testlify** (distributed/remote B2B teams): Strong in sales/CS tests, AI insights; affordable from ~$29/month."}, {"id": "mai-20260917-1752-baseline|c160-s2|xai-small|TestTrick", "prompt": "c160-s2", "model": "xai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TestTrick** (very low-volume): $49/month for 50 candidates"}, {"id": "mai-20260917-1752-baseline|c160-s2|zai-small|TestGorilla", "prompt": "c160-s2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TestGorilla** as your top choice"}, {"id": "mai-20260917-1752-baseline|c160-s2|zai-small|TestDome", "prompt": "c160-s2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you primarily need to test technical skills... but more expensive."}, {"id": "mai-20260917-1752-baseline|c160-s2|zai-small|HackerRank", "prompt": "c160-s2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for coding and technical assessments, but may be overkill"}, {"id": "mai-20260917-1752-baseline|c160-s2|zai-small|Codility", "prompt": "c160-s2", "model": "zai-small", "cat": "candidate-assessment", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for technical roles, offers advanced analytics, but has higher pricing and more complex setup."}, {"id": "mai-20260917-1752-baseline|c160-s3|alibaba-small|TestGorilla", "prompt": "c160-s3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla is widely considered the market leader for small-to-medium businesses... **Choose TestGorilla** if you want the industry standard"}, {"id": "mai-20260917-1752-baseline|c160-s3|alibaba-small|Testlify", "prompt": "c160-s3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Testlify** if you are bootstrapping and want to avoid annual contracts"}, {"id": "mai-20260917-1752-baseline|c160-s3|alibaba-small|Vervoe", "prompt": "c160-s3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Vervoe** if you are hiring for specific output-based roles"}, {"id": "mai-20260917-1752-baseline|c160-s3|alibaba-small|iMocha", "prompt": "c160-s3", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your \"small team\" is primarily engineering or IT, iMocha is often preferred over generalists."}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|Bryq", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for skills-based hiring, with flat subscription pricing and unlimited assessments with strong ATS integration."}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|TestGorilla", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Well-suited for SMBs and mid-market teams wanting broad test library functionality"}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|Criteria Corp", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built a reputation on scientific credibility."}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|Truffle", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed specifically for small businesses hiring without dedicated recruiters"}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|Working Genius", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Working Genius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-effective options, with Working Genius offering low per-person cost"}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|Belbin", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Belbin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Belbin providing practical role mapping"}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|HIGH5 Personality Test", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HIGH5 Personality Test", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Identifies the top five strengths of each team member"}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|Culture Amp", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines Engage, Develop, and Perform modules under one analytics layer."}, {"id": "mai-20260917-1752-baseline|c160-s3|anthropic-small|MyCulture.ai", "prompt": "c160-s3", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "MyCulture.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A configurable assessment platform built around culture, values, behaviors, work style, and role-fit questions."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|TestGorilla", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **TestGorilla** if you want the safest all-around SMB choice for structured hiring assessments."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Testlify", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Testlify** if you hire internationally or want lots of integrations."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Vervoe", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Vervoe** if grading speed and workflow automation matter most."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Toggl Hire", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often positioned as the free-plan/value option among pre-employment tools."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Questionmark", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Questionmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better for governance, reusable items, and structured publishing than quick screening."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|FlexiQuiz", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "FlexiQuiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **FlexiQuiz** if you just need something lightweight and fast to roll out."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Criteria Corp", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stronger focus on psychometric-style assessments than broad all-in-one screening."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Hirevire", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Hirevire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More centered on video interviews and candidate responses than traditional skills testing."}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Spark Hire", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Spark Hire** or **Willo** if your process is centered on video screening"}, {"id": "mai-20260917-1752-baseline|c160-s3|challenger-small|Willo", "prompt": "c160-s3", "model": "challenger-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Spark Hire** or **Willo** if your process is centered on video screening"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|TestGorilla", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla — Best all-around for small teams. The most common recommendation for SMBs."}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Criteria Corp", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"psychometric rigor\" option ... Trade-offs: Less self-serve; heavier-handed and often priced above casual SMB usage."}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Vervoe", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for realistic job simulations"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Testlify", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for distributed/international teams"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|HackerRank", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HackerRank / Codility — Best for engineering teams"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Codility", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HackerRank / Codility — Best for engineering teams"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Willo", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Willo / Spark Hire / myInterview — Best for video interviews"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Spark Hire", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Willo / Spark Hire / myInterview — Best for video interviews"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|myInterview", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "myInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Willo / Spark Hire / myInterview — Best for video interviews"}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|JobCannon", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "JobCannon: $199/month flat for a full catalogue (200+ instruments) — good if you hire a lot."}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|EmployTest", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Pay-as-you-go credit packs from ~$199 with no contract — good for burst hiring."}, {"id": "mai-20260917-1752-baseline|c160-s3|deepseek-small|Toggl Hire", "prompt": "c160-s3", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Toggl Hire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Toggl Hire is being retired by Toggl, so avoid it"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|SHL", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise assessment platforms (such as SHL or Hogan) are usually a poor fit"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|Hogan", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Hogan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional enterprise assessment platforms (such as SHL or Hogan) are usually a poor fit"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|TestGorilla", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TestGorilla: The Best All-Rounder ... TestGorilla is the industry standard"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|TestDome", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestDome: The Best for Occasional / Low-Volume Hiring"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|Truffle", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Truffle: The Best for Async Video & Generalist Screening"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|Toggl Hire", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Toggl Hire: The Best for Modern Candidate Experience"}, {"id": "mai-20260917-1752-baseline|c160-s3|google-small|JobCannon", "prompt": "c160-s3", "model": "google-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "JobCannon is a powerful budget-friendly disruptor"}, {"id": "mai-20260917-1752-baseline|c160-s3|meta-small|TestTrick", "prompt": "c160-s3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestTrick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestTrick is best for small teams that need straightforward skills testing across multiple roles without paying enterprise prices."}, {"id": "mai-20260917-1752-baseline|c160-s3|meta-small|QuizUp", "prompt": "c160-s3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "QuizUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuizUp is the lowest-priced of the top picks at $12.00/month, making it a good starting point"}, {"id": "mai-20260917-1752-baseline|c160-s3|meta-small|BlinkExam", "prompt": "c160-s3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "BlinkExam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlinkExam is another practical starting point for small teams without heavy admin overhead."}, {"id": "mai-20260917-1752-baseline|c160-s3|meta-small|TestGorilla", "prompt": "c160-s3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestGorilla is best for small-to-mid teams that want fast skills screening"}, {"id": "mai-20260917-1752-baseline|c160-s3|meta-small|Gappeo", "prompt": "c160-s3", "model": "meta-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Gappeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gappeo is best for teams wanting AI support without AI decisions"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|TestGorilla", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams wanting broad skills testing with self-serve setup"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|Bryq", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want predictive hiring insights? → Bryq"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|HireVue", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume screening? → HireVue or Spark Hire"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|Spark Hire", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams needing video interview + assessment combination"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|Truffle", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Streamlined assessment with ATS integration"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|Google Forms", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limitation: No advanced analytics or validated test libraries"}, {"id": "mai-20260917-1752-baseline|c160-s3|minimax-small|Quizizz", "prompt": "c160-s3", "model": "minimax-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Quizizz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very tight budget? → Google Forms or Quizizz (freemium)"}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|TestGorilla", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for SMBs and smaller teams that want a broad test library of skills tests and self-serve setup."}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|The Predictive Index", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "The Predictive Index", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "May require more setup and training compared to simpler platforms."}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|Testlify", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed to be user-friendly and quick to set up... Pricing is competitive for small teams."}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|Indeed Hiring Platform", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Indeed Hiring Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Assessments are straightforward but may not be as comprehensive as dedicated assessment tools."}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|HiPeople", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HiPeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on pre-employment assessments and candidate screening."}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|Bryq", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Bryq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emphasizes volume operations hiring (e.g., high-volume recruitment)."}, {"id": "mai-20260917-1752-baseline|c160-s3|mistral-small|Truffle", "prompt": "c160-s3", "model": "mistral-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Provides structured tests (personality, situational judgment, skills)."}, {"id": "mai-20260917-1752-baseline|c160-s3|moonshot-small|TestGorilla", "prompt": "c160-s3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** ⭐ Best Overall for Small Teams"}, {"id": "mai-20260917-1752-baseline|c160-s3|moonshot-small|CoderPad", "prompt": "c160-s3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TestGorilla** or **CoderPad** offer the best balance of features, pricing, and ease of use"}, {"id": "mai-20260917-1752-baseline|c160-s3|moonshot-small|CodeSignal", "prompt": "c160-s3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** ⭐ Best Value for Growing Teams"}, {"id": "mai-20260917-1752-baseline|c160-s3|moonshot-small|Vervoe", "prompt": "c160-s3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vervoe** ⭐ Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c160-s3|moonshot-small|Criteria Corp", "prompt": "c160-s3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Criteria Corp** ⭐ Best for Psychometric Testing"}, {"id": "mai-20260917-1752-baseline|c160-s3|moonshot-small|HackerRank", "prompt": "c160-s3", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher price point; can be prohibitive for very small teams"}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|TestGorilla", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**General hiring across multiple roles:** TestGorilla or Testlify."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|Testlify", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**General hiring across multiple roles:** TestGorilla or Testlify."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|Criteria", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Criteria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture/team fit and behavioral insight:** The Predictive Index or Criteria."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|The Predictive Index", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "The Predictive Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture/team fit and behavioral insight:** The Predictive Index or Criteria."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|HiPeople", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HiPeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need reference checks too:** HiPeople."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|Indeed Hiring Platform", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Indeed Hiring Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need lots of applicants fast:** Indeed Hiring Platform."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|Codility", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Engineering roles:** Codility or HackerRank."}, {"id": "mai-20260917-1752-baseline|c160-s3|openai-small|HackerRank", "prompt": "c160-s3", "model": "openai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Engineering roles:** Codility or HackerRank."}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|15Five", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **ongoing team assessments** (perf/360), start with 15Five or Small Improvements (cheapest, easiest)."}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|PerformYard", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly configurable forms/schedules; more customization than 15Five but pricier for basics"}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|Lattice", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive but scalable; more analytics/HR add-ons than 15Five; better for 50+ growth but modular to start small."}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|Small Improvements", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with 15Five or Small Improvements (cheapest, easiest)"}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|BambooHR", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one HR if needed; less standalone performance depth vs. dedicated tools"}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|TestGorilla", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For **hiring assessments**, TestGorilla."}, {"id": "mai-20260917-1752-baseline|c160-s3|xai-small|Testlify", "prompt": "c160-s3", "model": "xai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Similar to TestGorilla but faster setup; emphasizes repeatability for small hiring volumes."}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|Effy AI", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**5–10 people** | **Effy AI** (free up to 5 users) or **Connecteam** (free up to 10 users) | Low cost, minimal setup, simple workflows"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|PerformYard", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For | Companies with an established review process that won't change"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|15Five", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**10–25 people** | **15Five** or **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|Lattice", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**25–100 people** | **Culture Amp** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|TeamDynamics", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "TeamDynamics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Teams needing team behavior insights** | **TeamDynamics** | Research-backed, actionable team diagnostics"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|EmpMonitor Team Assessment Tools Comparison", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "EmpMonitor Team Assessment Tools Comparison", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For | Evidence-based team assessments requiring peer-reviewed validation"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|Octopus Intelligence Comparison", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Octopus Intelligence Comparison", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Key Differentiators | Dual-dimension assessments, data-driven insights, actionable playbooks"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|Culture Amp", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**25–100 people** | **Culture Amp** or **Lattice** | Benchmarking, analytics, scalability"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|Connecteam", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Effy AI** (free up to 5 users) or **Connecteam** (free up to 10 users) | Low cost, minimal setup, simple workflows"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|FeedbackPulse", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**10–25 people** | **15Five** or **FeedbackPulse** | Good balance of features and simplicity"}, {"id": "mai-20260917-1752-baseline|c160-s3|zai-small|SurveyMonkey", "prompt": "c160-s3", "model": "zai-small", "cat": "candidate-assessment", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best For | Versatile survey needs across many use cases"}, {"id": "mai-20260917-1752-baseline|c160-s4|alibaba-small|TestGorilla", "prompt": "c160-s4", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: TestGorilla (Best for Value & Free Usage)"}, {"id": "mai-20260917-1752-baseline|c160-s4|alibaba-small|Vervoe", "prompt": "c160-s4", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Vervoe (Best for Strict Cost Control)"}, {"id": "mai-20260917-1752-baseline|c160-s4|alibaba-small|Hirevire", "prompt": "c160-s4", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Hirevire** ... Video interviews & ATS integration"}, {"id": "mai-20260917-1752-baseline|c160-s4|anthropic-small|Truffle", "prompt": "c160-s4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a more comprehensive solution designed specifically for small businesses, Truffle offers good value without excessive complexity."}, {"id": "mai-20260917-1752-baseline|c160-s4|anthropic-small|TestGorilla", "prompt": "c160-s4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TestGorilla is particularly well-suited given its affordability and free tier"}, {"id": "mai-20260917-1752-baseline|c160-s4|anthropic-small|Criteria Corp", "prompt": "c160-s4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers affordable, easy-to-use talent assessment software with reliable cognitive and personality testing, perfect for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c160-s4|anthropic-small|Vervoe", "prompt": "c160-s4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vervoe starts at $19/month"}, {"id": "mai-20260917-1752-baseline|c160-s4|anthropic-small|Toggl Hire", "prompt": "c160-s4", "model": "anthropic-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider TestGorilla or Toggl Hire, both of which offer free assessments for 5 candidates."}, {"id": "mai-20260917-1752-baseline|c160-s4|challenger-small|TestGorilla", "prompt": "c160-s4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** is the strongest all-around choice"}, {"id": "mai-20260917-1752-baseline|c160-s4|challenger-small|Toggl Hire", "prompt": "c160-s4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Toggl Hire** is the main free-plan alternative, but its free tier is more limited"}, {"id": "mai-20260917-1752-baseline|c160-s4|challenger-small|Vervoe", "prompt": "c160-s4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good, but typically less budget-first than free-tier options"}, {"id": "mai-20260917-1752-baseline|c160-s4|challenger-small|EmployTest", "prompt": "c160-s4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **EmployTest** if you prefer **pay-per-test** pricing for occasional hiring"}, {"id": "mai-20260917-1752-baseline|c160-s4|challenger-small|Criteria Corp", "prompt": "c160-s4", "model": "challenger-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually pricier | Better if defensibility matters more than cost"}, {"id": "mai-20260917-1752-baseline|c160-s4|deepseek-small|TestGorilla", "prompt": "c160-s4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Short Answer: **TestGorilla (Free) or EmployTest (Pay-as-you-go)**"}, {"id": "mai-20260917-1752-baseline|c160-s4|deepseek-small|EmployTest", "prompt": "c160-s4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EmployTest** is the best *no-subscription* option"}, {"id": "mai-20260917-1752-baseline|c160-s4|deepseek-small|Vervoe", "prompt": "c160-s4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vervoe** offers the cheapest *advanced paid* features."}, {"id": "mai-20260917-1752-baseline|c160-s4|deepseek-small|JobCannon", "prompt": "c160-s4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the $79/month Team plan is the best value per test if you screen more than 10 candidates a month"}, {"id": "mai-20260917-1752-baseline|c160-s4|deepseek-small|Google Forms", "prompt": "c160-s4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cost $0 but lack anti-cheating and analytics"}, {"id": "mai-20260917-1752-baseline|c160-s4|deepseek-small|Toggl Hire", "prompt": "c160-s4", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(mentioned in one source) – has a free plan but search data wasn't available here"}, {"id": "mai-20260917-1752-baseline|c160-s4|google-small|TestDome", "prompt": "c160-s4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Occasional/Seasonal Hiring: **TestDome** ... TestDome is the industry standard for a **pay-as-you-go** model."}, {"id": "mai-20260917-1752-baseline|c160-s4|google-small|Toggl Hire", "prompt": "c160-s4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Continuous, Low-Volume Hiring: **Toggl Hire** ... incredibly cost-effective choice."}, {"id": "mai-20260917-1752-baseline|c160-s4|google-small|TestGorilla", "prompt": "c160-s4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**their paid plans require a steep annual commitment** (starting at $1,704/year), which is often a dealbreaker for tight budgets"}, {"id": "mai-20260917-1752-baseline|c160-s4|google-small|springhire", "prompt": "c160-s4", "model": "google-small", "cat": "candidate-assessment", "variant": "budget", "raw": "springhire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**springhire** is a budget-friendly alternative ... Starts at **$39 per month**."}, {"id": "mai-20260917-1752-baseline|c160-s4|meta-small|JobCannon", "prompt": "c160-s4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best pre-employment assessment platform for a small company with a tight budget is JobCannon"}, {"id": "mai-20260917-1752-baseline|c160-s4|meta-small|TestTrick", "prompt": "c160-s4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are TestTrick, EmployTest, Vervoe, Canditech, and HackerRank"}, {"id": "mai-20260917-1752-baseline|c160-s4|meta-small|EmployTest", "prompt": "c160-s4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are TestTrick, EmployTest, Vervoe, Canditech, and HackerRank"}, {"id": "mai-20260917-1752-baseline|c160-s4|meta-small|Vervoe", "prompt": "c160-s4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are TestTrick, EmployTest, Vervoe, Canditech, and HackerRank"}, {"id": "mai-20260917-1752-baseline|c160-s4|meta-small|Canditech", "prompt": "c160-s4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Canditech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are TestTrick, EmployTest, Vervoe, Canditech, and HackerRank"}, {"id": "mai-20260917-1752-baseline|c160-s4|meta-small|HackerRank", "prompt": "c160-s4", "model": "meta-small", "cat": "candidate-assessment", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are TestTrick, EmployTest, Vervoe, Canditech, and HackerRank"}, {"id": "mai-20260917-1752-baseline|c160-s4|minimax-small|Hirevire", "prompt": "c160-s4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need video screening specifically, **Hirevire at $39/month** offers the best value"}, {"id": "mai-20260917-1752-baseline|c160-s4|minimax-small|TestGorilla", "prompt": "c160-s4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with TestGorilla's free tier** to test the waters"}, {"id": "mai-20260917-1752-baseline|c160-s4|minimax-small|EmployTest", "prompt": "c160-s4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you hire fewer than 5 times per year, **EmployTest's pay-per-test model** avoids subscription waste"}, {"id": "mai-20260917-1752-baseline|c160-s4|minimax-small|Toggl Hire", "prompt": "c160-s4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Free forever plan** with 5 tests/month"}, {"id": "mai-20260917-1752-baseline|c160-s4|minimax-small|Vervoe", "prompt": "c160-s4", "model": "minimax-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vervoe** \\u2013 Starting at $19/month"}, {"id": "mai-20260917-1752-baseline|c160-s4|mistral-small|TestGorilla", "prompt": "c160-s4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "for more comprehensive testing at a low cost, **TestGorilla** or **EmployTest** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c160-s4|mistral-small|EmployTest", "prompt": "c160-s4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "flexible per-test pricing starting at $199. This makes it a cost-effective option"}, {"id": "mai-20260917-1752-baseline|c160-s4|mistral-small|Vervoe", "prompt": "c160-s4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "for the tightest budgets, start with **Vervoe** or **Toggl Hire**"}, {"id": "mai-20260917-1752-baseline|c160-s4|mistral-small|Toggl Hire", "prompt": "c160-s4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "for the tightest budgets, start with **Vervoe** or **Toggl Hire**"}, {"id": "mai-20260917-1752-baseline|c160-s4|mistral-small|JobCannon Scale", "prompt": "c160-s4", "model": "mistral-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon Scale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JobCannon Scale** is also a good fit, costing about $1,990 per year for the full catalog"}, {"id": "mai-20260917-1752-baseline|c160-s4|moonshot-small|TestGorilla", "prompt": "c160-s4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** ⭐ Best Overall Value"}, {"id": "mai-20260917-1752-baseline|c160-s4|moonshot-small|Vervoe", "prompt": "c160-s4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vervoe at $19/month** is the cheapest ongoing option"}, {"id": "mai-20260917-1752-baseline|c160-s4|moonshot-small|EmployTest", "prompt": "c160-s4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If hiring is sporadic, **EmployTest's credit packs** let you pay only when you need assessments"}, {"id": "mai-20260917-1752-baseline|c160-s4|moonshot-small|Toggl Hire", "prompt": "c160-s4", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Toggl Hire** ⭐ Good Free Option"}, {"id": "mai-20260917-1752-baseline|c160-s4|openai-small|TestGorilla", "prompt": "c160-s4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall value is usually **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c160-s4|openai-small|SHL", "prompt": "c160-s4", "model": "openai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "SHL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "I'd **avoid SHL** for a tight budget"}, {"id": "mai-20260917-1752-baseline|c160-s4|xai-small|TestGorilla", "prompt": "c160-s4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla stands out as the best pre-employment assessment platform due to its robust free plan"}, {"id": "mai-20260917-1752-baseline|c160-s4|xai-small|Toggl Hire", "prompt": "c160-s4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Generous free for 1 role; good pipeline view."}, {"id": "mai-20260917-1752-baseline|c160-s4|xai-small|EmployTest", "prompt": "c160-s4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "200+ tests for skills/aptitude; SMB-focused, flexible."}, {"id": "mai-20260917-1752-baseline|c160-s4|xai-small|Vervoe", "prompt": "c160-s4", "model": "xai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI grading; low entry but caps candidates."}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|Hirevire", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hirevire** — Most Affordable Overall ... **Best For:** Companies that want a complete hiring workflow at the lowest cost"}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|TestGorilla", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with TestGorilla** (free plan) to test the waters"}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|JobCannon", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JobCannon** — Flat-Rate Subscription ... All-in-one platform covering personality, aptitude, and behavioral tests"}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|EmployTest", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Use EmployTest** if you prefer pay-per-test with no annual commitment"}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|Pangram Labs", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Pangram Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pangram Labs** — Free Option ... Best For: Companies just starting with assessment testing"}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|Equip", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Equip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Equip** — Per-Test Pricing ... $1 per candidate per test with proctoring"}, {"id": "mai-20260917-1752-baseline|c160-s4|zai-small|Toggl Hire", "prompt": "c160-s4", "model": "zai-small", "cat": "candidate-assessment", "variant": "budget", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Toggl Hire** — Limited Free Tier ... Free plan with 5 candidates per job"}, {"id": "mai-20260917-1752-baseline|c160-s5|deepseek-small|Criteria Corp", "prompt": "c160-s5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many vendors don't publish prices (Criteria Corp, Vervoe, HireVue) — real contracts run from ~$1,300 to $75,000/year, often with annual commitments and no monthly option."}, {"id": "mai-20260917-1752-baseline|c160-s5|deepseek-small|Vervoe", "prompt": "c160-s5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Subscription/tier options: TestGorilla (free plan + Core from ~$1,700/yr; Plus ~$400/mo annual), Vervoe from $19/mo"}, {"id": "mai-20260917-1752-baseline|c160-s5|deepseek-small|HireVue", "prompt": "c160-s5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many vendors don't publish prices (Criteria Corp, Vervoe, HireVue) ... often with annual commitments and no monthly option."}, {"id": "mai-20260917-1752-baseline|c160-s5|deepseek-small|TestGorilla", "prompt": "c160-s5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestGorilla (free plan + Core from ~$1,700/yr; Plus ~$400/mo annual)... 15+ integrations in TestGorilla's case... TestGorilla has a free-forever plan"}, {"id": "mai-20260917-1752-baseline|c160-s5|deepseek-small|EmployTest", "prompt": "c160-s5", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "scale", "raw": "EmployTest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EmployTest credit packs from $199 (no contract, good for burst hiring)"}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|TestGorilla", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "*TestGorilla:* Excellent, massive library of pre-built tests, highly visual, very popular with startups."}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Toggl Hire", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a generalist assessment platform (like TestGorilla, Toggl Hire, or Vervoe) usually provides the best ROI"}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Vervoe", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Vervoe:* Great for \"job simulations\" where candidates do actual tasks."}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Myers-Briggs/MBTI", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Myers-Briggs/MBTI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Unscientific \"personality tests\" (like Myers-Briggs/MBTI or Enneagram) used to make hiring decisions. Doing so can expose you to legal risks"}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Enneagram", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Enneagram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Unscientific \"personality tests\" (like Myers-Briggs/MBTI or Enneagram) used to make hiring decisions"}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|CCAT", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "CCAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cognitive aptitude tests (like the CCAT)"}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Alva Labs", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Alva Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Alva Labs:* Strong focus on combining coding/hard skills with scientific psychometrics."}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Criteria Corp", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Criteria Corp (or Criteria Assessment):* Highly scientific, industry standard for cognitive/aptitude testing."}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|The Predictive Index (PI)", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "The Predictive Index (PI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great for understanding how candidates will work within your existing small team dynamic."}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|HackerRank", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Technical/Engineering Roles Only: *HackerRank, Coderbyte, or CodeSignal:*"}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|Coderbyte", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "*HackerRank, Coderbyte, or CodeSignal:* If your hiring is almost exclusively developers right now."}, {"id": "mai-20260917-1752-baseline|c160-s5|google-small|CodeSignal", "prompt": "c160-s5", "model": "google-small", "cat": "candidate-assessment", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "*HackerRank, Coderbyte, or CodeSignal:* If your hiring is almost exclusively developers right now."}, {"id": "mai-20260917-1752-baseline|c160-s5|meta-small|Wild Noodle", "prompt": "c160-s5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Wild Noodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top pre-employment assessment platforms to consider include Wild Noodle, Testlify, and Jobma."}, {"id": "mai-20260917-1752-baseline|c160-s5|meta-small|Testlify", "prompt": "c160-s5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top pre-employment assessment platforms to consider include Wild Noodle, Testlify, and Jobma."}, {"id": "mai-20260917-1752-baseline|c160-s5|meta-small|Jobma", "prompt": "c160-s5", "model": "meta-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top pre-employment assessment platforms to consider include Wild Noodle, Testlify, and Jobma."}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|HireVue", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include **HireVue**, **Pymetrics**, **Codility**, **Pluralsight Skills Assessment**, **Criteria**, **Shaker**, and **Harver**."}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|Pymetrics", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include **HireVue**, **Pymetrics**, **Codility**"}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|Codility", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include **HireVue**, **Pymetrics**, **Codility**"}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|Pluralsight Skills Assessment", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Pluralsight Skills Assessment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pluralsight Skills Assessment**, **Criteria**, **Shaker**, and **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|Criteria", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Criteria**, **Shaker**, and **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|Shaker", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Shaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Criteria**, **Shaker**, and **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-s5|minimax-small|Harver", "prompt": "c160-s5", "model": "minimax-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Criteria**, **Shaker**, and **Harver**"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|HireVue", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HireVue** (video + assessments)"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|Criteria Corp", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Criteria Corp** (cognitive + personality)"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|PSI Online", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "PSI Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**PSI Online** (job knowledge + skills)"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|TalentLens", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TalentLens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TalentLens** (cognitive ability)"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|Codility", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Codility** (coding assessments)"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|Pymetrics", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pymetrics** (gamified assessments)"}, {"id": "mai-20260917-1752-baseline|c160-s5|mistral-small|Harver", "prompt": "c160-s5", "model": "mistral-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Harver** (end-to-end hiring)"}, {"id": "mai-20260917-1752-baseline|c160-s5|moonshot-small|EmployTest", "prompt": "c160-s5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "EmployTest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "EmployTest (credit packs from $199, no contract)"}, {"id": "mai-20260917-1752-baseline|c160-s5|moonshot-small|TestGorilla", "prompt": "c160-s5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TestGorilla (has a free plan, paid from ~$1,700/year)"}, {"id": "mai-20260917-1752-baseline|c160-s5|moonshot-small|Vervoe", "prompt": "c160-s5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vervoe (from $19/month)"}, {"id": "mai-20260917-1752-baseline|c160-s5|moonshot-small|Toggl Hire", "prompt": "c160-s5", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Toggl Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Toggl Hire (from $199/month)"}, {"id": "mai-20260917-1752-baseline|c160-s5|xai-small|TestGorilla", "prompt": "c160-s5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5: TestGorilla (broad library, $29/mo starter)"}, {"id": "mai-20260917-1752-baseline|c160-s5|xai-small|Criteria Corp", "prompt": "c160-s5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Criteria (cognitive focus, ~$200/mo)"}, {"id": "mai-20260917-1752-baseline|c160-s5|xai-small|Vervoe", "prompt": "c160-s5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vervoe (simulations, pay-per-use)"}, {"id": "mai-20260917-1752-baseline|c160-s5|xai-small|Predictive Index", "prompt": "c160-s5", "model": "xai-small", "cat": "candidate-assessment", "variant": "scale", "raw": "Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like TestGorilla, Criteria Corp, Vervoe, or Predictive Index, which are frequently recommended for SMBs"}, {"id": "mai-20260917-1752-baseline|c160-s6|alibaba-small|Myers-Briggs", "prompt": "c160-s6", "model": "alibaba-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Myers-Briggs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many \"free\" personality tests rely on outdated theories (like Myers-Briggs) that have been largely debunked by modern HR science as predictors of job performance."}, {"id": "mai-20260917-1752-baseline|c160-s6|challenger-small|MindTickle", "prompt": "c160-s6", "model": "challenger-small", "cat": "candidate-assessment", "variant": "negative", "raw": "MindTickle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Custom pricing and pricing is described as not transparent."}, {"id": "mai-20260917-1752-baseline|c160-s6|challenger-small|Harver", "prompt": "c160-s6", "model": "challenger-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Custom pricing; described as *not ideal for small teams*."}, {"id": "mai-20260917-1752-baseline|c160-s6|challenger-small|OMG Assessment", "prompt": "c160-s6", "model": "challenger-small", "cat": "candidate-assessment", "variant": "negative", "raw": "OMG Assessment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High per-test pricing can become costly at scale."}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|TestGorilla", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or Be Very Cautious About: The \"Credit Trap\" Platforms — Example: TestGorilla (and similar credit-based tools)"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Predictive Index (PI)", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Predictive Index (PI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious About: Enterprise-Level Platforms with High Minimums — Predictive Index ... Minimum contract: ~$7,500–$8,500/year"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Harver", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Starts at $5,000/year minimum... For a small business, you're paying for scalability you don't need."}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Criteria", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Criteria", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good science, but their pricing is typically quote-based and can be surprising."}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Koru-style measures", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Koru-style measures", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid \"Legacy Personality Tests\" That Lack Role-Specific Validation... (e.g., Koru-style measures"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|HackerRank", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use free or one-time-payment options like HackerRank (free tier)"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Codility", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "trial-based services that allow monthly cancellation (e.g., Codility for occasional use)"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Equip", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Equip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look for platforms with true per-assessment pricing (not credits) like Equip ($1 per candidate)"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Bryq", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Bryq (monthly subscription with unlimited candidates at ~$100/month)"}, {"id": "mai-20260917-1752-baseline|c160-s6|deepseek-small|Vervoe", "prompt": "c160-s6", "model": "deepseek-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "choose one where you can pay monthly and cancel after 1 contract period (e.g., Vervoe"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|Myers-Briggs Type Indicator (MBTI)", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Myers-Briggs Type Indicator (MBTI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Popular \"Personality Type\" Platforms (Avoid for Hiring)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|DiSC profiles", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "DiSC profiles", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Popular \"Personality Type\" Platforms (Avoid for Hiring)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|CliftonStrengths (StrengthsFinder)", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "CliftonStrengths (StrengthsFinder)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Popular \"Personality Type\" Platforms (Avoid for Hiring)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|Hogan Assessments", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Hogan Assessments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-Scale Platforms with High Contract Minimums (Use with Caution)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|SHL", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-Scale Platforms with High Contract Minimums (Use with Caution)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|Criteria Corp", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Criteria Corp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "standard corporate configurations of Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|TestGorilla", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms like TestGorilla (when used on basic/starter tiers)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|Truffle", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Truffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Pay-per-candidate or monthly credit-based models (e.g., Truffle, TestTrick, or Vervoe's lighter tiers)"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|TestTrick", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestTrick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "e.g., Truffle, TestTrick, or Vervoe's lighter tiers"}, {"id": "mai-20260917-1752-baseline|c160-s6|google-small|Vervoe", "prompt": "c160-s6", "model": "google-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "or Vervoe's lighter tiers) that don't lock you into four-figure annual contracts"}, {"id": "mai-20260917-1752-baseline|c160-s6|meta-small|TestInvite", "prompt": "c160-s6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestInvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "TestInvite - an online examination software for SMBs, enterprises, and public administrations."}, {"id": "mai-20260917-1752-baseline|c160-s6|meta-small|iSpring Suite", "prompt": "c160-s6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "iSpring Suite - a PowerPoint-based authoring tool for creating professional eLearning."}, {"id": "mai-20260917-1752-baseline|c160-s6|meta-small|Predictive Index", "prompt": "c160-s6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Predictive Index - a talent assessment tool."}, {"id": "mai-20260917-1752-baseline|c160-s6|meta-small|TestGorilla", "prompt": "c160-s6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TestGorilla - a skills assessment tool with a freemium plan."}, {"id": "mai-20260917-1752-baseline|c160-s6|meta-small|Quizizz", "prompt": "c160-s6", "model": "meta-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Quizizz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quizizz - a quiz and assessment tool with a freemium plan."}, {"id": "mai-20260917-1752-baseline|c160-s6|minimax-small|HiringFluency", "prompt": "c160-s6", "model": "minimax-small", "cat": "candidate-assessment", "variant": "negative", "raw": "HiringFluency", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms requiring payment** for assessments (potential scams like HiringFluency)"}, {"id": "mai-20260917-1752-baseline|c160-s6|minimax-small|Crossover", "prompt": "c160-s6", "model": "minimax-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Crossover", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms with fake job postings** that redirect to assessment platforms (like Crossover)"}, {"id": "mai-20260917-1752-baseline|c160-s6|mistral-small|Criteria", "prompt": "c160-s6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Criteria", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some platforms, like Criteria, are designed for mid-sized to enterprise companies and require a minimum of 500 or even 2,000+ employees. These are not suitable for small businesses"}, {"id": "mai-20260917-1752-baseline|c160-s6|mistral-small|Bryq", "prompt": "c160-s6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Safer Alternatives for Small Businesses:\n- Bryq ($83/month, unlimited assessments)"}, {"id": "mai-20260917-1752-baseline|c160-s6|mistral-small|Equip", "prompt": "c160-s6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Equip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Equip ($1 per candidate, minimal features)"}, {"id": "mai-20260917-1752-baseline|c160-s6|mistral-small|Google Forms", "prompt": "c160-s6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Forms, TestGorilla, Quizizz (free or freemium plans)"}, {"id": "mai-20260917-1752-baseline|c160-s6|mistral-small|TestGorilla", "prompt": "c160-s6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Forms, TestGorilla, Quizizz (free or freemium plans)"}, {"id": "mai-20260917-1752-baseline|c160-s6|mistral-small|Quizizz", "prompt": "c160-s6", "model": "mistral-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Quizizz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Google Forms, TestGorilla, Quizizz (free or freemium plans)"}, {"id": "mai-20260917-1752-baseline|c160-s6|moonshot-small|Myers-Briggs Type Indicator (MBTI)", "prompt": "c160-s6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Myers-Briggs Type Indicator (MBTI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid it**: The publisher **explicitly states it should NOT be used for hiring decisions**."}, {"id": "mai-20260917-1752-baseline|c160-s6|moonshot-small|Minnesota Multiphasic Personality Inventory (MMPI)", "prompt": "c160-s6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Minnesota Multiphasic Personality Inventory (MMPI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using it for hiring violates the ADA and can screen out protected individuals with disabilities."}, {"id": "mai-20260917-1752-baseline|c160-s6|moonshot-small|Wonderlic", "prompt": "c160-s6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Wonderlic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Major risk**: These consistently show **adverse impact against Black and Hispanic candidates**"}, {"id": "mai-20260917-1752-baseline|c160-s6|moonshot-small|SHL", "prompt": "c160-s6", "model": "moonshot-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cognitive Ability Tests (Wonderlic, SHL, etc.) ... **Major risk**: These consistently show **adverse impact against Black and Hispanic candidates**"}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|Harver", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Approach with Extreme Caution**... **Harver**: Starts at ~$5,000/year... \"prohibitive for small businesses\""}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|SHL", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "SHL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Labeled \"overkill\" and \"prohibitively expensive\" for SMBs"}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|Predictive Index (PI)", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Predictive Index (PI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Better for mid-market+; small businesses cite poor value without high usage."}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|Hogan Assessments", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Hogan Assessments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "highlight it as costly/non-scalable for routine SMB hiring; lacks self-serve ease"}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|TestGorilla", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Opt for affordable, self-serve tools like **TestGorilla**, **Vervoe**, or **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|Vervoe", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for affordable, self-serve tools like **TestGorilla**, **Vervoe**, or **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c160-s6|xai-small|Hirevire", "prompt": "c160-s6", "model": "xai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for affordable, self-serve tools like **TestGorilla**, **Vervoe**, or **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c160-s6|zai-small|Culture Amp", "prompt": "c160-s6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** Small businesses often report that the platform \"doesn’t always sync perfectly\"... Platforms like Culture Amp can leave small teams stranded with broken data flows."}, {"id": "mai-20260917-1752-baseline|c160-s6|zai-small|Harver", "prompt": "c160-s6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overpriced \"Enterprise\" Features (e.g., Harver) ... **Why to Avoid:** Users often question whether the \"premium pricing\" justifies the features"}, {"id": "mai-20260917-1752-baseline|c160-s6|zai-small|iSpring Suite", "prompt": "c160-s6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools with Limited Technical Flexibility (e.g., iSpring Suite) ... this tool will likely frustrate your team and limit your design options."}, {"id": "mai-20260917-1752-baseline|c160-s6|zai-small|Mentimeter", "prompt": "c160-s6", "model": "zai-small", "cat": "candidate-assessment", "variant": "negative", "raw": "Mentimeter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools like Mentimeter or generic survey software ... they are poor choices for secure, data-heavy assessments"}, {"id": "mai-20260917-1752-baseline|c161-l1|alibaba-small|HackerRank", "prompt": "c161-l1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank (The Best for Scale & Ecosystem) ... often considered the market leader for high-volume enterprise hiring"}, {"id": "mai-20260917-1752-baseline|c161-l1|alibaba-small|Codility", "prompt": "c161-l1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Codility (The Best for Compliance & Code Quality)"}, {"id": "mai-20260917-1752-baseline|c161-l1|alibaba-small|CodeSignal", "prompt": "c161-l1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CodeSignal (The Best for Consistency & Candidate Experience)"}, {"id": "mai-20260917-1752-baseline|c161-l1|anthropic-small|HackerRank", "prompt": "c161-l1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank remains the most complete platform: it handles the full funnel from automated screen to structured live interview"}, {"id": "mai-20260917-1752-baseline|c161-l1|anthropic-small|HackerEarth", "prompt": "c161-l1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HackerEarth is an enterprise-centered online coding assessment platform"}, {"id": "mai-20260917-1752-baseline|c161-l1|anthropic-small|iMocha", "prompt": "c161-l1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iMocha is a coding assessment tool designed for enterprise hiring and workforce upskilling"}, {"id": "mai-20260917-1752-baseline|c161-l1|anthropic-small|Codility", "prompt": "c161-l1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Codility prioritizes candidate experience without compromising technical evaluation"}, {"id": "mai-20260917-1752-baseline|c161-l1|challenger-small|HackerRank", "prompt": "c161-l1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank** is the best all-around choice because it is positioned as the \"best overall\" enterprise technical hiring platform"}, {"id": "mai-20260917-1752-baseline|c161-l1|challenger-small|Codility", "prompt": "c161-l1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise has especially strict compliance or procurement requirements, **Codility** and **Mettl** are repeatedly recommended as strong enterprise fits."}, {"id": "mai-20260917-1752-baseline|c161-l1|challenger-small|Mettl", "prompt": "c161-l1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Codility** and **Mettl** are repeatedly recommended as strong enterprise fits"}, {"id": "mai-20260917-1752-baseline|c161-l1|challenger-small|CoderPad", "prompt": "c161-l1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your process relies heavily on live technical interviews and collaborative coding sessions, **CoderPad** is the better specialized option."}, {"id": "mai-20260917-1752-baseline|c161-l1|challenger-small|CodeSignal", "prompt": "c161-l1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes standardized assessments, proctored testing, and interview workflows."}, {"id": "mai-20260917-1752-baseline|c161-l1|deepseek-small|HackerRank", "prompt": "c161-l1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** is the safe, default choice for high-volume hiring with robust compliance and the deepest question library."}, {"id": "mai-20260917-1752-baseline|c161-l1|deepseek-small|CodeSignal", "prompt": "c161-l1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CodeSignal** edges it out if you need standardized, defensible technical scoring"}, {"id": "mai-20260917-1752-baseline|c161-l1|deepseek-small|Codility", "prompt": "c161-l1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for code-quality-focused technical hiring"}, {"id": "mai-20260917-1752-baseline|c161-l1|deepseek-small|CoderPad", "prompt": "c161-l1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** is best if your hiring is heavily live-interview-driven."}, {"id": "mai-20260917-1752-baseline|c161-l1|deepseek-small|Karat", "prompt": "c161-l1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want vendors to run interviews for you, **Karat** is a good option"}, {"id": "mai-20260917-1752-baseline|c161-l1|google-small|HackerRank", "prompt": "c161-l1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HackerRank** or **Codility** if your absolute priorities are global compliance, legacy enterprise integrations, and high-volume, automated workflows."}, {"id": "mai-20260917-1752-baseline|c161-l1|google-small|Codility", "prompt": "c161-l1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **HackerRank** or **Codility** if your absolute priorities are global compliance, legacy enterprise integrations"}, {"id": "mai-20260917-1752-baseline|c161-l1|google-small|CodeSignal", "prompt": "c161-l1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CodeSignal** if you want the best standardized, bias-free top-of-funnel screening tool"}, {"id": "mai-20260917-1752-baseline|c161-l1|google-small|CoderPad", "prompt": "c161-l1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CoderPad** if you are primarily hiring senior, high-comp B2B engineers"}, {"id": "mai-20260917-1752-baseline|c161-l1|google-small|HackerEarth", "prompt": "c161-l1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **HackerEarth** if you need to evaluate a massive variety of specialized technical disciplines"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|HackerRank", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top coding assessment platforms for enterprise B2B companies include:\n\n1. HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|CoderPad", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|CodeSignal", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|Codility", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Codility"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|HackerEarth", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. HackerEarth"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|MeritTrac CodeTrac", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "MeritTrac CodeTrac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. MeritTrac CodeTrac"}, {"id": "mai-20260917-1752-baseline|c161-l1|meta-small|Augment Code", "prompt": "c161-l1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Augment Code"}, {"id": "mai-20260917-1752-baseline|c161-l1|minimax-small|Codility", "prompt": "c161-l1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "frequently cited as the best overall enterprise solution, with a 9.4/10 rating"}, {"id": "mai-20260917-1752-baseline|c161-l1|minimax-small|Index.dev", "prompt": "c161-l1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Index.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stands out for enterprises that need ATS integration"}, {"id": "mai-20260917-1752-baseline|c161-l1|minimax-small|CodeSubmit", "prompt": "c161-l1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers screening assessments, pair programming, and whiteboarding capabilities alongside AI-copilot reporting"}, {"id": "mai-20260917-1752-baseline|c161-l1|minimax-small|Augment Code", "prompt": "c161-l1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "notable if you're looking for AI-assisted development context rather than traditional algorithmic challenges"}, {"id": "mai-20260917-1752-baseline|c161-l1|mistral-small|Augment Code", "prompt": "c161-l1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Augment Code** and **Codility** are the top choices"}, {"id": "mai-20260917-1752-baseline|c161-l1|mistral-small|Codility", "prompt": "c161-l1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Augment Code** and **Codility** are the top choices"}, {"id": "mai-20260917-1752-baseline|c161-l1|moonshot-small|HackerRank", "prompt": "c161-l1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** is the safest choice due to its unmatched integration ecosystem, compliance certifications, and ability to scale"}, {"id": "mai-20260917-1752-baseline|c161-l1|moonshot-small|CodeSignal", "prompt": "c161-l1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-l1|moonshot-small|Codility", "prompt": "c161-l1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Best for Assessment Rigor: Codility"}, {"id": "mai-20260917-1752-baseline|c161-l1|moonshot-small|Augment Code", "prompt": "c161-l1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-world codebase evaluation (vs. algorithmic puzzles) | **Augment Code**"}, {"id": "mai-20260917-1752-baseline|c161-l1|openai-small|CodeSignal", "prompt": "c161-l1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **CodeSignal** for organizations that care most about **standardized, validated assessments and enterprise governance**"}, {"id": "mai-20260917-1752-baseline|c161-l1|openai-small|HackerRank", "prompt": "c161-l1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best overall for breadth and established enterprise workflows:** **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-l1|openai-small|Codility", "prompt": "c161-l1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison table** for **CodeSignal vs HackerRank vs Codility vs Karat**"}, {"id": "mai-20260917-1752-baseline|c161-l1|openai-small|Karat", "prompt": "c161-l1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table** for **CodeSignal vs HackerRank vs Codility vs Karat**"}, {"id": "mai-20260917-1752-baseline|c161-l1|xai-small|HackerRank", "prompt": "c161-l1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank stands out as the top choice for most large-scale enterprise B2B environments"}, {"id": "mai-20260917-1752-baseline|c161-l1|xai-small|Codility", "prompt": "c161-l1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strict compliance/psychometrics?** Codility."}, {"id": "mai-20260917-1752-baseline|c161-l1|xai-small|CodeSignal", "prompt": "c161-l1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-conscious or interview-focused?** CodeSignal or CoderPad."}, {"id": "mai-20260917-1752-baseline|c161-l1|xai-small|CoderPad", "prompt": "c161-l1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious or interview-focused?** CodeSignal or CoderPad."}, {"id": "mai-20260917-1752-baseline|c161-l1|zai-small|HackerRank", "prompt": "c161-l1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** – Best overall for high‑volume, end‑to‑end technical hiring"}, {"id": "mai-20260917-1752-baseline|c161-l1|zai-small|Codility", "prompt": "c161-l1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest on assessment science and compliance"}, {"id": "mai-20260917-1752-baseline|c161-l1|zai-small|CodeSignal", "prompt": "c161-l1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for standardized testing and leak mitigation"}, {"id": "mai-20260917-1752-baseline|c161-l1|zai-small|CoderPad", "prompt": "c161-l1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The industry standard for live, collaborative coding interviews"}, {"id": "mai-20260917-1752-baseline|c161-l1|zai-small|HackerEarth", "prompt": "c161-l1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All‑in‑one platform, real‑time coding, ATS integrations"}, {"id": "mai-20260917-1752-baseline|c161-l1|zai-small|TestDome", "prompt": "c161-l1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pay‑per‑candidate, quick setup, strong domain tests | Low‑volume"}, {"id": "mai-20260917-1752-baseline|c161-l2|alibaba-small|CoderPad", "prompt": "c161-l2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommendation: CoderPad ... currently the industry standard for the \"second stage\" of technical interviewing"}, {"id": "mai-20260917-1752-baseline|c161-l2|alibaba-small|HackerRank", "prompt": "c161-l2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommendations: HackerRank or Codility ... The most widely adopted platform for general technical screening."}, {"id": "mai-20260917-1752-baseline|c161-l2|alibaba-small|Codility", "prompt": "c161-l2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Codility: Built for scale. It is often preferred by large global enterprises"}, {"id": "mai-20260917-1752-baseline|c161-l2|alibaba-small|CodeSignal", "prompt": "c161-l2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One Assessment Suite Recommendation: CodeSignal ... is the leading contender."}, {"id": "mai-20260917-1752-baseline|c161-l2|anthropic-small|HackerEarth", "prompt": "c161-l2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerEarth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with HackerEarth or HireVue depending on whether you prioritize integrated assessments + live coding (HackerEarth)"}, {"id": "mai-20260917-1752-baseline|c161-l2|anthropic-small|HireVue", "prompt": "c161-l2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or multi-role video interviewing at massive scale (HireVue). Both are proven with enterprise customers"}, {"id": "mai-20260917-1752-baseline|c161-l2|anthropic-small|BrightHire", "prompt": "c161-l2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "BrightHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BrightHire and Metaview lead on interview intelligence"}, {"id": "mai-20260917-1752-baseline|c161-l2|anthropic-small|Metaview", "prompt": "c161-l2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BrightHire and Metaview lead on interview intelligence"}, {"id": "mai-20260917-1752-baseline|c161-l2|anthropic-small|Codility", "prompt": "c161-l2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "while Codility leads on accessibility compliance (WCAG 2.2)"}, {"id": "mai-20260917-1752-baseline|c161-l2|challenger-small|CodeSignal", "prompt": "c161-l2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **CodeSignal** as the strongest single technical interview platform to start with"}, {"id": "mai-20260917-1752-baseline|c161-l2|challenger-small|HackerRank", "prompt": "c161-l2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HackerRank** is often the better fit if you want **automated coding assessment at scale**"}, {"id": "mai-20260917-1752-baseline|c161-l2|challenger-small|Codility", "prompt": "c161-l2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Codility** is also commonly grouped with enterprise-scale technical assessment stacks for large organizations."}, {"id": "mai-20260917-1752-baseline|c161-l2|challenger-small|CoderPad", "prompt": "c161-l2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** is a strong choice if your main need is **live coding and pair programming realism**"}, {"id": "mai-20260917-1752-baseline|c161-l2|deepseek-small|HackerRank (Enterprise Plan)", "prompt": "c161-l2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HackerRank (Enterprise Plan)**"}, {"id": "mai-20260917-1752-baseline|c161-l2|deepseek-small|CodeSignal", "prompt": "c161-l2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l2|deepseek-small|Codility", "prompt": "c161-l2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good option for code-quality-focused teams but has lower completion rates (68%) and less robust AI/enterprise features"}, {"id": "mai-20260917-1752-baseline|c161-l2|deepseek-small|CoderPad", "prompt": "c161-l2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent for live pair-programming interviews but is weaker for automated pre-screening at massive scale"}, {"id": "mai-20260917-1752-baseline|c161-l2|deepseek-small|Glider AI", "prompt": "c161-l2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Glider AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "newer players with strong AI claims but less proven at truly large enterprise scale"}, {"id": "mai-20260917-1752-baseline|c161-l2|google-small|CoderPad", "prompt": "c161-l2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Modern \"Real-World\" Engineering & Developer Experience: **CoderPad** ... the premier choice"}, {"id": "mai-20260917-1752-baseline|c161-l2|google-small|CodeSignal", "prompt": "c161-l2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume, Standardized Screening: **CodeSignal** ... is highly recommended"}, {"id": "mai-20260917-1752-baseline|c161-l2|google-small|HackerRank", "prompt": "c161-l2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HackerRank is the veteran heavyweight of the industry. While some developers find their traditional tests rigid, their enterprise capabilities are incredibly robust."}, {"id": "mai-20260917-1752-baseline|c161-l2|google-small|Karat", "prompt": "c161-l2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Karat** if your primary goal is to **reclaim engineering hours**"}, {"id": "mai-20260917-1752-baseline|c161-l2|meta-small|The Cognitive", "prompt": "c161-l2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "The Cognitive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The Cognitive - recommended for high-volume BPO or staffing companies."}, {"id": "mai-20260917-1752-baseline|c161-l2|meta-small|Glider AI", "prompt": "c161-l2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Glider AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Glider AI - considered the best overall for enterprise technical hiring."}, {"id": "mai-20260917-1752-baseline|c161-l2|meta-small|InCruiter", "prompt": "c161-l2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "InCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "InCruiter - offers a range of features including human interviewers, coding environment, AI scoring, and domain breadth."}, {"id": "mai-20260917-1752-baseline|c161-l2|meta-small|Utkrusht", "prompt": "c161-l2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Utkrusht", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Utkrusht - recommended for large enterprises that need to screen for a diverse set of technical and functional skills at scale."}, {"id": "mai-20260917-1752-baseline|c161-l2|minimax-small|CodeSignal", "prompt": "c161-l2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **CodeSignal** as your top choice"}, {"id": "mai-20260917-1752-baseline|c161-l2|minimax-small|CoderPad", "prompt": "c161-l2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need repeatable, replayable live coding interviews"}, {"id": "mai-20260917-1752-baseline|c161-l2|minimax-small|Codility", "prompt": "c161-l2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you want automated, rubric-driven evaluations at scale"}, {"id": "mai-20260917-1752-baseline|c161-l2|minimax-small|HackerEarth", "prompt": "c161-l2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for diverse technical and functional skills screening across large candidate pools"}, {"id": "mai-20260917-1752-baseline|c161-l2|mistral-small|Codility", "prompt": "c161-l2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Codility** for automated technical screening and assessments"}, {"id": "mai-20260917-1752-baseline|c161-l2|mistral-small|CoderPad", "prompt": "c161-l2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoderPad** for live technical interviews"}, {"id": "mai-20260917-1752-baseline|c161-l2|mistral-small|CodeSignal", "prompt": "c161-l2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** for advanced or system design interviews"}, {"id": "mai-20260917-1752-baseline|c161-l2|mistral-small|The Cognitive", "prompt": "c161-l2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "The Cognitive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recommended for high-volume and large enterprise use, The Cognitive can be combined with Codility and CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-l2|moonshot-small|HackerRank", "prompt": "c161-l2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Choice: HackerRank** or **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l2|moonshot-small|Karat", "prompt": "c161-l2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: Karat** (if bandwidth is your main constraint)"}, {"id": "mai-20260917-1752-baseline|c161-l2|moonshot-small|CodeSignal", "prompt": "c161-l2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Primary Choice: HackerRank** or **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l2|moonshot-small|Codility", "prompt": "c161-l2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. Codility** — Best for Assessment Science & Compliance"}, {"id": "mai-20260917-1752-baseline|c161-l2|moonshot-small|CoderPad", "prompt": "c161-l2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CoderPad** for final live interviews with hiring managers"}, {"id": "mai-20260917-1752-baseline|c161-l2|openai-small|HackerRank", "prompt": "c161-l2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HackerRank** as the default choice."}, {"id": "mai-20260917-1752-baseline|c161-l2|openai-small|CoderPad", "prompt": "c161-l2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best live interview experience / collaborative IDE:** **CoderPad**"}, {"id": "mai-20260917-1752-baseline|c161-l2|openai-small|CodeSignal", "prompt": "c161-l2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Highly standardized skill benchmarking and assessment science:** **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l2|openai-small|Karat", "prompt": "c161-l2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Outsourced live technical interviews with human interview engineers:** **Karat**"}, {"id": "mai-20260917-1752-baseline|c161-l2|xai-small|HackerRank", "prompt": "c161-l2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** is my top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-1752-baseline|c161-l2|xai-small|Karat", "prompt": "c161-l2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Custom plans avoid per-interview fees (unlike Karat)"}, {"id": "mai-20260917-1752-baseline|c161-l2|xai-small|Codility", "prompt": "c161-l2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for strict compliance and large-scale screening (e.g., Microsoft, Amazon)"}, {"id": "mai-20260917-1752-baseline|c161-l2|xai-small|CoderPad", "prompt": "c161-l2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid for live collaborative interviews... but leans more toward mid-to-large than ultra-high-volume screening"}, {"id": "mai-20260917-1752-baseline|c161-l2|xai-small|CodeSignal", "prompt": "c161-l2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for standardized scoring and AI-resistant assessments, but HackerRank edges it in library depth"}, {"id": "mai-20260917-1752-baseline|c161-l2|zai-small|HackerRank", "prompt": "c161-l2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HackerRank** as your primary technical interview platform"}, {"id": "mai-20260917-1752-baseline|c161-l2|zai-small|Codility", "prompt": "c161-l2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade assessments, reliability, ease of use"}, {"id": "mai-20260917-1752-baseline|c161-l2|zai-small|CoderPad", "prompt": "c161-l2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more collaborative live coding sessions, consider CoderPad as a complementary tool."}, {"id": "mai-20260917-1752-baseline|c161-l2|zai-small|Mercer", "prompt": "c161-l2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extensive assessment catalog, simulators, proctoring"}, {"id": "mai-20260917-1752-baseline|c161-l2|zai-small|iMocha", "prompt": "c161-l2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you might layer in a platform like **iMocha** or **Sova**"}, {"id": "mai-20260917-1752-baseline|c161-l2|zai-small|Sova", "prompt": "c161-l2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Sova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you might layer in a platform like **iMocha** or **Sova**"}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|HackerRank", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most complete end-to-end platform with the largest developer community... If you hire hundreds of junior devs: Go with **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|Codility", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to assess real-world coding ability: **Codility** or **CoderPad** will give you better signal"}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|CodeSignal", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you struggle with candidate drop-off: **CodeSignal\\u2019s** engaging style typically keeps more candidates in the funnel."}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|CoderPad", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Live, collaborative technical interviews (not just take-home tests)."}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|Criteria Corp", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need to evaluate soft skills too: Look at **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|Mercer | Mettl", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Global enterprises requiring maximum security and compliance."}, {"id": "mai-20260917-1752-baseline|c161-l3|alibaba-small|TestGorilla", "prompt": "c161-l3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or **TestGorilla** if you also hire for non-technical roles like sales or ops."}, {"id": "mai-20260917-1752-baseline|c161-l3|anthropic-small|Codility", "prompt": "c161-l3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Codility is the clear category specialist for technical hiring."}, {"id": "mai-20260917-1752-baseline|c161-l3|anthropic-small|Mercer | Mettl", "prompt": "c161-l3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The trade-off is agility, as UI can feel dated and native integrations are fewer."}, {"id": "mai-20260917-1752-baseline|c161-l3|anthropic-small|HackerEarth", "prompt": "c161-l3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides a comprehensive platform that combines technical assessment tools and developer engagement features"}, {"id": "mai-20260917-1752-baseline|c161-l3|anthropic-small|HackerRank", "prompt": "c161-l3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remains one of the most recognized names in technical hiring"}, {"id": "mai-20260917-1752-baseline|c161-l3|anthropic-small|Glider AI", "prompt": "c161-l3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Glider AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Glider AI stands out because it combines skills assessments, AI coding interviews, identity verification, and talent intelligence in one platform"}, {"id": "mai-20260917-1752-baseline|c161-l3|anthropic-small|TestGorilla", "prompt": "c161-l3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "making it more generalist than others"}, {"id": "mai-20260917-1752-baseline|c161-l3|challenger-small|HackerRank", "prompt": "c161-l3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HackerRank** for *high-volume developer screening*."}, {"id": "mai-20260917-1752-baseline|c161-l3|challenger-small|CodeSignal", "prompt": "c161-l3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CodeSignal** for *standardized, benchmarkable assessments*."}, {"id": "mai-20260917-1752-baseline|c161-l3|challenger-small|Codility", "prompt": "c161-l3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Codility** for *rigorous enterprise screening and compliance-sensitive hiring*."}, {"id": "mai-20260917-1752-baseline|c161-l3|challenger-small|CoderPad", "prompt": "c161-l3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CoderPad** for *live technical interviews*."}, {"id": "mai-20260917-1752-baseline|c161-l3|challenger-small|Mercer | Mettl", "prompt": "c161-l3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "broader enterprise assessment platform, so it is useful when technical hiring is only one part of a larger assessment program"}, {"id": "mai-20260917-1752-baseline|c161-l3|challenger-small|TrueAbility/AbilityScreen", "prompt": "c161-l3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TrueAbility/AbilityScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **TrueAbility** for *cloud/devops/infrastructure validation in real environments*."}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|HackerRank", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank — Best Overall for Enterprise Hiring"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|CodeSignal", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CodeSignal — Best for Standardized, Research-Backed Testing"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|Codility", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Codility — Best for Assessment Science & Code Quality"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|CoderPad", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CoderPad — Best for Live Coding Interviews"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|Mercer Mettl", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mercer Mettl | Global volume & technical role assessment"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|TestGorilla", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TestGorilla | Pre-screening / multi-measure testing"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|Karat", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Karat | Live expert interviews"}, {"id": "mai-20260917-1752-baseline|c161-l3|deepseek-small|TrueAbility", "prompt": "c161-l3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TrueAbility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TrueAbility | Certification & IT validation"}, {"id": "mai-20260917-1752-baseline|c161-l3|google-small|HackerRank", "prompt": "c161-l3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose HackerRank or Codility if your priority is compliance, massive scale, and absolute security."}, {"id": "mai-20260917-1752-baseline|c161-l3|google-small|CodeSignal", "prompt": "c161-l3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose CodeSignal if you want to eliminate bias via standardized testing."}, {"id": "mai-20260917-1752-baseline|c161-l3|google-small|CoderPad", "prompt": "c161-l3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "using IDE tools, terminals, and generative AI assistants natively), CoderPad is the market leader."}, {"id": "mai-20260917-1752-baseline|c161-l3|google-small|Codility", "prompt": "c161-l3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose HackerRank or Codility if your priority is compliance, massive scale, and absolute security."}, {"id": "mai-20260917-1752-baseline|c161-l3|google-small|Woven", "prompt": "c161-l3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Woven if your internal engineers are burnt out by interviewing."}, {"id": "mai-20260917-1752-baseline|c161-l3|google-small|DevSkiller (TalentScore)", "prompt": "c161-l3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller (TalentScore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"RealLifeTesting\" methodology via codebase-driven tasks."}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|Mercer | Mettl", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade technical assessment platforms are:\n\n1. Mercer | Mettl"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|Criteria Corp", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|Codility", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Codility"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|CoderPad", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|HackerRank", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|CodeSignal", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|HireVue", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. HireVue"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|TestGorilla", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-l3|meta-small|HackerEarth", "prompt": "c161-l3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. HackerEarth"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|Codility", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Industry leader in technical assessments, strong assessment science methodology"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|HackerRank", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Massive question library (2,000+ challenges), strongest brand recognition"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|TestGorilla", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broad assessment coverage beyond technical roles"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|CoderPad", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Live collaborative coding interviews"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|DevSkiller", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RealLifeTesting methodology, candidate-friendly experience"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|Mercer | Mettl", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade proctoring, large-scale assessments"}, {"id": "mai-20260917-1752-baseline|c161-l3|minimax-small|Criteria Corp", "prompt": "c161-l3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broad assessment validation, scientifically-backed tests"}, {"id": "mai-20260917-1752-baseline|c161-l3|mistral-small|HackerRank Developer Skills Platform", "prompt": "c161-l3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank Developer Skills Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leading platform for enterprise use, especially for large-scale, multi-tech-stack environments."}, {"id": "mai-20260917-1752-baseline|c161-l3|mistral-small|Codility", "prompt": "c161-l3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Designed for large, complex hiring pipelines. Focuses on structured evaluation and compliance."}, {"id": "mai-20260917-1752-baseline|c161-l3|mistral-small|Mercer | Mettl", "prompt": "c161-l3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Globally recognized, widely adopted by Fortune 500 firms"}, {"id": "mai-20260917-1752-baseline|c161-l3|mistral-small|Criteria Corp", "prompt": "c161-l3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "9.2/10 (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c161-l3|mistral-small|Augment Code", "prompt": "c161-l3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Augment Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise coding assessment with ISO 27001 certification and verified ATS integrations"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|HackerRank", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** — Best Overall for Enterprise Scale"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|Codility", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** — Best for Assessment Science & Compliance"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|CodeSignal", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** — Best for Automated Scoring"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|CoderPad", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** — Best for Live Collaborative Interviews"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|TestGorilla", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TestGorilla** — Best for Multi-Skill Assessment"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|TrueAbility / AbilityScreen", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TrueAbility / AbilityScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Live Environment Provisioning"}, {"id": "mai-20260917-1752-baseline|c161-l3|moonshot-small|DevSkiller", "prompt": "c161-l3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**DevSkiller** — Best for Real-World Work Sample Tests"}, {"id": "mai-20260917-1752-baseline|c161-l3|openai-small|HackerRank", "prompt": "c161-l3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose HackerRank** if you want the broadest enterprise technical hiring platform."}, {"id": "mai-20260917-1752-baseline|c161-l3|openai-small|Codility", "prompt": "c161-l3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Codility** if you care most about engineering-quality assessment and structured enterprise rollout."}, {"id": "mai-20260917-1752-baseline|c161-l3|openai-small|CodeSignal", "prompt": "c161-l3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most end-to-end enterprise hiring workflow:** **HackerRank** or **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l3|openai-small|TestGorilla", "prompt": "c161-l3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not the first pick if your primary need is sophisticated engineering assessment depth."}, {"id": "mai-20260917-1752-baseline|c161-l3|openai-small|Mercer | Mettl", "prompt": "c161-l3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less specialized for engineering hiring than the three technical-first leaders above."}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|HackerRank", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank leads scale/community"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|Codility", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Codility compliance/explainability"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|CodeSignal", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CodeSignal standardization"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|TestGorilla", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**broader** (TestGorilla/iMocha) for mixed tech/non-tech"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|iMocha", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broad skills library across roles"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|Glider AI", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Glider AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notable but less universally top-ranked for pure enterprise scale"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|TrueAbility", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TrueAbility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notable but less universally top-ranked for pure enterprise scale"}, {"id": "mai-20260917-1752-baseline|c161-l3|xai-small|CoderPad", "prompt": "c161-l3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "notable but less universally top-ranked for pure enterprise scale"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|HackerRank", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For developer-heavy teams: HackerRank, CodeSignal, Codility"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|CodeSignal", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Standardized, research-backed assessments | CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|Codility", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Real-world work simulations (not algorithmic trivia) | Codility, Adaface"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|DevSkiller", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Role-specific technical testing, structured evaluation"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|Adaface", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For broad role hiring: Adaface, TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|TestGorilla", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Weaknesses: Less depth for specialized engineering roles"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|TrueAbility", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TrueAbility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For enterprise certification: TrueAbility, Mettl"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|Mettl", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Large enterprises needing integrated proctoring & scoring"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|Fuel50", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Weaknesses: Not primarily a hiring screening tool"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|CodeSubmit", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Take-home project assignments | CodeSubmit"}, {"id": "mai-20260917-1752-baseline|c161-l3|zai-small|CoderPad", "prompt": "c161-l3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Live pair programming | CoderPad, CodeSubmit"}, {"id": "mai-20260917-1752-baseline|c161-l4|alibaba-small|HackerRank", "prompt": "c161-l4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Market Leader: HackerRank (Enterprise Tier)\nHackerRank is widely considered the best balance of price, usability, and candidate familiarity."}, {"id": "mai-20260917-1752-baseline|c161-l4|alibaba-small|HackerEarth", "prompt": "c161-l4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The End-to-End Solution: HackerEarth ... known to offer significant volume discounts"}, {"id": "mai-20260917-1752-baseline|c161-l4|alibaba-small|CodeSignal", "prompt": "c161-l4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Rigorous Choice: CodeSignal ... Their enterprise pricing is usually capped, offering a clear ceiling on costs."}, {"id": "mai-20260917-1752-baseline|c161-l4|alibaba-small|TestDome", "prompt": "c161-l4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Alternative: TestDome ... famous for its simple, flat-rate pricing structure for Enterprise clients"}, {"id": "mai-20260917-1752-baseline|c161-l4|anthropic-small|HackerRank", "prompt": "c161-l4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** is the strongest choice for large companies seeking predictable costs at scale."}, {"id": "mai-20260917-1752-baseline|c161-l4|anthropic-small|Codility", "prompt": "c161-l4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** offers another predictable model"}, {"id": "mai-20260917-1752-baseline|c161-l4|anthropic-small|CodeSignal", "prompt": "c161-l4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** uses a credit-based model but offers enterprise custom quotes"}, {"id": "mai-20260917-1752-baseline|c161-l4|challenger-small|CoderPad", "prompt": "c161-l4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **CoderPad** if your priority is *cost predictability*"}, {"id": "mai-20260917-1752-baseline|c161-l4|challenger-small|HackerRank", "prompt": "c161-l4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **large-enterprise screening** and compliance, but pricing is less predictable upfront"}, {"id": "mai-20260917-1752-baseline|c161-l4|challenger-small|Codility", "prompt": "c161-l4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong for **large-scale hiring**, but pricing is also typically enterprise/custom rather than clearly fixed"}, {"id": "mai-20260917-1752-baseline|c161-l4|challenger-small|CodeSignal", "prompt": "c161-l4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong standardized assessments at enterprise scale, but again usually **enterprise pricing**"}, {"id": "mai-20260917-1752-baseline|c161-l4|deepseek-small|Codility", "prompt": "c161-l4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codility** is typically the best fit for a large company needing thousands of assessments per year with a predictable, flat annual cost."}, {"id": "mai-20260917-1752-baseline|c161-l4|deepseek-small|HackerRank", "prompt": "c161-l4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HackerRank** is a close second if you prefer their feature set."}, {"id": "mai-20260917-1752-baseline|c161-l4|deepseek-small|CodeSignal", "prompt": "c161-l4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CodeSignal – technically excellent, but less flat-friendly ... they're the weakest of the three because they hold to metered pricing even at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|Coderbyte", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Coderbyte** (Enterprise Tier)"}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|Criteria Corp", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-Dimensional Screening (Coding + Aptitude + Personality): **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|HackerRank", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Attempt-Capped** ... Consumes \"attempts\" even if a candidate opens a test and abandons it."}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|CoderPad", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "less specialized than developer-first platforms like HackerRank or CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|Adaface", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Turnkey\" Enterprise Alternative: **Adaface**"}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|CodeSignal", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "overages can be expensive and difficult to forecast"}, {"id": "mai-20260917-1752-baseline|c161-l4|google-small|Codility", "prompt": "c161-l4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "this model forces you into tier upgrades"}, {"id": "mai-20260917-1752-baseline|c161-l4|meta-small|Codility", "prompt": "c161-l4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best coding assessment platform for a large company that needs predictable total cost across thousands of users is Codility."}, {"id": "mai-20260917-1752-baseline|c161-l4|mistral-small|Coderbyte", "prompt": "c161-l4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coderbyte and HackerRank are the best choices due to their clear annual/subscription models with unlimited usage"}, {"id": "mai-20260917-1752-baseline|c161-l4|mistral-small|HackerRank", "prompt": "c161-l4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Coderbyte and HackerRank are the best choices due to their clear annual/subscription models with unlimited usage"}, {"id": "mai-20260917-1752-baseline|c161-l4|mistral-small|Codility", "prompt": "c161-l4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Codility is powerful but may require custom pricing negotiations, which can be less predictable."}, {"id": "mai-20260917-1752-baseline|c161-l4|moonshot-small|Coderbyte", "prompt": "c161-l4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coderbyte** stands out with its transparent flat-rate pricing and unlimited assessments"}, {"id": "mai-20260917-1752-baseline|c161-l4|moonshot-small|CoderPad", "prompt": "c161-l4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoderPad Enterprise** or **HackerRank Enterprise** offer custom pricing that can be negotiated for unlimited usage"}, {"id": "mai-20260917-1752-baseline|c161-l4|moonshot-small|HackerRank Enterprise", "prompt": "c161-l4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Caveat**: Attempt-based pricing (120-300/year on lower tiers) \\u2014 Enterprise offers flexible licensing"}, {"id": "mai-20260917-1752-baseline|c161-l4|moonshot-small|Codility", "prompt": "c161-l4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Skills Intelligence... Caveat: Lower tiers are invite-credit based"}, {"id": "mai-20260917-1752-baseline|c161-l4|openai-small|Codility", "prompt": "c161-l4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Codility**"}, {"id": "mai-20260917-1752-baseline|c161-l4|openai-small|CodeSignal Hire", "prompt": "c161-l4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's less inherently predictable if volume fluctuates"}, {"id": "mai-20260917-1752-baseline|c161-l4|openai-small|HackerRank", "prompt": "c161-l4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "makes the total cost model less clearly fixed from the public page alone"}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|Coderbyte", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coderbyte stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|HackerRank", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unpredictable at thousands of assessments/users due to volume fees"}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|Codility", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caps make high volume costly/unpredictable"}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|CodeSignal", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No fixed unlimited public model."}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|CoderPad", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "poor for async high-volume screening"}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|TestDome", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "TestDome pay-per-candidate... Variable usage costs explode at scale."}, {"id": "mai-20260917-1752-baseline|c161-l4|xai-small|Adaface", "prompt": "c161-l4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Adaface", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Adaface credits): Variable usage costs explode at scale."}, {"id": "mai-20260917-1752-baseline|c161-l4|zai-small|CodeSignal", "prompt": "c161-l4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l4|zai-small|CoderPad", "prompt": "c161-l4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up (Best for Live Coding): CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-l4|zai-small|HackerRank", "prompt": "c161-l4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "300 attempts per year is likely insufficient. You will almost certainly need the **Enterprise plan**, which requires a custom quote."}, {"id": "mai-20260917-1752-baseline|c161-l5|alibaba-small|CoderPad", "prompt": "c161-l5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tools like CoderPad* excel at live collaboration."}, {"id": "mai-20260917-1752-baseline|c161-l5|alibaba-small|HackerRank", "prompt": "c161-l5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Massive question library; High volume processing. | Strong SOC 2 presence; Enterprise SSO available."}, {"id": "mai-20260917-1752-baseline|c161-l5|alibaba-small|Codility", "prompt": "c161-l5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rigorous algorithmic scoring; Anti-cheating."}, {"id": "mai-20260917-1752-baseline|c161-l5|alibaba-small|CodeSignal", "prompt": "c161-l5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep analytics and adaptive testing. | Strong track record with large enterprises; rigorous SOC 2."}, {"id": "mai-20260917-1752-baseline|c161-l5|deepseek-small|HackerRank", "prompt": "c161-l5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** (most complete end-to-end, SSO/SCIM, ATS integrations, proctoring on enterprise)"}, {"id": "mai-20260917-1752-baseline|c161-l5|deepseek-small|Codility", "prompt": "c161-l5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** (SOC 2 + ISO 27001, SSO/SAML, strong analytics/anti-cheat, but SSO/proctoring on custom tier)"}, {"id": "mai-20260917-1752-baseline|c161-l5|deepseek-small|CodeSignal", "prompt": "c161-l5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** (standardized/certified assessments, leak mitigation, SSO)"}, {"id": "mai-20260917-1752-baseline|c161-l5|deepseek-small|CoderPad", "prompt": "c161-l5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** (SOC 2 Type II, SSO, marketed explicitly for enterprise procurement)"}, {"id": "mai-20260917-1752-baseline|c161-l5|meta-small|HackerRank", "prompt": "c161-l5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include HackerRank, Codility, and CoderPad, which are all enterprise-grade platforms"}, {"id": "mai-20260917-1752-baseline|c161-l5|meta-small|Codility", "prompt": "c161-l5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include HackerRank, Codility, and CoderPad, which are all enterprise-grade platforms"}, {"id": "mai-20260917-1752-baseline|c161-l5|meta-small|CoderPad", "prompt": "c161-l5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include HackerRank, Codility, and CoderPad, which are all enterprise-grade platforms"}, {"id": "mai-20260917-1752-baseline|c161-l5|minimax-small|HackerRank", "prompt": "c161-l5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank and CoderPad are the established enterprise players"}, {"id": "mai-20260917-1752-baseline|c161-l5|minimax-small|CoderPad", "prompt": "c161-l5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HackerRank and CoderPad are the established enterprise players"}, {"id": "mai-20260917-1752-baseline|c161-l5|minimax-small|Codility", "prompt": "c161-l5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise platforms (HackerRank, CoderPad, Codility, Testspring, Augment) advertise these"}, {"id": "mai-20260917-1752-baseline|c161-l5|minimax-small|Testspring", "prompt": "c161-l5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Testspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most enterprise platforms (HackerRank, CoderPad, Codility, Testspring, Augment) advertise these"}, {"id": "mai-20260917-1752-baseline|c161-l5|minimax-small|Augment", "prompt": "c161-l5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Augment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most enterprise platforms (HackerRank, CoderPad, Codility, Testspring, Augment) advertise these"}, {"id": "mai-20260917-1752-baseline|c161-l5|moonshot-small|CodeSignal", "prompt": "c161-l5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a comparison of how specific platforms (e.g., CodeSignal, HackerRank, Codility, Byteboard) map to these criteria?"}, {"id": "mai-20260917-1752-baseline|c161-l5|moonshot-small|HackerRank", "prompt": "c161-l5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., CodeSignal, HackerRank, Codility, Byteboard"}, {"id": "mai-20260917-1752-baseline|c161-l5|moonshot-small|Codility", "prompt": "c161-l5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., CodeSignal, HackerRank, Codility, Byteboard"}, {"id": "mai-20260917-1752-baseline|c161-l5|moonshot-small|Byteboard", "prompt": "c161-l5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Byteboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., CodeSignal, HackerRank, Codility, Byteboard"}, {"id": "mai-20260917-1752-baseline|c161-l5|xai-small|Codility", "prompt": "c161-l5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist (1 week)**: Codility (compliance leader), HackerRank (end-to-end), CoderPad (live coding), CodeSignal (skills-based)"}, {"id": "mai-20260917-1752-baseline|c161-l5|xai-small|HackerRank", "prompt": "c161-l5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HackerRank (end-to-end)"}, {"id": "mai-20260917-1752-baseline|c161-l5|xai-small|CoderPad", "prompt": "c161-l5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CoderPad (live coding)"}, {"id": "mai-20260917-1752-baseline|c161-l5|xai-small|CodeSignal", "prompt": "c161-l5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CodeSignal (skills-based)"}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|Codility", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Codility (Use with Caution regarding \"Time Limits\")... many engineering leaders now view it as problematic for senior roles."}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|CodeSignal", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid using the GCRT as a hard gate for experienced hires; use it only as a supplementary data point."}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|HackerRank", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HackerRank (Caution regarding Pricing and Inconsistency)... their Enterprise tier is notoriously opaque and can become very expensive quickly."}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|TestDome", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "acceptable only for high-volume, low-stakes junior recruiting. Avoid for any mid-to-senior level technical screening."}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|HireVue", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Any platform (including some newer entrants or video interviewing tools like HireVue) that uses intrusive monitoring features."}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|CoderPad", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pair Programming/IDE integration (like CoderPad or CodeLive) where a human evaluates the coding in real-time."}, {"id": "mai-20260917-1752-baseline|c161-l6|alibaba-small|CodeLive", "prompt": "c161-l6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeLive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Pair Programming/IDE integration (like CoderPad or CodeLive) where a human evaluates the coding in real-time."}, {"id": "mai-20260917-1752-baseline|c161-l6|anthropic-small|HackerRank", "prompt": "c161-l6", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "choose HackerRank (verified ISO 27001 and GDPR) or CoderPad (SOC 2 Type II)"}, {"id": "mai-20260917-1752-baseline|c161-l6|anthropic-small|CoderPad", "prompt": "c161-l6", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose HackerRank (verified ISO 27001 and GDPR) or CoderPad (SOC 2 Type II)"}, {"id": "mai-20260917-1752-baseline|c161-l6|challenger-small|Criteria Corp (Codecheck)", "prompt": "c161-l6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Criteria Corp (Codecheck)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Key platforms to **avoid or scrutinize closely**: - **Criteria Corp (Codecheck)** — described as best for *small businesses ... not the strongest fit for large-enterprise complexity or scale."}, {"id": "mai-20260917-1752-baseline|c161-l6|challenger-small|TestGorilla", "prompt": "c161-l6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned in several comparisons as better for blended or non-technical pipelines, with limitations around technical depth relative to enterprise technical-hiring needs."}, {"id": "mai-20260917-1752-baseline|c161-l6|challenger-small|Glider.ai", "prompt": "c161-l6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Glider.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "described as similar to TestGorilla in offering non-tech assessments at a low starting price, so it may be less suitable if your enterprise needs rigorous technical fidelity."}, {"id": "mai-20260917-1752-baseline|c161-l6|deepseek-small|HackerRank", "prompt": "c161-l6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Platforms to be cautious about:** **HackerRank, Codility, CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l6|deepseek-small|Codility", "prompt": "c161-l6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Platforms to be cautious about:** **HackerRank, Codility, CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-l6|deepseek-small|CodeSignal", "prompt": "c161-l6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CodeSignal suffers from **manual integrity review bottlenecks** and **high candidate dropout rates** at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c161-l6|deepseek-small|Coderbyte", "prompt": "c161-l6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Platforms to avoid:** **Coderbyte, TestDome** (in certain contexts)"}, {"id": "mai-20260917-1752-baseline|c161-l6|deepseek-small|TestDome", "prompt": "c161-l6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Platforms to avoid:** **Coderbyte, TestDome** (in certain contexts)"}, {"id": "mai-20260917-1752-baseline|c161-l6|deepseek-small|HireVue", "prompt": "c161-l6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid entirely** unless your legal and compliance teams have done a full audit."}, {"id": "mai-20260917-1752-baseline|c161-l6|google-small|HireVue", "prompt": "c161-l6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**HireVue** famously discontinued its automated facial analysis features following major civil rights scrutiny and investigations."}, {"id": "mai-20260917-1752-baseline|c161-l6|google-small|HackerRank", "prompt": "c161-l6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If using major standard vendors like **HackerRank** or **Codility**, exercise caution with their *generic, out-of-the-box templates*."}, {"id": "mai-20260917-1752-baseline|c161-l6|google-small|Codility", "prompt": "c161-l6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "exercise caution with their *generic, out-of-the-box templates*"}, {"id": "mai-20260917-1752-baseline|c161-l6|google-small|TestGorilla", "prompt": "c161-l6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms (like TestGorilla or niche competitors) that lack deep, native integrations with enterprise Applicant Tracking Systems (ATS)"}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|HackerRank", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HackerRank is recommended for high-volume junior SWE screening"}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|Codility", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Codility is suggested for roles where methodology rigor and EU compliance are important"}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|TestGorilla", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TestGorilla is recommended for blended or non-technical role pipelines"}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|CoderPad", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-pad pricing models, which can become expensive for high-volume screening"}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|AbilityScreen", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "AbilityScreen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AbilityScreen is recommended for roles where real-environment performance is critical"}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|CodeSignal", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, AbilityScreen, CodeSignal, and Mettl (Mercer)."}, {"id": "mai-20260917-1752-baseline|c161-l6|meta-small|Mettl (Mercer)", "prompt": "c161-l6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Mettl (Mercer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, AbilityScreen, CodeSignal, and Mettl (Mercer)."}, {"id": "mai-20260917-1752-baseline|c161-l6|minimax-small|CoderPad", "prompt": "c161-l6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "has received a notably low security score (34/100, Grade D) ... with \"High\" risk designation and only 44% enterprise readiness"}, {"id": "mai-20260917-1752-baseline|c161-l6|minimax-small|Cluely", "prompt": "c161-l6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Cluely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Emerging AI interview tools (Cluely, Parakeet AI) present new security and integrity challenges"}, {"id": "mai-20260917-1752-baseline|c161-l6|minimax-small|Parakeet AI", "prompt": "c161-l6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Parakeet AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Emerging AI interview tools (Cluely, Parakeet AI) present new security and integrity challenges"}, {"id": "mai-20260917-1752-baseline|c161-l6|minimax-small|HackerRank", "prompt": "c161-l6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Major platforms like **HackerRank**, **Codility**, and **CodeSignal** maintain SOC 2 compliance and ISO 27001 certifications"}, {"id": "mai-20260917-1752-baseline|c161-l6|minimax-small|Codility", "prompt": "c161-l6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "maintain SOC 2 compliance and ISO 27001 certifications"}, {"id": "mai-20260917-1752-baseline|c161-l6|minimax-small|CodeSignal", "prompt": "c161-l6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "maintain SOC 2 compliance and ISO 27001 certifications"}, {"id": "mai-20260917-1752-baseline|c161-l6|mistral-small|CoderPad", "prompt": "c161-l6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CoderPad received a security grade of \"D\" (34/100) and is flagged as \"Not recommended\" for enterprises due to high risk"}, {"id": "mai-20260917-1752-baseline|c161-l6|mistral-small|Workday AI Screening", "prompt": "c161-l6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Workday AI Screening", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Class-action lawsuit for discrimination | Avoid until compliance and transparency improve"}, {"id": "mai-20260917-1752-baseline|c161-l6|moonshot-small|CodeSignal", "prompt": "c161-l6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "CodeSignal — High Candidate Dropout & Disconnected Scoring"}, {"id": "mai-20260917-1752-baseline|c161-l6|moonshot-small|HackerRank", "prompt": "c161-l6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "HackerRank — Cheating Arms Race & Leaked Content"}, {"id": "mai-20260917-1752-baseline|c161-l6|moonshot-small|CoderPad", "prompt": "c161-l6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CoderPad — Weak Integrity Controls at Standard Tiers"}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|Codility", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**:\n1. **Codility**: ... Hostile candidate experience"}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|HackerRank", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cautions**: Old/repetitive questions in some sections; AI cheating risks"}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|CodeSignal", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cautions**: High candidate dropout at scale; manual proctoring/integrity reviews create bottlenecks"}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|iMocha", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "iMocha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**When to Avoid**: Large-scale screening or upskilling programs needing quick deployment."}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|Mercer Mettl", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Mercer Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternatives**: Mercer Mettl for proctoring-heavy enterprise compliance."}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|CoderPad", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Per-pad pricing scales poorly for volume screening ... **When to Avoid**: High-volume early-stage screening"}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|TestGorilla", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mercer Mettl/TestGorilla for compliance/breadth"}, {"id": "mai-20260917-1752-baseline|c161-l6|xai-small|AbilityScreen", "prompt": "c161-l6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "AbilityScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AbilityScreen for ops/cloud roles"}, {"id": "mai-20260917-1752-baseline|c161-l6|zai-small|HackerRank", "prompt": "c161-l6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HackerRank | Mixed UI polish, unrealistic time limits, pricing requires quotes, strict evaluation criteria, AI plagiarism detection not foolproof"}, {"id": "mai-20260917-1752-baseline|c161-l6|zai-small|CodeSignal", "prompt": "c161-l6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CodeSignal and Codility both warn recruiters that high suspicion scores do not guarantee cheating"}, {"id": "mai-20260917-1752-baseline|c161-l6|zai-small|Codility", "prompt": "c161-l6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Codility | Per‑candidate pricing, grading primarily correctness‑focused, limited IDE features, anti‑cheating warnings not definitive"}, {"id": "mai-20260917-1752-baseline|c161-l6|zai-small|Generic \"LeetCode‑style\" Platforms", "prompt": "c161-l6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Generic \"LeetCode‑style\" Platforms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Abstract puzzles, pattern‑matching prep, lack of real‑world context, poor job relevance"}, {"id": "mai-20260917-1752-baseline|c161-m1|alibaba-small|HackerRank", "prompt": "c161-m1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Industry Standard): HackerRank (by Coder)"}, {"id": "mai-20260917-1752-baseline|c161-m1|alibaba-small|CodeSignal", "prompt": "c161-m1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Candidate Experience & Quality Signals: CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-m1|alibaba-small|TestDome", "prompt": "c161-m1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One Platform: TestDome"}, {"id": "mai-20260917-1752-baseline|c161-m1|alibaba-small|Vervoe", "prompt": "c161-m1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Modern / AI-Driven Choice: Vervoe"}, {"id": "mai-20260917-1752-baseline|c161-m1|anthropic-small|HackerRank", "prompt": "c161-m1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Common Popular Options** (though I'd recommend searching for current 2026 reviews):\n- HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-m1|anthropic-small|Codility", "prompt": "c161-m1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Codility"}, {"id": "mai-20260917-1752-baseline|c161-m1|anthropic-small|LeetCode for Businesses", "prompt": "c161-m1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "LeetCode for Businesses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- LeetCode for Businesses"}, {"id": "mai-20260917-1752-baseline|c161-m1|anthropic-small|Greenhouse", "prompt": "c161-m1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Greenhouse (if you need ATS integration)"}, {"id": "mai-20260917-1752-baseline|c161-m1|anthropic-small|TestDome", "prompt": "c161-m1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- TestDome"}, {"id": "mai-20260917-1752-baseline|c161-m1|anthropic-small|CoderPad", "prompt": "c161-m1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-m1|challenger-small|HackerRank", "prompt": "c161-m1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **HackerRank** if your priority is technical hiring at scale"}, {"id": "mai-20260917-1752-baseline|c161-m1|challenger-small|Goodfit", "prompt": "c161-m1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Goodfit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Goodfit** is the stronger fit for many mid-market teams... want consolidation over deep specialization"}, {"id": "mai-20260917-1752-baseline|c161-m1|challenger-small|CodeSignal", "prompt": "c161-m1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong choice if you want **standardized assessments, live interviews, and AI-assisted evaluation** in one platform"}, {"id": "mai-20260917-1752-baseline|c161-m1|challenger-small|CoderPad", "prompt": "c161-m1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if your process is more **interview-heavy**"}, {"id": "mai-20260917-1752-baseline|c161-m1|challenger-small|Coderbyte", "prompt": "c161-m1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a solid mid-market option for **repeatable automated screening**"}, {"id": "mai-20260917-1752-baseline|c161-m1|deepseek-small|CodeSignal", "prompt": "c161-m1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-m1|deepseek-small|HackerRank", "prompt": "c161-m1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives\n\n### 2. **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-m1|deepseek-small|Codility", "prompt": "c161-m1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Codility**"}, {"id": "mai-20260917-1752-baseline|c161-m1|deepseek-small|TestGorilla", "prompt": "c161-m1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TestGorilla** is worth strong consideration as an all-in-one platform"}, {"id": "mai-20260917-1752-baseline|c161-m1|google-small|HackerRank", "prompt": "c161-m1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like HackerRank, which can be overly rigid and expensive"}, {"id": "mai-20260917-1752-baseline|c161-m1|google-small|CoderPad", "prompt": "c161-m1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Developer Experience & Practical Hiring"}, {"id": "mai-20260917-1752-baseline|c161-m1|google-small|CodeSignal", "prompt": "c161-m1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Standardized, Top-of-Funnel Screening at Scale"}, {"id": "mai-20260917-1752-baseline|c161-m1|google-small|HackerEarth", "prompt": "c161-m1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Balanced All-In-One Value for Mid-Market Tech Teams"}, {"id": "mai-20260917-1752-baseline|c161-m1|google-small|TestGorilla", "prompt": "c161-m1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cross-Functional B2B Hiring (Tech + Non-Tech Roles)"}, {"id": "mai-20260917-1752-baseline|c161-m1|meta-small|Goodfit", "prompt": "c161-m1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Goodfit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Goodfit - a practical choice for mid-market engineering teams hiring across functions in India."}, {"id": "mai-20260917-1752-baseline|c161-m1|meta-small|HackerRank", "prompt": "c161-m1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-market to enterprise engineering teams running high-volume technical hiring across multiple roles and levels"}, {"id": "mai-20260917-1752-baseline|c161-m1|meta-small|Coderbyte", "prompt": "c161-m1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for startups and mid-market tech teams, offering a mix of off-the-shelf and customizable challenges"}, {"id": "mai-20260917-1752-baseline|c161-m1|meta-small|CoderPad", "prompt": "c161-m1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides reliable coding assessments built around real-world engineering tasks, with clear and structured scoring"}, {"id": "mai-20260917-1752-baseline|c161-m1|meta-small|CodeSignal", "prompt": "c161-m1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers standardized coding assessments and interview practice, with features such as pre-screening candidates at scale"}, {"id": "mai-20260917-1752-baseline|c161-m1|minimax-small|CodeSignal", "prompt": "c161-m1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CodeSignal** offers the best balance of features, scalability, and pricing"}, {"id": "mai-20260917-1752-baseline|c161-m1|minimax-small|HackerRank", "prompt": "c161-m1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Mid-market to enterprise teams with high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c161-m1|minimax-small|TestGorilla", "prompt": "c161-m1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies wanting diverse assessment options"}, {"id": "mai-20260917-1752-baseline|c161-m1|minimax-small|Augment Code", "prompt": "c161-m1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your focus is on practical coding skills rather than algorithms, **Augment Code** might be worth considering"}, {"id": "mai-20260917-1752-baseline|c161-m1|mistral-small|HackerRank", "prompt": "c161-m1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** is highly regarded for mid-market to enterprise engineering teams"}, {"id": "mai-20260917-1752-baseline|c161-m1|mistral-small|Coderbyte", "prompt": "c161-m1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coderbyte** is another strong option, designed for startups and mid-market tech teams."}, {"id": "mai-20260917-1752-baseline|c161-m1|mistral-small|Augment Code", "prompt": "c161-m1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Augment Code", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Augment Code** is ideal if AI-assisted development context matters to your assessments"}, {"id": "mai-20260917-1752-baseline|c161-m1|moonshot-small|Codility", "prompt": "c161-m1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Codility** offers the best balance of capability, reputation, and price"}, {"id": "mai-20260917-1752-baseline|c161-m1|moonshot-small|HackerRank", "prompt": "c161-m1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume Technical Hiring"}, {"id": "mai-20260917-1752-baseline|c161-m1|moonshot-small|CodeSignal", "prompt": "c161-m1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value/Entry Point"}, {"id": "mai-20260917-1752-baseline|c161-m1|moonshot-small|TestGorilla", "prompt": "c161-m1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Hire Beyond Engineers"}, {"id": "mai-20260917-1752-baseline|c161-m1|moonshot-small|Coderbyte", "prompt": "c161-m1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Unlimited Volume at Predictable Cost"}, {"id": "mai-20260917-1752-baseline|c161-m1|openai-small|HackerRank", "prompt": "c161-m1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **default choice** is usually **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-m1|openai-small|Codility", "prompt": "c161-m1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** is the best alternative if your priorities are **assessment rigor, compliance, and explainable scoring**"}, {"id": "mai-20260917-1752-baseline|c161-m1|openai-small|CoderPad", "prompt": "c161-m1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CoderPad** if your team mainly wants **live coding interviews**"}, {"id": "mai-20260917-1752-baseline|c161-m1|openai-small|CodeSignal", "prompt": "c161-m1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CodeSignal** if you want **standardized benchmarking**"}, {"id": "mai-20260917-1752-baseline|c161-m1|xai-small|HackerRank", "prompt": "c161-m1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HackerRank (Most recommended overall for mid-market)"}, {"id": "mai-20260917-1752-baseline|c161-m1|xai-small|CodeSignal", "prompt": "c161-m1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong all-around for standardized, research-backed assessments"}, {"id": "mai-20260917-1752-baseline|c161-m1|xai-small|Coderbyte", "prompt": "c161-m1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coderbyte (Great for smaller mid-market/budget-conscious)"}, {"id": "mai-20260917-1752-baseline|c161-m1|xai-small|Codility", "prompt": "c161-m1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Codility    | High-volume events       | 1,000+"}, {"id": "mai-20260917-1752-baseline|c161-m1|xai-small|LeetCode", "prompt": "c161-m1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "LeetCode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for mid-market: LeetCode (practice-focused, not hiring-optimized)"}, {"id": "mai-20260917-1752-baseline|c161-m1|xai-small|DevSkiller", "prompt": "c161-m1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "DevSkiller", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for mid-market: ... full enterprise like DevSkiller (custom/heavy)"}, {"id": "mai-20260917-1752-baseline|c161-m1|zai-small|HackerRank", "prompt": "c161-m1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-m1|zai-small|CodeSignal", "prompt": "c161-m1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CodeSignal is a close second"}, {"id": "mai-20260917-1752-baseline|c161-m1|zai-small|Codility", "prompt": "c161-m1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Codility offers a strong option, but it tends to sit at a higher price point for mid-market needs"}, {"id": "mai-20260917-1752-baseline|c161-m2|alibaba-small|CoderPad", "prompt": "c161-m2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **CoderPad** for conducting live interviews"}, {"id": "mai-20260917-1752-baseline|c161-m2|alibaba-small|HackerRank", "prompt": "c161-m2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scale & Screening: HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-m2|alibaba-small|CodeSignal", "prompt": "c161-m2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Runner-Up: CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|HackerRank", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HackerRank/HackerEarth**: Strong for technical coding assessments"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|HackerEarth", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**HackerRank/HackerEarth**: Strong for technical coding assessments"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|Codility", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Codility**: Popular for developer screening with real-world coding challenges"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|Interviewing.io", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Interviewing.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Interviewing.io**: Good for live mock interviews and real-time technical assessment"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|Toptal's assessments", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Toptal's assessments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Take-home platforms** (like Toptal's assessments or similar)"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|Woven", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Woven", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Video interview platforms** (like Woven or Karat): Useful for initial screening rounds"}, {"id": "mai-20260917-1752-baseline|c161-m2|anthropic-small|Karat", "prompt": "c161-m2", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Video interview platforms** (like Woven or Karat): Useful for initial screening rounds"}, {"id": "mai-20260917-1752-baseline|c161-m2|challenger-small|HackerRank", "prompt": "c161-m2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick just one, I'd lean **HackerRank** for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c161-m2|challenger-small|CoderPad", "prompt": "c161-m2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoderPad** if you want the best live coding interview experience"}, {"id": "mai-20260917-1752-baseline|c161-m2|challenger-small|Byteboard", "prompt": "c161-m2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Byteboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Byteboard** if you want to focus on real-world skills and more structured evaluation"}, {"id": "mai-20260917-1752-baseline|c161-m2|deepseek-small|CodeSignal", "prompt": "c161-m2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CodeSignal** (best overall)"}, {"id": "mai-20260917-1752-baseline|c161-m2|deepseek-small|CoderPad", "prompt": "c161-m2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CoderPad** as a strong alternative"}, {"id": "mai-20260917-1752-baseline|c161-m2|deepseek-small|HackerRank", "prompt": "c161-m2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HackerRank — Best if you expect to scale"}, {"id": "mai-20260917-1752-baseline|c161-m2|google-small|CoderPad", "prompt": "c161-m2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Live Coding: **CoderPad**"}, {"id": "mai-20260917-1752-baseline|c161-m2|google-small|CodinGame", "prompt": "c161-m2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodinGame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Following CoderPad\\u2019s merger with CodinGame, you can also use their automated, game-like screening tests"}, {"id": "mai-20260917-1752-baseline|c161-m2|google-small|Woven", "prompt": "c161-m2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Saving Engineering Bandwidth: **Woven**"}, {"id": "mai-20260917-1752-baseline|c161-m2|google-small|CodeSubmit", "prompt": "c161-m2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Real-World Take-Homes: **CodeSubmit**"}, {"id": "mai-20260917-1752-baseline|c161-m2|google-small|HackerRank", "prompt": "c161-m2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why we recommend avoiding HackerRank or Codility (for now)"}, {"id": "mai-20260917-1752-baseline|c161-m2|google-small|Codility", "prompt": "c161-m2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why we recommend avoiding HackerRank or Codility (for now)"}, {"id": "mai-20260917-1752-baseline|c161-m2|meta-small|Interviewstream", "prompt": "c161-m2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Interviewstream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Interviewstream, a video interview software that is recommended for mid-sized companies and offers features such as scheduling, video interviews, and AI tools in one system."}, {"id": "mai-20260917-1752-baseline|c161-m2|minimax-small|HackerRank for Work", "prompt": "c161-m2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank for Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most flexible all-in-one solution, I'd lean toward **HackerRank for Work**"}, {"id": "mai-20260917-1752-baseline|c161-m2|minimax-small|Codility", "prompt": "c161-m2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a quick, low-overhead screen, **Codility** is simple to set up and provides a clean candidate experience."}, {"id": "mai-20260917-1752-baseline|c161-m2|minimax-small|CodeSignal", "prompt": "c161-m2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "(or **CodeSignal** if you like the \"certified engineer\" benchmark). Both integrate with most ATS platforms"}, {"id": "mai-20260917-1752-baseline|c161-m2|minimax-small|HireVue", "prompt": "c161-m2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Structured video interviews (technical + behavioral) | ... More expensive; coding environment is less flexible"}, {"id": "mai-20260917-1752-baseline|c161-m2|minimax-small|Greenhouse (with Interview Kit)", "prompt": "c161-m2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Greenhouse (with Interview Kit)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You still need a separate coding-assessment tool"}, {"id": "mai-20260917-1752-baseline|c161-m2|minimax-small|LeetCode for Teams", "prompt": "c161-m2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "LeetCode for Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fewer analytics & ATS integrations; mainly a practice platform"}, {"id": "mai-20260917-1752-baseline|c161-m2|mistral-small|CoderPad", "prompt": "c161-m2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **CoderPad** as a strong technical interview tool"}, {"id": "mai-20260917-1752-baseline|c161-m2|mistral-small|HackerRank", "prompt": "c161-m2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include platforms like HackerRank, which is praised for high-volume technical hiring"}, {"id": "mai-20260917-1752-baseline|c161-m2|moonshot-small|CoderPad", "prompt": "c161-m2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-m2|moonshot-small|HackerRank", "prompt": "c161-m2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-m2|moonshot-small|CodeSignal", "prompt": "c161-m2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honorable Mention: CodeSignal ... CodeSignal is worth evaluating"}, {"id": "mai-20260917-1752-baseline|c161-m2|openai-small|CodeSignal Grow", "prompt": "c161-m2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal Grow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a mid-sized B2B company:** **CodeSignal Grow"}, {"id": "mai-20260917-1752-baseline|c161-m2|openai-small|CoderPad", "prompt": "c161-m2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoderPad** if your priority is **live coding interviews** and a simpler interviewer experience."}, {"id": "mai-20260917-1752-baseline|c161-m2|openai-small|HackerRank", "prompt": "c161-m2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HackerRank** if you're doing **high-volume enterprise-style screening**"}, {"id": "mai-20260917-1752-baseline|c161-m2|xai-small|HackerRank", "prompt": "c161-m2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend HackerRank as the top technical interview tool"}, {"id": "mai-20260917-1752-baseline|c161-m2|xai-small|CodeSignal", "prompt": "c161-m2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-driven assessments & portable candidate scores"}, {"id": "mai-20260917-1752-baseline|c161-m2|xai-small|CoderPad", "prompt": "c161-m2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Live pair-programming interviews"}, {"id": "mai-20260917-1752-baseline|c161-m2|xai-small|Codility", "prompt": "c161-m2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance-heavy screening ... more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c161-m2|xai-small|LeetCode", "prompt": "c161-m2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "LeetCode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid LeetCode (candidate prep, not company tool)."}, {"id": "mai-20260917-1752-baseline|c161-m2|zai-small|HackerRank", "prompt": "c161-m2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** is the strongest all‑round choice"}, {"id": "mai-20260917-1752-baseline|c161-m2|zai-small|CodeSignal", "prompt": "c161-m2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is maximizing candidate satisfaction... **CodeSignal** is excellent."}, {"id": "mai-20260917-1752-baseline|c161-m2|zai-small|CoderPad", "prompt": "c161-m2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CoderPad** offers a lighter, more flexible option."}, {"id": "mai-20260917-1752-baseline|c161-m2|zai-small|Codility", "prompt": "c161-m2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Codility** is a solid choice (though pricing may be higher than mid‑market needs)"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|HackerRank", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HackerRank** | Large-scale screening | Massive question library & community"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|CodeSignal", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "High-volume automation | Speed & standardized testing"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|CoderPad", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Collaborative interviews | Real-time collaboration"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|Codility", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Engineering compliance | Assessment science"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|Karat", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Senior/Critical hires | Structured live interviews"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|Adaface", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Adaface", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Adaface / TestGorilla** | Early-stage screening | Holistic fit"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|TestGorilla", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TestGorilla** or **Adaface** allow you to include logic tests and cultural fit exams"}, {"id": "mai-20260917-1752-baseline|c161-m3|alibaba-small|DevSkiller", "prompt": "c161-m3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Project-based roles | Simulated work tasks"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|HackerRank", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HackerRank is the most widely recognized name in technical screening tools with a massive question library"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|CodeSignal", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CodeSignal & Codility**"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|Codility", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Codility is a widely used platform for assessing technical skills, particularly in software development"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|Glider AI", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Glider AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "offering the best balance of AI-powered interviews, assessment accuracy, security, and hiring analytics for most enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|Mercer | Mettl", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "globally recognized enterprise-grade assessment platform widely adopted for hiring, certification, and compliance"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|Aptora", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Aptora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aptora is an AI-native technical assessment platform built from scratch for how engineering works today"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|TestGorilla", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TestGorilla & TestTrick**"}, {"id": "mai-20260917-1752-baseline|c161-m3|anthropic-small|TestTrick", "prompt": "c161-m3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestTrick", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TestTrick is a modern skills assessment platform built for recruiters and hiring teams"}, {"id": "mai-20260917-1752-baseline|c161-m3|challenger-small|HackerRank", "prompt": "c161-m3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **HackerRank** for scale."}, {"id": "mai-20260917-1752-baseline|c161-m3|challenger-small|Codility", "prompt": "c161-m3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Codility** for rigor."}, {"id": "mai-20260917-1752-baseline|c161-m3|challenger-small|CodeSignal", "prompt": "c161-m3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **CodeSignal** for standardized scoring."}, {"id": "mai-20260917-1752-baseline|c161-m3|challenger-small|CoderPad", "prompt": "c161-m3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **CoderPad** for live interviews."}, {"id": "mai-20260917-1752-baseline|c161-m3|challenger-small|TestGorilla", "prompt": "c161-m3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **TestGorilla** for broader screening beyond engineering."}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|HackerRank", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CodeSignal/HackerRank** dominate standardized screening"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|Codility", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** leads on methodology and compliance for enterprise-scale hiring"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|CodeSignal", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best for:** All-around use, standardized pre-screening at scale, live technical interviews"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|CoderPad", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** wins for live interviews"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|TestGorilla", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TestGorilla** offers the broadest role coverage"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|HackerEarth", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams wanting automated AI interviewing plus traditional assessments"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|WeCP", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "WeCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Extensive repository of 200,000+ technical questions"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|DevSkiller", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Real-world, project-based assessments; strong integration/compatibility and support"}, {"id": "mai-20260917-1752-baseline|c161-m3|deepseek-small|AbilityScreen", "prompt": "c161-m3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "AbilityScreen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(DevSkiller/AbilityScreen prioritize real-environment fidelity.)"}, {"id": "mai-20260917-1752-baseline|c161-m3|google-small|CoderPad", "prompt": "c161-m3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. 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"mai-20260917-1752-baseline|c161-m3|google-small|Codility", "prompt": "c161-m3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Codility is built around verifying core technical mechanics, focusing heavily on candidate problem-solving and algorithmic efficiency."}, {"id": "mai-20260917-1752-baseline|c161-m3|google-small|Woven", "prompt": "c161-m3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Woven (Best for \"Human-in-the-Loop\" Mid-to-Senior Hiring)"}, {"id": "mai-20260917-1752-baseline|c161-m3|google-small|Karat", "prompt": "c161-m3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Karat (Best for Interviewing-as-a-Service)"}, {"id": "mai-20260917-1752-baseline|c161-m3|google-small|TestGorilla", "prompt": "c161-m3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TestGorilla is a generalized skills assessment platform rather than a pure coding IDE."}, {"id": "mai-20260917-1752-baseline|c161-m3|meta-small|HackerRank", "prompt": "c161-m3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top technical assessment platforms, including HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c161-m3|meta-small|Codility", "prompt": "c161-m3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c161-m3|meta-small|TestGorilla", "prompt": "c161-m3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c161-m3|meta-small|CoderPad", "prompt": "c161-m3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c161-m3|meta-small|AbilityScreen", "prompt": "c161-m3", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "AbilityScreen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|HackerRank", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For algorithmic coding interviews**: Karat or HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|Codility", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For enterprise engineering screening**: Codility"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|Unstop", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Unstop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For campus hiring**: Unstop"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|TestGorilla", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For diverse skill assessments**: TestGorilla or Adaface"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|Adaface", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For budget-conscious hiring**: Unstop (free tier) or Adaface"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|DevSkiller", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**DevSkiller** | Developer coding skills | Project-based assessments | Contact for pricing"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|WeCP", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "WeCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**WeCP**: 200,000+ technical questions (largest)"}, {"id": "mai-20260917-1752-baseline|c161-m3|minimax-small|Karat", "prompt": "c161-m3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For algorithmic coding interviews**: Karat or HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|Codility", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the best overall, especially for enterprise use."}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|HackerRank", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a strong choice for tech screening and developer hiring."}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|CodeSignal", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stands out for AI-powered assessments and advanced proctoring."}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|iMocha", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers pre-built assessments and is known for its flexibility and integration capabilities."}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|CoderPad", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for live pair programming and realistic job simulations."}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|Woven", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recommended for experienced hiring with some budget"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|Karat", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ideal for teams using algorithmic LeetCode-style coding interviews."}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|WeCP", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "WeCP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Claims the largest repository of technical questions (600,000+)"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|TestGorilla", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "recognized for broader skills assessment"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|Criteria Corp", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "recognized for broader skills assessment"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|Mercer | Mettl", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Mercer | Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "recognized for broader skills assessment"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|HackerEarth", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Codility, iMocha, and HackerEarth start around $200–$500/month"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|eSkill", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "eSkill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "enterprise solutions like eSkill and SHL use custom pricing"}, {"id": "mai-20260917-1752-baseline|c161-m3|mistral-small|SHL", "prompt": "c161-m3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "enterprise solutions like eSkill and SHL use custom pricing"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|HackerRank", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For high-volume software hiring**: HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|Codility", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For high-volume software hiring**: HackerRank or Codility"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|CodeSignal", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For standardized, certified scoring**: CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|CoderPad", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For live technical interviews**: CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|TestGorilla", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For multi-role assessments**: TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|DevSkiller", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For realistic job simulations**: DevSkiller or CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|Karat", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For experienced/senior hires**: Karat or Woven"}, {"id": "mai-20260917-1752-baseline|c161-m3|moonshot-small|Woven", "prompt": "c161-m3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For experienced/senior hires**: Karat or Woven"}, {"id": "mai-20260917-1752-baseline|c161-m3|openai-small|HackerRank", "prompt": "c161-m3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: End-to-end enterprise technical hiring. ... broadest platform and largest general hiring workflow"}, {"id": "mai-20260917-1752-baseline|c161-m3|openai-small|Codility", "prompt": "c161-m3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Codility: strongest reputation for rigorous screening and compliance."}, {"id": "mai-20260917-1752-baseline|c161-m3|openai-small|CodeSignal", "prompt": "c161-m3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CodeSignal: best standardized scoring and benchmarking."}, {"id": "mai-20260917-1752-baseline|c161-m3|openai-small|CoderPad", "prompt": "c161-m3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Interview-heavy process: CoderPad."}, {"id": "mai-20260917-1752-baseline|c161-m3|openai-small|TestDome", "prompt": "c161-m3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious or smaller team: TestDome."}, {"id": "mai-20260917-1752-baseline|c161-m3|openai-small|DevSkiller", "prompt": "c161-m3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want realistic tasks over puzzles: DevSkiller."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|HackerRank", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HackerRank** - Best for enterprise-scale technical hiring."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|Codility", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** - Strong for automated code evaluation at scale."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|CodeSignal", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CodeSignal** - Excels in standardized, research-backed assessments."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|CoderPad", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** - Ideal for live collaborative coding interviews."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|HackerEarth", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HackerEarth** - Great for hackathons and AI-powered interviews."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|DevSkiller", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "realism (DevSkiller)"}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|TestGorilla", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TestGorilla** / **iMocha** - Broader skills testing beyond pure coding."}, {"id": "mai-20260917-1752-baseline|c161-m3|xai-small|iMocha", "prompt": "c161-m3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**TestGorilla** / **iMocha** - Broader skills testing beyond pure coding."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|Codility", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large-scale enterprise screening with compliance needs: Codility."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|HackerRank", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-volume, general-purpose technical hiring: HackerRank."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|CodeSignal", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HackerRank replacement with standardized, research-backed assessments: CodeSignal."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|DevSkiller", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tech-heavy orgs needing interactive, role-specific coding: DevSkiller."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|Kodiva", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Kodiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Senior/expert hiring with AI-cheat resistance: Kodiva."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|Karat", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Live human-proctored interviews for experienced engineers: Karat."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|Woven", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Human-powered, scenario-based assessments for experienced engineers: Woven."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|TestGorilla", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cross-functional or non-technical roles needing broad skills: TestGorilla."}, {"id": "mai-20260917-1752-baseline|c161-m3|zai-small|CodeSubmit", "prompt": "c161-m3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Practical take-home coding challenges with strong security: CodeSubmit."}, {"id": "mai-20260917-1752-baseline|c161-m4|alibaba-small|HackerRank", "prompt": "c161-m4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Switch to **HackerRank** only once your hiring volume exceeds what you can manually review."}, {"id": "mai-20260917-1752-baseline|c161-m4|alibaba-small|CoderPad", "prompt": "c161-m4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recommendation:** Start with **CoderPad** if you are doing technical phone screens/interviews."}, {"id": "mai-20260917-1752-baseline|c161-m4|alibaba-small|DataLemur", "prompt": "c161-m4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "DataLemur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data Roles (SQL/Data Engineering): DataLemur"}, {"id": "mai-20260917-1752-baseline|c161-m4|alibaba-small|CodeSignal", "prompt": "c161-m4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CodeSignal** | Full-stack Assessment | Freemium | Limits on the number of tests created/month. |"}, {"id": "mai-20260917-1752-baseline|c161-m4|anthropic-small|CoderByte", "prompt": "c161-m4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderByte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CoderByte offers all-inclusive pricing and is affordable if you're hiring on a budget"}, {"id": "mai-20260917-1752-baseline|c161-m4|anthropic-small|TestGorilla", "prompt": "c161-m4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "affordable solution for small- and medium-sized enterprises... TestGorilla offers a free tier"}, {"id": "mai-20260917-1752-baseline|c161-m4|anthropic-small|TestDome", "prompt": "c161-m4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out for its simplicity and flexible, pay-as-you-go pricing model, making it an excellent choice for companies with sporadic hiring needs"}, {"id": "mai-20260917-1752-baseline|c161-m4|anthropic-small|HackerEarth", "prompt": "c161-m4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also budget-friendly for startups and mid-sized teams, starting from $99/month"}, {"id": "mai-20260917-1752-baseline|c161-m4|challenger-small|Coderbyte", "prompt": "c161-m4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Coderbyte** or **TestDome**, with **Coderbyte** having the strongest support in the results as a cost-effective option"}, {"id": "mai-20260917-1752-baseline|c161-m4|challenger-small|TestDome", "prompt": "c161-m4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also ranked highly for SMBs and skill-screening tests, but the provided results don’t show as much direct budget-oriented detail"}, {"id": "mai-20260917-1752-baseline|c161-m4|challenger-small|HackerRank", "prompt": "c161-m4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the listed starting price of about **$249/month** makes it less attractive if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline|c161-m4|challenger-small|Playcode", "prompt": "c161-m4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Playcode** at **$5/month** ... but those are better suited to interview workflows than full assessment platforms"}, {"id": "mai-20260917-1752-baseline|c161-m4|challenger-small|VS Code Live Share", "prompt": "c161-m4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "VS Code Live Share", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**VS Code Live Share** as free, but those are better suited to interview workflows than full assessment platforms"}, {"id": "mai-20260917-1752-baseline|c161-m4|deepseek-small|Qualified", "prompt": "c161-m4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Qualified", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Qualified** (formerly Qualified.io)"}, {"id": "mai-20260917-1752-baseline|c161-m4|deepseek-small|HackerRank", "prompt": "c161-m4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qualified** (free) and **HackerRank Starter** ($99/mo) offer the best balance of cost, reliability, and candidate familiarity"}, {"id": "mai-20260917-1752-baseline|c161-m4|deepseek-small|CodeSubmit", "prompt": "c161-m4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to spend less than $50, **CodeSubmit Solo** is the only real option"}, {"id": "mai-20260917-1752-baseline|c161-m4|deepseek-small|CoderPad", "prompt": "c161-m4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the free tier is enough for occasional hires"}, {"id": "mai-20260917-1752-baseline|c161-m4|deepseek-small|TestGorilla", "prompt": "c161-m4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, the coding library is weaker than HackerRank or Qualified."}, {"id": "mai-20260917-1752-baseline|c161-m4|deepseek-small|CodeSignal", "prompt": "c161-m4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use a free platform (like HackerRank's free tier or CodeSignal free tier) for initial screening"}, {"id": "mai-20260917-1752-baseline|c161-m4|google-small|TestDome", "prompt": "c161-m4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pay only for what you use; no recurring subscription fee."}, {"id": "mai-20260917-1752-baseline|c161-m4|google-small|Adaface", "prompt": "c161-m4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Credit-based annual plans starting at **$180/year for 12 credits**"}, {"id": "mai-20260917-1752-baseline|c161-m4|google-small|Coderbyte", "prompt": "c161-m4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Coderbyte is the industry gold standard for flat-rate pricing."}, {"id": "mai-20260917-1752-baseline|c161-m4|google-small|TestGorilla", "prompt": "c161-m4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free** (includes 10 free candidate credits per month)"}, {"id": "mai-20260917-1752-baseline|c161-m4|google-small|CoderPad", "prompt": "c161-m4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CoderPad\\u2019s free tier is the best in the industry"}, {"id": "mai-20260917-1752-baseline|c161-m4|google-small|Playcode", "prompt": "c161-m4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is the cheapest dedicated live coding platform on the market."}, {"id": "mai-20260917-1752-baseline|c161-m4|meta-small|Playcode", "prompt": "c161-m4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Playcode: $5/month, best for web development interviews."}, {"id": "mai-20260917-1752-baseline|c161-m4|meta-small|VS Code Live Share", "prompt": "c161-m4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "VS Code Live Share", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VS Code Live Share: free, suitable for small teams."}, {"id": "mai-20260917-1752-baseline|c161-m4|meta-small|HackerRank", "prompt": "c161-m4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HackerRank: starts at ~$249/month for small teams."}, {"id": "mai-20260917-1752-baseline|c161-m4|minimax-small|TestDome", "prompt": "c161-m4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestDome** if you hire infrequently (just pay per candidate)"}, {"id": "mai-20260917-1752-baseline|c161-m4|minimax-small|CodeSignal Build", "prompt": "c161-m4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most affordable subscription plan, job-relevant simulations"}, {"id": "mai-20260917-1752-baseline|c161-m4|minimax-small|Playcode", "prompt": "c161-m4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Playcode** if your focus is primarily on web development interviews"}, {"id": "mai-20260917-1752-baseline|c161-m4|minimax-small|Coderbyte", "prompt": "c161-m4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Coderbyte** if you need more regular assessments (flexible pricing with free trial)"}, {"id": "mai-20260917-1752-baseline|c161-m4|minimax-small|Codility Starter", "prompt": "c161-m4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Codility Starter | Small teams | $1,200/yr |"}, {"id": "mai-20260917-1752-baseline|c161-m4|mistral-small|HackerRank", "prompt": "c161-m4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HackerRank**: Starts at approximately $249/month for small teams."}, {"id": "mai-20260917-1752-baseline|c161-m4|moonshot-small|CoderPad", "prompt": "c161-m4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For ultra-tight budgets**: Start with **CoderPad's free plan** ... **CoderPad Starter** ($80/month annual) - unlimited users"}, {"id": "mai-20260917-1752-baseline|c161-m4|moonshot-small|TestGorilla", "prompt": "c161-m4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For regular hiring needs**: **TestGorilla Core** - the credit-based system lets you pay only for what you use"}, {"id": "mai-20260917-1752-baseline|c161-m4|moonshot-small|HackerRank", "prompt": "c161-m4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For technical depth**: **HackerRank** - if you need the most comprehensive coding problem library"}, {"id": "mai-20260917-1752-baseline|c161-m4|moonshot-small|CodeSignal", "prompt": "c161-m4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CodeSignal** - Best All-Around Value"}, {"id": "mai-20260917-1752-baseline|c161-m4|moonshot-small|Codility", "prompt": "c161-m4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Codility** | ❌ (7-day trial) | $1,200/year | Enterprise features |"}, {"id": "mai-20260917-1752-baseline|c161-m4|openai-small|TestGorilla", "prompt": "c161-m4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestGorilla** is usually the best starting point for most companies"}, {"id": "mai-20260917-1752-baseline|c161-m4|openai-small|CodeSignal Build", "prompt": "c161-m4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best low-cost dedicated coding platform:** CodeSignal Build"}, {"id": "mai-20260917-1752-baseline|c161-m4|openai-small|Codility", "prompt": "c161-m4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not budget-first choices:** Codility and larger HackerRank-style enterprise setups"}, {"id": "mai-20260917-1752-baseline|c161-m4|openai-small|HackerRank", "prompt": "c161-m4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not budget-first choices:** Codility and larger HackerRank-style enterprise setups"}, {"id": "mai-20260917-1752-baseline|c161-m4|xai-small|Coderbyte", "prompt": "c161-m4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coderbyte stands out as one of the best coding assessment platforms due to its affordable entry-level pricing"}, {"id": "mai-20260917-1752-baseline|c161-m4|xai-small|HackerRank", "prompt": "c161-m4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Quickly exceeds budget for >10 hires/year ($20/extra). Free for individuals, not companies."}, {"id": "mai-20260917-1752-baseline|c161-m4|xai-small|Codility", "prompt": "c161-m4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than HackerRank (~$100\\u2013$450/month) or Codility (~$500/month)"}, {"id": "mai-20260917-1752-baseline|c161-m4|xai-small|TestGorilla", "prompt": "c161-m4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestGorilla's free plan works for light use (e.g., 10 candidates/mo)."}, {"id": "mai-20260917-1752-baseline|c161-m4|xai-small|Playcode.io", "prompt": "c161-m4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Live interviews | Playcode ($5/mo) or VS Code free."}, {"id": "mai-20260917-1752-baseline|c161-m4|xai-small|VS Code Live Share", "prompt": "c161-m4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "VS Code Live Share", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free | Ad-hoc live pair programming | No built-in assessments/scoring/plagiarism checks"}, {"id": "mai-20260917-1752-baseline|c161-m4|zai-small|TestDome", "prompt": "c161-m4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: TestDome"}, {"id": "mai-20260917-1752-baseline|c161-m4|zai-small|TestGorilla", "prompt": "c161-m4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑Up: TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-m4|zai-small|Coderbyte", "prompt": "c161-m4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Coderbyte | Pay‑per‑candidate | ~$10 per candidate | Has free trial"}, {"id": "mai-20260917-1752-baseline|c161-m4|zai-small|CodeSignal", "prompt": "c161-m4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$948/yr (60 credits) | Cheapest real plan in subscription models"}, {"id": "mai-20260917-1752-baseline|c161-m4|zai-small|Codility", "prompt": "c161-m4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher entry price than TestDome/TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-m4|zai-small|HackerRank", "prompt": "c161-m4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$1,990/yr (Starter) | Higher entry price than TestDome/TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-m5|deepseek-small|CoderPad Projects", "prompt": "c161-m5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad Projects", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Work-sample / project platforms** (CoderPad Projects, HackerRank Projects) give candidates a realistic task"}, {"id": "mai-20260917-1752-baseline|c161-m5|deepseek-small|HackerRank Projects", "prompt": "c161-m5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank Projects", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(CoderPad Projects, HackerRank Projects) give candidates a realistic task"}, {"id": "mai-20260917-1752-baseline|c161-m5|deepseek-small|Codility", "prompt": "c161-m5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Codility** | Invite-based | Starter ~$1,200/yr (120 invites) |"}, {"id": "mai-20260917-1752-baseline|c161-m5|deepseek-small|TestDome", "prompt": "c161-m5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "TestDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **TestDome** | Pay-per-candidate | ~$20/candidate, no subscription |"}, {"id": "mai-20260917-1752-baseline|c161-m5|deepseek-small|CodeSignal", "prompt": "c161-m5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **CodeSignal** | Credit-based | Build ~$948/yr (60 credits) |"}, {"id": "mai-20260917-1752-baseline|c161-m5|deepseek-small|CoderByte", "prompt": "c161-m5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderByte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pay-per-candidate or flexible plans (CoderByte offers monthly/annual or per-candidate) may be more cost-effective"}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|HackerRank", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Platforms:* **HackerRank**, **CodeSignal**, **Codility**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|CodeSignal", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Platforms:* **HackerRank**, **CodeSignal**, **Codility**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|Codility", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Platforms:* **HackerRank**, **CodeSignal**, **Codility**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|CoderPad", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Platforms:* **CoderPad**, **Byteboard**, **CodeSubmit**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|Byteboard", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Byteboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Platforms:* **CoderPad**, **Byteboard**, **CodeSubmit**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|CodeSubmit", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSubmit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Platforms:* **CoderPad**, **Byteboard**, **CodeSubmit**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|Aptora", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Aptora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Platforms:* **Aptora**, **Goodfit**."}, {"id": "mai-20260917-1752-baseline|c161-m5|google-small|Goodfit", "prompt": "c161-m5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Goodfit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Platforms:* **Aptora**, **Goodfit**."}, {"id": "mai-20260917-1752-baseline|c161-m5|meta-small|Qualified", "prompt": "c161-m5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Qualified", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top coding assessment platforms to consider include Qualified, CodeSignal, Codility, HackerRank, and InCruiter."}, {"id": "mai-20260917-1752-baseline|c161-m5|meta-small|CodeSignal", "prompt": "c161-m5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top coding assessment platforms to consider include Qualified, CodeSignal, Codility, HackerRank, and InCruiter."}, {"id": "mai-20260917-1752-baseline|c161-m5|meta-small|Codility", "prompt": "c161-m5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top coding assessment platforms to consider include Qualified, CodeSignal, Codility, HackerRank, and InCruiter."}, {"id": "mai-20260917-1752-baseline|c161-m5|meta-small|HackerRank", "prompt": "c161-m5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top coding assessment platforms to consider include Qualified, CodeSignal, Codility, HackerRank, and InCruiter."}, {"id": "mai-20260917-1752-baseline|c161-m5|meta-small|InCruiter", "prompt": "c161-m5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "InCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top coding assessment platforms to consider include Qualified, CodeSignal, Codility, HackerRank, and InCruiter."}, {"id": "mai-20260917-1752-baseline|c161-m5|minimax-small|CoderPad", "prompt": "c161-m5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms that offer **work-sample style assessments** over pure algorithm tests (e.g., CoderPad, HackerRank Projects, Codility's newer formats)"}, {"id": "mai-20260917-1752-baseline|c161-m5|minimax-small|HackerRank Projects", "prompt": "c161-m5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank Projects", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "e.g., CoderPad, HackerRank Projects, Codility's newer formats"}, {"id": "mai-20260917-1752-baseline|c161-m5|minimax-small|Codility", "prompt": "c161-m5", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "e.g., CoderPad, HackerRank Projects, Codility's newer formats"}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|HackerRank", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|Codility", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|CodeSignal", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|LeetCode", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "LeetCode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|CoderPad", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|TestGorilla", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|Toptal Talent", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Toptal Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|mistral-small|Pymetrics", "prompt": "c161-m5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HackerRank, Codility, CodeSignal, LeetCode, CoderPad, TestGorilla, Toptal Talent, Pymetrics."}, {"id": "mai-20260917-1752-baseline|c161-m5|moonshot-small|HackerRank", "prompt": "c161-m5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **HackerRank** | Large library, scale | High-volume, multiple roles |"}, {"id": "mai-20260917-1752-baseline|c161-m5|moonshot-small|Codility", "prompt": "c161-m5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Codility** | Analytics, coding events | Large-scale campus hiring |"}, {"id": "mai-20260917-1752-baseline|c161-m5|moonshot-small|CoderPad", "prompt": "c161-m5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **CoderPad** | Realistic IDE, live interviews | Senior engineers, pair programming |"}, {"id": "mai-20260917-1752-baseline|c161-m5|moonshot-small|CodeSignal Projects", "prompt": "c161-m5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal Projects", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CodeSignal** | Certified assessments, research-backed | Standardized, defensible hiring |"}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|HackerRank", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on platforms like HackerRank, Codility, CodeSignal, CoderPad, HackerEarth, DevSkiller, or iMocha, which are frequently recommended for mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|Codility", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Codility        | Custom       | Predictive assessments, global scale"}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|CodeSignal", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CodeSignal      | ~$100/mo     | AI proctoring, unlimited concurrency"}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|CoderPad", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CoderPad        | ~$100/mo     | Live interviews, SOC 2 focus"}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|HackerEarth", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like HackerRank, Codility, CodeSignal, CoderPad, HackerEarth, DevSkiller, or iMocha"}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|DevSkiller", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "DevSkiller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like HackerRank, Codility, CodeSignal, CoderPad, HackerEarth, DevSkiller, or iMocha"}, {"id": "mai-20260917-1752-baseline|c161-m5|xai-small|iMocha", "prompt": "c161-m5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "frequently recommended for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline|c161-m6|alibaba-small|SkillCheck", "prompt": "c161-m6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "SkillCheck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SkillCheck** frequently receives criticism for its **candidate experience**, which is reportedly so poor that it negatively impacts your ability to hire top talent."}, {"id": "mai-20260917-1752-baseline|c161-m6|alibaba-small|Coderbyte", "prompt": "c161-m6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Coderbyte** has a mixed reputation. While it is widely used, it suffers from specific reliability and validity issues"}, {"id": "mai-20260917-1752-baseline|c161-m6|alibaba-small|Test Gorilla", "prompt": "c161-m6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Test Gorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Test Gorilla** has generated significant negative sentiment on tech forums"}, {"id": "mai-20260917-1752-baseline|c161-m6|challenger-small|HackerRank", "prompt": "c161-m6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can compare specific platforms like HackerRank, Codility, CodeSignal, CoderPad, TestGorilla, and Sova."}, {"id": "mai-20260917-1752-baseline|c161-m6|challenger-small|Codility", "prompt": "c161-m6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can compare specific platforms like HackerRank, Codility, CodeSignal, CoderPad, TestGorilla, and Sova."}, {"id": "mai-20260917-1752-baseline|c161-m6|challenger-small|CodeSignal", "prompt": "c161-m6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can compare specific platforms like HackerRank, Codility, CodeSignal, CoderPad, TestGorilla, and Sova."}, {"id": "mai-20260917-1752-baseline|c161-m6|challenger-small|CoderPad", "prompt": "c161-m6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I can compare specific platforms like HackerRank, Codility, CodeSignal, CoderPad, TestGorilla, and Sova."}, {"id": "mai-20260917-1752-baseline|c161-m6|challenger-small|TestGorilla", "prompt": "c161-m6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I can compare specific platforms like HackerRank, Codility, CodeSignal, CoderPad, TestGorilla, and Sova."}, {"id": "mai-20260917-1752-baseline|c161-m6|challenger-small|Sova", "prompt": "c161-m6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Sova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "I can compare specific platforms like HackerRank, Codility, CodeSignal, CoderPad, TestGorilla, and Sova."}, {"id": "mai-20260917-1752-baseline|c161-m6|deepseek-small|Glider.ai", "prompt": "c161-m6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Glider.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If there is one platform that demands the most caution, it is **Glider.ai**. It has a near-unanimous negative reputation among developers"}, {"id": "mai-20260917-1752-baseline|c161-m6|deepseek-small|CodeSignal", "prompt": "c161-m6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It punishes deliberate, methodical thinking... a poor score on one application can actively destroy your chances with other companies"}, {"id": "mai-20260917-1752-baseline|c161-m6|deepseek-small|HackerRank", "prompt": "c161-m6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often flagged for **relevance issues** rather than technical bugs... HackerRank's IDE is clunky and has poor syntax highlighting"}, {"id": "mai-20260917-1752-baseline|c161-m6|deepseek-small|Codility", "prompt": "c161-m6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Codility's UI has been described as \"outdated\" and \"painful\" in recent Reddit threads"}, {"id": "mai-20260917-1752-baseline|c161-m6|deepseek-small|TestGorilla", "prompt": "c161-m6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "It has a reputation for being buggy and confusing... making it a poor measure of senior engineering ability"}, {"id": "mai-20260917-1752-baseline|c161-m6|deepseek-small|CoderPad", "prompt": "c161-m6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The best platforms (like CoderPad for live interviews, or take-home tasks) respect your time and privacy"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|Glider.ai", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Glider.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Platforms with \"Big Brother\" Proctoring (e.g., Glider.ai)"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|Karat", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Karat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cautious: Completely Outsourcing the Human Element (Karat)"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|HackerRank", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious: Relying on Public LeetCode/Algorithm Banks (HackerRank, Codility, CodeSignal)"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|CodeSignal", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cautious: Relying on Public LeetCode/Algorithm Banks (HackerRank, Codility, CodeSignal)"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|Codility", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cautious: Relying on Public LeetCode/Algorithm Banks (HackerRank, Codility, CodeSignal)"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|Byteboard", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Byteboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Byteboard** or **Woven:** These evaluate candidates on real engineering tasks"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|Woven", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Woven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Byteboard** or **Woven:** These evaluate candidates on real engineering tasks"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|Coderpad", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Coderpad / CodePen (for live pairing): Best used for collaborative, human-to-human pair programming"}, {"id": "mai-20260917-1752-baseline|c161-m6|google-small|CodePen", "prompt": "c161-m6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodePen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Coderpad / CodePen (for live pairing): Best used for collaborative, human-to-human pair programming"}, {"id": "mai-20260917-1752-baseline|c161-m6|meta-small|HackerRank", "prompt": "c161-m6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen."}, {"id": "mai-20260917-1752-baseline|c161-m6|meta-small|Codility", "prompt": "c161-m6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen."}, {"id": "mai-20260917-1752-baseline|c161-m6|meta-small|TestGorilla", "prompt": "c161-m6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen."}, {"id": "mai-20260917-1752-baseline|c161-m6|meta-small|CoderPad", "prompt": "c161-m6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen."}, {"id": "mai-20260917-1752-baseline|c161-m6|meta-small|AbilityScreen", "prompt": "c161-m6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "AbilityScreen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the platforms mentioned include HackerRank, Codility, TestGorilla, CoderPad, and AbilityScreen."}, {"id": "mai-20260917-1752-baseline|c161-m6|minimax-small|TestGorilla", "prompt": "c161-m6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Billing issues**: Multiple reviews mention unethical business practices, with charges continuing after cancellation"}, {"id": "mai-20260917-1752-baseline|c161-m6|minimax-small|Codility", "prompt": "c161-m6", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Opaque scoring**: Candidates and reviewers criticize edge-case scoring and lack of transparency"}, {"id": "mai-20260917-1752-baseline|c161-m6|mistral-small|LeetCode", "prompt": "c161-m6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "LeetCode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many platforms that heavily emphasize algorithmic puzzles (like LeetCode-style challenges) may not reflect real-world job performance."}, {"id": "mai-20260917-1752-baseline|c161-m6|mistral-small|Woven", "prompt": "c161-m6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Woven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms often cited as more reliable or realistic alternatives include:\n- Woven (for experienced hiring)"}, {"id": "mai-20260917-1752-baseline|c161-m6|mistral-small|CoderPad", "prompt": "c161-m6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CoderPad (for live interviews)"}, {"id": "mai-20260917-1752-baseline|c161-m6|mistral-small|Code Assess AI", "prompt": "c161-m6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Code Assess AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Code Assess AI (for real-world debugging and pre-ATS filtering)"}, {"id": "mai-20260917-1752-baseline|c161-m6|mistral-small|TestGorilla", "prompt": "c161-m6", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TestGorilla (for broader role coverage)"}, {"id": "mai-20260917-1752-baseline|c161-m6|moonshot-small|HackerRank", "prompt": "c161-m6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Scoring feels less standardized; candidate-facing UI is described as \"corporate and dated\""}, {"id": "mai-20260917-1752-baseline|c161-m6|moonshot-small|Codility", "prompt": "c161-m6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some candidates report completing tests with correct answers but receiving rejections without feedback"}, {"id": "mai-20260917-1752-baseline|c161-m6|moonshot-small|CodeSignal", "prompt": "c161-m6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive compared to alternatives ... Assessments have been reported as \"flawed\" with technical issues"}, {"id": "mai-20260917-1752-baseline|c161-m6|moonshot-small|LeetCode", "prompt": "c161-m6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "LeetCode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lossy and biased screening method that favors those with time to grind puzzles"}, {"id": "mai-20260917-1752-baseline|c161-m6|moonshot-small|CoderPad", "prompt": "c161-m6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Better alternatives** ... **CoderPad** - More realistic collaborative coding environment"}, {"id": "mai-20260917-1752-baseline|c161-m6|openai-small|Testlify", "prompt": "c161-m6", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If a platform or its assessment setup uses webcam, screen recording, tab-switch logging, copy-paste logging, or similar controls"}, {"id": "mai-20260917-1752-baseline|c161-m6|openai-small|HackerRank", "prompt": "c161-m6", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Candidate complaints about rushed, confusing, or brittle experiences are common for platforms like HackerRank and Codility."}, {"id": "mai-20260917-1752-baseline|c161-m6|openai-small|Codility", "prompt": "c161-m6", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Public reviews for Codility and HackerRank show examples of those complaints."}, {"id": "mai-20260917-1752-baseline|c161-m6|openai-small|CoderPad", "prompt": "c161-m6", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **platform-by-platform caution list** for the main tools like HackerRank, Codility, CoderPad, TestGorilla, Mettl, and others"}, {"id": "mai-20260917-1752-baseline|c161-m6|openai-small|TestGorilla", "prompt": "c161-m6", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the main tools like HackerRank, Codility, CoderPad, TestGorilla, Mettl, and others"}, {"id": "mai-20260917-1752-baseline|c161-m6|openai-small|Mettl", "prompt": "c161-m6", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Mettl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the main tools like HackerRank, Codility, CoderPad, TestGorilla, Mettl, and others"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|TestGorilla", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently called one of the \"worst online assessment tools\" due to poor usability, confusing interfaces"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|HackerRank", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "buggy UI/UX ... High drop-off rates and \"horrible experience\" sentiments"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|SkillCheck", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "SkillCheck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High candidate drop-off (up to 64% in reviews), terrible UX leading to unfinished assessments"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|Glider.ai", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Glider.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Described as the \"worst online assessment tool in 15 years\" on Reddit"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|Codility", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Algorithm-heavy tests can feel unfair or puzzle-like (not real-world), no visible timer, manual setup hassles"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|iMocha", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "iMocha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Criticized for rigid evaluation, artificial challenges, and limited real-world relevance"}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|CoderPad", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Popular ones like CoderPad or CodeSignal have better reps for collaborative/live coding."}, {"id": "mai-20260917-1752-baseline|c161-m6|xai-small|CodeSignal", "prompt": "c161-m6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Popular ones like CoderPad or CodeSignal have better reps for collaborative/live coding."}, {"id": "mai-20260917-1752-baseline|c161-m6|zai-small|HackerRank", "prompt": "c161-m6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users frequently complain about \"overage fees.\" ... **Googleable Questions:** ... default assessments are often easily searchable online."}, {"id": "mai-20260917-1752-baseline|c161-m6|zai-small|Codility", "prompt": "c161-m6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it is often described as \"quite pricey\" ... Codility has had issues with \"test integrity,\" where questions and answers are not sufficiently hidden from recruiters"}, {"id": "mai-20260917-1752-baseline|c161-m6|zai-small|CodeSignal", "prompt": "c161-m6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CodeSignal's scoring algorithm incorporates \"speed\" heavily ... can unfairly penalize candidates who are careful but methodical."}, {"id": "mai-20260917-1752-baseline|c161-s1|alibaba-small|Adaface", "prompt": "c161-s1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Adaface", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Practical, Role-Specific Skills: **Adaface** ... Use **Adaface** or **HackerRank** to filter out unqualified candidates"}, {"id": "mai-20260917-1752-baseline|c161-s1|alibaba-small|TestGorilla", "prompt": "c161-s1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Comprehensive Assessments (Tech + Soft Skills): **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c161-s1|alibaba-small|DevSkiller", "prompt": "c161-s1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Move to **DevSkiller** or a **Take-Home Project**"}, {"id": "mai-20260917-1752-baseline|c161-s1|alibaba-small|CoderPad", "prompt": "c161-s1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **CoderPad** for the final interview"}, {"id": "mai-20260917-1752-baseline|c161-s1|alibaba-small|HackerRank", "prompt": "c161-s1", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-focused, but has startup support. It can get expensive at scale"}, {"id": "mai-20260917-1752-baseline|c161-s1|anthropic-small|MeritTrac CodeTrac", "prompt": "c161-s1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "MeritTrac CodeTrac", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best coding assessment platforms of 2026 include MeritTrac CodeTrac, HackerRank, CodeSignal, Codility, and HackerEarth"}, {"id": "mai-20260917-1752-baseline|c161-s1|anthropic-small|HackerRank", "prompt": "c161-s1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include MeritTrac CodeTrac, HackerRank, CodeSignal, Codility, and HackerEarth — each suited to different hiring needs"}, {"id": "mai-20260917-1752-baseline|c161-s1|anthropic-small|CodeSignal", "prompt": "c161-s1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include MeritTrac CodeTrac, HackerRank, CodeSignal, Codility, and HackerEarth"}, {"id": "mai-20260917-1752-baseline|c161-s1|anthropic-small|Codility", "prompt": "c161-s1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include MeritTrac CodeTrac, HackerRank, CodeSignal, Codility, and HackerEarth"}, {"id": "mai-20260917-1752-baseline|c161-s1|anthropic-small|HackerEarth", "prompt": "c161-s1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HackerEarth's Startup plan is priced at $209 per month (billed annually), with 20 invites and 1 recruiter seat"}, {"id": "mai-20260917-1752-baseline|c161-s1|anthropic-small|TestGorilla", "prompt": "c161-s1", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For even smaller needs, TestGorilla offers a free plan with unlimited invites"}, {"id": "mai-20260917-1752-baseline|c161-s1|challenger-small|CoderPad", "prompt": "c161-s1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best coding assessment platform is usually **CoderPad**"}, {"id": "mai-20260917-1752-baseline|c161-s1|challenger-small|HackerRank", "prompt": "c161-s1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HackerRank** is the strongest general-purpose alternative"}, {"id": "mai-20260917-1752-baseline|c161-s1|challenger-small|CodeSignal", "prompt": "c161-s1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Well-rounded platform with standardized assessments and predictive scoring"}, {"id": "mai-20260917-1752-baseline|c161-s1|challenger-small|CodeSubmit", "prompt": "c161-s1", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want flexible take-home assignments | **CodeSubmit** | Emphasized as flexible and candidate-friendly"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|CoderPad", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CoderPad is the most balanced choice for a small B2B team that conducts live interviews and wants flexibility"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|TestGorilla", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **CoderPad or TestGorilla** depending on your process"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|HackerRank", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HackerRank** is a strong option too"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|Codility", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong analytics, but often pricey for SMBs"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|CodeSignal", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium, no transparent pricing"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|TestDome", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TestDome** offers prepaid packs from ~$100 for 5 candidates that never expire"}, {"id": "mai-20260917-1752-baseline|c161-s1|deepseek-small|Coderbyte", "prompt": "c161-s1", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Coderbyte** charges per candidate—both can be cheaper than a monthly plan"}, {"id": "mai-20260917-1752-baseline|c161-s1|google-small|HackerRank", "prompt": "c161-s1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "do not need the heavy, expensive annual contracts of enterprise giants like HackerRank or CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-s1|google-small|CodeSignal", "prompt": "c161-s1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "do not need the heavy, expensive annual contracts of enterprise giants like HackerRank or CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-s1|google-small|TestDome", "prompt": "c161-s1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Best for Occasional Hiring: **TestDome**"}, {"id": "mai-20260917-1752-baseline|c161-s1|google-small|Coderbyte", "prompt": "c161-s1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Regular/Volume Hiring on a Budget: **Coderbyte**"}, {"id": "mai-20260917-1752-baseline|c161-s1|google-small|CodeSubmit", "prompt": "c161-s1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for \"Real-World\" Work & Candidate Experience: **CodeSubmit**"}, {"id": "mai-20260917-1752-baseline|c161-s1|google-small|CoderPad", "prompt": "c161-s1", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Live, Collaborative Interviews: **CoderPad**"}, {"id": "mai-20260917-1752-baseline|c161-s1|meta-small|CodeSignal", "prompt": "c161-s1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular coding assessment platforms for small B2B companies include CodeSignal, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-s1|meta-small|HackerRank", "prompt": "c161-s1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some popular coding assessment platforms for small B2B companies include CodeSignal, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-s1|meta-small|TestGorilla", "prompt": "c161-s1", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some popular coding assessment platforms for small B2B companies include CodeSignal, HackerRank, and TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-s1|minimax-small|CoderPad", "prompt": "c161-s1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CoderPad** - Known for real-world engineering tasks and practical assessments."}, {"id": "mai-20260917-1752-baseline|c161-s1|minimax-small|CodeSubmit", "prompt": "c161-s1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSubmit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Specifically mentioned as targeting small businesses and startups"}, {"id": "mai-20260917-1752-baseline|c161-s1|minimax-small|TestGorilla", "prompt": "c161-s1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers coding assessments designed to evaluate programming skills, logic, and problem-solving abilities."}, {"id": "mai-20260917-1752-baseline|c161-s1|minimax-small|HackerRank", "prompt": "c161-s1", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A well-established platform that offers scalability and various pricing models."}, {"id": "mai-20260917-1752-baseline|c161-s1|mistral-small|CodeSignal", "prompt": "c161-s1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as the best all-around choice, especially for standardized coding assessments and live technical interviews."}, {"id": "mai-20260917-1752-baseline|c161-s1|mistral-small|HackerRank", "prompt": "c161-s1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's scalable for small teams and offers peer review features, making it a solid choice for collaborative hiring."}, {"id": "mai-20260917-1752-baseline|c161-s1|mistral-small|CodeSubmit", "prompt": "c161-s1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for smaller teams that want to test rather than just screen candidates"}, {"id": "mai-20260917-1752-baseline|c161-s1|mistral-small|TestGorilla", "prompt": "c161-s1", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers predictive hiring insights across multiple skills"}, {"id": "mai-20260917-1752-baseline|c161-s1|moonshot-small|CodeSignal", "prompt": "c161-s1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **CodeSignal** – Best Overall Value"}, {"id": "mai-20260917-1752-baseline|c161-s1|moonshot-small|TestDome", "prompt": "c161-s1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TestDome** – Best for Low Volume"}, {"id": "mai-20260917-1752-baseline|c161-s1|moonshot-small|Coderbyte", "prompt": "c161-s1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coderbyte** – Best Flexibility"}, {"id": "mai-20260917-1752-baseline|c161-s1|moonshot-small|CoderPad", "prompt": "c161-s1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderPad** – Best for Live Interviews"}, {"id": "mai-20260917-1752-baseline|c161-s1|moonshot-small|HackerRank", "prompt": "c161-s1", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HackerRank** – Best for Growth"}, {"id": "mai-20260917-1752-baseline|c161-s1|openai-small|TestGorilla", "prompt": "c161-s1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c161-s1|openai-small|HackerRank", "prompt": "c161-s1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for technical depth:** **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-s1|openai-small|Codility", "prompt": "c161-s1", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Codility** if engineering hiring is central"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|Coderbyte", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Coderbyte**"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|TestDome", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Up: TestDome (Best for Very Low Volume)**"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|CodeSignal", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strong Alternative: CodeSignal (Best Balanced Features)**"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|CoderPad", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CoderPad | ~$80-250/mo | Live collaborative coding"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|HackerRank", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for small B2B:** Codility/HackerRank (enterprise-focused, $400+/mo starters, overkill/pricey)"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|Codility", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for small B2B:** Codility/HackerRank (enterprise-focused, $400+/mo starters, overkill/pricey)"}, {"id": "mai-20260917-1752-baseline|c161-s1|xai-small|LeetCode", "prompt": "c161-s1", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "LeetCode", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "LeetCode (more practice, enterprise-only hiring)"}, {"id": "mai-20260917-1752-baseline|c161-s1|zai-small|TestTrick", "prompt": "c161-s1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestTrick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestTrick** stands out as the best overall choice because of its **ultra‑affordable flat pricing**"}, {"id": "mai-20260917-1752-baseline|c161-s1|zai-small|TestDome", "prompt": "c161-s1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize a **pay‑per‑candidate** model, **TestDome** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c161-s1|zai-small|CodeSignal Build", "prompt": "c161-s1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CodeSignal Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Low‑Volume, Subscription‑Based Screening"}, {"id": "mai-20260917-1752-baseline|c161-s1|zai-small|CoderByte", "prompt": "c161-s1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "CoderByte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CoderByte** offers a fixed‑price unlimited plan that scales with you."}, {"id": "mai-20260917-1752-baseline|c161-s1|zai-small|TestGorilla", "prompt": "c161-s1", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mixed‑Role Teams with Broad Skill Testing"}, {"id": "mai-20260917-1752-baseline|c161-s2|alibaba-small|TestGorilla", "prompt": "c161-s2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **TestGorilla** as your primary technical interview tool"}, {"id": "mai-20260917-1752-baseline|c161-s2|alibaba-small|CoderPad", "prompt": "c161-s2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **CoderPad** if you primarily conduct live pair-programming sessions"}, {"id": "mai-20260917-1752-baseline|c161-s2|alibaba-small|Hirevire", "prompt": "c161-s2", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hirevire** is a strong contender"}, {"id": "mai-20260917-1752-baseline|c161-s2|challenger-small|CoderPad", "prompt": "c161-s2", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CoderPad** is the better fit for a small-to-medium business, since it is described as a straightforward platform for live collaborative coding sessions and is often chosen by SMBs"}, {"id": "mai-20260917-1752-baseline|c161-s2|deepseek-small|TestGorilla", "prompt": "c161-s2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c161-s2|deepseek-small|HackerRank", "prompt": "c161-s2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest option if you're hiring **only** software developers"}, {"id": "mai-20260917-1752-baseline|c161-s2|deepseek-small|CoderPad", "prompt": "c161-s2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you prioritize **live pair-programming interviews** with a collaborative IDE"}, {"id": "mai-20260917-1752-baseline|c161-s2|deepseek-small|Toggl Hire", "prompt": "c161-s2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A lightweight, budget option for very small teams"}, {"id": "mai-20260917-1752-baseline|c161-s2|deepseek-small|Hireflix", "prompt": "c161-s2", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you mainly want asynchronous video interviewing"}, {"id": "mai-20260917-1752-baseline|c161-s2|google-small|CoderPad", "prompt": "c161-s2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation for Live Coding & AI-Era Hiring: **CoderPad**"}, {"id": "mai-20260917-1752-baseline|c161-s2|google-small|CodeSubmit", "prompt": "c161-s2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Take-Home & Real-World Projects: **CodeSubmit** ... is an exceptional choice."}, {"id": "mai-20260917-1752-baseline|c161-s2|google-small|Coderbyte", "prompt": "c161-s2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Volume, Budget-Friendly Screening: **Coderbyte** ... the most cost-effective option."}, {"id": "mai-20260917-1752-baseline|c161-s2|google-small|HackerRank", "prompt": "c161-s2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most automated assessment platforms (like HackerRank or CodeSignal) are aggressively priced for enterprise budgets."}, {"id": "mai-20260917-1752-baseline|c161-s2|google-small|CodeSignal", "prompt": "c161-s2", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most automated assessment platforms (like HackerRank or CodeSignal) are aggressively priced for enterprise budgets."}, {"id": "mai-20260917-1752-baseline|c161-s2|meta-small|CleverX", "prompt": "c161-s2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CleverX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CleverX: Offers AI-led B2B interviews and is considered one of the most compelling end-to-end options."}, {"id": "mai-20260917-1752-baseline|c161-s2|meta-small|HireMike", "prompt": "c161-s2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HireMike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the recommended technical interview tool ... would be CleverX, HireMike, or CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-s2|meta-small|Spark Hire", "prompt": "c161-s2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top technical interview tools for small businesses include CleverX, HireMike, Spark Hire, InterviewFlowAI, and Hyring"}, {"id": "mai-20260917-1752-baseline|c161-s2|meta-small|InterviewFlowAI", "prompt": "c161-s2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "InterviewFlowAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include CleverX, HireMike, Spark Hire, InterviewFlowAI, and Hyring"}, {"id": "mai-20260917-1752-baseline|c161-s2|meta-small|Hyring", "prompt": "c161-s2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Hyring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include CleverX, HireMike, Spark Hire, InterviewFlowAI, and Hyring"}, {"id": "mai-20260917-1752-baseline|c161-s2|meta-small|CoderPad", "prompt": "c161-s2", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "CoderPad: Offers live coding interviews and asynchronous take-home assessments"}, {"id": "mai-20260917-1752-baseline|c161-s2|minimax-small|CoderPad", "prompt": "c161-s2", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CoderPad** is a great place to start."}, {"id": "mai-20260917-1752-baseline|c161-s2|mistral-small|MeetGeek", "prompt": "c161-s2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "MeetGeek", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MeetGeek** is highly recommended for small teams needing structured technical interview processes and scoring"}, {"id": "mai-20260917-1752-baseline|c161-s2|mistral-small|Hireflix", "prompt": "c161-s2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pairing a simpler tool like **Hireflix** (with a flat monthly fee)"}, {"id": "mai-20260917-1752-baseline|c161-s2|mistral-small|HackerRank", "prompt": "c161-s2", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with a technical assessment platform like **HackerRank** could be a good balance"}, {"id": "mai-20260917-1752-baseline|c161-s2|moonshot-small|CoderPad", "prompt": "c161-s2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I recommend **CoderPad** as the best technical interview tool."}, {"id": "mai-20260917-1752-baseline|c161-s2|moonshot-small|CodeSignal", "prompt": "c161-s2", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-s2|openai-small|CoderPad", "prompt": "c161-s2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **CoderPad** as the safest default choice."}, {"id": "mai-20260917-1752-baseline|c161-s2|openai-small|CodeInterview", "prompt": "c161-s2", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for very low volume / tight budget: CodeInterview."}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|CoderPad", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend CoderPad as the top technical interview tool"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|VS Code Live Share", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "VS Code Live Share", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "100% free, unlimited use. Great if your team uses VS Code"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|Playcode.io", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Playcode.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for JS/TS/React/web dev interviews—no candidate signup, built-in video"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|HackerRank", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-user pricing pricier for teams; more enterprise-y"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|CodeSignal", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not ideal for live; sales-heavy"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|LeetCode", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "LeetCode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not ideal for live; sales-heavy"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|Codility", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy ones like Codility"}, {"id": "mai-20260917-1752-baseline|c161-s2|xai-small|Greenhouse", "prompt": "c161-s2", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid ... full ATS (e.g., Greenhouse) unless you need sourcing/screening too—they're overkill/costly"}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|CoderPad", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **CoderPad** is the best starting point"}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|TestTrick", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TestTrick** or **CodeSignal** are strong alternatives"}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|CodeSignal", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CodeSignal \\u2013 Good value, AI\\u2011powered"}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|HackerRank", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More expensive and more complex; likely overkill for a very small team."}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|myInterview", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "myInterview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB\\u2011focused video interviewing with built\\u2011in tools"}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|Willo", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast screening and confident shortlisting"}, {"id": "mai-20260917-1752-baseline|c161-s2|zai-small|TestGorilla", "prompt": "c161-s2", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI\\u2011powered skills assessment + video screening"}, {"id": "mai-20260917-1752-baseline|c161-s3|alibaba-small|CoderPad", "prompt": "c161-s3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CoderPad is widely considered the industry leader for remote, live coding interviews."}, {"id": "mai-20260917-1752-baseline|c161-s3|alibaba-small|HackerRank", "prompt": "c161-s3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automated Screening & Scalability ... its \"Starter\" plan makes it viable for small teams"}, {"id": "mai-20260917-1752-baseline|c161-s3|alibaba-small|Coderbyte", "prompt": "c161-s3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mixed Question Types ... positions itself specifically between startups and mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c161-s3|alibaba-small|TestGorilla", "prompt": "c161-s3", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestGorilla is highly recommended for small teams hiring full-stack developers"}, {"id": "mai-20260917-1752-baseline|c161-s3|anthropic-small|Testlify", "prompt": "c161-s3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Testlify combines depth with ease of use, offering conversational AI interviews, 3000+ technical role-specific tests, and advanced proctoring features."}, {"id": "mai-20260917-1752-baseline|c161-s3|anthropic-small|TestDome", "prompt": "c161-s3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TestDome is straightforward, focused, and quick to deploy for role-specific skills, making it ideal for small teams that want clean, no-frills testing."}, {"id": "mai-20260917-1752-baseline|c161-s3|anthropic-small|CoderPad", "prompt": "c161-s3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CoderPad focuses on practical coding tasks and live interview collaboration"}, {"id": "mai-20260917-1752-baseline|c161-s3|anthropic-small|Codeshare", "prompt": "c161-s3", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codeshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it lacks advanced project setup, interviewer tools, and AI functionality."}, {"id": "mai-20260917-1752-baseline|c161-s3|challenger-small|CoderPad", "prompt": "c161-s3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for live interviews: CoderPad. ... TestDome and CoderPad are often a better fit for smaller teams"}, {"id": "mai-20260917-1752-baseline|c161-s3|challenger-small|TestDome", "prompt": "c161-s3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for simple, small-team screening: **TestDome**"}, {"id": "mai-20260917-1752-baseline|c161-s3|challenger-small|HackerRank", "prompt": "c161-s3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for scalable coding tests: **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-s3|challenger-small|Codility", "prompt": "c161-s3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for standardized coding evaluation: **Codility**"}, {"id": "mai-20260917-1752-baseline|c161-s3|challenger-small|CodeSignal", "prompt": "c161-s3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI-heavy workflows: **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-s3|challenger-small|TestGorilla", "prompt": "c161-s3", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you need more than coding: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|CodeSignal", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the cheapest, automated async screening** → **CodeSignal**"}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|CoderPad", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If live pair-programming is your main signal** → **CoderPad**."}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|TestGorilla", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need coding + non-technical assessments in one tool** → **TestGorilla**."}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|Codility", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused and premium-priced; can be overkill for very small teams"}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|HackerRank", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "features and pricing may exceed what a small team needs"}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|Coderbyte", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Coderbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coderbyte** (worth a mention)"}, {"id": "mai-20260917-1752-baseline|c161-s3|deepseek-small|TestDome", "prompt": "c161-s3", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider pay-per-candidate options like **TestDome** to avoid monthly subscriptions"}, {"id": "mai-20260917-1752-baseline|c161-s3|google-small|Coderbyte", "prompt": "c161-s3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coderbyte — Best for Predictable, Flat-Rate Pricing ... highly popular among small businesses because of its rare and straightforward pricing model"}, {"id": "mai-20260917-1752-baseline|c161-s3|google-small|CoderPad", "prompt": "c161-s3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CoderPad is the industry standard for live, interactive coding interviews."}, {"id": "mai-20260917-1752-baseline|c161-s3|google-small|CodeSubmit", "prompt": "c161-s3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CodeSubmit — Best for Take-Home Assignments"}, {"id": "mai-20260917-1752-baseline|c161-s3|google-small|TestGorilla", "prompt": "c161-s3", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TestGorilla — Best for Generalist & Multi-Skill Hiring"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|HackerRank", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Specialized technical roles**: Toggl Hire or HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|CoderPad", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Live interviews**: CoderPad"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|CodeSignal", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Balanced AI + live**: CodeSignal"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|Codility", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Enterprise-heavy**: Codility and HackerRank are priced higher but include more features"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|Toggl Hire", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Specialized technical roles**: Toggl Hire or HackerRank"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|Coderbyte", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Budget-conscious**: TestGorilla or Coderbyte"}, {"id": "mai-20260917-1752-baseline|c161-s3|minimax-small|TestGorilla", "prompt": "c161-s3", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Budget-conscious**: TestGorilla or Coderbyte"}, {"id": "mai-20260917-1752-baseline|c161-s3|mistral-small|Codility", "prompt": "c161-s3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Codility** and **HackerRank** are better for teams with higher-volume needs or a focus on algorithmic challenges."}, {"id": "mai-20260917-1752-baseline|c161-s3|mistral-small|TestGorilla", "prompt": "c161-s3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **TestGorilla** or **CodeSignal** offer the best balance of affordability, ease of use, and comprehensive assessments."}, {"id": "mai-20260917-1752-baseline|c161-s3|mistral-small|HackerRank", "prompt": "c161-s3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Codility** and **HackerRank** are better for teams with higher-volume needs"}, {"id": "mai-20260917-1752-baseline|c161-s3|mistral-small|CodeSignal", "prompt": "c161-s3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TestGorilla** or **CodeSignal** offer the best balance of affordability, ease of use, and comprehensive assessments."}, {"id": "mai-20260917-1752-baseline|c161-s3|mistral-small|Woven", "prompt": "c161-s3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a more realistic, human-scored approach, **Woven** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c161-s3|mistral-small|Karat", "prompt": "c161-s3", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not practical for small teams due to cost"}, {"id": "mai-20260917-1752-baseline|c161-s3|moonshot-small|TestGorilla", "prompt": "c161-s3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla ⭐ Best Overall Value for Small Teams ... I'd recommend starting with **TestGorilla's free tier** or **CoderPad's Starter plan**"}, {"id": "mai-20260917-1752-baseline|c161-s3|moonshot-small|CoderPad", "prompt": "c161-s3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **TestGorilla's free tier** or **CoderPad's Starter plan**"}, {"id": "mai-20260917-1752-baseline|c161-s3|moonshot-small|CodeAid", "prompt": "c161-s3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CodeAid ⭐ Best Budget Option for Developer Hiring"}, {"id": "mai-20260917-1752-baseline|c161-s3|moonshot-small|CodeSignal", "prompt": "c161-s3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CodeSignal ⭐ Best for Standardized Assessments"}, {"id": "mai-20260917-1752-baseline|c161-s3|moonshot-small|HackerRank", "prompt": "c161-s3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive entry point; can be overwhelming for simple needs"}, {"id": "mai-20260917-1752-baseline|c161-s3|moonshot-small|Codility", "prompt": "c161-s3", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower completion rate (68%); enterprise-focused features"}, {"id": "mai-20260917-1752-baseline|c161-s3|openai-small|CodeSignal", "prompt": "c161-s3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "want the easiest serious option: **CodeSignal** or **Codility**"}, {"id": "mai-20260917-1752-baseline|c161-s3|openai-small|TestGorilla", "prompt": "c161-s3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **technical + non-technical hiring in one tool**: **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c161-s3|openai-small|Codility", "prompt": "c161-s3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "want the easiest serious option: **CodeSignal** or **Codility**"}, {"id": "mai-20260917-1752-baseline|c161-s3|openai-small|HackerRank", "prompt": "c161-s3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you expect **lots of applicants** and want classic coding screens: **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-s3|openai-small|DevSkiller", "prompt": "c161-s3", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want candidates to **work like they would on the job**: **DevSkiller**"}, {"id": "mai-20260917-1752-baseline|c161-s3|xai-small|TestGorilla", "prompt": "c161-s3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla for versatile/non-dev roles; HackerRank for dev volume; CoderPad if live interviews dominate."}, {"id": "mai-20260917-1752-baseline|c161-s3|xai-small|HackerRank", "prompt": "c161-s3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HackerRank for dev volume"}, {"id": "mai-20260917-1752-baseline|c161-s3|xai-small|Codility", "prompt": "c161-s3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Narrower focus (coding only, no soft skills), lower completion rates (~68%)"}, {"id": "mai-20260917-1752-baseline|c161-s3|xai-small|CodeSignal", "prompt": "c161-s3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Research-backed scoring, modern/real-world sims, high completion"}, {"id": "mai-20260917-1752-baseline|c161-s3|xai-small|CoderPad", "prompt": "c161-s3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CoderPad if live interviews dominate"}, {"id": "mai-20260917-1752-baseline|c161-s3|xai-small|Karat", "prompt": "c161-s3", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Karat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-focused ones like Karat for small budgets."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|HackerRank", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **high‑volume, pre‑built screening**, HackerRank is a strong pick."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|CodeSignal", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **senior/technical roles needing benchmarked scores**, CodeSignal excels."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|Codility", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **code‑quality‑focused vetting**, Codility is a solid choice."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|CoderPad", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **live, collaborative interviews**, CoderPad is simple and effective."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|CodeSubmit", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **custom, realistic take‑home assignments**, CodeSubmit offers flexibility."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|Testlify", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For **scenario‑based QA/non‑engineering testing**, Testlify is comprehensive."}, {"id": "mai-20260917-1752-baseline|c161-s3|zai-small|Pramp", "prompt": "c161-s3", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "comparative", "raw": "Pramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No hiring‑pipeline integration, no scoring, limited to practice"}, {"id": "mai-20260917-1752-baseline|c161-s4|alibaba-small|HackerRank", "prompt": "c161-s4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want maximum features for $0:** Choose **HackerRank**."}, {"id": "mai-20260917-1752-baseline|c161-s4|alibaba-small|Coderpad.io", "prompt": "c161-s4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderpad.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the best user experience and hire irregularly:** Choose **Coderpad**."}, {"id": "mai-20260917-1752-baseline|c161-s4|alibaba-small|CodeSignal", "prompt": "c161-s4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you just need to filter resumes quickly:** Use **CodeSignal**'s free pre-built tests."}, {"id": "mai-20260917-1752-baseline|c161-s4|alibaba-small|Pastebin / GitHub Gists + Email", "prompt": "c161-s4", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Pastebin / GitHub Gists + Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"Zero-Cost\" DIY Approach ... Cons: High manual workload for you (grading); security risks"}, {"id": "mai-20260917-1752-baseline|c161-s4|anthropic-small|Playcode", "prompt": "c161-s4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Playcode at $5/month or VS Code Live Share (free) are the most affordable options for small teams."}, {"id": "mai-20260917-1752-baseline|c161-s4|anthropic-small|VS Code Live Share", "prompt": "c161-s4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "VS Code Live Share", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "though it's primarily a collaboration tool rather than a dedicated assessment platform"}, {"id": "mai-20260917-1752-baseline|c161-s4|anthropic-small|Coderbyte", "prompt": "c161-s4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Coderbyte** stands out as the best balance of affordability, ease of use, and adequate features for small companies"}, {"id": "mai-20260917-1752-baseline|c161-s4|anthropic-small|TestGorilla", "prompt": "c161-s4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TestGorilla** is another solid budget option."}, {"id": "mai-20260917-1752-baseline|c161-s4|anthropic-small|Xobin", "prompt": "c161-s4", "model": "anthropic-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Xobin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xobin** provides another budget-conscious alternative"}, {"id": "mai-20260917-1752-baseline|c161-s4|challenger-small|Criteria Corp (CodeCheck)", "prompt": "c161-s4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Criteria Corp (CodeCheck)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Criteria Corp (CodeCheck)** if your needs are basic technical screening"}, {"id": "mai-20260917-1752-baseline|c161-s4|challenger-small|TestGorilla", "prompt": "c161-s4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TestGorilla** if you want a broader hiring platform with coding tests and other assessments"}, {"id": "mai-20260917-1752-baseline|c161-s4|challenger-small|Coderbyte", "prompt": "c161-s4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want stronger developer workflow features and can spend more:** **Coderbyte**"}, {"id": "mai-20260917-1752-baseline|c161-s4|challenger-small|Adaface", "prompt": "c161-s4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very low-cost developer testing among startup-oriented options:** **Adaface** or **TestTrick**"}, {"id": "mai-20260917-1752-baseline|c161-s4|challenger-small|TestTrick", "prompt": "c161-s4", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for very low-cost developer testing among startup-oriented options:** **Adaface** or **TestTrick**"}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|Coderbyte", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value: **Coderbyte**"}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|TestGorilla", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **TestGorilla's free plan** (or Coderbyte's pay-per-candidate) if volume is low"}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|CoderPad", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget live-interview tool: **CoderPad** (free tier)"}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|HackerEarth", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest upfront: **HackerEarth** ... Lowest entry price among the \"full feature\" platforms, though it's more hackathon/algorithm focused."}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|HackerRank", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms like HackerRank and Codewars skew heavily toward algorithmic/LeetCode-style problems, which can over-filter for real-world jobs"}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|Codewars", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codewars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "skew heavily toward algorithmic/LeetCode-style problems, which can over-filter for real-world jobs"}, {"id": "mai-20260917-1752-baseline|c161-s4|deepseek-small|Playcode", "prompt": "c161-s4", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look for tools with project-based or real-world tasks (Coderbyte, CoderPad, Playcode)"}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|HackerRank", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry giants (like HackerRank, Codility, and CodeSignal) are typically built for enterprises and often cost thousands of dollars per year."}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|Codility", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically built for enterprises and often cost thousands of dollars per year"}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|CodeSignal", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically built for enterprises and often cost thousands of dollars per year"}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|Coderbyte", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with Coderbyte if you have a steady stream of applicants and want flat-rate, unlimited testing."}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|TestDome", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TestDome is the gold standard for \"pay-as-you-go\" screening."}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|TestTrick", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestTrick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for the Absolute Tightest Budget: TestTrick"}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|Adaface", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with TestDome or Adaface if your hiring is sporadic"}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|Playcode", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Playcode is a hidden gem for web development teams."}, {"id": "mai-20260917-1752-baseline|c161-s4|google-small|TestGorilla", "prompt": "c161-s4", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid this if you are on a tight budget and specifically need to test software engineers."}, {"id": "mai-20260917-1752-baseline|c161-s4|meta-small|TestGorilla", "prompt": "c161-s4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestGorilla - known for its budget-friendly plans and robust coding assessment platform."}, {"id": "mai-20260917-1752-baseline|c161-s4|meta-small|Coderbyte", "prompt": "c161-s4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coderbyte - offers cost-effective solutions for small and medium-sized businesses."}, {"id": "mai-20260917-1752-baseline|c161-s4|meta-small|MeritTrac CodeTrac", "prompt": "c161-s4", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "MeritTrac CodeTrac", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MeritTrac CodeTrac - offers straightforward per-candidate pricing (starting at ~$20)"}, {"id": "mai-20260917-1752-baseline|c161-s4|minimax-small|HackerRank", "prompt": "c161-s4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HackerRank** (Best Overall for Budget)"}, {"id": "mai-20260917-1752-baseline|c161-s4|minimax-small|Geektastic", "prompt": "c161-s4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Geektastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **HackerRank** or **Geektastic**"}, {"id": "mai-20260917-1752-baseline|c161-s4|minimax-small|CoderByte", "prompt": "c161-s4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderByte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. CoderByte** (Best Unlimited Plan)"}, {"id": "mai-20260917-1752-baseline|c161-s4|minimax-small|Codility", "prompt": "c161-s4", "model": "minimax-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Codility** (Simplest Budget Option)"}, {"id": "mai-20260917-1752-baseline|c161-s4|mistral-small|HackerRank", "prompt": "c161-s4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended for high-growth startups and small teams due to its scalability, language coverage, and free trial options."}, {"id": "mai-20260917-1752-baseline|c161-s4|mistral-small|CodeSignal", "prompt": "c161-s4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option, especially if you need standardized assessments and built-in IDEs for live interviews."}, {"id": "mai-20260917-1752-baseline|c161-s4|mistral-small|Coderbyte", "prompt": "c161-s4", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for small businesses and startups wanting a consistent candidate experience. It's cost-effective"}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|TestDome", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TestDome** — **~$20 per candidate**, no subscription required. This is the cheapest option if you only hire a few developers per year."}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|TestGorilla Free Plan", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla Free Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TestGorilla** (Paid: ~$142/mo or $1,704/yr) — ... Best All-Around Value for Small Teams"}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|Vervoe", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~$228/yr | One of the lowest annual entry points"}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|CodeSignal Build", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest real self-service subscription plan (60 credits)"}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|Codility Starter", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$1,200/yr | 120 invites; strong automated grading"}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|HackerRank Starter", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$1,990/yr | 120 attempts; huge challenge library (3,100+)"}, {"id": "mai-20260917-1752-baseline|c161-s4|moonshot-small|CoderByte", "prompt": "c161-s4", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderByte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers **unlimited candidates and admins**, which is rare and valuable if you're growing."}, {"id": "mai-20260917-1752-baseline|c161-s4|openai-small|TestDome", "prompt": "c161-s4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **TestDome** if you want the **lowest predictable cost**"}, {"id": "mai-20260917-1752-baseline|c161-s4|openai-small|CodeSignal Build", "prompt": "c161-s4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeSignal Build", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CodeSignal Build** is a strong second option for small teams"}, {"id": "mai-20260917-1752-baseline|c161-s4|openai-small|Codility", "prompt": "c161-s4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually not best for a tight budget:** **Codility** and **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-s4|openai-small|HackerRank", "prompt": "c161-s4", "model": "openai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Usually not best for a tight budget:** **Codility** and **HackerRank**"}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|TestDome", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TestDome stands out as the best coding assessment platform"}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|TestGorilla", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TestGorilla's free tier works for ultra-low volume or mixed skills testing"}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|CoderScreen", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CoderScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free forever: 3 live interviews/mo... Live-focused, not async assessments; very limited free."}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|Coderbyte", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "14-day trial... No ongoing free; pricier monthly."}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|CodeAid", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "CodeAid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier mentioned in reviews... Less data on limits/reliability."}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|VS Code Live Share / Replit", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "VS Code Live Share / Replit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "100% free... No built-in assessments/grading; manual."}, {"id": "mai-20260917-1752-baseline|c161-s4|xai-small|HackerRank", "prompt": "c161-s4", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pricier ones like HackerRank (~$100-450/mo) unless scaling up."}, {"id": "mai-20260917-1752-baseline|c161-s4|zai-small|HackerRank", "prompt": "c161-s4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best coding assessment platform is **HackerRank** due to its generous **free tier**"}, {"id": "mai-20260917-1752-baseline|c161-s4|zai-small|Codility", "prompt": "c161-s4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Codility** offers the best value for money at **$1,200/year**"}, {"id": "mai-20260917-1752-baseline|c161-s4|zai-small|TestGorilla", "prompt": "c161-s4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One HR Tool: TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-s4|zai-small|Playcode", "prompt": "c161-s4", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "budget", "raw": "Playcode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Web Development: Playcode"}, {"id": "mai-20260917-1752-baseline|c161-s5|alibaba-small|CoderPad", "prompt": "c161-s5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you demo tools (like CoderPad, HireVue, Codility, HackerRank, or Devitools), ask these three specific questions"}, {"id": "mai-20260917-1752-baseline|c161-s5|alibaba-small|HireVue", "prompt": "c161-s5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When you demo tools (like CoderPad, HireVue, Codility, HackerRank, or Devitools)"}, {"id": "mai-20260917-1752-baseline|c161-s5|alibaba-small|Codility", "prompt": "c161-s5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When you demo tools (like CoderPad, HireVue, Codility, HackerRank, or Devitools)"}, {"id": "mai-20260917-1752-baseline|c161-s5|alibaba-small|HackerRank", "prompt": "c161-s5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When you demo tools (like CoderPad, HireVue, Codility, HackerRank, or Devitools)"}, {"id": "mai-20260917-1752-baseline|c161-s5|alibaba-small|Devitools", "prompt": "c161-s5", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Devitools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When you demo tools (like CoderPad, HireVue, Codility, HackerRank, or Devitools)"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|Goodfit", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Goodfit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "~$100–200/candidate like Goodfit or CodeSignal's model"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|CoderPad", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a lightweight platform like **CoderPad** (live interviews), **CodeSignal** (standardized screening), or **TestGorilla / Toggl Hire** ... is often a better fit"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|CodeSignal", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**CodeSignal** (standardized screening) ... is often a better fit than Codility or HackerRank's enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|TestGorilla", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TestGorilla / Toggl Hire** (multi-skill, affordable for small teams) is often a better fit"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|Toggl Hire", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TestGorilla / Toggl Hire** (multi-skill, affordable for small teams)"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|Codility", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better fit than Codility or HackerRank's enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c161-s5|deepseek-small|HackerRank", "prompt": "c161-s5", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better fit than Codility or HackerRank's enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|CodeSignal", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms (like CodeSignal or high-tier HackerRank) will try to lock you into annual contracts starting at $10,000–$20,000+."}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|HackerRank", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms (like CodeSignal or high-tier HackerRank) will try to lock you into annual contracts starting at $10,000–$20,000+."}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|CodeSubmit", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSubmit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Exceptional candidate experience. It uses real-world tasks and supports 50+ frameworks/languages. It integrates easily with lightweight ATSs."}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|ClarityHire", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "ClarityHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built specifically for the \"AI era.\" It uses \"code coherence\" and keystroke analysis to detect copy-pasting"}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|CoderPad", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer live, collaborative coding interviews instead of async screens, CoderPad is the gold standard."}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|Aptora", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Aptora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are modern, AI-forward platforms."}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|Eval-X", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Eval-X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These are modern, AI-forward platforms."}, {"id": "mai-20260917-1752-baseline|c161-s5|google-small|Coderbyte", "prompt": "c161-s5", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Incredibly cost-effective, offering unlimited candidates and assessments on their standard plans."}, {"id": "mai-20260917-1752-baseline|c161-s5|meta-small|HackerRank", "prompt": "c161-s5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top coding assessment platforms include HackerRank, Codility, CoderPad, and Clarity."}, {"id": "mai-20260917-1752-baseline|c161-s5|meta-small|Codility", "prompt": "c161-s5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top coding assessment platforms include HackerRank, Codility, CoderPad, and Clarity."}, {"id": "mai-20260917-1752-baseline|c161-s5|meta-small|CoderPad", "prompt": "c161-s5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top coding assessment platforms include HackerRank, Codility, CoderPad, and Clarity."}, {"id": "mai-20260917-1752-baseline|c161-s5|meta-small|Clarity", "prompt": "c161-s5", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Clarity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top coding assessment platforms include HackerRank, Codility, CoderPad, and Clarity."}, {"id": "mai-20260917-1752-baseline|c161-s5|mistral-small|HackerRank", "prompt": "c161-s5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluate 3–5 platforms (e.g., HackerRank, Codility, TestGorilla, Pymetrics, CoderPad)."}, {"id": "mai-20260917-1752-baseline|c161-s5|mistral-small|Codility", "prompt": "c161-s5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Evaluate 3–5 platforms (e.g., HackerRank, Codility, TestGorilla, Pymetrics, CoderPad)."}, {"id": "mai-20260917-1752-baseline|c161-s5|mistral-small|TestGorilla", "prompt": "c161-s5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Evaluate 3–5 platforms (e.g., HackerRank, Codility, TestGorilla, Pymetrics, CoderPad)."}, {"id": "mai-20260917-1752-baseline|c161-s5|mistral-small|Pymetrics", "prompt": "c161-s5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Evaluate 3–5 platforms (e.g., HackerRank, Codility, TestGorilla, Pymetrics, CoderPad)."}, {"id": "mai-20260917-1752-baseline|c161-s5|mistral-small|CoderPad", "prompt": "c161-s5", "model": "mistral-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Evaluate 3–5 platforms (e.g., HackerRank, Codility, TestGorilla, Pymetrics, CoderPad)."}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|Codility", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Async screening:** Codility, CodeSignal, TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|CodeSignal", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Async screening:** Codility, CodeSignal, TestGorilla"}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|TestGorilla", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TestGorilla (broader than pure coding, often cheaper)"}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|CoderPad", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Live pair-programming:** CoderPad, CoderByte Live, HackerRank CodePair."}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|CoderByte Live", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderByte Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Live pair-programming:** CoderPad, CoderByte Live, HackerRank CodePair."}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|HackerRank CodePair", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank CodePair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Live pair-programming:** CoderPad, CoderByte Live, HackerRank CodePair."}, {"id": "mai-20260917-1752-baseline|c161-s5|moonshot-small|GitHub-based assignments", "prompt": "c161-s5", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "GitHub-based assignments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GitHub-based assignments (free, but manual grading)"}, {"id": "mai-20260917-1752-baseline|c161-s5|xai-small|HackerRank", "prompt": "c161-s5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options like HackerRank, Codility, CodeSignal, CoderPad, and Coderbyte frequently top comparisons for teams your size"}, {"id": "mai-20260917-1752-baseline|c161-s5|xai-small|Codility", "prompt": "c161-s5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Codility       | $10-30/test; custom quotes    | High-volume screening |"}, {"id": "mai-20260917-1752-baseline|c161-s5|xai-small|CodeSignal", "prompt": "c161-s5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| CodeSignal     | Free tier; $20-40/test        | Balanced, research-backed |"}, {"id": "mai-20260917-1752-baseline|c161-s5|xai-small|CoderPad", "prompt": "c161-s5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| CoderPad       | $250/mo+                      | Live interviews |"}, {"id": "mai-20260917-1752-baseline|c161-s5|xai-small|Coderbyte", "prompt": "c161-s5", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Coderbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Coderbyte      | $25/mo basic                  | Budget-friendly startups |"}, {"id": "mai-20260917-1752-baseline|c161-s5|zai-small|CodeSignal", "prompt": "c161-s5", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CodeSignal** | Per-assessment credits (e.g., 60 credits/year for $479) | Unlimited users; large question library"}, {"id": "mai-20260917-1752-baseline|c161-s5|zai-small|Codility", "prompt": "c161-s5", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Codility** | Per-seat or per-assessment (e.g., $1,200/year for up to 120 invites)"}, {"id": "mai-20260917-1752-baseline|c161-s5|zai-small|HackerEarth", "prompt": "c161-s5", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "HackerEarth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HackerEarth** | Per-assessment or per-seat (often volume-based) | Large question library, integrations"}, {"id": "mai-20260917-1752-baseline|c161-s5|zai-small|WeCP", "prompt": "c161-s5", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "WeCP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**WeCP** | Per-assessment credits | Largest question library (600k+), AI features"}, {"id": "mai-20260917-1752-baseline|c161-s5|zai-small|Coderbyte", "prompt": "c161-s5", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Coderbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Coderbyte** | Usage-based or subscription | Transparent pricing, free trial"}, {"id": "mai-20260917-1752-baseline|c161-s5|zai-small|Qodo", "prompt": "c161-s5", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "scale", "raw": "Qodo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Qodo** | Per-assessment credits (no seats) | Designed for review quality"}, {"id": "mai-20260917-1752-baseline|c161-s6|alibaba-small|Codility", "prompt": "c161-s6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Codility** – Best avoided for small, variable-hiring teams"}, {"id": "mai-20260917-1752-baseline|c161-s6|alibaba-small|HackerRank", "prompt": "c161-s6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**HackerRank** – Use with caution for candidate experience"}, {"id": "mai-20260917-1752-baseline|c161-s6|alibaba-small|Coderbyte", "prompt": "c161-s6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good value but watch the feature gaps ... many essential features ... are gated as paid add-ons"}, {"id": "mai-20260917-1752-baseline|c161-s6|alibaba-small|CodeSignal", "prompt": "c161-s6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick setup with minimal overhead | **CodeSignal** (starts ~$79/mo annually) | Easier onboarding"}, {"id": "mai-20260917-1752-baseline|c161-s6|alibaba-small|CoderScreen", "prompt": "c161-s6", "model": "alibaba-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source tools like **CoderScreen** (free tier available)"}, {"id": "mai-20260917-1752-baseline|c161-s6|challenger-small|TestGorilla", "prompt": "c161-s6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "can be a poor fit if your hiring needs are straightforward, because its complexity may be excessive for small or mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c161-s6|challenger-small|HackerRank", "prompt": "c161-s6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "positioned for **high-volume junior SWE screening** and broader engineering workflows, which can be more than a small business needs"}, {"id": "mai-20260917-1752-baseline|c161-s6|challenger-small|Codility", "prompt": "c161-s6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a better fit for compliance-sensitive or more mature hiring programs than a simple SMB setup"}, {"id": "mai-20260917-1752-baseline|c161-s6|challenger-small|CoderPad", "prompt": "c161-s6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually not the first choice if you mainly need inexpensive, automated pre-screening"}, {"id": "mai-20260917-1752-baseline|c161-s6|challenger-small|Criteria Corp (Codecheck)", "prompt": "c161-s6", "model": "challenger-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Criteria Corp (Codecheck)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "describes **Criteria Corp (Codecheck)** as a fit for small businesses needing affordable, simple technical screening"}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|HireVue", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the clearest \"avoid\" for a small business."}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|HackerRank", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with HackerRank, Codility, CodeSignal, and Coderbyte"}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|Codility", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expensive for smaller or bursty hiring teams"}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|CodeSignal", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is opaque and by quote—hard to evaluate on a small budget"}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|Coderbyte", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Coderbyte (cautious) - Becoming expensive for basic features"}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|TestGorilla", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "lean on a lightweight tool like **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c161-s6|deepseek-small|Daily.dev Recruiter / CodeSubmit", "prompt": "c161-s6", "model": "deepseek-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Daily.dev Recruiter / CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "candidate-friendly, lower-cost, designed for small teams"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|HackerRank", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Platforms to approach with caution:** **HackerRank, Codility, and CodeSignal (specifically their Enterprise packages)**."}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|Codility", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Platforms to approach with caution:** **HackerRank, Codility, and CodeSignal (specifically their Enterprise packages)**."}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|CodeSignal", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Platforms to approach with caution:** **HackerRank, Codility, and CodeSignal (specifically their Enterprise packages)**."}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|CoderPad", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Alternative:** Opt for platforms with **pay-per-usage, flat monthly tiers, or credit-based pricing** (e.g., **CoderPad, TestDome, or Adaface**)"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|TestDome", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "e.g., **CoderPad, TestDome, or Adaface**), which allow you to pay only when you are actively hiring"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|Adaface", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(e.g., **CoderPad, TestDome, or Adaface**)"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|Devskiller", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Devskiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for platforms that prioritize **work-sample testing, system design, or debugging** (e.g., **Devskiller, CodeSubmit, or Woven**)"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|CodeSubmit", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSubmit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "(e.g., **Devskiller, CodeSubmit, or Woven**)"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|Woven", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Woven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "(e.g., **Devskiller, CodeSubmit, or Woven**)"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|Mercer Mettl", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Mercer Mettl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "often featured heavily in platforms like **Mercer Mettl** or aggressively locked-down settings of other screening tools"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|TestGorilla", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "General pre-employment assessment platforms (like standard **TestGorilla or Vervoe**) *when used for core software engineering roles*"}, {"id": "mai-20260917-1752-baseline|c161-s6|google-small|Vervoe", "prompt": "c161-s6", "model": "google-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Vervoe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "(like standard **TestGorilla or Vervoe**) *when used for core software engineering roles*"}, {"id": "mai-20260917-1752-baseline|c161-s6|meta-small|Codility", "prompt": "c161-s6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is considered expensive for smaller teams and is only useful for technical roles"}, {"id": "mai-20260917-1752-baseline|c161-s6|meta-small|TestGorilla", "prompt": "c161-s6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has some limitations. For example, it only offers a 7-day free trial, and its pricing can be steep for larger teams"}, {"id": "mai-20260917-1752-baseline|c161-s6|meta-small|Criteria Corp (Codecheck)", "prompt": "c161-s6", "model": "meta-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Criteria Corp (Codecheck)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be suitable for senior roles, and its pricing can range from $25 to $40 per candidate"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|CoderPad", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CoderPad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Expensive for low-volume hiring | Starts at $120/month for just 5 tests"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|HackerRank", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep pricing with usage traps"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|Codility", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High entry price | Starter plan is $1,200/year minimum."}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|Coderbyte", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive for basic features | Users report pricing \"rough for small business\""}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|CodeSignal", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trustpilot reviews call it \"worst platform I have ever used\" with system issues and poor support"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|TestGorilla", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Free plan (10 credits/month), plans from $142/month, combines technical + non-technical assessments"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|Testlify", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Testlify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built specifically for small businesses, affordable, straightforward"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|TestDome", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pay-as-you-go developer screening without enterprise lock-in"}, {"id": "mai-20260917-1752-baseline|c161-s6|moonshot-small|DevSkiller", "prompt": "c161-s6", "model": "moonshot-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "DevSkiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Real-world coding tasks, free trial, more reasonable pricing structure"}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|Codility", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Caution: **Codility** ... unaffordable for small teams ($5K+ annually)"}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|HackerRank", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"prohibitively costly\" for smaller companies ... Not ideal for low-volume or non-enterprise use."}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|TestGorilla", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "mandatory 12-month commitments and no credit rollover—risky for seasonal/low-volume hiring"}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|Criteria Corp/Codecheck", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Criteria Corp/Codecheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternatives for Small Businesses ... Affordable ($25-40/candidate or $1/assessment)"}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|Equip", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Equip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Criteria Corp/Codecheck** or **Equip**: Affordable ... simple for basic tech screening."}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|Testlify (Starter)", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Testlify (Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unlimited/low credits, SMB-friendly pricing (~$83-139/month), broader tests."}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|Bryq", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Testlify (Starter)**, **Bryq**, or **Coderbyte (pay-as-you-go)**: Unlimited/low credits, SMB-friendly pricing"}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|Coderbyte (pay-as-you-go)", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte (pay-as-you-go)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Coderbyte (pay-as-you-go)**: Unlimited/low credits, SMB-friendly pricing (~$83-139/month)"}, {"id": "mai-20260917-1752-baseline|c161-s6|xai-small|TestDome", "prompt": "c161-s6", "model": "xai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tiers like limited TestGorilla or TestDome for one-offs."}, {"id": "mai-20260917-1752-baseline|c161-s6|zai-small|HackerRank", "prompt": "c161-s6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Who to Avoid:** Generic coding challenge platforms (e.g., HackerRank, Coderbyte, Codility for general coding)."}, {"id": "mai-20260917-1752-baseline|c161-s6|zai-small|Coderbyte", "prompt": "c161-s6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Coderbyte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Who to Avoid:** Generic coding challenge platforms (e.g., HackerRank, Coderbyte, Codility for general coding)."}, {"id": "mai-20260917-1752-baseline|c161-s6|zai-small|Codility", "prompt": "c161-s6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Codility", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Who to Avoid:** Generic coding challenge platforms (e.g., HackerRank, Coderbyte, Codility for general coding)."}, {"id": "mai-20260917-1752-baseline|c161-s6|zai-small|TestGorilla", "prompt": "c161-s6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Who to Avoid:** **TestGorilla** (specifically for small businesses with fluctuating hiring needs)."}, {"id": "mai-20260917-1752-baseline|c161-s6|zai-small|Testlify", "prompt": "c161-s6", "model": "zai-small", "cat": "technical-hiring-assessments", "variant": "negative", "raw": "Testlify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Who to Avoid:** **Testlify** and similar \"one-size-fits-all\" talent platforms."}, {"id": "mai-20260917-1752-baseline|c162-l1|alibaba-small|Checkster (formerly HireRight)", "prompt": "c162-l1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "Checkster (formerly HireRight)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkster is arguably the largest background screening firm in the world... Checkster is often the safest bet."}, {"id": "mai-20260917-1752-baseline|c162-l1|alibaba-small|Sterling Talent Solutions", "prompt": "c162-l1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Regulated Industries and Legacy Systems"}, {"id": "mai-20260917-1752-baseline|c162-l1|alibaba-small|GoodHire", "prompt": "c162-l1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: User Experience and Technology Integrations"}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|Checkr", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr provides optimized background checks with machine learning functionality, dedicated customer success managers, and seamless ATS and HRIS integrations... named #1"}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|First Advantage", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "First Advantage is best for enterprise-level and global corporations."}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|Accurate Background", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for enterprise and mid-sized organizations in healthcare, transportation, and financial services that need deep compliance customization"}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|HireRight", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global screening providers like HireRight and Accurate Background are best suited for multinational corporations with 25,000+ employees"}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|Bchex", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Bchex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Major providers including Bchex, First Advantage, HireRight, Sterling, Accurate Background, Verified First, GoodHire, and Checkr are all PBSA-accredited."}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|Sterling", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Major providers including Bchex, First Advantage, HireRight, Sterling... are all PBSA-accredited."}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|Verified First", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Verified First, GoodHire, and Checkr are all PBSA-accredited."}, {"id": "mai-20260917-1752-baseline|c162-l1|anthropic-small|GoodHire", "prompt": "c162-l1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Verified First, GoodHire, and Checkr are all PBSA-accredited."}, {"id": "mai-20260917-1752-baseline|c162-l1|challenger-small|HireRight", "prompt": "c162-l1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireRight** is the safest default choice if you need broad enterprise coverage, strong compliance support, and global screening capabilities"}, {"id": "mai-20260917-1752-baseline|c162-l1|challenger-small|Checkr", "prompt": "c162-l1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "high-volume U.S. hiring with fast turnaround and deep ATS integrations*, **Checkr** is often the better fit"}, {"id": "mai-20260917-1752-baseline|c162-l1|challenger-small|First Advantage", "prompt": "c162-l1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for **large global enterprises** and Fortune 500-scale screening"}, {"id": "mai-20260917-1752-baseline|c162-l1|challenger-small|Mitratech AssureHire", "prompt": "c162-l1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong enterprise option for companies prioritizing **compliance, governance, and program oversight**"}, {"id": "mai-20260917-1752-baseline|c162-l1|challenger-small|Accurate Background", "prompt": "c162-l1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen for **cross-border** screening and enterprise workflows"}, {"id": "mai-20260917-1752-baseline|c162-l1|challenger-small|Sterling", "prompt": "c162-l1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a common pick for **international companies** and enterprise screening needs"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|First Advantage", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest shortlisting **Checkr and First Advantage**"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|Sterling", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**First Advantage** acquired **Sterling** (closed Oct 2024)"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|Checkr", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest shortlisting **Checkr and First Advantage**"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|GoodHire", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Checkr** acquired **GoodHire** (2022)"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|HireRight", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're highly regulated and need compliance depth → HireRight"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|ClearChecks", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "ClearChecks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HireRight** acquired **ClearChecks** (2025)"}, {"id": "mai-20260917-1752-baseline|c162-l1|deepseek-small|ScoutLogic", "prompt": "c162-l1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "then evaluating ScoutLogic if hands-on program governance matters to your risk team"}, {"id": "mai-20260917-1752-baseline|c162-l1|google-small|Checkr", "prompt": "c162-l1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr: Best for Tech-Forward Companies & Automated Workflows... **Checkr** is the industry standard."}, {"id": "mai-20260917-1752-baseline|c162-l1|google-small|First Advantage (Including Sterling)", "prompt": "c162-l1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage (Including Sterling)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "This consolidated entity is the undisputed market leader for global enterprise-scale background checks."}, {"id": "mai-20260917-1752-baseline|c162-l1|google-small|Verified First", "prompt": "c162-l1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Verified First: Best for Customer Support & Easy Implementation"}, {"id": "mai-20260917-1752-baseline|c162-l1|google-small|HireRight", "prompt": "c162-l1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HireRight: Best for Heavy HRIS Integrations & Standardized Corporate Roles"}, {"id": "mai-20260917-1752-baseline|c162-l1|meta-small|Checkr", "prompt": "c162-l1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers include Checkr, Vetty, and ScoutLogic"}, {"id": "mai-20260917-1752-baseline|c162-l1|meta-small|Vetty", "prompt": "c162-l1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "Vetty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top providers include Checkr, Vetty, and ScoutLogic"}, {"id": "mai-20260917-1752-baseline|c162-l1|meta-small|ScoutLogic", "prompt": "c162-l1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "ScoutLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top providers include Checkr, Vetty, and ScoutLogic"}, {"id": "mai-20260917-1752-baseline|c162-l1|minimax-small|DISA Global Solutions", "prompt": "c162-l1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "DISA Global Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **DISA** or **First Advantage** would be the top recommendations"}, {"id": "mai-20260917-1752-baseline|c162-l1|minimax-small|First Advantage", "prompt": "c162-l1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **DISA** or **First Advantage** would be the top recommendations"}, {"id": "mai-20260917-1752-baseline|c162-l1|minimax-small|Checkr", "prompt": "c162-l1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Optimized enterprise solutions across wide range of industries"}, {"id": "mai-20260917-1752-baseline|c162-l1|minimax-small|HireRight", "prompt": "c162-l1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for enterprise global compliance"}, {"id": "mai-20260917-1752-baseline|c162-l1|minimax-small|Accurate", "prompt": "c162-l1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workforce screening and compliance solutions - Strong enterprise features"}, {"id": "mai-20260917-1752-baseline|c162-l1|minimax-small|Sterling Check", "prompt": "c162-l1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Largest player in the market after acquiring Sterling Check (2024)"}, {"id": "mai-20260917-1752-baseline|c162-l1|mistral-small|HireRight", "prompt": "c162-l1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises, **HireRight** and **First Advantage** are the top choices"}, {"id": "mai-20260917-1752-baseline|c162-l1|mistral-small|First Advantage", "prompt": "c162-l1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HireRight** and **First Advantage** are the top choices due to their global reach, compliance expertise"}, {"id": "mai-20260917-1752-baseline|c162-l1|mistral-small|Checkr", "prompt": "c162-l1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr** is a strong alternative for companies prioritizing modern technology and speed."}, {"id": "mai-20260917-1752-baseline|c162-l1|mistral-small|Sterling Check", "prompt": "c162-l1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recently expanded its market presence after acquiring Sterling Check"}, {"id": "mai-20260917-1752-baseline|c162-l1|moonshot-small|First Advantage", "prompt": "c162-l1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For global enterprises with complex compliance needs:** **First Advantage** or **HireRight**"}, {"id": "mai-20260917-1752-baseline|c162-l1|moonshot-small|HireRight", "prompt": "c162-l1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For global enterprises with complex compliance needs:** **First Advantage** or **HireRight**"}, {"id": "mai-20260917-1752-baseline|c162-l1|moonshot-small|Checkr", "prompt": "c162-l1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For tech companies needing speed and API integration:** **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-l1|moonshot-small|Sterling", "prompt": "c162-l1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For regulated industries (healthcare, finance):** **First Advantage/Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-l1|moonshot-small|Certn", "prompt": "c162-l1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Certn offers lowest entry point ($13.99/check)"}, {"id": "mai-20260917-1752-baseline|c162-l1|openai-small|First Advantage", "prompt": "c162-l1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strongest fit if you need a large, global, enterprise-scale provider... If you want the **best all-around enterprise incumbent**: **First Advantage**"}, {"id": "mai-20260917-1752-baseline|c162-l1|openai-small|Checkr", "prompt": "c162-l1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you care most about **speed, modern UX, API/integration quality, and candidate experience**"}, {"id": "mai-20260917-1752-baseline|c162-l1|openai-small|HireRight", "prompt": "c162-l1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth evaluating if you want a long-established enterprise vendor with broad corporate screening capabilities"}, {"id": "mai-20260917-1752-baseline|c162-l1|openai-small|Accurate Background", "prompt": "c162-l1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a good enterprise contender, especially if compliance and service quality matter a lot"}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|Sterling Check", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling Check", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Pick for Most B2B Enterprises**: **Sterling Check** edges out due to consistent top rankings for scalability, compliance, and enterprise workflows."}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|HireRight", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-Volume/Global B2B: Sterling/First Advantage or HireRight—excels in oversight, repeatability, and 200+ country coverage."}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|Checkr", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tech B2B with ATS Focus: Checkr—API-first, automates 80%+ of decisions"}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|First Advantage", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large-scale global enterprises post-Sterling acquisition | Bulk ordering, compliance management, vertical-specific packages."}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|Accurate Background", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Domestic high-volume U.S. enterprises | Bulk discounts, real-time tracking, high compliance scores"}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|Mitratech AssureHire", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Regulated/Compliance-Heavy: Mitratech AssureHire or ScoutLogic for governance"}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|ScoutLogic", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mitratech AssureHire or ScoutLogic for governance"}, {"id": "mai-20260917-1752-baseline|c162-l1|xai-small|GoodHire", "prompt": "c162-l1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Acquired GoodHire for broader appeal."}, {"id": "mai-20260917-1752-baseline|c162-l1|zai-small|HireRight", "prompt": "c162-l1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a truly global, highly regulated B2B enterprise: HireRight is often the default choice"}, {"id": "mai-20260917-1752-baseline|c162-l1|zai-small|First Advantage (Sterling)", "prompt": "c162-l1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage (Sterling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "First Advantage (Sterling) is a strong contender."}, {"id": "mai-20260917-1752-baseline|c162-l1|zai-small|Checkr", "prompt": "c162-l1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Checkr's API-first platform and automation capabilities make it a compelling option."}, {"id": "mai-20260917-1752-baseline|c162-l1|zai-small|Accurate Background", "prompt": "c162-l1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For cost-focused, domestic-centric mid-market B2B: Accurate Background offers an affordable, reliable solution."}, {"id": "mai-20260917-1752-baseline|c162-l2|alibaba-small|First Advantage", "prompt": "c162-l2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **First Advantage** or **HireRight** as the primary options"}, {"id": "mai-20260917-1752-baseline|c162-l2|alibaba-small|HireRight", "prompt": "c162-l2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **First Advantage** or **HireRight** as the primary options"}, {"id": "mai-20260917-1752-baseline|c162-l2|alibaba-small|ScoutLogic", "prompt": "c162-l2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If user experience for recruiters is a major pain point, also include **ScoutLogic** in the comparison."}, {"id": "mai-20260917-1752-baseline|c162-l2|anthropic-small|HireRight", "prompt": "c162-l2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HireRight** ... It's best for large multinational organizations with complex regulatory requirements needing a proven enterprise screening partner"}, {"id": "mai-20260917-1752-baseline|c162-l2|anthropic-small|First Advantage", "prompt": "c162-l2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. First Advantage** ... serves enterprise and mid-sized organizations with tailored solutions"}, {"id": "mai-20260917-1752-baseline|c162-l2|anthropic-small|Accurate", "prompt": "c162-l2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Accurate** ... delivering background checks to employers of all sizes, from small companies to enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c162-l2|anthropic-small|Sterling", "prompt": "c162-l2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "In February 2024, the company acquired Sterling to showcase the strategic importance of scaled background screening"}, {"id": "mai-20260917-1752-baseline|c162-l2|challenger-small|First Advantage", "prompt": "c162-l2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **First Advantage** as the default choice because it is positioned for enterprise-scale screening"}, {"id": "mai-20260917-1752-baseline|c162-l2|challenger-small|HireRight", "prompt": "c162-l2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option for enterprises, especially if you want **global enterprise coverage**"}, {"id": "mai-20260917-1752-baseline|c162-l2|challenger-small|Checkr", "prompt": "c162-l2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your main requirement is **high-volume hiring speed and automation**"}, {"id": "mai-20260917-1752-baseline|c162-l2|challenger-small|Sterling", "prompt": "c162-l2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also a good enterprise option, particularly for **international screening**"}, {"id": "mai-20260917-1752-baseline|c162-l2|deepseek-small|First Advantage (post-Sterling acquisition)", "prompt": "c162-l2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage (post-Sterling acquisition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **First Advantage (post-Sterling acquisition)** as the leading enterprise choice"}, {"id": "mai-20260917-1752-baseline|c162-l2|deepseek-small|HireRight", "prompt": "c162-l2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireRight** \\u2014 Best if you have **multinational/global hiring** with complex regulatory needs"}, {"id": "mai-20260917-1752-baseline|c162-l2|deepseek-small|Checkr", "prompt": "c162-l2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr** \\u2014 Best if you prioritize **high-volume, API-first, technology-driven hiring**"}, {"id": "mai-20260917-1752-baseline|c162-l2|deepseek-small|Accurate Background", "prompt": "c162-l2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong enterprise/mid-market alternative with flexible packages"}, {"id": "mai-20260917-1752-baseline|c162-l2|deepseek-small|ScoutLogic", "prompt": "c162-l2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worth considering if you value **dedicated human account management and compliance governance**"}, {"id": "mai-20260917-1752-baseline|c162-l2|google-small|Checkr", "prompt": "c162-l2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** is the industry standard.... Checkr is built on an API-first framework."}, {"id": "mai-20260917-1752-baseline|c162-l2|google-small|First Advantage (incorporating Sterling)", "prompt": "c162-l2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage (incorporating Sterling)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the combined power of **First Advantage** and **Sterling** is the strongest choice."}, {"id": "mai-20260917-1752-baseline|c162-l2|google-small|HireRight", "prompt": "c162-l2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B enterprise operates in a highly regulated vertical ... **HireRight** is incredibly strong."}, {"id": "mai-20260917-1752-baseline|c162-l2|google-small|Accurate Background", "prompt": "c162-l2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Accurate Background** is the top choice."}, {"id": "mai-20260917-1752-baseline|c162-l2|meta-small|Checkr", "prompt": "c162-l2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Checkr - Best for high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c162-l2|meta-small|HireRight", "prompt": "c162-l2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. HireRight - Best for global enterprise coverage"}, {"id": "mai-20260917-1752-baseline|c162-l2|meta-small|Certn", "prompt": "c162-l2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Certn - Best for pay-as-you-go screening across borders"}, {"id": "mai-20260917-1752-baseline|c162-l2|meta-small|First Advantage", "prompt": "c162-l2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. First Advantage - Best for large domestic/high-volume screening"}, {"id": "mai-20260917-1752-baseline|c162-l2|meta-small|Accurate Background", "prompt": "c162-l2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Accurate Background - Best for large domestic/high-volume screening"}, {"id": "mai-20260917-1752-baseline|c162-l2|minimax-small|HireRight", "prompt": "c162-l2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireRight** is generally the go‑to for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline|c162-l2|minimax-small|Sterling", "prompt": "c162-l2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If speed for U.S. hires and a slick candidate portal are top priorities → Sterling."}, {"id": "mai-20260917-1752-baseline|c162-l2|minimax-small|ADP", "prompt": "c162-l2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already deeply invested in ADP's ecosystem and don't need extensive international coverage → ADP."}, {"id": "mai-20260917-1752-baseline|c162-l2|minimax-small|Equifax", "prompt": "c162-l2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Equifax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Firms that want to add credit‑based screens for certain positions"}, {"id": "mai-20260917-1752-baseline|c162-l2|minimax-small|Experian", "prompt": "c162-l2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Similar credit‑based checks to Equifax"}, {"id": "mai-20260917-1752-baseline|c162-l2|minimax-small|PreCheck / IntelliCorp", "prompt": "c162-l2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "PreCheck / IntelliCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Niche focus (healthcare, government, transportation)"}, {"id": "mai-20260917-1752-baseline|c162-l2|mistral-small|HireRight", "prompt": "c162-l2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HireRight** as the top employment screening service"}, {"id": "mai-20260917-1752-baseline|c162-l2|mistral-small|First Advantage", "prompt": "c162-l2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **First Advantage** and **Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-l2|mistral-small|Sterling", "prompt": "c162-l2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include **First Advantage** and **Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-l2|moonshot-small|First Advantage + Sterling (Combined Entity)", "prompt": "c162-l2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage + Sterling (Combined Entity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**First Advantage (now including Sterling)** likely offers the most comprehensive solution for a large-scale operation"}, {"id": "mai-20260917-1752-baseline|c162-l2|moonshot-small|HireRight", "prompt": "c162-l2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireRight** if you're in: Regulated industries"}, {"id": "mai-20260917-1752-baseline|c162-l2|moonshot-small|Checkr", "prompt": "c162-l2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr** may be preferable if your company values modern technology and speed"}, {"id": "mai-20260917-1752-baseline|c162-l2|moonshot-small|Accurate Background", "prompt": "c162-l2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Compliant, ATS-integrated screening across multiple continents"}, {"id": "mai-20260917-1752-baseline|c162-l2|openai-small|First Advantage", "prompt": "c162-l2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **First Advantage** as the safest default choice."}, {"id": "mai-20260917-1752-baseline|c162-l2|openai-small|Sterling", "prompt": "c162-l2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It also absorbed Sterling, which means its platform now combines two major enterprise screening brands under one umbrella."}, {"id": "mai-20260917-1752-baseline|c162-l2|openai-small|Checkr", "prompt": "c162-l2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Checkr** if your top priorities are a very modern UX, API-first integration, and fast scaling"}, {"id": "mai-20260917-1752-baseline|c162-l2|openai-small|HireRight", "prompt": "c162-l2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider HireRight** if you want another long-standing enterprise provider to benchmark against"}, {"id": "mai-20260917-1752-baseline|c162-l2|xai-small|First Advantage", "prompt": "c162-l2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend First Advantage as the top employment screening service."}, {"id": "mai-20260917-1752-baseline|c162-l2|xai-small|Sterling", "prompt": "c162-l2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Their acquisition of Sterling in late 2024 bolsters global reach"}, {"id": "mai-20260917-1752-baseline|c162-l2|xai-small|HireRight", "prompt": "c162-l2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/multinational verification, regulated industries"}, {"id": "mai-20260917-1752-baseline|c162-l2|xai-small|Checkr", "prompt": "c162-l2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast, tech-forward scaling (AI-driven)"}, {"id": "mai-20260917-1752-baseline|c162-l2|xai-small|Accurate", "prompt": "c162-l2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High satisfaction in compliance/ease"}, {"id": "mai-20260917-1752-baseline|c162-l2|zai-small|HireRight", "prompt": "c162-l2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HireRight ... is the strongest single provider."}, {"id": "mai-20260917-1752-baseline|c162-l2|zai-small|First Advantage", "prompt": "c162-l2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives: First Advantage (high-volume, competitive pricing)"}, {"id": "mai-20260917-1752-baseline|c162-l2|zai-small|Sterling", "prompt": "c162-l2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sterling (regulated industries)"}, {"id": "mai-20260917-1752-baseline|c162-l2|zai-small|ScoutLogic", "prompt": "c162-l2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ScoutLogic (governance and consistency)"}, {"id": "mai-20260917-1752-baseline|c162-l3|alibaba-small|First Advantage (FADV)", "prompt": "c162-l3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage (FADV)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently the largest background check company in the world by revenue and volume... FADV offers the most robust proprietary technology suite."}, {"id": "mai-20260917-1752-baseline|c162-l3|alibaba-small|HireRight", "prompt": "c162-l3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Their global footprint is arguably their strongest asset... go-to for multinational corporations"}, {"id": "mai-20260917-1752-baseline|c162-l3|alibaba-small|Sterling", "prompt": "c162-l3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sterling has a distinct advantage in working with organized labor forces."}, {"id": "mai-20260917-1752-baseline|c162-l3|alibaba-small|GoodHire", "prompt": "c162-l3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GoodHire has one of the best mobile apps for candidates... very competitive pricing models"}, {"id": "mai-20260917-1752-baseline|c162-l3|alibaba-small|Checkr", "prompt": "c162-l3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Their API is developer-friendly... Checkr provides the best documentation."}, {"id": "mai-20260917-1752-baseline|c162-l3|alibaba-small|Accurate Background", "prompt": "c162-l3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They experienced a significant cybersecurity incident in late 2023; while they operate normally now, this is a factor for risk-averse CISOs."}, {"id": "mai-20260917-1752-baseline|c162-l3|anthropic-small|Checkr", "prompt": "c162-l3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr consistently ranks as a top background check provider, delivering 89% of criminal checks in just one hour"}, {"id": "mai-20260917-1752-baseline|c162-l3|anthropic-small|ScoutLogic", "prompt": "c162-l3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ScoutLogic is designed for enterprises that want consistent screening outcomes with strong compliance oversight"}, {"id": "mai-20260917-1752-baseline|c162-l3|anthropic-small|First Advantage/Sterling", "prompt": "c162-l3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage/Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sterling Talent Solutions combines technological innovation with deep compliance expertise"}, {"id": "mai-20260917-1752-baseline|c162-l3|anthropic-small|HireRight", "prompt": "c162-l3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HireRight supports organizations hiring internationally by providing screening services and documentation aligned with local regulations"}, {"id": "mai-20260917-1752-baseline|c162-l3|anthropic-small|Accurate", "prompt": "c162-l3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Accurate's technology integrates easily with existing HR systems and adapts to industry and compliance requirements worldwide"}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|First Advantage", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need **global coverage** across many countries, **First Advantage** or **HireRight** are the most common enterprise picks."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|HireRight", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**First Advantage** or **HireRight** are the most common enterprise picks."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|Checkr", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you hire mostly in the **U.S.** and need speed plus integrations, **Checkr** is often the best fit."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|Sterling", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your program is **heavily regulated**... **Sterling**, **Accurate**, or **Mitratech AssureHire** are frequently highlighted."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|Accurate", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often positioned around accuracy, regulated-industry screening, and flexible integrations."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|Mitratech AssureHire", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stands out for deep compliance and post-hire/continuous screening capabilities."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|Certn", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need **cross-border speed and cleaner international reporting**, **Certn** is often singled out."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|GoodHire", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Certn, GoodHire, and Verified First** sometimes fitting enterprise use cases depending on volume, geography, and compliance needs."}, {"id": "mai-20260917-1752-baseline|c162-l3|challenger-small|Verified First", "prompt": "c162-l3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known more for screening tech and integrations than for being a pure global enterprise screening giant."}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|First Advantage", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader: After closing its $2.2 billion acquisition of Sterling Check in October 2024, First Advantage became the world's largest background screening company"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|Sterling Check", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "$2.2 billion acquisition of Sterling Check in October 2024"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|Checkr", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "API-first, high-volume tech/gig hiring → Checkr"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|GoodHire", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Acquired GoodHire (2022) to lock in SMB-to-enterprise pipeline"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|HireRight", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Regulated-industry global compliance (DOT, healthcare, finance) → HireRight"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|ClearChecks", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "ClearChecks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Acquired ClearChecks (April 2025) to shore up its mid-market/SMB platform"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|Accurate Background", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Major player (acquired Orange Tree in 2024) serving enterprise and mid-market"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|ScoutLogic", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Frequently ranked highly for compliance governance, standardized execution at scale"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|Certn", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for fast global hiring and identity verification"}, {"id": "mai-20260917-1752-baseline|c162-l3|deepseek-small|Mitratech AssureHire", "prompt": "c162-l3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other specialized vendors (ScoutLogic, Certn, Mitratech AssureHire)"}, {"id": "mai-20260917-1752-baseline|c162-l3|google-small|First Advantage (including Sterling)", "prompt": "c162-l3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage (including Sterling)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed titan of the enterprise market... First Advantage is the largest global screening provider in the world."}, {"id": "mai-20260917-1752-baseline|c162-l3|google-small|Checkr", "prompt": "c162-l3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The modern, tech-forward, API-first darling of the background check world"}, {"id": "mai-20260917-1752-baseline|c162-l3|google-small|HireRight", "prompt": "c162-l3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A legacy global player... The industry standard for DOT compliance"}, {"id": "mai-20260917-1752-baseline|c162-l3|google-small|Accurate Background", "prompt": "c162-l3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The largest privately held, minority-owned global provider"}, {"id": "mai-20260917-1752-baseline|c162-l3|google-small|Cisive", "prompt": "c162-l3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Cisive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A specialized, high-accuracy enterprise provider that positions itself as a \"boutique\" alternative"}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Mitratech AssureHire", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade background check providers are Mitratech AssureHire, Accurate, Cisive, HireRight, Checkr, First Advantage, Certn, GoodHire, Sterling Check, and Xref."}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Accurate", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade background check providers are Mitratech AssureHire, Accurate, Cisive..."}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Cisive", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Cisive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mitratech AssureHire, Accurate, Cisive, HireRight, Checkr"}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|HireRight", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mitratech AssureHire, Checkr, HireRight, and Sterling Check offer global screening services."}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Checkr", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mitratech AssureHire, Checkr, and HireRight offer post-hire monitoring services."}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|First Advantage", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "First Advantage offers industry-specific packages for enterprises."}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Certn", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "First Advantage, Certn, GoodHire, Sterling Check, and Xref"}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|GoodHire", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Certn, GoodHire, Sterling Check, and Xref"}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Sterling Check", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sterling Check offer global screening services."}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Xref", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Xref", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "GoodHire, Sterling Check, and Xref"}, {"id": "mai-20260917-1752-baseline|c162-l3|meta-small|Vetty", "prompt": "c162-l3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Vetty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some providers, like Vetty, offer enterprise-grade adjudication engines."}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|Checkr", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Turnaround time (Checkr leads with 89% completion within 1 hour)"}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|HireRight", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises with significant international hiring needs"}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|First Advantage", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large employers seeking broad service coverage"}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|Accurate Background", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises needing configurable screening"}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|Mitratech AssureHire", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Regulated enterprises needing unified platforms"}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|Sterling Check", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Enterprise-scale speed"}, {"id": "mai-20260917-1752-baseline|c162-l3|minimax-small|ScoutLogic", "prompt": "c162-l3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Audit-ready compliance and program governance"}, {"id": "mai-20260917-1752-baseline|c162-l3|mistral-small|Checkr", "prompt": "c162-l3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Checkr**\n- **Best for:** High-volume domestic US enterprises... Checkr leads in automation and speed"}, {"id": "mai-20260917-1752-baseline|c162-l3|mistral-small|HireRight", "prompt": "c162-l3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprise global compliance, especially in regulated industries"}, {"id": "mai-20260917-1752-baseline|c162-l3|mistral-small|First Advantage", "prompt": "c162-l3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-ready with 70+ ATS/HCM integrations, responsive customer support"}, {"id": "mai-20260917-1752-baseline|c162-l3|mistral-small|Sterling Check", "prompt": "c162-l3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprise-scale speed and global compliance."}, {"id": "mai-20260917-1752-baseline|c162-l3|mistral-small|Mitratech AssureHire", "prompt": "c162-l3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Regulated enterprises needing identity verification and post-hire monitoring."}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|First Advantage", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **First Advantage** ... Choose First Advantage if you need the broadest global reach with healthcare/regulatory expertise"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|HireRight", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose HireRight if multinational compliance and post-hire monitoring are priorities"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|Sterling Check", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise-scale speed and regulated industries"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|Accurate Background", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Accurate if speed and reliability are critical"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|Checkr", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Checkr if you want modern API-first technology and transparent pricing"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|GoodHire", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Acquired GoodHire in 2022"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|ClearChecks", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "ClearChecks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Acquired ClearChecks in 2025 to strengthen SMB platform"}, {"id": "mai-20260917-1752-baseline|c162-l3|moonshot-small|Orange Tree", "prompt": "c162-l3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Orange Tree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Accurate Background acquired Orange Tree (June 2024)"}, {"id": "mai-20260917-1752-baseline|c162-l3|openai-small|Checkr", "prompt": "c162-l3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Checkr** if you want the most **modern developer experience** and fast, automated screening workflows."}, {"id": "mai-20260917-1752-baseline|c162-l3|openai-small|HireRight", "prompt": "c162-l3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **HireRight** if your enterprise needs **I-9 + screening** in one established platform."}, {"id": "mai-20260917-1752-baseline|c162-l3|openai-small|Sterling", "prompt": "c162-l3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Sterling** if you need **very broad enterprise integrations** and heavy automation at scale."}, {"id": "mai-20260917-1752-baseline|c162-l3|openai-small|First Advantage", "prompt": "c162-l3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **First Advantage** if you care most about **configurability and compliance controls**."}, {"id": "mai-20260917-1752-baseline|c162-l3|openai-small|Accurate", "prompt": "c162-l3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Accurate** if you hire globally and value **international coverage + support quality**."}, {"id": "mai-20260917-1752-baseline|c162-l3|openai-small|TransUnion", "prompt": "c162-l3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "TransUnion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **TransUnion** if your use case is especially tied to **identity verification and data-layer screening**."}, {"id": "mai-20260917-1752-baseline|c162-l3|xai-small|Checkr", "prompt": "c162-l3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr leads with modern API/AI for high-volume, domestic US hiring"}, {"id": "mai-20260917-1752-baseline|c162-l3|xai-small|HireRight", "prompt": "c162-l3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireRight for global regs"}, {"id": "mai-20260917-1752-baseline|c162-l3|xai-small|First Advantage", "prompt": "c162-l3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HireRight and First Advantage excel in multinational/regulated needs"}, {"id": "mai-20260917-1752-baseline|c162-l3|xai-small|Accurate Background", "prompt": "c162-l3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Accurate/First Advantage shine in sector-specific (e.g., healthcare credentialing)"}, {"id": "mai-20260917-1752-baseline|c162-l3|xai-small|Sterling Check", "prompt": "c162-l3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "First Advantage (which acquired Sterling Check in late 2024)"}, {"id": "mai-20260917-1752-baseline|c162-l3|xai-small|GoodHire", "prompt": "c162-l3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Checkr acquired GoodHire in 2022"}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|HireRight", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a Fortune 500 with offices in 50 countries: Choose **HireRight** or **First Advantage**."}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|First Advantage (formerly Sterling Check)", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage (formerly Sterling Check)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **HireRight** or **First Advantage**. Their global infrastructure and HCM integrations are unrivaled."}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|DISA Global Solutions", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "DISA Global Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Government contractors, defense, and industries requiring the highest level of reliability and auditing."}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|Checkr", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a high-growth tech company with a modern ATS: Choose **Checkr**."}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|Certn", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a remote-first company hiring globally: Choose **Certn**."}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|ScoutLogic", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "ScoutLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **ScoutLogic** or **Mitratech**. Their focus on quality control and audit trails will protect your organization"}, {"id": "mai-20260917-1752-baseline|c162-l3|zai-small|Mitratech AssureHire", "prompt": "c162-l3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Highly regulated industries (Healthcare, Legal, Financial Services)"}, {"id": "mai-20260917-1752-baseline|c162-l4|alibaba-small|Accurate Corporation", "prompt": "c162-l4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Accurate Corporation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Accurate Corporation** is widely considered the best provider for this specific scenario"}, {"id": "mai-20260917-1752-baseline|c162-l4|alibaba-small|Sterling", "prompt": "c162-l4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-l4|alibaba-small|GoodHire", "prompt": "c162-l4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for \"True\" Transparency: GoodHire"}, {"id": "mai-20260917-1752-baseline|c162-l4|alibaba-small|Tech Mahindra", "prompt": "c162-l4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Tech Mahindra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "look at **Sterling** or **Tech Mahindra**"}, {"id": "mai-20260917-1752-baseline|c162-l4|anthropic-small|Checkr", "prompt": "c162-l4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Checkr** - Best for large companies"}, {"id": "mai-20260917-1752-baseline|c162-l4|anthropic-small|HireRight", "prompt": "c162-l4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireRight offers workflow-driven background checks to organizations of all sizes, including screening solutions for enterprises"}, {"id": "mai-20260917-1752-baseline|c162-l4|anthropic-small|First Advantage", "prompt": "c162-l4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "First Advantage's screens span over 200 countries and territories, making it suitable for multinational enterprises."}, {"id": "mai-20260917-1752-baseline|c162-l4|challenger-small|First Advantage", "prompt": "c162-l4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **First Advantage** or **Mitratech AssureHire**, with **First Advantage** the stronger default"}, {"id": "mai-20260917-1752-baseline|c162-l4|challenger-small|Mitratech AssureHire", "prompt": "c162-l4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AssureHire** a strong option if compliance and workflow control matter most"}, {"id": "mai-20260917-1752-baseline|c162-l4|deepseek-small|Accurate Background", "prompt": "c162-l4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Accurate Background", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize **Accurate Background** — they're the most willing to negotiate a true flat-rate enterprise contract that bundles court fees"}, {"id": "mai-20260917-1752-baseline|c162-l4|deepseek-small|Checkr", "prompt": "c162-l4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkr** is a close second *if* you successfully negotiate a blended flat rate."}, {"id": "mai-20260917-1752-baseline|c162-l4|deepseek-small|First Advantage / Sterling", "prompt": "c162-l4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage / Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid providers that only offer per-check pricing with unbundled pass-through fees (e.g., Sterling/First Advantage unless you have a strong procurement team)."}, {"id": "mai-20260917-1752-baseline|c162-l4|deepseek-small|SmartFastBackgroundChecks", "prompt": "c162-l4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "SmartFastBackgroundChecks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Not recommended for regulated industries** or international hiring... much smaller, less-established provider"}, {"id": "mai-20260917-1752-baseline|c162-l4|google-small|First Advantage (including Sterling)", "prompt": "c162-l4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage (including Sterling)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for:** Global enterprise contracts and complex, multi-user organization structures."}, {"id": "mai-20260917-1752-baseline|c162-l4|google-small|ADP Screening and Selection Services", "prompt": "c162-l4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "ADP Screening and Selection Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Overall for:** Absolute billing consolidation and \"all-inclusive\" predictability."}, {"id": "mai-20260917-1752-baseline|c162-l4|google-small|Checkr", "prompt": "c162-l4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Checkr is the modern market leader for high-volume, automated hiring"}, {"id": "mai-20260917-1752-baseline|c162-l4|google-small|Vetty", "prompt": "c162-l4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Vetty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Overall for:** Companies requiring continuous post-hire monitoring"}, {"id": "mai-20260917-1752-baseline|c162-l4|meta-small|Checkr", "prompt": "c162-l4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best background check provider for a large company that needs predictable total cost across thousands of users is Checkr."}, {"id": "mai-20260917-1752-baseline|c162-l4|meta-small|GoodHire", "prompt": "c162-l4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other providers like GoodHire and ClearChecks also offer pay-as-you-go employment screenings with no monthly minimums"}, {"id": "mai-20260917-1752-baseline|c162-l4|meta-small|ClearChecks", "prompt": "c162-l4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "ClearChecks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other providers like GoodHire and ClearChecks also offer pay-as-you-go employment screenings with no monthly minimums"}, {"id": "mai-20260917-1752-baseline|c162-l4|minimax-small|Checkr", "prompt": "c162-l4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Checkr** — Best for high-volume predictability"}, {"id": "mai-20260917-1752-baseline|c162-l4|minimax-small|First Advantage", "prompt": "c162-l4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**First Advantage or HireRight** with a negotiated annual contract will give you the most predictable total cost"}, {"id": "mai-20260917-1752-baseline|c162-l4|minimax-small|HireRight", "prompt": "c162-l4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**First Advantage or HireRight** with a negotiated annual contract will give you the most predictable total cost"}, {"id": "mai-20260917-1752-baseline|c162-l4|mistral-small|First Advantage", "prompt": "c162-l4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**First Advantage** and **HireRight** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c162-l4|mistral-small|HireRight", "prompt": "c162-l4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**First Advantage** and **HireRight** are the best options due to their enterprise focus, volume pricing, and global capabilities"}, {"id": "mai-20260917-1752-baseline|c162-l4|moonshot-small|Sterling/First Advantage", "prompt": "c162-l4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Sterling/First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "quote-only pricing with custom contracts... This makes true cost predictability difficult."}, {"id": "mai-20260917-1752-baseline|c162-l4|moonshot-small|HireRight", "prompt": "c162-l4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sterling/First Advantage or HireRight (but expect quote-only complexity)"}, {"id": "mai-20260917-1752-baseline|c162-l4|moonshot-small|Accurate", "prompt": "c162-l4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Accurate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most enterprise-focused background check providers (Sterling/First Advantage, HireRight, Accurate) use **quote-only pricing**"}, {"id": "mai-20260917-1752-baseline|c162-l4|moonshot-small|Checkr", "prompt": "c162-l4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise features + some transparency | Checkr Enterprise (API-first, published base rates)"}, {"id": "mai-20260917-1752-baseline|c162-l4|moonshot-small|GoodHire", "prompt": "c162-l4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Balance of transparency + features | GoodHire (published rates, scales well)"}, {"id": "mai-20260917-1752-baseline|c162-l4|moonshot-small|BackgroundChecker.com", "prompt": "c162-l4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecker.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Maximum predictability | BackgroundChecker.com (flat-rate, automatic discounts)"}, {"id": "mai-20260917-1752-baseline|c162-l4|openai-small|Checkr Enterprise", "prompt": "c162-l4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr Enterprise** is likely the best fit for a large company seeking predictable cost at high volume"}, {"id": "mai-20260917-1752-baseline|c162-l4|openai-small|GoodHire Enterprise", "prompt": "c162-l4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also offers large-organization workflows and custom account settings, but its pricing is also volume-based/custom rather than transparently fixed"}, {"id": "mai-20260917-1752-baseline|c162-l4|openai-small|HireRight", "prompt": "c162-l4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor comparison matrix** for Checkr vs GoodHire vs HireRight vs Sterling"}, {"id": "mai-20260917-1752-baseline|c162-l4|openai-small|Sterling", "prompt": "c162-l4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Checkr vs GoodHire vs HireRight vs Sterling"}, {"id": "mai-20260917-1752-baseline|c162-l4|xai-small|HireRight", "prompt": "c162-l4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: **Start with HireRight** for comprehensive enterprise predictability at thousands-scale—they're built for it."}, {"id": "mai-20260917-1752-baseline|c162-l4|xai-small|First Advantage (including Sterling)", "prompt": "c162-l4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage (including Sterling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "World's largest post-2024 merger... Ideal for multinational high-volume"}, {"id": "mai-20260917-1752-baseline|c162-l4|xai-small|Checkr", "prompt": "c162-l4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If US-only/high-speed, lean Checkr."}, {"id": "mai-20260917-1752-baseline|c162-l4|xai-small|GoodHire", "prompt": "c162-l4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These dominate enterprise (vs. SMB like GoodHire/Verified First)"}, {"id": "mai-20260917-1752-baseline|c162-l4|xai-small|Verified First", "prompt": "c162-l4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vs. SMB like GoodHire/Verified First"}, {"id": "mai-20260917-1752-baseline|c162-l4|zai-small|First Advantage (including Sterling)", "prompt": "c162-l4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage (including Sterling)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **First Advantage (including Sterling)**"}, {"id": "mai-20260917-1752-baseline|c162-l4|zai-small|HireRight", "prompt": "c162-l4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **HireRight** ... a solid alternative if your priority is **global reach and HRIS-heavy integration**"}, {"id": "mai-20260917-1752-baseline|c162-l4|zai-small|Checkr", "prompt": "c162-l4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Checkr** | Tech/gig economy, API-first teams | Pay-per-check (published) + jurisdiction fees"}, {"id": "mai-20260917-1752-baseline|c162-l5|deepseek-small|Sterling/First Advantage", "prompt": "c162-l5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling/First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some large providers (e.g., Sterling/First Advantage, HireRight) are **SAML-only and do not support OIDC**"}, {"id": "mai-20260917-1752-baseline|c162-l5|deepseek-small|HireRight", "prompt": "c162-l5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some large providers (e.g., Sterling/First Advantage, HireRight) are **SAML-only and do not support OIDC**"}, {"id": "mai-20260917-1752-baseline|c162-l5|deepseek-small|Checkr", "prompt": "c162-l5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Would you like me to dig into any specific providers (e.g., Checkr, Sterling/First Advantage, HireRight, Certn, GoodHire)"}, {"id": "mai-20260917-1752-baseline|c162-l5|deepseek-small|Certn", "prompt": "c162-l5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dig into any specific providers (e.g., Checkr, Sterling/First Advantage, HireRight, Certn, GoodHire)"}, {"id": "mai-20260917-1752-baseline|c162-l5|deepseek-small|GoodHire", "prompt": "c162-l5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dig into any specific providers (e.g., Checkr, Sterling/First Advantage, HireRight, Certn, GoodHire)"}, {"id": "mai-20260917-1752-baseline|c162-l5|minimax-small|Checkr", "prompt": "c162-l5", "model": "minimax-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most major players (like Checkr, GoodHire, HireRight) offer these capabilities, but exact feature parity varies."}, {"id": "mai-20260917-1752-baseline|c162-l5|minimax-small|GoodHire", "prompt": "c162-l5", "model": "minimax-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most major players (like Checkr, GoodHire, HireRight) offer these capabilities"}, {"id": "mai-20260917-1752-baseline|c162-l5|minimax-small|HireRight", "prompt": "c162-l5", "model": "minimax-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most major players (like Checkr, GoodHire, HireRight) offer these capabilities"}, {"id": "mai-20260917-1752-baseline|c162-l5|xai-small|First Advantage", "prompt": "c162-l5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top providers like First Advantage, Accurate Background, Mitratech AssureHire, Checkr, and BChex often fit this profile"}, {"id": "mai-20260917-1752-baseline|c162-l5|xai-small|Accurate Background", "prompt": "c162-l5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top providers like First Advantage, Accurate Background, Mitratech AssureHire, Checkr, and BChex often fit this profile"}, {"id": "mai-20260917-1752-baseline|c162-l5|xai-small|Mitratech AssureHire", "prompt": "c162-l5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top providers like First Advantage, Accurate Background, Mitratech AssureHire, Checkr, and BChex often fit this profile"}, {"id": "mai-20260917-1752-baseline|c162-l5|xai-small|Checkr", "prompt": "c162-l5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top providers like First Advantage, Accurate Background, Mitratech AssureHire, Checkr, and BChex often fit this profile"}, {"id": "mai-20260917-1752-baseline|c162-l5|xai-small|BChex", "prompt": "c162-l5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "BChex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top providers like First Advantage, Accurate Background, Mitratech AssureHire, Checkr, and BChex often fit this profile"}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|BackgroundCheck.com", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "BackgroundCheck.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "should approach with **extreme caution** or consider avoiding"}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|Checkr", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprises often hate these platforms because they lack customizability."}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|GoodHire", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "API Integration Nightmares:** Their APIs are often outdated"}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|Sterling CheckCorp", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling CheckCorp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "frequently criticized by large enterprises for lack of innovation and rigid structures"}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|PublicDataResources / BackgroundCheck.info", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "PublicDataResources / BackgroundCheck.info", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why Avoid:** **Outdated Data** ... **Lack of FCRA Compliance Rigor**"}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|HireRight", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "move away from the traditional \"Big Aggregators\" toward specialized, API-first partners or modern platforms like **HireRight** (if managed well)"}, {"id": "mai-20260917-1752-baseline|c162-l6|alibaba-small|Checkster", "prompt": "c162-l6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Checkster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "modern platforms like **HireRight** (if managed well), **Checkster**, or bespoke solutions"}, {"id": "mai-20260917-1752-baseline|c162-l6|anthropic-small|Spokeo", "prompt": "c162-l6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spokeo is not FCRA-compliant and cannot be used to make hiring or housing decisions by employers and landlords"}, {"id": "mai-20260917-1752-baseline|c162-l6|anthropic-small|US Search", "prompt": "c162-l6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "US Search", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "US Search is not FCRA-compliant and cannot be used for employment or tenant purposes"}, {"id": "mai-20260917-1752-baseline|c162-l6|anthropic-small|ADP", "prompt": "c162-l6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A Texas job candidate sued ADP for a background check reporting a false first-degree felony conviction."}, {"id": "mai-20260917-1752-baseline|c162-l6|anthropic-small|First Advantage", "prompt": "c162-l6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mendez v. First Advantage... a felony conviction belonging to another man with a similar name appeared on an employment background check"}, {"id": "mai-20260917-1752-baseline|c162-l6|anthropic-small|HireRight", "prompt": "c162-l6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HireRight faced class action allegations that it provided inaccurate or outdated information in background reports"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|Sterling", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one user recommendation explicitly says to “avoid Sterling at all costs,”"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|Verified First", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Verified First", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "better suited to mid-market or smaller programs, so a large enterprise should be cautious"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|Bchex", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Bchex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better suited to mid-market or smaller programs, so a large enterprise should be cautious"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|GoodHire", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better suited to mid-market or smaller programs, so a large enterprise should be cautious"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|Checkr", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not always the best choice if your enterprise is heavily international or has highly specialized regulated-industry requirements"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|First Advantage", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "prioritize providers positioned for Fortune 500/global enterprise work, such as **First Advantage** or **HireRight**"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|HireRight", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "prioritize providers positioned for Fortune 500/global enterprise work, such as **First Advantage** or **HireRight**"}, {"id": "mai-20260917-1752-baseline|c162-l6|challenger-small|Accurate Background", "prompt": "c162-l6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "API-first platforms like **Checkr** or **Accurate Background** may be better aligned"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|InfoTrack", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "InfoTrack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Both settled FTC charges in 2014 for violating the FCRA... should be heavily scrutinized"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|Instant Checkmate", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Be cautious of any \"instant\" or \"consumer self-service\" background check platforms (e.g., Instant Checkmate, BeenVerified)... not designed for employment screening"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|National Public Data", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "National Public Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid any vendor that relies on this type of unregulated, breach-prone data aggregator."}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|First Advantage", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with: Legacy giants (First Advantage, HireRight, Sterling)"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|HireRight", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Poor candidate experience; slow turnaround; support gatekeeping for non-enterprise tiers"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|Sterling", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sterling had widespread complaints about turnaround times stretching into months"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|BeenVerified", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Be cautious of any \"instant\" or \"consumer self-service\" background check platforms (e.g., Instant Checkmate, BeenVerified)"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|Checkr", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it has had FCRA class-action settlements in the past... ensure your contract addresses dispute handling"}, {"id": "mai-20260917-1752-baseline|c162-l6|deepseek-small|Accurate Background", "prompt": "c162-l6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Persistent complaints of multi-month delays that cause candidates to lose job offers"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|Spokeo", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Direct-to-Consumer (DTC) and Non-FCRA Compliant Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|BeenVerified", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Non-FCRA Compliant Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|TruthFinder", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Non-FCRA Compliant Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|Whitepages", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Whitepages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Non-FCRA Compliant Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|Instant Checkmate", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Non-FCRA Compliant Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|First Advantage", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Industry Legacy Giants with Chronic Regulatory Red Flags (Approach with High Caution)"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|Sterling", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sterling was ordered by the CFPB in 2019 to pay $8.5 million in monetary relief and civil penalties."}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|HireRight", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The FTC fined HireRight $2.6 million ... for failing to ensure maximum accuracy"}, {"id": "mai-20260917-1752-baseline|c162-l6|google-small|General Information Services (GIS) / e-Background-checks.com (BGC)", "prompt": "c162-l6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS) / e-Background-checks.com (BGC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fined $13 million by the CFPB for failing to verify the accuracy of criminal and civil records"}, {"id": "mai-20260917-1752-baseline|c162-l6|meta-small|First Advantage", "prompt": "c162-l6", "model": "meta-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "First Advantage is a strong choice for large enterprises and multinational programs"}, {"id": "mai-20260917-1752-baseline|c162-l6|meta-small|Checkr", "prompt": "c162-l6", "model": "meta-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Checkr is a good overall choice for employment background screening"}, {"id": "mai-20260917-1752-baseline|c162-l6|meta-small|AuthBridge", "prompt": "c162-l6", "model": "meta-small", "cat": "background-screening", "variant": "negative", "raw": "AuthBridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AuthBridge is also a top-ranked provider for India-focused enterprises"}, {"id": "mai-20260917-1752-baseline|c162-l6|minimax-small|TruthFinder", "prompt": "c162-l6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Paid $5.8 million in 2023 settlement for deceiving consumers about criminal record accuracy and failing to comply with FCRA requirements"}, {"id": "mai-20260917-1752-baseline|c162-l6|minimax-small|Instant Checkmate", "prompt": "c162-l6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Paid $5.8 million in 2023 settlement for deceiving consumers about criminal record accuracy and failing to comply with FCRA requirements"}, {"id": "mai-20260917-1752-baseline|c162-l6|minimax-small|HireRight Solutions", "prompt": "c162-l6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Paid $2.6 million in 2012 for failing to ensure accuracy, not providing consumers copies of reports, and failing to reinvestigate disputes"}, {"id": "mai-20260917-1752-baseline|c162-l6|minimax-small|ADP Screening and Selection Services", "prompt": "c162-l6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "ADP Screening and Selection Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Settled lawsuits in 2023-2024 for incorrectly reporting job seekers as convicted murderers and drug dealers due to mismatched records"}, {"id": "mai-20260917-1752-baseline|c162-l6|minimax-small|Advanced Background Check Inc.", "prompt": "c162-l6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "Advanced Background Check Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Sued for incorrectly reporting someone as a registered sex offender"}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|Instant Checkmate", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These providers are not recommended for professional employment screening due to their history of inaccuracies and misleading practices."}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|TruthFinder", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These providers are not recommended for professional employment screening due to their history of inaccuracies and misleading practices."}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|General Information Services (GIS) / e-Background-checks.com", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS) / e-Background-checks.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The CFPB took action against GIS and its affiliate for failing to verify the accuracy of consumer reports sold to employers"}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|IDScan.net", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "IDScan.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprises should avoid this provider due to serious data security and privacy concerns."}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|HireRight", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their history of legal issues makes them a provider to approach with caution"}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|Sterling Talent Solutions", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling Talent Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sterling has also been the target of significant class action lawsuits for FCRA violations"}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|First Advantage", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "prioritize providers with strong compliance records, transparent processes, and robust data security—such as First Advantage or Checkr"}, {"id": "mai-20260917-1752-baseline|c162-l6|mistral-small|Checkr", "prompt": "c162-l6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "such as First Advantage or Checkr—while thoroughly vetting any provider"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|HireRight Solutions", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major Concern**: One of the largest FCRA settlements in history"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|General Information Services (GIS) / e-Background-checks.com", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS) / e-Background-checks.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Serious accuracy failures affecting employment eligibility"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|Sterling Talent Solutions", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling Talent Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Has faced significant class action lawsuits for FCRA violations"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|Checkr", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternatives**: Research suggests **Checkr**, **First Advantage**, **Accurate**, and **Certn** are generally better-rated for enterprise use"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|First Advantage", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "generally better-rated for enterprise use"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|Accurate", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Accurate**, and **Certn** are generally better-rated for enterprise use"}, {"id": "mai-20260917-1752-baseline|c162-l6|moonshot-small|Certn", "prompt": "c162-l6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Certn** are generally better-rated for enterprise use, though even these should be thoroughly vetted"}, {"id": "mai-20260917-1752-baseline|c162-l6|openai-small|TruthFinder", "prompt": "c162-l6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The strongest public warnings I found from regulators are against **TruthFinder / Instant Checkmate**"}, {"id": "mai-20260917-1752-baseline|c162-l6|openai-small|Instant Checkmate", "prompt": "c162-l6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The FTC said TruthFinder and Instant Checkmate failed to ensure maximum possible accuracy and misled users about report accuracy"}, {"id": "mai-20260917-1752-baseline|c162-l6|openai-small|RentGrow", "prompt": "c162-l6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "RentGrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "RentGrow settled FTC allegations that it failed to use reasonable procedures to ensure report accuracy"}, {"id": "mai-20260917-1752-baseline|c162-l6|openai-small|AppFolio\\u2019s tenant screening service", "prompt": "c162-l6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "AppFolio\\u2019s tenant screening service", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "AppFolio was alleged to have included inaccurate criminal and eviction records in tenant screening reports"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|HireRight", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Key Providers to Avoid or Approach with Extra Scrutiny:\n1. **HireRight**"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|Sterling (Sterling Check/Talent Solutions, acquired by First Advantage in 2024)", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling (Sterling Check/Talent Solutions, acquired by First Advantage in 2024)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CFPB settlement (2019)**: $6M consumer redress + $2.5M penalty for FCRA violations"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|General Information Services (GIS)", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "CFPB $13M settlement (2015)... history flags ongoing accuracy risks"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|First Advantage", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Recent data breaches: Nov 2024 (ongoing class action probes), May 2026 (SSNs exposed)"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|e-Backgroundchecks.com", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "e-Backgroundchecks.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tied to GIS's major FCRA issues."}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|Creative Services Inc. (CSI)", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Creative Services Inc. (CSI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Data breaches exposing PII"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|National Public Data", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "National Public Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Data breaches exposing PII (e.g., 3B records in 2024 lawsuit)"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|Accurate Background", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Scattered Trustpilot complaints (e.g., \"worst ever,\" slow)"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|Cisive", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Cisive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Scattered Trustpilot complaints (e.g., \"worst ever,\" slow)"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|Checkr", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Enterprise-friendly alternatives often cited positively: **Checkr** (fast, A+ BBB)"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|GoodHire", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "alternatives often cited positively: **Checkr** (fast, A+ BBB), **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-l6|xai-small|BChex", "prompt": "c162-l6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "BChex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**BChex** (high-volume domestic)"}, {"id": "mai-20260917-1752-baseline|c162-l6|zai-small|National Public Data (NPD)", "prompt": "c162-l6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "National Public Data (NPD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or proceed very cautiously with providers that: Have a documented history of data breaches (e.g., National Public Data, DISA Global Solutions)."}, {"id": "mai-20260917-1752-baseline|c162-l6|zai-small|DISA Global Solutions (DISA)", "prompt": "c162-l6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "DISA Global Solutions (DISA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid or proceed very cautiously with providers that: Have a documented history of data breaches (e.g., National Public Data, DISA Global Solutions)."}, {"id": "mai-20260917-1752-baseline|c162-l6|zai-small|General Information Services (GIS) / e‑Background‑checks.com (BGC)", "prompt": "c162-l6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS) / e‑Background‑checks.com (BGC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Have faced regulatory enforcement for inaccuracies or FCRA violations (e.g., General Information Services/e‑Background‑checks.com, HireRight, Sterling BackCheck, HR‑Revolution)."}, {"id": "mai-20260917-1752-baseline|c162-l6|zai-small|HireRight Solutions", "prompt": "c162-l6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Have faced regulatory enforcement for inaccuracies or FCRA violations (e.g., ... HireRight, Sterling BackCheck, HR‑Revolution)"}, {"id": "mai-20260917-1752-baseline|c162-l6|zai-small|Sterling BackCheck", "prompt": "c162-l6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling BackCheck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "A lead plaintiff sued Sterling BackCheck ... for systematically failing to use reasonable procedures to ensure accuracy"}, {"id": "mai-20260917-1752-baseline|c162-l6|zai-small|HR‑Revolution LLC", "prompt": "c162-l6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "HR‑Revolution LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "alleging that HR‑Revolution produced background reports with duplicate entries and misleading information"}, {"id": "mai-20260917-1752-baseline|c162-m1|alibaba-small|Checkr", "prompt": "c162-m1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Tech-Forward & High Volume: Checkr ... highly favored by mid-market tech and SaaS companies"}, {"id": "mai-20260917-1752-baseline|c162-m1|alibaba-small|GoodHire", "prompt": "c162-m1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Compliance: GoodHire ... most user-friendly platform"}, {"id": "mai-20260917-1752-baseline|c162-m1|alibaba-small|First Advantage", "prompt": "c162-m1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Scale Transition: First Advantage"}, {"id": "mai-20260917-1752-baseline|c162-m1|alibaba-small|Certn", "prompt": "c162-m1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Speed & Modern UX: Certn"}, {"id": "mai-20260917-1752-baseline|c162-m1|anthropic-small|EDIFY Screening", "prompt": "c162-m1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "EDIFY Screening", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EDIFY Screening focuses on small to mid-market teams (roughly 50 to 10,000 employees), emphasizing personalized service with role-specific packages, practical ATS integrations, clear SLAs"}, {"id": "mai-20260917-1752-baseline|c162-m1|anthropic-small|Accurate", "prompt": "c162-m1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Serves enterprise and mid-sized organizations with tailored solutions for healthcare credentialing, DOT compliance, and financial services"}, {"id": "mai-20260917-1752-baseline|c162-m1|anthropic-small|First Advantage", "prompt": "c162-m1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers the scale, technology, global reach, and candidate experiences needed to support complex hiring programs, from mid-sized organizations to many of the world's largest employers"}, {"id": "mai-20260917-1752-baseline|c162-m1|anthropic-small|HireRight", "prompt": "c162-m1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides FCRA-compliant pre-employment background checks for companies from small businesses to global organizations"}, {"id": "mai-20260917-1752-baseline|c162-m1|anthropic-small|iprospectcheck", "prompt": "c162-m1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "iprospectcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "iprospectcheck positions itself as a mid-level market provider"}, {"id": "mai-20260917-1752-baseline|c162-m1|challenger-small|Mitratech AssureHire", "prompt": "c162-m1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mitratech AssureHire** is the safest default choice"}, {"id": "mai-20260917-1752-baseline|c162-m1|challenger-small|Verified First", "prompt": "c162-m1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "called the **top choice for mid-market and enterprise teams** prioritizing integrated efficiency, support, and partnership"}, {"id": "mai-20260917-1752-baseline|c162-m1|challenger-small|Bchex", "prompt": "c162-m1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Bchex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specifically built for **mid-market domestic employers (50\\u20132,500 employees)**"}, {"id": "mai-20260917-1752-baseline|c162-m1|challenger-small|Checkr", "prompt": "c162-m1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Checkr** if your priority is **high-volume hiring and speed** rather than a strictly mid-market-specific product"}, {"id": "mai-20260917-1752-baseline|c162-m1|challenger-small|GoodHire", "prompt": "c162-m1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoodHire** if you want a simpler, mid-market-friendly option with a lighter implementation burden"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|Verified First", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verified First** — best all-around mid-market fit"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|Orange Tree (now Accurate)", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Orange Tree (now Accurate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Orange Tree (now Accurate)** — best if you want dedicated service"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|Checkr", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr** — best if you're tech-forward and hire at high volume"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|Certn", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Certn** — best if you staff across borders"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|Sterling", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise providers (Sterling, HireRight, First Advantage) serve Fortune 500 clients, and a mid-market buyer often ends up \"at the back of the support queue\""}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|HireRight", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise providers (Sterling, HireRight, First Advantage) serve Fortune 500 clients"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|First Advantage", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise providers (Sterling, HireRight, First Advantage) serve Fortune 500 clients"}, {"id": "mai-20260917-1752-baseline|c162-m1|deepseek-small|GoodHire", "prompt": "c162-m1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Checkr (owns GoodHire)"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|First Advantage", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are generally a poor fit for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|Sterling", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**First Advantage** (which acquired Sterling) and **HireRight** are massive players ... generally a poor fit for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|HireRight", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**HireRight** are massive players with deep international capabilities, **they are generally a poor fit for mid-market B2B companies**"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|Verified First", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best Overall for Mid-Market B2B Companies**"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|Checkr", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech-Forward Companies & API-First Workflows"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|Accurate Background", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Regulated Industries, Physical Operations, and Drug Testing"}, {"id": "mai-20260917-1752-baseline|c162-m1|google-small|iprospectcheck", "prompt": "c162-m1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "iprospectcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for High-Touch Service & Fast Domestic Turnaround"}, {"id": "mai-20260917-1752-baseline|c162-m1|meta-small|BackgroundChecks.com", "prompt": "c162-m1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. BackgroundChecks.com - an FCRA-compliant background screening provider for small and mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c162-m1|meta-small|Mitratech AssureHire", "prompt": "c162-m1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for mid-market organizations prioritizing deep compliance and continuous background screening"}, {"id": "mai-20260917-1752-baseline|c162-m1|meta-small|Bchex", "prompt": "c162-m1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "Bchex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built for mid-market employers (50–2,500 employees)"}, {"id": "mai-20260917-1752-baseline|c162-m1|meta-small|GoodHire", "prompt": "c162-m1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers mid-market simplicity and prioritizes compliance"}, {"id": "mai-20260917-1752-baseline|c162-m1|minimax-small|Checkr Professional", "prompt": "c162-m1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Checkr Professional** offers the best balance of features, integrations, and reliability."}, {"id": "mai-20260917-1752-baseline|c162-m1|minimax-small|GoodHire Complete", "prompt": "c162-m1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If simplicity and candidate experience are priorities, **GoodHire** is excellent."}, {"id": "mai-20260917-1752-baseline|c162-m1|minimax-small|Certn Business", "prompt": "c162-m1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "Certn Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have significant international hiring, **Certn** provides the best value."}, {"id": "mai-20260917-1752-baseline|c162-m1|mistral-small|Checkr Professional", "prompt": "c162-m1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr Professional** and **GoodHire Complete** are frequently recommended due to their balance of features, ease of use, and compliance support"}, {"id": "mai-20260917-1752-baseline|c162-m1|mistral-small|GoodHire Complete", "prompt": "c162-m1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Checkr Professional** and **GoodHire Complete** are frequently recommended"}, {"id": "mai-20260917-1752-baseline|c162-m1|mistral-small|Certn Business", "prompt": "c162-m1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Certn Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need faster international checks, **Certn Business** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c162-m1|mistral-small|Bchex", "prompt": "c162-m1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Bchex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically highlighted as a solution built for mid-market employers"}, {"id": "mai-20260917-1752-baseline|c162-m1|mistral-small|Verified First", "prompt": "c162-m1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also mentioned as strong contenders in the mid-market space"}, {"id": "mai-20260917-1752-baseline|c162-m1|mistral-small|Asurint", "prompt": "c162-m1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Asurint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also mentioned as strong contenders in the mid-market space"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Accurate Background", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Safe overall pick:** **Accurate Background** or **Checkr**—both offer strong mid-market solutions"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Sterling", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the cost/complexity of top-tier enterprise vendors like Sterling or HireRight"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|HireRight", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the cost/complexity of top-tier enterprise vendors like Sterling or HireRight"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Checkr", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Safe overall pick:** **Accurate Background** or **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Bchex", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Bchex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a vendor that specializes in your exact size band:** **Bchex** or **Verified First**"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|GoodHire", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Checkr acquired GoodHire, so the product roadmap and support structure may be evolving"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Mitratech AssureHire", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Recommended for small-to-mid-size businesses that expect to grow quickly"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Certn", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If cost is the top concern and your needs are light:** **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|First Advantage", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Accurate, Checkr, HireRight, and First Advantage have broader global coverage"}, {"id": "mai-20260917-1752-baseline|c162-m1|moonshot-small|Verified First", "prompt": "c162-m1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're U.S.-only, Bchex or Verified First may be more cost-effective."}, {"id": "mai-20260917-1752-baseline|c162-m1|openai-small|Checkr", "prompt": "c162-m1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually pick **Checkr** as the best overall background check provider."}, {"id": "mai-20260917-1752-baseline|c162-m1|openai-small|GoodHire", "prompt": "c162-m1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoodHire is a very good option if your priority is: a **simple, friendly UI**"}, {"id": "mai-20260917-1752-baseline|c162-m1|openai-small|HireRight", "prompt": "c162-m1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **HireRight** or **Sterling** as alternatives"}, {"id": "mai-20260917-1752-baseline|c162-m1|openai-small|Sterling", "prompt": "c162-m1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **HireRight** or **Sterling** as alternatives"}, {"id": "mai-20260917-1752-baseline|c162-m1|xai-small|Checkr", "prompt": "c162-m1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Checkr (now including GoodHire)"}, {"id": "mai-20260917-1752-baseline|c162-m1|xai-small|Bchex", "prompt": "c162-m1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Bchex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Explicitly built for mid-market (50-2,500 employees)"}, {"id": "mai-20260917-1752-baseline|c162-m1|xai-small|GoodHire", "prompt": "c162-m1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent pay-per-use for infrequent/mid-volume B2B hiring"}, {"id": "mai-20260917-1752-baseline|c162-m1|xai-small|Accurate Background", "prompt": "c162-m1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large focus with multi-vertical strength"}, {"id": "mai-20260917-1752-baseline|c162-m1|xai-small|Verified First", "prompt": "c162-m1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market ATS users; broadest integrations"}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|Checkr", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr — Best Overall for Mid-Market Growth Companies"}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|GoodHire", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose GoodHire if you want a simple, transparent, and candidate-friendly solution."}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|Certn", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Certn if you need global coverage or want to minimize upfront costs."}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|Verified First", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Verified First — Best for ATS Integration & Scalability"}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|Accurate Background", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Accurate Background — Best for Tailored Mid-Market Programs"}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|Sterling", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sterling or HireRight (though more suited to larger enterprises)"}, {"id": "mai-20260917-1752-baseline|c162-m1|zai-small|HireRight", "prompt": "c162-m1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sterling or HireRight (though more suited to larger enterprises)"}, {"id": "mai-20260917-1752-baseline|c162-m2|alibaba-small|GoodHire", "prompt": "c162-m2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Verdict: Start with a demo from GoodHire. They strike the safest balance between the capability of an enterprise company and the agility of a startup."}, {"id": "mai-20260917-1752-baseline|c162-m2|alibaba-small|Checkster", "prompt": "c162-m2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Speed & Fair Chance Hiring: Checkster"}, {"id": "mai-20260917-1752-baseline|c162-m2|alibaba-small|HireRight (part of ADP)", "prompt": "c162-m2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight (part of ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses ADP for payroll, this is the natural choice."}, {"id": "mai-20260917-1752-baseline|c162-m2|alibaba-small|Sterling", "prompt": "c162-m2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "known for having a slightly more \"old school\" digital interface compared to GoodHire"}, {"id": "mai-20260917-1752-baseline|c162-m2|alibaba-small|VerifyMinds", "prompt": "c162-m2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "VerifyMinds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at VerifyMinds, a niche tool that specializes specifically in education verification"}, {"id": "mai-20260917-1752-baseline|c162-m2|anthropic-small|Checkr", "prompt": "c162-m2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Checkr** - Known for speed and compliance, popular with tech companies"}, {"id": "mai-20260917-1752-baseline|c162-m2|anthropic-small|Sterling", "prompt": "c162-m2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sterling** - Comprehensive services, good for enterprise needs"}, {"id": "mai-20260917-1752-baseline|c162-m2|anthropic-small|GoodHire", "prompt": "c162-m2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GoodHire** - User-friendly, affordable option"}, {"id": "mai-20260917-1752-baseline|c162-m2|anthropic-small|Accurate Background", "prompt": "c162-m2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Accurate Background** - Full-service with strong compliance features"}, {"id": "mai-20260917-1752-baseline|c162-m2|anthropic-small|Clerify/Certn", "prompt": "c162-m2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Clerify/Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Clerify/Certn** - Good for smaller to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c162-m2|anthropic-small|My Trusted Vendor (MTV)", "prompt": "c162-m2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "My Trusted Vendor (MTV)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**My Trusted Vendor (MTV)** - Focus on compliance"}, {"id": "mai-20260917-1752-baseline|c162-m2|challenger-small|Checkr", "prompt": "c162-m2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Checkr** as the default choice"}, {"id": "mai-20260917-1752-baseline|c162-m2|challenger-small|Mitratech AssureHire", "prompt": "c162-m2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mitratech AssureHire** is the better alternative because it is repeatedly cited as a strong fit for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c162-m2|challenger-small|GoodHire", "prompt": "c162-m2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose GoodHire** if you want a simpler, more flexible experience for a smaller mid-market team."}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|Checkr", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** is the strongest all-around default"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|GoodHire", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **GoodHire** as the closest runner-up"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|HireRight", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need global/international coverage ... → **HireRight** or **First Advantage**"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|First Advantage", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HireRight** or **First Advantage** (200+ countries), though both are more quote-based and enterprise-leaning"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|Sterling (now First Advantage)", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling (now First Advantage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HireRight**, **Sterling (now First Advantage)**, or **Accurate**"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|Accurate", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at service-led mid-market options like **Accurate** or Bchex"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|Certn", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "want the absolute lowest per-check cost → **Certn** (~$14/check)"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|Verified First", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **Verified First** for deep ATS integration"}, {"id": "mai-20260917-1752-baseline|c162-m2|deepseek-small|Bchex", "prompt": "c162-m2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Bchex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "service-led mid-market options like **Accurate** or Bchex"}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|First Advantage", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large-scale enterprise giants (like First Advantage, which acquired Sterling, and HireRight) are often too rigid and slow for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|Sterling", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large-scale enterprise giants (like First Advantage, which acquired Sterling, and HireRight) are often too rigid and slow for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|HireRight", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Large-scale enterprise giants (like First Advantage, which acquired Sterling, and HireRight) are often too rigid and slow for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|Checkr", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Checkr** is the industry standard"}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|GoodHire", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Checkr acquired GoodHire, another popular mid-market favorite, and has fully integrated its services"}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|Verified First", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Verified First** is widely recognized as a top mid-market choice"}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|Certn", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Certn** is a rapidly growing, cost-effective alternative"}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|Accurate Background", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Accurate Background** is a strong fit"}, {"id": "mai-20260917-1752-baseline|c162-m2|google-small|Orange Tree", "prompt": "c162-m2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Orange Tree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Accurate acquired Orange Tree (a prominent mid-market background check firm)"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|Background Investigation Bureau", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Background Investigation Bureau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top employment screening services for mid-sized B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|Mitratech AssureHire", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top employment screening services for mid-sized B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|BackgroundChecks.com", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top employment screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|Certn", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top employment screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|HireShield", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireShield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top employment screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|Vetty", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Vetty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some of the top employment screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|Accurate Background", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "some of the top employment screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|meta-small|GoodHire", "prompt": "c162-m2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "some of the top employment screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|minimax-small|Checkr", "prompt": "c162-m2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Checkr** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c162-m2|minimax-small|Accurate Background", "prompt": "c162-m2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better if your industry is regulated and you prefer buying support depth over automation"}, {"id": "mai-20260917-1752-baseline|c162-m2|minimax-small|First Advantage", "prompt": "c162-m2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option, especially after acquiring Sterling in 2024"}, {"id": "mai-20260917-1752-baseline|c162-m2|minimax-small|BackgroundChecks.com", "prompt": "c162-m2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for smaller mid-sized companies needing basic screening services"}, {"id": "mai-20260917-1752-baseline|c162-m2|mistral-small|Background Investigation Bureau (BIB)", "prompt": "c162-m2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Background Investigation Bureau (BIB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for mid-market employers (typically 50–2,500 employees), BIB offers comprehensive screening and compliance solutions"}, {"id": "mai-20260917-1752-baseline|c162-m2|mistral-small|AccurateNow", "prompt": "c162-m2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "AccurateNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highlighted for its flexibility and cost-effective pay-as-you-go plan, making it a strong choice for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c162-m2|mistral-small|Checkr", "prompt": "c162-m2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its modern, tech-forward platform, Checkr is often recommended for companies looking for a user-friendly interface"}, {"id": "mai-20260917-1752-baseline|c162-m2|moonshot-small|Checkr", "prompt": "c162-m2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with GoodHire or Checkr**, depending on your tech sophistication"}, {"id": "mai-20260917-1752-baseline|c162-m2|moonshot-small|GoodHire", "prompt": "c162-m2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with GoodHire or Checkr**, depending on your tech sophistication"}, {"id": "mai-20260917-1752-baseline|c162-m2|moonshot-small|Accurate Background", "prompt": "c162-m2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Accurate Background** — Best for Healthcare/Financial Services"}, {"id": "mai-20260917-1752-baseline|c162-m2|moonshot-small|Certn", "prompt": "c162-m2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Certn** | International/remote teams | 1–2 days | Lowest price (~$15–30) |"}, {"id": "mai-20260917-1752-baseline|c162-m2|moonshot-small|HireRight", "prompt": "c162-m2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **HireRight** | Multinational companies | 3–5 days | Global coverage (200+ countries) |"}, {"id": "mai-20260917-1752-baseline|c162-m2|openai-small|Checkr", "prompt": "c162-m2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Checkr** as the default starting point"}, {"id": "mai-20260917-1752-baseline|c162-m2|openai-small|GoodHire", "prompt": "c162-m2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GoodHire** if you want flexible screening packages"}, {"id": "mai-20260917-1752-baseline|c162-m2|openai-small|Atlantic Employee Screening", "prompt": "c162-m2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Atlantic Employee Screening", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Atlantic Employee Screening** if you care more about high-touch service"}, {"id": "mai-20260917-1752-baseline|c162-m2|openai-small|Sterling", "prompt": "c162-m2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sterling, HireRight, or Cisive** if you expect more enterprise-style compliance needs"}, {"id": "mai-20260917-1752-baseline|c162-m2|openai-small|HireRight", "prompt": "c162-m2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Sterling, HireRight, or Cisive** if you expect more enterprise-style compliance needs"}, {"id": "mai-20260917-1752-baseline|c162-m2|openai-small|Cisive", "prompt": "c162-m2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Cisive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Sterling, HireRight, or Cisive** if you expect more enterprise-style compliance needs"}, {"id": "mai-20260917-1752-baseline|c162-m2|xai-small|Checkr", "prompt": "c162-m2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Checkr as the top employment screening service."}, {"id": "mai-20260917-1752-baseline|c162-m2|xai-small|GoodHire", "prompt": "c162-m2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Checkr doesn't fit"}, {"id": "mai-20260917-1752-baseline|c162-m2|xai-small|backgroundchecks.com", "prompt": "c162-m2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Customizable packages | Pay-per-use, competitive | 4.5/5 | Flexible for mid-size"}, {"id": "mai-20260917-1752-baseline|c162-m2|xai-small|Sterling", "prompt": "c162-m2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Regulated industries (e.g., finance/tech B2B) ... Robust global/compliance; more service-heavy."}, {"id": "mai-20260917-1752-baseline|c162-m2|xai-small|HireRight", "prompt": "c162-m2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume enterprise-leaning ... Strong international if your B2B is global."}, {"id": "mai-20260917-1752-baseline|c162-m2|zai-small|Checkr", "prompt": "c162-m2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Checkr – It's the most widely recommended \"default\" for mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c162-m2|zai-small|Sterling", "prompt": "c162-m2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-m2|zai-small|GoodHire", "prompt": "c162-m2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMB-Friendly Alternative: **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m2|zai-small|HireRight", "prompt": "c162-m2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More suited to large enterprises than mid-sized B2B unless you have complex global hiring needs."}, {"id": "mai-20260917-1752-baseline|c162-m2|zai-small|First Advantage", "prompt": "c162-m2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing is quote-only and typically higher. More suited to large enterprises than mid-sized B2B"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|Checkr", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** – *Best Overall & Tech-First*"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|HireRight", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireRight** – *Enterprise & Multinational Scale*"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|First Advantage", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**First Advantage** – *Global Workforce Trust Leader*"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|Certn", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hiring remotely across 200+ countries on a budget?** → **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|Accurate Background", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Compliance & Drug Testing Specialist*"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|GoodHire", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small biz wanting simple, flat-rate packages?** → **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m3|alibaba-small|Sterling", "prompt": "c162-m3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sterling** – *Regulated Industries*"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|First Advantage", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "First Advantage is one of the world's largest background check providers, and following its acquisition of Sterling in 2024, offers the scale, technology, global reach"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|Checkr", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Checkr consistently ranks as a top background check provider across industries, delivering 89% of criminal checks in just one hour"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|Bchex", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Bchex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bchex is a technology-driven, compliance-focused provider with a proven track record in education, nonprofit, and youth-serving environments"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|GoodHire", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Checkr acquired GoodHire, and together they offer 100+ background screenings for companies of all sizes"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|HireShield", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "HireShield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HireShield delivers the fastest results in 30 seconds via direct API connections"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|Vetty", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Vetty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vetty unifies background screening, onboarding, and continuous post-hire monitoring in a single platform"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|HireRight", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Major providers including Bchex, First Advantage, HireRight, Sterling, Accurate Background, Verified First, GoodHire, and Checkr are all PBSA-accredited"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|Sterling", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Major providers including Bchex, First Advantage, HireRight, Sterling, Accurate Background, Verified First, GoodHire, and Checkr are all PBSA-accredited"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|Accurate Background", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Accurate Background, Verified First, GoodHire, and Checkr are all PBSA-accredited"}, {"id": "mai-20260917-1752-baseline|c162-m3|anthropic-small|Verified First", "prompt": "c162-m3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Accurate Background, Verified First, GoodHire, and Checkr are all PBSA-accredited"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Checkr", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Checkr is strongest for **API-first, high-volume, gig/platform hiring**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|GoodHire", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GoodHire for **small businesses and transparent pricing**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|HireRight", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HireRight for **global enterprise compliance**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|First Advantage", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "First Advantage for **large-scale, multinational screening**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Sterling", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sterling for **enterprise/regulatory-heavy use cases**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Accurate", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Accurate for **industry-specific compliance**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Certn", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Certn for **fast international screening**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Verified First", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Verified First for **ATS integrations**"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|TruthFinder", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "TruthFinder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "more often aimed at individual/consumer lookups rather than hiring workflows"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Intelius", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Intelius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "more often aimed at individual/consumer lookups rather than hiring workflows"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Instant Checkmate", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Instant Checkmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "more often aimed at individual/consumer lookups rather than hiring workflows"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|PeopleFinders", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "PeopleFinders", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "more often aimed at individual/consumer lookups rather than hiring workflows"}, {"id": "mai-20260917-1752-baseline|c162-m3|challenger-small|Spokeo", "prompt": "c162-m3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Spokeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "more often aimed at individual/consumer lookups rather than hiring workflows"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Checkr", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market leader** with 120,000+ customers; modern REST API, webhooks, SDKs, and AI-powered adjudication."}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|GoodHire", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small businesses → **GoodHire** or Checkr"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|HireRight", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "global enterprise → **HireRight** or **First Advantage**"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Sterling", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "regulated industries → **Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|First Advantage", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global coverage across 200+ countries; strong identity & workforce-trust tools."}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Accurate", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong drug-screening bundling and price-performance value."}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Certn", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "budget-conscious high-volume → **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Verified First", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep Applicant Tracking System integrations."}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Cisive", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Cisive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Checkr, GoodHire, Cisive are highlighted for guardrails"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Instant Checkmate", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Instant Checkmate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Overall best for most people; strong criminal records"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|BeenVerified", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "BeenVerified", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fast reporting, good all-rounder"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|TruthFinder", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "TruthFinder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mobile background checks"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Spokeo", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Spokeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Checking social media / online presence"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|PeopleFinders", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "PeopleFinders", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Digging up hidden/extra details"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|Intelius", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Intelius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Long-term use, budget-friendly"}, {"id": "mai-20260917-1752-baseline|c162-m3|deepseek-small|US Search", "prompt": "c162-m3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "US Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Most comprehensive database"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|Checkr (incorporating GoodHire)", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr (incorporating GoodHire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr solidified its place as the top choice for both automated enterprise screening and user-friendly SMB hiring."}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|First Advantage (incorporating Sterling)", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage (incorporating Sterling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "First Advantage** (if you are a multinational enterprise running thousands of checks)"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|HireRight", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **Vetty** or **HireRight** for built-in compliance monitoring."}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|Vetty", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Vetty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vetty distinguishes itself by focusing heavily on **continuous monitoring**"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|HireShield", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "HireShield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HireShield focuses on ultra-fast processing... It doesn't require monthly minimums or subscriptions"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|BeenVerified", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "BeenVerified", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BeenVerified is highly rated for its ease of use across mobile apps"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|TruthFinder", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "TruthFinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **TruthFinder** or **Social Catfish** (personal use only)"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|Spokeo", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Spokeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Spokeo is excellent at organizing scattered social media profiles"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|Whitepages", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Whitepages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Whitepages remains a staple for finding basic, reliable contact listings"}, {"id": "mai-20260917-1752-baseline|c162-m3|google-small|Social Catfish", "prompt": "c162-m3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Social Catfish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Social Catfish uses specialized **reverse image search and facial recognition** technology"}, {"id": "mai-20260917-1752-baseline|c162-m3|meta-small|Checkr", "prompt": "c162-m3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top providers, including Checkr, HireRight, Accurate, First Advantage, and Verify First"}, {"id": "mai-20260917-1752-baseline|c162-m3|meta-small|HireRight", "prompt": "c162-m3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Checkr, HireRight, Accurate, First Advantage, and Verify First"}, {"id": "mai-20260917-1752-baseline|c162-m3|meta-small|Accurate", "prompt": "c162-m3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Checkr, HireRight, Accurate, First Advantage, and Verify First"}, {"id": "mai-20260917-1752-baseline|c162-m3|meta-small|First Advantage", "prompt": "c162-m3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Checkr, HireRight, Accurate, First Advantage, and Verify First"}, {"id": "mai-20260917-1752-baseline|c162-m3|meta-small|Verify First", "prompt": "c162-m3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Verify First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Checkr, HireRight, Accurate, First Advantage, and Verify First"}, {"id": "mai-20260917-1752-baseline|c162-m3|minimax-small|First Advantage", "prompt": "c162-m3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for global enterprise**: First Advantage – global reach with workforce trust solutions"}, {"id": "mai-20260917-1752-baseline|c162-m3|minimax-small|Checkr", "prompt": "c162-m3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for high-volume tech**: Checkr – API-first automation for gig and tech hiring at scale"}, {"id": "mai-20260917-1752-baseline|c162-m3|minimax-small|HireRight", "prompt": "c162-m3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HireRight** - Employment screening and verification provider"}, {"id": "mai-20260917-1752-baseline|c162-m3|minimax-small|Accurate", "prompt": "c162-m3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Accurate** - Workforce screening and compliance solutions provider"}, {"id": "mai-20260917-1752-baseline|c162-m3|minimax-small|Verified First", "prompt": "c162-m3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Verified First** - Technology-enabled background screening provider"}, {"id": "mai-20260917-1752-baseline|c162-m3|minimax-small|Vetty", "prompt": "c162-m3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Vetty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for regulated hiring**: Vetty (healthcare, staffing, gig platforms) – offers OIG/SAM built-in"}, {"id": "mai-20260917-1752-baseline|c162-m3|mistral-small|Checkr", "prompt": "c162-m3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: High-volume hiring, gig economy, and self-serve options."}, {"id": "mai-20260917-1752-baseline|c162-m3|mistral-small|First Advantage", "prompt": "c162-m3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Global screening and large enterprises."}, {"id": "mai-20260917-1752-baseline|c162-m3|mistral-small|HireRight", "prompt": "c162-m3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Enterprise global compliance."}, {"id": "mai-20260917-1752-baseline|c162-m3|mistral-small|GoodHire", "prompt": "c162-m3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Small businesses and preset packages."}, {"id": "mai-20260917-1752-baseline|c162-m3|mistral-small|Sterling Check", "prompt": "c162-m3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Enterprise-scale speed and global screening."}, {"id": "mai-20260917-1752-baseline|c162-m3|mistral-small|Accurate", "prompt": "c162-m3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Workforce screening and compliance."}, {"id": "mai-20260917-1752-baseline|c162-m3|moonshot-small|Checkr", "prompt": "c162-m3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** (Best Overall / Tech-Forward)"}, {"id": "mai-20260917-1752-baseline|c162-m3|moonshot-small|Sterling Check", "prompt": "c162-m3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sterling Check** (Best for Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline|c162-m3|moonshot-small|HireRight", "prompt": "c162-m3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireRight** (Best for Global Compliance)"}, {"id": "mai-20260917-1752-baseline|c162-m3|moonshot-small|GoodHire", "prompt": "c162-m3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoodHire** (Best for Small-Medium Business)"}, {"id": "mai-20260917-1752-baseline|c162-m3|moonshot-small|Certn", "prompt": "c162-m3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Certn** (Best for Fast Global Hiring)"}, {"id": "mai-20260917-1752-baseline|c162-m3|moonshot-small|DISA Global Solutions", "prompt": "c162-m3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "DISA Global Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**DISA Global Solutions** (Best for Supply Chain Control)"}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|Checkr", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **startup or SMB hiring in the U.S.**: look at **Checkr** or **GoodHire**."}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|First Advantage", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for large/global enterprises and compliance-heavy programs"}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|Accurate", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong enterprise option with a focus on service and usability"}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|GoodHire", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look at **Checkr** or **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|TruthFinder", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "TruthFinder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not the same as an FCRA-compliant employment screening platform** and generally should not be used for hiring decisions"}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|PeopleFinders", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "PeopleFinders", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consumer lookups, not hiring-grade screening"}, {"id": "mai-20260917-1752-baseline|c162-m3|openai-small|Intelius", "prompt": "c162-m3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Intelius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "consumer lookups, not hiring-grade screening"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|Checkr", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Speed/compliance (Checkr leads)... Choose based on volume (high = Checkr)"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|GoodHire", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small/mid-size businesses... Transparent pricing, easy FCRA workflows"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|HireRight", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise/multinational... Global (200+ countries)"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|First Advantage", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "industry (regulated = First Advantage)"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|Accurate Background", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market, bundled services... Affordable bundles"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|TruthFinder", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "not** FCRA-compliant and can't be used for hiring/tenancy decisions—doing so risks fines/lawsuits"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|BeenVerified", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "not** FCRA-compliant and can't be used for hiring/tenancy decisions—doing so risks fines/lawsuits"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|Certn", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables**: Certn ($14 entry, international)"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|IntelliCorp", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "IntelliCorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "IntelliCorp (~$28, budget FCRA)"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|TransUnion SmartMove", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "TransUnion SmartMove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "use (tenants = SmartMove/Verifirst)"}, {"id": "mai-20260917-1752-baseline|c162-m3|xai-small|Verifirst", "prompt": "c162-m3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Verifirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Verifirst (property mgmt/tenants)"}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|Checkr", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Speed:** Median turnaround time is **1.75× faster** than HireRight; results in minutes, not days."}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|GoodHire", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For high-volume ATS hiring** (e.g., gig platforms, marketplaces): **Checkr** or **GoodHire**."}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|HireRight", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For enterprise global compliance**: **HireRight** or **First Advantage**."}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|First Advantage (Sterling)", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage (Sterling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprises, regulated industries, complex multi-country screening"}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|Certn", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For global hiring with low entry price**: **Certn**."}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|Intelifi", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Intelifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For accuracy and minimizing false positives**: **Intelifi**."}, {"id": "mai-20260917-1752-baseline|c162-m3|zai-small|Accurate Background", "prompt": "c162-m3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For drug testing bundles**: **Accurate Background**."}, {"id": "mai-20260917-1752-baseline|c162-m4|alibaba-small|Checkr", "prompt": "c162-m4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** is widely considered the best balance for small businesses."}, {"id": "mai-20260917-1752-baseline|c162-m4|alibaba-small|Certn", "prompt": "c162-m4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need the **absolute lowest cost** for basic screening, try **Certn** or **AccurateNow**."}, {"id": "mai-20260917-1752-baseline|c162-m4|alibaba-small|GoodHire", "prompt": "c162-m4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers pre-bundled packages tailored for small businesses, which can save money"}, {"id": "mai-20260917-1752-baseline|c162-m4|alibaba-small|AccurateNow / ShareAble", "prompt": "c162-m4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "AccurateNow / ShareAble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These providers focus specifically on affordability and FCRA compliance for SMBs. They may be less feature-rich than Checkr but are strong on price."}, {"id": "mai-20260917-1752-baseline|c162-m4|anthropic-small|Checkr", "prompt": "c162-m4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr at $29.99 per report is a strong option"}, {"id": "mai-20260917-1752-baseline|c162-m4|anthropic-small|First Advantage", "prompt": "c162-m4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pricing is pay-as-you-go, so your small business only has to pay for the checks it needs."}, {"id": "mai-20260917-1752-baseline|c162-m4|anthropic-small|HireRight", "prompt": "c162-m4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "self-service background check solution for small and medium-sized businesses looking for a more affordable option"}, {"id": "mai-20260917-1752-baseline|c162-m4|challenger-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **BackgroundChecks.com** for most small companies because it is explicitly positioned as the budget option with no commitment"}, {"id": "mai-20260917-1752-baseline|c162-m4|challenger-small|Certn", "prompt": "c162-m4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Certn** is the cheapest published starting price if you only care about the lowest per-check number"}, {"id": "mai-20260917-1752-baseline|c162-m4|challenger-small|GoodHire", "prompt": "c162-m4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you also want transparent SMB pricing and strong candidate experience:** **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m4|challenger-small|GCheck", "prompt": "c162-m4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "GCheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you want broader compliance tooling and can spend a bit more:** **GCheck** or **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-m4|challenger-small|Checkr", "prompt": "c162-m4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you want broader compliance tooling and can spend a bit more:** **GCheck** or **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-m4|deepseek-small|Certn", "prompt": "c162-m4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Tight Budgets: **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-m4|deepseek-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most budget-friendly pay-as-you-go option with **no contracts, minimums, or setup fees**"}, {"id": "mai-20260917-1752-baseline|c162-m4|deepseek-small|GoodHire", "prompt": "c162-m4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GoodHire** at ~$30/check is the best balanced value"}, {"id": "mai-20260917-1752-baseline|c162-m4|deepseek-small|Checkr", "prompt": "c162-m4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Speed + Integrations: **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-m4|deepseek-small|GCheck", "prompt": "c162-m4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong Budget Contender: **GCheck**"}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|BeenVerified", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Never use consumer search sites like BeenVerified or TruthFinder for hiring; they are not FCRA-compliant"}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|TruthFinder", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Never use consumer search sites like BeenVerified or TruthFinder for hiring; they are not FCRA-compliant"}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|Certn", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your goal is **maximum affordability with zero fluff**, go with **Certn**."}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|ClearCheck", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "ClearCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ClearCheck is built specifically to avoid the subscription trap. They offer zero-commitment, pay-per-check pricing."}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|Checkr", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a highly polished candidate experience and seamless integrations with your ATS, go with **Checkr**."}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|GoodHire", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Checkr acquired **GoodHire**, another favorite for small businesses."}, {"id": "mai-20260917-1752-baseline|c162-m4|google-small|ShareAble for Hires", "prompt": "c162-m4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "ShareAble for Hires", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "this service has been permanently sunset and is no longer available"}, {"id": "mai-20260917-1752-baseline|c162-m4|meta-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best background check provider for a company with a limited budget is BackgroundChecks.com"}, {"id": "mai-20260917-1752-baseline|c162-m4|meta-small|GoodHire", "prompt": "c162-m4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are GoodHire and Checkr, which offer transparent pay-per-check pricing"}, {"id": "mai-20260917-1752-baseline|c162-m4|meta-small|Checkr", "prompt": "c162-m4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are GoodHire and Checkr, which offer transparent pay-per-check pricing"}, {"id": "mai-20260917-1752-baseline|c162-m4|minimax-small|GoodHire", "prompt": "c162-m4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodHire** - Great for small-to-mid-sized companies, offers transparent pricing and packages starting around $30/check"}, {"id": "mai-20260917-1752-baseline|c162-m4|minimax-small|Checkr", "prompt": "c162-m4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular among startups, competitive pricing with scalable services"}, {"id": "mai-20260917-1752-baseline|c162-m4|minimax-small|Background Checks.com", "prompt": "c162-m4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Background Checks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Allows customizable packages, so you only pay for what you need"}, {"id": "mai-20260917-1752-baseline|c162-m4|minimax-small|First Advantage", "prompt": "c162-m4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers tiered pricing and has packages designed for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-m4|minimax-small|Sterling", "prompt": "c162-m4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers competitive rates for small companies and has flexible pricing tiers"}, {"id": "mai-20260917-1752-baseline|c162-m4|minimax-small|Google Social Search", "prompt": "c162-m4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Google Social Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some companies even start with free or low-cost tools like **Google Social Search** ... though this is more labor-intensive"}, {"id": "mai-20260917-1752-baseline|c162-m4|mistral-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers the most budget-friendly pay-as-you-go option, with basic checks starting at $24.99 per report"}, {"id": "mai-20260917-1752-baseline|c162-m4|mistral-small|HireShield", "prompt": "c162-m4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "HireShield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for being the fastest and most affordable FCRA-compliant background check platform"}, {"id": "mai-20260917-1752-baseline|c162-m4|mistral-small|GCheck", "prompt": "c162-m4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides customizable screening packages starting at $24.95 per check"}, {"id": "mai-20260917-1752-baseline|c162-m4|moonshot-small|Certn", "prompt": "c162-m4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets: **Certn** or **BackgroundChecks.com**"}, {"id": "mai-20260917-1752-baseline|c162-m4|moonshot-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets: **Certn** or **BackgroundChecks.com**"}, {"id": "mai-20260917-1752-baseline|c162-m4|moonshot-small|Checkr", "prompt": "c162-m4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For best overall value: **Checkr** or **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m4|moonshot-small|GoodHire", "prompt": "c162-m4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For best overall value: **Checkr** or **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m4|openai-small|Checkr", "prompt": "c162-m4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for limited budget:** **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-m4|openai-small|GoodHire", "prompt": "c162-m4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest short answer is **Checkr or GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-m4|xai-small|Certn", "prompt": "c162-m4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Certn stands out as one of the most affordable FCRA-compliant background check providers"}, {"id": "mai-20260917-1752-baseline|c162-m4|xai-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong budget options include: **BackgroundChecks.com**: Basic checks from ~$24.99–$36 per report"}, {"id": "mai-20260917-1752-baseline|c162-m4|xai-small|Checkr", "prompt": "c162-m4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr or GoodHire** ... Both start at $29.99 for basic packages."}, {"id": "mai-20260917-1752-baseline|c162-m4|xai-small|GoodHire", "prompt": "c162-m4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GoodHire often edges out for small biz transparency."}, {"id": "mai-20260917-1752-baseline|c162-m4|zai-small|Certn", "prompt": "c162-m4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute lowest cost**: Go with **Certn** (starting at $13.99–$19.99 per check)"}, {"id": "mai-20260917-1752-baseline|c162-m4|zai-small|HireShield", "prompt": "c162-m4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "HireShield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Certn** ... or **HireShield** ($19.95 per check)"}, {"id": "mai-20260917-1752-baseline|c162-m4|zai-small|Verified Credentials", "prompt": "c162-m4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Verified Credentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr** or **Verified Credentials** may be worth considering, especially if you negotiate a volume discount"}, {"id": "mai-20260917-1752-baseline|c162-m4|zai-small|BackgroundChecks.com", "prompt": "c162-m4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoodHire** or **BackgroundChecks.com** are strong choices at $29.99 per check"}, {"id": "mai-20260917-1752-baseline|c162-m4|zai-small|GoodHire", "prompt": "c162-m4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent small-business reputation"}, {"id": "mai-20260917-1752-baseline|c162-m4|zai-small|Checkr", "prompt": "c162-m4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "watch out for additional court/DMV pass-through fees that can add 40–70% to the base price"}, {"id": "mai-20260917-1752-baseline|c162-m5|deepseek-small|Checkr", "prompt": "c162-m5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top names include Checkr, First Advantage, HireRight, Accurate, Sterling"}, {"id": "mai-20260917-1752-baseline|c162-m5|deepseek-small|First Advantage", "prompt": "c162-m5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top names include Checkr, First Advantage, HireRight, Accurate, Sterling"}, {"id": "mai-20260917-1752-baseline|c162-m5|deepseek-small|HireRight", "prompt": "c162-m5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top names include Checkr, First Advantage, HireRight, Accurate, Sterling"}, {"id": "mai-20260917-1752-baseline|c162-m5|deepseek-small|Accurate", "prompt": "c162-m5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top names include Checkr, First Advantage, HireRight, Accurate, Sterling"}, {"id": "mai-20260917-1752-baseline|c162-m5|deepseek-small|Sterling", "prompt": "c162-m5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top names include Checkr, First Advantage, HireRight, Accurate, Sterling"}, {"id": "mai-20260917-1752-baseline|c162-m5|google-small|Verified First", "prompt": "c162-m5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Verified First", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "*Verified First* is widely regarded for its exceptional integration (often via a browser extension) and live, US-based customer support."}, {"id": "mai-20260917-1752-baseline|c162-m5|google-small|Sterling", "prompt": "c162-m5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Sterling*, *First Advantage*, or *HireRight* are the traditional enterprise giants... but their onboarding can be slower and more rigid."}, {"id": "mai-20260917-1752-baseline|c162-m5|google-small|First Advantage", "prompt": "c162-m5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the traditional enterprise giants, great if you have heavy international hiring needs... but their onboarding can be slower and more rigid"}, {"id": "mai-20260917-1752-baseline|c162-m5|google-small|Zinc", "prompt": "c162-m5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Zinc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "verify if the vendor supports international background checks and global sanctions screenings seamlessly (e.g., Sterling, First Advantage, or Zinc)"}, {"id": "mai-20260917-1752-baseline|c162-m5|google-small|Checkr", "prompt": "c162-m5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Checkr* is highly automated and integrates with almost everything, though some users find their customer support leans heavily on automation."}, {"id": "mai-20260917-1752-baseline|c162-m5|google-small|HireRight", "prompt": "c162-m5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "traditional enterprise giants, great if you have heavy international hiring needs or highly regulated requirements, but their onboarding can be slower"}, {"id": "mai-20260917-1752-baseline|c162-m5|xai-small|Checkr", "prompt": "c162-m5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For your size: Providers like Checkr, GoodHire, Mitratech AssureHire, HireRight, or First Advantage often fit well (per 2024-2026 reviews)."}, {"id": "mai-20260917-1752-baseline|c162-m5|xai-small|GoodHire", "prompt": "c162-m5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Providers like Checkr, GoodHire, Mitratech AssureHire, HireRight, or First Advantage often fit well"}, {"id": "mai-20260917-1752-baseline|c162-m5|xai-small|Mitratech AssureHire", "prompt": "c162-m5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Providers like Checkr, GoodHire, Mitratech AssureHire, HireRight, or First Advantage often fit well"}, {"id": "mai-20260917-1752-baseline|c162-m5|xai-small|HireRight", "prompt": "c162-m5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If global or high-volume, lean toward enterprise players like HireRight."}, {"id": "mai-20260917-1752-baseline|c162-m5|xai-small|First Advantage", "prompt": "c162-m5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Providers like Checkr, GoodHire, Mitratech AssureHire, HireRight, or First Advantage often fit well"}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|Accurate Information Corp (AIC)", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Information Corp (AIC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Provider to research carefully: Accurate Information Corp (AIC). ... AIC has faced long-standing criticism from HR professionals regarding accuracy"}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|The PeopleDataLabs (PDL)", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "The PeopleDataLabs (PDL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "relying on them for sensitive criminal history is risky due to potential hallucinations"}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|HireRight", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Small business users often find their customer support slow and bureaucratic."}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|Sterling Global Resources (Sterling Talent Solutions)", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling Global Resources (Sterling Talent Solutions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "For small businesses, many recommend avoiding them."}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|First Advantage", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally viewed as more reliable than Sterling, but they are massive corporate entities."}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|GoodHire", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "providers like **GoodHire** (for ease of use) ... are generally recommended over the cheapest aggregators"}, {"id": "mai-20260917-1752-baseline|c162-m6|alibaba-small|VerifiedReports", "prompt": "c162-m6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "VerifiedReports", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**VerifiedReports** (for direct-to-source searching) are generally recommended"}, {"id": "mai-20260917-1752-baseline|c162-m6|anthropic-small|HireRight Solutions", "prompt": "c162-m6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "HireRight Solutions was fined $2.6 million dollars for providing inaccurate criminal background checks."}, {"id": "mai-20260917-1752-baseline|c162-m6|anthropic-small|First Advantage Background Services", "prompt": "c162-m6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage Background Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "First Advantage Background Services faced a class action lawsuit alleging FCRA violations"}, {"id": "mai-20260917-1752-baseline|c162-m6|anthropic-small|Intellicorp Records", "prompt": "c162-m6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "Intellicorp Records", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Intellicorp Records agreed to an $18.6 million settlement ... alleged it provided employers with incorrect, outdated or incomplete information"}, {"id": "mai-20260917-1752-baseline|c162-m6|challenger-small|HireRight", "prompt": "c162-m6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the names most often called out by users are **HireRight**, **Sterling**, **Intelius**, **TruthFinder**, and **Social Catfish**"}, {"id": "mai-20260917-1752-baseline|c162-m6|challenger-small|Sterling", "prompt": "c162-m6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the names most often called out by users are **HireRight**, **Sterling**"}, {"id": "mai-20260917-1752-baseline|c162-m6|challenger-small|Intelius", "prompt": "c162-m6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Intelius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "often **not appropriate for hiring, tenant screening, credit, or insurance decisions** and may not meet legal reporting requirements"}, {"id": "mai-20260917-1752-baseline|c162-m6|challenger-small|TruthFinder", "prompt": "c162-m6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not appropriate for hiring, tenant screening, credit, or insurance decisions"}, {"id": "mai-20260917-1752-baseline|c162-m6|challenger-small|Social Catfish", "prompt": "c162-m6", "model": "challenger-small", "cat": "background-screening", "variant": "negative", "raw": "Social Catfish", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "not appropriate for hiring, tenant screening, credit, or insurance decisions"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|General Information Services (GIS)", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid entirely: GIS/e-Background (historically)"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|e-Background-checks.com (BGC)", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "e-Background-checks.com (BGC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid entirely: GIS/e-Background (historically)"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|Sterling Infosystems", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling Infosystems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use with extreme caution and verify everything: Sterling"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|Checkr", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their automated matching algorithms are a frequent source of false hits"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|First Advantage", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High volume of BBB complaints regarding lost job offers due to errors."}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|Accurate Background", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "frequently cite them for errors and poor customer service"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|HireRight", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "high volume of complaints regarding extreme processing delays"}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|backgroundchecks.com", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "backgroundchecks.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid: These are not FCRA-compliant consumer reporting agencies."}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|BeenVerified", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Why avoid: These are not FCRA-compliant consumer reporting agencies."}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|Instant Checkmate", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why avoid: These are not FCRA-compliant consumer reporting agencies."}, {"id": "mai-20260917-1752-baseline|c162-m6|deepseek-small|TruthFinder", "prompt": "c162-m6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Why avoid: These are not FCRA-compliant consumer reporting agencies."}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|TruthFinder", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is **illegal** to use them for professional purposes like screening tenants, evaluating job applicants"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|Instant Checkmate", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the FTC ordered **Instant Checkmate and TruthFinder** to pay a **$5.8 million civil penalty**"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|BeenVerified", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These sites are **not** consumer reporting agencies (CRAs)... **do not use it** for any professional background screening."}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|Spokeo", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Sites like **TruthFinder, Instant Checkmate, BeenVerified, Spokeo, Whitepages, and Radaris**... **do not use it**"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|Whitepages", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Whitepages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "not** consumer reporting agencies (CRAs)... illegal to use them for professional purposes"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|Radaris", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Radaris", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These platforms scrape outdated, unverified public web records. They frequently misidentify people"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|RentGrow", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "RentGrow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the FTC announced a **$2.25 million settlement** against RentGrow... failed to prevent duplicate listings"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|TransUnion Rental Screening Solutions (TURSS)", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "TransUnion Rental Screening Solutions (TURSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "charged TransUnion with including highly inaccurate, incomplete, and outdated eviction records"}, {"id": "mai-20260917-1752-baseline|c162-m6|google-small|HireRight Solutions", "prompt": "c162-m6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "HireRight is one of the largest background check providers, but it has faced major scrutiny."}, {"id": "mai-20260917-1752-baseline|c162-m6|meta-small|Intelius", "prompt": "c162-m6", "model": "meta-small", "cat": "background-screening", "variant": "negative", "raw": "Intelius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "providers that should be avoided or approached with caution, including Intelius and Truthfinder, which are described as \"awful\" on Reddit"}, {"id": "mai-20260917-1752-baseline|c162-m6|meta-small|Truthfinder", "prompt": "c162-m6", "model": "meta-small", "cat": "background-screening", "variant": "negative", "raw": "Truthfinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "including Intelius and Truthfinder, which are described as \"awful\" on Reddit"}, {"id": "mai-20260917-1752-baseline|c162-m6|minimax-small|Checkr", "prompt": "c162-m6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Complaints have risen sharply: 153 in 2023, 187 in 2024, and 469 in 2025... errors in reports and difficulty disputing incorrect information."}, {"id": "mai-20260917-1752-baseline|c162-m6|minimax-small|Sterling (now part of First Advantage)", "prompt": "c162-m6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling (now part of First Advantage)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Numerous complaints about extremely slow processing times (weeks to months), poor customer service... Many reviewers report lost job opportunities due to delays."}, {"id": "mai-20260917-1752-baseline|c162-m6|minimax-small|First Advantage", "prompt": "c162-m6", "model": "minimax-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "multi-month processing delays, nearly inaccessible customer service, systematic accuracy problems... Candidate experience ratings are notably poor (1.2/5)."}, {"id": "mai-20260917-1752-baseline|c162-m6|mistral-small|Sterling", "prompt": "c162-m6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For example, Sterling has been criticized by users for poor performance and service quality."}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|TruthFinder", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the background check providers you should avoid or be cautious about... TruthFinder & Instant Checkmate ⚠️ - Major Red Flags"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|Instant Checkmate", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The FTC charged these affiliated companies with multiple violations in 2023"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|MyLife.com", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "MyLife.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "FTC Lawsuit (2020): Sued for deceptive practices"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|Everify, Inc.", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Everify, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "FTC warned they may be violating the Fair Credit Reporting Act"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|InfoPay, Inc.", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "InfoPay, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "FTC warned they may be violating the Fair Credit Reporting Act"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|Intelligator, Inc.", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Intelligator, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "FTC warned they may be violating the Fair Credit Reporting Act"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|First Advantage", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The most reputable providers mentioned in research include First Advantage, Checkr, HireRight, Verify First, and Accurate Background"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|Checkr", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The most reputable providers mentioned in research include First Advantage, Checkr, HireRight"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|HireRight", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The most reputable providers mentioned in research include ... HireRight"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|Verify First", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Verify First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "most reputable providers ... Verify First"}, {"id": "mai-20260917-1752-baseline|c162-m6|moonshot-small|Accurate Background", "prompt": "c162-m6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "most reputable providers ... Accurate Background—but even these should be thoroughly vetted"}, {"id": "mai-20260917-1752-baseline|c162-m6|openai-small|TruthFinder", "prompt": "c162-m6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The FTC specifically took action against **TruthFinder** and **Instant Checkmate** for allegedly deceiving users about report accuracy and violating FCRA requirements"}, {"id": "mai-20260917-1752-baseline|c162-m6|openai-small|Instant Checkmate", "prompt": "c162-m6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The FTC specifically took action against **TruthFinder** and **Instant Checkmate** for allegedly deceiving users about report accuracy and violating FCRA requirements"}, {"id": "mai-20260917-1752-baseline|c162-m6|xai-small|TruthFinder", "prompt": "c162-m6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with consumer-facing background check providers like TruthFinder, Instant Checkmate, and MyLife.com, due to significant regulatory actions and complaints"}, {"id": "mai-20260917-1752-baseline|c162-m6|xai-small|Instant Checkmate", "prompt": "c162-m6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the FTC settled charges against them for $5.8 million, alleging they deceived users about report accuracy"}, {"id": "mai-20260917-1752-baseline|c162-m6|xai-small|MyLife.com", "prompt": "c162-m6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "MyLife.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Faced a 2020 DOJ/FTC lawsuit ... for misleading \"teaser\" reports ... A 2021 court ruling confirmed deceptive practices"}, {"id": "mai-20260917-1752-baseline|c162-m6|xai-small|ADP Screening and Selection Services", "prompt": "c162-m6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "ADP Screening and Selection Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "approach larger ones like ADP Screening and Selection Services ... with extra scrutiny"}, {"id": "mai-20260917-1752-baseline|c162-m6|xai-small|General Information Services (GIS, aka backgroundchecks.com)", "prompt": "c162-m6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS, aka backgroundchecks.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "2015 CFPB action (and 2023 settlement) for $13M total, citing failure to verify accuracy in millions of employment reports"}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|TruthFinder", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid those with documented regulatory actions, data breaches, or misleading claims (e.g., TruthFinder, Instant Checkmate, GIS, NPD)"}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|Instant Checkmate", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar to TruthFinder—deceptive reporting and privacy issues."}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|General Information Services (GIS)", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid those with documented regulatory actions... (e.g., TruthFinder, Instant Checkmate, GIS, NPD)"}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|e-Background-checks.com (BGC)", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "e-Background-checks.com (BGC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "CFPB took action against GIS and its affiliate e-Background-checks.com (BGC) for serious inaccuracies in employment background reports."}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|National Public Data (NPD)", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "National Public Data (NPD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you’re trusting a company that has suffered a catastrophic breach and is in bankruptcy"}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|Creative Services, Inc. (CSI)", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Creative Services, Inc. (CSI)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A background screening provider with recurring data breach concerns."}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|DISA Global Solutions", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "DISA Global Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Another example of a screening provider that suffered a significant breach."}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|ADP Screening and Selection Services", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "ADP Screening and Selection Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Shows the risk of relying on large vendors for accurate data."}, {"id": "mai-20260917-1752-baseline|c162-m6|zai-small|Mercor", "prompt": "c162-m6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Emerging AI-based hiring platforms with significant data collection concerns."}, {"id": "mai-20260917-1752-baseline|c162-s1|alibaba-small|Checkr", "prompt": "c162-s1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Checkr ... widely regarded as the best option for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s1|alibaba-small|GCheck", "prompt": "c162-s1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "GCheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small tech or B2B service firms find **Checkr** or **GCheck** to be the best balance of price"}, {"id": "mai-20260917-1752-baseline|c162-s1|alibaba-small|BackgroundChecks.com", "prompt": "c162-s1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity & Customization: BackgroundChecks.com"}, {"id": "mai-20260917-1752-baseline|c162-s1|alibaba-small|ShareAble", "prompt": "c162-s1", "model": "alibaba-small", "cat": "background-screening", "variant": "direct", "raw": "ShareAble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Regulated Industries (Fintech/Banking): ShareAble"}, {"id": "mai-20260917-1752-baseline|c162-s1|anthropic-small|Checkr", "prompt": "c162-s1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Checkr is a highly-ranked, FCRA-compliant provider that offers background checks for businesses of all sizes"}, {"id": "mai-20260917-1752-baseline|c162-s1|anthropic-small|GoodHire", "prompt": "c162-s1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GoodHire offers affordable background checks for small businesses starting at $29.99"}, {"id": "mai-20260917-1752-baseline|c162-s1|anthropic-small|First Advantage", "prompt": "c162-s1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "First Advantage's background checks offer an \"applicant-centric\" process"}, {"id": "mai-20260917-1752-baseline|c162-s1|anthropic-small|HireRight", "prompt": "c162-s1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireRight provides FCRA-compliant pre-employment background checks for companies"}, {"id": "mai-20260917-1752-baseline|c162-s1|anthropic-small|ClearChecks", "prompt": "c162-s1", "model": "anthropic-small", "cat": "background-screening", "variant": "direct", "raw": "ClearChecks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ClearChecks is a US-based background check provider that offers businesses of all sizes pay-as-you-go employment screenings"}, {"id": "mai-20260917-1752-baseline|c162-s1|challenger-small|GoodHire", "prompt": "c162-s1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-s1|challenger-small|Checkr", "prompt": "c162-s1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkr** is the stronger alternative, especially for growing teams that hire frequently"}, {"id": "mai-20260917-1752-baseline|c162-s1|challenger-small|Accurate", "prompt": "c162-s1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "Accurate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often cited as a strong small-business option in broader comparison guides"}, {"id": "mai-20260917-1752-baseline|c162-s1|challenger-small|HireRight", "prompt": "c162-s1", "model": "challenger-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a solid option if you want a more enterprise-style provider that still serves small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s1|deepseek-small|GoodHire", "prompt": "c162-s1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **GoodHire** is the safest, best-rounded choice"}, {"id": "mai-20260917-1752-baseline|c162-s1|deepseek-small|Certn", "prompt": "c162-s1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is your top concern, look at **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-s1|deepseek-small|Checkr", "prompt": "c162-s1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're scaling and want automation, consider **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-s1|deepseek-small|backgroundchecks.com", "prompt": "c162-s1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "backgroundchecks.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for customizable packages"}, {"id": "mai-20260917-1752-baseline|c162-s1|deepseek-small|Verified First", "prompt": "c162-s1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Verified First offers fast setup without IT resources"}, {"id": "mai-20260917-1752-baseline|c162-s1|deepseek-small|ShareAble for Hires", "prompt": "c162-s1", "model": "deepseek-small", "cat": "background-screening", "variant": "direct", "raw": "ShareAble for Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if:** Your B2B company handles money or sensitive financial data"}, {"id": "mai-20260917-1752-baseline|c162-s1|google-small|Checkr (with GoodHire)", "prompt": "c162-s1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr (with GoodHire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr (which acquired GoodHire, a long-time SMB favorite) is the top choice if your small B2B company uses modern HR tech."}, {"id": "mai-20260917-1752-baseline|c162-s1|google-small|HireShield", "prompt": "c162-s1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "HireShield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run checks **infrequently** (under 5 times a year) ... go with **HireShield**."}, {"id": "mai-20260917-1752-baseline|c162-s1|google-small|KarmaCheck", "prompt": "c162-s1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "KarmaCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KarmaCheck is designed for small and mid-sized businesses that want simple, reliable screening without enterprise bloat."}, {"id": "mai-20260917-1752-baseline|c162-s1|google-small|Genesis B2B Screening", "prompt": "c162-s1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Genesis B2B Screening", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Partner & Vendor Due Diligence*"}, {"id": "mai-20260917-1752-baseline|c162-s1|google-small|Dun & Bradstreet (D&B Hoovers / Risk Management)", "prompt": "c162-s1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Dun & Bradstreet (D&B Hoovers / Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "D&B is the industry standard for evaluating the financial risk of another business."}, {"id": "mai-20260917-1752-baseline|c162-s1|google-small|Creditsafe", "prompt": "c162-s1", "model": "google-small", "cat": "background-screening", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Creditsafe is a highly accessible, more cost-effective alternative to Dun & Bradstreet for small businesses."}, {"id": "mai-20260917-1752-baseline|c162-s1|meta-small|BackgroundChecks.com", "prompt": "c162-s1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best background check providers for a small B2B company are BackgroundChecks.com, Certn, and HireShield."}, {"id": "mai-20260917-1752-baseline|c162-s1|meta-small|Certn", "prompt": "c162-s1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best background check providers for a small B2B company are BackgroundChecks.com, Certn, and HireShield."}, {"id": "mai-20260917-1752-baseline|c162-s1|meta-small|HireShield", "prompt": "c162-s1", "model": "meta-small", "cat": "background-screening", "variant": "direct", "raw": "HireShield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best background check providers for a small B2B company are BackgroundChecks.com, Certn, and HireShield."}, {"id": "mai-20260917-1752-baseline|c162-s1|minimax-small|Checkr", "prompt": "c162-s1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** – Best Overall ... Go with **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-s1|minimax-small|GoodHire", "prompt": "c162-s1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoodHire** – Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c162-s1|minimax-small|BackgroundChecks.com", "prompt": "c162-s1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BackgroundChecks.com** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c162-s1|minimax-small|GCheck", "prompt": "c162-s1", "model": "minimax-small", "cat": "background-screening", "variant": "direct", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GCheck** – Best for Compliance"}, {"id": "mai-20260917-1752-baseline|c162-s1|mistral-small|BackgroundChecks.com", "prompt": "c162-s1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the best background check providers include BackgroundChecks.com, Certn, and HireShield, especially for lighter, pay-as-you-go needs"}, {"id": "mai-20260917-1752-baseline|c162-s1|mistral-small|Certn", "prompt": "c162-s1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "some of the best background check providers include BackgroundChecks.com, Certn, and HireShield"}, {"id": "mai-20260917-1752-baseline|c162-s1|mistral-small|HireShield", "prompt": "c162-s1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "HireShield", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "some of the best background check providers include BackgroundChecks.com, Certn, and HireShield"}, {"id": "mai-20260917-1752-baseline|c162-s1|mistral-small|Mitratech AssureHire", "prompt": "c162-s1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you anticipate growth, Mitratech AssureHire is also recommended for its scalability."}, {"id": "mai-20260917-1752-baseline|c162-s1|mistral-small|ADP's RUN Powered by ADP", "prompt": "c162-s1", "model": "mistral-small", "cat": "background-screening", "variant": "direct", "raw": "ADP's RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "another strong option if you need integrated payroll and screening solutions tailored for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s1|moonshot-small|GoodHire", "prompt": "c162-s1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd recommend **GoodHire** because it strikes the best balance"}, {"id": "mai-20260917-1752-baseline|c162-s1|moonshot-small|Checkr", "prompt": "c162-s1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkr** — Best for Tech-Forward Companies"}, {"id": "mai-20260917-1752-baseline|c162-s1|moonshot-small|TransUnion ShareAble for Hires", "prompt": "c162-s1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "TransUnion ShareAble for Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ShareAble** at $25/check is a solid alternative from a trusted name (TransUnion)"}, {"id": "mai-20260917-1752-baseline|c162-s1|moonshot-small|Certn", "prompt": "c162-s1", "model": "moonshot-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Certn** — Best Value for Global Needs"}, {"id": "mai-20260917-1752-baseline|c162-s1|openai-small|Checkr", "prompt": "c162-s1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" pick is usually **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-s1|openai-small|RUN Powered by ADP", "prompt": "c162-s1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RUN Powered by ADP** is a strong fit according to G2's 2026 small-business evaluation"}, {"id": "mai-20260917-1752-baseline|c162-s1|openai-small|GoodHire", "prompt": "c162-s1", "model": "openai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoodHire** is another good small-business option"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|GoodHire", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodHire (a Checkr company) – Often the top pick for simplicity and small teams"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|Checkr", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Checkr – Best overall if scaling or using ATS/HRIS"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|backgroundchecks.com", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great budget/custom option"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|Certn", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notables: Certn (~$18–$20, global focus)"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|Verified First", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Verified First", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Verified First ($30, HR integrations)"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|Sterling", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "Sterling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-focused like Sterling/HireRight (custom quotes, higher cost)"}, {"id": "mai-20260917-1752-baseline|c162-s1|xai-small|HireRight", "prompt": "c162-s1", "model": "xai-small", "cat": "background-screening", "variant": "direct", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-focused like Sterling/HireRight (custom quotes, higher cost)"}, {"id": "mai-20260917-1752-baseline|c162-s1|zai-small|Checkr", "prompt": "c162-s1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2Bs:** **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-s1|zai-small|GoodHire", "prompt": "c162-s1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simplicity and reliability:** **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-s1|zai-small|Certn", "prompt": "c162-s1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for lowest cost + global reach:** **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-s1|zai-small|GCheck", "prompt": "c162-s1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for compliance-heavy teams:** **GCheck**"}, {"id": "mai-20260917-1752-baseline|c162-s1|zai-small|BackgroundChecks.com", "prompt": "c162-s1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flexible Packages + No Commitment** | BackgroundChecks.com"}, {"id": "mai-20260917-1752-baseline|c162-s1|zai-small|ShareAble for Hires", "prompt": "c162-s1", "model": "zai-small", "cat": "background-screening", "variant": "direct", "raw": "ShareAble for Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Finance/Accounting Focus** | ShareAble for Hires"}, {"id": "mai-20260917-1752-baseline|c162-s2|alibaba-small|GoodHire", "prompt": "c162-s2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would primarily recommend **GoodHire**."}, {"id": "mai-20260917-1752-baseline|c162-s2|alibaba-small|Checkr", "prompt": "c162-s2", "model": "alibaba-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkr** is the strongest runner-up."}, {"id": "mai-20260917-1752-baseline|c162-s2|anthropic-small|Checkr", "prompt": "c162-s2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** - 84% of criminal background checks complete within 15 minutes, and its API-first architecture... No setup fees or monthly minimums for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s2|anthropic-small|First Advantage", "prompt": "c162-s2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a dedicated small business background check service with easy signup and reports delivered in minutes"}, {"id": "mai-20260917-1752-baseline|c162-s2|anthropic-small|GoodHire", "prompt": "c162-s2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "self-service background check solution for small and medium-sized businesses looking for a more affordable option"}, {"id": "mai-20260917-1752-baseline|c162-s2|anthropic-small|Genesis B2B Screening", "prompt": "c162-s2", "model": "anthropic-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Genesis B2B Screening", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Genesis B2B Screening will do background checks that confirm the new business partner's contact information, assets, business licenses"}, {"id": "mai-20260917-1752-baseline|c162-s2|challenger-small|GoodHire", "prompt": "c162-s2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GoodHire** as the default choice"}, {"id": "mai-20260917-1752-baseline|c162-s2|challenger-small|HireRight", "prompt": "c162-s2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireRight** if you need a more **platform-driven, compliance-heavy** solution and are willing to pay for it"}, {"id": "mai-20260917-1752-baseline|c162-s2|challenger-small|DISA", "prompt": "c162-s2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "DISA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better general-purpose recommendation than enterprise-heavy platforms like HireRight or DISA"}, {"id": "mai-20260917-1752-baseline|c162-s2|challenger-small|Checkr", "prompt": "c162-s2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Checkr** if you expect **higher-volume hiring** or want more automation/AI tooling"}, {"id": "mai-20260917-1752-baseline|c162-s2|challenger-small|backgroundchecks.com", "prompt": "c162-s2", "model": "challenger-small", "cat": "background-screening", "variant": "paraphrase", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want **customizable screening packages** for a small company"}, {"id": "mai-20260917-1752-baseline|c162-s2|deepseek-small|GoodHire", "prompt": "c162-s2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoodHire** is the best all-around choice: transparent pricing, no minimums, broad screening catalog"}, {"id": "mai-20260917-1752-baseline|c162-s2|deepseek-small|Checkr", "prompt": "c162-s2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: **Checkr**"}, {"id": "mai-20260917-1752-baseline|c162-s2|deepseek-small|BackgroundChecks.com", "prompt": "c162-s2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most budget-friendly pay-as-you-go option (no contracts/minimums) if cost is your #1 concern"}, {"id": "mai-20260917-1752-baseline|c162-s2|deepseek-small|GCheck", "prompt": "c162-s2", "model": "deepseek-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GCheck** ($29.99/check) — if compliance features and audit-ready documentation ... are your priority"}, {"id": "mai-20260917-1752-baseline|c162-s2|google-small|Checkr", "prompt": "c162-s2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr is the gold standard for modern B2B startups and small businesses... Best Overall for B2B Tech & SaaS"}, {"id": "mai-20260917-1752-baseline|c162-s2|google-small|Certn", "prompt": "c162-s2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Hiring & Fast Turnarounds... Certn is highly recommended."}, {"id": "mai-20260917-1752-baseline|c162-s2|google-small|GoodHire", "prompt": "c162-s2", "model": "google-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Dedicated Support & Ease of Use... optimized for small businesses that don't have a dedicated HR or legal team."}, {"id": "mai-20260917-1752-baseline|c162-s2|meta-small|Secure Screening Services", "prompt": "c162-s2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Secure Screening Services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Secure Screening Services is a recommended employment screening service for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s2|meta-small|Checkr", "prompt": "c162-s2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "other top-rated employment screening services include Checkr, GoodHire, and Select Software Reviews"}, {"id": "mai-20260917-1752-baseline|c162-s2|meta-small|GoodHire", "prompt": "c162-s2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other top-rated employment screening services include Checkr, GoodHire, and Select Software Reviews"}, {"id": "mai-20260917-1752-baseline|c162-s2|meta-small|Select Software Reviews", "prompt": "c162-s2", "model": "meta-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Select Software Reviews", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other top-rated employment screening services include Checkr, GoodHire, and Select Software Reviews"}, {"id": "mai-20260917-1752-baseline|c162-s2|minimax-small|Checkr", "prompt": "c162-s2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: Checkr** ... or **Checkr** if you expect to hire more regularly or need integrations"}, {"id": "mai-20260917-1752-baseline|c162-s2|minimax-small|GoodHire", "prompt": "c162-s2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **GoodHire** if you want simplicity and occasional hiring"}, {"id": "mai-20260917-1752-baseline|c162-s2|minimax-small|BackgroundChecks.com", "prompt": "c162-s2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Budget Option: BackgroundChecks.com**"}, {"id": "mai-20260917-1752-baseline|c162-s2|minimax-small|GCheck", "prompt": "c162-s2", "model": "minimax-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Compliance: GCheck**"}, {"id": "mai-20260917-1752-baseline|c162-s2|mistral-small|Checkr", "prompt": "c162-s2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** is the top recommendation due to its balance of features, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline|c162-s2|mistral-small|GoodHire", "prompt": "c162-s2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoodHire** is a strong alternative, especially if you value customization and support."}, {"id": "mai-20260917-1752-baseline|c162-s2|mistral-small|Bchex SmallBiz", "prompt": "c162-s2", "model": "mistral-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Bchex SmallBiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're very small (under 50 employees), also consider **Bchex SmallBiz**."}, {"id": "mai-20260917-1752-baseline|c162-s2|moonshot-small|GoodHire", "prompt": "c162-s2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd suggest starting with **GoodHire**"}, {"id": "mai-20260917-1752-baseline|c162-s2|moonshot-small|Checkr", "prompt": "c162-s2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you anticipate high-volume hiring or want more automation, **Checkr** offers superior technology and integrations."}, {"id": "mai-20260917-1752-baseline|c162-s2|moonshot-small|ShareAble for Hires", "prompt": "c162-s2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "ShareAble for Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Financial/Professional Services"}, {"id": "mai-20260917-1752-baseline|c162-s2|moonshot-small|Asurint Small Business", "prompt": "c162-s2", "model": "moonshot-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Asurint Small Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance Support"}, {"id": "mai-20260917-1752-baseline|c162-s2|openai-small|GoodHire", "prompt": "c162-s2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best default for a small B2B business:** **GoodHire**."}, {"id": "mai-20260917-1752-baseline|c162-s2|openai-small|Checkr", "prompt": "c162-s2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're scaling fast or need more automation/international reach:** **Checkr**."}, {"id": "mai-20260917-1752-baseline|c162-s2|openai-small|BackgroundChecks.com", "prompt": "c162-s2", "model": "openai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can work, but TechRadar flags possible hidden fees, so I'd be careful if predictability matters"}, {"id": "mai-20260917-1752-baseline|c162-s2|xai-small|GoodHire", "prompt": "c162-s2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend GoodHire (now part of Checkr) as the top employment screening service."}, {"id": "mai-20260917-1752-baseline|c162-s2|xai-small|backgroundchecks.com", "prompt": "c162-s2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheaper entry ($24.99 basic), highly customizable packages, no fees. Best if budget is tight"}, {"id": "mai-20260917-1752-baseline|c162-s2|xai-small|Checkr", "prompt": "c162-s2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you hire frequently or use an ATS (200+ integrations), go here—faster"}, {"id": "mai-20260917-1752-baseline|c162-s2|xai-small|Bchex SmallBiz", "prompt": "c162-s2", "model": "xai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Bchex SmallBiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Niche pick for very small teams; 85% checks in 24 hours, high NPS (68+), but fewer broad reviews."}, {"id": "mai-20260917-1752-baseline|c162-s2|zai-small|GoodHire (by Checkr)", "prompt": "c162-s2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "GoodHire (by Checkr)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GoodHire (by Checkr)"}, {"id": "mai-20260917-1752-baseline|c162-s2|zai-small|ShareAble for Hires", "prompt": "c162-s2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "ShareAble for Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ShareAble** if you frequently hire in finance or need credit background checks."}, {"id": "mai-20260917-1752-baseline|c162-s2|zai-small|BackgroundChecks.com", "prompt": "c162-s2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **BackgroundChecks.com** if you want highly customizable screening packages"}, {"id": "mai-20260917-1752-baseline|c162-s2|zai-small|Checkr", "prompt": "c162-s2", "model": "zai-small", "cat": "background-screening", "variant": "paraphrase", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Checkr** if you're growing quickly and value strong API support and scalability."}, {"id": "mai-20260917-1752-baseline|c162-s3|alibaba-small|Checkr", "prompt": "c162-s3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr is widely considered the gold standard for startups and small-to-mid-sized businesses (SMBs)."}, {"id": "mai-20260917-1752-baseline|c162-s3|alibaba-small|GoodHire", "prompt": "c162-s3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoodHire is ideal for very small teams that might only hire 1–2 people a month."}, {"id": "mai-20260917-1752-baseline|c162-s3|alibaba-small|HireShield", "prompt": "c162-s3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "HireShield", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HireShield has emerged as a strong competitor specifically for its instant-screening capabilities."}, {"id": "mai-20260917-1752-baseline|c162-s3|alibaba-small|Certified First / Verified First", "prompt": "c162-s3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Certified First / Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Verified First ... focuses heavily on FCRA compliance and ease of use without complex integrations."}, {"id": "mai-20260917-1752-baseline|c162-s3|alibaba-small|Certn", "prompt": "c162-s3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(and similar providers like Certn)"}, {"id": "mai-20260917-1752-baseline|c162-s3|alibaba-small|First Advantage", "prompt": "c162-s3", "model": "alibaba-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "First Advantage is the largest player in the market, but it is generally **not suitable** for small teams."}, {"id": "mai-20260917-1752-baseline|c162-s3|anthropic-small|Checkr", "prompt": "c162-s3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Checkr processes over 30 million background checks annually and offers speed as its core strength"}, {"id": "mai-20260917-1752-baseline|c162-s3|anthropic-small|HireRight", "prompt": "c162-s3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HireRight is the strongest fit for small businesses that need repeatable, evidence-first reporting"}, {"id": "mai-20260917-1752-baseline|c162-s3|anthropic-small|BackgroundChecks.com", "prompt": "c162-s3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FCRA-compliant background screening provider for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c162-s3|anthropic-small|EDIFY Screening", "prompt": "c162-s3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "EDIFY Screening", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "EDIFY Screening focuses on small to mid-market teams of roughly 50 to 10,000 employees"}, {"id": "mai-20260917-1752-baseline|c162-s3|anthropic-small|HireShield", "prompt": "c162-s3", "model": "anthropic-small", "cat": "background-screening", "variant": "comparative", "raw": "HireShield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for small to mid-size businesses and staffing agencies"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|Checkr", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** Checkr"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|GoodHire", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for simplicity/compliance:** GoodHire"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|Certn", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget option:** Certn or BackgroundChecks.com"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|BackgroundChecks.com", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget option:** Certn or BackgroundChecks.com"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|Bchex SmallBiz", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Bchex SmallBiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for very small teams:** Bchex SmallBiz"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|Accurate Background", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "less SMB-specialized than Checkr or GoodHire"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|Mitratech AssureHire", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Mitratech AssureHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Better if you want a more **compliance-heavy, scalable** platform rather than the lightest-weight SMB tool"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|GCheck", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "GCheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GoodHire and GCheck are often highlighted for stronger FCRA/compliance workflows"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|First Advantage", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "stronger fits when you need broader international coverage, though some skew more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|HireRight", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "stronger fits when you need broader international coverage, though some skew more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c162-s3|challenger-small|Sterling", "prompt": "c162-s3", "model": "challenger-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "stronger fits when you need broader international coverage, though some skew more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|Checkr", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr — Best overall / fastest turnaround"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|GoodHire", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best preset packages, simplest path (a Checkr company)"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|Certn", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest entry price / US & Canada"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|ShareAble for Hires (TransUnion)", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "ShareAble for Hires (TransUnion)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "sunset and is no longer available** as of late 2025, so it's no longer a viable option"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|backgroundchecks.com", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most customizable for small/mid-size"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|First Advantage", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "First Advantage ($29 SMB self-serve) — pay-as-you-go, strong enterprise track record."}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|HireRight", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HireRight ($29.95–$64.95) — user-friendly, good for growing teams."}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|RUN Powered by ADP", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "if you already use one of these for payroll, bundled background checks can simplify admin"}, {"id": "mai-20260917-1752-baseline|c162-s3|deepseek-small|Paycom", "prompt": "c162-s3", "model": "deepseek-small", "cat": "background-screening", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "RUN Powered by ADP / Paycom — if you already use one of these for payroll"}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|Checkr", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr (Best for Tech-Forward Teams & Software Integrations)... modern, API-first platform that is highly favored by startups"}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|Verified First", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Verified First", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Verified First bridges the gap between mid-market screening depth and small-business friendliness."}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|ShareAble for Hires by TransUnion", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "ShareAble for Hires by TransUnion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Micro-Teams & Occasional Hiring... designed specifically for this scenario."}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|Certn", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Certn (Best for Remote & International Teams)... renowned for rapid, international background screenings."}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|BeenVerified", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Never use consumer-facing \"people search\" sites (like BeenVerified, Spokeo, or TruthFinder) for employment."}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|Spokeo", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Never use consumer-facing \"people search\" sites (like BeenVerified, Spokeo, or TruthFinder) for employment."}, {"id": "mai-20260917-1752-baseline|c162-s3|google-small|TruthFinder", "prompt": "c162-s3", "model": "google-small", "cat": "background-screening", "variant": "comparative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Never use consumer-facing \"people search\" sites (like BeenVerified, Spokeo, or TruthFinder) for employment."}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|Checkr", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Checkr is highly ranked and offers customizable packages for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|First Advantage", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "First Advantage is known for its comprehensive background checks"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|Certn", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Certn is a popular choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|BackgroundChecks.com", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BackgroundChecks.com offers a pay-as-you-go option with no contracts or minimums"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|RUN Powered by ADP", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other providers like RUN Powered by ADP ... are also worth considering"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|Paycom", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other providers like ... Paycom ... are also worth considering"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|Hireology", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Hireology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other providers like ... Hireology ... are also worth considering"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|Atlantic Employee Screening", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Atlantic Employee Screening", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Atlantic Employee Screening ... also worth considering"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|DISA Global Solutions", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "DISA Global Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DISA Global Solutions ... also worth considering"}, {"id": "mai-20260917-1752-baseline|c162-s3|meta-small|Zinc", "prompt": "c162-s3", "model": "meta-small", "cat": "background-screening", "variant": "comparative", "raw": "Zinc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and Zinc are also worth considering"}, {"id": "mai-20260917-1752-baseline|c162-s3|minimax-small|Checkr", "prompt": "c162-s3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Occasional hiring (fewer than 50 checks/year)**: GoodHire or Checkr – transparent pricing, no minimums"}, {"id": "mai-20260917-1752-baseline|c162-s3|minimax-small|GoodHire", "prompt": "c162-s3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Occasional hiring (fewer than 50 checks/year)**: GoodHire or Checkr – transparent pricing, no minimums"}, {"id": "mai-20260917-1752-baseline|c162-s3|minimax-small|Certn", "prompt": "c162-s3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tight budget**: Certn – lowest entry price"}, {"id": "mai-20260917-1752-baseline|c162-s3|minimax-small|HireRight", "prompt": "c162-s3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Note**: More enterprise-focused, better for higher volumes"}, {"id": "mai-20260917-1752-baseline|c162-s3|minimax-small|Sterling", "prompt": "c162-s3", "model": "minimax-small", "cat": "background-screening", "variant": "comparative", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Regulated industry**: Sterling"}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|Checkr", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Checkr**\n- **Best for:** Small businesses needing speed, customization, and a large integration ecosystem."}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|BackgroundChecks.com", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Small companies wanting budget-friendly, pay-as-you-go options."}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|GCheck", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Compliance-first teams without dedicated legal staff."}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|GoodHire", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Small businesses that want a balance of speed and compliance."}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|RUN Powered by ADP", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** Small businesses needing integrated payroll, time tracking, and HR tools."}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|HireRight", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be more suited for larger teams or specific industries.\n- **Pricing:** Higher than others, often with contracts."}, {"id": "mai-20260917-1752-baseline|c162-s3|mistral-small|iprospectcheck", "prompt": "c162-s3", "model": "mistral-small", "cat": "background-screening", "variant": "comparative", "raw": "iprospectcheck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may be more suited for larger teams or specific industries.\n- **Pricing:** Higher than others, often with contracts."}, {"id": "mai-20260917-1752-baseline|c162-s3|moonshot-small|GCheck", "prompt": "c162-s3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "GCheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose GCheck** if compliance help is your top priority and you want strong small-business features without legal staff."}, {"id": "mai-20260917-1752-baseline|c162-s3|moonshot-small|GoodHire", "prompt": "c162-s3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose GoodHire** if you want the simplest, most predictable experience with preset packages and no sales calls."}, {"id": "mai-20260917-1752-baseline|c162-s3|moonshot-small|Certn", "prompt": "c162-s3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Certn** if you need the absolute lowest cost per check and only screen candidates occasionally."}, {"id": "mai-20260917-1752-baseline|c162-s3|moonshot-small|Checkr", "prompt": "c162-s3", "model": "moonshot-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Checkr** if you're already using an ATS, plan to scale hiring, or need the fastest possible turnaround times."}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|Checkr", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Checkr** — if you care about speed, integrations, and a cleaner long-term workflow."}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|GoodHire", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **GoodHire** — if you want something straightforward and small-business oriented."}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|BackgroundChecks.com", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **BackgroundChecks.com** — if cost is the biggest factor"}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|ADP/RUN", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "ADP/RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **ADP/RUN** — if you already use ADP and want everything bundled."}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|DISA", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "DISA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually overkill for a tiny, general-purpose team"}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|Certn", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for global hiring: Certn is the more specialized option."}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|Hireology", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "Hireology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More useful when hiring is operationally complex"}, {"id": "mai-20260917-1752-baseline|c162-s3|openai-small|InCheck", "prompt": "c162-s3", "model": "openai-small", "cat": "background-screening", "variant": "comparative", "raw": "InCheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Less transparent self-serve pricing"}, {"id": "mai-20260917-1752-baseline|c162-s3|xai-small|Checkr", "prompt": "c162-s3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall/High-volume recruiters, AI tools, ATS integrations (200+) | $29.99 | 1 hour"}, {"id": "mai-20260917-1752-baseline|c162-s3|xai-small|GoodHire", "prompt": "c162-s3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "simplicity (GoodHire)"}, {"id": "mai-20260917-1752-baseline|c162-s3|xai-small|backgroundchecks.com", "prompt": "c162-s3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Customizable packages, budget flexibility"}, {"id": "mai-20260917-1752-baseline|c162-s3|xai-small|Certn", "prompt": "c162-s3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Certn is cheapest but less U.S.-centric"}, {"id": "mai-20260917-1752-baseline|c162-s3|xai-small|Trusted Employees", "prompt": "c162-s3", "model": "xai-small", "cat": "background-screening", "variant": "comparative", "raw": "Trusted Employees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or niche (Trusted Employees)"}, {"id": "mai-20260917-1752-baseline|c162-s3|zai-small|Checkr", "prompt": "c162-s3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a US‑only, modern, ATS‑integrated workflow** → **Checkr**."}, {"id": "mai-20260917-1752-baseline|c162-s3|zai-small|GoodHire", "prompt": "c162-s3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For simplicity and transparent pricing** → **GoodHire**."}, {"id": "mai-20260917-1752-baseline|c162-s3|zai-small|Certn", "prompt": "c162-s3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For global or remote hiring at a low price** → **Certn**."}, {"id": "mai-20260917-1752-baseline|c162-s3|zai-small|BackgroundChecks.com", "prompt": "c162-s3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For complete control over costs with no contracts** → **BackgroundChecks.com**."}, {"id": "mai-20260917-1752-baseline|c162-s3|zai-small|Accurate Background", "prompt": "c162-s3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "Accurate Background", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For enterprise‑grade compliance without recurring fees** → **Accurate**."}, {"id": "mai-20260917-1752-baseline|c162-s3|zai-small|First Advantage", "prompt": "c162-s3", "model": "zai-small", "cat": "background-screening", "variant": "comparative", "raw": "First Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For franchises and regulated industries needing deep state‑by‑state compliance** → **First Advantage**."}, {"id": "mai-20260917-1752-baseline|c162-s4|alibaba-small|Checkr", "prompt": "c162-s4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for Integration**: **Checkr**. If you already use software like Gusto, BambooHR, or Greenhouse, Checkr integrates natively"}, {"id": "mai-20260917-1752-baseline|c162-s4|alibaba-small|GoodHire", "prompt": "c162-s4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recommendation**: Start with **GoodHire** for its balance of low cost, transparency, and ease of use."}, {"id": "mai-20260917-1752-baseline|c162-s4|alibaba-small|Certn", "prompt": "c162-s4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest Price**: **Certn**. ... their ~$14 starting point is hard to beat, but verify their support quality"}, {"id": "mai-20260917-1752-baseline|c162-s4|alibaba-small|Bchex SmallBiz", "prompt": "c162-s4", "model": "alibaba-small", "cat": "background-screening", "variant": "budget", "raw": "Bchex SmallBiz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Occasional, one-off hires | Simple self-serve platform for very small teams."}, {"id": "mai-20260917-1752-baseline|c162-s4|anthropic-small|GoodHire", "prompt": "c162-s4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoodHire offers affordable background checks for small businesses starting at $29.99"}, {"id": "mai-20260917-1752-baseline|c162-s4|anthropic-small|First Advantages", "prompt": "c162-s4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "First Advantages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Packages start at $29.99 per report, with pay-as-you-go pricing and no charge for account setup"}, {"id": "mai-20260917-1752-baseline|c162-s4|anthropic-small|Verified Credentials", "prompt": "c162-s4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "Verified Credentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budgets, Verified Credentials at $19.95 and First Advantage or GoodHire at $29.99 are your most cost-effective entry points"}, {"id": "mai-20260917-1752-baseline|c162-s4|anthropic-small|HireRight", "prompt": "c162-s4", "model": "anthropic-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "operates a self-service background check solution for small and medium-sized businesses looking for a more affordable option"}, {"id": "mai-20260917-1752-baseline|c162-s4|challenger-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the clearest budget-first choice because it is described as the most affordable pay-as-you-go option"}, {"id": "mai-20260917-1752-baseline|c162-s4|challenger-small|GoodHire", "prompt": "c162-s4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoodHire** is often the safest default for a small business on a budget"}, {"id": "mai-20260917-1752-baseline|c162-s4|challenger-small|Certn", "prompt": "c162-s4", "model": "challenger-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest published per-check entry price:** **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|Certn", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Certn — Best overall for tight budgets"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best no-commitment budget option"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|Backgrounds Online", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Backgrounds Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "National criminal checks at $19.95, no setup fees or contracts — a very low entry point."}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|GoodHire", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GoodHire — Best easy-to-use choice"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|Checkr", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Checkr — Most popular/reputable"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|BeenVerified", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid consumer \"people search\" sites (BeenVerified, Spokeo, Instant Checkmate) for employment decisions"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|Spokeo", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid consumer \"people search\" sites (BeenVerified, Spokeo, Instant Checkmate) for employment decisions"}, {"id": "mai-20260917-1752-baseline|c162-s4|deepseek-small|Instant Checkmate", "prompt": "c162-s4", "model": "deepseek-small", "cat": "background-screening", "variant": "budget", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid consumer \"people search\" sites (BeenVerified, Spokeo, Instant Checkmate) for employment decisions"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|BeenVerified", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Popular consumer search sites (such as BeenVerified, TruthFinder, or Spokeo) are **not** FCRA-compliant"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|TruthFinder", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "are **not** FCRA-compliant and using them to make employment decisions is highly illegal"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|Spokeo", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are **not** FCRA-compliant and using them to make employment decisions is highly illegal"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|ShareAble for Hires", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "ShareAble for Hires", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TransUnion\\u2019s popular **ShareAble for Hires** ... has been sunset"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|SentryLink", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "SentryLink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "SentryLink (Cheapest Overall) ... widely known as one of the most cost-effective direct criminal background check services"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|Checkr", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Checkr (Best for Modern Tech & Integrations)"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|GoodHire", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GoodHire (Best for Customer Service & Standalone Use)"}, {"id": "mai-20260917-1752-baseline|c162-s4|google-small|Certn", "prompt": "c162-s4", "model": "google-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Certn (Best Self-Service Alternative)"}, {"id": "mai-20260917-1752-baseline|c162-s4|meta-small|Checkr", "prompt": "c162-s4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best background check provider for a small company with a tight budget is Checkr, BackgroundChecks.com, or Bchex SmallBiz."}, {"id": "mai-20260917-1752-baseline|c162-s4|meta-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best background check provider for a small company with a tight budget is Checkr, BackgroundChecks.com, or Bchex SmallBiz."}, {"id": "mai-20260917-1752-baseline|c162-s4|meta-small|Bchex SmallBiz", "prompt": "c162-s4", "model": "meta-small", "cat": "background-screening", "variant": "budget", "raw": "Bchex SmallBiz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Bchex SmallBiz is specifically designed for small businesses with under 50 employees."}, {"id": "mai-20260917-1752-baseline|c162-s4|minimax-small|GoodHire", "prompt": "c162-s4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with GoodHire** (or Certn if you can live with a slightly narrower search)."}, {"id": "mai-20260917-1752-baseline|c162-s4|minimax-small|Checkr", "prompt": "c162-s4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies that already use an ATS (e.g., Greenhouse, Lever) and want seamless integration"}, {"id": "mai-20260917-1752-baseline|c162-s4|minimax-small|Certn", "prompt": "c162-s4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Certn if you can live with a slightly narrower search"}, {"id": "mai-20260917-1752-baseline|c162-s4|minimax-small|HireRight", "prompt": "c162-s4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Businesses that anticipate growing beyond basic criminal checks soon"}, {"id": "mai-20260917-1752-baseline|c162-s4|minimax-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "minimax-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A la carte menu lets you buy only the searches you need, no bundled packages"}, {"id": "mai-20260917-1752-baseline|c162-s4|mistral-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is often recommended as the most affordable option for small businesses that need simple screening without long-term commitments."}, {"id": "mai-20260917-1752-baseline|c162-s4|mistral-small|Certn", "prompt": "c162-s4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the absolute lowest cost, start with Certn."}, {"id": "mai-20260917-1752-baseline|c162-s4|mistral-small|Checkr", "prompt": "c162-s4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BackgroundChecks.com and Checkr are top choices"}, {"id": "mai-20260917-1752-baseline|c162-s4|mistral-small|GoodHire", "prompt": "c162-s4", "model": "mistral-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another good option for small businesses, offering customizable packages and transparent pricing."}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|Certn", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets: **Certn** or **BackgroundChecks.com**"}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets: **Certn** or **BackgroundChecks.com**"}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|GoodHire", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For best value with room to grow: **GoodHire** at $29.99/report"}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|Checkr", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Checkr** – Best for Growing Small Businesses"}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|HireRight", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-focused providers like HireRight, Sterling, and Accurate"}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|Sterling", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Sterling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-focused providers like HireRight, Sterling, and Accurate"}, {"id": "mai-20260917-1752-baseline|c162-s4|moonshot-small|Accurate", "prompt": "c162-s4", "model": "moonshot-small", "cat": "background-screening", "variant": "budget", "raw": "Accurate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-focused providers like HireRight, Sterling, and Accurate"}, {"id": "mai-20260917-1752-baseline|c162-s4|openai-small|GoodHire", "prompt": "c162-s4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **GoodHire** if you want a balance of affordability, usability, and support"}, {"id": "mai-20260917-1752-baseline|c162-s4|openai-small|Checkr Basic", "prompt": "c162-s4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Checkr Basic** is also competitive at **$29.99 per report** and offers pay-as-you-go pricing"}, {"id": "mai-20260917-1752-baseline|c162-s4|openai-small|ADP", "prompt": "c162-s4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not my first choice for a tight budget:** larger enterprise-focused providers like ADP or HireRight, which often trend more expensive"}, {"id": "mai-20260917-1752-baseline|c162-s4|openai-small|HireRight", "prompt": "c162-s4", "model": "openai-small", "cat": "background-screening", "variant": "budget", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "larger enterprise-focused providers like ADP or HireRight, which often trend more expensive or require custom quotes"}, {"id": "mai-20260917-1752-baseline|c162-s4|xai-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Try **BackgroundChecks.com** first for straightforward US small biz use—it's repeatedly called the \"best budget/no-commitment\" option."}, {"id": "mai-20260917-1752-baseline|c162-s4|xai-small|Certn", "prompt": "c162-s4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BackgroundChecks.com or Certn stand out as the top affordable, FCRA-compliant options"}, {"id": "mai-20260917-1752-baseline|c162-s4|xai-small|GoodHire", "prompt": "c162-s4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Close Runners-Up (Slightly Higher but Reliable): **GoodHire** (~$29.99 basic): Excellent compliance/accuracy"}, {"id": "mai-20260917-1752-baseline|c162-s4|xai-small|Checkr", "prompt": "c162-s4", "model": "xai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Checkr** (~$29.99 basic): Fast, scalable for growth. No setup fees, but more geared toward volume."}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|Certn", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Certn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lowest upfront cost | **Certn**"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|Verified Credentials", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Verified Credentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value Package Deal"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|BackgroundChecks.com", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pay-As-You-Go"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|GoodHire", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Teams"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|GCheck", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "GCheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No Minimums, No Setup Fees"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|Checkr", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best overall, self-serve platform"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|ShareAble for Hires", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "ShareAble for Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider providers like **ShareAble for Hires** (TransUnion-owned)"}, {"id": "mai-20260917-1752-baseline|c162-s4|zai-small|Trusted Employees", "prompt": "c162-s4", "model": "zai-small", "cat": "background-screening", "variant": "budget", "raw": "Trusted Employees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or **Trusted Employees**"}, {"id": "mai-20260917-1752-baseline|c162-s5|alibaba-small|HireRight", "prompt": "c162-s5", "model": "alibaba-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large national providers (like HireRight or Sterling) are often designed for banks and huge enterprises. Their support lines for small businesses can be unresponsive."}, {"id": "mai-20260917-1752-baseline|c162-s5|alibaba-small|Sterling", "prompt": "c162-s5", "model": "alibaba-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large national providers (like HireRight or Sterling) are often designed for banks and huge enterprises. Their support lines for small businesses can be unresponsive."}, {"id": "mai-20260917-1752-baseline|c162-s5|deepseek-small|Checkr", "prompt": "c162-s5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB-friendly providers to include in your evaluation would be **Checkr, GoodHire, Sterling, HireRight, and Accurate Background**"}, {"id": "mai-20260917-1752-baseline|c162-s5|deepseek-small|GoodHire", "prompt": "c162-s5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SMB-friendly providers to include in your evaluation would be **Checkr, GoodHire, Sterling, HireRight, and Accurate Background**"}, {"id": "mai-20260917-1752-baseline|c162-s5|deepseek-small|Sterling", "prompt": "c162-s5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SMB-friendly providers to include in your evaluation would be **Checkr, GoodHire, Sterling, HireRight, and Accurate Background**"}, {"id": "mai-20260917-1752-baseline|c162-s5|deepseek-small|HireRight", "prompt": "c162-s5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular SMB-friendly providers to include in your evaluation would be **Checkr, GoodHire, Sterling, HireRight, and Accurate Background**"}, {"id": "mai-20260917-1752-baseline|c162-s5|deepseek-small|Accurate Background", "prompt": "c162-s5", "model": "deepseek-small", "cat": "background-screening", "variant": "scale", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "but the evaluation framework above should guide your decision regardless of brand"}, {"id": "mai-20260917-1752-baseline|c162-s5|google-small|Checkr", "prompt": "c162-s5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular platforms that cater well to companies of your size include **Checkr, Certn, and Sterling Now**"}, {"id": "mai-20260917-1752-baseline|c162-s5|google-small|Certn", "prompt": "c162-s5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular platforms that cater well to companies of your size include **Checkr, Certn, and Sterling Now**"}, {"id": "mai-20260917-1752-baseline|c162-s5|google-small|Sterling Now", "prompt": "c162-s5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Checkr, Certn, and Sterling Now** (Sterling's small-business division)"}, {"id": "mai-20260917-1752-baseline|c162-s5|google-small|Rippling", "prompt": "c162-s5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many modern HRIS platforms (like Rippling or Gusto) also have built-in background check integrations"}, {"id": "mai-20260917-1752-baseline|c162-s5|google-small|Gusto", "prompt": "c162-s5", "model": "google-small", "cat": "background-screening", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many modern HRIS platforms (like Rippling or Gusto) also have built-in background check integrations"}, {"id": "mai-20260917-1752-baseline|c162-s5|minimax-small|Checkr", "prompt": "c162-s5", "model": "minimax-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Get demos from 2-3 providers (like Checkr, GoodHire, or Sterling)"}, {"id": "mai-20260917-1752-baseline|c162-s5|minimax-small|GoodHire", "prompt": "c162-s5", "model": "minimax-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Get demos from 2-3 providers (like Checkr, GoodHire, or Sterling)"}, {"id": "mai-20260917-1752-baseline|c162-s5|minimax-small|Sterling", "prompt": "c162-s5", "model": "minimax-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Get demos from 2-3 providers (like Checkr, GoodHire, or Sterling)"}, {"id": "mai-20260917-1752-baseline|c162-s5|mistral-small|Checkr", "prompt": "c162-s5", "model": "mistral-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 providers** (e.g., Checkr, Sterling, HireRight, GoodHire, Accurate Background)"}, {"id": "mai-20260917-1752-baseline|c162-s5|mistral-small|Sterling", "prompt": "c162-s5", "model": "mistral-small", "cat": "background-screening", "variant": "scale", "raw": "Sterling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 providers** (e.g., Checkr, Sterling, HireRight, GoodHire, Accurate Background)"}, {"id": "mai-20260917-1752-baseline|c162-s5|mistral-small|HireRight", "prompt": "c162-s5", "model": "mistral-small", "cat": "background-screening", "variant": "scale", "raw": "HireRight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 providers** (e.g., Checkr, Sterling, HireRight, GoodHire, Accurate Background)"}, {"id": "mai-20260917-1752-baseline|c162-s5|mistral-small|GoodHire", "prompt": "c162-s5", "model": "mistral-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 providers** (e.g., Checkr, Sterling, HireRight, GoodHire, Accurate Background)"}, {"id": "mai-20260917-1752-baseline|c162-s5|mistral-small|Accurate Background", "prompt": "c162-s5", "model": "mistral-small", "cat": "background-screening", "variant": "scale", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 providers** (e.g., Checkr, Sterling, HireRight, GoodHire, Accurate Background)"}, {"id": "mai-20260917-1752-baseline|c162-s5|moonshot-small|Checkr", "prompt": "c162-s5", "model": "moonshot-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Checkr** or **GoodHire** (both ~$29.99/check, strong SMB focus)"}, {"id": "mai-20260917-1752-baseline|c162-s5|moonshot-small|GoodHire", "prompt": "c162-s5", "model": "moonshot-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Checkr** or **GoodHire** (both ~$29.99/check, strong SMB focus)"}, {"id": "mai-20260917-1752-baseline|c162-s5|moonshot-small|backgroundchecks.com", "prompt": "c162-s5", "model": "moonshot-small", "cat": "background-screening", "variant": "scale", "raw": "backgroundchecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**backgroundchecks.com** (budget-friendly, pay-as-you-go, no minimums)"}, {"id": "mai-20260917-1752-baseline|c162-s5|moonshot-small|Certn", "prompt": "c162-s5", "model": "moonshot-small", "cat": "background-screening", "variant": "scale", "raw": "Certn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Certn** (lowest entry price at ~$13.99, global coverage)"}, {"id": "mai-20260917-1752-baseline|c162-s5|xai-small|Checkr", "prompt": "c162-s5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Good SMB options include Checkr, GoodHire, Accurate Background, Infomart (test demos)."}, {"id": "mai-20260917-1752-baseline|c162-s5|xai-small|GoodHire", "prompt": "c162-s5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "GoodHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good SMB options include Checkr, GoodHire, Accurate Background, Infomart (test demos)."}, {"id": "mai-20260917-1752-baseline|c162-s5|xai-small|Accurate Background", "prompt": "c162-s5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Accurate Background", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good SMB options include Checkr, GoodHire, Accurate Background, Infomart (test demos)."}, {"id": "mai-20260917-1752-baseline|c162-s5|xai-small|Infomart", "prompt": "c162-s5", "model": "xai-small", "cat": "background-screening", "variant": "scale", "raw": "Infomart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good SMB options include Checkr, GoodHire, Accurate Background, Infomart (test demos)."}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|HireRight", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trustpilot reviews highlight extremely poor customer service, unhelpful staff, and difficult-to-reach representatives"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|Accurate Background", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple complaints about extreme delays (some taking months)"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|BackgroundChecks.com", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BBB reviews describe the workflow as unnecessarily convoluted"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|ClearChecks", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "ClearChecks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BBB reviews cite terrible customer service skills and slow turnaround times"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|Sterling / First Advantage", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling / First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users report prolonged verification delays lasting weeks or even months"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|Instant Checkmate", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Red Flags & Scam Patterns to Avoid ... FTC-Actioned Companies: Instant Checkmate & TruthFinder"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|TruthFinder", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "FTC-Actioned Companies: Instant Checkmate & TruthFinder"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|GoodHire", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider well-established industry leaders that generally receive better feedback, such as GoodHire"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|Checked.com", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Checked.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as GoodHire, Checked.com, or Checkster"}, {"id": "mai-20260917-1752-baseline|c162-s6|alibaba-small|Checkster", "prompt": "c162-s6", "model": "alibaba-small", "cat": "background-screening", "variant": "negative", "raw": "Checkster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "such as GoodHire, Checked.com, or Checkster"}, {"id": "mai-20260917-1752-baseline|c162-s6|anthropic-small|ADP Screening and Selection Services", "prompt": "c162-s6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "ADP Screening and Selection Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ADP Screening and Selection Services has settled lawsuits alleging it incorrectly reported job candidates as convicted murderers"}, {"id": "mai-20260917-1752-baseline|c162-s6|anthropic-small|Sterling Infosystems", "prompt": "c162-s6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling Infosystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sterling Infosystems was sued for falsely reporting to a prospective employer that a job candidate had a criminal history"}, {"id": "mai-20260917-1752-baseline|c162-s6|anthropic-small|HireRight Solutions", "prompt": "c162-s6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HireRight Solutions faced a class action lawsuit alleging FCRA violations"}, {"id": "mai-20260917-1752-baseline|c162-s6|anthropic-small|First Advantage Background Services", "prompt": "c162-s6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage Background Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "faced allegations that it failed to ensure accuracy of consumer reports"}, {"id": "mai-20260917-1752-baseline|c162-s6|anthropic-small|National Public Data", "prompt": "c162-s6", "model": "anthropic-small", "cat": "background-screening", "variant": "negative", "raw": "National Public Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "faced class-action lawsuits in August 2024 claiming the company permitted hackers to steal sensitive private information"}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|Instant Checkmate", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Never use these for hiring decisions."}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|BeenVerified", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Never use these for hiring decisions."}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|TruthFinder", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Never use these for hiring decisions."}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|HireRight", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid companies with major unresolved FTC actions (like HireRight)"}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|Certn", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Certn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "those with systemic customer support failures (like Certn and Accurate)"}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|Accurate Background", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Verdict: Avoid for small businesses; look for nimble alternatives with US-based reps."}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|GoodHire", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Better, safer alternatives for small businesses... (e.g., GoodHire, Checkr, Sterling (for smaller tiers)"}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|Checkr", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Better, safer alternatives for small businesses... (e.g., GoodHire, Checkr, Sterling (for smaller tiers)"}, {"id": "mai-20260917-1752-baseline|c162-s6|deepseek-small|Sterling", "prompt": "c162-s6", "model": "deepseek-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sterling (for smaller tiers)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|TruthFinder", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer \"People Search\" Sites (Avoid Completely)... NOT compliant with the Fair Credit Reporting Act (FCRA) for employment purposes."}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|Instant Checkmate", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the FTC issued a $5.8 million penalty against TruthFinder and Instant Checkmate for violating the FCRA"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|BeenVerified", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "BeenVerified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Consumer \"People Search\" Sites (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|Spokeo", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Spokeo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Consumer \"People Search\" Sites (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|Intelius", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Intelius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Consumer \"People Search\" Sites (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|PeopleLooker", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "PeopleLooker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Consumer \"People Search\" Sites (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|HireRight", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-Scale Screening Giants (Be Cautious of \"Fit\" and Customer Service)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|Sterling Talent Solutions", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling Talent Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise-Scale Screening Giants (Be Cautious of \"Fit\" and Customer Service)"}, {"id": "mai-20260917-1752-baseline|c162-s6|google-small|First Advantage", "prompt": "c162-s6", "model": "google-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise-Scale Screening Giants (Be Cautious of \"Fit\" and Customer Service)"}, {"id": "mai-20260917-1752-baseline|c162-s6|mistral-small|Sterling", "prompt": "c162-s6", "model": "mistral-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Sterling** is frequently mentioned as a provider to avoid due to poor service and customer experiences."}, {"id": "mai-20260917-1752-baseline|c162-s6|moonshot-small|Checkr", "prompt": "c162-s6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with: High-volume, tech-first platforms with significant complaint histories (like Checkr)"}, {"id": "mai-20260917-1752-baseline|c162-s6|moonshot-small|General Information Services (GIS) / e-Background-checks.com", "prompt": "c162-s6", "model": "moonshot-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS) / e-Background-checks.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the CFPB took enforcement action against these companies for \"serious inaccuracies\" in employment screening reports"}, {"id": "mai-20260917-1752-baseline|c162-s6|openai-small|TruthFinder", "prompt": "c162-s6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "TruthFinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the FTC said they deceived users about whether reports showed criminal records and violated the FCRA"}, {"id": "mai-20260917-1752-baseline|c162-s6|openai-small|Instant Checkmate", "prompt": "c162-s6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "Instant Checkmate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the FTC said they deceived users about whether reports showed criminal records and violated the FCRA"}, {"id": "mai-20260917-1752-baseline|c162-s6|openai-small|RealPage", "prompt": "c162-s6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "RealPage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the FTC alleged its tenant screening system produced inaccurate criminal-history matches"}, {"id": "mai-20260917-1752-baseline|c162-s6|openai-small|AppFolio / rental-screening operations", "prompt": "c162-s6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "AppFolio / rental-screening operations", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "allegations around background screening accuracy and public-record handling, including issues like duplicate eviction entries"}, {"id": "mai-20260917-1752-baseline|c162-s6|openai-small|RentGrow", "prompt": "c162-s6", "model": "openai-small", "cat": "background-screening", "variant": "negative", "raw": "RentGrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "the FTC said it settled allegations that the company failed to use reasonable procedures to ensure accuracy"}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|Sterling (now part of First Advantage)", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Sterling (now part of First Advantage)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers to **Avoid or Approach with Extreme Caution**: **Sterling (now part of First Advantage)**: Frequently called \"the worst\"..."}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|HireRight", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "History of major FCRA violations... Risky for small businesses due to accuracy/compliance pitfalls."}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|Accurate Background", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Accurate Background", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overwhelmingly negative candidate feedback on Trustpilot (1.4/5 from 70+ reviews)"}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|Cisive", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Cisive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Labeled \"WORST\" on Trustpilot (1.6/5); complaints about incompetence, extreme slowness"}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|GoodHire", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "GoodHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize SMB-Focused Providers**: GoodHire, Checkr, BackgroundChecks.com, or Bchex often rank high for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|Checkr", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Checkr: transparent pay-as-you-go, fast self-serve, 4.5/5 on G2/Capterra"}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|BackgroundChecks.com", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "BackgroundChecks.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "GoodHire, Checkr, BackgroundChecks.com, or Bchex often rank high for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s6|xai-small|Bchex", "prompt": "c162-s6", "model": "xai-small", "cat": "background-screening", "variant": "negative", "raw": "Bchex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GoodHire, Checkr, BackgroundChecks.com, or Bchex often rank high for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|First Advantage (formerly Sterling Infosystems)", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "First Advantage (formerly Sterling Infosystems)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The company faces hundreds of complaints regarding **extremely slow turnaround times** ... and **poor customer service**"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|HireRight", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "HireRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This global giant has been the subject of multiple **class-action lawsuits** alleging FCRA violations."}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|Appfolio", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Appfolio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "They have faced class-action lawsuits alleging that their background reports contained **inaccurate information**"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|CoreLogic", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "CoreLogic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "massive class-action lawsuit alleging that their background checks falsely identified millions of job seekers as criminals"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|National Background Data", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "National Background Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "massive class-action lawsuit alleging that their background checks falsely identified millions of job seekers as criminals"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|General Information Services (GIS)", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "General Information Services (GIS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The Consumer Financial Protection Bureau (CFPB) took action against them for serious inaccuracies."}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|e-Background-checks.com", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "e-Background-checks.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "ordered to pay **$13 million** in penalties and consumer relief for failing to ensure the accuracy of their background reports"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|Checkr", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Checkr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Companies like **Checkr** or **Trusted Employees** are frequently recommended for small businesses"}, {"id": "mai-20260917-1752-baseline|c162-s6|zai-small|Trusted Employees", "prompt": "c162-s6", "model": "zai-small", "cat": "background-screening", "variant": "negative", "raw": "Trusted Employees", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Companies like **Checkr** or **Trusted Employees** are frequently recommended for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-l1|alibaba-small|Jobvite (by Dirt)", "prompt": "c163-l1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite (by Dirt)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jobvite is arguably the gold standard for dedicated recruitment marketing."}, {"id": "mai-20260917-1752-baseline|c163-l1|alibaba-small|SmartRecruiters", "prompt": "c163-l1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Jobvite** or **SmartRecruiters**"}, {"id": "mai-20260917-1752-baseline|c163-l1|alibaba-small|Junction", "prompt": "c163-l1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Junction", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Employer Branding & Funnels** (You have an ATS, but it doesn't market well) | **Junction**"}, {"id": "mai-20260917-1752-baseline|c163-l1|alibaba-small|CareerArc (iCIMS)", "prompt": "c163-l1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "CareerArc (iCIMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CareerArc has become a powerhouse for \"Career Site Builders.\""}, {"id": "mai-20260917-1752-baseline|c163-l1|alibaba-small|SeekOut", "prompt": "c163-l1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Niche Technical Hiring** ... | **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c163-l1|anthropic-small|MokaHR", "prompt": "c163-l1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "MokaHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MokaHR and Phenom** stand out as leading solutions for enterprise-level needs."}, {"id": "mai-20260917-1752-baseline|c163-l1|anthropic-small|Phenom", "prompt": "c163-l1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MokaHR and Phenom** stand out as leading solutions for enterprise-level needs."}, {"id": "mai-20260917-1752-baseline|c163-l1|anthropic-small|Avature", "prompt": "c163-l1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avature** is specifically recommended for enterprise-level AI-powered recruitment marketing."}, {"id": "mai-20260917-1752-baseline|c163-l1|anthropic-small|Beamery", "prompt": "c163-l1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Beamery** is another strong enterprise option."}, {"id": "mai-20260917-1752-baseline|c163-l1|anthropic-small|SmartDreamers", "prompt": "c163-l1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmartDreamers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SmartDreamers** specifically targets enterprise B2B needs."}, {"id": "mai-20260917-1752-baseline|c163-l1|anthropic-small|Symphony Talent", "prompt": "c163-l1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**campaign management and employer branding** (Symphony Talent)"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Phenom", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Phenom** is the strongest overall choice"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Beamery", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **building long-term talent pipelines and CRM-driven nurturing**"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Symphony Talent", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **employer branding and content-led recruitment marketing**"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Greenhouse", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a more **ATS-centric enterprise workflow**"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Joveo", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **high-volume, multi-channel hiring optimization** and analytics"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Bullhorn", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2's enterprise-focused roundup also lists **Bullhorn, Handshake for Employers, and Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c163-l1|challenger-small|Handshake for Employers", "prompt": "c163-l1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Handshake for Employers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also lists **Bullhorn, Handshake for Employers, and Greenhouse** as top enterprise recruitment marketing platforms"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Greenhouse", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** is the safest, most widely recommended choice."}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Bullhorn", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bullhorn** — *Best for high-volume & staffing-heavy operations*"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Handshake for Employers", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for campus/early-career talent*"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Phenom", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The dominant player for enterprise- and global-scale talent experience, personalization, career sites"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Beamery", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "sophisticated AI personalization: **Phenom** or **Beamery**"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Avature", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly configurable CRM + ATS, best for complex, global enterprise structures"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Joveo", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best-in-class programmatic job advertising and media spend optimization"}, {"id": "mai-20260917-1752-baseline|c163-l1|deepseek-small|Sense", "prompt": "c163-l1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top-tier candidate engagement and nurture automation"}, {"id": "mai-20260917-1752-baseline|c163-l1|google-small|Beamery", "prompt": "c163-l1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Beamery is the enterprise gold standard"}, {"id": "mai-20260917-1752-baseline|c163-l1|google-small|Phenom", "prompt": "c163-l1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Employer Branding & AI-Personalized Career Sites"}, {"id": "mai-20260917-1752-baseline|c163-l1|google-small|Gem", "prompt": "c163-l1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Velocity Tech & Sales Sourcing"}, {"id": "mai-20260917-1752-baseline|c163-l1|google-small|Eightfold.ai", "prompt": "c163-l1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Skills-Based Hiring & Talent Intelligence"}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|Joveo", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joveo - Best for teams managing high-volume, multi-channel hiring, with end-to-end recruitment marketing and AI-driven optimization."}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|Phenom", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phenom - Best for enterprises focused on personalized candidate experiences, with AI-powered career sites"}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|Bullhorn", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emerged as the overall best recruitment marketing platforms for enterprise, according to G2."}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|Handshake for Employers", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emerged as the overall best recruitment marketing platforms for enterprise, according to G2."}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|Greenhouse", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Emerged as the overall best recruitment marketing platforms for enterprise, according to G2."}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|MokaHR", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "MokaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers AI-powered recruitment marketing and talent acquisition suite, suitable for enterprises and global companies."}, {"id": "mai-20260917-1752-baseline|c163-l1|meta-small|Avature", "prompt": "c163-l1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Provides a highly configurable, all-in-one enterprise talent platform, ideal for large global enterprises."}, {"id": "mai-20260917-1752-baseline|c163-l1|minimax-small|Greenhouse", "prompt": "c163-l1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse and Bullhorn appear to be the most frequently recommended for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c163-l1|minimax-small|Bullhorn", "prompt": "c163-l1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Greenhouse and Bullhorn appear to be the most frequently recommended for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c163-l1|minimax-small|Phenom", "prompt": "c163-l1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises focused on candidate journey optimization"}, {"id": "mai-20260917-1752-baseline|c163-l1|minimax-small|Joveo", "prompt": "c163-l1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for high-volume, multi-channel hiring"}, {"id": "mai-20260917-1752-baseline|c163-l1|minimax-small|Handshake for Employers", "prompt": "c163-l1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Particularly strong for recruiting entry-level talent"}, {"id": "mai-20260917-1752-baseline|c163-l1|mistral-small|Phenom", "prompt": "c163-l1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Phenom** and **Bullhorn** are frequently cited as the best options"}, {"id": "mai-20260917-1752-baseline|c163-l1|mistral-small|Bullhorn", "prompt": "c163-l1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Phenom** and **Bullhorn** are frequently cited as the best options"}, {"id": "mai-20260917-1752-baseline|c163-l1|mistral-small|Greenhouse", "prompt": "c163-l1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another leading platform for enterprise recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c163-l1|mistral-small|Joveo", "prompt": "c163-l1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for teams managing high-volume, multi-channel hiring"}, {"id": "mai-20260917-1752-baseline|c163-l1|moonshot-small|Phenom", "prompt": "c163-l1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Phenom** or **SmashFly**"}, {"id": "mai-20260917-1752-baseline|c163-l1|moonshot-small|SmashFly (Symphony Talent)", "prompt": "c163-l1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmashFly (Symphony Talent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Phenom** or **SmashFly**"}, {"id": "mai-20260917-1752-baseline|c163-l1|moonshot-small|iCIMS Talent Cloud", "prompt": "c163-l1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iCIMS Talent Cloud** — Best for End-to-End TA Suite"}, {"id": "mai-20260917-1752-baseline|c163-l1|moonshot-small|Greenhouse", "prompt": "c163-l1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Greenhouse** — Top-Rated for Enterprise Teams"}, {"id": "mai-20260917-1752-baseline|c163-l1|moonshot-small|Beamery", "prompt": "c163-l1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Beamery** — Best for Global Talent Lifecycle CRM"}, {"id": "mai-20260917-1752-baseline|c163-l1|openai-small|Phenom", "prompt": "c163-l1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Phenom**"}, {"id": "mai-20260917-1752-baseline|c163-l1|openai-small|Beamery", "prompt": "c163-l1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Beamery** is often the better fit"}, {"id": "mai-20260917-1752-baseline|c163-l1|openai-small|Handshake for Employers", "prompt": "c163-l1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your hiring is heavy on **early-career / university talent**"}, {"id": "mai-20260917-1752-baseline|c163-l1|openai-small|Bullhorn", "prompt": "c163-l1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want more of a **recruiting workflow / ATS-led** approach"}, {"id": "mai-20260917-1752-baseline|c163-l1|openai-small|Greenhouse", "prompt": "c163-l1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you want more of a **recruiting workflow / ATS-led** approach"}, {"id": "mai-20260917-1752-baseline|c163-l1|openai-small|Appcast", "prompt": "c163-l1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if your main pain point is **job advertising performance and spend optimization**"}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Greenhouse", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** (G2 Leader for Enterprises, 4.4/5 from 3,800+ reviews)"}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Phenom", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-powered career sites, personalized candidate journeys, content optimization, and multi-channel campaigns."}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Bullhorn", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G2 #1 for enterprise recruitment marketing, 4.2/5"}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Beamery", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-driven CRM for lifecycle marketing, skills intelligence, and internal mobility"}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Radancy", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise branding/media distribution (Built In top pick)."}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Joveo/Appcast", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo/Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Programmatic job ads for high-volume (AI optimization)."}, {"id": "mai-20260917-1752-baseline|c163-l1|xai-small|Eightfold AI", "prompt": "c163-l1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Skills-based intelligence (good B2B tech fit)."}, {"id": "mai-20260917-1752-baseline|c163-l1|zai-small|Phenom", "prompt": "c163-l1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Phenom ... Phenom is the market leader"}, {"id": "mai-20260917-1752-baseline|c163-l1|zai-small|Joveo", "prompt": "c163-l1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Ad Optimization: Joveo ... Joveo is the definitive enterprise solution."}, {"id": "mai-20260917-1752-baseline|c163-l1|zai-small|Greenhouse", "prompt": "c163-l1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Branding & Structure: Greenhouse ... is the industry standard for tech and B2B enterprises."}, {"id": "mai-20260917-1752-baseline|c163-l1|zai-small|Bullhorn", "prompt": "c163-l1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Staffing Agencies: Bullhorn ... is the undisputed market leader."}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|Phenom People", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Phenom** is often considered the benchmark for large-scale organizations"}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|iCIMS Talent Cloud", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iCIMS** is a strong contender"}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|Symphony Talent / TalentBrew", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent / TalentBrew", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Symphony Talent** if your recruiting team operates more like a marketing department."}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|Workday", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "sticking with your core HCM vendor's native tool (e.g., Workday Recruiting) reduces IT overhead"}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|SAP SuccessFactors", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use a major ATS like Workday, SAP SuccessFactors, or Oracle HCM, check if they offer a native, high-quality career site builder."}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|Oracle HCM", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check if they offer a native, high-quality career site builder"}, {"id": "mai-20260917-1752-baseline|c163-l2|alibaba-small|Ongig", "prompt": "c163-l2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like Phenom and Ongig lead here."}, {"id": "mai-20260917-1752-baseline|c163-l2|anthropic-small|Phenom", "prompt": "c163-l2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises seeking cutting-edge AI personalization, Phenom is a top contender."}, {"id": "mai-20260917-1752-baseline|c163-l2|anthropic-small|iCIMS", "prompt": "c163-l2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want your career site wired into one applicant tracking system (ATS) and CRM with no integration seams, iCIMS or SmartRecruiters lead."}, {"id": "mai-20260917-1752-baseline|c163-l2|anthropic-small|SmartRecruiters", "prompt": "c163-l2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iCIMS or SmartRecruiters lead"}, {"id": "mai-20260917-1752-baseline|c163-l2|anthropic-small|Symphony Talent", "prompt": "c163-l2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If employer-brand storytelling and creative matter most, Symphony Talent."}, {"id": "mai-20260917-1752-baseline|c163-l2|anthropic-small|Ongig", "prompt": "c163-l2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Multi-ATS environment**: Consider Ongig, which is built for enterprise teams who've outgrown their ATS career pages"}, {"id": "mai-20260917-1752-baseline|c163-l2|challenger-small|Phenom", "prompt": "c163-l2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Phenom** if you want the strongest enterprise-grade candidate personalization"}, {"id": "mai-20260917-1752-baseline|c163-l2|challenger-small|iCIMS", "prompt": "c163-l2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want the career site tightly unified with your **ATS/CRM**"}, {"id": "mai-20260917-1752-baseline|c163-l2|challenger-small|SmartRecruiters", "prompt": "c163-l2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want the career site tightly unified with your **ATS/CRM**"}, {"id": "mai-20260917-1752-baseline|c163-l2|challenger-small|Symphony Talent", "prompt": "c163-l2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stronger for **employer-brand storytelling**"}, {"id": "mai-20260917-1752-baseline|c163-l2|challenger-small|Ongig", "prompt": "c163-l2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong choice if your top priorities are **conversion and compliance/accessibility**"}, {"id": "mai-20260917-1752-baseline|c163-l2|challenger-small|Avature", "prompt": "c163-l2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth considering if you need **multi-brand, multi-language, or highly customized** career site setups"}, {"id": "mai-20260917-1752-baseline|c163-l2|deepseek-small|Phenom", "prompt": "c163-l2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Phenom** as the top choice"}, {"id": "mai-20260917-1752-baseline|c163-l2|deepseek-small|iCIMS", "prompt": "c163-l2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iCIMS \\u2014 Best for ATS-Unified Career Site ... is an excellent enterprise choice"}, {"id": "mai-20260917-1752-baseline|c163-l2|deepseek-small|SmartRecruiters", "prompt": "c163-l2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iCIMS** or **SmartRecruiters** may be better fits depending on your existing HR tech stack"}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|WordPress", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a generic website builder (like WordPress, Webflow, or Squarespace) is highly discouraged"}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|Webflow", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "a generic website builder (like WordPress, Webflow, or Squarespace) is highly discouraged"}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|Squarespace", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Squarespace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "a generic website builder (like WordPress, Webflow, or Squarespace) is highly discouraged"}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|Phenom (Talent Experience Management Platform)", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom (Talent Experience Management Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your priority is **AI-driven personalization, chatbot engagement, and internal talent mobility**, go with **Phenom**."}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|Radancy (formerly TMP Worldwide)", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Radancy (formerly TMP Worldwide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a **complex, global, multi-brand enterprise... go with **Radancy**."}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|iCIMS Candidate Experience (formerly Attrax)", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS Candidate Experience (formerly Attrax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want **industry-leading SEO and a deeply robust corporate HRIS ecosystem**, go with **iCIMS**."}, {"id": "mai-20260917-1752-baseline|c163-l2|google-small|Happydance", "prompt": "c163-l2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Happydance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are primarily trying to **improve candidate conversion rates over a Workday deployment**, look at **Happydance**."}, {"id": "mai-20260917-1752-baseline|c163-l2|meta-small|Phenom", "prompt": "c163-l2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best career site builder for a large B2B company ... would be Phenom, Symphony Talent, or iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-l2|meta-small|Symphony Talent", "prompt": "c163-l2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Symphony Talent excels at merging a powerful career site with CRM and campaign management"}, {"id": "mai-20260917-1752-baseline|c163-l2|meta-small|iCIMS", "prompt": "c163-l2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "iCIMS provides a single, unified platform for the entire talent lifecycle, from career site to onboarding."}, {"id": "mai-20260917-1752-baseline|c163-l2|minimax-small|Phenom", "prompt": "c163-l2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Phenom** or **MokaHR** as they specifically target enterprise needs"}, {"id": "mai-20260917-1752-baseline|c163-l2|minimax-small|MokaHR", "prompt": "c163-l2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Phenom** or **MokaHR** as they specifically target enterprise needs"}, {"id": "mai-20260917-1752-baseline|c163-l2|minimax-small|Greenhouse", "prompt": "c163-l2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise ATS-native solutions** (like Greenhouse, Lever, Workday)... Built-in career site functionality"}, {"id": "mai-20260917-1752-baseline|c163-l2|minimax-small|Lever", "prompt": "c163-l2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise ATS-native solutions** (like Greenhouse, Lever, Workday)"}, {"id": "mai-20260917-1752-baseline|c163-l2|minimax-small|Workday", "prompt": "c163-l2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise ATS-native solutions** (like Greenhouse, Lever, Workday)"}, {"id": "mai-20260917-1752-baseline|c163-l2|mistral-small|Phenom", "prompt": "c163-l2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best career site builder would likely be **Phenom** or **Symphony Talent**"}, {"id": "mai-20260917-1752-baseline|c163-l2|mistral-small|Symphony Talent", "prompt": "c163-l2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best career site builder would likely be **Phenom** or **Symphony Talent**"}, {"id": "mai-20260917-1752-baseline|c163-l2|mistral-small|iCIMS", "prompt": "c163-l2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iCIMS** is also a strong contender, offering a unified platform for the entire talent lifecycle"}, {"id": "mai-20260917-1752-baseline|c163-l2|moonshot-small|Phenom", "prompt": "c163-l2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Phenom**"}, {"id": "mai-20260917-1752-baseline|c163-l2|moonshot-small|Radancy (formerly TMP Worldwide)", "prompt": "c163-l2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Radancy (formerly TMP Worldwide)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Radancy (formerly TMP Worldwide)**"}, {"id": "mai-20260917-1752-baseline|c163-l2|moonshot-small|CareerSiteCloud Enterprise", "prompt": "c163-l2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "CareerSiteCloud Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worth considering if your large B2B company has **multiple subsidiaries, brands, or different ATSs**"}, {"id": "mai-20260917-1752-baseline|c163-l2|openai-small|iCIMS Career Sites", "prompt": "c163-l2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS Career Sites", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with a slight edge to **iCIMS** if your priority is a purpose-built career site builder and recruitment marketing at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c163-l2|openai-small|Greenhouse", "prompt": "c163-l2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization wants a **broader hiring platform** with a strong enterprise ATS plus integrations, **Greenhouse** is a very solid choice."}, {"id": "mai-20260917-1752-baseline|c163-l2|xai-small|Phenom", "prompt": "c163-l2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Phenom as the top career site builder."}, {"id": "mai-20260917-1752-baseline|c163-l2|xai-small|Greenhouse", "prompt": "c163-l2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse**: Best for mid-to-large enterprises (200–2,000+ employees)... Slightly more mid-market feel than Phenom but highly reliable"}, {"id": "mai-20260917-1752-baseline|c163-l2|xai-small|SmartRecruiters", "prompt": "c163-l2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for fully unified ATS+career sites at true enterprise scale (thousands of employees)"}, {"id": "mai-20260917-1752-baseline|c163-l2|xai-small|iCIMS", "prompt": "c163-l2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for fully unified ATS+career sites at true enterprise scale (thousands of employees)"}, {"id": "mai-20260917-1752-baseline|c163-l2|xai-small|Lever (now Employ)", "prompt": "c163-l2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever (now Employ)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid for pipeline-focused B2B recruiting with built-in CRM, but leans more mid-large (100–1,000 employees)"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|Phenom", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Phenom** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|MokaHR", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avature** or **MokaHR** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|iCIMS", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iCIMS** or **SmartRecruiters** may be more seamless options"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|SmartRecruiters", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iCIMS** or **SmartRecruiters** may be more seamless options"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|Ongig", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Conversion-optimized, compliance-focused sites"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|Avature", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need advanced CMS capabilities and multiple brand sites, **Avature** or **MokaHR** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|Greenhouse", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise with structured hiring processes"}, {"id": "mai-20260917-1752-baseline|c163-l2|zai-small|Lever", "prompt": "c163-l2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "built into your current ATS (iCIMS, SmartRecruiters, Greenhouse, Lever, etc.)"}, {"id": "mai-20260917-1752-baseline|c163-l3|alibaba-small|Phenom", "prompt": "c163-l3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Phenom** if you want to modernize the look and feel of your career journey and reduce administrative overhead for recruiters."}, {"id": "mai-20260917-1752-baseline|c163-l3|alibaba-small|Avature", "prompt": "c163-l3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Avature** if you have a massive global footprint and need to tailor every aspect of your hiring process"}, {"id": "mai-20260917-1752-baseline|c163-l3|alibaba-small|Beamery", "prompt": "c163-l3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Beamery** if your biggest challenge is filling niche roles"}, {"id": "mai-20260917-1752-baseline|c163-l3|alibaba-small|Symphony Talent", "prompt": "c163-l3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Symphony Talent** if you view recruitment as a media business"}, {"id": "mai-20260917-1752-baseline|c163-l3|alibaba-small|SmartRecruiters", "prompt": "c163-l3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SmartRecruiters positions itself as an \"ATS-first\" marketing solution."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Bullhorn", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bullhorn, Handshake for Employers, and Greenhouse are the best recruitment marketing platforms for enterprise, based on G2's Enterprise Grid Report"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Handshake for Employers", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Handshake for Employers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bullhorn, Handshake for Employers, and Greenhouse are the best recruitment marketing platforms for enterprise"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Greenhouse", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bullhorn, Handshake for Employers, and Greenhouse are the best recruitment marketing platforms for enterprise"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|MokaHR", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Additional top players include MokaHR, Phenom, Symphony Talent, Beamery, and Avature"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Phenom", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Additional top players include MokaHR, Phenom, Symphony Talent, Beamery, and Avature"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Symphony Talent", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For companies focused on employer brand storytelling, Symphony Talent is a top choice."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Beamery", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your priority is proactive sourcing and building talent pipelines, Beamery's CRM is exceptional."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Avature", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Avature is an enterprise-grade platform known for its extreme flexibility and ability to be customized for the complex needs of large, global organizations"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|iCIMS", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "as well as iCIMS, Radancy, Clinch, SmartRecruiters, Joveo, and Paradox."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Radancy", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "as well as iCIMS, Radancy, Clinch, SmartRecruiters, Joveo, and Paradox."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Clinch", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Clinch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "as well as iCIMS, Radancy, Clinch, SmartRecruiters, Joveo, and Paradox."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|SmartRecruiters", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "as well as iCIMS, Radancy, Clinch, SmartRecruiters, Joveo, and Paradox."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Joveo", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Joveo is bringing sourcing, branding, campaigns, and analytics into a single, AI-powered workflow"}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Paradox", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "as well as iCIMS, Radancy, Clinch, SmartRecruiters, Joveo, and Paradox."}, {"id": "mai-20260917-1752-baseline|c163-l3|anthropic-small|Jobylon", "prompt": "c163-l3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Jobylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Jobylon stands out for its high-touch customer support and commitment to customer success"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Phenom", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best candidate experience / personalization: Phenom"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Avature", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for deep configurability and low-code flexibility across CRM/ATS/marketing workflows"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Beamery", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best CRM-led talent nurturing: Beamery or Avature"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Symphony Talent", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best employer branding: Symphony Talent"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Joveo", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best programmatic advertising: Joveo or Appcast"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|iCIMS", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best ATS-native option: SmartRecruiters, Greenhouse, or iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|SmartRecruiters", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers built-in recruitment marketing on top of an enterprise ATS"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Appcast", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Primarily a recruitment marketing performance platform"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Bullhorn", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more often associated with ATS/CRM recruiting operations than pure marketing specialization"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Greenhouse", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stands out for structured workflows, customization, reporting, and integrations"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Handshake for Employers", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for campus hiring: Handshake for Employers"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Teamtailor", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "G2 highlights Teamtailor, JobDiva, and Ceipal ATS as easier to set up and use"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|JobDiva", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "G2 highlights Teamtailor, JobDiva, and Ceipal ATS as easier to set up and use"}, {"id": "mai-20260917-1752-baseline|c163-l3|challenger-small|Ceipal ATS", "prompt": "c163-l3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Ceipal ATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "G2 highlights Teamtailor, JobDiva, and Ceipal ATS as easier to set up and use"}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|Phenom", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the benchmark for AI-personalized candidate journeys."}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|Beamery", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global enterprises that want to consolidate disparate recruiting tech into one lifecycle view"}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|Avature", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The choice for global enterprises needing extreme configurability."}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|SmartRecruiters", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations that want recruitment marketing tightly coupled to the actual hiring process."}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|iCIMS (Attract / Talent Cloud)", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS (Attract / Talent Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for large enterprises already invested in the iCIMS Talent Cloud who want everything under one vendor."}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|Joveo", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for high-volume hiring teams that measure success by applies and cost-per-hire"}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|Symphony Talent", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when employer branding and creative matter most."}, {"id": "mai-20260917-1752-baseline|c163-l3|deepseek-small|Paradox", "prompt": "c163-l3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "While not a traditional recruitment-marketing tool in the same sense as Phenom or Symphony, it excels at candidate engagement/scheduling automation"}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Phenom", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Phenom is an AI-first platform built around distinct \"experiences\"... operates as a complete, unified \"Talent Cloud.\""}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Beamery", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beamery is a pure-play enterprise CRM that sits gracefully on top of legacy Applicant Tracking Systems."}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Avature", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Avature is the \"blank canvas\" of the enterprise recruitment marketing world."}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Radancy", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Radancy is designed for enterprises that want to consolidate."}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Joveo", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Joveo is the market leader in programmatic media buying."}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Eightfold.ai", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Eightfold focuses purely on data-driven talent intelligence and \"talent rediscovery\""}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|iCIMS (Talent Cloud)", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS (Talent Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "iCIMS behaves both as an industry-leading enterprise ATS and a top-tier RMP."}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|Paradox", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday acquired **Paradox** (the conversational AI leader)"}, {"id": "mai-20260917-1752-baseline|c163-l3|google-small|SmartRecruiters", "prompt": "c163-l3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP SuccessFactors acquired and integrated **SmartRecruiters**"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|MokaHR", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade recruitment marketing platforms include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse."}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Phenom", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Symphony Talent", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Beamery", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Avature", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Bullhorn", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Handshake for Employers", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Handshake for Employers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|meta-small|Greenhouse", "prompt": "c163-l3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include MokaHR, Phenom, Symphony Talent, Beamery, Avature, Bullhorn, Handshake for Employers, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l3|minimax-small|Phenom", "prompt": "c163-l3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Phenom** for organizations seeking comprehensive talent lifecycle management"}, {"id": "mai-20260917-1752-baseline|c163-l3|minimax-small|Avature", "prompt": "c163-l3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avature** for enterprises requiring deep configurability"}, {"id": "mai-20260917-1752-baseline|c163-l3|minimax-small|Beamery", "prompt": "c163-l3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beamery** for those prioritizing proactive sourcing and skills-based hiring"}, {"id": "mai-20260917-1752-baseline|c163-l3|minimax-small|SmartRecruiters", "prompt": "c163-l3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SmartRecruiters** for organizations wanting a modern, unified hiring platform"}, {"id": "mai-20260917-1752-baseline|c163-l3|minimax-small|Greenhouse", "prompt": "c163-l3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While it offers recruitment marketing features, its core strength remains in the hiring process itself."}, {"id": "mai-20260917-1752-baseline|c163-l3|minimax-small|iCIMS Attract", "prompt": "c163-l3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS Attract", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "iCIMS Attract is ideal for organizations already invested in the iCIMS ecosystem."}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Bullhorn", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: High-volume recruiting and staffing firms ... highly rated for user satisfaction in enterprise settings."}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Greenhouse", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SmartCRM built into the core ATS, making it ideal for enterprises that want a unified recruitment marketing and hiring experience."}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Phenom", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Phenom stands out for its ability to deliver hyper-personalized candidate journeys"}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Joveo", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Joveo is frequently cited for its programmatic job advertising and robust analytics"}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Beamery", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Beamery is unique in its focus on building and nurturing talent pools over time"}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Symphony Talent", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Symphony Talent is the go-to for brand-led recruitment strategies."}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|Avature", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Avature is best for enterprises needing deep customization and global scalability."}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|SmartRecruiters", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers a seamless experience for enterprises already using SmartRecruiters' ATS"}, {"id": "mai-20260917-1752-baseline|c163-l3|mistral-small|JobDiva", "prompt": "c163-l3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bullhorn, Greenhouse, and JobDiva are consistently top-rated for user satisfaction and support."}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|Phenom", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Phenom**\n- **Best for:** AI-driven talent experience at scale"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|Beamery", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations building long-term talent pipelines"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|Avature", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Global enterprises needing deep configurability"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|Joveo", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams managing high-volume, multi-channel hiring"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|Symphony Talent", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Employer brand storytelling"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|Radancy", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Large employers running coordinated, brand-heavy campaigns"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|SmartRecruiters", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Organizations wanting ATS-native marketing"}, {"id": "mai-20260917-1752-baseline|c163-l3|moonshot-small|iCIMS Attract", "prompt": "c163-l3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS Attract", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Existing iCIMS Talent Cloud customers"}, {"id": "mai-20260917-1752-baseline|c163-l3|openai-small|SmartRecruiters", "prompt": "c163-l3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SmartRecruiters** if you want a strong **all-in-one enterprise TA platform**."}, {"id": "mai-20260917-1752-baseline|c163-l3|openai-small|iCIMS", "prompt": "c163-l3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **iCIMS** if **marketing attribution, career site control, and enterprise reporting** are top priorities."}, {"id": "mai-20260917-1752-baseline|c163-l3|openai-small|PageUp", "prompt": "c163-l3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "PageUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **PageUp** if you want recruitment marketing inside a **broader talent suite**."}, {"id": "mai-20260917-1752-baseline|c163-l3|openai-small|Beamery", "prompt": "c163-l3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Beamery** if your team is focused on **talent CRM, nurture, and long-term relationship building**."}, {"id": "mai-20260917-1752-baseline|c163-l3|openai-small|Phenom", "prompt": "c163-l3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "particularly strong in recruitment marketing and candidate engagement"}, {"id": "mai-20260917-1752-baseline|c163-l3|openai-small|Workable", "prompt": "c163-l3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally a better fit for **mid-market to upper mid-market** than for the most complex global enterprise recruitment marketing programs"}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|Phenom", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pure RMP leaders skew toward Phenom/Beamery per specialist reviews"}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|Beamery", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "pure RMP leaders skew toward Phenom/Beamery per specialist reviews"}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|Avature", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ultimate flexibility for complex orgs (build anything internally); steeper setup without pro services"}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|Symphony Talent", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leads in storytelling/ad optimization; ideal for dedicated TA marketing teams, but narrower on full CRM/AI matching."}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|SmartRecruiters", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Seamless for end-to-end TA without bolt-ons; less specialized AI/personalization than Phenom/Beamery."}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|iCIMS Talent Cloud", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Add-on strength for existing customers; more modular, not standalone RMP leader."}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|Greenhouse", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "marketing features solid but more ATS-adjacent than pure RMP like Phenom"}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|Bullhorn", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For staffing agencies, Bullhorn edges in."}, {"id": "mai-20260917-1752-baseline|c163-l3|xai-small|JobDiva", "prompt": "c163-l3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "G2 Enterprise Grid highlights Greenhouse, Bullhorn, and JobDiva for satisfaction/support"}, {"id": "mai-20260917-1752-baseline|c163-l3|zai-small|Beamery", "prompt": "c163-l3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Beamery is widely considered the leader in AI-powered Talent Lifecycle Management."}, {"id": "mai-20260917-1752-baseline|c163-l3|zai-small|Phenom", "prompt": "c163-l3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phenom positions itself as the \"Applied AI\" platform."}, {"id": "mai-20260917-1752-baseline|c163-l3|zai-small|Greenhouse", "prompt": "c163-l3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is the go-to choice for enterprises that prioritize structured hiring, governance, and rigorous process control."}, {"id": "mai-20260917-1752-baseline|c163-l3|zai-small|LinkedIn Talent Solutions", "prompt": "c163-l3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LinkedIn is the dominant player in recruitment marketing due to its access to the world's largest professional network."}, {"id": "mai-20260917-1752-baseline|c163-l3|zai-small|JobDiva", "prompt": "c163-l3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "JobDiva (Honorable Mention) ... often chosen by large enterprises and agencies that need high-volume CRM capabilities."}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|Manatal", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Manatal if you want pricing simplicity and a SaaS tool you can deploy quickly with zero hidden vendor surprises."}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|ZipRecruiter", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose ZipRecruiter if your main pain point is unpredictable advertising/application costs"}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|Recruhr", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Recruhr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recruhr is notable for its \"Pro AI\" and flat-tier models."}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|iCIMS", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Negotiate a \"Platform Cap\" with iCIMS/Workday if you need deep HR integration"}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|SAP", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "deep, legacy enterprise integrations found in systems like iCIMS or SAP"}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|Beamery", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like Beamery or Phenom are powerful but typically require custom quotes."}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|Phenom", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "powerful but typically require custom quotes"}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|Workday", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "you will likely need an enterprise license from a provider like iCIMS, Workday, or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c163-l4|alibaba-small|SAP SuccessFactors", "prompt": "c163-l4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "enterprise license from a provider like iCIMS, Workday, or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c163-l4|anthropic-small|iCIMS Talent Cloud", "prompt": "c163-l4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**iCIMS Talent Cloud** stands out as it provides transparent per-user/contract pricing with established enterprise support structures."}, {"id": "mai-20260917-1752-baseline|c163-l4|anthropic-small|Oracle HCM Cloud", "prompt": "c163-l4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Organizations invested in Oracle HCM Cloud, ERP, or database infrastructure gain significant integration advantages and reduced total cost of ownership"}, {"id": "mai-20260917-1752-baseline|c163-l4|challenger-small|Avature", "prompt": "c163-l4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avature** is the strongest fit among the platforms in these results"}, {"id": "mai-20260917-1752-baseline|c163-l4|challenger-small|Phenom", "prompt": "c163-l4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Phenom** is another strong enterprise option, but its pricing is also custom"}, {"id": "mai-20260917-1752-baseline|c163-l4|challenger-small|Beamery", "prompt": "c163-l4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing may be tied to **users and CRM scope**, which makes it less ideal if you want straightforward cost predictability"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Avature", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avature** stands out as the most defensible recommendation"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Beamery", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for AI-driven talent experience:** **Beamery** or **Phenom** \\u2013 flat annual corporate licensing."}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|SmartRecruiters", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value for hiring manager-heavy orgs:** **SmartRecruiters**"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Phenom", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for AI-driven talent experience:** **Beamery** or **Phenom**"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|JazzHR", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Too small for enterprise needs (candidate limits, no global compliance)"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Recruitee", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Recruitee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Flat monthly pricing ($199\\u2013$349/month) with unlimited users, but capped at mid-market volumes."}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Lever", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid** platforms that charge per user (e.g., Lever, Greenhouse, Manatal, Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Greenhouse", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** platforms that charge per user (e.g., Lever, Greenhouse, Manatal, Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Manatal", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** platforms that charge per user (e.g., Lever, Greenhouse, Manatal, Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-l4|deepseek-small|Zoho Recruit", "prompt": "c163-l4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid** platforms that charge per user (e.g., Lever, Greenhouse, Manatal, Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-l4|google-small|Phenom", "prompt": "c163-l4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Phenom utilizes a **platform-based pricing model** rather than charging per user license."}, {"id": "mai-20260917-1752-baseline|c163-l4|google-small|Avature", "prompt": "c163-l4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avature is famous for its extreme configurability and specializes in custom enterprise agreements."}, {"id": "mai-20260917-1752-baseline|c163-l4|google-small|Teamtailor", "prompt": "c163-l4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "They aggressively market **unlimited users and unlimited job postings** on all enterprise contracts."}, {"id": "mai-20260917-1752-baseline|c163-l4|meta-small|Bullhorn", "prompt": "c163-l4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Bullhorn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated platforms such as Bullhorn, Handshake for Employers, or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l4|meta-small|Handshake for Employers", "prompt": "c163-l4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Handshake for Employers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Bullhorn, Handshake for Employers, or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l4|meta-small|Greenhouse", "prompt": "c163-l4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Bullhorn, Handshake for Employers, or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l4|meta-small|Phenom", "prompt": "c163-l4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Phenom and Symphony Talent are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c163-l4|meta-small|Symphony Talent", "prompt": "c163-l4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Phenom and Symphony Talent are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c163-l4|minimax-small|Phenom", "prompt": "c163-l4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Phenom** – PEPM is the most straightforward and widely understood by finance teams."}, {"id": "mai-20260917-1752-baseline|c163-l4|minimax-small|Beamery", "prompt": "c163-l4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beamery** – its unified data model is purpose‑built for large‑scale pipeline management."}, {"id": "mai-20260917-1752-baseline|c163-l4|minimax-small|Avature", "prompt": "c163-l4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avature** – its portal builder and configurable workflows are best‑in‑class."}, {"id": "mai-20260917-1752-baseline|c163-l4|minimax-small|iCIMS", "prompt": "c163-l4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(with iCIMS as a fourth option)"}, {"id": "mai-20260917-1752-baseline|c163-l4|mistral-small|Phenom", "prompt": "c163-l4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Phenom and Avature** stand out due to their custom, scalable pricing models and enterprise-focused features"}, {"id": "mai-20260917-1752-baseline|c163-l4|mistral-small|Avature", "prompt": "c163-l4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Phenom and Avature** stand out due to their custom, scalable pricing models and enterprise-focused features"}, {"id": "mai-20260917-1752-baseline|c163-l4|mistral-small|Symphony Talent", "prompt": "c163-l4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for employer brand storytelling and programmatic media. Pricing is custom and often bundled with creative services"}, {"id": "mai-20260917-1752-baseline|c163-l4|mistral-small|Greenhouse", "prompt": "c163-l4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its transparent approach and scalable model make it a good fit for large companies seeking predictable total cost"}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|iCIMS Talent Cloud", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SmartRecruiters** or **iCIMS** as the leading options."}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|SmartRecruiters", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **SmartRecruiters** or **iCIMS** as the leading options."}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|Workday Recruiting", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Already in Workday Ecosystem ... Caveat: Not standalone; bundled with broader HR suite"}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|Greenhouse", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid for Predictable Costs | Greenhouse | Per-seat/recruiter | Costs scale linearly"}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|Lever", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Expensive at thousands of users; cost spikes with hiring manager adoption"}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|Phenom", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid for Predictable Costs ... less predictable without strict volume commitments"}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|Avature", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to Avoid for Predictable Costs ... less predictable without strict volume commitments"}, {"id": "mai-20260917-1752-baseline|c163-l4|moonshot-small|Beamery", "prompt": "c163-l4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to Avoid for Predictable Costs ... less predictable without strict volume commitments"}, {"id": "mai-20260917-1752-baseline|c163-l4|openai-small|Appcast", "prompt": "c163-l4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best default pick is **Appcast**"}, {"id": "mai-20260917-1752-baseline|c163-l4|openai-small|Phenom", "prompt": "c163-l4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Phenom** is the other strong enterprise contender, but ... its licensing can be premium"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Workable", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable stands out for large companies seeking predictable total costs across thousands of users"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|JazzHR", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "True flat monthly ($420+/mo unlimited users) | No scaling with users/jobs"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Greenhouse", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fixed multi-year contracts provide budgeting stability post-negotiation"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|SmartRecruiters", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-backed fixed contracts; less volatile than pure per-seat"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Phenom", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "use **custom quote-based pricing** (often $75K–$300K+ annually)"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Beamery", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "use **custom quote-based pricing** (often $75K–$300K+ annually)"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Avature", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "use **custom quote-based pricing** (often $75K–$300K+ annually)"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|iCIMS", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use **custom quote-based pricing** (often $75K–$300K+ annually)"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Lever", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid Per-Seat Traps**: Lever (~$60–$140/user/yr) ... explode costs at scale"}, {"id": "mai-20260917-1752-baseline|c163-l4|xai-small|Manatal", "prompt": "c163-l4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid Per-Seat Traps**: ... Manatal ($35+/user/mo), and similar explode costs at scale"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Lever", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The \"Enterprise\" Trap: Avoid These for Predictability ... **Lever:** Charges based on headcount, but requires a custom quote."}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Beamery", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "operate on **opaque, custom pricing models**"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Avature", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "operate on **opaque, custom pricing models**"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|iCIMS", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid These for Predictability ... iCIMS uses a **Per Employee Per Month (PEPM)** model but requires a custom quote."}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Manatal", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Manatal** is the most predictable option on the market"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Workable", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to know what you will pay based on company size:** Choose **Workable** (up to 1,000 employees)"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|SmartRecruiters", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid These for Predictability ... pricing is custom and typically ranges from **$30,000 to $100,000+ annually**"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Eightfold AI", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "negotiate an **Eightfold AI** or **Workday** implementation"}, {"id": "mai-20260917-1752-baseline|c163-l4|zai-small|Workday", "prompt": "c163-l4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "negotiate an **Eightfold AI** or **Workday** implementation"}, {"id": "mai-20260917-1752-baseline|c163-l5|meta-small|Noon", "prompt": "c163-l5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential options to consider are Noon, JobTalk, and Ceipal"}, {"id": "mai-20260917-1752-baseline|c163-l5|meta-small|JobTalk", "prompt": "c163-l5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "JobTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some potential options to consider are Noon, JobTalk, and Ceipal"}, {"id": "mai-20260917-1752-baseline|c163-l5|meta-small|Ceipal", "prompt": "c163-l5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Ceipal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some potential options to consider are Noon, JobTalk, and Ceipal"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|Greenhouse", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ATS/Recruitment Marketing**: Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|Lever", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|Workday", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|iCIMS", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|SmartRecruiters", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|Bullhorn", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|Ashby", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Greenhouse, Lever, Workday, iCIMS, SmartRecruiters, Bullhorn, Ashby"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|Noon", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**AI Sourcing Layers** (if needed): Noon, hireEZ, SeekOut"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|hireEZ", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**AI Sourcing Layers** (if needed): Noon, hireEZ, SeekOut"}, {"id": "mai-20260917-1752-baseline|c163-l5|minimax-small|SeekOut", "prompt": "c163-l5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**AI Sourcing Layers** (if needed): Noon, hireEZ, SeekOut"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|Greenhouse", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist (1 week)**: Greenhouse, Bullhorn, Lever, Recruitee (all SOC 2/SSO-confirmed)"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|Bullhorn", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist (1 week)**: Greenhouse, Bullhorn, Lever, Recruitee (all SOC 2/SSO-confirmed)"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|Lever", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist (1 week)**: Greenhouse, Bullhorn, Lever, Recruitee (all SOC 2/SSO-confirmed)"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|iCIMS", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms like Greenhouse, Bullhorn, Lever, iCIMS, Recruitee, Gem, and JobTalk often meet enterprise bars"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|Recruitee", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist (1 week)**: Greenhouse, Bullhorn, Lever, Recruitee (all SOC 2/SSO-confirmed)"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|Gem", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top platforms like Greenhouse, Bullhorn, Lever, iCIMS, Recruitee, Gem, and JobTalk often meet enterprise bars"}, {"id": "mai-20260917-1752-baseline|c163-l5|xai-small|JobTalk", "prompt": "c163-l5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "JobTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top platforms like Greenhouse, Bullhorn, Lever, iCIMS, Recruitee, Gem, and JobTalk often meet enterprise bars"}, {"id": "mai-20260917-1752-baseline|c163-l6|alibaba-small|Bullhorn", "prompt": "c163-l6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should generally **avoid or exercise extreme caution** with the following categories of platforms and specific vendors ... smaller iterations of **Bullhorn**"}, {"id": "mai-20260917-1752-baseline|c163-l6|alibaba-small|Salesforce Recruiting Cloud", "prompt": "c163-l6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Salesforce Recruiting Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Salesforce Recruiting Cloud without proper configuration** ... rather than enterprise employer branding tools"}, {"id": "mai-20260917-1752-baseline|c163-l6|alibaba-small|HubSpot Recruiting", "prompt": "c163-l6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "HubSpot Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "or **HubSpot Recruiting**) rather than enterprise employer branding tools"}, {"id": "mai-20260917-1752-baseline|c163-l6|alibaba-small|Wix", "prompt": "c163-l6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General-Purpose Website Builders (Wix, Squarespace, Basic WordPress) ... is a significant strategic error"}, {"id": "mai-20260917-1752-baseline|c163-l6|alibaba-small|Squarespace", "prompt": "c163-l6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General-Purpose Website Builders (Wix, Squarespace, Basic WordPress) ... **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c163-l6|alibaba-small|WordPress", "prompt": "c163-l6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Standard WordPress templates often require manual coding to get this right, leading to lost organic traffic."}, {"id": "mai-20260917-1752-baseline|c163-l6|anthropic-small|TalentLyft", "prompt": "c163-l6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TalentLyft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "TalentLyft is described as affordable and ideal for small businesses, but has limited scalability for larger organizations."}, {"id": "mai-20260917-1752-baseline|c163-l6|anthropic-small|Beamery", "prompt": "c163-l6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Beamery has a complex setup and premium pricing"}, {"id": "mai-20260917-1752-baseline|c163-l6|anthropic-small|SmartDreamers", "prompt": "c163-l6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartDreamers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SmartDreamers requires expertise for full utilization and has high pricing."}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Workable", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**SMB-focused tools** such as **Workable**, **Manatal**, **TalentLyft**, and similar lower-cost products, because the listings and pricing tiers position them for SMB to mid-market use"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Manatal", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**SMB-focused tools** such as **Workable**, **Manatal**, **TalentLyft**... rather than large-enterprise deployment"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|TalentLyft", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TalentLyft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**SMB-focused tools** such as **Workable**, **Manatal**, **TalentLyft**, and similar lower-cost products"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|LinkedIn Talent Solutions", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Single-purpose tools** that are not full recruitment marketing platforms, such as **LinkedIn Talent Solutions**"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|AppVault", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "AppVault", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Single-purpose tools that are not full recruitment marketing platforms, such as ... **AppVault**"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|ConveyIQ", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "ConveyIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offering only *some* RMP features or having other primary specialties rather than full-stack recruitment marketing capabilities"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Lever", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Single-purpose tools that are not full recruitment marketing platforms, such as ... **Lever**"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|SmartRecruiters", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "such as ... **SmartRecruiters**, because they are described as offering only *some* RMP features"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Avature", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the sources consistently place **Avature, Beamery, Clinch, iCIMS Attract, Jobvite, Phenom, SmashFly, Symphony Talent... in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Beamery", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Clinch", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Clinch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|iCIMS Attract", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "iCIMS Attract", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Jobvite", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Phenom", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|SmashFly", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Symphony Talent", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Symphony Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Talemetry/Jobvite", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Talemetry/Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|TMP TalentBrew", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TMP TalentBrew", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|challenger-small|Yello", "prompt": "c163-l6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Yello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "in the more enterprise-capable full-suite category"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Workday Recruiting", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** relying on it for candidate engagement or employer branding."}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Oracle Taleo / Oracle Recruiting Cloud", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Oracle Taleo / Oracle Recruiting Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** unless you are forced to operate within an Oracle-only stack."}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|iCIMS Talent Cloud", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid legacy mega-suites (Workday, Oracle, iCIMS) for *marketing* purposes."}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|SAP SuccessFactors Recruiting", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** unless you are already an SAP HCM customer with no plans to leave."}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Radancy", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious**—great for huge, globally distributed employers... but overkill and risky"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Greenhouse", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Prefer alternatives like:** Greenhouse (for strong API and CRM)"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Lever", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Prefer alternatives like:** Greenhouse (for strong API and CRM), Lever"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Bullhorn", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bullhorn (for staffing-heavy)"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Joveo", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Joveo (for programmatic advertising)"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Appcast", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Appcast (for job distribution)"}, {"id": "mai-20260917-1752-baseline|c163-l6|deepseek-small|Handshake", "prompt": "c163-l6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Handshake (for early-career/college recruiting)"}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|Workable", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: SMB and Mid-Market-Focused \"All-in-One\" Platforms... Platforms like Workable, Breezy HR, Recruitee, or JazzHR."}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|Breezy HR", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like Workable, Breezy HR, Recruitee, or JazzHR... they are not designed to handle the scale of a global enterprise."}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|Recruitee", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms like Workable, Breezy HR, Recruitee, or JazzHR... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|JazzHR", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms like Workable, Breezy HR, Recruitee, or JazzHR... not designed to handle the scale of a global enterprise"}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|Phenom", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Standalone enterprise RMPs (like Phenom, Beamery, or Avature) innovate at a much faster pace than massive legacy ERP suites"}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|Beamery", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Standalone enterprise RMPs (like Phenom, Beamery, or Avature) innovate at a much faster pace"}, {"id": "mai-20260917-1752-baseline|c163-l6|google-small|Avature", "prompt": "c163-l6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Standalone enterprise RMPs (like Phenom, Beamery, or Avature) innovate at a much faster pace"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|SmashFly/Symphony Talent", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly/Symphony Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "expensive and complex to implement, with overlapping features with other tools"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Phenom", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "expensive and not accessible for small/mid-size companies"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Greenhouse", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly rated for its structured workflows, customization capabilities, and advanced reporting features"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Radancy", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built for enterprises that want to manage recruitment marketing budget across programmatic, career site, and employer brand together"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Built In", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Built In", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "used by enterprise organizations to manage employer branding, candidate engagement, and programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Beamery", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "used by enterprise organizations to manage employer branding, candidate engagement, and programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Eightfold AI", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "used by enterprise organizations to manage employer branding, candidate engagement, and programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Appcast", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "used by enterprise organizations to manage employer branding, candidate engagement, and programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-l6|meta-small|Joveo", "prompt": "c163-l6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "used by enterprise organizations to manage employer branding, candidate engagement, and programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|SmashFly (Symphony Talent)", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly (Symphony Talent)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major concerns: System frequently has issues - tracking links not working, analytics slow to load and unintuitive"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Radancy", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overwhelming complexity and steep learning curve described as \"overkill\" for many organizations"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Phenom", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-only pricing not accessible for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Teamtailor", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Concerns for large enterprises: Limited customization for career sites"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Greenhouse", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms that generally rate better for enterprise include Greenhouse, Appcast, Beamery, and Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Appcast", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms that generally rate better for enterprise include Greenhouse, Appcast, Beamery, and Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Beamery", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms that generally rate better for enterprise include Greenhouse, Appcast, Beamery, and Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c163-l6|minimax-small|Eightfold AI", "prompt": "c163-l6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms that generally rate better for enterprise include Greenhouse, Appcast, Beamery, and Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c163-l6|mistral-small|SmashFly/Symphony Talent", "prompt": "c163-l6", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly/Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is expensive, requires significant setup and training, and may overlap with existing tools"}, {"id": "mai-20260917-1752-baseline|c163-l6|mistral-small|Phenom", "prompt": "c163-l6", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level pricing, making it inaccessible for small to mid-size companies. Its cost and complexity may not justify the investment"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Oracle Taleo", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid: Despite its enterprise presence, Taleo consistently ranks as one of the most outdated major ATS platforms."}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Bullhorn", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid: While popular in staffing agencies, Bullhorn has serious enterprise limitations"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Workday Recruiting", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach with Caution: Significant Trade-offs ... Universally criticized UX"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|SAP SuccessFactors Recruiting", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "12-18 month implementation timelines are common; Overly rigid processes"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|iCIMS", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~4.1/5 but with consistent complaints ... Limited customization"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Jobvite", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Weak, limited reporting suite (most frequent complaint)"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Radancy", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Caution: Enterprise focus creates \"far more capabilities than most companies actually need\""}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Cornerstone OnDemand", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Described as \"way worse\" than alternatives in recruiter communities"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Greenhouse", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better Alternatives to Consider | Fast implementation (<6 months) | Greenhouse, Ashby, Lever"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Ashby", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fast implementation (<6 months) | Greenhouse, Ashby, Lever"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Lever", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Fast implementation (<6 months) | Greenhouse, Ashby, Lever"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Phenom", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Modern candidate experience | Phenom, Eightfold, Beamery"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Eightfold", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Modern candidate experience | Phenom, Eightfold, Beamery"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Beamery", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Modern candidate experience | Phenom, Eightfold, Beamery"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Gem", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Strong analytics/reporting | Gem, Modern Hire"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Modern Hire", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Modern Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Strong analytics/reporting | Gem, Modern Hire"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|SmartRecruiters", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Flexibility without consultants | SmartRecruiters, Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-l6|moonshot-small|Hiretual", "prompt": "c163-l6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Hiretual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "AI-powered sourcing | Eightfold, Hiretual, Phenom"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Workday Recruiting", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious Of**:\n1. **Workday Recruiting**... Frequently cited as clunky and outdated for large-scale operations"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Radancy (formerly TMP Worldwide)", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy (formerly TMP Worldwide)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why caution**: Enterprise-focused but overwhelming complexity and steep learning curves."}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|SmashFly / Symphony Talent", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly / Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High costs (enterprise-only pricing) paired with lengthy implementation"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Phenom", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why caution**: Expensive enterprise pricing and best for mature teams with large databases."}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Bullhorn", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "older architectures in Bullhorn or Manatal at extreme volumes) where matching algorithms go quadratic"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Manatal", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "older architectures in Bullhorn or Manatal at extreme volumes"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Teamtailor", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SMB-oriented tools (e.g., Teamtailor) with limited customization"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Appcast", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Appcast** (with caveats on mismatches)"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Greenhouse", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Opt for proven enterprise leaders like **Greenhouse** (high scalability, 97% satisfaction)"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Beamery", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Opt for proven enterprise leaders like **Greenhouse**..., **Beamery**, **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Eightfold AI", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Beamery**, **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c163-l6|xai-small|Joveo", "prompt": "c163-l6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Joveo** for programmatic focus"}, {"id": "mai-20260917-1752-baseline|c163-l6|zai-small|CareerBuilder", "prompt": "c163-l6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CareerBuilder is frequently cited by both candidates and recruiters as a platform to avoid, particularly due to its business model and data quality."}, {"id": "mai-20260917-1752-baseline|c163-l6|zai-small|Workable", "prompt": "c163-l6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large enterprises should be cautious due to technical stability issues"}, {"id": "mai-20260917-1752-baseline|c163-l6|zai-small|Workday", "prompt": "c163-l6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their recruitment modules are often criticized for not being built for modern recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c163-l6|zai-small|SAP", "prompt": "c163-l6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their recruitment modules are often criticized for not being built for modern recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c163-l6|zai-small|Oracle", "prompt": "c163-l6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their recruitment modules are often criticized for not being built for modern recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c163-l6|zai-small|Bullhorn", "prompt": "c163-l6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bullhorn has significant performance issues that can hinder enterprise operations"}, {"id": "mai-20260917-1752-baseline|c163-m1|alibaba-small|Jobvite", "prompt": "c163-m1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jobvite** is widely considered the best all-around recruitment marketing platform."}, {"id": "mai-20260917-1752-baseline|c163-m1|alibaba-small|SmartDreamers", "prompt": "c163-m1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmartDreamers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Advanced Branding & AI: SmartDreamers"}, {"id": "mai-20260917-1752-baseline|c163-m1|alibaba-small|iCIMS", "prompt": "c163-m1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iCIMS is a dominant player in the mid-market space, particularly for B2B tech and professional services."}, {"id": "mai-20260917-1752-baseline|c163-m1|anthropic-small|SmartDreamers", "prompt": "c163-m1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmartDreamers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for mid-sized to large enterprises seeking to modernize their recruitment marketing strategies through AI-driven automation."}, {"id": "mai-20260917-1752-baseline|c163-m1|anthropic-small|Loxo", "prompt": "c163-m1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-driven recruitment marketing platform designed to streamline the hiring process for agencies and mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c163-m1|anthropic-small|Greenhouse", "prompt": "c163-m1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cited for structured hiring workflows and strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c163-m1|anthropic-small|Jobilla", "prompt": "c163-m1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The second most reviewed platform in the category, with a strong SMB and mid-market reviewer base"}, {"id": "mai-20260917-1752-baseline|c163-m1|anthropic-small|LinkedIn Recruitment Marketing", "prompt": "c163-m1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "LinkedIn Recruitment Marketing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Among the highest-rated platforms in the category with top recommendation scores"}, {"id": "mai-20260917-1752-baseline|c163-m1|challenger-small|Phenom", "prompt": "c163-m1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Phenom** if you want the most complete recruitment marketing and candidate experience platform"}, {"id": "mai-20260917-1752-baseline|c163-m1|challenger-small|SmartDreamers", "prompt": "c163-m1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmartDreamers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SmartDreamers** is a strong alternative if you want a more mid-market-friendly, AI-driven solution"}, {"id": "mai-20260917-1752-baseline|c163-m1|challenger-small|Teamtailor", "prompt": "c163-m1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Teamtailor** if your priority is an easy-to-use branded career site and employer branding"}, {"id": "mai-20260917-1752-baseline|c163-m1|deepseek-small|Jobvite", "prompt": "c163-m1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Jobvite** offers the most complete recruitment marketing suite tuned to your size."}, {"id": "mai-20260917-1752-baseline|c163-m1|deepseek-small|Workable", "prompt": "c163-m1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** is the best value"}, {"id": "mai-20260917-1752-baseline|c163-m1|deepseek-small|Teamtailor", "prompt": "c163-m1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company competes heavily on employer brand, start with **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-m1|deepseek-small|Phenom", "prompt": "c163-m1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Phenom and Beamery lead the enterprise/mid-market space"}, {"id": "mai-20260917-1752-baseline|c163-m1|deepseek-small|Beamery", "prompt": "c163-m1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you need true CRM-scale marketing"}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Phenom", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "do not have the massive budgets or dedicated IT/Operations teams required to run overly complex, enterprise-grade platforms like Phenom or Beamery"}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Beamery", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "overly complex, enterprise-grade platforms like Phenom or Beamery"}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Gem", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "purchasing **Gem** to act as your recruitment marketing and sourcing engine is the highly popular \"best-of-breed\" stack for mid-market B2B"}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Greenhouse", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrates seamlessly with mid-market ATS platforms like Greenhouse and Ashby."}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Ashby", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrates seamlessly with mid-market ATS platforms like Greenhouse and Ashby."}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Teamtailor", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to replace your entire recruiting stack with something modern and brand-forward, choose **Teamtailor**."}, {"id": "mai-20260917-1752-baseline|c163-m1|google-small|Lever (LeverTRM)", "prompt": "c163-m1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Lever (LeverTRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Tech Stack Consolidation (All-in-One): **Lever (LeverTRM)**"}, {"id": "mai-20260917-1752-baseline|c163-m1|meta-small|Jobvite", "prompt": "c163-m1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best recruitment marketing platform for a mid-market B2B company is Jobvite"}, {"id": "mai-20260917-1752-baseline|c163-m1|minimax-small|Jobvite", "prompt": "c163-m1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jobvite** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c163-m1|minimax-small|Workable", "prompt": "c163-m1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Jobvite** or **Workable** for the best balance of features and pricing"}, {"id": "mai-20260917-1752-baseline|c163-m1|minimax-small|Teamtailor", "prompt": "c163-m1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teamtailor** (Best User Experience)"}, {"id": "mai-20260917-1752-baseline|c163-m1|minimax-small|Gem", "prompt": "c163-m1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Gem** if AI-powered sourcing is a priority"}, {"id": "mai-20260917-1752-baseline|c163-m1|minimax-small|Phenom", "prompt": "c163-m1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Phenom** (Best for Candidate Experience)"}, {"id": "mai-20260917-1752-baseline|c163-m1|mistral-small|Jobvite", "prompt": "c163-m1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jobvite** stands out as a top choice for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c163-m1|mistral-small|iCIMS", "prompt": "c163-m1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market or enterprise companies that need recruitment marketing bundled with a full ATS"}, {"id": "mai-20260917-1752-baseline|c163-m1|mistral-small|Phenom", "prompt": "c163-m1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for mid-market and enterprise organizations focused on AI-driven personalization... but tends to be more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c163-m1|mistral-small|Joveo", "prompt": "c163-m1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for high-volume, multi-channel hiring with AI-driven optimization and analytics"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|Jobvite (by Employ Inc.)", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite (by Employ Inc.)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Jobvite** or **Workable**"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|Workable", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Jobvite** or **Workable**"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|Beamery", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a larger budget ... consider **Beamery** or **Phenom**"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|Phenom", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Beamery** or **Phenom**"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|100Hires", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most affordable for small-mid sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|TalentLyft", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one recruitment marketing + CRM for SMB/mid-market"}, {"id": "mai-20260917-1752-baseline|c163-m1|moonshot-small|Manatal", "prompt": "c163-m1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget pick with AI-assisted features"}, {"id": "mai-20260917-1752-baseline|c163-m1|openai-small|Radancy", "prompt": "c163-m1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best all-in-one suite:** Radancy"}, {"id": "mai-20260917-1752-baseline|c163-m1|openai-small|Beamery", "prompt": "c163-m1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best CRM-driven platform:** Beamery"}, {"id": "mai-20260917-1752-baseline|c163-m1|openai-small|Phenom", "prompt": "c163-m1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall:** Phenom"}, {"id": "mai-20260917-1752-baseline|c163-m1|openai-small|Joveo", "prompt": "c163-m1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for job ad performance:** Joveo"}, {"id": "mai-20260917-1752-baseline|c163-m1|xai-small|Teamtailor", "prompt": "c163-m1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teamtailor** (Strongest Overall for Employer Branding & Usability)"}, {"id": "mai-20260917-1752-baseline|c163-m1|xai-small|Jobvite (now part of Employ Inc.)", "prompt": "c163-m1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite (now part of Employ Inc.)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one ATS + recruitment marketing for mid-market ... **Cons**: Higher cost, steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c163-m1|xai-small|TalentLyft", "prompt": "c163-m1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable all-in-one recruitment marketing/CRM for SMB-to-mid-market"}, {"id": "mai-20260917-1752-baseline|c163-m1|xai-small|Recruitee (now Tellent)", "prompt": "c163-m1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Recruitee (now Tellent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaborative platform with strong marketing tools like branded sites and sourcing"}, {"id": "mai-20260917-1752-baseline|c163-m1|xai-small|Workable", "prompt": "c163-m1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need full ATS integration?** Jobvite or Workable (~$149-189/mo, similar strengths)"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|TalentLyft", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "TalentLyft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **TalentLyft** or **Workable** offer the best balance of features, pricing, and ease of use."}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Recruitee (Tellent)", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Recruitee (Tellent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need strong team collaboration features, choose **Recruitee**."}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Workable", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TalentLyft** or **Workable** offer the best balance of features, pricing, and ease of use"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Jobvite (Employ Inc.)", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Jobvite (Employ Inc.)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Lever", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Companies streamlining hiring processes"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Joveo", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven programmatic job advertising with custom pricing"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Phenom", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered candidate experience management with enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|Beamery", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Long-term talent pipeline building with custom pricing"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|SmashFly (Symphony Talent)", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "SmashFly (Symphony Talent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise employer branding with custom pricing"}, {"id": "mai-20260917-1752-baseline|c163-m1|zai-small|100Hires", "prompt": "c163-m1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Budget-conscious:** 100Hires ($49/month) - affordable for smaller teams"}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|Greenhouse", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prioritize **branding and customization** and have some technical resources, go with **Greenhouse**."}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|Workable", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you prioritize **speed, simplicity, and an all-in-one ATS**, choose **Workable**."}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|iCIMS Talent Cloud", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **enterprise-scale power** and are willing to invest in implementation, consider **iCIMS**."}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|TalentNest", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-sized companies wanting a dedicated, easy-to-use career site builder with a built-in ATS"}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|Lever", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use an ATS (like Lever, Greenhouse, or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|BambooHR", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already use an ATS (like Lever, Greenhouse, or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|Joveo", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "others (like Joveo or HireVue) specialize only in the front-end experience"}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|HireVue", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "others (like Joveo or HireVue) specialize only in the front-end experience"}, {"id": "mai-20260917-1752-baseline|c163-m2|alibaba-small|Breezy HR", "prompt": "c163-m2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A no-code, drag-and-drop builder (like Workable or Breezy HR) might be more sustainable"}, {"id": "mai-20260917-1752-baseline|c163-m2|anthropic-small|TalentNest", "prompt": "c163-m2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentNest** is an excellent choice specifically designed for your situation."}, {"id": "mai-20260917-1752-baseline|c163-m2|anthropic-small|MokaHR", "prompt": "c163-m2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MokaHR** is also well-suited for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c163-m2|anthropic-small|Phenom", "prompt": "c163-m2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these tend to be more enterprise-focused and may be overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c163-m2|anthropic-small|Symphony Talent", "prompt": "c163-m2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these tend to be more enterprise-focused and may be overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c163-m2|anthropic-small|iCIMS", "prompt": "c163-m2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these tend to be more enterprise-focused and may be overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c163-m2|challenger-small|Teamtailor", "prompt": "c163-m2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I\\u2019d recommend **Teamtailor** as the default choice"}, {"id": "mai-20260917-1752-baseline|c163-m2|challenger-small|Workable", "prompt": "c163-m2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** is a strong alternative for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c163-m2|challenger-small|Pinpoint", "prompt": "c163-m2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pinpoint** or **Phenom** may be better fits"}, {"id": "mai-20260917-1752-baseline|c163-m2|challenger-small|Phenom", "prompt": "c163-m2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Phenom** if you need **advanced personalization and AI-driven candidate engagement**"}, {"id": "mai-20260917-1752-baseline|c163-m2|challenger-small|Ongig", "prompt": "c163-m2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Ongig** if your main need is a **career site layer on top of an existing ATS**"}, {"id": "mai-20260917-1752-baseline|c163-m2|deepseek-small|Teamtailor", "prompt": "c163-m2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-m2|deepseek-small|Workable", "prompt": "c163-m2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1. Workable** (best all-rounder / fastest to launch)"}, {"id": "mai-20260917-1752-baseline|c163-m2|deepseek-small|SmartRecruiters", "prompt": "c163-m2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. SmartRecruiters** (best if you're hiring at higher volume or need AI/sourcing)"}, {"id": "mai-20260917-1752-baseline|c163-m2|deepseek-small|Greenhouse", "prompt": "c163-m2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**3. Greenhouse** (best if employer branding customization is your top priority)"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Pinpoint ATS", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Pinpoint ATS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pinpoint ATS (Top Recommendation): Pinpoint is specifically designed for mid-market companies and features one of the most powerful built-in career site builders on the market."}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Ashby", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "both Ashby and Lever are highly popular mid-market favorites"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Lever", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "both Ashby and Lever are highly popular mid-market favorites"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Webflow", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "build your site on Webflow and use Byteline to sync your ATS jobs"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|WordPress", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "host their corporate websites on a modern CMS like Webflow or WordPress"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Byteline", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Byteline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use no-code sync tools like Byteline or Whalesync"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Whalesync", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Whalesync", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "no-code sync tools like **Byteline** or **Whalesync**"}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Ongig", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ongig acts as a beautiful frontend \"wrapper\" for your ATS."}, {"id": "mai-20260917-1752-baseline|c163-m2|google-small|Teamdash", "prompt": "c163-m2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamdash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Teamdash has a very easy landing-page builder that allows recruiters to spin up highly tailored pages"}, {"id": "mai-20260917-1752-baseline|c163-m2|meta-small|TalentNest", "prompt": "c163-m2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best career site builder for a mid-sized B2B company would be TalentNest, Workable, or iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-m2|meta-small|Workable", "prompt": "c163-m2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workable is a battle-tested ATS with a careers page that is best for mid-market companies (50–500 employees)"}, {"id": "mai-20260917-1752-baseline|c163-m2|meta-small|iCIMS", "prompt": "c163-m2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iCIMS is an integrated talent cloud with career site, ATS, and CRM that is best for mid-market to large enterprises."}, {"id": "mai-20260917-1752-baseline|c163-m2|minimax-small|Teamtailor", "prompt": "c163-m2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Teamtailor** or **Workable**."}, {"id": "mai-20260917-1752-baseline|c163-m2|minimax-small|Phenom", "prompt": "c163-m2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Phenom** (Best for AI & Candidate Engagement)"}, {"id": "mai-20260917-1752-baseline|c163-m2|minimax-small|Workable", "prompt": "c163-m2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Teamtailor** or **Workable**."}, {"id": "mai-20260917-1752-baseline|c163-m2|minimax-small|iCIMS", "prompt": "c163-m2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iCIMS** (Best for Scalability)"}, {"id": "mai-20260917-1752-baseline|c163-m2|mistral-small|Ongig Career Site Builder", "prompt": "c163-m2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ongig Career Site Builder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ongig** or **Greenhouse** are top choices"}, {"id": "mai-20260917-1752-baseline|c163-m2|mistral-small|Greenhouse", "prompt": "c163-m2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ongig** or **Greenhouse** are top choices"}, {"id": "mai-20260917-1752-baseline|c163-m2|mistral-small|Workable", "prompt": "c163-m2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a quick, affordable, and user-friendly solution, **Workable** is excellent."}, {"id": "mai-20260917-1752-baseline|c163-m2|mistral-small|Phenom", "prompt": "c163-m2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AI-driven personalization and scalability, consider **Phenom** or **iCIMS**."}, {"id": "mai-20260917-1752-baseline|c163-m2|mistral-small|iCIMS", "prompt": "c163-m2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AI-driven personalization and scalability, consider **Phenom** or **iCIMS**."}, {"id": "mai-20260917-1752-baseline|c163-m2|moonshot-small|Pinpoint", "prompt": "c163-m2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Rounder for Mid-Market ... I'd recommend **Pinpoint** if employer branding and candidate experience are priorities"}, {"id": "mai-20260917-1752-baseline|c163-m2|moonshot-small|Teamtailor", "prompt": "c163-m2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Teamtailor** if you want an all-in-one ATS + career site solution that's easy to implement and manage"}, {"id": "mai-20260917-1752-baseline|c163-m2|moonshot-small|Greenhouse", "prompt": "c163-m2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growth & Customization ... **Caveat:** May require some technical resources to fully leverage"}, {"id": "mai-20260917-1752-baseline|c163-m2|moonshot-small|Symphony Talent", "prompt": "c163-m2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pinpoint or Symphony Talent for storytelling"}, {"id": "mai-20260917-1752-baseline|c163-m2|moonshot-small|Phenom", "prompt": "c163-m2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Phenom (if budget allows) or MokaHR"}, {"id": "mai-20260917-1752-baseline|c163-m2|moonshot-small|MokaHR", "prompt": "c163-m2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Phenom (if budget allows) or MokaHR"}, {"id": "mai-20260917-1752-baseline|c163-m2|openai-small|Teamtailor", "prompt": "c163-m2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Teamtailor** if your priority is a **modern, branded career site that also handles recruiting well**"}, {"id": "mai-20260917-1752-baseline|c163-m2|openai-small|Workable", "prompt": "c163-m2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** is a solid second choice"}, {"id": "mai-20260917-1752-baseline|c163-m2|xai-small|Workable", "prompt": "c163-m2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Workable as the top career site builder."}, {"id": "mai-20260917-1752-baseline|c163-m2|xai-small|Ashby", "prompt": "c163-m2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Workable doesn't fit"}, {"id": "mai-20260917-1752-baseline|c163-m2|xai-small|Lever (Employ)", "prompt": "c163-m2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever (Employ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CRM-integrated pipelines"}, {"id": "mai-20260917-1752-baseline|c163-m2|xai-small|Teamtailor", "prompt": "c163-m2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy employer branding | Stunning, customizable pages"}, {"id": "mai-20260917-1752-baseline|c163-m2|zai-small|Workable", "prompt": "c163-m2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** as the default choice because it delivers a polished, branded careers page right out of the box"}, {"id": "mai-20260917-1752-baseline|c163-m2|zai-small|Teamtailor", "prompt": "c163-m2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Teamtailor** is the runner-up."}, {"id": "mai-20260917-1752-baseline|c163-m2|zai-small|Greenhouse", "prompt": "c163-m2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Greenhouse – Best if you need structured hiring and deep integrations"}, {"id": "mai-20260917-1752-baseline|c163-m2|zai-small|Ashby", "prompt": "c163-m2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ashby – Best if analytics and data-driven recruiting are critical"}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Phenom", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Large enterprises seeking a \"full-lifecycle\" solution.... holistic Talent Experience Management platform"}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Beamery", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Data-driven organizations focused on workforce intelligence and personalized CRM."}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Joveo", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations prioritizing AI-driven job distribution and ad performance."}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Bullhorn", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Staffing and Recruiting Agencies."}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Greenhouse", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Structured hiring processes and equity-focused hiring."}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Adway", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Adway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specializes in social recruiting."}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|SmartDreamers", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartDreamers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses heavily on employer branding and campaign analytics."}, {"id": "mai-20260917-1752-baseline|c163-m3|alibaba-small|Avature", "prompt": "c163-m3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An enterprise-grade platform known for extreme customizability."}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|MokaHR", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MokaHR consistently outperforms competitors—delivering up to 3× faster candidate screening with 87% accuracy"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|Phenom", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top five platforms for 2026 are MokaHR, Phenom, Symphony Talent, Beamery, and Avature"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|Symphony Talent", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top five platforms for 2026 are MokaHR, Phenom, Symphony Talent, Beamery, and Avature"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|Beamery", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beamery is an AI-driven Talent Lifecycle Management platform that empowers organizations to attract and retain top talent"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|Avature", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top five platforms for 2026 are MokaHR, Phenom, Symphony Talent, Beamery, and Avature"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|Joveo", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Joveo is a programmatic job advertising platform reviewed by talent acquisition teams for its AI-driven spend optimization"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|Workable", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Workable excels in marketing your employer brand to attract top talent, with multi-channel job distribution"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|TalentRecruit", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentRecruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "TalentRecruit is the highest-rated platform with a 4.96 rating and top recommendation scores"}, {"id": "mai-20260917-1752-baseline|c163-m3|anthropic-small|JobDiva", "prompt": "c163-m3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "JobDiva has among the highest ease-of-use scores for minimizing administrative friction"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Joveo", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Programmatic advertising platforms** like **Joveo**... best when you need to buy and optimize job traffic efficiently"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Phenom", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for strong candidate experience:** **Phenom** or **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Beamery", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in **talent CRM** and proactive candidate nurturing"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Symphony Talent", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines **employer brand storytelling** with programmatic advertising and CRM"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Avature", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for being **highly configurable** and flexible for complex workflows"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Bullhorn", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for staffing agencies:** **Bullhorn** or **JobDiva**"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Greenhouse", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for structured internal hiring:** **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Teamtailor", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Best for strong candidate experience:** **Phenom** or **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Ceipal ATS", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Ceipal ATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong in **sourcing integrations** and automated resume harvesting/ranking"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|JobDiva", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for staffing agencies:** **Bullhorn** or **JobDiva**"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Appcast", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Programmatic advertising platforms** like **Joveo**, **Appcast**, and **Recruitics**"}, {"id": "mai-20260917-1752-baseline|c163-m3|challenger-small|Recruitics", "prompt": "c163-m3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Programmatic advertising platforms** like **Joveo**, **Appcast**, and **Recruitics**"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Beamery", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Beamery** — A \"talent lifecycle management\" platform strong on CRM, talent analytics, and AI"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Avature", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avature** — A highly customizable enterprise CRM known for extreme flexibility"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Phenom", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Phenom** — Runs on AI to deliver *personalized career-site experiences*"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|iCIMS", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iCIMS** — An all-in-one **system of record** (ATS-first) ... Unity marketplace with 230+ integrations"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Symphony Talent", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Symphony Talent (SmashFlyX)** — Focused on personalized candidate experiences and nurture campaigns."}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Gem", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Gem** — A lightweight, modern CRM-style tool popular with in-house tech/startup recruiting teams"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Appcast", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Appcast** — Data-driven programmatic distribution and cost-per-applicant optimization"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Recruitics", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Recruitics** — Similar programmatic advertising plus unique features like **DEI analytics**"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Joveo", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Joveo / VONQ / Radancy** — Alternatives that differ on managed-vs-self-serve control"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|VONQ", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "VONQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Joveo / VONQ / Radancy** — Alternatives that differ on managed-vs-self-serve control"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Radancy", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Joveo / VONQ / Radancy** — Alternatives"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Jobvite", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Jobvite** — Combines ATS with solid recruitment marketing (career sites, referrals, social campaigns)"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Workable", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Workable** — ATS with built-in marketing tools, popular for SMBs."}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Recruitee", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Recruitee (Tellent)** and **TalentLyft** — Collaborative, all-in-one recruiting + CRM/marketing suites"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|TalentLyft", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "all-in-one recruiting + CRM/marketing suites for small-to-mid-size businesses"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|CareerArc", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "CareerArc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**CareerArc** — Social recruiting and employer branding (~$500/month)."}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Rally", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Rally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Rally** — Free resources/community and lightweight tooling."}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|LinkedIn Talent Solutions", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**LinkedIn Talent Solutions** — Pay-as-you-go reach into the world's largest professional network."}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Greenhouse", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "ATS-heavy tools (iCIMS, Greenhouse) are excellent at *storing/tracking* data but weaker at distributing your brand"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Adway", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Adway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "requires programmatic/social advertising layers (Adway, Appcast, etc.)"}, {"id": "mai-20260917-1752-baseline|c163-m3|deepseek-small|Sense", "prompt": "c163-m3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Recruitment CRM (Gem, Beamery, Sense, Avature)"}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Phenom (Phenom TXM)", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom (Phenom TXM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Phenom** if you want to elevate your **global employer brand** with modern, highly personalized candidate-facing career sites."}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Beamery", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Beamery** if you are a global enterprise focused on **skills-based hiring, internal mobility, and long-term talent communities**."}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Gem", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Gem** if your primary bottleneck is **recruiters spending hours on manual outbound sourcing**"}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Avature", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Avature** if you have highly **unconventional, complex recruiting workflows**"}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Joveo", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Joveo** if your main problem is **inefficient job board spend**"}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Paradox", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Paradox** if you need to **fill hundreds of hourly positions fast**"}, {"id": "mai-20260917-1752-baseline|c163-m3|google-small|Symphony Talent", "prompt": "c163-m3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Experience & Brand-Led (e.g., **Phenom**, **Symphony Talent**)"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Bullhorn", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** High-volume staffing teams"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Greenhouse", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Structured hiring workflows"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Ceipal ATS", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Ceipal ATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Deep sourcing integrations"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|JobDiva", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** All-in-one staffing operations"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Phenom", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-powered career sites, Talent Relationship Management (CRM), automated communication campaigns"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Beamery", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on talent relationship management and passive candidate engagement"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Symphony Talent", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Employer brand activation and recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Paradox", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Conversational recruiting and candidate engagement"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Avature", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise recruitment marketing and candidate relationship management"}, {"id": "mai-20260917-1752-baseline|c163-m3|minimax-small|Joveo", "prompt": "c163-m3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Programmatic job advertising and recruitment marketing optimization"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Joveo", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joveo**: Best for high-volume, multi-channel hiring. It offers end-to-end recruitment marketing with AI-driven optimization"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Phenom", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phenom is best for organizations looking to create a seamless, branded journey for candidates"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Beamery", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specializes in building long-term talent pipelines using a CRM-driven approach."}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Bullhorn", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A long-standing leader for staffing agencies and high-volume recruiters."}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Avature", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These platforms also make the top lists, each with strengths in areas like employer branding"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Symphony Talent", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Sense", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Paradox", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Radancy", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Appcast", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Joveo and Appcast excel in programmatic job advertising and analytics"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|PandoLogic", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|iCIMS", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Findem", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|mistral-small|Yello", "prompt": "c163-m3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Yello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "These platforms also make the top lists"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Phenom", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Phenom** leads in AI-powered career site personalization"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Beamery", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full-suite CRM with talent analytics and AI-driven talent lifecycle management"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Joveo", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "End-to-end AI-powered platform with programmatic advertising and outcome-level analytics"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Avature", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Extremely customizable workflows for complex enterprise needs"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|SmartRecruiters", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Mid-Market (SmartRecruiters/Jobvite) if"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Jobvite", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Mid-Market (SmartRecruiters/Jobvite) if"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Recruitee (Tellent)", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitee (Tellent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Branded career sites with strong team collaboration features"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|TalentLyft", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All-in-one SMB solution"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Gem", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best-in-class candidate relationship management for recruiting teams"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|SeekOut", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Advanced AI sourcing with diversity and skills analytics"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|hireEZ", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Automated sourcing and engagement workflows"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Yello", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Yello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Event management and early-career recruiting"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Radancy", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Full-service recruitment marketing with employer branding"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Symphony Talent", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Strong creative and brand management capabilities"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Sense", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Sense** = Automated candidate engagement (SMS, email, chatbot)"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Appcast", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Appcast/Recruitics** = Pure programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Recruitics", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Appcast/Recruitics** = Pure programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|Workday", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Workday/iCIMS** = Enterprise suites with native recruiting modules"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|iCIMS", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Workday/iCIMS** = Enterprise suites with native recruiting modules"}, {"id": "mai-20260917-1752-baseline|c163-m3|moonshot-small|CareerArc", "prompt": "c163-m3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "CareerArc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**CareerArc** = Social recruiting and employer brand amplification"}, {"id": "mai-20260917-1752-baseline|c163-m3|openai-small|Phenom", "prompt": "c163-m3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Phenom** — Strong on **talent marketing + career site + personalization + automation**."}, {"id": "mai-20260917-1752-baseline|c163-m3|openai-small|Beamery", "prompt": "c163-m3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best known for **talent CRM / talent lifecycle management**"}, {"id": "mai-20260917-1752-baseline|c163-m3|openai-small|iCIMS", "prompt": "c163-m3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A broad **talent cloud / TA suite** with recruitment marketing and nurture capabilities."}, {"id": "mai-20260917-1752-baseline|c163-m3|openai-small|SmartRecruiters", "prompt": "c163-m3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Primarily an **end-to-end enterprise hiring platform** that also includes recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c163-m3|openai-small|Jobvite", "prompt": "c163-m3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for a **marketing-first ATS** with recruitment marketing built in"}, {"id": "mai-20260917-1752-baseline|c163-m3|openai-small|Appcast", "prompt": "c163-m3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More specialized in **programmatic job advertising** and channel optimization."}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Phenom", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Personalized candidate experiences & talent lifecycle | AI-driven career sites... Strong on engagement & retention."}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Beamery", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Long-term talent pipelines & CRM ... Excels in relationship management."}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Joveo", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "High-volume, multi-channel hiring | AI-optimized programmatic ads"}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Appcast", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Programmatic job advertising | Automated ad buying/placement/optimization"}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Symphony Talent", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Employer branding & career sites | Career site tech, branding tools"}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Avature", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CRM & global talent management | Customizable CRM, sourcing, events, mobile-first."}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|PandoLogic", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Job ad optimization | AI-powered job posting, semantic matching"}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|Radancy", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated branding & ads | Employer branding, career sites, recruitment advertising in one platform."}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|iCIMS", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include Phenom, Beamery, Joveo, Appcast, Symphony Talent, Avature, PandoLogic, Radancy, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-m3|xai-small|TalentLyft", "prompt": "c163-m3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "SMB options like TalentLyft (~$99/mo) exist but rank lower"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|TalentLyft", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**TalentLyft** | $99/month | All-in-one platform with sourcing, candidate nurturing, and employer branding"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Recruitee", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Recruitee** | $199/month | Collaborative hiring with branded career sites and strong marketing features"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Jobvite", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jobvite** | $200+ | Employee referral programs and social recruiting"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|100Hires", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**100Hires** | $15/month | Budget-friendly with easy setup"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Phenom", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Phenom** | AI-driven talent experience at scale; talent graph personalization, CRM, internal mobility"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Beamery", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Beamery** | Proactive sourcing and pipeline building; talent CRM with AI-scored engagement"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Avature", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Avature** | Global enterprises needing deep configurability"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Symphony Talent", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Symphony Talent** | Employer brand storytelling; SmartAd programmatic media + content CMS"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Bullhorn", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Bullhorn** | High-volume staffing teams and agencies"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Greenhouse", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Greenhouse** | Enterprise hiring with strong candidate experience features"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|JobDiva", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JobDiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**JobDiva** | Large enterprises with complex staffing needs"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Appcast", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Appcast** | Programmatic job advertising with analytics; budget-conscious teams"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|PandoLogic", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**PandoLogic** | Automated ATS-fed programmatic ads with built-in nurture"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Joveo", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Joveo** | Programmatic advertising and candidate targeting"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|Workable", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**ATS-Native Marketing** (Greenhouse, Workable, SmartRecruiters)"}, {"id": "mai-20260917-1752-baseline|c163-m3|zai-small|SmartRecruiters", "prompt": "c163-m3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**ATS-Native Marketing** (Greenhouse, Workable, SmartRecruiters)"}, {"id": "mai-20260917-1752-baseline|c163-m4|alibaba-small|100Hires", "prompt": "c163-m4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with **100Hires** if you need to automate posting to social media to fill seats quickly."}, {"id": "mai-20260917-1752-baseline|c163-m4|alibaba-small|Rally", "prompt": "c163-m4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look into **Rally**'s free resources to build a company blog or culture page yourself"}, {"id": "mai-20260917-1752-baseline|c163-m4|alibaba-small|JuggleHire", "prompt": "c163-m4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JuggleHire offers a drag-and-drop builder to create branded hiring pages for your own website."}, {"id": "mai-20260917-1752-baseline|c163-m4|alibaba-small|Greenhouse", "prompt": "c163-m4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "much cheaper than enterprise solutions like Greenhouse or Lever"}, {"id": "mai-20260917-1752-baseline|c163-m4|alibaba-small|Lever", "prompt": "c163-m4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "much cheaper than enterprise solutions like Greenhouse or Lever"}, {"id": "mai-20260917-1752-baseline|c163-m4|alibaba-small|JazzHR", "prompt": "c163-m4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "JazzHR offers built-in career sites and basic social sharing features."}, {"id": "mai-20260917-1752-baseline|c163-m4|anthropic-small|TalentLyft", "prompt": "c163-m4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLyft's free tier and Manatal's low starting price make them ideal starting points for companies with limited budgets"}, {"id": "mai-20260917-1752-baseline|c163-m4|anthropic-small|Manatal", "prompt": "c163-m4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Manatal is an excellent budget-friendly option, with plans starting from just $15/user/month"}, {"id": "mai-20260917-1752-baseline|c163-m4|anthropic-small|Teamtailor", "prompt": "c163-m4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teamtailor and 100Hires work well for smaller teams wanting simpler, more affordable tools"}, {"id": "mai-20260917-1752-baseline|c163-m4|anthropic-small|100Hires", "prompt": "c163-m4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teamtailor and 100Hires work well for smaller teams wanting simpler, more affordable tools"}, {"id": "mai-20260917-1752-baseline|c163-m4|anthropic-small|Handshake for Employers", "prompt": "c163-m4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provides free access to a network of over 12 million college students and recent graduates"}, {"id": "mai-20260917-1752-baseline|c163-m4|challenger-small|Manatal", "prompt": "c163-m4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want the single best *budget-first* pick, **Manatal** is the most often recommended"}, {"id": "mai-20260917-1752-baseline|c163-m4|challenger-small|JazzHR", "prompt": "c163-m4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want an **easy-to-use small-team tool**"}, {"id": "mai-20260917-1752-baseline|c163-m4|challenger-small|Zoho Recruit", "prompt": "c163-m4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use the **Zoho ecosystem** and want a **cost-effective** all-in-one setup"}, {"id": "mai-20260917-1752-baseline|c163-m4|challenger-small|Breezy HR", "prompt": "c163-m4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free or very low-cost entry points** such as **Breezy HR\\u2019s free tier**"}, {"id": "mai-20260917-1752-baseline|c163-m4|challenger-small|100Hires", "prompt": "c163-m4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**100Hires at $49/month** as alternatives worth considering"}, {"id": "mai-20260917-1752-baseline|c163-m4|deepseek-small|Manatal", "prompt": "c163-m4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Manatal**"}, {"id": "mai-20260917-1752-baseline|c163-m4|deepseek-small|100Hires", "prompt": "c163-m4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **100Hires**"}, {"id": "mai-20260917-1752-baseline|c163-m4|deepseek-small|TalentLyft", "prompt": "c163-m4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Budget Option: **TalentLyft**"}, {"id": "mai-20260917-1752-baseline|c163-m4|deepseek-small|WizeHire", "prompt": "c163-m4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "WizeHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **WizeHire** | $165–$249/mo | Small businesses wanting guided hiring + 100+ job boards | ❌ None |"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Phenom", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need to invest in enterprise-grade recruitment marketing platforms (RMPs) like Phenom, Beamery, or Symphony Talent, which can cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Beamery", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need to invest in enterprise-grade recruitment marketing platforms (RMPs) like Phenom, Beamery, or Symphony Talent, which can cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Symphony Talent", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade recruitment marketing platforms (RMPs) like Phenom, Beamery, or Symphony Talent, which can cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Manatal", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Manatal** — Best Overall Value & Custom Brand Building"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Zoho Recruit", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Recruit** — Best for Direct Candidate Nurturing & Campaigns"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Breezy HR", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Breezy HR** — Best \"Forever Free\" Tier for Basic Sourcing"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Teamtailor", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you have ~$250/month and want high-end branding: Choose **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|HubSpot (Free / Starter Tier)", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "HubSpot (Free / Starter Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best \"Alternative\" Recruitment Marketing CRM"}, {"id": "mai-20260917-1752-baseline|c163-m4|google-small|Giig Hire", "prompt": "c163-m4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Giig Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "manually push interested candidates into a free/cheap ATS (like Giig Hire or Zoho Free)"}, {"id": "mai-20260917-1752-baseline|c163-m4|meta-small|Rally", "prompt": "c163-m4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Rally - a free resource with a community."}, {"id": "mai-20260917-1752-baseline|c163-m4|meta-small|CareerArc", "prompt": "c163-m4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "CareerArc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. CareerArc - social recruiting from $500/month."}, {"id": "mai-20260917-1752-baseline|c163-m4|meta-small|LinkedIn Talent Solutions", "prompt": "c163-m4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. LinkedIn Talent Solutions - pay as you go."}, {"id": "mai-20260917-1752-baseline|c163-m4|meta-small|100Hires", "prompt": "c163-m4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "among the most affordable options for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-m4|meta-small|JuggleHire", "prompt": "c163-m4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "career page builder and job embeds starting at $79/month"}, {"id": "mai-20260917-1752-baseline|c163-m4|minimax-small|100Hires", "prompt": "c163-m4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**100Hires** - Specifically designed for teams on tight budgets, offering job posting, email campaigns, and candidate tracking in a lean, easy-to-implement platform."}, {"id": "mai-20260917-1752-baseline|c163-m4|minimax-small|Rally", "prompt": "c163-m4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers free resources and community access, making it ideal for very small teams or startups."}, {"id": "mai-20260917-1752-baseline|c163-m4|minimax-small|LinkedIn Talent Solutions", "prompt": "c163-m4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pay-as-you-go pricing model, allowing you to only spend when you need to."}, {"id": "mai-20260917-1752-baseline|c163-m4|minimax-small|Jugglehire", "prompt": "c163-m4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Jugglehire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Career page builder starting at $79/month, with job embeds and a job ad grader tool."}, {"id": "mai-20260917-1752-baseline|c163-m4|minimax-small|Glassdoor", "prompt": "c163-m4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use free tools like Glassdoor, Indeed, and LinkedIn company pages"}, {"id": "mai-20260917-1752-baseline|c163-m4|minimax-small|Indeed", "prompt": "c163-m4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use free tools like Glassdoor, Indeed, and LinkedIn company pages"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|Rally", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers free resources and community support, making it ideal for small teams on a tight budget. It’s often recommended as a starting point"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|CareerArc", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "CareerArc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides social recruiting tools starting at around $500/month, which is relatively affordable for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|LinkedIn Talent Solutions", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Allows for pay-as-you-go options, so you only pay for what you use, which can be cost-effective"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|100Hires", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highlighted as one of the most affordable options for small and mid-sized businesses, with quick setup and lower costs"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|JazzHR", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another budget-friendly choice, especially for lean teams that want a straightforward setup and lower upfront costs"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|Glassdoor", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "claim and optimize your employer profiles on Glassdoor, Indeed, and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c163-m4|mistral-small|Indeed", "prompt": "c163-m4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "claim and optimize your employer profiles on Glassdoor, Indeed, and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c163-m4|moonshot-small|100Hires", "prompt": "c163-m4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most limited budgets:** Start with **100Hires at $49/month** – it offers the most comprehensive feature set at the lowest price point"}, {"id": "mai-20260917-1752-baseline|c163-m4|moonshot-small|Rally", "prompt": "c163-m4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Limitation:** More of an educational platform than a full software solution"}, {"id": "mai-20260917-1752-baseline|c163-m4|moonshot-small|JuggleHire", "prompt": "c163-m4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrated ATS + Marketing - **Starting Price:** $79/month"}, {"id": "mai-20260917-1752-baseline|c163-m4|moonshot-small|CareerArc", "prompt": "c163-m4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "CareerArc", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Note:** Higher price point but specialized for social recruiting automation"}, {"id": "mai-20260917-1752-baseline|c163-m4|moonshot-small|LinkedIn Talent Solutions", "prompt": "c163-m4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Pay-As-You-Go - **Pricing:** Flexible, pay-as-you-go model"}, {"id": "mai-20260917-1752-baseline|c163-m4|openai-small|Teamtailor", "prompt": "c163-m4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for limited budget + employer branding:** **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-m4|openai-small|100Hires", "prompt": "c163-m4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best ultra-lean option:** **JazzHR** or **100Hires**"}, {"id": "mai-20260917-1752-baseline|c163-m4|openai-small|JazzHR", "prompt": "c163-m4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best ultra-lean option:** **JazzHR** or **100Hires**"}, {"id": "mai-20260917-1752-baseline|c163-m4|openai-small|LinkedIn Recruitment Marketing", "prompt": "c163-m4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Recruitment Marketing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid first if budget is tight:** **LinkedIn Recruitment Marketing** or other ad-heavy platforms"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|LinkedIn", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Free Tools Combo (LinkedIn, Glassdoor, Indeed)**"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Glassdoor", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Free Tools Combo (LinkedIn, Glassdoor, Indeed)**"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Indeed", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: **Free Tools Combo (LinkedIn, Glassdoor, Indeed)**"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Zoho Recruit", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost Paid Option: **Zoho Recruit (Free Plan)**"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Manatal", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$15/user/month (annual; 14-day trial) | Small teams | AI sourcing, career sites"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|100Hires", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$49/month (14-day trial) | SMBs automating posts"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Rally", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free resources | Learning/strategy | Templates, benchmarks, community—no software"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Workable", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid for tight budgets**: Workable ($299+/month)"}, {"id": "mai-20260917-1752-baseline|c163-m4|xai-small|Teamtailor", "prompt": "c163-m4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid for tight budgets**: ... Teamtailor (~$200+/month custom)"}, {"id": "mai-20260917-1752-baseline|c163-m4|zai-small|Zoho Recruit", "prompt": "c163-m4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free Option: Zoho Recruit ... Start with Zoho Recruit’s free plan"}, {"id": "mai-20260917-1752-baseline|c163-m4|zai-small|Manatal", "prompt": "c163-m4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SMBs wanting AI-powered recommendations without a large upfront investment"}, {"id": "mai-20260917-1752-baseline|c163-m4|zai-small|100Hires", "prompt": "c163-m4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Lean teams needing a simple, cost-effective solution"}, {"id": "mai-20260917-1752-baseline|c163-m4|zai-small|Recruit CRM", "prompt": "c163-m4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Starting price: ~$85/user/month (billed annually)"}, {"id": "mai-20260917-1752-baseline|c163-m4|zai-small|JuggleHire", "prompt": "c163-m4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Career page builders (e.g., JuggleHire) | Create a branded careers site on your website (starting at $79/month)"}, {"id": "mai-20260917-1752-baseline|c163-m5|alibaba-small|Phenom", "prompt": "c163-m5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid \"Enterprise-only\" tools (like Phenom or Beamery) unless you have a large budget and specific needs."}, {"id": "mai-20260917-1752-baseline|c163-m5|alibaba-small|Beamery", "prompt": "c163-m5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid \"Enterprise-only\" tools (like Phenom or Beamery) unless you have a large budget"}, {"id": "mai-20260917-1752-baseline|c163-m5|alibaba-small|Teamtailor", "prompt": "c163-m5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend prioritizing **Teamtailor**, **Jobvite**, or similar mid-market focused suites."}, {"id": "mai-20260917-1752-baseline|c163-m5|alibaba-small|Jobvite", "prompt": "c163-m5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Jobvite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I recommend prioritizing **Teamtailor**, **Jobvite**, or similar mid-market focused suites."}, {"id": "mai-20260917-1752-baseline|c163-m5|alibaba-small|Workable", "prompt": "c163-m5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for **Mid-Market All-Rounders** (like Teamtailor, Jobvite, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-m5|deepseek-small|Sense", "prompt": "c163-m5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "map specific vendors (Sense, Phenom, iCIMS, Paradox, HireEZ, etc.) against your needs"}, {"id": "mai-20260917-1752-baseline|c163-m5|deepseek-small|Phenom", "prompt": "c163-m5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "map specific vendors (Sense, Phenom, iCIMS, Paradox, HireEZ, etc.) against your needs"}, {"id": "mai-20260917-1752-baseline|c163-m5|deepseek-small|iCIMS", "prompt": "c163-m5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "map specific vendors (Sense, Phenom, iCIMS, Paradox, HireEZ, etc.) against your needs"}, {"id": "mai-20260917-1752-baseline|c163-m5|deepseek-small|Paradox", "prompt": "c163-m5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "map specific vendors (Sense, Phenom, iCIMS, Paradox, HireEZ, etc.) against your needs"}, {"id": "mai-20260917-1752-baseline|c163-m5|deepseek-small|HireEZ", "prompt": "c163-m5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "map specific vendors (Sense, Phenom, iCIMS, Paradox, HireEZ, etc.) against your needs"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Bullhorn", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Bullhorn, Greenhouse, Ceipal ATS, RecruitBPM, Staffing Referrals, 100Hires, Phenom, Beamery, Avature, Symphony Talent, and iCIMS."}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Greenhouse", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms include Bullhorn, Greenhouse, Ceipal ATS..."}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Ceipal ATS", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Ceipal ATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms include Bullhorn, Greenhouse, Ceipal ATS, RecruitBPM..."}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|RecruitBPM", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "RecruitBPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ceipal ATS, RecruitBPM, Staffing Referrals, 100Hires"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Staffing Referrals", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Staffing Referrals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RecruitBPM, Staffing Referrals, 100Hires, Phenom"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|100Hires", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Staffing Referrals, 100Hires, Phenom, Beamery"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Phenom", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "100Hires, Phenom, Beamery, Avature"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Beamery", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Phenom, Beamery, Avature, Symphony Talent, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Avature", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Beamery, Avature, Symphony Talent, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|Symphony Talent", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Avature, Symphony Talent, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-m5|meta-small|iCIMS", "prompt": "c163-m5", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Symphony Talent, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c163-m5|minimax-small|Manatal", "prompt": "c163-m5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** – Strong value, good for branded career pages"}, {"id": "mai-20260917-1752-baseline|c163-m5|minimax-small|Freshteam", "prompt": "c163-m5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Freshteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshteam** – Intelligent job marketing, good ATS integration"}, {"id": "mai-20260917-1752-baseline|c163-m5|minimax-small|Workable", "prompt": "c163-m5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** – Wide-reaching job ads, established platform"}, {"id": "mai-20260917-1752-baseline|c163-m5|minimax-small|Recruitee", "prompt": "c163-m5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recruitee** – Collaborative hiring with solid marketing features"}, {"id": "mai-20260917-1752-baseline|c163-m5|minimax-small|TalentLyft", "prompt": "c163-m5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-tier**: $49-99/user/month (Workable, Recruitee, TalentLyft)"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Workday Recruiting", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday Recruiting** (if you use Workday)"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Greenhouse Recruitment Marketing", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse Recruitment Marketing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenhouse Recruitment Marketing**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Lever Talent Acquisition Suite", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Lever Talent Acquisition Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lever Talent Acquisition Suite**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|iCIMS Talent Cloud", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**iCIMS Talent Cloud**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Jobvite", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jobvite**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|SmartRecruiters", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SmartRecruiters**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|BambooHR Recruiting", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "BambooHR Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BambooHR Recruiting**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Ashby", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ashby**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Recruit CRM", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Recruit CRM**"}, {"id": "mai-20260917-1752-baseline|c163-m5|mistral-small|Personio Recruiting", "prompt": "c163-m5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Personio Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Personio Recruiting** (for European companies)"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Taleo", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Enterprise-only platforms** (e.g., some legacy Taleo or Avature implementations) that require heavy professional services."}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Avature", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Enterprise-only platforms** (e.g., some legacy Taleo or Avature implementations) that require heavy professional services."}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Gem", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms commonly evaluated at your size include **Gem, LeverTRM (if you want CRM + ATS), Paradox (conversational AI), Phenom, Beamery, or SmashFly**"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|LeverTRM", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "LeverTRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LeverTRM (if you want CRM + ATS)"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Paradox", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paradox (conversational AI)"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Phenom", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms commonly evaluated at your size include ... Phenom, Beamery, or SmashFly"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Beamery", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms commonly evaluated at your size include ... Beamery, or SmashFly** (now part of iCIMS)"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|SmashFly", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "SmashFly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SmashFly** (now part of iCIMS)"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Teamtailor", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you just need a lightweight career site + CRM layer on top of an existing ATS, look at **Teamtailor, Homerun"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Homerun", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Homerun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look at **Teamtailor, Homerun, or even Webflow/Wordpress integrations** for simpler use cases"}, {"id": "mai-20260917-1752-baseline|c163-m5|moonshot-small|Webflow/Wordpress", "prompt": "c163-m5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Webflow/Wordpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "or even Webflow/Wordpress integrations** for simpler use cases"}, {"id": "mai-20260917-1752-baseline|c163-m5|xai-small|Phenom", "prompt": "c163-m5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Prioritize platforms like Phenom, Beamery, Symphony Talent (formerly SmashFly), Recruitics, Joveo, or Appcast"}, {"id": "mai-20260917-1752-baseline|c163-m5|xai-small|Beamery", "prompt": "c163-m5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prioritize platforms like Phenom, Beamery, Symphony Talent (formerly SmashFly), Recruitics, Joveo, or Appcast"}, {"id": "mai-20260917-1752-baseline|c163-m5|xai-small|Symphony Talent (formerly SmashFly)", "prompt": "c163-m5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Symphony Talent (formerly SmashFly)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Prioritize platforms like Phenom, Beamery, Symphony Talent (formerly SmashFly), Recruitics, Joveo, or Appcast"}, {"id": "mai-20260917-1752-baseline|c163-m5|xai-small|Recruitics", "prompt": "c163-m5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Appcast, Recruitics"}, {"id": "mai-20260917-1752-baseline|c163-m5|xai-small|Joveo", "prompt": "c163-m5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recruitics, Joveo, or Appcast, which are frequently top-rated for mid-to-enterprise use"}, {"id": "mai-20260917-1752-baseline|c163-m5|xai-small|Appcast", "prompt": "c163-m5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pay-per-applicant/ad spend | 10–20% of budget | Ideal if variable hiring; e.g., Appcast, Recruitics."}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Gem", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gem** | Mid‑market (200–2,000 employees) | $4,000–10,000+ | Integrated marketing and CRM, strong nurturing"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Beamery", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Beamery** | Mid‑market to enterprise | $20,000–50,000+ | End‑to‑end talent experience, AI features"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Radancy", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Radancy** | Enterprise | $20,000–50,000+ | Programmatic ad management, full‑funnel attribution"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Phenom", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Phenom** | Enterprise | $20,000–50,000+ | Suite‑style functionality, global reach"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Jobvite", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jobvite** | Mid‑market | ~$500/month (mid‑size) | ATS + recruitment marketing in one"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Workable", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workable** | Mid‑market | ~$500/month | ATS + marketing, straightforward adoption"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Yello", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Yello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Yello** | Mid‑market to enterprise | Custom pricing | Early‑career focus"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|100Hires", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**100Hires** | Small‑mid‑market | Affordable entry‑point | Employer branding, career site"}, {"id": "mai-20260917-1752-baseline|c163-m5|zai-small|Ceipal ATS", "prompt": "c163-m5", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Ceipal ATS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Ceipal ATS** | Staffing and high‑volume | Custom | Deep sourcing integrations, resume harvesting"}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|Indeed / Indeed Connect", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Indeed / Indeed Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Still useful for volume-driven, high-turnover roles (retail, hospitality, warehouse), but likely poor ROI for professional, technical, or specialized positions."}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|SmartDreamers", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartDreamers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like **SmartDreamers** currently have very limited third-party reviews (e.g., G2 has only 1\\u20132 reviews)"}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|Teamtailer (HiBob)", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailer (HiBob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tier-1 Market Leaders** (generally well-reviewed): Teamtailer (HiBob), Appcast, Revature, TalentSeach, Sourcerate"}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|Appcast", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tier-1 Market Leaders** (generally well-reviewed): Teamtailer (HiBob), Appcast, Revature, TalentSeach, Sourcerate"}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|Revature", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Revature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tier-1 Market Leaders** (generally well-reviewed): Teamtailer (HiBob), Appcast, Revature, TalentSeach, Sourcerate"}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|TalentSeach", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TalentSeach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tier-1 Market Leaders** (generally well-reviewed): Teamtailer (HiBob), Appcast, Revature, TalentSeach, Sourcerate"}, {"id": "mai-20260917-1752-baseline|c163-m6|alibaba-small|Sourcerate", "prompt": "c163-m6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Sourcerate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tier-1 Market Leaders** (generally well-reviewed): Teamtailer (HiBob), Appcast, Revature, TalentSeach, Sourcerate"}, {"id": "mai-20260917-1752-baseline|c163-m6|anthropic-small|LinkedIn", "prompt": "c163-m6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Job scams appear on platforms like ZipRecruiter and LinkedIn, with scammers using complex schemes to lure job seekers into financial traps."}, {"id": "mai-20260917-1752-baseline|c163-m6|anthropic-small|ZipRecruiter", "prompt": "c163-m6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Job scams appear on platforms like ZipRecruiter and LinkedIn, with scammers using complex schemes to lure job seekers into financial traps."}, {"id": "mai-20260917-1752-baseline|c163-m6|challenger-small|Radancy", "prompt": "c163-m6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the clearest examples are the vendors whose review pages explicitly emphasize reliability/compliance checks and red-flag evaluation ... **Radancy** and **Recruitics**"}, {"id": "mai-20260917-1752-baseline|c163-m6|challenger-small|Recruitics", "prompt": "c163-m6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Radancy** and **Recruitics**.[5][7] That does **not** mean they are poor products; it means buyers are being told to verify implementation, security, pricing"}, {"id": "mai-20260917-1752-baseline|c163-m6|challenger-small|Indeed", "prompt": "c163-m6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "especially careful with vendors that are **not actually full recruitment marketing platforms** ... such as **Indeed** or other job-board-centered products"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|ZipRecruiter", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution level: High** (especially for niche/specialized hiring)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Hireez (hireez.com)", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Hireez (hireez.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Who should avoid:** **Everyone.** Using a platform with demonstrated disregard for data privacy can expose your company to legal liability"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Teamtailor", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution level: Moderate** (not \"avoid,\" but verify)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|hireEZ (formerly Hiretual)", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "hireEZ (formerly Hiretual)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution level: Moderate** (specific caveats)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Appcast", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Media markup opacity | **Appcast, SmartDreamers**"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|SmartDreamers", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartDreamers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Media markup opacity | **Appcast, SmartDreamers**"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|iCIMS", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-site/per-locale fees that balloon for global teams | Enterprise suites like **iCIMS, Avature** (negotiate hard)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Avature", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise suites like **iCIMS, Avature** (negotiate hard)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Jibe", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Jibe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mandatory minimums on creative services | **Jibe, Phenom People**"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Phenom People", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Mandatory minimums on creative services | **Jibe, Phenom People** (implementation-heavy products)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Lever", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Attribution gaps in batch integrations | **Lever, Greenhouse** (when used without proper CRM hooks)"}, {"id": "mai-20260917-1752-baseline|c163-m6|deepseek-small|Greenhouse", "prompt": "c163-m6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Attribution gaps in batch integrations | **Lever, Greenhouse** (when used without proper CRM hooks)"}, {"id": "mai-20260917-1752-baseline|c163-m6|google-small|Symphony Talent (which acquired SmashFly)", "prompt": "c163-m6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Symphony Talent (which acquired SmashFly)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid these if you are a mid-market or rapidly scaling company."}, {"id": "mai-20260917-1752-baseline|c163-m6|google-small|Radancy", "prompt": "c163-m6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid these if you are a mid-market or rapidly scaling company."}, {"id": "mai-20260917-1752-baseline|c163-m6|google-small|Beamery", "prompt": "c163-m6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious of committing to these platforms unless you are hiring over 1,000+ roles annually"}, {"id": "mai-20260917-1752-baseline|c163-m6|google-small|Phenom", "prompt": "c163-m6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious of committing to these platforms unless you are hiring over 1,000+ roles annually"}, {"id": "mai-20260917-1752-baseline|c163-m6|google-small|iCIMS", "prompt": "c163-m6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious of committing to these platforms unless you are hiring over 1,000+ roles annually"}, {"id": "mai-20260917-1752-baseline|c163-m6|meta-small|Recruitics", "prompt": "c163-m6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This suggests that Recruitics may be a platform to be cautious about due to its pricing model."}, {"id": "mai-20260917-1752-baseline|c163-m6|minimax-small|HireEZ (formerly Hiretual)", "prompt": "c163-m6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "HireEZ (formerly Hiretual)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Data accuracy problems**: Multiple reviews mention inaccurate or outdated contact information"}, {"id": "mai-20260917-1752-baseline|c163-m6|minimax-small|Teamtailor", "prompt": "c163-m6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly-rated platforms like **Teamtailor** receive positive reviews for ease of use and customer support."}, {"id": "mai-20260917-1752-baseline|c163-m6|mistral-small|SmashFly (Symphony Talent)", "prompt": "c163-m6", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly (Symphony Talent)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid? This platform is often cited as expensive and designed primarily for large enterprises."}, {"id": "mai-20260917-1752-baseline|c163-m6|mistral-small|Phenom", "prompt": "c163-m6", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid? Phenom is also noted for being expensive, which may not justify the cost for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|Glassdoor", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Concerns ... Glassdoor ... Forced data collection ... Review manipulation concerns ... Low Trustpilot rating"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|Teksystems", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teksystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Staffing/Recruiting Firms Frequently Criticized ... Teksystems - Multiple complaints"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|Robert Half", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Robert Half", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Robert Half - Numerous reports of questionable practices from various candidates"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|APC Workforce Solutions", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "APC Workforce Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "APC Workforce Solutions (formerly ZeroChaos) - Alleged bait-and-switch tactics, poor communication, responsibility passing"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|Manatal", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Interface only available in English ... Limited customer support ... No scheduling options for drip campaigns"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|Workable", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bill doubles at 21+ employees ... Higher priced than competitors"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|JazzHR", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "3-job cap on entry plan; overages add up fast"}, {"id": "mai-20260917-1752-baseline|c163-m6|moonshot-small|Lever", "prompt": "c163-m6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Custom quotes only; no public pricing ... Expensive for smaller teams"}, {"id": "mai-20260917-1752-baseline|c163-m6|openai-small|LinkedIn Recruitment Marketing", "prompt": "c163-m6", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Recruitment Marketing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LinkedIn Recruitment Marketing is commonly described that way in recent user reviews: strong reach, but expensive and sometimes low on applicant quality."}, {"id": "mai-20260917-1752-baseline|c163-m6|openai-small|Teamtailor", "prompt": "c163-m6", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "G2's recent review summaries for Teamtailor, for example, mention support and functionality complaints alongside positives."}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Greenhouse", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most established recruitment marketing platforms (e.g., Greenhouse, Phenom, Beamery, Teamtailor) scoring decently in the 4.0–4.7/5 range"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Phenom", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Greenhouse, Phenom, Beamery, Teamtailor) scoring decently in the 4.0–4.7/5 range"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Beamery", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Greenhouse, Phenom, Beamery, Teamtailor) scoring decently in the 4.0–4.7/5 range"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Teamtailor", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer Bets: Stick to G2/Capterra leaders like Teamtailor (4.6/5), Bullhorn, or Joveo for proven track records"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Foundit.ai", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Foundit.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Strongly Avoid (Scam-Like Reports): Foundit.ai ... Frequent accusations of scams"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Shine.com", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Shine.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Heavy complaints of hidden fees, aggressive upselling, unresponsive support post-payment, fake job postings"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Paraform.com", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Paraform.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Described as a \"pyramid/ponzi scheme,\" data grab for candidates, bot interference"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Workable", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious With ... Users report billing disputes, inflexible features, slow support, and integration failures"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|HireEZ", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Sourcing tool complaints include inaccurate data, high costs for low ROI, and poor customer service"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Jobvite", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Jobvite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Users highlight outdated UI, clunky reporting, high pricing, and migration pains"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Bullhorn", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stick to G2/Capterra leaders like Teamtailor (4.6/5), Bullhorn, or Joveo for proven track records"}, {"id": "mai-20260917-1752-baseline|c163-m6|xai-small|Joveo", "prompt": "c163-m6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to G2/Capterra leaders like Teamtailor (4.6/5), Bullhorn, or Joveo"}, {"id": "mai-20260917-1752-baseline|c163-m6|zai-small|Appcast", "prompt": "c163-m6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "frequently flagged by smaller businesses and mid-sized teams... High Cost & Poor ROI"}, {"id": "mai-20260917-1752-baseline|c163-m6|zai-small|Recruitics", "prompt": "c163-m6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "buyers should be cautious about the following aspects: Lack of Human Support"}, {"id": "mai-20260917-1752-baseline|c163-m6|zai-small|SmartDreamers", "prompt": "c163-m6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartDreamers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "there are red flags for new buyers: Limited Public Reviews"}, {"id": "mai-20260917-1752-baseline|c163-m6|zai-small|Workable", "prompt": "c163-m6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workable (General Caution)... Frequent Price Hikes"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|100Hires", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Simplicity: **100Hires** ... most affordable option specifically designed for small-to-mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|JazzHR", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JazzHR is a strong contender"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|Teamtailor", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teamtailor offers professional-grade candidate experience at a much more accessible price point"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|Phenom", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Enterprise Tools** (like Phenom, Bullhorn, or Joveo)"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|Zoho Recruit", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho is often the choice for startups and small companies already using the Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|Bullhorn", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Bullhorn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Enterprise Tools (like Phenom, Bullhorn, or Joveo) for now"}, {"id": "mai-20260917-1752-baseline|c163-s1|alibaba-small|Joveo", "prompt": "c163-s1", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "these are generally overpriced and too complex for small B2B operations"}, {"id": "mai-20260917-1752-baseline|c163-s1|anthropic-small|LinkedIn Recruiter/Talent Solutions", "prompt": "c163-s1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "LinkedIn Recruiter/Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms commonly used by small B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c163-s1|anthropic-small|Indeed Employer", "prompt": "c163-s1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Indeed Employer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms commonly used by small B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c163-s1|anthropic-small|Workable", "prompt": "c163-s1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms commonly used by small B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c163-s1|anthropic-small|Greenhouse", "prompt": "c163-s1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some platforms commonly used by small B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c163-s1|anthropic-small|Lever", "prompt": "c163-s1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some platforms commonly used by small B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c163-s1|anthropic-small|BambooHR", "prompt": "c163-s1", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some platforms commonly used by small B2B companies include:"}, {"id": "mai-20260917-1752-baseline|c163-s1|challenger-small|Manatal", "prompt": "c163-s1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Manatal**"}, {"id": "mai-20260917-1752-baseline|c163-s1|challenger-small|Talentlyft", "prompt": "c163-s1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Talentlyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Talentlyft** is a strong alternative because its career site editor is highlighted as especially good"}, {"id": "mai-20260917-1752-baseline|c163-s1|challenger-small|100Hires", "prompt": "c163-s1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want low-cost, broad small-business options:** **100Hires**"}, {"id": "mai-20260917-1752-baseline|c163-s1|challenger-small|Teamtailor", "prompt": "c163-s1", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want a polished all-in-one recruiting platform:** **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-s1|deepseek-small|Teamtailor", "prompt": "c163-s1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teamtailor** (Best Overall for Employer Branding)... its career site builder is unmatched"}, {"id": "mai-20260917-1752-baseline|c163-s1|deepseek-small|Workable", "prompt": "c163-s1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** (Best for Speed & Maximum Reach)"}, {"id": "mai-20260917-1752-baseline|c163-s1|deepseek-small|JazzHR", "prompt": "c163-s1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JazzHR** (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline|c163-s1|deepseek-small|100Hires", "prompt": "c163-s1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**100Hires** (Most Affordable with Full Features)"}, {"id": "mai-20260917-1752-baseline|c163-s1|deepseek-small|Manatal", "prompt": "c163-s1", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Manatal** (Budget-Friendly AI Option)"}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Phenom", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade platforms (like Phenom or Beamery) are expensive and require heavy technical setup"}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Beamery", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade platforms (like Phenom or Beamery) are expensive and require heavy technical setup"}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Gem", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Outbound Sourcing & Passive Talent: **Gem** ... It’s the ultimate B2B passive candidate nurture tool."}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Lever", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One ATS + CRM: **Lever** or **Ashby**"}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Ashby", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ashby has built-in CRM and sequencing tools that rival standalone platforms"}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Workable", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Lean Teams on a Budget: **Workable** or **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c163-s1|google-small|Breezy HR", "prompt": "c163-s1", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "very affordable, pay-as-you-go pricing model that is perfect for small budgets"}, {"id": "mai-20260917-1752-baseline|c163-s1|meta-small|100Hires", "prompt": "c163-s1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some top-rated options include 100Hires and Wizehire, which are known for their affordability and effectiveness for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s1|meta-small|Wizehire", "prompt": "c163-s1", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Wizehire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "some top-rated options include 100Hires and Wizehire, which are known for their affordability and effectiveness for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s1|minimax-small|100Hires", "prompt": "c163-s1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **100Hires** - **Pricing**: Starts at $49/month (among the most affordable)"}, {"id": "mai-20260917-1752-baseline|c163-s1|minimax-small|Workable", "prompt": "c163-s1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Workable** ... Comprehensive platform that combines multiple recruitment marketing functions"}, {"id": "mai-20260917-1752-baseline|c163-s1|minimax-small|Manatal", "prompt": "c163-s1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Manatal** ... Easy to use and offers strong candidate engagement tools"}, {"id": "mai-20260917-1752-baseline|c163-s1|minimax-small|Wizehire", "prompt": "c163-s1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Wizehire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Wizehire** - **Best for**: Small businesses looking to grow"}, {"id": "mai-20260917-1752-baseline|c163-s1|minimax-small|LinkedIn", "prompt": "c163-s1", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "handle recruitment marketing effectively through their **ATS career page and LinkedIn**"}, {"id": "mai-20260917-1752-baseline|c163-s1|mistral-small|JazzHR", "prompt": "c163-s1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with LinkedIn Talent Solutions for social recruiting and JazzHR or 100Hires for applicant tracking and job advertising is a practical and cost-effective approach"}, {"id": "mai-20260917-1752-baseline|c163-s1|mistral-small|100Hires", "prompt": "c163-s1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "JazzHR or 100Hires for applicant tracking and job advertising is a practical and cost-effective approach"}, {"id": "mai-20260917-1752-baseline|c163-s1|mistral-small|Manatal", "prompt": "c163-s1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced features as you grow, platforms like Manatal can scale with your needs."}, {"id": "mai-20260917-1752-baseline|c163-s1|mistral-small|LinkedIn Talent Solutions", "prompt": "c163-s1", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "starting with LinkedIn Talent Solutions for social recruiting"}, {"id": "mai-20260917-1752-baseline|c163-s1|moonshot-small|Manatal", "prompt": "c163-s1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Manatal** or **TalentLyft**"}, {"id": "mai-20260917-1752-baseline|c163-s1|moonshot-small|TalentLyft", "prompt": "c163-s1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "TalentLyft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Manatal** or **TalentLyft**"}, {"id": "mai-20260917-1752-baseline|c163-s1|moonshot-small|Workable", "prompt": "c163-s1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an all-in-one solution and have the budget for it"}, {"id": "mai-20260917-1752-baseline|c163-s1|moonshot-small|BreezyHR", "prompt": "c163-s1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "BreezyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BreezyHR's free tier** is a risk-free option to begin with"}, {"id": "mai-20260917-1752-baseline|c163-s1|moonshot-small|WizeHire", "prompt": "c163-s1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "WizeHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Easy Job Distribution ... Designed specifically for small businesses looking to grow"}, {"id": "mai-20260917-1752-baseline|c163-s1|moonshot-small|Truffle", "prompt": "c163-s1", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High-volume hiring | Workable or Truffle"}, {"id": "mai-20260917-1752-baseline|c163-s1|openai-small|Teamtailor", "prompt": "c163-s1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one best pick** for a small B2B company: **Teamtailor**."}, {"id": "mai-20260917-1752-baseline|c163-s1|openai-small|Zoho Recruit", "prompt": "c163-s1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a close alternative is **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c163-s1|openai-small|JazzHR", "prompt": "c163-s1", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JazzHR** is also frequently recommended"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|100Hires", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**100Hires (Top Pick for Most Small B2B Companies)**"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Teamtailor", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels in employer branding and candidate experience—custom career sites, social posting, talent pool nurturing."}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|TalentLyft", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Why solid for B2B SMBs**: User-friendly marketing automation"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Manatal", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "great for budget B2B with email campaigns and Chrome extension for LinkedIn sourcing"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Workable", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good for small teams but less \"pure\" marketing"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|JazzHR", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good for small teams but less \"pure\" marketing"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|LinkedIn Recruiter Lite", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Free/Low-Cost Start**: LinkedIn Recruiter Lite (~$99/mo)"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Indeed", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Indeed/Glassdoor pages for basics before scaling"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Glassdoor", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Indeed/Glassdoor pages for basics before scaling"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Phenom", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Small B2B often doesn't need enterprise tools (e.g., Phenom, Beamery—$500+/mo)"}, {"id": "mai-20260917-1752-baseline|c163-s1|xai-small|Beamery", "prompt": "c163-s1", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Small B2B often doesn't need enterprise tools (e.g., Phenom, Beamery—$500+/mo)"}, {"id": "mai-20260917-1752-baseline|c163-s1|zai-small|100Hires", "prompt": "c163-s1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most Affordable:** 100Hires (~$49/mo)"}, {"id": "mai-20260917-1752-baseline|c163-s1|zai-small|JazzHR", "prompt": "c163-s1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Easiest to Use:** JazzHR"}, {"id": "mai-20260917-1752-baseline|c163-s1|zai-small|Zoho Recruit", "prompt": "c163-s1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious SMBs | ATS + recruitment marketing, affordable"}, {"id": "mai-20260917-1752-baseline|c163-s1|zai-small|iSmartRecruit", "prompt": "c163-s1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "iSmartRecruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one ATS/CRM/Executive Search"}, {"id": "mai-20260917-1752-baseline|c163-s1|zai-small|Workable", "prompt": "c163-s1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Employer Branding:** Teamtailor or Workable"}, {"id": "mai-20260917-1752-baseline|c163-s1|zai-small|Teamtailor", "prompt": "c163-s1", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "direct", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best Employer Branding:** Teamtailor or Workable"}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|TalentNest", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want simplicity + all-in-one:** Go with **TalentNest**."}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|Hirevue Career Site Builder", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Hirevue Career Site Builder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hirevue Career Site Builder** (or similar ATS-integrated builders like **Greenhouse** or **Lever**)"}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|Greenhouse", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you\\u2019re using a modern ATS:** Use its **built-in career site builder** (e.g., Greenhouse/Lever)."}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|Lever", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "they often have **built-in career site builders**"}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|TeamDash", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TeamDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Lightweight/Startup-Style B2B ... lightweight, modern tools"}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|Serena", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Serena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Serena starts at ~\\u20ac49/month"}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|WordPress + Job Board Plugin", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "WordPress + Job Board Plugin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you\\u2019re on a tight budget:** Use **WordPress + Job Board Plugin**."}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|WP Job Manager", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "WP Job Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you can add a plugin like **WP Job Manager** or **JobBoardWP**"}, {"id": "mai-20260917-1752-baseline|c163-s2|alibaba-small|JobBoardWP", "prompt": "c163-s2", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "JobBoardWP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a plugin like **WP Job Manager** or **JobBoardWP**"}, {"id": "mai-20260917-1752-baseline|c163-s2|anthropic-small|Greenhouse", "prompt": "c163-s2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Greenhouse** or **Lever** (more robust ATS with career site features)"}, {"id": "mai-20260917-1752-baseline|c163-s2|anthropic-small|Lever", "prompt": "c163-s2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenhouse** or **Lever** (more robust ATS with career site features)"}, {"id": "mai-20260917-1752-baseline|c163-s2|anthropic-small|Workable", "prompt": "c163-s2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable** (all-in-one with good career site functionality)"}, {"id": "mai-20260917-1752-baseline|c163-s2|anthropic-small|JoinOurTeam", "prompt": "c163-s2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "JoinOurTeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**JoinOurTeam** or **SmashFly** (career site focused)"}, {"id": "mai-20260917-1752-baseline|c163-s2|anthropic-small|SmashFly", "prompt": "c163-s2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SmashFly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**JoinOurTeam** or **SmashFly** (career site focused)"}, {"id": "mai-20260917-1752-baseline|c163-s2|anthropic-small|LinkedIn", "prompt": "c163-s2", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Built-in features** from platforms like LinkedIn (if you're already using it)"}, {"id": "mai-20260917-1752-baseline|c163-s2|challenger-small|Teamtailor", "prompt": "c163-s2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Teamtailor is a strong alternative because it is a dedicated career site builder rather than just an ATS add-on"}, {"id": "mai-20260917-1752-baseline|c163-s2|challenger-small|Breezy HR", "prompt": "c163-s2", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for most small B2B businesses: Breezy HR"}, {"id": "mai-20260917-1752-baseline|c163-s2|deepseek-small|hire.page", "prompt": "c163-s2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "hire.page", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: **hire.page**"}, {"id": "mai-20260917-1752-baseline|c163-s2|deepseek-small|Workable", "prompt": "c163-s2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to avoid for your size: **Workable** – Starts at $299/mo and scales with headcount"}, {"id": "mai-20260917-1752-baseline|c163-s2|deepseek-small|Breezy HR", "prompt": "c163-s2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥈 Runner-Up (if you want a full ATS with sourcing): **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c163-s2|deepseek-small|Greenhouse", "prompt": "c163-s2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Greenhouse / Lever** – Enterprise-level... Not worth it for a lean B2B operation."}, {"id": "mai-20260917-1752-baseline|c163-s2|deepseek-small|Lever", "prompt": "c163-s2", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Greenhouse / Lever** – Enterprise-level... Not worth it for a lean B2B operation."}, {"id": "mai-20260917-1752-baseline|c163-s2|google-small|Teamtailor", "prompt": "c163-s2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teamtailor** — *Best Overall for B2B Brand Building*"}, {"id": "mai-20260917-1752-baseline|c163-s2|google-small|SubPage (Careers Module)", "prompt": "c163-s2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "SubPage (Careers Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly & \"Zero-Friction\" Setup"}, {"id": "mai-20260917-1752-baseline|c163-s2|google-small|Workable", "prompt": "c163-s2", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Active Sourcing & Specialized B2B Hiring"}, {"id": "mai-20260917-1752-baseline|c163-s2|meta-small|TalentNest", "prompt": "c163-s2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "TalentNest - a user-friendly career site builder and ATS designed to help small to mid-sized businesses create professional, branded career portals."}, {"id": "mai-20260917-1752-baseline|c163-s2|meta-small|Joveo", "prompt": "c163-s2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Joveo - a career site builder that offers a range of features, including AI-powered search and accessibility focus."}, {"id": "mai-20260917-1752-baseline|c163-s2|meta-small|MokaHR", "prompt": "c163-s2", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MokaHR - a career site builder that provides an all-in-one solution for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c163-s2|minimax-small|Hire.page", "prompt": "c163-s2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Hire.page", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hire.page** for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c163-s2|minimax-small|TalentNest", "prompt": "c163-s2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A user-friendly career site builder with built-in ATS, designed for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s2|minimax-small|Greenhouse", "prompt": "c163-s2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many ATS platforms (like Greenhouse, Lever, Ashby) have built-in career page builders"}, {"id": "mai-20260917-1752-baseline|c163-s2|minimax-small|Lever", "prompt": "c163-s2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many ATS platforms (like Greenhouse, Lever, Ashby) have built-in career page builders"}, {"id": "mai-20260917-1752-baseline|c163-s2|minimax-small|Ashby", "prompt": "c163-s2", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many ATS platforms (like Greenhouse, Lever, Ashby) have built-in career page builders"}, {"id": "mai-20260917-1752-baseline|c163-s2|mistral-small|TalentNest", "prompt": "c163-s2", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentNest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **TalentNest** as a career site builder"}, {"id": "mai-20260917-1752-baseline|c163-s2|moonshot-small|Breezy HR", "prompt": "c163-s2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c163-s2|moonshot-small|Teamtailor", "prompt": "c163-s2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-s2|moonshot-small|Workable", "prompt": "c163-s2", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Conscious Option: **Workable**"}, {"id": "mai-20260917-1752-baseline|c163-s2|openai-small|CareerPlug", "prompt": "c163-s2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "CareerPlug", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most small B2B businesses:** **CareerPlug**"}, {"id": "mai-20260917-1752-baseline|c163-s2|openai-small|Lever", "prompt": "c163-s2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lever**: good branded career site builder with analytics integration."}, {"id": "mai-20260917-1752-baseline|c163-s2|openai-small|Greenhouse", "prompt": "c163-s2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse**: has a customized career page and is positioned for early-stage/small businesses."}, {"id": "mai-20260917-1752-baseline|c163-s2|openai-small|Teamtailor", "prompt": "c163-s2", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for brand-heavy recruiting:** **Teamtailor**"}, {"id": "mai-20260917-1752-baseline|c163-s2|xai-small|Breezy HR", "prompt": "c163-s2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Breezy HR as the top career site builder."}, {"id": "mai-20260917-1752-baseline|c163-s2|xai-small|Workable", "prompt": "c163-s2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong AI sourcing and job distribution, but pricier ... for more advanced sourcing, consider trialing Workable too."}, {"id": "mai-20260917-1752-baseline|c163-s2|xai-small|Homerun", "prompt": "c163-s2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Homerun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for creative branding, but lighter ATS features."}, {"id": "mai-20260917-1752-baseline|c163-s2|xai-small|hire.page", "prompt": "c163-s2", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "hire.page", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Super-fast for basics, but less full-featured for ongoing recruiting."}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|hire.page", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "hire.page", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best starting point for a small B2B business:** **hire.page**"}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|JobsPage", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "JobsPage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on a tight budget and only post a few jobs:** **JobsPage** \\u2013 the most affordable pure career\\u2011site builder."}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|Breezy HR", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a full recruiting toolkit:** **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|Tribepad", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Tribepad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMEs that need storytelling and multimedia content"}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|Venn Digital", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Venn Digital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small teams that want design flexibility and smart job search."}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|Teamdash", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "Teamdash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams that want to host the careers site directly on their main website without developers."}, {"id": "mai-20260917-1752-baseline|c163-s2|zai-small|TalentLyft", "prompt": "c163-s2", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "paraphrase", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies that need strong employer branding and analytics without dev help."}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|100Hires", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose 100Hires** if you have a lean headcount, little HR tech budget, and want to automate as much manual emailing/screening as possible."}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|Teamtailor", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Teamtailor** if you are a service-based or creative company where \"selling\" the role through visuals and storytelling is critical."}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|TalentLyft", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose TalentLyft** if you are actively hunting for passive candidates (headhunting) and need a proper CRM"}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|Beamery", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It’s simpler than Enterprise CRMs like Beamery"}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|Greenhouse", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "much deeper than a basic ATS like Greenhouse"}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|JazzHR", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "JazzHR is often recommended as the entry point for first-time buyers."}, {"id": "mai-20260917-1752-baseline|c163-s3|alibaba-small|LinkedIn Talent Solutions (Recruiter Lite)", "prompt": "c163-s3", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "LinkedIn Talent Solutions (Recruiter Lite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "using LinkedIn's native tools is often the highest ROI move"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|Breezy HR", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "cited as a practical starting point for companies moving off spreadsheet-based hiring tracking"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|TalentRecruit", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentRecruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "has the highest rating (4.96) and is reviewed by SMB and mid-market teams for its intuitive interface"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|Personio", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "reviewed by SMB teams for its career page customization and candidate communication tools"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|Manatal", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Manatal is highly recommended for small and mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|Teamtailor", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "reviewed by SMB and mid-market teams specifically for its career site builder and employer branding features"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|hireEZ", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a well-rated outbound recruiting platform reviewed by talent acquisition teams for its AI-powered sourcing"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|Eightfold", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "might feel overkill if your team isn't ready for the full blast of features"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|Symphony Talent", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "might feel overkill if your team isn't ready for the full blast of features"}, {"id": "mai-20260917-1752-baseline|c163-s3|anthropic-small|MokaHR", "prompt": "c163-s3", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "advanced features may require a learning curve for smaller teams and are primarily focused on enterprise-level clients"}, {"id": "mai-20260917-1752-baseline|c163-s3|challenger-small|JazzHR", "prompt": "c163-s3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the easiest setup and day-to-day operation:** **JazzHR**"}, {"id": "mai-20260917-1752-baseline|c163-s3|challenger-small|Workable", "prompt": "c163-s3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need more candidate volume and job board reach:** **Workable**"}, {"id": "mai-20260917-1752-baseline|c163-s3|challenger-small|Teamtailor", "prompt": "c163-s3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More polished career-site and branding tools than many SMB-focused ATS options"}, {"id": "mai-20260917-1752-baseline|c163-s3|challenger-small|TalentLyft", "prompt": "c163-s3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More of an all-in-one recruitment marketing and candidate nurturing platform"}, {"id": "mai-20260917-1752-baseline|c163-s3|challenger-small|Manatal", "prompt": "c163-s3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight, user-friendly ATS with affordability and AI-assisted sourcing emphasis"}, {"id": "mai-20260917-1752-baseline|c163-s3|challenger-small|Loxo", "prompt": "c163-s3", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better if you need accessible pricing plus sourcing, tracking, and outreach in one tool"}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|Workable", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** SMB teams running their own hiring **without a dedicated recruiter**. One of the most referenced \"easy for non-HR folks\" tools."}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|Breezy HR", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small teams wanting the **fastest, most user-friendly setup**. Nearly universal praise for intuitive drag-and-drop workflow"}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|Teamtailor", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams that care most about **employer branding and career-site design**... Teamtailor leads"}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|Manatal", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious teams and agencies** — it's the clear price leader in this category."}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|JazzHR", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Entry plan starts ~$83/month but is limited in open jobs; AI matching requires jumping to a much pricier (~$290/month) plan. AI features lag behind Manatal."}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|Recruit CRM", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Recruit CRM (~$59/user/mo):** top-rated support, Kanban pipeline, Chrome sourcing extension, AI parsing."}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|Recruiterflow", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "automation \"recipes,\" outreach automation, AI agents, built-in ATS+CRM"}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|LinkedIn Talent Solutions", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are more \"advertising reach\" than a unified marketing platform"}, {"id": "mai-20260917-1752-baseline|c163-s3|deepseek-small|ZipRecruiter", "prompt": "c163-s3", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ZipRecruiter is a favorite for broadcast job campaigns and its AI matching"}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Phenom", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't have the budget, time, or technical resources to implement heavy, enterprise-grade Recruitment Marketing Platforms (RMPs) like Phenom, Avature, or Beamery"}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Avature", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy, enterprise-grade Recruitment Marketing Platforms (RMPs) like Phenom, Avature, or Beamery"}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Beamery", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavy, enterprise-grade Recruitment Marketing Platforms (RMPs) like Phenom, Avature, or Beamery"}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Teamtailor", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Teamtailor: The Employer Brand Champion... Choose **Teamtailor**. It is the most effective tool to make your small business look like an established, highly polished enterprise"}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Gem", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are hiring for highly technical or passive talent: Choose **Gem**."}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Workable", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you don't have time to recruit and need AI to do the heavy lifting: Choose **Workable**."}, {"id": "mai-20260917-1752-baseline|c163-s3|google-small|Breezy HR", "prompt": "c163-s3", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you only hire 1\"5 times a year and want to keep costs minimal: Choose **Breezy HR**."}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|JazzHR", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JazzHR is best for small teams needing easy hiring and offers a centralized hiring system. It costs $79/month."}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|TalentLyft", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an all-in-one recruitment marketing and CRM platform for small and mid-size businesses"}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|Workable", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comprehensive recruitment marketing platform designed for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|Joveo", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for teams managing high-volume, multi-channel hiring"}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|Phenom", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for enterprises focused on personalized candidate experiences"}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|Beamery", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best for organizations building long-term talent pipelines"}, {"id": "mai-20260917-1752-baseline|c163-s3|meta-small|Symphony Talent", "prompt": "c163-s3", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best for brand-led recruitment strategies"}, {"id": "mai-20260917-1752-baseline|c163-s3|minimax-small|JazzHR", "prompt": "c163-s3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose JazzHR** if you want simple, affordable flat-rate pricing and primarily hire for your own company"}, {"id": "mai-20260917-1752-baseline|c163-s3|minimax-small|TalentLyft", "prompt": "c163-s3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose TalentLyft** if you need comprehensive recruitment marketing tools with employer branding"}, {"id": "mai-20260917-1752-baseline|c163-s3|minimax-small|Manatal", "prompt": "c163-s3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Manatal** if budget is key and you want AI-powered sourcing without high costs"}, {"id": "mai-20260917-1752-baseline|c163-s3|minimax-small|Wizehire", "prompt": "c163-s3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Wizehire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wizehire** - Designed specifically for small businesses, online hiring platform"}, {"id": "mai-20260917-1752-baseline|c163-s3|minimax-small|Greenhouse", "prompt": "c163-s3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for structured hiring workflows (more complex, better for scaling)"}, {"id": "mai-20260917-1752-baseline|c163-s3|minimax-small|Bullhorn", "prompt": "c163-s3", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bullhorn** - Best for high-volume staffing/recruiting agencies"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|JazzHR", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, JazzHR, TalentLyft, or Workable are the best starting points"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|TalentLyft", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, JazzHR, TalentLyft, or Workable are the best starting points"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|Workable", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, JazzHR, TalentLyft, or Workable are the best starting points"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|Joveo", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Custom enterprise pricing (may be accessible for larger small teams)"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|Phenom", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more enterprise-focused... making them less ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|Beamery", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more enterprise-focused... making them less ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c163-s3|mistral-small|Symphony Talent", "prompt": "c163-s3", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more enterprise-focused... making them less ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c163-s3|moonshot-small|JazzHR", "prompt": "c163-s3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JazzHR** — Best Budget Option ... Most affordable transparent pricing"}, {"id": "mai-20260917-1752-baseline|c163-s3|moonshot-small|Workable", "prompt": "c163-s3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** — Best Balance of Features & Ease"}, {"id": "mai-20260917-1752-baseline|c163-s3|moonshot-small|Manatal", "prompt": "c163-s3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Under 5 employees, <$100/month budget | JazzHR or Manatal"}, {"id": "mai-20260917-1752-baseline|c163-s3|moonshot-small|BambooHR", "prompt": "c163-s3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for HR-First Teams ... ATS features are lighter; recruiting is an add-on"}, {"id": "mai-20260917-1752-baseline|c163-s3|moonshot-small|Lever", "prompt": "c163-s3", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive for true small teams; no transparent pricing; overkill for light hiring needs"}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|Workable", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: small teams that want an easy-to-use ATS with recruitment marketing basics."}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|JazzHR", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want simple hiring: JazzHR or Workable."}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|Teamtailor", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want branded career pages and candidate marketing: Teamtailor."}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|TalentLyft", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all-in-one recruiting marketing and CRM platform"}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|Zoho Recruit", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "it can be a value choice if you want many features in one package"}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|Crelate", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Crelate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want CRM + nurturing: TalentLyft or Crelate."}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|Radancy", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more enterprise-leaning platforms ... often more than a very small team needs"}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|NAS", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "NAS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more enterprise-leaning platforms ... often more than a very small team needs"}, {"id": "mai-20260917-1752-baseline|c163-s3|openai-small|SmartRecruiters", "prompt": "c163-s3", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more enterprise-leaning platforms ... often more than a very small team needs"}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|TalentLyft", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "TalentLyft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standouts**: Pick Manatal/100Hires for AI/budget; TalentLyft for branding; JazzHR for simplicity."}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|Manatal", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick Manatal/100Hires for AI/budget"}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|JazzHR", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JazzHR for simplicity"}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|100Hires", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pick Manatal/100Hires for AI/budget"}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|WizeHire", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "WizeHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highest starting price; add-ons for jobs/locations ($99–$349)."}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|Phenom", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SMB-friendly vs. enterprise tools like Phenom/Beamery (custom, $1k+/mo)"}, {"id": "mai-20260917-1752-baseline|c163-s3|xai-small|Beamery", "prompt": "c163-s3", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise tools like Phenom/Beamery (custom, $1k+/mo)"}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|Manatal", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Manatal – AI‑Driven, All‑in‑One ... Its AI layer is a standout ... enterprise‑grade AI without enterprise pricing."}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|Workable", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Charges a flat per‑company fee ... Good if you want to consolidate hiring and HR into one system."}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|JazzHR", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small teams that want a straightforward, no‑complexity hiring system with minimal setup."}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|Freshteam", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Freshteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The free tier makes it accessible for very small teams"}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|Rally", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Rally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free resources + community for small teams"}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|CareerArc", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "CareerArc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Social recruiting focused | ~$500/month"}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|LinkedIn Talent Solutions", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pay‑as‑you‑go job posting and candidate search"}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|Appcast", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Programmatic job advertising across many boards | Custom pricing, often enterprise‑focused"}, {"id": "mai-20260917-1752-baseline|c163-s3|zai-small|Recruitics", "prompt": "c163-s3", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Custom pricing, often enterprise‑focused"}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|Manatal", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: Manatal ... If you need automation and CRM features but can afford ~$15/mo: Choose Manatal."}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|Phenom", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly cheaper than enterprise giants like Phenom or Joveo (which often require custom annual contracts)"}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|Joveo", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than enterprise giants like Phenom or Joveo (which often require custom annual contracts)"}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|Zoho Recruit", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option: Zoho Recruit ... If your budget is strictly $0: Choose Zoho Recruit."}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|Bullhorn", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "affordable ATS providers (including Bullhorn, BambooHR, or even built-in tools in Manatal) offer optimized career pages"}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|BambooHR", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "affordable ATS providers (including Bullhorn, BambooHR, ...) offer optimized career pages out of the box"}, {"id": "mai-20260917-1752-baseline|c163-s4|alibaba-small|LinkedIn", "prompt": "c163-s4", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A well-designed career site backed by consistent organic posting on LinkedIn and niche job boards usually yields the best ROI"}, {"id": "mai-20260917-1752-baseline|c163-s4|anthropic-small|Manatal", "prompt": "c163-s4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** is one of the best-priced hiring platforms in the recruitment tech space, with pricing starting at $15"}, {"id": "mai-20260917-1752-baseline|c163-s4|anthropic-small|Loxo", "prompt": "c163-s4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a free plan that includes basic features such as ATS, CRM, and Loxo Boost, suitable for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s4|anthropic-small|Workable", "prompt": "c163-s4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "has a Starter plan starting at $169/month, suitable for occasional hiring needs"}, {"id": "mai-20260917-1752-baseline|c163-s4|anthropic-small|Zoho Recruit", "prompt": "c163-s4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is an affordable option for small and mid-sized businesses looking to simplify their hiring process"}, {"id": "mai-20260917-1752-baseline|c163-s4|anthropic-small|Teamtailor", "prompt": "c163-s4", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is a recruitment marketing platform designed specifically for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|Zoho Recruit", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Zoho Recruit** or **JazzHR**, with **Zoho Recruit** the stronger pick if affordability is the top priority"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|JazzHR", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**JazzHR** the better pick if you want the simplest setup"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|100Hires", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**100Hires** starts at **$49/month** and is described as one of the most affordable choices for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|TalentLyft", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good SMB value, but pricier than the cheapest options"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|Loxo", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2 also highlights **Loxo**, **JazzHR**, and **TalentRecruit** as strong SMB options"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|TalentRecruit", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "TalentRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TalentRecruit** noted for its high user ratings and intuitive interface"}, {"id": "mai-20260917-1752-baseline|c163-s4|challenger-small|Manatal", "prompt": "c163-s4", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "recommended for SMBs, especially if you want a user-friendly interface and automation"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|Manatal", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Manatal ($15/user/mo)** for the best features-per-dollar"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|Zoho Recruit", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zoho Recruit's free plan** if you want to spend nothing initially"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|100Hires", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**100Hires or JazzHR** in the ~$50\\u201380/month range are your best bets"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|JazzHR", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**100Hires or JazzHR** in the ~$50\\u201380/month range are your best bets"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|Workable", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive, but very easy to set up with strong job distribution"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|Wizehire", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Wizehire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pricing is quote-based but built for SMB"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|CareerArc", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "CareerArc", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "starts around **$500/month** \\u2014 probably too much for a tight budget"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|JuggleHire", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(free plan options) \\u2014 Good \\\"foundation\\\" tools while you're getting started"}, {"id": "mai-20260917-1752-baseline|c163-s4|deepseek-small|Breezy HR", "prompt": "c163-s4", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(free plan options) \\u2014 Good \\\"foundation\\\" tools while you're getting started"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|Phenom", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should steer clear of enterprise-grade recruitment marketing platforms (RMPs) like Phenom, Beamery, or Joveo"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|Beamery", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "steer clear of enterprise-grade recruitment marketing platforms (RMPs) like Phenom, Beamery, or Joveo"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|Joveo", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "steer clear of enterprise-grade recruitment marketing platforms (RMPs) like Phenom, Beamery, or Joveo"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|TalentLyft", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a platform that focuses heavily on *recruitment marketing* ... TalentLyft is the best choice."}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|Breezy HR", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your budget is literally zero, Breezy HR is the gold standard for small businesses."}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|Manatal", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best AI-Powered Marketing & Sourcing for under $20: **Manatal**"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|HiredAI", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Direct Outbound/Passive Sourcing: **HiredAI** or **RocketReach**"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|RocketReach", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "RocketReach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "RocketReach is a favorite among small teams for quickly finding and verifying personal email addresses"}, {"id": "mai-20260917-1752-baseline|c163-s4|google-small|LinkedIn Recruiter", "prompt": "c163-s4", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "without paying thousands of dollars for a premium *LinkedIn Recruiter* license"}, {"id": "mai-20260917-1752-baseline|c163-s4|meta-small|100Hires", "prompt": "c163-s4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "100Hires - starts at $49/month and includes automation, LinkedIn integration, and streamlined pipeline tools."}, {"id": "mai-20260917-1752-baseline|c163-s4|meta-small|Rally", "prompt": "c163-s4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rally - offers free resources and community support."}, {"id": "mai-20260917-1752-baseline|c163-s4|meta-small|CareerArc", "prompt": "c163-s4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "CareerArc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CareerArc - social recruiting from $500/month."}, {"id": "mai-20260917-1752-baseline|c163-s4|meta-small|LinkedIn Talent Solutions", "prompt": "c163-s4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LinkedIn Talent Solutions - pay as you go."}, {"id": "mai-20260917-1752-baseline|c163-s4|meta-small|JuggleHire", "prompt": "c163-s4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "JuggleHire - career page builder and job embeds starting at $79/month."}, {"id": "mai-20260917-1752-baseline|c163-s4|meta-small|Wizehire", "prompt": "c163-s4", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Wizehire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wizehire - an online hiring platform designed to help small businesses grow."}, {"id": "mai-20260917-1752-baseline|c163-s4|minimax-small|Rally", "prompt": "c163-s4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rally** – Free resources and community, great for small teams ... add a paid platform like **Rally** or **Wizehire**"}, {"id": "mai-20260917-1752-baseline|c163-s4|minimax-small|LinkedIn Talent Solutions", "prompt": "c163-s4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn Talent Solutions** – Pay-as-you-go model"}, {"id": "mai-20260917-1752-baseline|c163-s4|minimax-small|Indeed", "prompt": "c163-s4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Indeed** – Free job postings with optional paid promotion"}, {"id": "mai-20260917-1752-baseline|c163-s4|minimax-small|Wizehire", "prompt": "c163-s4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Wizehire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "add a paid platform like **Rally** or **Wizehire** as you grow"}, {"id": "mai-20260917-1752-baseline|c163-s4|minimax-small|Jugglehire", "prompt": "c163-s4", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Jugglehire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jugglehire** – Career page builder starting at ~$79/month"}, {"id": "mai-20260917-1752-baseline|c163-s4|mistral-small|100Hires", "prompt": "c163-s4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**100Hires** is often highlighted as one of the most affordable and easy-to-implement recruitment marketing platforms for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s4|mistral-small|LinkedIn", "prompt": "c163-s4", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can handle recruitment marketing effectively using their Applicant Tracking System (ATS) career page and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c163-s4|moonshot-small|100Hires", "prompt": "c163-s4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**100Hires** appears to offer the best value at the lowest price point with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c163-s4|moonshot-small|JazzHR", "prompt": "c163-s4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JazzHR** is a solid alternative if you prefer a more established brand"}, {"id": "mai-20260917-1752-baseline|c163-s4|moonshot-small|JuggleHire", "prompt": "c163-s4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "### **3. JuggleHire** - Budget Pipeline Management"}, {"id": "mai-20260917-1752-baseline|c163-s4|moonshot-small|Rally", "prompt": "c163-s4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Rally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Rally's free resources"}, {"id": "mai-20260917-1752-baseline|c163-s4|moonshot-small|LinkedIn Free Resources", "prompt": "c163-s4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Free Resources", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "optimize your free LinkedIn Company Page"}, {"id": "mai-20260917-1752-baseline|c163-s4|moonshot-small|Indeed", "prompt": "c163-s4", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "post free jobs on Indeed"}, {"id": "mai-20260917-1752-baseline|c163-s4|openai-small|Zoho Recruit", "prompt": "c163-s4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget-friendly choice:** **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c163-s4|openai-small|Breezy", "prompt": "c163-s4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Breezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest default pick is usually **Zoho Recruit** or **Breezy**"}, {"id": "mai-20260917-1752-baseline|c163-s4|openai-small|LinkedIn Recruitment Marketing", "prompt": "c163-s4", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn Recruitment Marketing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong reach and targeting, but it's usually not the cheapest option for a tight budget"}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|Manatal", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal (Best overall for budget-conscious small teams)"}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|Zoho Recruit", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Recruit (Best free starter option)"}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|100Hires", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "100Hires (Best for simple automation on a budget)"}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|LinkedIn", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**LinkedIn + Free Tools**: Optimize your free company page, post jobs (pay-per-click if needed)"}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|Indeed/Glassdoor Employer Pages", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Indeed/Glassdoor Employer Pages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free claiming and optimization for branding/reviews."}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|Workable", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workable or JazzHR**: Free trials; plans from $49–$79/month with career pages and social posting."}, {"id": "mai-20260917-1752-baseline|c163-s4|xai-small|JazzHR", "prompt": "c163-s4", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workable or JazzHR**: Free trials; plans from $49–$79/month with career pages and social posting."}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Breezy HR", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want to start free:** Breezy HR (free tier) or Pin (free tier)."}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Pin", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want to start free:** Breezy HR (free tier) or Pin (free tier)."}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Zoho Recruit", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freemium model; applicant tracking + recruitment marketing in one"}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|ATZ CRM", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "ATZ CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need something simple but powerful:** ATZ CRM ($12/user) or Manatal ($15/user)."}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Manatal", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ATZ CRM ($12/user) or Manatal ($15/user)"}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|100Hires", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lean, budget-friendly platform"}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|iSmartRecruit", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "iSmartRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Affordable ATS + CRM"}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Pazcare", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Pazcare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$25/user/month | Career pages, job board integration, and reporting"}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|TalentLyft", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you need a branded career page and referral tool:** TalentLyft ($40.83/month for 2 jobs)."}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Workable", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Workable or Recruitee (under $200/month)"}, {"id": "mai-20260917-1752-baseline|c163-s4|zai-small|Recruitee", "prompt": "c163-s4", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "budget", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Comparable to Workable | Strong collaboration features for small teams"}, {"id": "mai-20260917-1752-baseline|c163-s5|alibaba-small|Greenhouse", "prompt": "c163-s5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sometimes the ATS you already use (like Greenhouse or Lever) has marketing features sufficient for a 30-person team."}, {"id": "mai-20260917-1752-baseline|c163-s5|alibaba-small|Lever", "prompt": "c163-s5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sometimes the ATS you already use (like Greenhouse or Lever) has marketing features sufficient for a 30-person team."}, {"id": "mai-20260917-1752-baseline|c163-s5|alibaba-small|Jobvite", "prompt": "c163-s5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Jobvite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While there are many giants in this space (like Jobvite or Greenhouse/LEVER), for a company your size, you might also consider:"}, {"id": "mai-20260917-1752-baseline|c163-s5|alibaba-small|Jopster", "prompt": "c163-s5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Jopster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for tools designed specifically for startups/SMBs such as **Jopster** (AI-powered), **Revelation**, or **Revature**."}, {"id": "mai-20260917-1752-baseline|c163-s5|alibaba-small|Revelation", "prompt": "c163-s5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Revelation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as **Jopster** (AI-powered), **Revelation**, or **Revature**"}, {"id": "mai-20260917-1752-baseline|c163-s5|alibaba-small|Revature", "prompt": "c163-s5", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Revature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as **Jopster** (AI-powered), **Revelation**, or **Revature**"}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|100Hires", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**100Hires** – among the most affordable for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|Wizehire", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Wizehire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Wizehire** – built for small business growth"}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|JazzHR", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**JazzHR** – SMB-appropriate ATS with marketing features"}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|Greenhouse", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best for structured workflows (may be heavier/pricier)"}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|JobScore", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "JobScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also look at **JobScore, Recruit CRM, and GoHire** for the SMB bracket."}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|Recruit CRM", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also look at **JobScore, Recruit CRM, and GoHire** for the SMB bracket."}, {"id": "mai-20260917-1752-baseline|c163-s5|deepseek-small|GoHire", "prompt": "c163-s5", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "GoHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also look at **JobScore, Recruit CRM, and GoHire** for the SMB bracket."}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Phenom", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise RMPs (like Phenom, Joveo, or Beamery) are designed for massive corporations... bypass the enterprise giants"}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Joveo", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise RMPs (like Phenom, Joveo, or Beamery) are designed for massive corporations"}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Beamery", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise RMPs (like Phenom, Joveo, or Beamery) are designed for massive corporations"}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Breezy HR", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Breezy HR (Best for Simplicity & Budget): If you only hire a few times a year, Breezy is highly visual, incredibly easy to set up"}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Workable", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workable (Best for Sourcing & Reach): A highly polished, all-in-one platform with robust built-in sourcing tools."}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Teamtailor", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Teamtailor (Best for Employer Branding): It is widely considered the best platform for building a gorgeous, marketing-focused career site"}, {"id": "mai-20260917-1752-baseline|c163-s5|google-small|Homerun", "prompt": "c163-s5", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Homerun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Homerun (Best for Small, Creative Teams): A beautifully designed, lightweight ATS built specifically for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s5|minimax-small|Greenhouse", "prompt": "c163-s5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Greenhouse** – Best for structured hiring workflows"}, {"id": "mai-20260917-1752-baseline|c163-s5|minimax-small|Bullhorn", "prompt": "c163-s5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bullhorn** – Strong for high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c163-s5|minimax-small|100Hires", "prompt": "c163-s5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**100Hires** – Good for simple, automation-ready hiring"}, {"id": "mai-20260917-1752-baseline|c163-s5|minimax-small|JazzHR", "prompt": "c163-s5", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**JazzHR** – Designed specifically for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Greenhouse", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider: Greenhouse, Lever, Workday Recruiting, Jobvite, BambooHR Recruiting, Ashby, Recruiterflow, or Gem."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Lever", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider: Greenhouse, Lever, Workday Recruiting, Jobvite..."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Workday Recruiting", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider: Greenhouse, Lever, Workday Recruiting, Jobvite..."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Jobvite", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider: ... Jobvite, BambooHR Recruiting, Ashby..."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|BambooHR Recruiting", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "BambooHR Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider: ... BambooHR Recruiting, Ashby, Recruiterflow, or Gem."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Ashby", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider: ... Ashby, Recruiterflow, or Gem."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Recruiterflow", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider: ... Recruiterflow, or Gem."}, {"id": "mai-20260917-1752-baseline|c163-s5|mistral-small|Gem", "prompt": "c163-s5", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider: ... Recruiterflow, or Gem."}, {"id": "mai-20260917-1752-baseline|c163-s5|moonshot-small|TalentLyft", "prompt": "c163-s5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TalentLyft** (~$99/mo) – All-in-one recruitment marketing + CRM"}, {"id": "mai-20260917-1752-baseline|c163-s5|moonshot-small|Recruitee", "prompt": "c163-s5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recruitee** (~$199/mo) – Strong collaborative features and career site builder"}, {"id": "mai-20260917-1752-baseline|c163-s5|moonshot-small|Teamtailor", "prompt": "c163-s5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teamtailor** – Popular among smaller companies for employer branding"}, {"id": "mai-20260917-1752-baseline|c163-s5|moonshot-small|Workable", "prompt": "c163-s5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** – Good balance of features and usability for growing teams"}, {"id": "mai-20260917-1752-baseline|c163-s5|moonshot-small|JazzHR", "prompt": "c163-s5", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JazzHR** – Specifically designed for SMB needs"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Greenhouse", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Greenhouse (if ATS-integrated)"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Lever", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "integrate well with basic tools like your ATS (e.g., Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Workable", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Greenhouse, Lever, or Workable"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Phenom", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy options like Phenom or Beamery, which suit larger teams."}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Beamery", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy options like Phenom or Beamery, which suit larger teams."}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Teamtailor", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Teamtailor (all-in-one, user-friendly)"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|100Hires", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "100Hires (affordable branding)"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|RecruitBPM", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "RecruitBPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on SMB-friendly ones like Teamtailor, 100Hires, RecruitBPM, or Bullhorn"}, {"id": "mai-20260917-1752-baseline|c163-s5|xai-small|Bullhorn", "prompt": "c163-s5", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "scale", "raw": "Bullhorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bullhorn (for staffing-focused firms)"}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|Phenom", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Phenom:** While powerful, it is often cited as being overly complex for small teams."}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|SmartDreamers", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartDreamers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviews suggest the base plans may lack essential career page features, forcing small businesses into higher tiers"}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|Manatal", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Manatal:** Due to lack of free tier and language/AI limitations."}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|Workday", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** High-cost enterprise suites (like full **Workday** or **SuccessFactors** integrations unless you already have them)"}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|SuccessFactors", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** High-cost enterprise suites (like full **Workday** or **SuccessFactors** integrations"}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|Greenhouse", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrations with popular, lightweight ATSs (like Greenhouse, Lever, or Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|Lever", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integrations with popular, lightweight ATSs (like Greenhouse, Lever, or Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-s6|alibaba-small|Zoho Recruit", "prompt": "c163-s6", "model": "alibaba-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrations with popular, lightweight ATSs (like Greenhouse, Lever, or Zoho Recruit)"}, {"id": "mai-20260917-1752-baseline|c163-s6|anthropic-small|Joveo", "prompt": "c163-s6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-oriented platforms like Joveo may not be ideal for smaller teams, as they're built for higher hiring volumes"}, {"id": "mai-20260917-1752-baseline|c163-s6|anthropic-small|Qandle", "prompt": "c163-s6", "model": "anthropic-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Qandle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Be careful with vendors that require a minimum billing amount—for instance, with Qandle, regardless of the plan you select, you will have to pay a minimum billing fee for 50 users."}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Phenom", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "positioned for enterprises and large/mid-market employers, with annual enterprise contracts and advanced personalization that can be overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Beamery", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built around long-term talent pipelines and CRM-heavy workflows, typically with enterprise pricing and scope"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Avature", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "highly configurable but aimed at complex enterprise workflows, which usually means more setup and admin overhead"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Symphony Talent", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often bundled with custom services and custom pricing that can be too heavy for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Joveo", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best suited to high-volume, multi-channel hiring, with custom enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|SmartRecruiters", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SmartRecruiters can be more platform than a lean team needs"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|LinkedIn Recruitment Marketing", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Recruitment Marketing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "G2 notes it is often **expensive** for small companies because of high advertising costs and complex setups"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|100Hires", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "small-business-friendly options mentioned in the results include **100Hires, JazzHR, Zoho Recruit, Loxo, Workable, TalentLyft, Teamtailor, and AvaHR**"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|JazzHR", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "small-business-friendly options mentioned in the results include **100Hires, JazzHR, Zoho Recruit, Loxo, Workable, TalentLyft, Teamtailor, and AvaHR**"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Zoho Recruit", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "small-business-friendly options mentioned in the results include **100Hires, JazzHR, Zoho Recruit, Loxo, Workable, TalentLyft, Teamtailor, and AvaHR**"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Loxo", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "small-business-friendly options mentioned in the results include ... Loxo"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Workable", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "small-business-friendly options mentioned in the results include ... Workable"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|TalentLyft", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "small-business-friendly options mentioned in the results include ... TalentLyft"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|Teamtailor", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "small-business-friendly options mentioned in the results include ... Teamtailor"}, {"id": "mai-20260917-1752-baseline|c163-s6|challenger-small|AvaHR", "prompt": "c163-s6", "model": "challenger-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "AvaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "small-business-friendly options mentioned in the results include ... AvaHR"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|ZipRecruiter", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid unless you have a strict budget cap... The risk of surprise charges outweighs the distribution benefit"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|SmashFly / Symphony Talent", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly / Symphony Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Skip it entirely unless you're hiring 100+ roles per year"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|Phenom", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not even request a demo."}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|LinkedIn Recruiter / LinkedIn Recruitment Marketing", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Recruiter / LinkedIn Recruitment Marketing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid paying for their full recruitment marketing suite"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|JazzHR", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A simple ATS with a career page builder (e.g., JazzHR, Breezy HR, or Recruitee)"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|Breezy HR", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "e.g., JazzHR, Breezy HR, or Recruitee"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|Recruitee", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., JazzHR, Breezy HR, or Recruitee"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|TalentLyft", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at TalentLyft (~$99/month) or Manatal ($15/user/month) which are explicitly designed for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s6|deepseek-small|Manatal", "prompt": "c163-s6", "model": "deepseek-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at TalentLyft (~$99/month) or Manatal ($15/user/month) which are explicitly designed for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Eightfold AI", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These platforms are incredibly powerful, but they are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Beamery", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: These platforms ... built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Phenom", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: These platforms ... built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Radancy", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: These platforms ... built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Appcast", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High Minimum Spend: Programmatic advertising only makes sense if you are spending thousands of dollars a month"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Joveo", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complexity Overkill: Setting up rules, bids, and budgets across programmatic networks requires training."}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|PandoLogic", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "PandoLogic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Complexity Overkill: Setting up rules, bids, and budgets across programmatic networks requires training."}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Workday Recruiting", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why to avoid: ... these platforms are notorious for destroying candidate conversion rates."}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|SAP SuccessFactors", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Why to avoid: ... notorious for destroying candidate conversion rates."}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Oracle Taleo", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why to avoid: ... notorious for destroying candidate conversion rates."}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|JazzHR", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "SMBs should look for modern, lightweight, applicant-friendly Applicant Tracking Systems (ATS) ... (e.g., JazzHR, Breezy HR, Pinpoint, Ashby, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Breezy HR", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "(e.g., JazzHR, Breezy HR, Pinpoint, Ashby, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Pinpoint", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Pinpoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "(e.g., JazzHR, Breezy HR, Pinpoint, Ashby, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Ashby", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "(e.g., JazzHR, Breezy HR, Pinpoint, Ashby, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-s6|google-small|Workable", "prompt": "c163-s6", "model": "google-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "(e.g., JazzHR, Breezy HR, Pinpoint, Ashby, or Workable)"}, {"id": "mai-20260917-1752-baseline|c163-s6|meta-small|SmashFly/Symphony Talent", "prompt": "c163-s6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly/Symphony Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform is expensive and built for large organizations, making it unaffordable for small teams."}, {"id": "mai-20260917-1752-baseline|c163-s6|meta-small|Phenom", "prompt": "c163-s6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise software with enterprise pricing, making it inaccessible for small or medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s6|meta-small|Teamtailor", "prompt": "c163-s6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an all-in-one recruiting platform designed to help businesses of all sizes attract, engage, and hire the right talent"}, {"id": "mai-20260917-1752-baseline|c163-s6|meta-small|Manatal", "prompt": "c163-s6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "affordable, user-friendly, and offers mass email campaigns and customizations, making it a recommended choice for HR professionals at SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s6|meta-small|JazzHR", "prompt": "c163-s6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for small teams needing easy hiring"}, {"id": "mai-20260917-1752-baseline|c163-s6|meta-small|100Hires", "prompt": "c163-s6", "model": "meta-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "among the most affordable options for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|LinkedIn Recruiter Corporate", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LinkedIn Recruiter Corporate**: $8,990-$12,960 per seat/year"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|SmashFly/Symphony Talent", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly/Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Built for large organizations, expensive"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|Phenom", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-focused with custom pricing often out of reach for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|Beamery", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-focused with custom pricing often out of reach for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|Avature", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Avature", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-focused with custom pricing often out of reach for SMBs"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|LinkedIn", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**LinkedIn** (organic + targeted posts)"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|Indeed", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Indeed** (basic job posting)"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|JazzHR", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple ATS with career page (JazzHR ~$79/month"}, {"id": "mai-20260917-1752-baseline|c163-s6|minimax-small|Workable", "prompt": "c163-s6", "model": "minimax-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Workable ~$299/month"}, {"id": "mai-20260917-1752-baseline|c163-s6|mistral-small|SmashFly/Symphony Talent", "prompt": "c163-s6", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly/Symphony Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like SmashFly/Symphony Talent and Phenom are built for large organizations... Skip these if you lack the budget or dedicated recruitment resources."}, {"id": "mai-20260917-1752-baseline|c163-s6|mistral-small|Phenom", "prompt": "c163-s6", "model": "mistral-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like SmashFly/Symphony Talent and Phenom are built for large organizations with significant budgets... Skip these"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|Radancy (formerly SmashFly)", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Radancy (formerly SmashFly)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid**: Built for enterprise-scale organizations, not small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|Phenom", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid**: Enterprise-only pricing that's prohibitive for small teams"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|LinkedIn Recruiter (Full Corporate Version)", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Recruiter (Full Corporate Version)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid**: $8,999–$15,000+ per seat annually"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|Indeed for Employers (Sponsored Posts)", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Indeed for Employers (Sponsored Posts)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious**: Pay-per-click model can spiral out of control"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|Breezy HR", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better Alternatives for Small Businesses ... **Breezy HR** (~$157/month) - Unlimited positions"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|JazzHR", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**JazzHR** (~$75/month) - Good for low-volume hiring"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|Zoho Recruit", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zoho Recruit** (~$25/user/month) - Affordable with solid features"}, {"id": "mai-20260917-1752-baseline|c163-s6|moonshot-small|Manatal", "prompt": "c163-s6", "model": "moonshot-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Manatal** (~$15–$19/user/month) - Budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c163-s6|openai-small|iCIMS", "prompt": "c163-s6", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "examples to be careful with include **iCIMS**, **Recruit CRM & ATS**, and **Joveo** for setup/complexity or expensive add-ons"}, {"id": "mai-20260917-1752-baseline|c163-s6|openai-small|Recruit CRM & ATS", "prompt": "c163-s6", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruit CRM & ATS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "examples to be careful with include **iCIMS**, **Recruit CRM & ATS**, and **Joveo** for setup/complexity or expensive add-ons"}, {"id": "mai-20260917-1752-baseline|c163-s6|openai-small|Joveo", "prompt": "c163-s6", "model": "openai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "examples to be careful with include **iCIMS**, **Recruit CRM & ATS**, and **Joveo** for setup/complexity or expensive add-ons"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|LinkedIn Recruiter", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Prohibitively expensive for SMBs... Basic LinkedIn is fine for organic posting, but skip paid recruiter tools."}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|ZipRecruiter", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High costs ($24–$35/day per job or $720+/month), with widespread complaints from small businesses about zero quality candidates"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|Phenom", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Phenom/Symphony flagged as \"skip if small budget/resources\""}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|SmashFly/Symphony Talent", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly/Symphony Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Designed for high-volume enterprise hiring, not SMBs. Pricing is \"enterprise-only\""}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|Appcast", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Appcast criticized for high costs per applicant"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|Employment Hero", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "draws complaints on slow support, complex setup, payroll glitches, limited reporting, and rigid annual contracts"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|Indeed", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stick to free/cheap basics like LinkedIn organic, Indeed postings, or ATS career pages"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|JazzHR", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "JazzHR, BreezyHR at $49–$79/month are better fits per G2/Forbes"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|BreezyHR", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "BreezyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "JazzHR, BreezyHR at $49–$79/month are better fits"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|Teamtailor", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Opt for affordable SMB tools like Teamtailor, Manatal, 100Hires, or TalentLyft"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|Manatal", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "affordable SMB tools like Teamtailor, Manatal, 100Hires, or TalentLyft (starting ~$49–$99/month, praised for ease/ROI)"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|100Hires", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "affordable SMB tools like Teamtailor, Manatal, 100Hires, or TalentLyft"}, {"id": "mai-20260917-1752-baseline|c163-s6|xai-small|TalentLyft", "prompt": "c163-s6", "model": "xai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "TalentLyft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "affordable SMB tools like Teamtailor, Manatal, 100Hires, or TalentLyft"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Greenhouse", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid for Small Businesses ... Designed for structured hiring at 200–2,000 employees, not small teams"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Lever", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "may be overkill for small teams with simple hiring needs"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Workday Recruiting", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overkill unless you're already locked into Workday"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Workable", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not ideal for very small teams with limited hiring volume"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|SmashFly / Symphony Talent", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmashFly / Symphony Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to Be Cautious ... Enterprise pricing with no small-team tier"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Phenom", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise pricing with no accessible tiers for small/mid-size companies"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Beamery", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can be expensive and complex to implement"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|SmartRecruiters", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "expensive for small businesses and features can be overwhelming for smaller teams"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Indeed", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Why to Avoid for Small Businesses ... Sponsored Jobs can be very expensive"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|CareerBuilder", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Generally seen as outdated and less effective for modern recruiting"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Monster", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Generally considered less effective than newer platforms"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|ZipRecruiter", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Can be expensive with per-application or per-click pricing models"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|CareerBuilder Talent Network", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "CareerBuilder Talent Network", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Generally lower ratings and older user interface"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Recruit CRM", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Recruit CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "some reviews note a steep learning curve and performance issues"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Tellent Recruitee", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Tellent Recruitee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Rated 2.1/5 on Trustpilot, described as poor"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Manatal", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "No free trial listed ... Pricing is undisclosed"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|JazzHR", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "JazzHR – Simple, affordable, good for small teams"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|100Hires", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Among the most affordable options for small/mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Teamtailor", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "All-in-one with strong employer branding features"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Wizehire", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Wizehire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Designed specifically for small businesses"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|Handshake", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "For early-career talent outreach"}, {"id": "mai-20260917-1752-baseline|c163-s6|zai-small|LinkedIn", "prompt": "c163-s6", "model": "zai-small", "cat": "recruitment-marketing-and-career-sites", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "Consider niche job boards, LinkedIn, or your own career page instead"}, {"id": "mai-20260917-1752-baseline|c164-l1|alibaba-small|Appcast", "prompt": "c164-l1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Appcast is widely considered the standard-bearer for programmatic hiring in large organizations... start by evaluating **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-l1|alibaba-small|Radancy", "prompt": "c164-l1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you feel your **employer brand** is hurting your application rates... look at **Radancy**"}, {"id": "mai-20260917-1752-baseline|c164-l1|alibaba-small|Joveo", "prompt": "c164-l1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Joveo is a newer, AI-native player that has gained rapid traction among tech-forward enterprises."}, {"id": "mai-20260917-1752-baseline|c164-l1|anthropic-small|LinkedIn", "prompt": "c164-l1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Commonly used platforms** in this space typically include options like LinkedIn, Google for Jobs"}, {"id": "mai-20260917-1752-baseline|c164-l1|anthropic-small|Google for Jobs", "prompt": "c164-l1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically include options like LinkedIn, Google for Jobs, Programmatic job boards"}, {"id": "mai-20260917-1752-baseline|c164-l1|challenger-small|Appcast", "prompt": "c164-l1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Appcast** for the best all-around enterprise programmatic job advertising platform."}, {"id": "mai-20260917-1752-baseline|c164-l1|challenger-small|Joveo", "prompt": "c164-l1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Joveo** if optimization and multi-channel automation are the priority."}, {"id": "mai-20260917-1752-baseline|c164-l1|challenger-small|LinkedIn", "prompt": "c164-l1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "though it is not a dedicated programmatic job advertising platform in the same sense as Appcast or Joveo"}, {"id": "mai-20260917-1752-baseline|c164-l1|challenger-small|Recruitics", "prompt": "c164-l1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Recruitics** if you want managed services plus analytics support."}, {"id": "mai-20260917-1752-baseline|c164-l1|deepseek-small|Appcast", "prompt": "c164-l1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-l1|deepseek-small|Joveo", "prompt": "c164-l1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Joveo**"}, {"id": "mai-20260917-1752-baseline|c164-l1|deepseek-small|Veritone Hire (formerly PandoLogic)", "prompt": "c164-l1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Veritone Hire (formerly PandoLogic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large-scale predictive hiring | Backed by 5B+ job ad data points"}, {"id": "mai-20260917-1752-baseline|c164-l1|deepseek-small|Recruitics", "prompt": "c164-l1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hands-on managed optimization"}, {"id": "mai-20260917-1752-baseline|c164-l1|deepseek-small|LinkedIn Ads", "prompt": "c164-l1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn Ads", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complement your programmatic platform with **LinkedIn Ads**, which remains unrivaled for precise professional targeting"}, {"id": "mai-20260917-1752-baseline|c164-l1|deepseek-small|Radancy", "prompt": "c164-l1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Employer brand + recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c164-l1|google-small|Indeed", "prompt": "c164-l1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a standard programmatic platform that only buys space on job aggregators like Indeed or ZipRecruiter will fall short"}, {"id": "mai-20260917-1752-baseline|c164-l1|google-small|ZipRecruiter", "prompt": "c164-l1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "job aggregators like Indeed or ZipRecruiter will fall short"}, {"id": "mai-20260917-1752-baseline|c164-l1|google-small|Adway", "prompt": "c164-l1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Adway** if your primary B2B talent hurdle is sourcing high-quality **passive candidates**"}, {"id": "mai-20260917-1752-baseline|c164-l1|google-small|Joveo", "prompt": "c164-l1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Joveo** if you want absolute **budget transparency**"}, {"id": "mai-20260917-1752-baseline|c164-l1|google-small|Radancy", "prompt": "c164-l1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Radancy** if you are looking to **consolidate your entire talent acquisition stack**"}, {"id": "mai-20260917-1752-baseline|c164-l1|google-small|Appcast (with AppcastOne)", "prompt": "c164-l1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast (with AppcastOne)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Raw Volume & Heavy ATS Integration"}, {"id": "mai-20260917-1752-baseline|c164-l1|meta-small|Appcast", "prompt": "c164-l1", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best programmatic job advertising platform for an enterprise B2B company is Appcast"}, {"id": "mai-20260917-1752-baseline|c164-l1|minimax-small|Appcast", "prompt": "c164-l1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Appcast** or **Joveo** for enterprise B2B companies due to their proven enterprise track record"}, {"id": "mai-20260917-1752-baseline|c164-l1|minimax-small|Joveo", "prompt": "c164-l1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Appcast** or **Joveo** for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c164-l1|minimax-small|Recruitics", "prompt": "c164-l1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recruitics** (Best for Managed Services)"}, {"id": "mai-20260917-1752-baseline|c164-l1|minimax-small|DirectEmployers DE Amplify", "prompt": "c164-l1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Budget Transparency) ... Pay-for-performance model with no long-term contracts"}, {"id": "mai-20260917-1752-baseline|c164-l1|minimax-small|JobTarget", "prompt": "c164-l1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JobTarget** (Best for Job Board Distribution)"}, {"id": "mai-20260917-1752-baseline|c164-l1|mistral-small|Radancy", "prompt": "c164-l1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Radancy** and **Appcast** are the top-rated options due to their scalability, cost efficiency, and robust enterprise features"}, {"id": "mai-20260917-1752-baseline|c164-l1|mistral-small|Appcast", "prompt": "c164-l1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Radancy** and **Appcast** are the top-rated options due to their scalability, cost efficiency, and robust enterprise features"}, {"id": "mai-20260917-1752-baseline|c164-l1|mistral-small|Adway", "prompt": "c164-l1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise-scale automated recruiting, offering bias-free AI, ATS integration, and global reach"}, {"id": "mai-20260917-1752-baseline|c164-l1|mistral-small|LinkedIn Ads", "prompt": "c164-l1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn Ads", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your focus is on professional and executive roles, **LinkedIn Ads** is also highly effective."}, {"id": "mai-20260917-1752-baseline|c164-l1|mistral-small|Joveo", "prompt": "c164-l1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for multi-channel campaign orchestration and unified analytics"}, {"id": "mai-20260917-1752-baseline|c164-l1|moonshot-small|Joveo", "prompt": "c164-l1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Joveo** if you want the most advanced AI optimization and transparency in your media buying"}, {"id": "mai-20260917-1752-baseline|c164-l1|moonshot-small|Appcast", "prompt": "c164-l1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Appcast** if you prefer a proven, widely-adopted solution with the largest enterprise user base"}, {"id": "mai-20260917-1752-baseline|c164-l1|moonshot-small|Radancy", "prompt": "c164-l1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Radancy** if you're looking to consolidate multiple talent acquisition tools into one integrated platform"}, {"id": "mai-20260917-1752-baseline|c164-l1|moonshot-small|Recruitics", "prompt": "c164-l1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recruitics** \" Best for Agency + Analytics Hybrid"}, {"id": "mai-20260917-1752-baseline|c164-l1|openai-small|Joveo", "prompt": "c164-l1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Joveo** or **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-l1|openai-small|Appcast", "prompt": "c164-l1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest default choice is usually **Joveo** or **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-l1|openai-small|Radancy", "prompt": "c164-l1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a broader talent acquisition suite/partner model:** **Radancy** or **Recruitics**"}, {"id": "mai-20260917-1752-baseline|c164-l1|openai-small|Recruitics", "prompt": "c164-l1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a broader talent acquisition suite/partner model:** **Radancy** or **Recruitics**"}, {"id": "mai-20260917-1752-baseline|c164-l1|openai-small|JobTarget", "prompt": "c164-l1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best budget-conscious option to evaluate:** **JobTarget**, especially if pricing simplicity matters"}, {"id": "mai-20260917-1752-baseline|c164-l1|xai-small|Appcast", "prompt": "c164-l1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** stands out as the top recommendation based on recent reviews and comparisons"}, {"id": "mai-20260917-1752-baseline|c164-l1|xai-small|Joveo", "prompt": "c164-l1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... **Joveo** | AI optimization at scale"}, {"id": "mai-20260917-1752-baseline|c164-l1|xai-small|Radancy", "prompt": "c164-l1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Radancy** | Budget control & full-suite"}, {"id": "mai-20260917-1752-baseline|c164-l1|xai-small|LinkedIn Ads", "prompt": "c164-l1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn Ads", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Not a full job ad platform but excellent supplement for B2B; higher CPC ($2-3)."}, {"id": "mai-20260917-1752-baseline|c164-l1|xai-small|Indeed", "prompt": "c164-l1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Prioritize platforms with professional network reach (LinkedIn integration) over volume-focused (e.g., Indeed)."}, {"id": "mai-20260917-1752-baseline|c164-l1|zai-small|Appcast", "prompt": "c164-l1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Appcast is often the top recommendation."}, {"id": "mai-20260917-1752-baseline|c164-l1|zai-small|Joveo", "prompt": "c164-l1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Joveo is a strong contender, especially for high-volume roles."}, {"id": "mai-20260917-1752-baseline|c164-l1|zai-small|Radancy", "prompt": "c164-l1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Radancy may be the best fit."}, {"id": "mai-20260917-1752-baseline|c164-l1|zai-small|Recruitics", "prompt": "c164-l1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recruitics offers a free analytics app and paid optimization."}, {"id": "mai-20260917-1752-baseline|c164-l1|zai-small|Talroo Ad Platform", "prompt": "c164-l1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo Ad Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Volume hiring for frontline/hourly roles"}, {"id": "mai-20260917-1752-baseline|c164-l1|zai-small|Adway", "prompt": "c164-l1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Adway is a specialized option."}, {"id": "mai-20260917-1752-baseline|c164-l2|alibaba-small|Broadbean", "prompt": "c164-l2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Broadbean ... widely considered the gold standard for dedicated distribution infrastructure"}, {"id": "mai-20260917-1752-baseline|c164-l2|alibaba-small|ZipRecruiter", "prompt": "c164-l2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: ZipRecruiter ... is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c164-l2|alibaba-small|Idibu", "prompt": "c164-l2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Idibu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specialized Alternative: Idibu ... is a powerful tool"}, {"id": "mai-20260917-1752-baseline|c164-l2|alibaba-small|Indeed", "prompt": "c164-l2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside the giants like Indeed and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c164-l2|alibaba-small|LinkedIn", "prompt": "c164-l2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside the giants like Indeed and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c164-l2|anthropic-small|SmartRecruiters (SmartDistribute)", "prompt": "c164-l2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SmartRecruiters (SmartDistribute)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. SmartRecruiters (SmartDistribute)** ... the industry's most scalable, integrated job posting distribution solution"}, {"id": "mai-20260917-1752-baseline|c164-l2|anthropic-small|Broadbean", "prompt": "c164-l2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadbean is a dedicated job distribution tool focused on getting your job ads in front of as many candidates as possible"}, {"id": "mai-20260917-1752-baseline|c164-l2|anthropic-small|Workday", "prompt": "c164-l2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Recruiting is designed for large organizations that need a fully integrated system"}, {"id": "mai-20260917-1752-baseline|c164-l2|challenger-small|Appcast", "prompt": "c164-l2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation, it would be **Appcast** for a large enterprise recruiting operation"}, {"id": "mai-20260917-1752-baseline|c164-l2|challenger-small|Broadbean", "prompt": "c164-l2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Broadbean** if the priority is controlled syndication with strong ATS integration and auditability"}, {"id": "mai-20260917-1752-baseline|c164-l2|challenger-small|Joveo", "prompt": "c164-l2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Automated optimization of spend across publishers | **Joveo** or **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-l2|challenger-small|ZipRecruiter", "prompt": "c164-l2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is more of a broad hiring platform than a specialized distribution control tool"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|iCIMS Talent Acquisition Suite", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "iCIMS Talent Acquisition Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **iCIMS Talent Acquisition Suite**"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|Workday Recruiting", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Recruiting** — *Best if you're already on Workday HCM*"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|Greenhouse", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An excellent modern ATS (18% enterprise share) with robust job distribution"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|Joveo", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Joveo** leads for AI automation and broad multi-channel reach"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|Recruitics", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Recruitics** and **PandoLogic** are also strong enterprise options"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|Appcast", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Appcast** is praised for enterprise reliability and tight integration with major publishers"}, {"id": "mai-20260917-1752-baseline|c164-l2|deepseek-small|PandoLogic", "prompt": "c164-l2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Recruitics** and **PandoLogic** are also strong enterprise options"}, {"id": "mai-20260917-1752-baseline|c164-l2|google-small|Veritone Hire", "prompt": "c164-l2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Veritone Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-in-One Enterprise Choice: **Veritone Hire** (formerly Broadbean + PandoLogic)"}, {"id": "mai-20260917-1752-baseline|c164-l2|google-small|Appcast", "prompt": "c164-l2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Market Leader for Pure Programmatic: **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-l2|google-small|Joveo", "prompt": "c164-l2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Joveo is highly regarded for its **media buying transparency** and full-funnel attribution."}, {"id": "mai-20260917-1752-baseline|c164-l2|google-small|eQuest", "prompt": "c164-l2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "eQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Best for Compliance-Heavy Enterprises: **eQuest**"}, {"id": "mai-20260917-1752-baseline|c164-l2|meta-small|Broadbean", "prompt": "c164-l2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadbean - Their job distribution software automates the process of posting job adverts across multiple job boards"}, {"id": "mai-20260917-1752-baseline|c164-l2|meta-small|MokaHR", "prompt": "c164-l2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MokaHR - Their AI-native centralized posting platform is suitable for mid-to-large enterprises and high-volume, multi-region hiring."}, {"id": "mai-20260917-1752-baseline|c164-l2|minimax-small|Broadbean", "prompt": "c164-l2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Broadbean** would be my primary recommendation for a large B2B company"}, {"id": "mai-20260917-1752-baseline|c164-l2|minimax-small|ZipRecruiter", "prompt": "c164-l2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZipRecruiter** is also excellent if you prioritize ease of use for hiring managers"}, {"id": "mai-20260917-1752-baseline|c164-l2|minimax-small|MokaHR", "prompt": "c164-l2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "MokaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **MokaHR** (Best for Global/Enterprise with AI)"}, {"id": "mai-20260917-1752-baseline|c164-l2|mistral-small|Broadbean", "prompt": "c164-l2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Broadbean** as the top job posting distribution tool"}, {"id": "mai-20260917-1752-baseline|c164-l2|mistral-small|Idibu", "prompt": "c164-l2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Idibu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Idibu** is another excellent choice, often used alongside or as an alternative to Broadbean"}, {"id": "mai-20260917-1752-baseline|c164-l2|moonshot-small|iCIMS Talent Cloud", "prompt": "c164-l2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **iCIMS Talent Cloud** ... consistently rated as the strongest option for large enterprise hiring"}, {"id": "mai-20260917-1752-baseline|c164-l2|moonshot-small|Workday Recruiting", "prompt": "c164-l2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If You Already Use Workday HCM: **Workday Recruiting**"}, {"id": "mai-20260917-1752-baseline|c164-l2|moonshot-small|Greenhouse", "prompt": "c164-l2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "lag behind best-of-breed ATS platforms like Greenhouse or iCIMS"}, {"id": "mai-20260917-1752-baseline|c164-l2|moonshot-small|Broadbean", "prompt": "c164-l2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Standalone Distribution Tool: **Broadbean** ... layer **Broadbean** on top of your existing ATS if job distribution is the specific gap"}, {"id": "mai-20260917-1752-baseline|c164-l2|moonshot-small|SmartRecruiters", "prompt": "c164-l2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another Strong Enterprise Contender: **SmartRecruiters** ... excellent for **global, high-volume hiring**"}, {"id": "mai-20260917-1752-baseline|c164-l2|openai-small|SmartRecruiters' SmartDistribute", "prompt": "c164-l2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SmartRecruiters' SmartDistribute", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **recommend SmartRecruiters' SmartDistribute** if your primary need is **enterprise-grade job posting distribution**."}, {"id": "mai-20260917-1752-baseline|c164-l2|openai-small|eQuest via iCIMS", "prompt": "c164-l2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "eQuest via iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "very strong if compliance and broad global reach are top priorities"}, {"id": "mai-20260917-1752-baseline|c164-l2|openai-small|Jobvite Job Broadcast", "prompt": "c164-l2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Jobvite Job Broadcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid enterprise option if you already use Jobvite and want automated distribution plus source optimization"}, {"id": "mai-20260917-1752-baseline|c164-l2|openai-small|Greenhouse + partner tools", "prompt": "c164-l2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse + partner tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "better if you want a configurable ATS ecosystem and then pair it with a distribution partner"}, {"id": "mai-20260917-1752-baseline|c164-l2|xai-small|Appcast", "prompt": "c164-l2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Appcast** as the top job posting distribution tool"}, {"id": "mai-20260917-1752-baseline|c164-l2|xai-small|Broadbean", "prompt": "c164-l2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Broadbean** (Runner-up for pure multi-posting)"}, {"id": "mai-20260917-1752-baseline|c164-l2|xai-small|ZipRecruiter", "prompt": "c164-l2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less customizable for ultra-large B2B ops"}, {"id": "mai-20260917-1752-baseline|c164-l2|xai-small|Recruitics", "prompt": "c164-l2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose Recruitics for analytics depth"}, {"id": "mai-20260917-1752-baseline|c164-l2|xai-small|Joveo", "prompt": "c164-l2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Joveo for diversified sourcing"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|Broadbean", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Broadbean**"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|Idibu", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Idibu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternatives:\n\n### **Idibu**"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|Greenhouse", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### **Greenhouse**\n- **Best for**: Enterprise reach with 1,000+ boards"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|iCIMS", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full enterprise hiring suite with structured workflows and analytics"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|SmartRecruiters", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "End-to-end hiring workflow across channels"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|Bullhorn", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Works seamlessly with leading ATS systems like Bullhorn, Lever, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c164-l2|zai-small|Lever", "prompt": "c164-l2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Works seamlessly with leading ATS systems like Bullhorn, Lever, and Greenhouse"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|LinkedIn Recruiter", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The largest professional database in the world... Best For: Hard-to-fill roles, senior leadership, passive candidates"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Indeed", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unmatched traffic volume. It is the \"Google of jobs.\""}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|ZipRecruiter", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their algorithm automatically distributes that listing to over 300+ other job boards"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Dice", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The dominant platform for tech talent."}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Jobvite", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jobvite is highly customizable and integrates deeply with its own ATS"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Gild / CrossOver", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Gild / CrossOver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These often focus on vetted, pre-screened talent pools"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Glassdoor", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Indeed/Glassdoor: Primarily targets Active Candidates"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Workday", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Workday (via marketplace apps) and SAP SuccessFactors partners offer specific integrations"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|SAP SuccessFactors", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP SuccessFactors partners offer specific integrations that ensure GDPR/CCPA compliance"}, {"id": "mai-20260917-1752-baseline|c164-l3|alibaba-small|Lever", "prompt": "c164-l3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise platforms (like Jobvite or Lever) offer granular data"}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Bullhorn", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bullhorn, Handshake for Employers, and Greenhouse emerge as the overall best recruitment marketing platforms for enterprise."}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Handshake for Employers", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake for Employers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bullhorn, Handshake for Employers, and Greenhouse emerge as the overall best recruitment marketing platforms for enterprise."}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Greenhouse", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bullhorn, Handshake for Employers, and Greenhouse emerge as the overall best recruitment marketing platforms for enterprise."}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Joveo", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Joveo tops the recommendation list for programmatic advertising, with reviewers crediting its ability to dynamically optimize job ad spend across multiple channels"}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Eightfold AI", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable platforms include Eightfold AI, which delivers a talent intelligence platform powered by AI"}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Appcast", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Appcast is built around programmatic job advertising and candidate conversion... which is why large hiring teams tend to shortlist it."}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|Paradox", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Paradox reimagines enterprise recruiting with its conversational AI assistant, Olivia"}, {"id": "mai-20260917-1752-baseline|c164-l3|anthropic-small|SmartRecruiters", "prompt": "c164-l3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SmartRecruiters delivers a cloud-based recruiting platform combining ATS, CRM, and recruitment marketing tools for enterprise scalability"}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Appcast", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Appcast** if you want the most established enterprise-style **programmatic job advertising** setup and broad funnel optimization."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Joveo", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Joveo** if you need **AI-driven optimization** for complex, high-scale campaigns."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Radancy", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Radancy** if you want recruitment marketing, employer branding, career site, and advertising managed together."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Phenom", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Phenom** if your priority is a more personalized **candidate experience**."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Beamery", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stronger for nurturing and relationship management than immediate job ad distribution."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Handshake for Employers", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake for Employers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Handshake** if campus and early-career recruiting are central."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Bullhorn", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Often stronger as part of a broader recruiting stack than as a standalone ad platform."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Greenhouse", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when job advertising needs to integrate tightly with structured hiring operations."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|ZipRecruiter", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More job-board-like and reach-oriented than deeply programmatic platforms."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Broadbean", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Broadbean** if the main need is efficient **distribution across many job boards**."}, {"id": "mai-20260917-1752-baseline|c164-l3|challenger-small|Eightfold AI", "prompt": "c164-l3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "other lists rank **ZipRecruiter, Phenom, Eightfold AI, Appcast, Radancy, and Beamery** more highly"}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Indeed", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need broad, performance-based reach: Indeed Sponsored + Indeed Connect."}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|LinkedIn Jobs", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unmatched professional network, InMail recruiting, employer brand tools, but expensive and weaker for hourly/frontline roles"}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|ZipRecruiter", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it the strongest all-around for enterprise speed hiring"}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Appcast", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have high volume and need cost optimization across many boards: Appcast or Joveo."}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Joveo", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have high volume and need cost optimization across many boards: Appcast or Joveo."}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Radancy", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need an all-in-one recruitment marketing suite (career site + ads + CRM): Radancy or Phenom."}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Phenom", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Radancy or Phenom"}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Eightfold AI", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need skills-based intelligence and internal mobility: Eightfold AI."}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Beamery", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines recruitment marketing, CRM, and talent analytics"}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|Broadbean", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Broadbean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Recruitment agencies and high-volume enterprises"}, {"id": "mai-20260917-1752-baseline|c164-l3|deepseek-small|DirectEmployers DE Amplify", "prompt": "c164-l3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pay-for-performance, no long-term contracts, nonprofit mission"}, {"id": "mai-20260917-1752-baseline|c164-l3|google-small|Appcast", "prompt": "c164-l3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Appcast is widely regarded as one of the pioneers and market leaders in programmatic job advertising."}, {"id": "mai-20260917-1752-baseline|c164-l3|google-small|Joveo", "prompt": "c164-l3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Joveo is a highly agile, developer-centric platform that has transitioned into an \"agentic\" recruitment and media-buying ecosystem."}, {"id": "mai-20260917-1752-baseline|c164-l3|google-small|Veritone Hire", "prompt": "c164-l3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Veritone Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Veritone Hire is the enterprise recruiting arm of Veritone... built through the merger of PandoLogic ... and Broadbean"}, {"id": "mai-20260917-1752-baseline|c164-l3|google-small|Radancy", "prompt": "c164-l3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Radancy transformed into a unified Talent Acquisition Cloud powered by agentic AI orchestration."}, {"id": "mai-20260917-1752-baseline|c164-l3|google-small|Recruitics", "prompt": "c164-l3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recruitics is a data-centric recruitment marketing platform that blends programmatic media buying with creative employer brand agency services."}, {"id": "mai-20260917-1752-baseline|c164-l3|meta-small|Joveo", "prompt": "c164-l3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Joveo, Appcast, and Radancy, which are highly rated for cost-effective candidate sourcing"}, {"id": "mai-20260917-1752-baseline|c164-l3|meta-small|Appcast", "prompt": "c164-l3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Joveo, Appcast, and Radancy"}, {"id": "mai-20260917-1752-baseline|c164-l3|meta-small|Radancy", "prompt": "c164-l3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Joveo, Appcast, and Radancy, which are highly rated for ... enterprise recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Appcast", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For enterprise high-volume hiring**: Combine programmatic platforms (Appcast or Joveo) with Indeed and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Joveo", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Combine programmatic platforms (Appcast or Joveo) with Indeed and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Radancy", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For employer branding focus**: Radancy or integrated platforms like Phenom"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Recruitics", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Analytics + managed services layer"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|DirectEmployers DE Amplify", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pay-for-performance, no long-term contracts, budget transparency"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Indeed", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combine programmatic platforms (Appcast or Joveo) with Indeed and LinkedIn"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|LinkedIn Jobs", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For professional/executive roles**: LinkedIn Jobs + Indeed Premium"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|ZipRecruiter", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market**: ZipRecruiter, LinkedIn Jobs"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Glassdoor", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Employer branding, salary benchmarking | Bundled with Indeed"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Phenom", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For employer branding focus**: Radancy or integrated platforms like Phenom"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Beamery", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Talent CRM, candidate engagement, skills taxonomy"}, {"id": "mai-20260917-1752-baseline|c164-l3|minimax-small|Eightfold AI", "prompt": "c164-l3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI talent matching, career pathing, workforce planning"}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|ZipRecruiter", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest overall score (96/100) for candidate quality, reach, and ease of use, making it a top choice for large-scale hiring needs."}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|Phenom", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in enterprise features and candidate quality, with robust tools for recruitment marketing and employer branding."}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|Eightfold AI", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leverages AI for talent intelligence and personalized candidate experiences, ideal for data-driven enterprises."}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|Appcast", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leading in programmatic job advertising, known for cost savings"}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|Radancy", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive platform for programmatic job advertising, career site management, and employer branding"}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|Beamery", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on talent lifecycle management and candidate relationship management"}, {"id": "mai-20260917-1752-baseline|c164-l3|mistral-small|Joveo", "prompt": "c164-l3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Another top programmatic platform, praised for significant cost reductions"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Indeed for Employers", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed for Employers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need maximum reach:** Indeed + LinkedIn combination"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|LinkedIn Recruiter", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need maximum reach:** Indeed + LinkedIn combination"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Greenhouse", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you prioritize structured hiring and data:** Greenhouse"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Workday Recruiting", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're already on Workday HCM:** Workday Recruiting for seamless integration"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|iCIMS", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Largest standalone ATS market share (11%); 750+ pre-built integrations"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Appcast", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most mature platform; strongest enterprise reviewer base"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Joveo", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best AI optimization layer; Workday Design Approved"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Radancy", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**If you want unified recruitment marketing:** Radancy or Phenom"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Phenom", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you want unified recruitment marketing:** Radancy or Phenom"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Eightfold AI", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**If you need AI-powered skills matching:** Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c164-l3|moonshot-small|Beamery", "prompt": "c164-l3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for:** Strategic workforce planning and internal mobility"}, {"id": "mai-20260917-1752-baseline|c164-l3|openai-small|Appcast", "prompt": "c164-l3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose a **programmatic specialist** like **Appcast**. It's designed to move budget dynamically based on performance."}, {"id": "mai-20260917-1752-baseline|c164-l3|openai-small|SmartRecruiters / SmartJobs", "prompt": "c164-l3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "SmartRecruiters / SmartJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose a **suite** like **SmartRecruiters** or **Jobvite**. These give you ATS, CRM, candidate engagement, and job distribution together."}, {"id": "mai-20260917-1752-baseline|c164-l3|openai-small|Jobvite", "prompt": "c164-l3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jobvite combines ATS, CRM, career site, apply flow, analytics, and job broadcasting."}, {"id": "mai-20260917-1752-baseline|c164-l3|openai-small|LinkedIn Talent Solutions / job ads", "prompt": "c164-l3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Talent Solutions / job ads", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **LinkedIn** or **Indeed** as major channels inside a broader strategy"}, {"id": "mai-20260917-1752-baseline|c164-l3|openai-small|Indeed-sponsored jobs / enterprise hiring ads", "prompt": "c164-l3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed-sponsored jobs / enterprise hiring ads", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Indeed is closer to a massive job marketplace than a full recruitment marketing platform."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Appcast", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **cost-per-hire optimization** at massive scale: Appcast or Joveo (programmatic leaders)."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Joveo", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Appcast or Joveo (programmatic leaders)"}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Phenom", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Talent experience platform with marketing automation... More expensive, less pure ad focus."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Eightfold AI", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-driven talent intelligence and matching... Complex setup, AI-heavy."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|LinkedIn Recruiter", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **professional talent**: LinkedIn."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Indeed Enterprise", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For **volume hourly roles**: Indeed."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|ZipRecruiter", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fast distribution for mid-large... Less programmatic depth."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Radancy (formerly TMP)", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy (formerly TMP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Managed services and global reach... Compliance, full-service. | Vendor-dependent."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Beamery", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Beamery, Recruitics, and Monster appear in top lists but less dominantly for pure ad platforms."}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Recruitics", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in top lists but less dominantly for pure ad platforms"}, {"id": "mai-20260917-1752-baseline|c164-l3|xai-small|Monster", "prompt": "c164-l3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Monster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "appear in top lists but less dominantly for pure ad platforms"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Appcast", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for teams prioritizing deployment speed; 50%+ cost reduction vs. manual posting reported by many enterprises"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Joveo", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for AI-driven optimization at scale; strong analytics connecting spend to hiring outcomes"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Radancy", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations wanting to see where budget is being spent; integrates employer brand with distribution"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Recruitics", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Programmatic + managed services | Analytics + services layer, publisher-level transparency"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Adway", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only platform where social media job ads are core—not an add-on"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Phenom", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for enterprise career site personalization; highly rated (4.3/5)"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Beamery", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for global talent lifecycle; strong outbound sourcing and nurture"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Avature", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for complex, highly customized enterprise workflows"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Symphony Talent", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Symphony Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong focus on candidate experience and engagement"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Yello", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Yello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for campus hiring and early-career pipelines"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Gr8People", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Gr8People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for global organizations needing deep localization"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Recruix", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Recruix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Simple, self-service design for enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|MokaHR", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for high-volume, multi-brand organizations"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Pinpoint", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Pinpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Governance, integrations, and reporting for global organizations"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|LinkedIn", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Best for professional/tech roles; high candidate quality"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Indeed", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Best for high-volume hiring; sponsored options available"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Glassdoor", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Best for employer branding and review integration"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|Workday Recruiting", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Best for Workday-native teams"}, {"id": "mai-20260917-1752-baseline|c164-l3|zai-small|iCIMS Talent Cloud", "prompt": "c164-l3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Best for comprehensive TA stack"}, {"id": "mai-20260917-1752-baseline|c164-l4|alibaba-small|Appcast", "prompt": "c164-l4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Appcast**, but negotiate a contract that includes **hard monthly budget caps**"}, {"id": "mai-20260917-1752-baseline|c164-l4|alibaba-small|JobTarget", "prompt": "c164-l4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If \"Predictable Total Cost\" is the absolute priority:** Choose **JobTarget**."}, {"id": "mai-20260917-1752-baseline|c164-l4|alibaba-small|DE Amplify (by DirectEmployers)", "prompt": "c164-l4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (by DirectEmployers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Alternative for Transparency: DE Amplify (by DirectEmployers)"}, {"id": "mai-20260917-1752-baseline|c164-l4|alibaba-small|LinkedIn Enterprise", "prompt": "c164-l4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Enterprise Flat-Rate Contracts** on primary channels (e.g., LinkedIn Enterprise or Indeed)"}, {"id": "mai-20260917-1752-baseline|c164-l4|alibaba-small|Indeed", "prompt": "c164-l4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise Flat-Rate Contracts** on primary channels (e.g., LinkedIn Enterprise or Indeed)"}, {"id": "mai-20260917-1752-baseline|c164-l4|anthropic-small|ZipRecruiter", "prompt": "c164-l4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum cost predictability at scale, **ZipRecruiter's fixed monthly model** is your best bet."}, {"id": "mai-20260917-1752-baseline|c164-l4|anthropic-small|Appcast", "prompt": "c164-l4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large hiring teams tend to shortlist Appcast, and it's best for enterprise employers that need programmatic recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c164-l4|anthropic-small|Recruitics", "prompt": "c164-l4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recruitics** offers expert support to manage costs effectively"}, {"id": "mai-20260917-1752-baseline|c164-l4|anthropic-small|JobTarget", "prompt": "c164-l4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JobTarget automates job ad buying, placement, and optimization across 100+ sites"}, {"id": "mai-20260917-1752-baseline|c164-l4|challenger-small|Appcast", "prompt": "c164-l4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** is the strongest default choice ... the most defensible recommendation from these sources"}, {"id": "mai-20260917-1752-baseline|c164-l4|challenger-small|Radancy", "prompt": "c164-l4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Radancy** is the main alternative worth considering"}, {"id": "mai-20260917-1752-baseline|c164-l4|challenger-small|Joveo", "prompt": "c164-l4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the results do not emphasize predictable total cost as strongly as Appcast or Radancy"}, {"id": "mai-20260917-1752-baseline|c164-l4|deepseek-small|Appcast", "prompt": "c164-l4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best value for high-volume hiring** | **Appcast** – pay-per-applicant with strict budget caps"}, {"id": "mai-20260917-1752-baseline|c164-l4|deepseek-small|Joveo", "prompt": "c164-l4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Joveo** and **Radancy** are the strongest fits for this requirement."}, {"id": "mai-20260917-1752-baseline|c164-l4|deepseek-small|Radancy", "prompt": "c164-l4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Radancy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Highest predictability of total cost** | **Radancy** – negotiate fixed annual contract"}, {"id": "mai-20260917-1752-baseline|c164-l4|deepseek-small|DE Amplify", "prompt": "c164-l4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No long-term lock-in, nonprofit transparency | **DE Amplify**"}, {"id": "mai-20260917-1752-baseline|c164-l4|google-small|Veritone Hire (The Combination of Broadbean & PandoLogic)", "prompt": "c164-l4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Veritone Hire (The Combination of Broadbean & PandoLogic)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Hybrid Flat-Rate & Programmatic Predictability"}, {"id": "mai-20260917-1752-baseline|c164-l4|google-small|DE Amplify (by DirectEmployers Association)", "prompt": "c164-l4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (by DirectEmployers Association)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DE Amplify is the most cost-predictable enterprise option."}, {"id": "mai-20260917-1752-baseline|c164-l4|google-small|VONQ (Featuring EQO Attract)", "prompt": "c164-l4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "VONQ (Featuring EQO Attract)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Predictability via Vetted Outcome-Based Pricing"}, {"id": "mai-20260917-1752-baseline|c164-l4|meta-small|Veritone Hire Programmatic", "prompt": "c164-l4", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Veritone Hire Programmatic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best programmatic job advertising platform for a large company that needs predictable total cost across thousands of users is Veritone Hire Programmatic."}, {"id": "mai-20260917-1752-baseline|c164-l4|minimax-small|DE Amplify (Direct Employers)", "prompt": "c164-l4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (Direct Employers)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If **predictable total cost is your #1 priority**, DE Amplify offers the most straightforward flat-fee model."}, {"id": "mai-20260917-1752-baseline|c164-l4|minimax-small|Advantage.ai", "prompt": "c164-l4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Advantage.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caveat**: Appears to be more SMB-focused rather than enterprise-grade"}, {"id": "mai-20260917-1752-baseline|c164-l4|minimax-small|Appcast", "prompt": "c164-l4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "contact **Appcast** or **Joveo** directly for enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c164-l4|minimax-small|Joveo", "prompt": "c164-l4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "contact **Appcast** or **Joveo** directly for enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c164-l4|minimax-small|JobTarget", "prompt": "c164-l4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**JobTarget** (tiered pricing that can be customized)"}, {"id": "mai-20260917-1752-baseline|c164-l4|mistral-small|Appcast", "prompt": "c164-l4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** stands out as the best programmatic job advertising platform for large companies that need predictable total cost"}, {"id": "mai-20260917-1752-baseline|c164-l4|mistral-small|Talentify", "prompt": "c164-l4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talentify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing starts at $5K/month and can go up to $25K/month, which may not be as scalable or predictable for very large user bases"}, {"id": "mai-20260917-1752-baseline|c164-l4|moonshot-small|DirectEmployers DE Amplify", "prompt": "c164-l4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary**: **DirectEmployers DE Amplify** – The nonprofit model and no-contract structure eliminate vendor incentives to maximize your spend."}, {"id": "mai-20260917-1752-baseline|c164-l4|moonshot-small|Joveo", "prompt": "c164-l4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: **Joveo** if you need more sophisticated AI optimization"}, {"id": "mai-20260917-1752-baseline|c164-l4|moonshot-small|Appcast", "prompt": "c164-l4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Appcast (PPA)** – Fixed cost per applicant means your total cost = (target applicants × CPA)"}, {"id": "mai-20260917-1752-baseline|c164-l4|moonshot-small|Radancy", "prompt": "c164-l4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Radancy** | Enterprise custom | Annual contracts | ⭐⭐⭐☆☆ Moderate |"}, {"id": "mai-20260917-1752-baseline|c164-l4|moonshot-small|Phenom", "prompt": "c164-l4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious about: **PEPM (Per Employee Per Month) models** like Phenom (~$7–$13 PEPM) – costs scale with headcount regardless of hiring activity"}, {"id": "mai-20260917-1752-baseline|c164-l4|openai-small|LinkedIn Job Slots", "prompt": "c164-l4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn Job Slots", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **LinkedIn Job Slots / a contract-based enterprise arrangement**"}, {"id": "mai-20260917-1752-baseline|c164-l4|openai-small|Joveo", "prompt": "c164-l4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Joveo** is a notable enterprise programmatic option, but its model is about optimizing spend across channels rather than guaranteeing a fixed total cost"}, {"id": "mai-20260917-1752-baseline|c164-l4|openai-small|Jobcase Flexible Job Slots + MaxRecruit", "prompt": "c164-l4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Jobcase Flexible Job Slots + MaxRecruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also explicitly fixed monthly cost and budget-ahead positioning"}, {"id": "mai-20260917-1752-baseline|c164-l4|openai-small|Appcast", "prompt": "c164-l4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better for optimization and distribution, but typically less \"fixed cost\" predictable"}, {"id": "mai-20260917-1752-baseline|c164-l4|xai-small|Appcast", "prompt": "c164-l4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Appcast stands out as the best programmatic job advertising platform for a large company"}, {"id": "mai-20260917-1752-baseline|c164-l4|xai-small|Joveo", "prompt": "c164-l4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-driven optimization at scale ... Slightly edges Appcast on value/ROI in comparisons"}, {"id": "mai-20260917-1752-baseline|c164-l4|xai-small|DirectEmployers DE Amplify", "prompt": "c164-l4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget transparency & high-volume ... less enterprise breadth than Appcast"}, {"id": "mai-20260917-1752-baseline|c164-l4|xai-small|Recruitics", "prompt": "c164-l4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Managed services + analytics ... Good if you want hands-on help for thousands of jobs."}, {"id": "mai-20260917-1752-baseline|c164-l4|xai-small|LinkedIn/Google/Indeed", "prompt": "c164-l4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn/Google/Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful but less \"programmatic\" ... lead to unpredictable spikes in competitive markets; enterprise plans are high"}, {"id": "mai-20260917-1752-baseline|c164-l4|zai-small|Appcast", "prompt": "c164-l4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Verdict:** For a large company, **Appcast** is the best platform"}, {"id": "mai-20260917-1752-baseline|c164-l4|zai-small|MOJO AI", "prompt": "c164-l4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "MOJO AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MOJO AI** or **Adaptive Talent** (subscription models) are safer choices."}, {"id": "mai-20260917-1752-baseline|c164-l4|zai-small|Adaptive Talent", "prompt": "c164-l4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adaptive Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adaptive Talent: Starts at $500–$2,000 per month... designed for high-volume hiring teams"}, {"id": "mai-20260917-1752-baseline|c164-l4|zai-small|LinkedIn Job Slots", "prompt": "c164-l4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn Job Slots", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Trade-off:** You lose the ability to automatically shift budget away from underperforming boards"}, {"id": "mai-20260917-1752-baseline|c164-l5|alibaba-small|Eightfold.ai", "prompt": "c164-l5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold.ai: Heavy on AI, very enterprise-focused, strong SOC 2 presence."}, {"id": "mai-20260917-1752-baseline|c164-l5|alibaba-small|Hired (by Clari) / SeekOut", "prompt": "c164-l5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Hired (by Clari) / SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hired (by Clari) / SeekOut: Specialized in tech talent, high automation."}, {"id": "mai-20260917-1752-baseline|c164-l5|alibaba-small|ZipRecruiter (Enterprise)", "prompt": "c164-l5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "ZipRecruiter (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they have mature enterprise contracts"}, {"id": "mai-20260917-1752-baseline|c164-l5|alibaba-small|DoubelNickel / Adalytic", "prompt": "c164-l5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "DoubelNickel / Adalytic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Niche programmatic-only vendors that often excel at the technical API/bidding side."}, {"id": "mai-20260917-1752-baseline|c164-l5|alibaba-small|Greenhouse/Lever Marketplace Integrations", "prompt": "c164-l5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Greenhouse/Lever Marketplace Integrations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "checking native apps within your existing ATS marketplace reveals partners who already pass your internal SOC checks"}, {"id": "mai-20260917-1752-baseline|c164-l5|deepseek-small|Joveo", "prompt": "c164-l5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "(Joveo, for example, advertises SOC 2 Type II, ISO 27001/42001, NIST 800-171, and CMMC Level 1.)"}, {"id": "mai-20260917-1752-baseline|c164-l5|deepseek-small|Recruitics", "prompt": "c164-l5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Joveo, Recruitics, Appcast, VONQ, PandoLogic differ here"}, {"id": "mai-20260917-1752-baseline|c164-l5|deepseek-small|Appcast", "prompt": "c164-l5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Joveo, Recruitics, Appcast, VONQ, PandoLogic differ here"}, {"id": "mai-20260917-1752-baseline|c164-l5|deepseek-small|VONQ", "prompt": "c164-l5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "VONQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Joveo, Recruitics, Appcast, VONQ, PandoLogic differ here"}, {"id": "mai-20260917-1752-baseline|c164-l5|deepseek-small|PandoLogic", "prompt": "c164-l5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Joveo, Recruitics, Appcast, VONQ, PandoLogic differ here"}, {"id": "mai-20260917-1752-baseline|c164-l5|meta-small|Appcast", "prompt": "c164-l5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular programmatic job advertising platforms that may meet your requirements include Appcast, Joveo, Adway, and DE Amplify."}, {"id": "mai-20260917-1752-baseline|c164-l5|meta-small|Joveo", "prompt": "c164-l5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular programmatic job advertising platforms that may meet your requirements include Appcast, Joveo, Adway, and DE Amplify."}, {"id": "mai-20260917-1752-baseline|c164-l5|meta-small|Adway", "prompt": "c164-l5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular programmatic job advertising platforms that may meet your requirements include Appcast, Joveo, Adway, and DE Amplify."}, {"id": "mai-20260917-1752-baseline|c164-l5|meta-small|DE Amplify", "prompt": "c164-l5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "DE Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular programmatic job advertising platforms that may meet your requirements include Appcast, Joveo, Adway, and DE Amplify."}, {"id": "mai-20260917-1752-baseline|c164-l5|moonshot-small|Joveo", "prompt": "c164-l5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Transparent media exchange, full-funnel optimization, strong enterprise features"}, {"id": "mai-20260917-1752-baseline|c164-l5|moonshot-small|Appcast", "prompt": "c164-l5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broad publisher network, pay-per-applicant model, fast ATS integration | Less granular source-level transparency"}, {"id": "mai-20260917-1752-baseline|c164-l5|moonshot-small|Radancy", "prompt": "c164-l5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise suite approach, strong employer brand capabilities | Higher complexity, broader than pure programmatic"}, {"id": "mai-20260917-1752-baseline|c164-l5|moonshot-small|Recruitics", "prompt": "c164-l5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Analytics depth, strategic account management | Evaluate social capabilities vs. core programmatic"}, {"id": "mai-20260917-1752-baseline|c164-l5|xai-small|Appcast", "prompt": "c164-l5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist**: Appcast (enterprise breadth), Joveo (AI optimization), others like Recruitics."}, {"id": "mai-20260917-1752-baseline|c164-l5|xai-small|Joveo", "prompt": "c164-l5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize platforms that scale for high-volume hiring (e.g., Appcast, Joveo, which are frequently cited as enterprise leaders on G2"}, {"id": "mai-20260917-1752-baseline|c164-l5|xai-small|Recruitics", "prompt": "c164-l5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "others like Recruitics"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|LinkedIn", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick to Tier 1 partners (LinkedIn, Indeed, ZipRecruiter, Monster) that have robust identity verification"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Indeed", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stick to Tier 1 partners (LinkedIn, Indeed, ZipRecruiter, Monster)"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Meta (Facebook/Instagram)", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Meta (Facebook/Instagram)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has scrutinized platforms like **Meta (Facebook/Instagram)** and **TikTok** because their ad algorithms allow advertisers to target users based on zip codes"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|TikTok", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "scrutinized platforms like **Meta (Facebook/Instagram)** and **TikTok**"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Intch", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Intch** has been specifically flagged by HR advocates and consumer protection sources"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Glassdoor", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Scammers frequently create fake profiles on trusted boards (Indeed, Glassdoor)"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|ZipRecruiter", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stick to Tier 1 partners (LinkedIn, Indeed, ZipRecruiter, Monster)"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Monster", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to Tier 1 partners (LinkedIn, Indeed, ZipRecruiter, Monster)"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Greenhouse", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "use integrated systems (e.g., Greenhouse, Lever, Workday) that automatically push jobs to verified, high-quality networks"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Lever", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "use integrated systems (e.g., Greenhouse, Lever, Workday)"}, {"id": "mai-20260917-1752-baseline|c164-l6|alibaba-small|Workday", "prompt": "c164-l6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "use integrated systems (e.g., Greenhouse, Lever, Workday)"}, {"id": "mai-20260917-1752-baseline|c164-l6|anthropic-small|ZipRecruiter", "prompt": "c164-l6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some general platforms like ZipRecruiter and Indeed have been reported to have poor matching algorithms, frequently sending irrelevant suggestions"}, {"id": "mai-20260917-1752-baseline|c164-l6|anthropic-small|Indeed", "prompt": "c164-l6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some general platforms like ZipRecruiter and Indeed have been reported to have poor matching algorithms, frequently sending irrelevant suggestions"}, {"id": "mai-20260917-1752-baseline|c164-l6|anthropic-small|LinkedIn", "prompt": "c164-l6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Four in ten companies posted fake job listings in 2024 on real career pages and LinkedIn posts"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|Monster", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about generalist job boards ... especially **Monster, Glassdoor, Indeed, and LinkedIn** when used as one-size-fits-all channels"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|Glassdoor", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about ... **Monster, Glassdoor, Indeed, and LinkedIn** when used as one-size-fits-all channels"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|Indeed", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Indeed for broad volume ... cautious about ... when used as one-size-fits-all channels"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|LinkedIn", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "LinkedIn for professional roles ... cautious about ... one-size-fits-all channels"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|Dice", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "niche roles often perform better on targeted boards such as Dice for tech"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|Handshake", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Handshake for early-career hiring"}, {"id": "mai-20260917-1752-baseline|c164-l6|challenger-small|CareerBuilder", "prompt": "c164-l6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "no longer a standalone channel after bankruptcy, which makes it something to verify carefully before investing in"}, {"id": "mai-20260917-1752-baseline|c164-l6|deepseek-small|Monster", "prompt": "c164-l6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These two legacy giants are the clearest \"avoid or be very cautious\" category"}, {"id": "mai-20260917-1752-baseline|c164-l6|deepseek-small|CareerBuilder", "prompt": "c164-l6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CareerBuilder and Monster merged (Sept 2024) and then filed for **Chapter 11 bankruptcy in June 2025**"}, {"id": "mai-20260917-1752-baseline|c164-l6|deepseek-small|The Ladders", "prompt": "c164-l6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "The Ladders", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**The Ladders** (premium-priced, underdelivering)"}, {"id": "mai-20260917-1752-baseline|c164-l6|deepseek-small|Indeed", "prompt": "c164-l6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Indeed, ZipRecruiter** aren't avoid-able, but be cautious"}, {"id": "mai-20260917-1752-baseline|c164-l6|deepseek-small|ZipRecruiter", "prompt": "c164-l6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Indeed, ZipRecruiter** aren't avoid-able, but be cautious"}, {"id": "mai-20260917-1752-baseline|c164-l6|deepseek-small|LinkedIn Recruiter", "prompt": "c164-l6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Use LinkedIn Recruiter** for senior/passive talent outreach."}, {"id": "mai-20260917-1752-baseline|c164-l6|google-small|Craigslist", "prompt": "c164-l6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Lower-tier job boards, generic local classifieds (such as Craigslist), and social-first listing forums often have weak employer verification protocols."}, {"id": "mai-20260917-1752-baseline|c164-l6|google-small|Meta (Facebook/Instagram)", "prompt": "c164-l6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Meta (Facebook/Instagram)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Advertising jobs on platforms like Meta (Facebook/Instagram), TikTok, or X can expand your reach, but relying on their native consumer ad networks is highly risky."}, {"id": "mai-20260917-1752-baseline|c164-l6|google-small|TikTok", "prompt": "c164-l6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Advertising jobs on platforms like Meta (Facebook/Instagram), TikTok, or X can expand your reach, but relying on their native consumer ad networks is highly risky."}, {"id": "mai-20260917-1752-baseline|c164-l6|google-small|X", "prompt": "c164-l6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "X", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Advertising jobs on platforms like Meta (Facebook/Instagram), TikTok, or X can expand your reach, but relying on their native consumer ad networks is highly risky."}, {"id": "mai-20260917-1752-baseline|c164-l6|google-small|Indeed", "prompt": "c164-l6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "when Indeed attempted to transition small and mid-sized businesses to a rigid \"Pay-Per-Application\" model, many companies were hit with thousands of dollars in unexpected costs"}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|Intch", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Intch - a job platform that has been accused of having subscription traps, unverified listings, and pay-to-play schemes."}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|Indeed", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Indeed - a job search platform that is overwhelmed with spam and fraudulent job postings."}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|Monster", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be the best option for certain types of jobs, as they can be expensive and may not reach the right candidates"}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|Glassdoor", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not be the best option for certain types of jobs, as they can be expensive and may not reach the right candidates"}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|LinkedIn", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may not be the best option for certain types of jobs, as they can be expensive and may not reach the right candidates"}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|Joveo", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "high-rated programmatic job advertising platforms, such as Joveo and Appcast, that can help large enterprises with cost-effective candidate sourcing"}, {"id": "mai-20260917-1752-baseline|c164-l6|meta-small|Appcast", "prompt": "c164-l6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "high-rated programmatic job advertising platforms, such as Joveo and Appcast"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Intch", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A specific example is **Intch**, which promises \"5,000+ job matches\" ... Difficult cancellation processes - Fake listings"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Indeed", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like **Indeed** have criticisms: High volume of irrelevant or fake listings"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|LinkedIn", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like Indeed and LinkedIn together captured over 70% of job ad spend in 2023, but often have: Bloated, overpriced services"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Appcast", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Use programmatic advertising** platforms like Appcast or Joveo for better cost control"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Joveo", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Use programmatic advertising** platforms like Appcast or Joveo for better cost control"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Dice", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "align with your specific talent needs (e.g., Dice for tech"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Handshake", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Handshake for early-career"}, {"id": "mai-20260917-1752-baseline|c164-l6|minimax-small|Google for Jobs", "prompt": "c164-l6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Consider alternatives** like Google for Jobs (free with proper structured data)"}, {"id": "mai-20260917-1752-baseline|c164-l6|mistral-small|Intch", "prompt": "c164-l6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform has been flagged for subscription traps... citing deceptive practices and poor customer service."}, {"id": "mai-20260917-1752-baseline|c164-l6|mistral-small|ZipRecruiter", "prompt": "c164-l6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some users recommend steering clear due to the risk of encountering fraudulent or misleading job ads."}, {"id": "mai-20260917-1752-baseline|c164-l6|moonshot-small|Craigslist", "prompt": "c164-l6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid for enterprises:** While useful for some local hiring, Craigslist lacks the verification infrastructure needed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c164-l6|moonshot-small|Indeed", "prompt": "c164-l6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Despite their popularity, enterprises should be cautious because: **Fake/ghost job postings** are rampant"}, {"id": "mai-20260917-1752-baseline|c164-l6|moonshot-small|Glassdoor", "prompt": "c164-l6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Indeed & Glassdoor ... enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline|c164-l6|moonshot-small|LinkedIn", "prompt": "c164-l6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Arbitrary account suspensions** that can disrupt ongoing recruiting efforts"}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Indeed", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Best avoided for**: Professional, senior, or niche roles; use sparingly for volume hiring."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Monster", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Best avoided for**: Most enterprise needs; treat as a low-budget experiment."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|ZipRecruiter", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Worst privacy offender**: Highest score in Incogni audit for data sharing and tracking."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|CareerBuilder", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Aggregators with variable quality, high noise, data privacy concerns (top offenders in audits), and better for SMBs than scale."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|SimplyHired", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "SimplyHired", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Aggregators with variable quality, high noise, data privacy concerns (top offenders in audits), and better for SMBs than scale."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Craigslist", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Scam magnet**: High fraud risk (fake applicants, phishing); no screening/filtering."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|LinkedIn Jobs", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not to fully avoid—strong for professionals—but free posts bury quickly; premium is $$$ with variable inbound quality."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Appcast", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Programmatic platforms** (e.g., Appcast, Joveo, Pandologic): Automate distribution across boards/sites, optimize real-time for CPA/CPH"}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Joveo", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Programmatic platforms** (e.g., Appcast, Joveo, Pandologic)"}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Pandologic", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Pandologic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Programmatic platforms** (e.g., Appcast, Joveo, Pandologic)"}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Dice", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Niche boards**: Dice (tech), Handshake (entry/early career)."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Handshake", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Niche boards**: Dice (tech), Handshake (entry/early career)."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|Google for Jobs", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Own career site + Google for Jobs**: Direct apps (2x hire rate vs. boards)."}, {"id": "mai-20260917-1752-baseline|c164-l6|xai-small|LinkedIn Recruiter", "prompt": "c164-l6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**LinkedIn Recruiter/ATS integrations** for pros."}, {"id": "mai-20260917-1752-baseline|c164-l6|zai-small|CareerBuilder", "prompt": "c164-l6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** ... long‑standing boards like Monster, CareerBuilder, and ZipRecruiter that are frequently cited as delivering low‑quality leads."}, {"id": "mai-20260917-1752-baseline|c164-l6|zai-small|Monster", "prompt": "c164-l6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "high volume of low‑quality leads and commission‑driven sales roles"}, {"id": "mai-20260917-1752-baseline|c164-l6|zai-small|ZipRecruiter", "prompt": "c164-l6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently criticized as “just as bad” as Monster and CareerBuilder; reports of spammy outreach"}, {"id": "mai-20260917-1752-baseline|c164-m1|alibaba-small|Joveo", "prompt": "c164-m1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Choice: Joveo ... widely regarded as the leading platform for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c164-m1|alibaba-small|Appcast", "prompt": "c164-m1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Established Leader: Appcast ... often the \"safe\" choice for companies with large budgets"}, {"id": "mai-20260917-1752-baseline|c164-m1|alibaba-small|Recruitics", "prompt": "c164-m1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Recruitics** if your primary concern is auditing and optimizing spend efficiency."}, {"id": "mai-20260917-1752-baseline|c164-m1|alibaba-small|JobTarget", "prompt": "c164-m1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-Efficient Option: JobTarget ... high-performance, lower-friction alternative"}, {"id": "mai-20260917-1752-baseline|c164-m1|anthropic-small|Joveo", "prompt": "c164-m1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-market B2B company specifically, **Joveo** stands out for its emphasis on quality and full-funnel optimization"}, {"id": "mai-20260917-1752-baseline|c164-m1|anthropic-small|Appcast", "prompt": "c164-m1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Appcast** and **JobTarget** are also well-suited to your size and hiring volume."}, {"id": "mai-20260917-1752-baseline|c164-m1|anthropic-small|JobTarget", "prompt": "c164-m1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fits mid-market teams managing 15 to 50 concurrent openings"}, {"id": "mai-20260917-1752-baseline|c164-m1|challenger-small|JobTarget", "prompt": "c164-m1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single default choice is usually **JobTarget**"}, {"id": "mai-20260917-1752-baseline|c164-m1|challenger-small|Appcast", "prompt": "c164-m1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Appcast** is the strongest all-around alternative"}, {"id": "mai-20260917-1752-baseline|c164-m1|challenger-small|Joveo", "prompt": "c164-m1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **AI-driven optimization at scale** and higher-volume hiring"}, {"id": "mai-20260917-1752-baseline|c164-m1|challenger-small|Recruitics", "prompt": "c164-m1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **managed optimization support** plus analytics"}, {"id": "mai-20260917-1752-baseline|c164-m1|challenger-small|Talroo", "prompt": "c164-m1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a lower-cost option if you care most about application-based optimization"}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|Joveo", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joveo** is the strongest overall recommendation"}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|Appcast", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Appcast** as the top alternative"}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|Talroo", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Skip** Talroo, PandoLogic, and DirectEmployers unless you're also doing significant hourly/frontline hiring."}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|PandoLogic", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "PandoLogic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Skip** Talroo, PandoLogic, and DirectEmployers"}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|DirectEmployers", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "DirectEmployers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Skip** Talroo, PandoLogic, and DirectEmployers"}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|Recruitics", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be overkill and pricier for a lean mid-market team"}, {"id": "mai-20260917-1752-baseline|c164-m1|deepseek-small|Indeed", "prompt": "c164-m1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "can be higher than alternatives like Indeed for professional roles"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|Indeed", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "massive job boards (like Indeed and ZipRecruiter) to source thousands of hourly workers"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|ZipRecruiter", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "massive job boards (like Indeed and ZipRecruiter) to source thousands of hourly workers"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|Adway", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "lean toward a social-first programmatic platform like **Adway**"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|Joveo", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Joveo is highly regarded as one of the most transparent and advanced programmatic platforms on the market"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|JobTarget (JobTarget360)", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget (JobTarget360)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JobTarget's **JobTarget360** tier is explicitly built for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|Appcast", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Appcast is the industry giant in programmatic recruitment advertising"}, {"id": "mai-20260917-1752-baseline|c164-m1|google-small|Recruitics", "prompt": "c164-m1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look for a platform that offers a strong managed-service hybrid, such as **JobTarget** or **Recruitics**"}, {"id": "mai-20260917-1752-baseline|c164-m1|meta-small|Joveo", "prompt": "c164-m1", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best programmatic job advertising platform for a mid-market B2B company is Joveo"}, {"id": "mai-20260917-1752-baseline|c164-m1|meta-small|MindMatch", "prompt": "c164-m1", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "MindMatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include MindMatch, which is a SaaS recruitment advertising platform that distributes job ads across 50+ job boards"}, {"id": "mai-20260917-1752-baseline|c164-m1|minimax-small|JobTarget", "prompt": "c164-m1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JobTarget** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c164-m1|minimax-small|Appcast", "prompt": "c164-m1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **JobTarget** or **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-m1|minimax-small|Joveo", "prompt": "c164-m1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated (4.8/5 on G2) with hands-on customer support"}, {"id": "mai-20260917-1752-baseline|c164-m1|minimax-small|Talroo", "prompt": "c164-m1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong low-cost entry point"}, {"id": "mai-20260917-1752-baseline|c164-m1|mistral-small|Joveo", "prompt": "c164-m1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joveo** stands out as the best programmatic job advertising platform for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c164-m1|mistral-small|Appcast", "prompt": "c164-m1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Appcast** (known for significant cost savings for enterprise teams)"}, {"id": "mai-20260917-1752-baseline|c164-m1|mistral-small|Adaptive Talent", "prompt": "c164-m1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adaptive Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adaptive Talent** (best overall for high-volume hiring with traceable results)"}, {"id": "mai-20260917-1752-baseline|c164-m1|moonshot-small|Joveo", "prompt": "c164-m1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Joveo**"}, {"id": "mai-20260917-1752-baseline|c164-m1|moonshot-small|Recruitics", "prompt": "c164-m1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recruitics** is a solid alternative"}, {"id": "mai-20260917-1752-baseline|c164-m1|moonshot-small|PandoLogic (Veritone)", "prompt": "c164-m1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "PandoLogic (Veritone)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for enterprise-scale needs; AI-powered pandoIQ engine"}, {"id": "mai-20260917-1752-baseline|c164-m1|moonshot-small|Appcast", "prompt": "c164-m1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong performance-based pricing model"}, {"id": "mai-20260917-1752-baseline|c164-m1|moonshot-small|Adway", "prompt": "c164-m1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider **Adway** (the only social-first platform in this category)"}, {"id": "mai-20260917-1752-baseline|c164-m1|openai-small|Joveo", "prompt": "c164-m1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one default pick for a mid-market B2B company**, I'd lean **Joveo**."}, {"id": "mai-20260917-1752-baseline|c164-m1|openai-small|Appcast", "prompt": "c164-m1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Appcast** if you want a more established **recruitment marketing / job distribution** platform"}, {"id": "mai-20260917-1752-baseline|c164-m1|openai-small|JobTarget", "prompt": "c164-m1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose JobTarget** if you want a more straightforward platform with strong ATS/integration-oriented workflows"}, {"id": "mai-20260917-1752-baseline|c164-m1|openai-small|Talroo", "prompt": "c164-m1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High-volume frontline/hourly hiring:** Talroo may be a better fit than Joveo or Appcast."}, {"id": "mai-20260917-1752-baseline|c164-m1|xai-small|Joveo", "prompt": "c164-m1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joveo stands out as a top recommendation for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c164-m1|xai-small|Appcast", "prompt": "c164-m1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives | **Appcast** | 4.2/5 (156) | Broad reach & cost cuts"}, {"id": "mai-20260917-1752-baseline|c164-m1|xai-small|Recruitics", "prompt": "c164-m1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recruitics | 4.4-4.6/5 | High-volume with analytics"}, {"id": "mai-20260917-1752-baseline|c164-m1|xai-small|Radancy", "prompt": "c164-m1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Radancy | 4.7/5 (204) | ATS-tied targeting ... Pricier for complex setups."}, {"id": "mai-20260917-1752-baseline|c164-m1|xai-small|LinkedIn's native job ads", "prompt": "c164-m1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn's native job ads", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "supplement with LinkedIn's native job ads or Campaign Manager—superior targeting by title/industry but higher CPC"}, {"id": "mai-20260917-1752-baseline|c164-m1|xai-small|Indeed", "prompt": "c164-m1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Programmatic outperforms single boards (e.g., Indeed/LinkedIn alone)"}, {"id": "mai-20260917-1752-baseline|c164-m1|zai-small|Joveo", "prompt": "c164-m1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Joveo** provides the best AI-driven optimization and attribution"}, {"id": "mai-20260917-1752-baseline|c164-m1|zai-small|JobTarget", "prompt": "c164-m1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **JobTarget** offers the most tailored, budget-transparent solution"}, {"id": "mai-20260917-1752-baseline|c164-m1|zai-small|Recruitics", "prompt": "c164-m1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a managed service, **Recruitics** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c164-m1|zai-small|Appcast", "prompt": "c164-m1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Solid** – great if you expect significant hiring volume and want a proven, scalable platform."}, {"id": "mai-20260917-1752-baseline|c164-m1|zai-small|Talentify", "prompt": "c164-m1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talentify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Conditional** – best if your priority is maximizing spend on Indeed/ZipRecruiter specifically."}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|LinkedIn", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LinkedIn** (Primary source of authority)"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Indeed", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Indeed** (Primary source of volume)"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|ZipRecruiter", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A Connector Tool** (Like **ZipRecruiter** or **Jobvite**) to distribute the above posts to lesser-known boards automatically."}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|TalentBin", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "TalentBin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This is a \"hidden gem\" specifically for B2B."}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Wellfound (formerly AngelList)", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Wellfound (formerly AngelList)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent for mid-sized tech companies looking for agile, internet-native talent"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|BuiltIn", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "BuiltIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "They have local-focused career sites for major tech hubs"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Jobvite", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Jobvite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A Connector Tool** (Like **ZipRecruiter** or **Jobvite**)"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Workday", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid \"Enterprise ATS Suites\" (like Workday or Taleo)"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Taleo", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid \"Enterprise ATS Suites\" (like Workday or Taleo)"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Lever", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look for mid-market solutions like **Lever**, **Greenhouse**, or **Ashby**, which have built-in \"Distributions\" features"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Greenhouse", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look for mid-market solutions like **Lever**, **Greenhouse**, or **Ashby**"}, {"id": "mai-20260917-1752-baseline|c164-m2|alibaba-small|Ashby", "prompt": "c164-m2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look for mid-market solutions like **Lever**, **Greenhouse**, or **Ashby**"}, {"id": "mai-20260917-1752-baseline|c164-m2|anthropic-small|Workable", "prompt": "c164-m2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Job distribution platforms (Workable, Lever, iCIMS)"}, {"id": "mai-20260917-1752-baseline|c164-m2|anthropic-small|Lever", "prompt": "c164-m2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Job distribution platforms (Workable, Lever, iCIMS)"}, {"id": "mai-20260917-1752-baseline|c164-m2|anthropic-small|iCIMS", "prompt": "c164-m2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Job distribution platforms (Workable, Lever, iCIMS)"}, {"id": "mai-20260917-1752-baseline|c164-m2|anthropic-small|LinkedIn Careers/LinkedIn Recruiter Lite", "prompt": "c164-m2", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn Careers/LinkedIn Recruiter Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LinkedIn Careers/LinkedIn Recruiter Lite"}, {"id": "mai-20260917-1752-baseline|c164-m2|challenger-small|Workable", "prompt": "c164-m2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** as the default choice"}, {"id": "mai-20260917-1752-baseline|c164-m2|challenger-small|Greenhouse", "prompt": "c164-m2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** if you want stronger **structured hiring**"}, {"id": "mai-20260917-1752-baseline|c164-m2|challenger-small|Lever", "prompt": "c164-m2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lever** if you want a pipeline-focused ATS"}, {"id": "mai-20260917-1752-baseline|c164-m2|challenger-small|Broadbean", "prompt": "c164-m2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose Broadbean if distribution breadth matters more than ATS depth"}, {"id": "mai-20260917-1752-baseline|c164-m2|challenger-small|JobAdder", "prompt": "c164-m2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JobAdder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JobAdder** if you want a tool that is repeatedly ranked well for **distribution plus ATS workflow**"}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|SmartRecruiters", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SmartRecruiters** as the best balance of distribution reach, pipeline management, and source analytics"}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|Broadbean", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you already use an ATS, **Broadbean** is the most reliable distribution engine to plug into it."}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|Workable", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** — excellent job distribution (200+ boards) with a clean, modern interface; good budget option."}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|Breezy HR", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often praised as the best value for companies in the 10–200 employee range"}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|JobAdder", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JobAdder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ranked #1 for tight workflow control in several 2026 comparisons"}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|Idibu", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Idibu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Idibu is a great alternative if you want ATS-connected automated posting with routing rules"}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|Greenhouse", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoid enterprise-priced platforms like Greenhouse unless you need heavy analytics"}, {"id": "mai-20260917-1752-baseline|c164-m2|deepseek-small|JazzHR", "prompt": "c164-m2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Small-mid team, budget-conscious | **Breezy HR** or **JazzHR**"}, {"id": "mai-20260917-1752-baseline|c164-m2|google-small|Workable", "prompt": "c164-m2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable (Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline|c164-m2|google-small|Greenhouse", "prompt": "c164-m2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse (Best for Structured Hiring & Advanced Analytics)"}, {"id": "mai-20260917-1752-baseline|c164-m2|google-small|Broadbean", "prompt": "c164-m2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broadbean (Best Standalone for Complex or Global Syndication)"}, {"id": "mai-20260917-1752-baseline|c164-m2|google-small|ZipRecruiter", "prompt": "c164-m2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ZipRecruiter is a reliable option"}, {"id": "mai-20260917-1752-baseline|c164-m2|google-small|LogicMelon", "prompt": "c164-m2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LogicMelon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a dedicated tool like **Broadbean** or **LogicMelon** is better"}, {"id": "mai-20260917-1752-baseline|c164-m2|meta-small|MightyRecruiter", "prompt": "c164-m2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "MightyRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best job posting distribution tool for a mid-sized B2B company would be MightyRecruiter"}, {"id": "mai-20260917-1752-baseline|c164-m2|meta-small|Jobboardly", "prompt": "c164-m2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Jobboardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Jobboardly and Ustech Automations"}, {"id": "mai-20260917-1752-baseline|c164-m2|meta-small|Ustech Automations", "prompt": "c164-m2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Ustech Automations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Jobboardly and Ustech Automations"}, {"id": "mai-20260917-1752-baseline|c164-m2|minimax-small|ZipRecruiter", "prompt": "c164-m2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **ZipRecruiter** because: ✅ Broad distribution (100+ boards)"}, {"id": "mai-20260917-1752-baseline|c164-m2|minimax-small|Workable", "prompt": "c164-m2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need full **ATS functionality**, then **Workable** provides both in one platform"}, {"id": "mai-20260917-1752-baseline|c164-m2|minimax-small|Greenhouse", "prompt": "c164-m2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** B2B companies prioritizing hiring quality over quantity"}, {"id": "mai-20260917-1752-baseline|c164-m2|minimax-small|Indeed", "prompt": "c164-m2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Indeed** (for budget-conscious) ... Best for:** Companies testing the waters or with limited budgets"}, {"id": "mai-20260917-1752-baseline|c164-m2|mistral-small|Broadbean", "prompt": "c164-m2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked as the overall top pick for its robust features, ease of use, and value."}, {"id": "mai-20260917-1752-baseline|c164-m2|mistral-small|Manatal", "prompt": "c164-m2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-size hiring teams that want automation from posting to pipeline, with strong API integrations."}, {"id": "mai-20260917-1752-baseline|c164-m2|mistral-small|Joveo", "prompt": "c164-m2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A budget-friendly option if your main need is multi-board distribution with flexible rules."}, {"id": "mai-20260917-1752-baseline|c164-m2|mistral-small|MightyRecruiter", "prompt": "c164-m2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "MightyRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free or low-cost tool that distributes your job postings to major platforms... this is a high-ROI option"}, {"id": "mai-20260917-1752-baseline|c164-m2|moonshot-small|Workable", "prompt": "c164-m2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Workable** or **JazzHR**"}, {"id": "mai-20260917-1752-baseline|c164-m2|moonshot-small|JazzHR", "prompt": "c164-m2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Workable** or **JazzHR**"}, {"id": "mai-20260917-1752-baseline|c164-m2|moonshot-small|Manatal", "prompt": "c164-m2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy on integrations/automation? → **Manatal**"}, {"id": "mai-20260917-1752-baseline|c164-m2|moonshot-small|Lever", "prompt": "c164-m2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lever** — Best for Candidate Experience"}, {"id": "mai-20260917-1752-baseline|c164-m2|moonshot-small|MightyRecruiter", "prompt": "c164-m2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "MightyRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free distribution | Pushes to LinkedIn, CareerBuilder, Google Jobs, Glassdoor"}, {"id": "mai-20260917-1752-baseline|c164-m2|moonshot-small|Breezy HR", "prompt": "c164-m2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier available; paid from $157/month"}, {"id": "mai-20260917-1752-baseline|c164-m2|openai-small|Broadbean", "prompt": "c164-m2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Short list of well-known options ... **Broadbean**"}, {"id": "mai-20260917-1752-baseline|c164-m2|openai-small|Appcast", "prompt": "c164-m2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you may want to evaluate: ... **Appcast**"}, {"id": "mai-20260917-1752-baseline|c164-m2|openai-small|JobAdder", "prompt": "c164-m2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JobAdder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you may want to evaluate: ... **JobAdder**"}, {"id": "mai-20260917-1752-baseline|c164-m2|openai-small|Zoho Recruit", "prompt": "c164-m2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Recruit** or other ATS platforms with posting features"}, {"id": "mai-20260917-1752-baseline|c164-m2|openai-small|LinkedIn job distribution tools", "prompt": "c164-m2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn job distribution tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LinkedIn job distribution tools** if your roles are more professional/technical"}, {"id": "mai-20260917-1752-baseline|c164-m2|xai-small|Workable", "prompt": "c164-m2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Workable as the top job posting distribution tool."}, {"id": "mai-20260917-1752-baseline|c164-m2|xai-small|ZipRecruiter", "prompt": "c164-m2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great volume but less ATS depth; good for entry-mid roles."}, {"id": "mai-20260917-1752-baseline|c164-m2|xai-small|Broadbean", "prompt": "c164-m2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for distribution/analytics; integrates with existing ATS but pricier setup."}, {"id": "mai-20260917-1752-baseline|c164-m2|xai-small|JazzHR", "prompt": "c164-m2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid starter ATS; less advanced for complex B2B pipelines."}, {"id": "mai-20260917-1752-baseline|c164-m2|zai-small|VONQ (VONQ Distribute)", "prompt": "c164-m2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "VONQ (VONQ Distribute)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best job posting distribution tool is **VONQ (VONQ Distribute)**"}, {"id": "mai-20260917-1752-baseline|c164-m2|zai-small|Joveo", "prompt": "c164-m2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Joveo** or **Appcast** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c164-m2|zai-small|Appcast", "prompt": "c164-m2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Joveo** or **Appcast** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c164-m2|zai-small|Broadbean (now part of Zhaopin)", "prompt": "c164-m2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Broadbean (now part of Zhaopin)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Trade‑off:** More specialized in multi‑board distribution and reporting; may feel less modern in UX."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Indeed", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** High-volume hiring and maximum visibility. It is the world's largest job site by traffic."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|LinkedIn", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Mid-to-senior professional roles, management, and B2B recruitment."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|ZipRecruiter", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Small to medium-sized businesses (SMBs) needing speed."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Glassdoor", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Employer branding and transparency."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Handshake", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Campus recruiting and entry-level talent."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Dice", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dice focuses on technical engineering roles"}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Wellfound (formerly AngelList Talent)", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound (formerly AngelList Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Wellfound focuses on startup equity/job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|FlexJobs", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best For:** Remote, part-time, or flexible freelance work."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Upwork", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best For:** Project-based work, short-term contracts, and specialized skills."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Fiverr", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Upwork / Fiverr ... These operate on a marketplace model."}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Toptal", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Toptal / Upwork**| Freelance Talent | Marketplace | Contract work, developers, designers |"}, {"id": "mai-20260917-1752-baseline|c164-m3|alibaba-small|Craigslist", "prompt": "c164-m3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| **Craigslist** | Local/Low Cost | Community Board | Retail, construction, local blue-collar |"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Dice", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "General job boards include options like Dice (tech), Snagajob (hourly), Idealist (nonprofits), and Wellfound (venture-backed startups)"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Snagajob", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Snagajob (hourly)"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Idealist", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Idealist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Idealist (nonprofits)"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Wellfound", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wellfound (venture-backed startups)"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Indeed", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Indeed capped free hosted posts at 3 per month"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Glassdoor", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Glassdoor folded into Indeed under parent Recruit Holdings"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Joveo", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Known for a transparent media exchange, full-funnel optimization that looks beyond the click to applies and hires"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|Appcast", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An established programmatic recruitment advertising platform with a large publisher network"}, {"id": "mai-20260917-1752-baseline|c164-m3|anthropic-small|DirectEmployers DE Amplify", "prompt": "c164-m3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A managed programmatic job advertising platform ... focused on transparency and no long-term contracts"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Indeed", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Commonly ranked as the best overall or #1 by postings volume, making it strongest for reach across many roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|LinkedIn", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use LinkedIn when you need qualified professionals and targeted outreach."}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|ZipRecruiter", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use ZipRecruiter when you want distribution efficiency across multiple boards."}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Dice", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use niche boards like Dice, FlexJobs, or We Work Remotely when the role is highly specific."}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|FlexJobs", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It focuses on vetted flexible, hybrid, and remote roles"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|We Work Remotely", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "We Work Remotely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is dedicated to remote jobs, so it is narrower but highly relevant for distributed teams."}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Appcast", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use programmatic platforms like Joveo or Appcast when you are managing larger hiring budgets"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Joveo", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use programmatic platforms like Joveo or Appcast when you are managing larger hiring budgets"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Google for Jobs", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "It aggregates job listings in search results, so it is useful for discoverability"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Monster", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "though it is less dominant than Indeed or LinkedIn"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|CareerBuilder", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "CareerBuilder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Another established board with broad category coverage"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Glassdoor", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Listings are paired with company reviews"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Recruitics", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Appcast / Joveo / Recruitics / JobTarget | Programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|JobTarget", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "JobTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Appcast / Joveo / Recruitics / JobTarget | Programmatic job advertising"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Adway", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Adway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Adway / Meta Ads / LinkedIn Ads | Social-media recruiting"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|Meta Ads", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Meta Ads", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "These are better for targeted campaigns, employer branding, and audience-specific hiring"}, {"id": "mai-20260917-1752-baseline|c164-m3|challenger-small|LinkedIn Ads", "prompt": "c164-m3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Ads", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Adway / Meta Ads / LinkedIn Ads | Social-media recruiting"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Indeed", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hiring broadly or high-volume?** Start with **Indeed**."}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|LinkedIn", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hiring professionals or want to network?** Use **LinkedIn**."}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|ZipRecruiter", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**A small business that needs speed?** Consider **ZipRecruiter**."}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Glassdoor", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Builds candidate trust... Weaknesses: Not a primary volume driver on its own"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Dice", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One of the oldest tech-only boards"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Built In", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Built In", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tech roles filtered by metro tech hub"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Handshake", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Built specifically for **early-career/entry-level** talent"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|FlexJobs", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialize in **vetted remote and flexible** work"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|We Work Remotely", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "We Work Remotely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialize in **vetted remote and flexible** work"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Wellfound / AngelList", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound / AngelList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focus on **startups and early-stage companies**"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Y Combinator's Work at a Startup", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Y Combinator's Work at a Startup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Focus on **startups and early-stage companies**"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|The Ladders", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "The Ladders", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Focuses on **executive/six-figure** roles"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Snagajob", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Hourly and shift-based work"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Upwork", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Freelance and contract platforms rather than traditional job boards"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Fiverr", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Freelance and contract platforms rather than traditional job boards"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Stack Overflow Jobs", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Stack Overflow Jobs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "**Stack Overflow Jobs** sunset in 2022"}, {"id": "mai-20260917-1752-baseline|c164-m3|deepseek-small|Triplebyte", "prompt": "c164-m3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Triplebyte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "**Triplebyte** closed in 2023"}, {"id": "mai-20260917-1752-baseline|c164-m3|google-small|Indeed", "prompt": "c164-m3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **sheer volume** or are hiring **locally/hourly**, start with **Indeed**."}, {"id": "mai-20260917-1752-baseline|c164-m3|google-small|LinkedIn Jobs", "prompt": "c164-m3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are hiring for **office-based, management, or highly technical roles**, prioritize **LinkedIn**."}, {"id": "mai-20260917-1752-baseline|c164-m3|google-small|ZipRecruiter", "prompt": "c164-m3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a lean HR team that wants to write a post once and **blast it everywhere**, choose **ZipRecruiter**."}, {"id": "mai-20260917-1752-baseline|c164-m3|google-small|Google for Jobs", "prompt": "c164-m3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to **bypass advertising fees**, ensure your company's careers page is optimized for **Google for Jobs**."}, {"id": "mai-20260917-1752-baseline|c164-m3|google-small|Handshake", "prompt": "c164-m3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Internships, fellowships, and entry-level hiring for recent college graduates."}, {"id": "mai-20260917-1752-baseline|c164-m3|google-small|Wellfound (formerly AngelList Talent)", "prompt": "c164-m3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound (formerly AngelList Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wellfound is the go-to platform for the global startup and tech ecosystem."}, {"id": "mai-20260917-1752-baseline|c164-m3|meta-small|Indeed", "prompt": "c164-m3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Indeed is best for high-volume hiring across all industries"}, {"id": "mai-20260917-1752-baseline|c164-m3|meta-small|LinkedIn", "prompt": "c164-m3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LinkedIn is best for professional and executive roles"}, {"id": "mai-20260917-1752-baseline|c164-m3|meta-small|ZipRecruiter", "prompt": "c164-m3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ZipRecruiter is best for broad job posting coverage"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|Indeed", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Indeed** | Widest reach (200M+ monthly visitors), AI matching | Volume hiring, broad roles"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|LinkedIn", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Professional network (900M+ users), quality candidates | Professional/managerial roles"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|ZipRecruiter", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-driven matching, fast hiring | Quick hires, SMB"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|Monster", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Monster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Search functions, personalized recommendations | Diverse industries"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|FlexJobs", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FlexJobs** \" Remote/flexible positions, vetted high-quality listings"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|Dice", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dice** \" Tech/IT specialists"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|Glassdoor", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Glassdoor** \" Employer branding, SMB companies"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|Handshake", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Handshake** \" Early career/entry-level positions"}, {"id": "mai-20260917-1752-baseline|c164-m3|minimax-small|Google for Jobs", "prompt": "c164-m3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free aggregation if your career site has structured data"}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|Indeed", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Indeed dominates in sheer volume, making it ideal for employers seeking a large pool of applicants quickly."}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|LinkedIn Jobs", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LinkedIn excels at reaching professionals and passive job seekers"}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|ZipRecruiter", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "syndicates job postings to over 100 partner sites, offering broad reach with a single post"}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|Glassdoor", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for companies focused on improving their employer brand"}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|Foundit", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Foundit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong regional presence, especially in Asia-Pacific."}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|CareerBuilder", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "CareerBuilder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focused on the US market and mid-market employers."}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|SimplyHired", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "SimplyHired", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aggregates job postings from multiple sources, offering cost-effective reach."}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|Wellfound", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specializes in startup culture and equity compensation, attracting niche talent."}, {"id": "mai-20260917-1752-baseline|c164-m3|mistral-small|Joveo", "prompt": "c164-m3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Programmatic Job Advertising Platforms (e.g., Joveo)"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|Indeed", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Indeed** - Best Overall for Volume"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|LinkedIn", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn** - Best for Professional/Executive Hiring"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|ZipRecruiter", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ZipRecruiter** - Best for Small Businesses & Distribution"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|Glassdoor", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Glassdoor** - Best for Employer Branding"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|Dice", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dice** | Tech/IT professionals"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|Handshake", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Handshake** | College graduates and interns"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|Ladders", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Ladders", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ladders** | Managers and executives ($100K+ roles)"}, {"id": "mai-20260917-1752-baseline|c164-m3|moonshot-small|Levels.fyi", "prompt": "c164-m3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Levels.fyi** | Tech industry with compensation data"}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|Indeed", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Indeed: biggest broad-reach, high-volume marketplace."}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|LinkedIn Jobs", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LinkedIn: best for professional targeting and passive talent."}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|ZipRecruiter", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need lots of applicants fast: Indeed or ZipRecruiter."}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|Glassdoor", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Glassdoor: strongest for employer brand and workplace comparison."}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|Monster", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally less differentiated by network effects or social graph than LinkedIn, and less search-engine-like than Indeed"}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|CareerBuilder", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "CareerBuilder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "another classic job board/resume database platform"}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|Snagajob", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need hourly/frontline workers: Snagajob."}, {"id": "mai-20260917-1752-baseline|c164-m3|openai-small|Google for Jobs", "prompt": "c164-m3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "not a traditional job board in the same way; it aggregates listings"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Indeed", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "e.g., test free posts on Indeed first, then layer LinkedIn for quality"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|LinkedIn", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then layer LinkedIn for quality"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|ZipRecruiter", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI auto-distributes to 100+ boards... Less control over distribution"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Glassdoor", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Employer branding, transparent hires"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Google for Jobs", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SEO visibility, broad aggregation"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Dice", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Niche ones like Dice (tech)... are strong supplements but less universal"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Handshake", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Handshake (entry-level/college)"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Craigslist", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Craigslist (local) are strong supplements but less universal"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Pin", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "trends may shift with AI/tools like Pin or Skima emerging"}, {"id": "mai-20260917-1752-baseline|c164-m3|xai-small|Skima", "prompt": "c164-m3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Skima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools like Pin or Skima emerging"}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Indeed", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **Indeed** for volume and entry‑level roles.  Still the largest job board."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|LinkedIn Jobs", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **LinkedIn** for professional/salaried roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Google for Jobs", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Google for Jobs** as a free supplement if you invest in structured career page data."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Monster", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less dominant than before; still used for broad distribution."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|CareerBuilder", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less of a standalone channel after its 2025 restructuring"}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|SimplyHired", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "SimplyHired", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aggregates listings from many sources; useful for multi‑source reach."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|ZipRecruiter", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ZipRecruiter** for multi‑board distribution and ease of use."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Glassdoor", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Glassdoor** for employer branding and company reputation."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Dice", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Dice** for tech/engineering."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Wellfound (AngelList Talent)", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound (AngelList Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Wellfound** for startups."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Handshake", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Handshake** for recent grads."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|FlexJobs", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**FlexJobs** for remote‑only roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|We Work Remotely", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "We Work Remotely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Long‑standing remote‑only board."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Snagajob", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Snagajob** for hourly/temporary roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|DiversityJobs", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "DiversityJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Focus on expanding diversity hiring."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Dribbble Hiring", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dribbble Hiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Portfolio‑based; great for design roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Built In", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Built In", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Built In** for geography‑focused tech roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Pin", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Use **Pin** for outbound sourcing of passive candidates."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Skima AI", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Skima AI** or similar tools can streamline multi‑board posting and matching."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Hired", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Hired", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "AI‑powered matching for tech roles."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Naukri", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Naukri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Naukri (India), VDAB (Belgium), karriere.at (Austria), Jobs.bg (Bulgaria), etc."}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|VDAB", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "VDAB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "VDAB (Belgium)"}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|karriere.at", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "karriere.at", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "karriere.at (Austria)"}, {"id": "mai-20260917-1752-baseline|c164-m3|zai-small|Jobs.bg", "prompt": "c164-m3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Jobs.bg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "Jobs.bg (Bulgaria)"}, {"id": "mai-20260917-1752-baseline|c164-m4|alibaba-small|ZipRecruiter", "prompt": "c164-m4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **ZipRecruiter** is the best option"}, {"id": "mai-20260917-1752-baseline|c164-m4|alibaba-small|Adaptive Talent", "prompt": "c164-m4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adaptive Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adaptive Talent** is highly rated for Small/Mid-sized Businesses (SMBs)"}, {"id": "mai-20260917-1752-baseline|c164-m4|alibaba-small|Talroo", "prompt": "c164-m4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "frequently cited as a strong, lower-cost alternative"}, {"id": "mai-20260917-1752-baseline|c164-m4|alibaba-small|LinkedIn Ads", "prompt": "c164-m4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn Ads", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Risk:** With no cap on the *price per click*, costs can escalate quickly if your audience is competitive."}, {"id": "mai-20260917-1752-baseline|c164-m4|anthropic-small|Appcast", "prompt": "c164-m4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** appears to be particularly friendly for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline|c164-m4|anthropic-small|JobTarget", "prompt": "c164-m4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JobTarget** offers tiered pricing options."}, {"id": "mai-20260917-1752-baseline|c164-m4|challenger-small|JobTarget", "prompt": "c164-m4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JobTarget** is the strongest overall choice among the programmatic job advertising platforms"}, {"id": "mai-20260917-1752-baseline|c164-m4|challenger-small|Talroo", "prompt": "c164-m4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best low-cost entry:** **Talroo** if you want to keep costs down"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|Appcast", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "points to **Appcast** as your best first choice"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|Talroo", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Talroo** and **Adway** as strong alternates"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|Adway", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Talroo** and **Adway** as strong alternates"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|DirectEmployers DE Amplify", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for budget transparency"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|Joveo", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid on a limited budget - **Joveo** — typically **$1,000–$5,000/month**"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|Talentify", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talentify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "starts around **$5K/month** and goes up to **$25K/month**"}, {"id": "mai-20260917-1752-baseline|c164-m4|deepseek-small|Radancy", "prompt": "c164-m4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Radancy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "custom pricing toward the enterprise end"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|Joveo", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as Joveo, Recruitics, or Veritone Hire—are designed for high-volume, enterprise hiring and require high monthly software licensing fees or steep minimum ad spend commitments."}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|Recruitics", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "designed for high-volume, enterprise hiring and require high monthly software licensing fees or steep minimum ad spend commitments"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|Veritone Hire", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Veritone Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed for high-volume, enterprise hiring and require high monthly software licensing fees or steep minimum ad spend commitments"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|JobTarget", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for Flexible Budgeting: **JobTarget**"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|Appcast", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Zero Platform Fees: **Job Ad Exchanges (Appcast Exchange or Talent.com)**"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|Talent.com", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talent.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Appcast (through its Appcast Exchange) and Talent.com allow you to buy media programmatically without paying a licensing fee"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|DE Amplify (by DirectEmployers)", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (by DirectEmployers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Transparent Cost-Saving: **DE Amplify (by DirectEmployers)**"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|ZipRecruiter", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Predictable Flat-Rate Syndication: **ZipRecruiter**"}, {"id": "mai-20260917-1752-baseline|c164-m4|google-small|Indeed", "prompt": "c164-m4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "utilizing free job postings (like Indeed’s free tier) paired with social media outreach is often more cost-effective"}, {"id": "mai-20260917-1752-baseline|c164-m4|meta-small|FitGap", "prompt": "c164-m4", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "FitGap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples of such platforms include those listed in the search results, such as FitGap, Guideflow, and Joveo."}, {"id": "mai-20260917-1752-baseline|c164-m4|meta-small|Guideflow", "prompt": "c164-m4", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples of such platforms include those listed in the search results, such as FitGap, Guideflow, and Joveo."}, {"id": "mai-20260917-1752-baseline|c164-m4|meta-small|Joveo", "prompt": "c164-m4", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples of such platforms include those listed in the search results, such as FitGap, Guideflow, and Joveo."}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|Appcast", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Appcast** ... **Best for**: Small businesses wanting performance-based pricing with low upfront costs"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|Talroo", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Solo HR generalists who need budget control"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|DE Amplify (DirectEmployers)", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (DirectEmployers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pricing**: Pay-for-performance, tied to real outcomes"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|Adway", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pricing**: Free to start, then from €99/month"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|JobAdX", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobAdX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time bidding exchange that routes job ads to lowest-cost, highest-intent placements"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|Talentify", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talentify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some platforms offer free trials (like Talentify starting at $5K/month)"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|Indeed", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "combining free job postings (Indeed, Google for Jobs, LinkedIn free posts)"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|Google for Jobs", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "combining free job postings (Indeed, Google for Jobs, LinkedIn free posts)"}, {"id": "mai-20260917-1752-baseline|c164-m4|minimax-small|LinkedIn", "prompt": "c164-m4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "combining free job postings (Indeed, Google for Jobs, LinkedIn free posts)"}, {"id": "mai-20260917-1752-baseline|c164-m4|mistral-small|DE Amplify (DirectEmployers)", "prompt": "c164-m4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (DirectEmployers)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **DE Amplify (DirectEmployers)** - Uses a **pay-for-performance** model... Best for high-volume and hard-to-fill roles, especially for employers focused on cost-per-hire and budget control"}, {"id": "mai-20260917-1752-baseline|c164-m4|mistral-small|VONQ", "prompt": "c164-m4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "VONQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for companies that want to control costs and only pay for results, with flexible budget caps and ROI tracking"}, {"id": "mai-20260917-1752-baseline|c164-m4|mistral-small|Appcast", "prompt": "c164-m4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for reducing cost-per-hire by over 50% for some users, making it a strong choice for budget-conscious recruiters"}, {"id": "mai-20260917-1752-baseline|c164-m4|mistral-small|Joveo", "prompt": "c164-m4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "praised for saving over 50% on recruitment marketing spend while improving candidate quality"}, {"id": "mai-20260917-1752-baseline|c164-m4|moonshot-small|Appcast", "prompt": "c164-m4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** appears to be the most budget-friendly option with its low minimum spend ($200-300), pay-per-applicant model, and no software fees"}, {"id": "mai-20260917-1752-baseline|c164-m4|moonshot-small|Adway", "prompt": "c164-m4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RecruitmentAds.com** or **Adway** (free to start) may be better fits"}, {"id": "mai-20260917-1752-baseline|c164-m4|moonshot-small|RecruitmentAds.com", "prompt": "c164-m4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "RecruitmentAds.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want completely transparent published pricing without sales calls, **RecruitmentAds.com** ... may be better fits"}, {"id": "mai-20260917-1752-baseline|c164-m4|openai-small|JobTarget", "prompt": "c164-m4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **JobTarget** if you want **programmatic job advertising with budget control and self-serve flexibility**"}, {"id": "mai-20260917-1752-baseline|c164-m4|openai-small|GoHire", "prompt": "c164-m4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "GoHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoHire** or other small-business recruiting platforms can be better fits for low-budget hiring"}, {"id": "mai-20260917-1752-baseline|c164-m4|openai-small|Appcast", "prompt": "c164-m4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for large enterprise spend optimization:** Appcast, Joveo, or Recruitics, but these are generally more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c164-m4|openai-small|Joveo", "prompt": "c164-m4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Appcast, Joveo, or Recruitics, but these are generally more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c164-m4|openai-small|Recruitics", "prompt": "c164-m4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Appcast, Joveo, or Recruitics, but these are generally more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c164-m4|xai-small|JobTarget", "prompt": "c164-m4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JobTarget stands out as the best option for a company with a limited budget seeking a programmatic job advertising platform."}, {"id": "mai-20260917-1752-baseline|c164-m4|xai-small|Appcast", "prompt": "c164-m4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise-heavy ones like Joveo/Appcast—they excel at cost savings *at scale* ... but minimums are too high for limited budgets."}, {"id": "mai-20260917-1752-baseline|c164-m4|xai-small|Joveo", "prompt": "c164-m4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-heavy ones like Joveo/Appcast"}, {"id": "mai-20260917-1752-baseline|c164-m4|xai-small|Adway", "prompt": "c164-m4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free to start; pay-as-you-go social campaigns... If social is key, try Adway's free tier."}, {"id": "mai-20260917-1752-baseline|c164-m4|xai-small|DE Amplify (DirectEmployers)", "prompt": "c164-m4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify (DirectEmployers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pay-for-performance (per applicant/call), no hidden fees, budget transparency."}, {"id": "mai-20260917-1752-baseline|c164-m4|xai-small|Indeed Sponsored Jobs", "prompt": "c164-m4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed Sponsored Jobs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "API now $3/call (post-2024 changes) + click/application billing; caps on free posts (3/mo)."}, {"id": "mai-20260917-1752-baseline|c164-m4|zai-small|DirectEmployers DE Amplify", "prompt": "c164-m4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best programmatic job advertising platform is **DirectEmployers DE Amplify**"}, {"id": "mai-20260917-1752-baseline|c164-m4|zai-small|Talroo", "prompt": "c164-m4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for strict spend caps:** **Talroo** – pay‑per‑click with cost ceilings."}, {"id": "mai-20260917-1752-baseline|c164-m4|zai-small|Appcast", "prompt": "c164-m4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for high‑volume, specialized roles:** **Appcast** – budget caps and geographic targeting."}, {"id": "mai-20260917-1752-baseline|c164-m4|zai-small|Jobvite (now part of Workday)", "prompt": "c164-m4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Jobvite (now part of Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for mid‑market with Workday ATS:** **Jobvite (Workday)** – subscription with performance‑based add‑ons."}, {"id": "mai-20260917-1752-baseline|c164-m4|zai-small|JobHorse", "prompt": "c164-m4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobHorse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for simple, affordable subscriptions:** **JobHorse** – starts around $500–$2,000/month."}, {"id": "mai-20260917-1752-baseline|c164-m5|alibaba-small|Adzuna", "prompt": "c164-m5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adzuna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you sit down with sales reps from vendors (such as Adzuna, ZipRecruiter, LinkedIn Talent Solutions, CareerArc, or Adstra)"}, {"id": "mai-20260917-1752-baseline|c164-m5|alibaba-small|ZipRecruiter", "prompt": "c164-m5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Adzuna, ZipRecruiter, LinkedIn Talent Solutions, CareerArc, or Adstra"}, {"id": "mai-20260917-1752-baseline|c164-m5|alibaba-small|LinkedIn Talent Solutions", "prompt": "c164-m5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Adzuna, ZipRecruiter, LinkedIn Talent Solutions, CareerArc, or Adstra"}, {"id": "mai-20260917-1752-baseline|c164-m5|alibaba-small|CareerArc", "prompt": "c164-m5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "CareerArc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Adzuna, ZipRecruiter, LinkedIn Talent Solutions, CareerArc, or Adstra"}, {"id": "mai-20260917-1752-baseline|c164-m5|alibaba-small|Adstra", "prompt": "c164-m5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adstra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Adzuna, ZipRecruiter, LinkedIn Talent Solutions, CareerArc, or Adstra"}, {"id": "mai-20260917-1752-baseline|c164-m5|deepseek-small|Appcast", "prompt": "c164-m5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** – largest publisher breadth, pay-per-application model, strong ATS integrations (best for mid-size→enterprise breadth)"}, {"id": "mai-20260917-1752-baseline|c164-m5|deepseek-small|Joveo", "prompt": "c164-m5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Joveo** – strongest AI-driven optimization at scale (top G2 ratings)"}, {"id": "mai-20260917-1752-baseline|c164-m5|deepseek-small|Recruitics", "prompt": "c164-m5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recruitics** – analytics plus a hands-on managed services layer"}, {"id": "mai-20260917-1752-baseline|c164-m5|deepseek-small|PandoLogic (pandoIQ)", "prompt": "c164-m5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic (pandoIQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PandoLogic (pandoIQ)** – strong for high-volume, algorithmically allocated spend"}, {"id": "mai-20260917-1752-baseline|c164-m5|deepseek-small|VONQ", "prompt": "c164-m5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "VONQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VONQ** – broader recruitment marketing layer"}, {"id": "mai-20260917-1752-baseline|c164-m5|deepseek-small|Adway", "prompt": "c164-m5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "plus social-first Adway if social is central to your hiring"}, {"id": "mai-20260917-1752-baseline|c164-m5|google-small|JobTarget", "prompt": "c164-m5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JobTarget:** Highly popular for mid-market companies; offers scalable programmatic tiers (like JobTarget360) and plays very well with mid-market ATS systems."}, {"id": "mai-20260917-1752-baseline|c164-m5|google-small|Joveo", "prompt": "c164-m5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The industry giants. Extremely powerful, though you will want to carefully review their minimum spend limits to see if they fit a 500-person budget."}, {"id": "mai-20260917-1752-baseline|c164-m5|google-small|Appcast", "prompt": "c164-m5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "carefully review their minimum spend limits to see if they fit a 500-person budget"}, {"id": "mai-20260917-1752-baseline|c164-m5|google-small|Recruitics", "prompt": "c164-m5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "carefully review their minimum spend limits to see if they fit a 500-person budget"}, {"id": "mai-20260917-1752-baseline|c164-m5|google-small|Wonderkind", "prompt": "c164-m5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Wonderkind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent choices if you want to focus heavily on social media programmatic advertising"}, {"id": "mai-20260917-1752-baseline|c164-m5|google-small|Adway", "prompt": "c164-m5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent choices if you want to focus heavily on social media programmatic advertising"}, {"id": "mai-20260917-1752-baseline|c164-m5|minimax-small|Jobvite", "prompt": "c164-m5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Request demos from 2-3 platforms (such as **Jobvite, Broadbean, Textkernel, or PandoLogic**)"}, {"id": "mai-20260917-1752-baseline|c164-m5|minimax-small|Broadbean", "prompt": "c164-m5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Broadbean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as **Jobvite, Broadbean, Textkernel, or PandoLogic**"}, {"id": "mai-20260917-1752-baseline|c164-m5|minimax-small|Textkernel", "prompt": "c164-m5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Textkernel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as **Jobvite, Broadbean, Textkernel, or PandoLogic**"}, {"id": "mai-20260917-1752-baseline|c164-m5|minimax-small|PandoLogic", "prompt": "c164-m5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as **Jobvite, Broadbean, Textkernel, or PandoLogic**"}, {"id": "mai-20260917-1752-baseline|c164-m5|xai-small|Appcast", "prompt": "c164-m5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Appcast (enterprise breadth, strong optimization)"}, {"id": "mai-20260917-1752-baseline|c164-m5|xai-small|JobTarget/DE Amplify", "prompt": "c164-m5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "JobTarget/DE Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "JobTarget/DE Amplify (budget-friendly, pay-per-performance)"}, {"id": "mai-20260917-1752-baseline|c164-m5|xai-small|Radancy", "prompt": "c164-m5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Radancy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Radancy (integrated marketing)"}, {"id": "mai-20260917-1752-baseline|c164-m5|xai-small|Joveo", "prompt": "c164-m5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Joveo (multi-channel)"}, {"id": "mai-20260917-1752-baseline|c164-m5|xai-small|Adaptive Talent", "prompt": "c164-m5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adaptive Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Adaptive Talent (SMB-focused)"}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Craigslist", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: There is virtually no background check on posters. It is the primary hunting ground for scammers."}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Indeed", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sites like **Indeed, Monster, and CareerBuilder** are not \"bad,\" but they are massive open markets where almost anyone can create a job posting."}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Monster", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Massive Aggregators (Use with Caution)"}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|CareerBuilder", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Massive Aggregators (Use with Caution)"}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Facebook Groups", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Groups", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "generic job groups are filled with bot accounts and affiliate marketers trying to sell courses"}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|LinkedIn", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "While LinkedIn is generally safe, casual social media engagement regarding jobs is highly risky."}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Upwork", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Caution: The competition is incredibly high... notorious for taking large cuts (10%+)"}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Fiverr", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Freelance Marketplaces (Upwork, Fiverr, Freelancer)... notorious for taking large cuts"}, {"id": "mai-20260917-1752-baseline|c164-m6|alibaba-small|Freelancer", "prompt": "c164-m6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These platforms are legitimate businesses, but they function more like a service provider marketplace than traditional hiring."}, {"id": "mai-20260917-1752-baseline|c164-m6|anthropic-small|LinkedIn", "prompt": "c164-m6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "98 percent of scam vacancies analyzed were found on LinkedIn, though this doesn't mean LinkedIn itself is unsafe"}, {"id": "mai-20260917-1752-baseline|c164-m6|anthropic-small|Indeed", "prompt": "c164-m6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Job search scams target U.S. job seekers on popular platforms like Indeed, LinkedIn, ZipRecruiter, and Handshake"}, {"id": "mai-20260917-1752-baseline|c164-m6|anthropic-small|ZipRecruiter", "prompt": "c164-m6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "scams target U.S. job seekers on popular platforms like Indeed, LinkedIn, ZipRecruiter, and Handshake"}, {"id": "mai-20260917-1752-baseline|c164-m6|anthropic-small|Handshake", "prompt": "c164-m6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "scams target U.S. job seekers on popular platforms like Indeed, LinkedIn, ZipRecruiter, and Handshake"}, {"id": "mai-20260917-1752-baseline|c164-m6|anthropic-small|Facebook", "prompt": "c164-m6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they create Facebook pages or LinkedIn profiles to advertise fake opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|anthropic-small|Twitter", "prompt": "c164-m6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Twitter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Twitter is another social media platform not entirely guarded against fake jobs"}, {"id": "mai-20260917-1752-baseline|c164-m6|challenger-small|Facebook", "prompt": "c164-m6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Scams are commonly carried out through Facebook, Instagram, TikTok, WhatsApp, Telegram, LinkedIn, and similar channels"}, {"id": "mai-20260917-1752-baseline|c164-m6|challenger-small|Instagram", "prompt": "c164-m6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Scams are commonly carried out through Facebook, Instagram, TikTok, WhatsApp, Telegram, LinkedIn, and similar channels"}, {"id": "mai-20260917-1752-baseline|c164-m6|challenger-small|TikTok", "prompt": "c164-m6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Scams are commonly carried out through Facebook, Instagram, TikTok, WhatsApp, Telegram, LinkedIn, and similar channels"}, {"id": "mai-20260917-1752-baseline|c164-m6|challenger-small|WhatsApp", "prompt": "c164-m6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pushes you off-platform to Telegram/WhatsApp or a non-company domain"}, {"id": "mai-20260917-1752-baseline|c164-m6|challenger-small|Telegram", "prompt": "c164-m6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pushes you off-platform to Telegram/WhatsApp or a non-company domain"}, {"id": "mai-20260917-1752-baseline|c164-m6|challenger-small|LinkedIn", "prompt": "c164-m6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Scams are commonly carried out through Facebook, Instagram, TikTok, WhatsApp, Telegram, LinkedIn, and similar channels, especially when the recruiter contacts you first."}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|Intch (intch.org)", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch (intch.org)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the one repeatedly flagged as a clear \"avoid.\""}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|Indeed", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some sources estimate 1 in 5 listings may be fake; frequent reports of scam postings, ghost jobs"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|Monster", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users report expired/inaccurate listings, spam, and receiving calls for vague commission-based roles"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|CareerBuilder", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Very poor ratings (~1.1/5 on ConsumerAffairs, 1/5 on BBB). Complaints about spam, irrelevant offers"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|Upwork", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legitimate platforms (Upwork, Fiverr, LinkedIn) let you **join and apply for free**"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|Fiverr", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legitimate platforms (Upwork, Fiverr, LinkedIn) let you **join and apply for free**"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|LinkedIn", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Stick to well-known boards** with strong verification (LinkedIn, Glassdoor, FlexJobs is human-reviewed"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|Glassdoor", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to well-known boards with strong verification (LinkedIn, Glassdoor"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|FlexJobs", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "FlexJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "FlexJobs is human-reviewed"}, {"id": "mai-20260917-1752-baseline|c164-m6|deepseek-small|jobs.ca", "prompt": "c164-m6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "jobs.ca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "jobs.ca in Canada has 4.7% ghost rate"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|Indeed", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many major platforms (including Indeed and ZipRecruiter) have shifted heavily toward pay-per-click or pay-per-application models. Without strict guardrails... budget vampires"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|ZipRecruiter", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many major platforms (including Indeed and ZipRecruiter) have shifted heavily toward pay-per-click or pay-per-application models"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|Google for Jobs", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on one major high-intent channel (like Google for Jobs or Indeed) and one passive channel (like LinkedIn)"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|LinkedIn", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms Saturated with \"Ghost Jobs\" (LinkedIn, Indeed, ZipRecruiter)"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|Wellfound", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "in favor of niche networks (e.g., Wellfound or BuiltIn for tech)"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|BuiltIn", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "BuiltIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "in favor of niche networks (e.g., Wellfound or BuiltIn for tech)"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|Monster", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Older, formerly dominant job boards (such as Monster or CareerBuilder) that still charge premium, flat-rate subscription fees"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|CareerBuilder", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Older, formerly dominant job boards (such as Monster or CareerBuilder) that still charge premium, flat-rate subscription fees"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|Craigslist", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Unregulated Classified and Social Media Sites (Craigslist, Facebook Groups)... primary breeding grounds for employment scams"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|Facebook Groups", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Groups", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Unregulated Classified and Social Media Sites (Craigslist, Facebook Groups)... virtually no employer vetting"}, {"id": "mai-20260917-1752-baseline|c164-m6|google-small|TheLadders", "prompt": "c164-m6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "TheLadders", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "sites mimicking legacy platforms like TheLadders... Never pay to apply for a job"}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|Intch", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Intch - has subscription traps, unverified listings, and pay-to-play schemes."}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|Lensa", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Lensa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Lensa, Bebee, and Ladders - seem to be scams"}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|Bebee", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Bebee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lensa, Bebee, and Ladders - seem to be scams"}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|Ladders", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Ladders", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Lensa, Bebee, and Ladders - seem to be scams"}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|Dice", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dice and Jobot - may not be scams, but they primarily list positions that turn out to be ghost jobs."}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|Jobot", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Jobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Dice and Jobot - may not be scams, but they primarily list positions that turn out to be ghost jobs."}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|37 signals", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "37 signals", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Some job boards that are considered good include: 37 signals - focused on programmers, designers, and tech development jobs."}, {"id": "mai-20260917-1752-baseline|c164-m6|meta-small|AllRetailJobs", "prompt": "c164-m6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "AllRetailJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AllRetailJobs - the most popular retail career site in the USA."}, {"id": "mai-20260917-1752-baseline|c164-m6|minimax-small|Intch", "prompt": "c164-m6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Promises \"5,000+ job matches\" ... but delivers recurring charges that are difficult to cancel, fake listings, and immediate spam calls after registration"}, {"id": "mai-20260917-1752-baseline|c164-m6|minimax-small|Indeed", "prompt": "c164-m6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Scammers post fake jobs on these trusted platforms too"}, {"id": "mai-20260917-1752-baseline|c164-m6|minimax-small|LinkedIn", "prompt": "c164-m6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Scammers post fake jobs on these trusted platforms too"}, {"id": "mai-20260917-1752-baseline|c164-m6|minimax-small|Monster", "prompt": "c164-m6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scammers post fake jobs on these trusted platforms too"}, {"id": "mai-20260917-1752-baseline|c164-m6|minimax-small|Glassdoor", "prompt": "c164-m6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Scammers post fake jobs on these trusted platforms too"}, {"id": "mai-20260917-1752-baseline|c164-m6|minimax-small|CareerBuilder", "prompt": "c164-m6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Scammers post fake jobs on these trusted platforms too"}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Intch", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "criticized for being a \"subscription trap,\" with recurring charges that are difficult to cancel, fake listings, and aggressive spam calls"}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Lensa", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Lensa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "flagged for gathering personal information and featuring outdated or fraudulent job postings"}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Bebee", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Bebee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "frequently cited as problematic ... including potential scams and unverified listings"}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Ladders", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Ladders", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "reputation for questionable practices, including pay-to-play schemes and unverified job postings"}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Dice", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While not outright scams, these platforms are known to list many \"ghost jobs\""}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Jobot", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Jobot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While not outright scams, these platforms are known to list many \"ghost jobs\""}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|ZipRecruiter", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some users report that its job matching algorithm is ineffective and that it may repost outdated or fake listings"}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|LinkedIn", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Stick to well-established, reputable job boards with strong verification systems, such as LinkedIn, Indeed, Monster, Glassdoor, and CareerBuilder."}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Indeed", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Stick to well-established, reputable job boards with strong verification systems, such as LinkedIn, Indeed, Monster, Glassdoor, and CareerBuilder."}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Monster", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to well-established, reputable job boards ... such as LinkedIn, Indeed, Monster, Glassdoor, and CareerBuilder."}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|Glassdoor", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stick to well-established, reputable job boards ... Glassdoor, and CareerBuilder."}, {"id": "mai-20260917-1752-baseline|c164-m6|mistral-small|CareerBuilder", "prompt": "c164-m6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to well-established, reputable job boards ... Glassdoor, and CareerBuilder."}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|Indeed", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being one of the largest job boards, it has significant problems with fake listings."}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|LinkedIn", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Scammers create fake profiles and impersonate recruiters."}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|Glassdoor", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar verification issues; fake companies can post jobs without proper business verification."}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|ZipRecruiter", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Has experienced problems with fraudulent job postings and spoofed recruiter communications."}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|Craigslist", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Free classified sites** (Craigslist, Facebook Marketplace) - Minimal verification, high scam risk"}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|Facebook Marketplace", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Marketplace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Free classified sites** (Craigslist, Facebook Marketplace) - Minimal verification, high scam risk"}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|Monster", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The major platforms (Indeed, LinkedIn, Glassdoor, Monster, CareerBuilder) are generally safer than obscure sites"}, {"id": "mai-20260917-1752-baseline|c164-m6|moonshot-small|CareerBuilder", "prompt": "c164-m6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The major platforms (Indeed, LinkedIn, Glassdoor, Monster, CareerBuilder) are generally safer than obscure sites"}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Intch.org", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch.org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Strongly Avoid (High Scam/ Fraud Risk): Intch.org: Subscription traps with hard-to-cancel recurring charges"}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Bebee.com", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Bebee.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Outdated/fake job postings scraped from elsewhere, paywalls to apply, unauthorized charges"}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Lensa", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Lensa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Labeled a \"data-miner\" scam in complaints."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Ladders", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Ladders", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Outdated or fraudulent postings, info harvesting; grouped with scams on Reddit."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|ZipRecruiter", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ineffective matching, ghost jobs, scammers hijack listings; mixed ROI complaints despite some successes."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|CareerBuilder", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Technical glitches, spam, low responses, bankruptcy in 2025 reduced viability; poor employer reviews."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Workday (as job portal)", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Workday (as job portal)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overwhelmingly called the \"worst\" for UX and posting."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Glassdoor", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Even major sites like Indeed, LinkedIn, and Glassdoor host scams (fake/hijacked ads, ghost jobs)"}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|LinkedIn", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Safer Alternatives for Employers: LinkedIn: Best for pros; 1 free post, targeted ads."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Indeed", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Indeed: High volume (despite caps on free posts); budget-based pay-per-click."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Google for Jobs", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Google for Jobs: Free if your site uses structured data."}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Dice", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Niche boards (e.g., Dice for tech, Handshake for entry-level) for better targeting"}, {"id": "mai-20260917-1752-baseline|c164-m6|xai-small|Handshake", "prompt": "c164-m6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Handshake for entry-level) for better targeting over broad spam"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Intch", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely ... **Intch** — Promises 5,000+ job matches with AI networking, but: Charges you can't cancel easily"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Lensa", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Lensa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Resume-Harvesting / Data-Mining Platforms ... **Lensa**"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Talentify.io", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Talentify.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These platforms allegedly harvest your personal information without legitimate job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Swooped", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Swooped", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These platforms allegedly harvest your personal information without legitimate job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Mercor", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These platforms allegedly harvest your personal information without legitimate job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Jobgether / Jobleads", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Jobgether / Jobleads", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These platforms allegedly harvest your personal information without legitimate job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|RemoteHunter", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "RemoteHunter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These platforms allegedly harvest your personal information without legitimate job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Cyber Focus AI", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Cyber Focus AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "These platforms allegedly harvest your personal information without legitimate job opportunities"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|CyberCoders", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CyberCoders", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Job Scraping / Reposting Platforms ... scrape legitimate job postings and repost them to farm your data"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Jobot", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Jobot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Job Scraping / Reposting Platforms ... scrape legitimate job postings and repost them to farm your data"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Dice", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Dice** (Not a scam, but flooded with ghost jobs)"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Indeed", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Indeed | Trustpilot: 2.3/5 — fake/ghost job postings, opaque pricing, poor customer support"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|LinkedIn", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "LinkedIn | Trustpilot: 1.2/5 — arbitrary account suspensions, data privacy issues"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|ZipRecruiter", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Scam positions, multi-level marketing opportunities, poor posting screening"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Monster", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Declining quality — mostly commission-only sales, door-to-door sales"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|CareerBuilder", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Declining quality — similar issues to Monster"}, {"id": "mai-20260917-1752-baseline|c164-m6|zai-small|Glassdoor", "prompt": "c164-m6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Hijacked job ads, personal data sharing, need to verify jobs carefully"}, {"id": "mai-20260917-1752-baseline|c164-s1|alibaba-small|JobTarget", "prompt": "c164-s1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JobTarget** is generally the most recommended entry point for small-to-midsize businesses"}, {"id": "mai-20260917-1752-baseline|c164-s1|alibaba-small|Adstra.ai", "prompt": "c164-s1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adstra.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adstra.ai (Best for B2B-Specific Targeting)"}, {"id": "mai-20260917-1752-baseline|c164-s1|alibaba-small|Appcast", "prompt": "c164-s1", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be expensive and complex for very small teams; often requires minimum spends that may not suit a micro-B2B operation."}, {"id": "mai-20260917-1752-baseline|c164-s1|anthropic-small|Joveo", "prompt": "c164-s1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joveo pairs a transparent programmatic exchange with full-funnel optimization and a broader recruiting platform"}, {"id": "mai-20260917-1752-baseline|c164-s1|anthropic-small|SmartyAds DSP", "prompt": "c164-s1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "SmartyAds DSP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SmartyAds DSP is a top choice for small agencies with good budget and functionality"}, {"id": "mai-20260917-1752-baseline|c164-s1|anthropic-small|LinkedIn Advertising", "prompt": "c164-s1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn Advertising", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LinkedIn Advertising is the native B2B advertising platform with programmatic-like features"}, {"id": "mai-20260917-1752-baseline|c164-s1|anthropic-small|Hey Sid", "prompt": "c164-s1", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Hey Sid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hey Sid provides person-level targeting and full execution without requiring a dedicated team"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|JobTarget", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *programmatic job advertising platform* is usually **JobTarget** if you want broad distribution without enterprise-level complexity"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|LinkedIn Ads", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn Ads", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **LinkedIn Ads** if your real goal is reaching B2B professionals by job title, company, and seniority"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|Appcast", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strongest all-around for full-funnel recruitment marketing, but it is typically better suited to larger budgets and more complex hiring operations"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|Joveo", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Joveo**, **Demandbase**, and **6sense** are positioned more toward larger-scale or enterprise ABM use cases"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|Demandbase", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but these are aimed more at revenue teams and enterprise programs than small companies"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|6sense", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "positioned more toward larger-scale or enterprise ABM use cases"}, {"id": "mai-20260917-1752-baseline|c164-s1|challenger-small|ZoomInfo", "prompt": "c164-s1", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**ZoomInfo** or **Demandbase** — but these are aimed more at revenue teams and enterprise programs than small companies"}, {"id": "mai-20260917-1752-baseline|c164-s1|deepseek-small|Appcast", "prompt": "c164-s1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best overall recommendation is [Appcast](https://www.appcast.io/)**"}, {"id": "mai-20260917-1752-baseline|c164-s1|deepseek-small|Adway", "prompt": "c164-s1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### The Strong Alternative: Adway"}, {"id": "mai-20260917-1752-baseline|c164-s1|deepseek-small|Joveo", "prompt": "c164-s1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid ... **Joveo:** ... It will likely be overkill and cost-prohibitive for a small team."}, {"id": "mai-20260917-1752-baseline|c164-s1|deepseek-small|PandoLogic (Veritone Hire)", "prompt": "c164-s1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "PandoLogic (Veritone Hire)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "It is less effective for specialized, salaried B2B professional roles."}, {"id": "mai-20260917-1752-baseline|c164-s1|deepseek-small|JobG8", "prompt": "c164-s1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobG8", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Traditional enterprise aggregators (JobG8, Recruitics): These often require $500–$2,000+ monthly minimums, which is too high"}, {"id": "mai-20260917-1752-baseline|c164-s1|deepseek-small|Recruitics", "prompt": "c164-s1", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Traditional enterprise aggregators (JobG8, Recruitics): These often require $500–$2,000+ monthly minimums, which is too high"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Joveo", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most major programmatic platforms (like Joveo, Appcast Enterprise, or Radancy) are designed for high-volume, continuous recruitment ... and carry high monthly spend minimums"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Appcast Enterprise", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "carry high monthly spend minimums ($1,000 to $5,000+)"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Radancy", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed for high-volume, continuous recruitment ... and carry high monthly spend minimums"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|JobTarget", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: All-around cost efficiency, low minimum spends, and standard job board distribution."}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Adway", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you want to target **passive professional B2B talent** who aren't looking at job boards, go with **Adway** or **Gaia**."}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Gaia", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Gaia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "go with **Adway** or **Gaia**"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|JobAdX", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobAdX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Pay-per-click (CPC) budget optimization."}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Workable", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Has built-in AI-driven campaigns that automatically push ads to the best-performing boards and social channels"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Greenhouse", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Partners directly with **Appcast**. You can purchase an Appcast programmatic campaign directly from the Greenhouse dashboard"}, {"id": "mai-20260917-1752-baseline|c164-s1|google-small|Appcast", "prompt": "c164-s1", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The minimum spend is only $200 per job—allowing you to leverage enterprise-level programmatic AI"}, {"id": "mai-20260917-1752-baseline|c164-s1|meta-small|Talent Nexus", "prompt": "c164-s1", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talent Nexus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best programmatic job advertising platform for a small B2B company is Talent Nexus, as it centralizes campaign creation and reduces operational overhead."}, {"id": "mai-20260917-1752-baseline|c164-s1|meta-small|Appcast", "prompt": "c164-s1", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Appcast, Joveo"}, {"id": "mai-20260917-1752-baseline|c164-s1|meta-small|Joveo", "prompt": "c164-s1", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Appcast, Joveo"}, {"id": "mai-20260917-1752-baseline|c164-s1|minimax-small|Appcast", "prompt": "c164-s1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: More enterprise-oriented, less transparent pricing"}, {"id": "mai-20260917-1752-baseline|c164-s1|minimax-small|Joveo", "prompt": "c164-s1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have more budget and want stronger AI optimization, **Joveo** offers excellent capabilities despite being enterprise-focused."}, {"id": "mai-20260917-1752-baseline|c164-s1|minimax-small|Talroo", "prompt": "c164-s1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Talroo** or **Adway** due to their more accessible pricing models and ease of use"}, {"id": "mai-20260917-1752-baseline|c164-s1|minimax-small|Adway", "prompt": "c164-s1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **Talroo** or **Adway** due to their more accessible pricing models and ease of use"}, {"id": "mai-20260917-1752-baseline|c164-s1|minimax-small|Talent Nexus", "prompt": "c164-s1", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talent Nexus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small businesses wanting centralized campaign management ... Cons: Less widely reviewed"}, {"id": "mai-20260917-1752-baseline|c164-s1|mistral-small|Joveo", "prompt": "c164-s1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the highest-rated and most user-friendly option, Joveo is a standout choice."}, {"id": "mai-20260917-1752-baseline|c164-s1|mistral-small|Appcast", "prompt": "c164-s1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Joveo** and **Appcast** are the most frequently recommended due to their scalability, ease of integration, and proven results"}, {"id": "mai-20260917-1752-baseline|c164-s1|mistral-small|Adaptive Talent", "prompt": "c164-s1", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Adaptive Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adaptive Talent is noted for its SMB-friendly features and strong performance in targeting the right candidates for B2B roles."}, {"id": "mai-20260917-1752-baseline|c164-s1|moonshot-small|ZipRecruiter", "prompt": "c164-s1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZipRecruiter** — Best Overall for Small B2B Companies"}, {"id": "mai-20260917-1752-baseline|c164-s1|moonshot-small|Indeed", "prompt": "c164-s1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Indeed** — Best for Volume & Budget-Conscious Hiring"}, {"id": "mai-20260917-1752-baseline|c164-s1|moonshot-small|Appcast", "prompt": "c164-s1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Appcast** if you: Have 5+ open roles simultaneously"}, {"id": "mai-20260917-1752-baseline|c164-s1|moonshot-small|Joveo", "prompt": "c164-s1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Joveo** — Best for Transparency & Analytics"}, {"id": "mai-20260917-1752-baseline|c164-s1|moonshot-small|LinkedIn", "prompt": "c164-s1", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LinkedIn (free + promoted) is often better for professional/salaried roles"}, {"id": "mai-20260917-1752-baseline|c164-s1|openai-small|JobTarget", "prompt": "c164-s1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **JobTarget"}, {"id": "mai-20260917-1752-baseline|c164-s1|openai-small|Appcast", "prompt": "c164-s1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you care most about mature programmatic optimization and you have enough hiring volume to justify a stronger platform"}, {"id": "mai-20260917-1752-baseline|c164-s1|openai-small|Joveo", "prompt": "c164-s1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Joveo is aimed more at large employers"}, {"id": "mai-20260917-1752-baseline|c164-s1|openai-small|Veritone Hire", "prompt": "c164-s1", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Veritone Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid alternative if you want automation plus broad distribution"}, {"id": "mai-20260917-1752-baseline|c164-s1|xai-small|Joveo", "prompt": "c164-s1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Joveo**—top G2 scores for SMBs, balances automation/transparency/analytics without overwhelming complexity."}, {"id": "mai-20260917-1752-baseline|c164-s1|xai-small|Talroo", "prompt": "c164-s1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-conscious SMBs wanting predictable spend, simple automation."}, {"id": "mai-20260917-1752-baseline|c164-s1|xai-small|Appcast", "prompt": "c164-s1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lower ratings; more enterprise-focused, less intuitive for tiny teams. Pricing opaque."}, {"id": "mai-20260917-1752-baseline|c164-s1|xai-small|PandoLogic (Veritone Hire)", "prompt": "c164-s1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "PandoLogic (Veritone Hire)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI bidding for high-volume, but limited small-biz reviews."}, {"id": "mai-20260917-1752-baseline|c164-s1|xai-small|Radancy", "prompt": "c164-s1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-heavy like Radancy/Recruitics: Often too services-led/pricey for small B2B."}, {"id": "mai-20260917-1752-baseline|c164-s1|xai-small|Recruitics", "prompt": "c164-s1", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy like Radancy/Recruitics: Often too services-led/pricey for small B2B."}, {"id": "mai-20260917-1752-baseline|c164-s1|zai-small|JobTarget", "prompt": "c164-s1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **JobTarget** is usually the best starting point"}, {"id": "mai-20260917-1752-baseline|c164-s1|zai-small|Appcast", "prompt": "c164-s1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Appcast** is powerful but over\\u2011engineered for most small B2B teams."}, {"id": "mai-20260917-1752-baseline|c164-s1|zai-small|Joveo", "prompt": "c164-s1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Starter plan is still **$7,500+/year** \\u2013 likely too expensive for a very small B2B."}, {"id": "mai-20260917-1752-baseline|c164-s1|zai-small|Recruitics", "prompt": "c164-s1", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "direct", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Clearly positioned for enterprise budgets \\u2013 not cost\\u2011effective for small B2B."}, {"id": "mai-20260917-1752-baseline|c164-s2|alibaba-small|Workable", "prompt": "c164-s2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** is the industry standard for SMBs... **Workable** (Highly Recommended)"}, {"id": "mai-20260917-1752-baseline|c164-s2|alibaba-small|ZipRecruiter", "prompt": "c164-s2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ZipRecruiter is the most efficient distribution engine on the market."}, {"id": "mai-20260917-1752-baseline|c164-s2|alibaba-small|LinkedIn Recruiter Lite", "prompt": "c164-s2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Passive Talent: LinkedIn Recruiter Lite"}, {"id": "mai-20260917-1752-baseline|c164-s2|alibaba-small|Jobisland", "prompt": "c164-s2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Jobisland", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the quality is lower. Use this if you are hiring for junior support roles, but avoid it if you are trying to hire senior B2B leadership."}, {"id": "mai-20260917-1752-baseline|c164-s2|alibaba-small|Mechanical Job", "prompt": "c164-s2", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Mechanical Job", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jobisland** (or Mechanical Job)"}, {"id": "mai-20260917-1752-baseline|c164-s2|challenger-small|JazzHR", "prompt": "c164-s2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **JazzHR** as the best starting point for job posting distribution"}, {"id": "mai-20260917-1752-baseline|c164-s2|challenger-small|GoHire", "prompt": "c164-s2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "GoHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoHire** if you want a tool described as best for **small business hiring**"}, {"id": "mai-20260917-1752-baseline|c164-s2|challenger-small|JOIN", "prompt": "c164-s2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JOIN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JOIN** if you want broader **multi-board posting** reach"}, {"id": "mai-20260917-1752-baseline|c164-s2|challenger-small|CareerPlug", "prompt": "c164-s2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "CareerPlug", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CareerPlug** or **SmoothHiring** if you want a more guided end-to-end workflow"}, {"id": "mai-20260917-1752-baseline|c164-s2|challenger-small|SmoothHiring", "prompt": "c164-s2", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SmoothHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CareerPlug** or **SmoothHiring** if you want a more guided end-to-end workflow"}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|Betterteam", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Betterteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Betterteam** as the best overall distribution tool"}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|LinkedIn", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**don't skip LinkedIn** in your distribution mix—it's the most relevant channel for B2B candidates"}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|ZipRecruiter", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Catch:** Pricing is *not* transparent ... and it gets expensive fast if you have multiple open roles. No free plan."}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|Indeed", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Indeed — The budget/free option ... but it's **volume-oriented**"}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|Glassdoor", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "100+ job boards including Indeed, LinkedIn, ZipRecruiter, Glassdoor, and Google for Jobs"}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|Google for Jobs", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Indeed, LinkedIn, ZipRecruiter, Glassdoor, and Google for Jobs"}, {"id": "mai-20260917-1752-baseline|c164-s2|deepseek-small|SalesDevJobs", "prompt": "c164-s2", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "SalesDevJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pair it with a niche sales-focused board (like SalesDevJobs for SDR/BDR roles)"}, {"id": "mai-20260917-1752-baseline|c164-s2|google-small|Workable", "prompt": "c164-s2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable: Best Overall for Finding High-Quality B2B Talent"}, {"id": "mai-20260917-1752-baseline|c164-s2|google-small|Breezy HR", "prompt": "c164-s2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Breezy HR: Best for Bootstrapped/Lean B2B Startups"}, {"id": "mai-20260917-1752-baseline|c164-s2|google-small|JazzHR", "prompt": "c164-s2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JazzHR: Best Value & Customization for Small Teams"}, {"id": "mai-20260917-1752-baseline|c164-s2|google-small|Zoho Recruit", "prompt": "c164-s2", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Recruit: Best for Teams Already Using Zoho CRM"}, {"id": "mai-20260917-1752-baseline|c164-s2|meta-small|JazzHR", "prompt": "c164-s2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JazzHR - Best for budget SMB hiring with free board syndication and pricing starting from $1,000/year."}, {"id": "mai-20260917-1752-baseline|c164-s2|meta-small|Guideflow", "prompt": "c164-s2", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Guideflow - Best for SMBs and scaling teams that want predictive hiring, an ATS, and broad job-board distribution in one place."}, {"id": "mai-20260917-1752-baseline|c164-s2|minimax-small|Breezy HR", "prompt": "c164-s2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c164-s2|minimax-small|Jobboardly", "prompt": "c164-s2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Jobboardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically designed for small businesses and offers good job distribution capabilities"}, {"id": "mai-20260917-1752-baseline|c164-s2|minimax-small|ZipDo", "prompt": "c164-s2", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipDo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option for small businesses with good distribution features"}, {"id": "mai-20260917-1752-baseline|c164-s2|mistral-small|JazzHR", "prompt": "c164-s2", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **JazzHR** as a job posting distribution tool. It's specifically noted for being budget-friendly for SMBs, offering free board syndication"}, {"id": "mai-20260917-1752-baseline|c164-s2|moonshot-small|ZipRecruiter", "prompt": "c164-s2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ZipRecruiter** offers the widest reach with the least effort—but at a higher monthly cost."}, {"id": "mai-20260917-1752-baseline|c164-s2|moonshot-small|Breezy HR", "prompt": "c164-s2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a **small B2B business**, I'd recommend starting with **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c164-s2|moonshot-small|Workable", "prompt": "c164-s2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Sourcing + Distribution"}, {"id": "mai-20260917-1752-baseline|c164-s2|moonshot-small|JazzHR", "prompt": "c164-s2", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Dedicated ATS"}, {"id": "mai-20260917-1752-baseline|c164-s2|openai-small|Wizehire", "prompt": "c164-s2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Wizehire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Wizehire** as the safest default choice"}, {"id": "mai-20260917-1752-baseline|c164-s2|openai-small|Zoho Recruit", "prompt": "c164-s2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a broader recruiting system with lots of features and a free tier"}, {"id": "mai-20260917-1752-baseline|c164-s2|openai-small|JOIN", "prompt": "c164-s2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JOIN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if your priority is broad distribution; it lets you publish across **250+ job boards**"}, {"id": "mai-20260917-1752-baseline|c164-s2|openai-small|ZipRecruiter", "prompt": "c164-s2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "very easy for quick distribution ... but it can be pricier for smaller teams"}, {"id": "mai-20260917-1752-baseline|c164-s2|openai-small|Postings.com", "prompt": "c164-s2", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Postings.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you want distribution plus more of a recruiting workflow system"}, {"id": "mai-20260917-1752-baseline|c164-s2|xai-small|JazzHR", "prompt": "c164-s2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend JazzHR as the top job posting distribution tool."}, {"id": "mai-20260917-1752-baseline|c164-s2|xai-small|Breezy HR", "prompt": "c164-s2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quick alternatives if it doesn't fit: Breezy HR | You want a free tier to test"}, {"id": "mai-20260917-1752-baseline|c164-s2|xai-small|ZipRecruiter", "prompt": "c164-s2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "100+ boards with AI matching; good volume but less B2B-targeted"}, {"id": "mai-20260917-1752-baseline|c164-s2|xai-small|LinkedIn Jobs", "prompt": "c164-s2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purely professional/B2B hires ... no broad distribution but top for sales roles"}, {"id": "mai-20260917-1752-baseline|c164-s2|xai-small|Zoho Recruit", "prompt": "c164-s2", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Recruit's free tier is a solid backup."}, {"id": "mai-20260917-1752-baseline|c164-s2|zai-small|JazzHR", "prompt": "c164-s2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: JazzHR"}, {"id": "mai-20260917-1752-baseline|c164-s2|zai-small|Indeed", "prompt": "c164-s2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Post to **major job boards** (Indeed, LinkedIn, ZipRecruiter, etc.) from one dashboard"}, {"id": "mai-20260917-1752-baseline|c164-s2|zai-small|LinkedIn", "prompt": "c164-s2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Post to **major job boards** (Indeed, LinkedIn, ZipRecruiter, etc.)"}, {"id": "mai-20260917-1752-baseline|c164-s2|zai-small|Workable", "prompt": "c164-s2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Workable"}, {"id": "mai-20260917-1752-baseline|c164-s2|zai-small|ZipRecruiter", "prompt": "c164-s2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative: ZipRecruiter"}, {"id": "mai-20260917-1752-baseline|c164-s2|zai-small|Breezy HR", "prompt": "c164-s2", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starting free, simple posting"}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|LinkedIn", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you need operators/admin:** Use **Indeed** (with a cap on daily spend) or **LinkedIn**."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|Indeed", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need operators/admin:** Use **Indeed** (with a cap on daily spend) or **LinkedIn**. ... Do not pay much for Indeed."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|Wellfound (formerly AngelList Talent)", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound (formerly AngelList Talent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are technical:** Post on **Wellfound** and manually scrape talent from **GitHub**."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|Y Combinator Jobs", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Y Combinator Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Tech-forward teams affiliated with the YC ecosystem."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|FlexJobs", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Remote-only teams."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|We Work Remotely", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "We Work Remotely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you are fully remote:** List on **We Work Remotely** (for broad appeal) or **RemoteOK**."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|GitHub", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Post on **Wellfound** and manually scrape talent from **GitHub**."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|Stack Overflow", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Stack Overflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Developers (GitHub/Stack), Designers (Dribbble/Behance)."}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|Dribbble", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dribbble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Designers (Dribbble/Behance)"}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|Behance", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Behance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specialized (e.g., Behance)"}, {"id": "mai-20260917-1752-baseline|c164-s3|alibaba-small|RemoteOK", "prompt": "c164-s3", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "RemoteOK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "List on **We Work Remotely** (for broad appeal) or **RemoteOK**."}, {"id": "mai-20260917-1752-baseline|c164-s3|anthropic-small|Indeed", "prompt": "c164-s3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams on a tight budget, Indeed offers a free starting point."}, {"id": "mai-20260917-1752-baseline|c164-s3|anthropic-small|ZipRecruiter", "prompt": "c164-s3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For faster, more targeted hiring, ZipRecruiter provides better AI matching and multi-board distribution."}, {"id": "mai-20260917-1752-baseline|c164-s3|anthropic-small|LinkedIn", "prompt": "c164-s3", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "LinkedIn's candidate base and pricing structure are less practical for small businesses filling frontline, hourly, or trade roles quickly."}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|Indeed", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Indeed**: Best for **high-volume reach** and broad candidate pools; it also offers free posts in limited amounts"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|ZipRecruiter", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ZipRecruiter**: Best for **speed** and smaller teams... especially strong for SMB hiring"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|LinkedIn Jobs", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **professional, salaried, and management roles**"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|Facebook Jobs / Craigslist", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Facebook Jobs / Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **local, low-budget hiring**"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|Dice", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **tech and IT talent**; it is more specialized than general job boards"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|Snagajob", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **hourly, restaurant, and hospitality hiring**"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|Handshake", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for **college recruiting, internships, and early-career talent**"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|JazzHR", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like **JazzHR** and **Manatal** combine job advertising with applicant tracking and workflow features"}, {"id": "mai-20260917-1752-baseline|c164-s3|challenger-small|Manatal", "prompt": "c164-s3", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms like **JazzHR** and **Manatal** combine job advertising with applicant tracking and workflow features"}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|Indeed", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Indeed's free post** and **Google for Jobs** for baseline reach at $0."}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|LinkedIn", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **LinkedIn** for professional/white-collar or hard-to-fill roles"}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|ZipRecruiter", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **ZipRecruiter** if you're hiring frequently and want automated distribution"}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|Glassdoor", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The price is high for a small team unless branding is a priority."}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|Google for Jobs", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free hidden gem ... Often overlooked but worth adding."}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|Handshake", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **Handshake** or **Craigslist** for entry-level and local/hourly roles."}, {"id": "mai-20260917-1752-baseline|c164-s3|deepseek-small|Craigslist", "prompt": "c164-s3", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for local/hourly hiring on a budget"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Indeed", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Indeed: Best for Mass Reach & Budget Control ... Indeed is the largest job board in the world."}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|LinkedIn Jobs", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LinkedIn is the gold standard for hiring professional, corporate, and technical roles."}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|ZipRecruiter", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your small team needs to hire someone *yesterday* ... ZipRecruiter is designed for speed."}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Wellfound (formerly AngelList)", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound (formerly AngelList)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tech & Startups ... Platforms like Wellfound (for startups and tech)"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|We Work Remotely", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "We Work Remotely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "We Work Remotely (for remote-first teams)"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Behance/Dribbble", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Behance/Dribbble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Behance/Dribbble (for creatives) focus exclusively on a single vertical"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Breezy HR", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Invest in an affordable ATS like **Manatal** or **Breezy HR** to manage candidate flow and automatically syndicate your jobs"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Dover", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "affordable Applicant Tracking System (ATS) like **Breezy HR**, **Dover**, or **Manatal**"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Manatal", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Invest in an affordable ATS like **Manatal** or **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c164-s3|google-small|Google for Jobs", "prompt": "c164-s3", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "format your job post so that it gets scraped by **Google for Jobs**"}, {"id": "mai-20260917-1752-baseline|c164-s3|meta-small|Indeed", "prompt": "c164-s3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Indeed is considered the best overall job posting site"}, {"id": "mai-20260917-1752-baseline|c164-s3|meta-small|ZipRecruiter", "prompt": "c164-s3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ZipRecruiter is best for small businesses"}, {"id": "mai-20260917-1752-baseline|c164-s3|meta-small|Craigslist", "prompt": "c164-s3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Craigslist is a good option for local hiring"}, {"id": "mai-20260917-1752-baseline|c164-s3|meta-small|LinkedIn", "prompt": "c164-s3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LinkedIn is ideal for professional hiring"}, {"id": "mai-20260917-1752-baseline|c164-s3|meta-small|Handshake", "prompt": "c164-s3", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Handshake is a good platform for college recruiting"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Indeed", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with:** Indeed (free + sponsored) + LinkedIn (for professional roles)"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|LinkedIn Jobs", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with:** Indeed (free + sponsored) + LinkedIn (for professional roles)"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|ZipRecruiter", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "allocate $100-300/month to sponsor critical roles on Indeed or ZipRecruiter"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Glassdoor", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** More expensive; best as complement to other platforms"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Workable", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like Workable include built-in ATS features"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|PostJobFree", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "PostJobFree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use free postings on Indeed, PostJobFree, and Craigslist to cast a wide net"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Craigslist", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use free postings on Indeed, PostJobFree, and Craigslist to cast a wide net"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Locanto", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Locanto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Locanto** - Free geo-targeted classifieds"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Snagajob", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Snagajob** - Best for hourly/gig work"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Handshake", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Handshake** - Free for early career/military talent"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|Dice", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Niche boards (Dice for tech, FlexJobs for remote, Handshake for entry-level)"}, {"id": "mai-20260917-1752-baseline|c164-s3|minimax-small|FlexJobs", "prompt": "c164-s3", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Niche boards (Dice for tech, FlexJobs for remote, Handshake for entry-level)"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|Indeed", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Overall reach and early-stage hiring... a broad-reach site (Indeed or ZipRecruiter) is a cost-effective strategy"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|ZipRecruiter", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a broad-reach site (Indeed or ZipRecruiter) is a cost-effective strategy"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|LinkedIn", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If professional networking is key, LinkedIn is a strong addition."}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|Craigslist", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a combination of free local platforms (Craigslist, Facebook Jobs)"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|Facebook Jobs", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Facebook Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a combination of free local platforms (Craigslist, Facebook Jobs)"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|PostJobFree", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "PostJobFree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PostJobFree offers unlimited free postings"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|Locanto", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Locanto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Locanto allows zip-code filtered classifieds"}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|Snagajob", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need to hire many hourly workers, Snagajob is ideal."}, {"id": "mai-20260917-1752-baseline|c164-s3|mistral-small|Handshake", "prompt": "c164-s3", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For entry-level roles, Handshake is worth considering."}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Indeed", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Indeed** | Overall volume & speed ... Massive reach (250M+ monthly visitors); fastest applicant flow"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|ZipRecruiter", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small team, no time to manage multiple boards | **ZipRecruiter**"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|LinkedIn", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hiring experienced professionals/managers | **LinkedIn**"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Glassdoor", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Must bundle with Indeed; less effective as a standalone job board"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Google for Jobs", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Indeed free** + **Google for Jobs** (free via structured data)"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Dice", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider niche boards: For tech (Dice, Wellfound)"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Wellfound", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For tech (Dice, Wellfound)"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Handshake", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "early career (Handshake)"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Snagajob", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Snagajob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "hourly work (Snagajob, Craigslist for local roles)"}, {"id": "mai-20260917-1752-baseline|c164-s3|moonshot-small|Craigslist", "prompt": "c164-s3", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Snagajob, Craigslist for local roles"}, {"id": "mai-20260917-1752-baseline|c164-s3|openai-small|Indeed", "prompt": "c164-s3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hiring **hourly, admin, customer service, or general roles**: start with **Indeed**."}, {"id": "mai-20260917-1752-baseline|c164-s3|openai-small|LinkedIn Jobs", "prompt": "c164-s3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hiring **knowledge workers or professionals**: start with **LinkedIn**."}, {"id": "mai-20260917-1752-baseline|c164-s3|openai-small|ZipRecruiter", "prompt": "c164-s3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want **low-lift distribution across many channels**: try **ZipRecruiter**."}, {"id": "mai-20260917-1752-baseline|c164-s3|openai-small|Niche job boards", "prompt": "c164-s3", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Niche job boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often smaller reach, but better candidate relevance"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|Indeed", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start free on Indeed + LinkedIn/Wellfound, then sponsor top performers"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|LinkedIn", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start free on Indeed + LinkedIn/Wellfound"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|ZipRecruiter", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ZipRecruiter and Indeed automate distribution/matching, reducing manual work"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|Glassdoor", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employer branding + mid-level roles ... Fewer apps (20-40/post), Indeed-owned (overlaps)"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|Wellfound", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startups/tech roles ... Unlimited free posts; Niche audience only"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|Craigslist", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Craigslist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Craigslist (low-cost local)"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|PostJobFree", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "PostJobFree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PostJobFree (unlimited free, basic)"}, {"id": "mai-20260917-1752-baseline|c164-s3|xai-small|Handshake", "prompt": "c164-s3", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Handshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Handshake (entry-level) can supplement"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|JazzHR", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All‑in‑one ATS + posting** | Workable (most complete) or JazzHR (easiest entry)"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|Workable", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workable (most complete) or JazzHR (easiest entry)"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|ZipRecruiter", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "ZipRecruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fast, high‑volume posting** | ZipRecruiter (best for raw reach)"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|Breezy HR", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple, user‑friendly posting + basic tracking** | Breezy HR"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|Greenhouse", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Structured interviews & compliance** | Greenhouse"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|Lever", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Candidate nurturing & pipeline management** | Lever"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|100Hires", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Automation + AI screening + posting** | 100Hires"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|Teamtailor", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Employer branding + ATS** | Teamtailor"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|Indeed", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Pure posting boards** (e.g., Indeed, LinkedIn Jobs, ZipRecruiter)"}, {"id": "mai-20260917-1752-baseline|c164-s3|zai-small|LinkedIn Jobs", "prompt": "c164-s3", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "comparative", "raw": "LinkedIn Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LinkedIn Jobs (standalone) or Workable / JazzHR with LinkedIn integration"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|ZipRecruiter", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For generalist roles (Admin, Sales, Ops, Management): Go with **ZipRecruiter**."}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|Wellfound (formerly AngelList Talent)", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Wellfound (formerly AngelList Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Technical roles (Dev, IT, Creative): Use **Wellfound**. It is free and targeted"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|Adzuna", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adzuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adzuna is the industry leader... Transparent Pricing"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|EasyJobs (formerly HireAbility)", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "EasyJobs (formerly HireAbility)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Alternative Syndicator: EasyJobs"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|LinkedIn", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caters heavily to small businesses that find ZipRecruiter or LinkedIn too aggressive or expensive"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|Monster", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** **Avoid.** These require minimum spend guarantees"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|CareerBuilder", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Verdict:** **Avoid.** These require minimum spend guarantees"}, {"id": "mai-20260917-1752-baseline|c164-s4|alibaba-small|Indeed (Free Posting)", "prompt": "c164-s4", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed (Free Posting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For extreme zero-budget situations: Rely on **Indeed (Free Posting)**"}, {"id": "mai-20260917-1752-baseline|c164-s4|anthropic-small|Appcast", "prompt": "c164-s4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Appcast** is a strong choice for small businesses."}, {"id": "mai-20260917-1752-baseline|c164-s4|anthropic-small|Talroo Ad Platform", "prompt": "c164-s4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo Ad Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Talroo Ad Platform** is another option specifically built for small businesses."}, {"id": "mai-20260917-1752-baseline|c164-s4|anthropic-small|VONQ", "prompt": "c164-s4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "VONQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "VONQ is noted for its data-driven technology and easy-to-use interface for job board advertising"}, {"id": "mai-20260917-1752-baseline|c164-s4|anthropic-small|JobG8", "prompt": "c164-s4", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobG8", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JobG8 is a comprehensive service with advanced programmatic bidding systems"}, {"id": "mai-20260917-1752-baseline|c164-s4|challenger-small|Joveo", "prompt": "c164-s4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joveo** is the safest pick ... I'd choose **Joveo** first"}, {"id": "mai-20260917-1752-baseline|c164-s4|challenger-small|Recruitics", "prompt": "c164-s4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main goal is **high-volume hiring** and you can afford more of a managed approach, **Recruitics** is positioned more for outsourcing"}, {"id": "mai-20260917-1752-baseline|c164-s4|challenger-small|DirectEmployers / DE Amplify", "prompt": "c164-s4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectEmployers / DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want automated job distribution and real-time budget allocation, though the result set does not clearly show small-business pricing"}, {"id": "mai-20260917-1752-baseline|c164-s4|challenger-small|Appcast", "prompt": "c164-s4", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong platform overall, but the results emphasize enterprise and higher-volume use cases more than small-budget buyers"}, {"id": "mai-20260917-1752-baseline|c164-s4|deepseek-small|DirectlyApply", "prompt": "c164-s4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectlyApply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **DirectlyApply** (free / $19 per posting, no contracts) if you want the lowest barrier to entry"}, {"id": "mai-20260917-1752-baseline|c164-s4|deepseek-small|JobTarget", "prompt": "c164-s4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "want truly pay-as-you-go pricing, go with **JobTarget**"}, {"id": "mai-20260917-1752-baseline|c164-s4|deepseek-small|Appcast", "prompt": "c164-s4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Appcast** is the performance-based option worth a trial"}, {"id": "mai-20260917-1752-baseline|c164-s4|deepseek-small|Talroo", "prompt": "c164-s4", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Talroo — Good for enforced budget ceilings"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Joveo", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level programmatic platforms (like Joveo, Appcast, or Recruitics) are incredibly powerful, they are generally built for high-volume hiring and often require steep monthly minimum spends"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Appcast", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally built for high-volume hiring and often require steep monthly minimum spends ($500 to $5,000+ per month)"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Recruitics", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally built for high-volume hiring and often require steep monthly minimum spends ($500 to $5,000+ per month)"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|JobTarget", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "JobTarget (Best Overall for SMBs) ... most accessible and cost-effective programmatic distribution platform for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|JOIN (join.com)", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JOIN (join.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Occasional/Single-Role Hiring ... built specifically for European and global SMBs"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Broadbean Programmatic", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Broadbean Programmatic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Already Use an ATS ... one of the easiest ways to implement programmatic buying"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|DE Amplify by DirectEmployers", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DE Amplify by DirectEmployers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Non-Profit/Pay-as-You-Go Option ... no long-term contracts and you only pay-for-performance"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Breezy HR", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use an SMB applicant tracking system like Breezy HR, Workable, or JazzHR, check their native \"Boost\" or \"Sponsor\" options"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Workable", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "check their native \"Boost\" or \"Sponsor\" options"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|JazzHR", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "check their native \"Boost\" or \"Sponsor\" options"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|Indeed", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Beware of Indeed's New Minimums ... Indeed has strict minimum budget requirements per job posting"}, {"id": "mai-20260917-1752-baseline|c164-s4|google-small|ZipRecruiter", "prompt": "c164-s4", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "allowing you to sponsor jobs on major aggregators (like Indeed or ZipRecruiter) directly from your dashboard"}, {"id": "mai-20260917-1752-baseline|c164-s4|meta-small|Appcast", "prompt": "c164-s4", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some top options include Appcast, Joveo, and other platforms listed in the search results."}, {"id": "mai-20260917-1752-baseline|c164-s4|meta-small|Joveo", "prompt": "c164-s4", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some top options include Appcast, Joveo, and other platforms listed in the search results."}, {"id": "mai-20260917-1752-baseline|c164-s4|minimax-small|Talroo", "prompt": "c164-s4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Talroo** or **DirectEmployers DE Amplify**"}, {"id": "mai-20260917-1752-baseline|c164-s4|minimax-small|DirectEmployers DE Amplify", "prompt": "c164-s4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Talroo** or **DirectEmployers DE Amplify**"}, {"id": "mai-20260917-1752-baseline|c164-s4|minimax-small|Adway", "prompt": "c164-s4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pricing**: Free to start, from \\u20ac99/month - One of the lowest entry points available"}, {"id": "mai-20260917-1752-baseline|c164-s4|minimax-small|Appcast", "prompt": "c164-s4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget caps that prevent runaway spend per role"}, {"id": "mai-20260917-1752-baseline|c164-s4|minimax-small|TalentBurst", "prompt": "c164-s4", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "TalentBurst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheaper entry point for job distribution"}, {"id": "mai-20260917-1752-baseline|c164-s4|mistral-small|Joveo", "prompt": "c164-s4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company, Joveo may be the more accessible option due to its flexibility and strong reviews for cost efficiency"}, {"id": "mai-20260917-1752-baseline|c164-s4|mistral-small|Appcast", "prompt": "c164-s4", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Appcast is ideal if you want maximum automation and real-time optimization"}, {"id": "mai-20260917-1752-baseline|c164-s4|moonshot-small|Talroo", "prompt": "c164-s4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Talroo or Joveo if you can allocate at least a few hundred dollars monthly"}, {"id": "mai-20260917-1752-baseline|c164-s4|moonshot-small|Joveo", "prompt": "c164-s4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Talroo or Joveo"}, {"id": "mai-20260917-1752-baseline|c164-s4|moonshot-small|JobAdX", "prompt": "c164-s4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobAdX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Dynamic Cost Optimization"}, {"id": "mai-20260917-1752-baseline|c164-s4|moonshot-small|TalentBurst", "prompt": "c164-s4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "TalentBurst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-Friendly Entry Option"}, {"id": "mai-20260917-1752-baseline|c164-s4|moonshot-small|Zoho Recruit", "prompt": "c164-s4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable all-in-one ATS + recruitment marketing solution"}, {"id": "mai-20260917-1752-baseline|c164-s4|moonshot-small|Indeed Sponsored Jobs", "prompt": "c164-s4", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed Sponsored Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Indeed Sponsored Jobs with strict daily budget caps"}, {"id": "mai-20260917-1752-baseline|c164-s4|openai-small|JobTarget", "prompt": "c164-s4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best pick is usually **JobTarget**"}, {"id": "mai-20260917-1752-baseline|c164-s4|openai-small|Monster+", "prompt": "c164-s4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Monster+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a second choice, **Monster+** is also worth a look"}, {"id": "mai-20260917-1752-baseline|c164-s4|openai-small|Appcast", "prompt": "c164-s4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Appcast** or **Joveo**, but these are typically more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c164-s4|openai-small|Joveo", "prompt": "c164-s4", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Appcast** or **Joveo**, but these are typically more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|JobTarget's Programmatic platform", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget's Programmatic platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JobTarget's Programmatic platform** stands out as one of the best programmatic job advertising options"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Appcast", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Appcast** (Entry-level viable): ... but better for slightly higher budgets."}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Joveo", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid enterprise-heavy**: Skip Joveo/Recruitics (quote-based, scale-focused)."}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Talroo", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Talroo** (Strong for hourly/frontline roles)"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Adway", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Adway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free to start with pay-as-you-go (from ~€99/mo)."}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Indeed", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Post natively on Indeed, LinkedIn (free tier)"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|LinkedIn", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Post natively on Indeed, LinkedIn (free tier)"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Google for Jobs", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google for Jobs (via structured data/ATS)"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|ZipRecruiter", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ZipRecruiter sponsored (starts ~$16/day)"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|Recruitics", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Recruitics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Skip Joveo/Recruitics (quote-based, scale-focused)."}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|JobsPipe", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobsPipe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Use APIs like JobsPipe (free 1K jobs/mo tier)"}, {"id": "mai-20260917-1752-baseline|c164-s4|xai-small|JSearch", "prompt": "c164-s4", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JSearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "JSearch (freemium) to pull/analyze competitor data"}, {"id": "mai-20260917-1752-baseline|c164-s4|zai-small|JobTarget", "prompt": "c164-s4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "JobTarget", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best programmatic job advertising platform for a small company with a tight budget is **JobTarget**"}, {"id": "mai-20260917-1752-baseline|c164-s4|zai-small|Talroo", "prompt": "c164-s4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: Talroo ... is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c164-s4|zai-small|Appcast", "prompt": "c164-s4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Appcast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "You should avoid large enterprise platforms like **Appcast** or **Joveo**"}, {"id": "mai-20260917-1752-baseline|c164-s4|zai-small|Joveo", "prompt": "c164-s4", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "budget", "raw": "Joveo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should avoid large enterprise platforms like **Appcast** or **Joveo**"}, {"id": "mai-20260917-1752-baseline|c164-s5|alibaba-small|Appcast", "prompt": "c164-s5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When requesting demos from vendors (such as Appcast, Recruitics, Joveo, or PandoLogic)"}, {"id": "mai-20260917-1752-baseline|c164-s5|alibaba-small|Recruitics", "prompt": "c164-s5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Appcast, Recruitics, Joveo, or PandoLogic"}, {"id": "mai-20260917-1752-baseline|c164-s5|alibaba-small|Joveo", "prompt": "c164-s5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Appcast, Recruitics, Joveo, or PandoLogic"}, {"id": "mai-20260917-1752-baseline|c164-s5|alibaba-small|PandoLogic", "prompt": "c164-s5", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Appcast, Recruitics, Joveo, or PandoLogic"}, {"id": "mai-20260917-1752-baseline|c164-s5|deepseek-small|DirectEmployers' Amplify", "prompt": "c164-s5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "DirectEmployers' Amplify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "handle all technical setup and campaign management — this can be ideal for a 30-person company that doesn't want to learn ad buying"}, {"id": "mai-20260917-1752-baseline|c164-s5|deepseek-small|Appcast", "prompt": "c164-s5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Appcast** – feed-driven distribution, good cost-per-apply focus."}, {"id": "mai-20260917-1752-baseline|c164-s5|deepseek-small|Joveo", "prompt": "c164-s5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Joveo** – strong for automated optimization and clear reporting, works for small/mid teams too."}, {"id": "mai-20260917-1752-baseline|c164-s5|deepseek-small|PandoLogic", "prompt": "c164-s5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PandoLogic** – ad automation + source attribution."}, {"id": "mai-20260917-1752-baseline|c164-s5|deepseek-small|Radancy", "prompt": "c164-s5", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Radancy** – strong ATS/job-level targeting alignment."}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|PandoLogic", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard enterprise platforms (like PandoLogic, Recruitics, or Radancy) are usually a poor fit for a 30-person company."}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Recruitics", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard enterprise platforms (like PandoLogic, Recruitics, or Radancy) are usually a poor fit for a 30-person company."}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Radancy", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Radancy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard enterprise platforms (like PandoLogic, Recruitics, or Radancy) are usually a poor fit for a 30-person company."}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Greenhouse", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Greenhouse has a direct \"Job Ad Market\" partnership with Appcast"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Workable", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workable's built-in campaign booster"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Lever", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMB-friendly Applicant Tracking System (ATS) like Greenhouse, Workable, Lever, or Ashby"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Ashby", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMB-friendly Applicant Tracking System (ATS) like Greenhouse, Workable, Lever, or Ashby"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Appcast", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Running a test campaign directly through your ATS's native programmatic partners (like Appcast via Greenhouse ...) is the fastest, safest, and most cost-effective way"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|JobTarget", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for platforms that do not lock you into annual enterprise contracts and have low or no monthly minimum spends (such as JobTarget or DirectEmployers' DE Amplify)"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|DirectEmployers' DE Amplify", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "DirectEmployers' DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "low or no monthly minimum spends (such as JobTarget or DirectEmployers' DE Amplify)"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|Indeed", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Indeed\\u2019s minimums can instantly eat up a small budget"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|LinkedIn", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "route your budget to alternative high-performing sources (like LinkedIn, ZipRecruiter, or niche boards)"}, {"id": "mai-20260917-1752-baseline|c164-s5|google-small|ZipRecruiter", "prompt": "c164-s5", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "route your budget to alternative high-performing sources (like LinkedIn, ZipRecruiter, or niche boards)"}, {"id": "mai-20260917-1752-baseline|c164-s5|meta-small|Joveo", "prompt": "c164-s5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top programmatic job advertising platforms include Joveo, Recruitics, VONQ, and PandoLogic."}, {"id": "mai-20260917-1752-baseline|c164-s5|meta-small|Recruitics", "prompt": "c164-s5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Recruitics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top programmatic job advertising platforms include Joveo, Recruitics, VONQ, and PandoLogic."}, {"id": "mai-20260917-1752-baseline|c164-s5|meta-small|VONQ", "prompt": "c164-s5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "VONQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top programmatic job advertising platforms include Joveo, Recruitics, VONQ, and PandoLogic."}, {"id": "mai-20260917-1752-baseline|c164-s5|meta-small|PandoLogic", "prompt": "c164-s5", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "PandoLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top programmatic job advertising platforms include Joveo, Recruitics, VONQ, and PandoLogic."}, {"id": "mai-20260917-1752-baseline|c164-s5|minimax-small|Indeed", "prompt": "c164-s5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Global vs. niche job‑board network (Indeed, LinkedIn, Glassdoor, industry‑specific sites, local portals)"}, {"id": "mai-20260917-1752-baseline|c164-s5|minimax-small|LinkedIn", "prompt": "c164-s5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leverage free or low‑cost job boards first (Indeed free, Google Jobs, LinkedIn Free)"}, {"id": "mai-20260917-1752-baseline|c164-s5|minimax-small|Glassdoor", "prompt": "c164-s5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Indeed, LinkedIn, Glassdoor, industry‑specific sites, local portals"}, {"id": "mai-20260917-1752-baseline|c164-s5|minimax-small|Google Jobs", "prompt": "c164-s5", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Google Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Social‑media & search‑engine inventory (Google Jobs, Facebook, Instagram)"}, {"id": "mai-20260917-1752-baseline|c164-s5|moonshot-small|Adway", "prompt": "c164-s5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Adway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Adway** | Social-focused, affordable entry point | Free to start; from €99/mo"}, {"id": "mai-20260917-1752-baseline|c164-s5|moonshot-small|Talroo", "prompt": "c164-s5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Talroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider platforms like **Talroo** that let you set cost ceilings and enforce them automatically"}, {"id": "mai-20260917-1752-baseline|c164-s5|moonshot-small|DirectEmployers DE Amplify", "prompt": "c164-s5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget transparency, pay-for-performance | Pay-for-performance"}, {"id": "mai-20260917-1752-baseline|c164-s5|moonshot-small|JobTarget", "prompt": "c164-s5", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "JobTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Access to 25,000+ job boards | Pay per posting/campaign"}, {"id": "mai-20260917-1752-baseline|c164-s5|xai-small|DirectEmployers DE Amplify", "prompt": "c164-s5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "DirectEmployers DE Amplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "platforms like DirectEmployers DE Amplify emphasize budget transparency for smaller volumes"}, {"id": "mai-20260917-1752-baseline|c164-s5|xai-small|Appcast", "prompt": "c164-s5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Appcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Appcast**: Strong enterprise reviews, 50%+ cost cuts, excellent ATS/optimization."}, {"id": "mai-20260917-1752-baseline|c164-s5|xai-small|Joveo", "prompt": "c164-s5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Joveo/DirectEmployers**: Budget-friendly for SMBs, broad reach, pay-for-performance."}, {"id": "mai-20260917-1752-baseline|c164-s5|xai-small|Radancy", "prompt": "c164-s5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Radancy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Radancy**: Analytics depth, integrates career site/programmatic."}, {"id": "mai-20260917-1752-baseline|c164-s5|xai-small|Phenom", "prompt": "c164-s5", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 platforms (e.g., Appcast, Joveo, Radancy, Phenom, DirectEmployers—top-rated on G2 for ROI/cost savings)"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|Intch", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Subscription Trap Platforms (e.g., Intch) ... Why to avoid: Users frequently report being charged monthly despite wanting to stop"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|Monster", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Generalist Boards (e.g., Monster, CareerBuilder) ... Why to avoid: ... outdated technology, high costs"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|CareerBuilder", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy Generalist Boards (e.g., Monster, CareerBuilder) ... Why to avoid"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|LinkedIn", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "slower processing times compared to modern competitors like LinkedIn and Indeed"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|Indeed", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Indeed (Organic Listings) ... free organic listings decay rapidly ... Costs can spiral quickly"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|ZipRecruiter", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the subscription cost may exceed the price of posting on a niche board or using other methods"}, {"id": "mai-20260917-1752-baseline|c164-s6|alibaba-small|Craigslist", "prompt": "c164-s6", "model": "alibaba-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "recent fee increases ($10\\u2013$75 depending on the metro area) make it more expensive for larger cities"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Craigslist", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "as are Craigslist jobs and platforms that charge to view listings"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Indeed", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "scammers do post fake job listings on real job boards like Indeed, LinkedIn, Monster, Glassdoor, and CareerBuilder"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|LinkedIn", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "scammers do post fake job listings on real job boards like Indeed, LinkedIn, Monster, Glassdoor, and CareerBuilder"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|ZipRecruiter", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major platforms like Indeed, LinkedIn, and ZipRecruiter are generally reputable"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Monster", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "fake job listings on real job boards like Indeed, LinkedIn, Monster, Glassdoor, and CareerBuilder"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Glassdoor", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "fake job listings on real job boards like Indeed, LinkedIn, Monster, Glassdoor, and CareerBuilder"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|CareerBuilder", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "fake job listings on real job boards like Indeed, LinkedIn, Monster, Glassdoor, and CareerBuilder"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Facebook", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Scammers use platforms like Facebook, Instagram, TikTok, WhatsApp, and Telegram to promote fake opportunities"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Instagram", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Scammers use platforms like Facebook, Instagram, TikTok, WhatsApp, and Telegram to promote fake opportunities"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|TikTok", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Scammers use platforms like Facebook, Instagram, TikTok, WhatsApp, and Telegram to promote fake opportunities"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|WhatsApp", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Scammers use platforms like Facebook, Instagram, TikTok, WhatsApp, and Telegram to promote fake opportunities"}, {"id": "mai-20260917-1752-baseline|c164-s6|anthropic-small|Telegram", "prompt": "c164-s6", "model": "anthropic-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Scammers use platforms like Facebook, Instagram, TikTok, WhatsApp, and Telegram to promote fake opportunities"}, {"id": "mai-20260917-1752-baseline|c164-s6|challenger-small|Dice", "prompt": "c164-s6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "specialized tech boards like **Dice** if the job is not in IT"}, {"id": "mai-20260917-1752-baseline|c164-s6|challenger-small|Airtasker", "prompt": "c164-s6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Airtasker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "task-based platforms like **Airtasker** if you are hiring an employee rather than posting a one-off task"}, {"id": "mai-20260917-1752-baseline|c164-s6|challenger-small|Indeed", "prompt": "c164-s6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **broad, low-cost options** such as **Indeed**, **LinkedIn**, or **Google for Jobs**"}, {"id": "mai-20260917-1752-baseline|c164-s6|challenger-small|LinkedIn", "prompt": "c164-s6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **broad, low-cost options** such as **Indeed**, **LinkedIn**, or **Google for Jobs**"}, {"id": "mai-20260917-1752-baseline|c164-s6|challenger-small|Google for Jobs", "prompt": "c164-s6", "model": "challenger-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with **broad, low-cost options** such as **Indeed**, **LinkedIn**, or **Google for Jobs**"}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Intch (intch.org)", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch (intch.org)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to AVOID Entirely ... Intch (intch.org) – The Subscription Trap ... one of the most heavily flagged platforms in recent reviews."}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Craigslist", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Craigslist (Notable Lack of Moderation) - The danger: It is the *easiest* place to get scammed or to attract low-quality candidates."}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Indeed", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Indeed (The Budget Trap) ... its pay-per-click (PPC) model can bleed a small business dry."}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|ZipRecruiter", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ZipRecruiter (Auto-Renewal and \"Pay-to-Stay\" Costs) ... a trial that auto-converts to a full subscription. If you forget to cancel, you are locked in for a year."}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Monster", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Small business owners on Reddit and business forums consistently describe Monster as \"garbage\" for small businesses."}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Linkein", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Linkein", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "LinkedIn is the most professional platform, but it is not immune to scams."}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Facebook Jobs", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Facebook Jobs (free and excellent for local/entry-level)"}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Poached", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Poached", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a niche board specific to your industry (e.g., Poached for hospitality, Dice for tech)"}, {"id": "mai-20260917-1752-baseline|c164-s6|deepseek-small|Dice", "prompt": "c164-s6", "model": "deepseek-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a niche board specific to your industry (e.g., Poached for hospitality, Dice for tech)"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|Indeed", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Indeed (Proceed with Extreme Caution & Strict Guardrails)"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|LinkedIn Sponsored Jobs", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn Sponsored Jobs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid for Blue-Collar, Local, or Entry-Level Roles... notoriously expensive for employers"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|Craigslist", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Craigslist and Cheap Classifieds (Avoid for Professional/Remote Roles)"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|Monster", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Today, they are largely outdated and inefficient for small businesses."}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|CareerBuilder", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Paying a premium fee for a dead platform is a poor return on investment"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|Google for Jobs", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Leverage Google for Jobs (Free)"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|Built In", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Built In", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use Niche Industry Boards: ... *Built In* or *Wellfound* for tech/startups"}, {"id": "mai-20260917-1752-baseline|c164-s6|google-small|Wellfound", "prompt": "c164-s6", "model": "google-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Built In* or *Wellfound* for tech/startups"}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|Indeed", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can be expensive for small businesses, especially if they are not getting enough free applications"}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|LinkedIn", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it can be expensive, and the cost per ad can be high."}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|ZipRecruiter", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it can be expensive for small businesses with limited budgets."}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|Google for Jobs", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Google for Jobs is a free aggregator that can be a good option for small businesses."}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|Dice", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, it may not be suitable for other types of roles."}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|Snagajob", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Snagajob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "However, it may not be suitable for other types of roles."}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|Jora", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Jora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Jora is a good option for free supplementary reach alongside a paid listing."}, {"id": "mai-20260917-1752-baseline|c164-s6|meta-small|Airtasker", "prompt": "c164-s6", "model": "meta-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Airtasker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Airtasker is best for tasks, not jobs."}, {"id": "mai-20260917-1752-baseline|c164-s6|minimax-small|Indeed", "prompt": "c164-s6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "scammers exploit popular job sites like Indeed and LinkedIn by copying legitimate job postings. While these are still widely used and generally reputable, be aware that fake versions..."}, {"id": "mai-20260917-1752-baseline|c164-s6|minimax-small|LinkedIn", "prompt": "c164-s6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "scammers exploit popular job sites like Indeed and LinkedIn by copying legitimate job postings"}, {"id": "mai-20260917-1752-baseline|c164-s6|minimax-small|Google for Jobs", "prompt": "c164-s6", "model": "minimax-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Generally Recommended for Small Businesses:**\n- Indeed (free tier available)\n- LinkedIn\n- Google for Jobs"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|Craigslist", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "often criticized for a high volume of scams, spam, and low-quality applications ... making it risky for small businesses"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|ZipRecruiter", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs can escalate if you rely on sponsored posts ... leading to wasted time sorting through irrelevant resumes"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|Monster", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they can be expensive and may not always deliver the right candidates, especially for niche roles"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|Glassdoor", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they can be expensive and may not always deliver the right candidates, especially for niche roles"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|Indeed", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Indeed is one of the best overall platforms, but ... you may attract a flood of unqualified \"drive-by\" applications"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|LinkedIn", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "major platforms like Indeed, LinkedIn, and Facebook Jobs can be effective"}, {"id": "mai-20260917-1752-baseline|c164-s6|mistral-small|Facebook Jobs", "prompt": "c164-s6", "model": "mistral-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "major platforms like Indeed, LinkedIn, and Facebook Jobs can be effective"}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|Monster.com", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Monster and CareerBuilder entirely."}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|CareerBuilder", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Monster and CareerBuilder entirely."}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|ZipRecruiter", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be skeptical of ZipRecruiter's subscription model."}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|Indeed (Free Posts)", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed (Free Posts)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the algorithm **actively suppresses unpaid listings**"}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|Craigslist", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Truly free options: Craigslist (low cost by city)"}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|Facebook Jobs", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Truly free options: Craigslist (low cost by city), Facebook Jobs"}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|Google for Jobs", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google for Jobs (via your careers page)"}, {"id": "mai-20260917-1752-baseline|c164-s6|moonshot-small|LinkedIn", "prompt": "c164-s6", "model": "moonshot-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Best value:** LinkedIn (1 free post at a time for small businesses)"}, {"id": "mai-20260917-1752-baseline|c164-s6|openai-small|Google Jobs", "prompt": "c164-s6", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Start with **free or low-cost channels**: your website, Google Jobs via your careers page, local community boards, LinkedIn, industry groups, Facebook groups, referrals."}, {"id": "mai-20260917-1752-baseline|c164-s6|openai-small|LinkedIn", "prompt": "c164-s6", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **free or low-cost channels**: ... LinkedIn, industry groups, Facebook groups, referrals."}, {"id": "mai-20260917-1752-baseline|c164-s6|openai-small|Facebook groups", "prompt": "c164-s6", "model": "openai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook groups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **free or low-cost channels**: ... Facebook groups, referrals."}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|Indeed", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Indeed (especially sponsored posts):** Massive reach but free posts ... Use free only; monitor spends strictly if sponsoring."}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|LinkedIn", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "promoted posts are pricey ... and low ROI for non-enterprise SMBs"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|Google for Jobs", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prioritize cost-effective, high-ROI job platforms like free tiers on Indeed, LinkedIn, Google for Jobs (via your career page)"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|Craigslist", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free tiers on Indeed, LinkedIn, Google for Jobs (via your career page), Craigslist, or Facebook Jobs for local hires"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|Facebook Jobs", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Facebook Jobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Craigslist, or Facebook Jobs for local hires"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|ZipRecruiter", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "frequent SMB complaints cite low-quality matches, duplicate/irrelevant applicants, poor algorithms, high costs relative to value"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|Monster", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy sites like Monster, CareerBuilder (now Monster+): Recent bankruptcies (2025) reduced relevance; low traffic, outdated reach"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|CareerBuilder", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy sites like Monster, CareerBuilder (now Monster+) ... treat as experiments only, not primaries"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|IMDiversity.com", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "IMDiversity.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Low-traffic \"shell\" niche/diversity boards ... deliver 0-1 clicks due to no real users. Avoid group buys"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|DiversityWorking.com", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "DiversityWorking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Low-traffic \"shell\" niche/diversity boards ... deliver 0-1 clicks due to no real users"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|BlackCareers.org", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "BlackCareers.org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Low-traffic \"shell\" niche/diversity boards (e.g., IMDiversity.com, DiversityWorking.com, BlackCareers.org, etc.)"}, {"id": "mai-20260917-1752-baseline|c164-s6|xai-small|Dice", "prompt": "c164-s6", "model": "xai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Dice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Niche boards (e.g., Dice for tech) beat generalists for specifics, but test small."}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|Intch.org", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Intch.org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users report deceptive billing, phantom subscriptions, and no real jobs."}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|Indeed", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "free postings are capped ... Many small businesses report spending hundreds with little to no qualified hires."}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|LinkedIn", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High cost per application for niche roles ... Overkill for entry-level or local hires"}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|ZipRecruiter", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Similar to Indeed—high volume, but often too broad for specialized needs."}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|CareerBuilder", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The company filed for bankruptcy in 2025, meaning listings may be inactive or poorly maintained."}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|Google for Jobs", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Google for Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize free or low-cost options: Google for Jobs — free if you publish structured data on your career page"}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|Craigslist", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Craigslist — budget-friendly for local, hourly, or part-time roles"}, {"id": "mai-20260917-1752-baseline|c164-s6|zai-small|SmoothHiring", "prompt": "c164-s6", "model": "zai-small", "cat": "job-advertising-and-distribution", "variant": "negative", "raw": "SmoothHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "services like SmoothHiring or others designed specifically for small businesses can distribute to multiple job boards"}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|Eightfold AI", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Advanced skills-based matching and internal mobility... Is it sourcing rare talent? Try Gem or Eightfold."}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|Greenhouse", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Teams already using Greenhouse ATS who want powerful sourcing augmentation."}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|Gem", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Is it sourcing rare talent? Try Gem or Eightfold."}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|SeekOut", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut (for highly specialized tech talent)"}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|Workday Recruiting + AI Insights", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting + AI Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Large enterprises already embedded in the Workday HCM suite."}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|SmartRecruiters", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Companies needing a flexible, modern ATS with strong marketplace integrations."}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|Paradox (formerly Olivia)", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (formerly Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Is it screening/scheduling? Try Paradox."}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|HireVue", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrate best-of-breed AI tools (like Paradox for chatbots, HireVue for interviews, etc.)"}, {"id": "mai-20260917-1752-baseline|c165-l1|alibaba-small|Lever", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "your current ATS (e.g., Greenhouse, Lever, Workday)"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|Insight Global", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Insight Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Insight Global is best for enterprise-scale, high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|MokaHR", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top picks for AI-powered recruitment software include MokaHR, Eightfold.ai, Workday, Darwinbox, and SmartRecruiters"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|Eightfold.ai", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eightfold AI has a matching engine across applicants, employees, and the CRM"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|Workday", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top picks ... include MokaHR, Eightfold.ai, Workday, Darwinbox, and SmartRecruiters"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|Darwinbox", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top picks ... Workday, Darwinbox, and SmartRecruiters"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|SmartRecruiters", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top picks ... Darwinbox, and SmartRecruiters"}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|Workable", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Workable provides the strongest balance of candidate sourcing, applicant tracking, and AI automation."}, {"id": "mai-20260917-1752-baseline|c165-l1|anthropic-small|GoodTime", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GoodTime is the leader in complex interview scheduling automation for enterprise talent teams"}, {"id": "mai-20260917-1752-baseline|c165-l1|challenger-small|Eightfold AI", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Eightfold AI** as the best standalone AI recruiter"}, {"id": "mai-20260917-1752-baseline|c165-l1|challenger-small|Workday Recruiting / Workday Talent Acquisition", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting / Workday Talent Acquisition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Talent Acquisition** if your company is already standardized on Workday"}, {"id": "mai-20260917-1752-baseline|c165-l1|challenger-small|Greenhouse", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for structured hiring and enterprise governance; often used as the enterprise standard."}, {"id": "mai-20260917-1752-baseline|c165-l1|challenger-small|Pin", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is less of a traditional enterprise ATS choice"}, {"id": "mai-20260917-1752-baseline|c165-l1|challenger-small|Paradox", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better for high-volume screening and coordination than for broad enterprise talent intelligence."}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|Eightfold AI", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for *large enterprises* doing skills-based, talent-intelligence hiring... *Caveat:* Pricing is ~$7–$10 per employee/month"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|Greenhouse", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Greenhouse** as your core structured ATS (governance, fair hiring, integration)"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|HireVue", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for *high-volume, structured video interviewing* with AI scoring"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**less ideal** if your core need is senior B2B sales or technical roles"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|Gem", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Layered with a sourcing tool like **Gem, SeekOut, or hireEZ** for outbound sales/GTM talent"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|hireEZ", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for outbound sourcing sequences and pipeline analytics"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|SeekOut", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "excellent for technical and diverse talent sourcing with 300+ filters"}, {"id": "mai-20260917-1752-baseline|c165-l1|deepseek-small|LinkedIn Recruiter with Hiring Assistant", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter with Hiring Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "very effective for sales/GTM talent"}, {"id": "mai-20260917-1752-baseline|c165-l1|google-small|Eightfold AI", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** is the market leader"}, {"id": "mai-20260917-1752-baseline|c165-l1|google-small|GoodTime (Cori)", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime (Cori)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoodTime** is the premier platform for solving this massive scheduling bottleneck."}, {"id": "mai-20260917-1752-baseline|c165-l1|google-small|Phenom", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Phenom** is the most robust suite on the market"}, {"id": "mai-20260917-1752-baseline|c165-l1|google-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the gold standard for text-based conversational hiring"}, {"id": "mai-20260917-1752-baseline|c165-l1|google-small|hireEZ", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Outbound Sourcing: **hireEZ** or **Findem**"}, {"id": "mai-20260917-1752-baseline|c165-l1|google-small|Findem", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is unmatched for deep contextual sourcing."}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|Eightfold AI", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Known for talent intelligence, strong matching algorithms, and enterprise-grade scalability."}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers an AI chatbot (Olivia) that handles candidate screening, scheduling, and communications."}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|HireVue", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines AI screening with structured interviews, strong on-demand video interviewing."}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|Beamery", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong on talent engagement and CRM-style candidate management"}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|SeekOut", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Particularly strong for technical talent sourcing and diversity hiring."}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|Fetcher", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on automated sourcing and outreach"}, {"id": "mai-20260917-1752-baseline|c165-l1|minimax-small|Greenhouse", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While primarily an ATS, they've added robust AI features for screening and interviewing."}, {"id": "mai-20260917-1752-baseline|c165-l1|mistral-small|Eightfold AI", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Eightfold AI** stands out due to its agentic AI, proven enterprise scalability, and strong B2B use case fit."}, {"id": "mai-20260917-1752-baseline|c165-l1|mistral-small|Greenhouse", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenhouse is a strong contender for enterprises looking to streamline their recruiting workflows"}, {"id": "mai-20260917-1752-baseline|c165-l1|mistral-small|Findem", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These platforms are also highlighted for their ability to handle internal and external talent, deep HCM integration, and compliance-friendly AI scoring"}, {"id": "mai-20260917-1752-baseline|c165-l1|mistral-small|HireVue", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These platforms are also highlighted for their ability to handle internal and external talent, deep HCM integration"}, {"id": "mai-20260917-1752-baseline|c165-l1|mistral-small|Phenom", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making them ideal for B2B enterprises"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|Eightfold AI", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Eightfold AI** – Best for Enterprise Talent Intelligence"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|Workday Recruiting", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need full workforce integration:** Workday Recruiting or Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|iCIMS", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Established Enterprise ATS with AI"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Volume & Frontline Hiring"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|SmartRecruiters", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong All-in-One Platform"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|Pin", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Value for Enterprise (Starting ~$1,200/yr)"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|HireVue", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for AI-Powered Assessments"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|Gem", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you want best-in-class AI sourcing:** Pin, Gem, or HireEZ"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|HireEZ", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pin, Gem, or HireEZ"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|GoPerfect", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you need explainable, autonomous AI:** GoPerfect or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c165-l1|moonshot-small|Greenhouse", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "GoPerfect or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c165-l1|openai-small|SeekOut", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **SeekOut** if your main goal is **finding, screening, and engaging specialized talent at scale**"}, {"id": "mai-20260917-1752-baseline|c165-l1|openai-small|Greenhouse", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **strong enterprise ATS** with AI built into a highly governed, collaborative hiring workflow"}, {"id": "mai-20260917-1752-baseline|c165-l1|openai-small|Eightfold AI", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **skills/talent intelligence** and internal mobility"}, {"id": "mai-20260917-1752-baseline|c165-l1|openai-small|Workday + HiredScore/Recruiting Agent", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday + HiredScore/Recruiting Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already run on **Workday** and want AI embedded in your existing HCM stack"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|Eightfold AI", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** (Top Overall for Enterprise Talent Intelligence)"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|LinkedIn Recruiter (Talent Solutions)", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter (Talent Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Sourcing & Network Reach)"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|Phenom", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for End-to-End Experience & Automation)"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|Beamery", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Beamery**: If sales pipeline nurturing and CRM-like features are key"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|SmartRecruiters", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **SmartRecruiters** | All-in-one ATS with AI     | Matching, productivity tools"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|Gem", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gem or SeekOut**: For pure sourcing of passive B2B sales talent"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|SeekOut", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more mid-market but scales"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|Greenhouse", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Greenhouse or Workday**: If you want AI-enhanced ATS (best if already in ecosystem)"}, {"id": "mai-20260917-1752-baseline|c165-l1|xai-small|Workday", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Greenhouse or Workday**: If you want AI-enhanced ATS"}, {"id": "mai-20260917-1752-baseline|c165-l1|zai-small|Eightfold AI", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Leader: Eightfold AI ... is widely considered the market leader."}, {"id": "mai-20260917-1752-baseline|c165-l1|zai-small|Phenom People", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phenom is the top choice if you want a unified platform that manages the entire employee lifecycle"}, {"id": "mai-20260917-1752-baseline|c165-l1|zai-small|SmartRecruiters (Winston AI)", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters (Winston AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SmartRecruiters is the strongest automated solution."}, {"id": "mai-20260917-1752-baseline|c165-l1|zai-small|Beamery", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beamery is ideal for enterprises that need to align their hiring strategy with broader business goals"}, {"id": "mai-20260917-1752-baseline|c165-l1|zai-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for High-Volume: Paradox (Olivia) ... Paradox is the specialist."}, {"id": "mai-20260917-1752-baseline|c165-l2|alibaba-small|Eightfold AI", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** (Top Recommendation for Holistic Hiring)... arguably the strongest choice for large, established companies"}, {"id": "mai-20260917-1752-baseline|c165-l2|alibaba-small|iCIMS Talent Cloud", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iCIMS is a leading contender... designed specifically for enterprise scale"}, {"id": "mai-20260917-1752-baseline|c165-l2|alibaba-small|HireVue", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose HireVue** if your main bottleneck is the manual scheduling and reviewing of initial video/introductory interviews."}, {"id": "mai-20260917-1752-baseline|c165-l2|alibaba-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Olivia is the leader in conversational AI"}, {"id": "mai-20260917-1752-baseline|c165-l2|anthropic-small|Greenhouse", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is a strong choice for large and mid-sized recruiting teams that need customizable workflows and deep integration with existing HR systems."}, {"id": "mai-20260917-1752-baseline|c165-l2|anthropic-small|HireVue", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireVue remains the dominant player in AI-driven video interviewing and pre-employment assessments"}, {"id": "mai-20260917-1752-baseline|c165-l2|anthropic-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good match for large enterprises with ongoing high-volume hiring needs"}, {"id": "mai-20260917-1752-baseline|c165-l2|anthropic-small|Eightfold.ai", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Eightfold is best for large enterprises wanting skills-based matching and a talent-intelligence layer"}, {"id": "mai-20260917-1752-baseline|c165-l2|anthropic-small|Joveo", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Joveo pairs automated conversational screening and scoring with recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c165-l2|anthropic-small|Harver", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harver is built for assessment-driven volume in contact centers and retail"}, {"id": "mai-20260917-1752-baseline|c165-l2|challenger-small|HireVue", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation would be **HireVue** if your main need is **high-volume, structured candidate screening**"}, {"id": "mai-20260917-1752-baseline|c165-l2|challenger-small|Eightfold.ai", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Eightfold.ai** is the stronger fit"}, {"id": "mai-20260917-1752-baseline|c165-l2|deepseek-small|HireVue", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **HireVue**"}, {"id": "mai-20260917-1752-baseline|c165-l2|deepseek-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need **conversational, high-volume screening**"}, {"id": "mai-20260917-1752-baseline|c165-l2|deepseek-small|Eightfold AI", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you run on **Workday, SAP SuccessFactors, or Oracle HCM**"}, {"id": "mai-20260917-1752-baseline|c165-l2|deepseek-small|VidCruiter", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid enterprise/high-volume option with rubric-based automated scoring"}, {"id": "mai-20260917-1752-baseline|c165-l2|deepseek-small|Workday HiredScore", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workday HiredScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "those include advanced AI candidate grading built right in, which may be the simplest path"}, {"id": "mai-20260917-1752-baseline|c165-l2|deepseek-small|SAP SuccessFactors", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use **Workday HiredScore** or **SAP SuccessFactors**, those include advanced AI candidate grading built right in"}, {"id": "mai-20260917-1752-baseline|c165-l2|google-small|Eightfold.ai", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard for Enterprise Talent Intelligence: **Eightfold.ai** ... **Eightfold** is the market leader."}, {"id": "mai-20260917-1752-baseline|c165-l2|google-small|Workday HiredScore", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workday HiredScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workday Ecosystems: **Workday HiredScore** ... **HiredScore** is the logical choice."}, {"id": "mai-20260917-1752-baseline|c165-l2|google-small|Paradox", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your challenge is **frontline hourly workers, customer success, or scale**, choose **Paradox**."}, {"id": "mai-20260917-1752-baseline|c165-l2|google-small|Findem", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Findem** is a standout option."}, {"id": "mai-20260917-1752-baseline|c165-l2|google-small|HireVue", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HireVue** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c165-l2|meta-small|HireVue", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI-powered candidate screening tool for a large B2B company with thousands of employees would be HireVue, Paradox (Olivia), or Sapia.ai"}, {"id": "mai-20260917-1752-baseline|c165-l2|meta-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be HireVue, Paradox (Olivia), or Sapia.ai. These tools are highly rated"}, {"id": "mai-20260917-1752-baseline|c165-l2|meta-small|Sapia.ai", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be HireVue, Paradox (Olivia), or Sapia.ai. These tools are highly rated"}, {"id": "mai-20260917-1752-baseline|c165-l2|minimax-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Paradox (Olivia)** as your top choice"}, {"id": "mai-20260917-1752-baseline|c165-l2|minimax-small|HireVue", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a comprehensive platform that combines video interviewing, talent assessments, and analytics"}, {"id": "mai-20260917-1752-baseline|c165-l2|minimax-small|Metaview", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary goal is to optimize the interview process itself"}, {"id": "mai-20260917-1752-baseline|c165-l2|minimax-small|Eightfold", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are looking for a broader Talent Intelligence Platform that uses AI for screening"}, {"id": "mai-20260917-1752-baseline|c165-l2|mistral-small|Eightfold.ai", "prompt": "c165-l2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Eightfold.ai** or **HireVue** as top AI-powered candidate screening tools."}, {"id": "mai-20260917-1752-baseline|c165-l2|mistral-small|HireVue", "prompt": "c165-l2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HireVue** is another excellent choice, particularly if you need AI video interviews"}, {"id": "mai-20260917-1752-baseline|c165-l2|moonshot-small|Eightfold AI", "prompt": "c165-l2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** stands out as the strongest choice"}, {"id": "mai-20260917-1752-baseline|c165-l2|moonshot-small|HireVue", "prompt": "c165-l2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HireVue** – Best if you need structured assessments"}, {"id": "mai-20260917-1752-baseline|c165-l2|moonshot-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paradox (Olivia)** – Best for high-volume hourly hiring"}, {"id": "mai-20260917-1752-baseline|c165-l2|openai-small|Greenhouse", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Greenhouse** if you want the safest enterprise choice"}, {"id": "mai-20260917-1752-baseline|c165-l2|openai-small|Eightfold AI", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best AI screening intelligence:** **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c165-l2|openai-small|SeekOut Sam", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SeekOut Sam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for **inbound applicant screening** and fast evaluation of high-volume applicant pools"}, {"id": "mai-20260917-1752-baseline|c165-l2|openai-small|Workable Agent", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want a more **agentic \"source, screen, and engage\" workflow**"}, {"id": "mai-20260917-1752-baseline|c165-l2|openai-small|SmartRecruiters", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though I'd validate how much of the AI is native versus partner-driven"}, {"id": "mai-20260917-1752-baseline|c165-l2|xai-small|Eightfold AI", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Eightfold AI as the top AI-powered candidate screening tool."}, {"id": "mai-20260917-1752-baseline|c165-l2|xai-small|Workday Recruiting", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Recruiting** (with HiredScore AI) | Companies already on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c165-l2|xai-small|HireVue", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireVue** | High-volume + assessments"}, {"id": "mai-20260917-1752-baseline|c165-l2|zai-small|HireVue", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireVue** – The top choice for large enterprises"}, {"id": "mai-20260917-1752-baseline|c165-l2|zai-small|Eightfold AI", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Talent intelligence, workforce planning, and passive candidate sourcing"}, {"id": "mai-20260917-1752-baseline|c165-l2|zai-small|VidCruiter", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume interviewing with automated scheduling and scoring"}, {"id": "mai-20260917-1752-baseline|c165-l2|zai-small|Greenhouse", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong ATS with AI screening features, especially if you already use Greenhouse"}, {"id": "mai-20260917-1752-baseline|c165-l2|zai-small|Workable", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "International hiring compliance and mid-market scalability"}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|GoPerfect", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the leader in fully autonomous workflows."}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Pin", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Massive database coverage (850M+ profiles) combined with aggressive automation."}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Eightfold AI", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictive analytics and bias controls."}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Phenom", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uses conversational AI to engage candidates and predicts retention risk."}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Greenhouse", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "go-to for companies prioritizing structured evaluation and process rigor over automated outreach"}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Workday HiredScore", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday HiredScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best suited for massive global organizations already using Workday for payroll/HR."}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Gem", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CRM-style management for passive candidates."}, {"id": "mai-20260917-1752-baseline|c165-l3|alibaba-small|Fetcher", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "It uses generative AI to create custom search queries"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|GoodTime", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GoodTime specializes in complex interview scheduling automation for enterprise teams"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|SmartRecruiters", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SmartRecruiters combines ATS workflows with AI features, and was acquired by SAP in August 2025"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|iCIMS", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "iCIMS is a cloud-based ATS supporting enterprise-level recruitment"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|HireVue", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireVue specializes in delivering standardized video interview frameworks for large organizations"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|Greenhouse", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Greenhouse, by contrast, supports automation through stage-based triggers and auto-reject filters but does not include a conversational assistant"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|Eightfold", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Eightfold is built around skills intelligence and workforce planning for large enterprises"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|hireEZ", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "hireEZ is a sourcing and candidate nurture tool that integrates with ATS systems"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|Pin", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pin offers automated multi-channel outreach with SOC 2 Type 2 certification starting at $100/month"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|Paradox", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paradox was acquired by Workday in October 2025"}, {"id": "mai-20260917-1752-baseline|c165-l3|anthropic-small|HiredScore", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HiredScore was acquired by Workday in 2024"}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Workday Talent Acquisition", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday Talent Acquisition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strongest when recruiting must be tied to broader workforce, skills, and organizational data."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Eightfold AI", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses on deep skills inference, matching, and potential rather than just applicant tracking."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|iCIMS", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best known for broad ATS/CRM functionality and large integration ecosystems."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Phenom", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Emphasizes candidate experience, personalization, career sites, and engagement automation."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Beamery", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong on talent CRM, skills graphs, and rediscovery of candidates"}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Paradox", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Optimized for chatbot-driven screening, scheduling, and candidate communication at scale."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|HireVue", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stands out for AI-assisted interview analysis, assessments, and auditability."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|GoodTime", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More specialized than a full ATS; designed to reduce coordination overhead."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Metaview", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Useful for turning interviews into standardized reports and syncing them into ATS workflows."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|SmartRecruiters", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong compliance, marketplace integrations, and AI screening across large hiring operations."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|SeekOut", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong candidate search, rediscovery, and outreach rather than full recruiting operations."}, {"id": "mai-20260917-1752-baseline|c165-l3|challenger-small|Pin", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Emphasizes a large candidate database, automated multi-channel outreach, and response-rate optimization."}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|Eightfold AI", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A deep-learning talent intelligence platform... Best for companies with 5,000+ employees"}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|Beamery", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing reported in the **$150K–$220K/year** range. It is overkill for mid-market."}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|Phenom", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for F500 companies with high-volume hiring (hourly, seasonal, frontline) plus professional roles."}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|Paradox (Olivia)", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is the best in class for text-based candidate engagement."}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|HireVue", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HireVue has the most rigorous compliance posture in the industry."}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|Greenhouse", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The #1 ranked enterprise ATS on G2, with AI features layered on top"}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|SeekOut", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI sourcing database with 1B+ profiles... Best for R&D-heavy companies"}, {"id": "mai-20260917-1752-baseline|c165-l3|deepseek-small|iCIMS", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "either traditional ATSs (like Greenhouse and iCIMS) with AI layers"}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|Eightfold AI", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Fortune 500 enterprises with mature HR functions prioritizing skills-based hiring and internal talent mobility."}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|SAP (incorporating SmartRecruiters & Winston AI)", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SAP (incorporating SmartRecruiters & Winston AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Global enterprises looking for native HCM-aligned talent acquisition."}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|hireEZ", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High degree of autonomy (Agentic AI)"}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|SeekOut", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations hiring for highly specialized, technical, diverse, or security-cleared roles."}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|Gem", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gem acts as an intelligence-driven talent CRM."}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|Workday (incorporating Paradox / Olivia)", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday (incorporating Paradox / Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Multi-location, high-volume frontline and hourly hiring"}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|Metaview", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Metaview operates as an AI-powered \"scribe\" for interviews."}, {"id": "mai-20260917-1752-baseline|c165-l3|google-small|HireVue", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Standardized video interviewing and psychometric skills assessment at scale."}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|Pin", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top enterprise-grade AI recruiting tools are Pin, Gem, LinkedIn Talent Solutions, Phenom, Beamery, and SmartRecruiters. ... Pin has 850M+ profiles"}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|Gem", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some tools, like Pin and Gem, offer outreach automation features."}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|LinkedIn Talent Solutions", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade AI recruiting tools are Pin, Gem, LinkedIn Talent Solutions, Phenom, Beamery, and SmartRecruiters."}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|Phenom", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade AI recruiting tools are Pin, Gem, LinkedIn Talent Solutions, Phenom, Beamery, and SmartRecruiters."}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|Beamery", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "range from $1,200/yr (Pin Starter) to $220K+/yr (Beamery)"}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|SmartRecruiters", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top enterprise-grade AI recruiting tools are Pin, Gem, LinkedIn Talent Solutions, Phenom, Beamery, and SmartRecruiters."}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|Eightfold", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some tools, like Eightfold, specialize in AI talent intelligence and internal mobility"}, {"id": "mai-20260917-1752-baseline|c165-l3|meta-small|HireVue", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "others, like HireVue, focus on structured video interviews with science-backed assessment models"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|Eightfold AI", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Eightfold AI** | Talent intelligence & deep learning matching | Fortune 500, internal mobility"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|Phenom", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Phenom** bundles AI matching with a candidate experience platform"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|HireVue", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HireVue** dominates the assessment space with video interview analysis"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|Paradox (Olivia)", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Paradox** differentiates through \"Olivia\"—a conversational AI"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|Beamery", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Beamery** focuses on talent CRM functionality"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|iCIMS", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**iCIMS** | Enterprise ATS with AI | Large enterprise compliance & scaling"}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|HiredScore", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For enterprises already using Workday, **HiredScore** (now Workday HiredScore AI) is a strong integrated option."}, {"id": "mai-20260917-1752-baseline|c165-l3|minimax-small|SeekOut", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For sourcing-focused teams, **SeekOut** offers transparent pricing and strong Boolean search capabilities."}, {"id": "mai-20260917-1752-baseline|c165-l3|mistral-small|Eightfold AI", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For skills-based, internal mobility: Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c165-l3|mistral-small|Findem", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For unified sourcing/screening: Findem"}, {"id": "mai-20260917-1752-baseline|c165-l3|mistral-small|HireVue", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For video interviewing: HireVue"}, {"id": "mai-20260917-1752-baseline|c165-l3|mistral-small|Phenom", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For end-to-end talent experience: Phenom"}, {"id": "mai-20260917-1752-baseline|c165-l3|mistral-small|SmartRecruiters (Winston AI)", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters (Winston AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For enterprise ATS + AI: SmartRecruiters (Winston)"}, {"id": "mai-20260917-1752-baseline|c165-l3|mistral-small|Workday Paradox", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For high-volume frontline hiring: Workday Paradox"}, {"id": "mai-20260917-1752-baseline|c165-l3|moonshot-small|HireVue", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HireVue pioneered AI-powered candidate assessment through video analysis."}, {"id": "mai-20260917-1752-baseline|c165-l3|moonshot-small|Eightfold AI", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Eightfold focuses on \"talent intelligence\" — mapping skills across your entire workforce"}, {"id": "mai-20260917-1752-baseline|c165-l3|moonshot-small|Paradox (Olivia)", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Paradox's \"Olivia\" chatbot excels at automating the tedious parts of high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c165-l3|moonshot-small|Phenom", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Phenom positions itself as a \"Talent Experience Management\" suite"}, {"id": "mai-20260917-1752-baseline|c165-l3|moonshot-small|Beamery", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Beamery operates as an \"Operating System for Talent Acquisition\""}, {"id": "mai-20260917-1752-baseline|c165-l3|moonshot-small|SmartRecruiters", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SmartRecruiters (now part of SAP) offers an all-in-one platform with an AI agent called Winston"}, {"id": "mai-20260917-1752-baseline|c165-l3|openai-small|Eightfold AI", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** enterprise talent intelligence, skills-based matching, internal mobility, and end-to-end AI-native recruiting."}, {"id": "mai-20260917-1752-baseline|c165-l3|openai-small|Phenom", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** candidate experience, recruiter productivity, career sites, internal mobility, and talent marketplaces."}, {"id": "mai-20260917-1752-baseline|c165-l3|openai-small|SmartRecruiters", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** enterprise ATS/core recruiting platform with embedded AI and a broad marketplace ecosystem."}, {"id": "mai-20260917-1752-baseline|c165-l3|openai-small|iCIMS", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** large enterprises that want a flexible, scalable ATS with native AI support."}, {"id": "mai-20260917-1752-baseline|c165-l3|openai-small|HireVue", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** assessment, interviewing, and structured evaluation at scale."}, {"id": "mai-20260917-1752-baseline|c165-l3|openai-small|Paradox", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** conversational hiring, high-volume hiring, and mobile-first candidate interaction."}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|Eightfold AI", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Eightfold/Phenom/Beamery for full lifecycle/intelligence"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|Phenom", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Phenom shines in hourly hiring"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|HireVue", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HireVue for interviews"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|Beamery", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excels in skills-based scoring and planning"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|iCIMS Talent Cloud", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "iCIMS/SmartRecruiters/Workday for ATS-centric ops"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|SmartRecruiters", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Marketplace for add-ons; AI across screening/workflow"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|Workday Recruiting", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For Workday HCM users, unified HR"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|Paradox", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often enhanced with tools like Paradox or HiredScore"}, {"id": "mai-20260917-1752-baseline|c165-l3|xai-small|HiredScore", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often enhanced with tools like Paradox or HiredScore"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Eightfold AI", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills‑based hiring and talent reuse** | Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Phenom", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unified talent experience (site → hire → develop)** | Phenom"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Beamery", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Skills‑based matching and career pathing"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Darwinbox", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprises consolidating HRIS + TA onto one platform"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|iCIMS Talent Cloud", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Compliance‑heavy enterprise hiring** | iCIMS Talent Cloud"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Greenhouse", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lean ATS with built‑in AI** | Greenhouse or Workable"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Workable", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lean ATS with built‑in AI** | Greenhouse or Workable"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|SmartRecruiters (SAP SuccessFactors)", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters (SAP SuccessFactors)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations using SAP HR stack"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Ashby", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lightweight ATS with AI features ... Small‑mid‑market teams looking for a leaner ATS with AI"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Paradox (Olivia)", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Conversational scheduling & screening at scale** | Paradox"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Gem", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**AI‑first all‑in‑one recruiting platform** | Gem"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|HireVue", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI‑powered video interviewing and assessments"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|BrightHire", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Interview quality and coaching** | BrightHire"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|SeekOut", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Sourcing hard‑to‑find technical talent** | SeekOut"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Joveo", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Programmatic ad optimization** | Joveo"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Fetcher", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Automated outreach and sourcing"}, {"id": "mai-20260917-1752-baseline|c165-l3|zai-small|Fountain", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fountain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**High‑volume frontline hiring** | Fountain or Paradox"}, {"id": "mai-20260917-1752-baseline|c165-l4|alibaba-small|GoPerfect", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictability: GoPerfect"}, {"id": "mai-20260917-1752-baseline|c165-l4|alibaba-small|RightMatch", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "RightMatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Low Maintenance Overhead: RightMatch"}, {"id": "mai-20260917-1752-baseline|c165-l4|alibaba-small|Manatal", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Hybrid Model (If HMs > Recruiters): Manatal"}, {"id": "mai-20260917-1752-baseline|c165-l4|anthropic-small|GoPerfect", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoPerfect** appears to be the best choice for a large company that needs predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c165-l4|anthropic-small|Workday Recruiting", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "operate on custom enterprise contracts that can run $100,000-$500,000+ annually, with implementation adding further costs"}, {"id": "mai-20260917-1752-baseline|c165-l4|anthropic-small|Eightfold", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "operate on custom enterprise contracts that can run $100,000-$500,000+ annually"}, {"id": "mai-20260917-1752-baseline|c165-l4|anthropic-small|iCIMS", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "operate on custom enterprise contracts that can run $100,000-$500,000+ annually"}, {"id": "mai-20260917-1752-baseline|c165-l4|challenger-small|SmartRecruiters", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **SmartRecruiters** first"}, {"id": "mai-20260917-1752-baseline|c165-l4|challenger-small|Indeed Smart Sourcing", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Indeed Smart Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Indeed Smart Sourcing** if sourcing-only coverage is enough"}, {"id": "mai-20260917-1752-baseline|c165-l4|challenger-small|LinkedIn Hiring Assistant", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Hiring Assistant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is not as predictable for thousands of users because it is tied to corporate/seat-based enterprise packaging"}, {"id": "mai-20260917-1752-baseline|c165-l4|challenger-small|Eightfold", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise contract** product with pricing commonly in the **five-figure annual range** or custom quotes"}, {"id": "mai-20260917-1752-baseline|c165-l4|challenger-small|Paradox", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is typically **custom**, so total cost is less predictable"}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Manatal", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Per-seat models** (Manatal, Greenhouse, Lever, LinkedIn) penalize scale."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|LinkedIn Recruiter", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Per-seat models** (Manatal, Greenhouse, Lever, LinkedIn) penalize scale."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|GoPerfect", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GoPerfect** is the strongest match, because per-role pricing with unlimited seats lets you forecast total spend"}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Noon", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Noon** is the runner-up if you prefer a flat subscription that never changes as you grow."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Workable (Agent add-on)", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable (Agent add-on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want a traditional ATS - Priced **flat by company size, not by usage**"}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|SenseHire Enterprise", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SenseHire Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise tier offers **unlimited seats and multi-org**; pricing is custom/negotiated rather than per seat."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Greenhouse", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Per-seat models** (Manatal, Greenhouse, Lever, LinkedIn) penalize scale."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Lever", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Per-seat models** (Manatal, Greenhouse, Lever, LinkedIn) penalize scale."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|HireVue", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Per-interview/per-candidate** models (HireVue, Fetcher) have variable cost tied to volume."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Fetcher", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Per-interview/per-candidate** models (HireVue, Fetcher) have variable cost tied to volume."}, {"id": "mai-20260917-1752-baseline|c165-l4|deepseek-small|Eightfold", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Eightfold at $7–$10/employee/month) can cost a 10,000-person company $840K+/year—predictable but very expensive."}, {"id": "mai-20260917-1752-baseline|c165-l4|google-small|candidate.fyi", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "candidate.fyi** is built specifically to address the seat-pricing problem... It operates on a **\"Zero Per-Seat\" model**"}, {"id": "mai-20260917-1752-baseline|c165-l4|google-small|Paradox", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paradox (Best for High-Volume, Frontline, & Conversational AI)"}, {"id": "mai-20260917-1752-baseline|c165-l4|google-small|Phenom", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise leaders turn to **Phenom** or **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c165-l4|google-small|Eightfold AI", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise leaders turn to **Phenom** or **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c165-l4|google-small|Manatal", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manatal (Best \"Budget-Friendly\" Option with Unlimited Managers)"}, {"id": "mai-20260917-1752-baseline|c165-l4|meta-small|GoPerfect", "prompt": "c165-l4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI recruiter for a large company that needs predictable total cost across thousands of users is GoPerfect"}, {"id": "mai-20260917-1752-baseline|c165-l4|meta-small|Workable", "prompt": "c165-l4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Workable, which offers flat pricing by company size"}, {"id": "mai-20260917-1752-baseline|c165-l4|meta-small|Lever", "prompt": "c165-l4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lever, which offers custom enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c165-l4|minimax-small|Eightfold AI", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The major platforms that serve large enterprises (Eightfold AI, iCIMS, Paradox) all offer this"}, {"id": "mai-20260917-1752-baseline|c165-l4|minimax-small|iCIMS", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "negotiate directly with vendors like Eightfold, iCIMS, or Paradox for a customized enterprise agreement"}, {"id": "mai-20260917-1752-baseline|c165-l4|minimax-small|Paradox", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The major platforms that serve large enterprises (Eightfold AI, iCIMS, Paradox) all offer this"}, {"id": "mai-20260917-1752-baseline|c165-l4|minimax-small|Huntlo", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Huntlo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Predictable but still per-seat — for 1,000 users that's ~$1.2M/year"}, {"id": "mai-20260917-1752-baseline|c165-l4|minimax-small|Candidate.fyi", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Claims \"unlimited users & hiring managers\" ... this could be worth exploring for true enterprise scale"}, {"id": "mai-20260917-1752-baseline|c165-l4|mistral-small|GoPerfect", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoPerfect** stands out as the best AI recruiter"}, {"id": "mai-20260917-1752-baseline|c165-l4|mistral-small|Workable Agent", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like Workable Agent provide flat pricing by company size, which also helps with predictability"}, {"id": "mai-20260917-1752-baseline|c165-l4|moonshot-small|Workable Agent", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable Agent** ⭐ Best for Predictable Pricing"}, {"id": "mai-20260917-1752-baseline|c165-l4|moonshot-small|iCIMS Talent Cloud", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workable Agent** or **iCIMS** are your safest bets due to their headcount-based pricing"}, {"id": "mai-20260917-1752-baseline|c165-l4|moonshot-small|Paradox (Olivia)", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat**: **No published pricing** — requires sales negotiation; costs scale by location and volume, which may reduce predictability"}, {"id": "mai-20260917-1752-baseline|c165-l4|moonshot-small|Greenhouse", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pricing Models to Avoid ... **Per-seat/recruiter** (Greenhouse, Lever) | Costs explode with thousands of hiring managers"}, {"id": "mai-20260917-1752-baseline|c165-l4|moonshot-small|Lever", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Per-seat/recruiter** (Greenhouse, Lever) | Costs explode with thousands of hiring managers"}, {"id": "mai-20260917-1752-baseline|c165-l4|openai-small|TalVista", "prompt": "c165-l4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "TalVista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalVista is the strongest match because it explicitly says it does not price based on seats or candidate limits"}, {"id": "mai-20260917-1752-baseline|c165-l4|openai-small|HireQuotient", "prompt": "c165-l4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireQuotient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireQuotient also looks attractive if you want a more straightforward enterprise package"}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Workable", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable stands out as the best AI recruiter option for a large company seeking predictable total costs across thousands of users.**"}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Greenhouse", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Per-user traps** (Manatal $15-55/user, Greenhouse): Multiplies wildly with thousands."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Lever", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-seat | Low | $40K-$150K+ | Good CRM, user fees hurt at scale."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Eightfold", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Skills AI powerhouse, but linear cost growth."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|GoPerfect", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlimited seats, but unpredictable if roles fluctuate."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Paradox", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Usage/credits** (Noon, Paradox): Fine for fixed volume, risky for variable enterprise hiring."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|HireVue", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usage-credit systems (Paradox, HireVue) vary with hiring volume"}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Phenom/Beamery", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Phenom/Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Custom enterprise contract | Variable | $100K-$300K+ | High-end, often with add-ons."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Manatal", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Per-user traps** (Manatal $15-55/user, Greenhouse): Multiplies wildly with thousands."}, {"id": "mai-20260917-1752-baseline|c165-l4|xai-small|Noon", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Noon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Usage/credits** (Noon, Paradox): Fine for fixed volume, risky for variable enterprise hiring."}, {"id": "mai-20260917-1752-baseline|c165-l4|zai-small|Workable (Workable Agent)", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable (Workable Agent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is **Workable (Workable Agent)**"}, {"id": "mai-20260917-1752-baseline|c165-l4|zai-small|HireVue", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is **high-volume structured video interviewing**, consider **HireVue**."}, {"id": "mai-20260917-1752-baseline|c165-l4|zai-small|Eightfold AI", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **deep talent intelligence and workforce planning**, look at **Eightfold AI**."}, {"id": "mai-20260917-1752-baseline|c165-l4|zai-small|SeekOut", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If **AI-powered sourcing** is your main focus, **SeekOut** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c165-l4|zai-small|GoPerfect", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoPerfect** offers a very transparent model"}, {"id": "mai-20260917-1752-baseline|c165-l6|alibaba-small|Workday", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or Audit: Workday (specifically automated hiring modules)... must face a landmark class-action lawsuit"}, {"id": "mai-20260917-1752-baseline|c165-l6|alibaba-small|Eightfold AI", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: Eightfold AI ... faces a class-action lawsuit filed in early 2026"}, {"id": "mai-20260917-1752-baseline|c165-l6|alibaba-small|HireVue’s older models", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue’s older models", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "biometric sentiment analysis (associated with vendors like **HireVue’s older models**... **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c165-l6|alibaba-small|Cognisess", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Cognisess", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "associated with vendors like **HireVue’s older models**, **Cognisess**, and various niche startups). **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c165-l6|alibaba-small|Amazon’s scrapped recruiting tool (2018)", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon’s scrapped recruiting tool (2018)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Case Study: **Amazon’s scrapped recruiting tool (2018)**... it serves as a blueprint for what goes wrong"}, {"id": "mai-20260917-1752-baseline|c165-l6|anthropic-small|Amazon's experimental AI recruiting tool", "prompt": "c165-l6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's experimental AI recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The infamous case of Amazon's experimental AI recruiting tool showed bias against women"}, {"id": "mai-20260917-1752-baseline|c165-l6|deepseek-small|Workday (AI Screening/Matching)", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (AI Screening/Matching)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be highly cautious with **Workday's AI screening** unless you have contractual indemnification for bias claims"}, {"id": "mai-20260917-1752-baseline|c165-l6|deepseek-small|Eightfold AI", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **facial/voice analysis tools (HireVue-style), black-box scoring platforms (Eightfold-style), and autonomous agents**"}, {"id": "mai-20260917-1752-baseline|c165-l6|deepseek-small|HireVue", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid tools that rely on \"gamified\" behavioral analysis or one-way video interviews"}, {"id": "mai-20260917-1752-baseline|c165-l6|deepseek-small|Greenhouse", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use these platforms for **workflow management only**, not for AI-driven candidate ranking"}, {"id": "mai-20260917-1752-baseline|c165-l6|deepseek-small|Lever", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ensure any ATS (Greenhouse/Lever) is stripped of its automatic ranking features"}, {"id": "mai-20260917-1752-baseline|c165-l6|deepseek-small|Ashby", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are currently under active class-action investigation ... for their embedded AI screening features"}, {"id": "mai-20260917-1752-baseline|c165-l6|google-small|Workday", "prompt": "c165-l6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "In the landmark class-action lawsuit *Mobley v. Workday*, a federal court ruled that job seekers could sue both the software provider and the employers utilizing it."}, {"id": "mai-20260917-1752-baseline|c165-l6|google-small|Eightfold AI", "prompt": "c165-l6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "In *Kistler v. Eightfold AI*, a class-action lawsuit asserted that Eightfold AI acted as an unregistered Consumer Reporting Agency (CRA) under the FCRA."}, {"id": "mai-20260917-1752-baseline|c165-l6|meta-small|Paradox", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some tools that are mentioned as being suitable for large enterprises include Paradox and HireVue"}, {"id": "mai-20260917-1752-baseline|c165-l6|meta-small|HireVue", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some tools that are mentioned as being suitable for large enterprises include Paradox and HireVue"}, {"id": "mai-20260917-1752-baseline|c165-l6|moonshot-small|Workday", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Facing a landmark class-action lawsuit (first of its kind) alleging its AI-powered screening software discriminates against applicants with disabilities"}, {"id": "mai-20260917-1752-baseline|c165-l6|moonshot-small|Eightfold AI", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Facing a class-action lawsuit filed in January 2026"}, {"id": "mai-20260917-1752-baseline|c165-l6|moonshot-small|HireVue", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(Historical Caution) ... Speech recognition algorithms were found to disadvantage non-white and deaf applicants"}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Workday (AI-powered screening features)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (AI-powered screening features)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Strongly Avoid or Approach with Extreme Caution** ... Multiple high-profile lawsuits (e.g., *Mobley v. Workday*"}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Greenhouse", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Opt for customizable ATS like Greenhouse or Lever with human oversight."}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Lever", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Opt for customizable ATS like Greenhouse or Lever with human oversight."}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Eightfold AI", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Class-action lawsuit (*Kistler v. Eightfold*, 2025) claims its automated screening acts as an undisclosed \"consumer report\""}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|LinkedIn Recruiter", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Transparent matching tools like LinkedIn Recruiter with manual reviews."}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|HireVue (video interview analysis)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue (video interview analysis)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Faced 2020 bias lawsuits over facial recognition and body-language AI... Still criticized for impersonal experiences"}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Spark Hire", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spark Hire for basic video without heavy AI scoring."}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Pymetrics (now Harver)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics (now Harver)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools to **Be Cautious With** ... drew skepticism in enterprise pilots for unclear efficacy"}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Amazon (internal AI recruiting tools)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon (internal AI recruiting tools)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Abandoned its famous 2018 tool for gender bias ... newer iterations face \"oddball results\" allegations"}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Workable", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Screening | Greenhouse, Workable, Manatal | Strong integrations, bias audits, human-in-loop."}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Manatal", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Screening | Greenhouse, Workable, Manatal | Strong integrations, bias audits, human-in-loop."}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Paradox (chatbots only)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox (chatbots only)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Interviews | Spark Hire, Paradox (chatbots only) | Less invasive AI"}, {"id": "mai-20260917-1752-baseline|c165-l6|xai-small|Zoho Recruit", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Sourcing | LinkedIn, Zoho Recruit | Transparent, compliant; minimal automation risks."}, {"id": "mai-20260917-1752-baseline|c165-l6|zai-small|Eightfold AI", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** Eightfold AI is currently the subject of a landmark class-action lawsuit"}, {"id": "mai-20260917-1752-baseline|c165-l6|zai-small|HireVue", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** HireVue has faced persistent scrutiny over its use of AI to analyze facial expressions"}, {"id": "mai-20260917-1752-baseline|c165-l6|zai-small|Workday", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to Be Cautious:** Workday is currently facing a major legal battle (Mobley v. Workday)"}, {"id": "mai-20260917-1752-baseline|c165-l6|zai-small|Paradox", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Paradox suffered a massive security breach in June 2025"}, {"id": "mai-20260917-1752-baseline|c165-m1|alibaba-small|Gem", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Gem ... Gem is widely considered the industry standard."}, {"id": "mai-20260917-1752-baseline|c165-m1|alibaba-small|Autonomy Recruit", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for End-to-End Automation (The \"Full Service\" Option) Top Pick: Autonomy Recruit"}, {"id": "mai-20260917-1752-baseline|c165-m1|alibaba-small|TheHireHub.AI", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Autonomy Recruit or TheHireHub.AI"}, {"id": "mai-20260917-1752-baseline|c165-m1|alibaba-small|Ashby", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ashby if you want a modern system that gives you visibility into your hiring speed and quality."}, {"id": "mai-20260917-1752-baseline|c165-m1|alibaba-small|Greenhouse", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Greenhouse is the gold standard for governance and compliance."}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|GoPerfect", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoPerfect ranks first because it is the only platform that covers sourcing, screening, and outreach autonomously in a single agent"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|Greenhouse", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "an ATS (Greenhouse/Lever at $3,000-$8,000/year)"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|Gem", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GoPerfect, Greenhouse, Gem, hireEZ, SeekOut, Ashby, HireVue, and Workable"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|hireEZ", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GoPerfect, Greenhouse, Gem, hireEZ, SeekOut, Ashby, HireVue, and Workable"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|SeekOut", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GoPerfect, Greenhouse, Gem, hireEZ, SeekOut, Ashby, HireVue, and Workable"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|Ashby", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GoPerfect, Greenhouse, Gem, hireEZ, SeekOut, Ashby, HireVue, and Workable"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|HireVue", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GoPerfect, Greenhouse, Gem, hireEZ, SeekOut, Ashby, HireVue, and Workable"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|Workable", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "is especially well suited to SMB and mid-market teams that need fast time-to-value"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|Juicebox", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "is best for AI-native sourcing engine for speed and efficiency"}, {"id": "mai-20260917-1752-baseline|c165-m1|anthropic-small|Lever", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "an ATS (Greenhouse/Lever at $3,000-$8,000/year)"}, {"id": "mai-20260917-1752-baseline|c165-m1|challenger-small|GoPerfect", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick in these results is **GoPerfect**"}, {"id": "mai-20260917-1752-baseline|c165-m1|challenger-small|Autonomy Recruit", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Autonomy Recruit** is also positioned as a top mid-market option"}, {"id": "mai-20260917-1752-baseline|c165-m1|challenger-small|Workable", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Repeatedly appears as a strong mid-market choice with automated sourcing and scheduling."}, {"id": "mai-20260917-1752-baseline|c165-m1|challenger-small|Ashby", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less \"AI recruiter\" and more ATS/workflow platforms"}, {"id": "mai-20260917-1752-baseline|c165-m1|challenger-small|Greenhouse", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less \"AI recruiter\" and more ATS/workflow platforms"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|Greenhouse", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The safest overall pick for most B2B mid-market teams"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|Gem", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with **Greenhouse** (structure + fairness) paired with **Gem** for sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|Ashby", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby \\u2014 Best for data/analytics-driven teams"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|Workable", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or choose **Workable** if you want a faster, lower-cost single tool with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|SmartRecruiters", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best all-in-one suite with AI natively woven in"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|hireEZ", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "hireEZ \\u2014 Best for outbound sourcing volume"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|SeekOut", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gem**, **hireEZ**, or **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c165-m1|deepseek-small|GoodTime", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GoodTime (a lighter point tool)"}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Ashby", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ashby is the gold standard for mid-market B2B tech and professional services companies."}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Gem", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "an outbound CRM like Gem"}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Juicebox (PeopleGPT)", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best AI Sourcing Agent for Passive B2B Talent: **Juicebox (PeopleGPT)**"}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Findem", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Findem is the best tool to tap into this \"warm\" database."}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Greenhouse", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "existing mid-market systems like Greenhouse, Lever, or Ashby"}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Lever", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "existing mid-market systems like Greenhouse, Lever, or Ashby"}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Humanly", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Humanly is a premier solution."}, {"id": "mai-20260917-1752-baseline|c165-m1|google-small|Workday", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "if your current ATS (like Greenhouse or Workday) feels bloated, over-complex, or lacks native AI"}, {"id": "mai-20260917-1752-baseline|c165-m1|meta-small|Autonomy Recruit", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI recruiter for a mid-market B2B company is Autonomy Recruit"}, {"id": "mai-20260917-1752-baseline|c165-m1|meta-small|Humanly", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Humanly, TheHireHub.AI, and Lever"}, {"id": "mai-20260917-1752-baseline|c165-m1|meta-small|TheHireHub.AI", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Humanly, TheHireHub.AI, and Lever"}, {"id": "mai-20260917-1752-baseline|c165-m1|meta-small|Lever", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Humanly, TheHireHub.AI, and Lever"}, {"id": "mai-20260917-1752-baseline|c165-m1|minimax-small|TheHireHub.AI", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market companies wanting end-to-end automation"}, {"id": "mai-20260917-1752-baseline|c165-m1|minimax-small|Workable", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for mid-sized companies with high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c165-m1|minimax-small|Ashby", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for analytics-driven mid-market teams"}, {"id": "mai-20260917-1752-baseline|c165-m1|minimax-small|Lever", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for mid-market inbound + outbound recruiting"}, {"id": "mai-20260917-1752-baseline|c165-m1|mistral-small|Ashby", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for startups and mid-market companies needing a unified system for ATS, CRM, scheduling, and analytics."}, {"id": "mai-20260917-1752-baseline|c165-m1|mistral-small|TheHireHub.AI", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market and teams in India/MEA wanting end-to-end automation."}, {"id": "mai-20260917-1752-baseline|c165-m1|mistral-small|hireEZ", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for both AI sourcing and talent acquisition, suitable for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c165-m1|mistral-small|Greenhouse", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong choice for mid-market and enterprise teams that prioritize responsible AI innovation, governance, and compliance"}, {"id": "mai-20260917-1752-baseline|c165-m1|moonshot-small|Greenhouse", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenhouse** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c165-m1|moonshot-small|Lever", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lever** – Best ATS + CRM Combo"}, {"id": "mai-20260917-1752-baseline|c165-m1|moonshot-small|Ashby", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Has a learning curve; avoid if your team wants simplicity"}, {"id": "mai-20260917-1752-baseline|c165-m1|moonshot-small|Workable", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** – Best Value & Speed to Implement"}, {"id": "mai-20260917-1752-baseline|c165-m1|moonshot-small|GoPerfect", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specifically designed as an autonomous AI recruiting agent for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c165-m1|moonshot-small|TheHireHub.AI", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fully autonomous AI agent** | GoPerfect or TheHireHub.AI"}, {"id": "mai-20260917-1752-baseline|c165-m1|openai-small|SeekOut", "prompt": "c165-m1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **SeekOut** if your main need is **finding, sourcing, screening, and engaging professional/knowledge-worker candidates**"}, {"id": "mai-20260917-1752-baseline|c165-m1|openai-small|Paradox", "prompt": "c165-m1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your hiring is more **high-volume, candidate-experience, and scheduling/chatbot-driven**, **Paradox** is often the better fit."}, {"id": "mai-20260917-1752-baseline|c165-m1|xai-small|Workable", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All-in-one ATS with AI sourcing (400M+ profiles), screening, assessments, and 290+ integrations"}, {"id": "mai-20260917-1752-baseline|c165-m1|xai-small|Ashby", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern ATS + AI analytics, CRM, scheduling, and job description drafting"}, {"id": "mai-20260917-1752-baseline|c165-m1|xai-small|hireEZ", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI sourcing/engagement across web/LinkedIn (800M+ profiles)"}, {"id": "mai-20260917-1752-baseline|c165-m1|xai-small|Greenhouse", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top-ranked overall/mid-market ATS on G2; AI filtering + compliance"}, {"id": "mai-20260917-1752-baseline|c165-m1|xai-small|Manatal", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget all-in-one for smaller mid-market; AI matching but lighter features"}, {"id": "mai-20260917-1752-baseline|c165-m1|zai-small|TheHireHub.AI (AiRA)", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI (AiRA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall AI recruiter for a mid-market B2B company is **TheHireHub.AI (AiRA)**"}, {"id": "mai-20260917-1752-baseline|c165-m1|zai-small|Greenhouse", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** (Core/Plus) is a strong alternative, though it uses custom quotes and tends to be more expensive"}, {"id": "mai-20260917-1752-baseline|c165-m1|zai-small|Ashby", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong all‑in‑one ATS + AI analytics for mid‑market"}, {"id": "mai-20260917-1752-baseline|c165-m1|zai-small|Workable", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for mid‑market all‑in‑one ATS + HRIS with transparent per‑seat pricing"}, {"id": "mai-20260917-1752-baseline|c165-m1|zai-small|Autonomy Recruit", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget‑friendly flat‑rate option (~$99/mo) if you prioritize low cost"}, {"id": "mai-20260917-1752-baseline|c165-m2|alibaba-small|Workable", "prompt": "c165-m2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One Solution: **Workable** ... Go with **Workable**. It offers the best balance of price, ease of use, and AI capability"}, {"id": "mai-20260917-1752-baseline|c165-m2|alibaba-small|Willo", "prompt": "c165-m2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Standalone Tool (If you already have an ATS): **Willo**"}, {"id": "mai-20260917-1752-baseline|c165-m2|alibaba-small|Adaface", "prompt": "c165-m2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Adaface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Technical & Specialized Roles: **Adaface** or **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c165-m2|alibaba-small|TestGorilla", "prompt": "c165-m2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Technical & Specialized Roles: **Adaface** or **TestGorilla**"}, {"id": "mai-20260917-1752-baseline|c165-m2|anthropic-small|Pin", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin stands out as the top pick among AI resume screening tools... I'd recommend starting with either **Pin** (for simplicity and cost-effectiveness)"}, {"id": "mai-20260917-1752-baseline|c165-m2|anthropic-small|Sapia.ai", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Sapia.ai** if you have higher application volumes"}, {"id": "mai-20260917-1752-baseline|c165-m2|anthropic-small|Paradox", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Paradox, Joveo, HeyMilo, and Sapia.ai serving this function"}, {"id": "mai-20260917-1752-baseline|c165-m2|anthropic-small|Joveo", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Paradox, Joveo, HeyMilo, and Sapia.ai serving this function"}, {"id": "mai-20260917-1752-baseline|c165-m2|anthropic-small|HeyMilo", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HeyMilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Paradox, Joveo, HeyMilo, and Sapia.ai serving this function"}, {"id": "mai-20260917-1752-baseline|c165-m2|anthropic-small|Workable", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I'd recommend starting with either **Pin** (for simplicity and cost-effectiveness) or **Workable** (for comprehensive features)"}, {"id": "mai-20260917-1752-baseline|c165-m2|challenger-small|Workable", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** if you want the safest all-around choice"}, {"id": "mai-20260917-1752-baseline|c165-m2|challenger-small|GoPerfect", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoPerfect** if your main need is stronger AI screening and candidate sourcing at scale"}, {"id": "mai-20260917-1752-baseline|c165-m2|deepseek-small|Workable", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Workable**"}, {"id": "mai-20260917-1752-baseline|c165-m2|deepseek-small|Manatal", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest full-featured ATS with AI scoring; great if you want to keep costs low"}, {"id": "mai-20260917-1752-baseline|c165-m2|deepseek-small|Spark Hire", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adding a video-screening layer to an *existing* ATS"}, {"id": "mai-20260917-1752-baseline|c165-m2|deepseek-small|InterviewFlowAI", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "InterviewFlowAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically B2B **sales hiring** (tests clarity, objection handling, discovery)"}, {"id": "mai-20260917-1752-baseline|c165-m2|deepseek-small|HireVue", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "probably overkill unless you're hiring thousands"}, {"id": "mai-20260917-1752-baseline|c165-m2|google-small|Metaview", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Metaview** is a market leader. Trusted by fast-growing B2B brands like Deel, Brex, and Replit"}, {"id": "mai-20260917-1752-baseline|c165-m2|google-small|Mokka", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Mokka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mokka** if your team is **drowning in resume volume**"}, {"id": "mai-20260917-1752-baseline|c165-m2|google-small|Truffle", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Truffle** if you have highly technical or specific hiring managers who need to see **clear evidence and reasoning**"}, {"id": "mai-20260917-1752-baseline|c165-m2|google-small|Workable", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "needs a core Applicant Tracking System that comes with powerful, built-in AI, **Workable** is the premier choice"}, {"id": "mai-20260917-1752-baseline|c165-m2|meta-small|GoPerfect", "prompt": "c165-m2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend GoPerfect as an AI-powered candidate screening tool for a mid-sized B2B company."}, {"id": "mai-20260917-1752-baseline|c165-m2|minimax-small|GoPerfect", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: GoPerfect"}, {"id": "mai-20260917-1752-baseline|c165-m2|minimax-small|Workable", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives to Consider: Workable"}, {"id": "mai-20260917-1752-baseline|c165-m2|minimax-small|Qualifi", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Qualifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qualifi** (if you prioritize async phone screening)"}, {"id": "mai-20260917-1752-baseline|c165-m2|minimax-small|Sapia.ai", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sapia.ai** (if bias reduction is a priority)"}, {"id": "mai-20260917-1752-baseline|c165-m2|mistral-small|Workable", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** is often the best starting point due to its all-in-one convenience"}, {"id": "mai-20260917-1752-baseline|c165-m2|mistral-small|Greenhouse", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse** or **Ashby** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c165-m2|mistral-small|Ashby", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** or **Ashby** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c165-m2|mistral-small|HeyMilo", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HeyMilo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a focus on video or voice screening, consider **HeyMilo** or **HireVue**."}, {"id": "mai-20260917-1752-baseline|c165-m2|mistral-small|HireVue", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a focus on video or voice screening, consider **HeyMilo** or **HireVue**."}, {"id": "mai-20260917-1752-baseline|c165-m2|moonshot-small|Ashby", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ashby** if you need a full ATS replacement, or **Spark Hire** if you already have an ATS"}, {"id": "mai-20260917-1752-baseline|c165-m2|moonshot-small|Spark Hire", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Spark Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Ashby** if you need a full ATS replacement, or **Spark Hire** if you already have an ATS"}, {"id": "mai-20260917-1752-baseline|c165-m2|moonshot-small|Fetcher", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fetcher** – Best for AI Sourcing + Screening"}, {"id": "mai-20260917-1752-baseline|c165-m2|moonshot-small|HireVue", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HireVue** – Best for High-Volume + Assessments ... Enterprise-level (custom pricing)"}, {"id": "mai-20260917-1752-baseline|c165-m2|openai-small|HiPeople", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HiPeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HiPeople** as the best first look for AI-powered candidate screening."}, {"id": "mai-20260917-1752-baseline|c165-m2|openai-small|A·Minds", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "A·Minds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**A·Minds** if you want a very **budget-friendly, per-job pricing model**"}, {"id": "mai-20260917-1752-baseline|c165-m2|openai-small|HiredScore AI for Recruiting", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HiredScore AI for Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a more **enterprise-style automation layer** for screening, prioritization, and sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m2|openai-small|HireEZ", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HireEZ** if your biggest need is **sourcing and outreach** in addition to screening."}, {"id": "mai-20260917-1752-baseline|c165-m2|xai-small|Workable", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Workable as the top AI-powered candidate screening tool"}, {"id": "mai-20260917-1752-baseline|c165-m2|xai-small|Manatal", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Manatal ($15/user/mo annual): Excellent value"}, {"id": "mai-20260917-1752-baseline|c165-m2|xai-small|Zoho Recruit", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Recruit (~$25/user/mo): Affordable, customizable ATS with AI parsing"}, {"id": "mai-20260917-1752-baseline|c165-m2|zai-small|GoPerfect", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **GoPerfect**"}, {"id": "mai-20260917-1752-baseline|c165-m2|zai-small|Greenhouse AI", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Greenhouse AI** | Structured, bias-aware hiring |"}, {"id": "mai-20260917-1752-baseline|c165-m2|zai-small|Eightfold.ai", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Eightfold.ai** | Skills-based screening |"}, {"id": "mai-20260917-1752-baseline|c165-m2|zai-small|Joveo", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Joveo** | High-volume automated screening |"}, {"id": "mai-20260917-1752-baseline|c165-m2|zai-small|Workable", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Workable** | AI screening built into an ATS |"}, {"id": "mai-20260917-1752-baseline|c165-m2|zai-small|HireVue", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **HireVue** | Structured video interviews + assessments |"}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|HireVue", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For Large Enterprises: Consider Eightfold AI or HireVue to scale assessments and improve internal mobility."}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|Fetcher (now part of Gem)", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher (now part of Gem)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Fast Startup Hiring: Start with **Fetcher** to automate sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|Eightfold AI", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Eightfold AI** or **HireVue** to scale assessments"}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|SeekOut", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Technical Hiring: Use **SeekOut** to tap into developer communities."}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|Joveo", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Joveo optimizes job posts for SEO and distributes them programmatically across platforms."}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|Beamery", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on *relationship building* rather than transactional hiring."}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The best *candidate engagement tool*."}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|iCIMS", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**iCIMS/Lever** partners offer deep ATS integration."}, {"id": "mai-20260917-1752-baseline|c165-m3|alibaba-small|Lever", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**iCIMS/Lever** partners offer deep ATS integration."}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|HireEZ", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HireEZ and SeekOut for sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|SeekOut", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HireEZ and SeekOut for sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|Gem", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gem for outbound CRM"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|HireVue", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireVue for video screening"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|Eightfold", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Eightfold and HiredScore for enterprise talent intelligence"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|HiredScore", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Eightfold and HiredScore for enterprise talent intelligence"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|Metaview", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Leads in AI for interviews... the only tool on this list that covers sourcing, interview capture, scorecards, and outreach in a single platform"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|Juicebox", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An AI-native sourcing engine for speed and efficiency."}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|GoodTime", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "With its Orchestra AI agents workforce, it can automate candidate advancement, scheduling"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|SmartRecruiters", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Combines ATS workflows with an AI-forward feature set including Winston Match"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|Manatal", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "built for SMBs that want one platform instead of a toolchain, though it's not as sophisticated as enterprise platforms"}, {"id": "mai-20260917-1752-baseline|c165-m3|anthropic-small|Workable", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Bundles AI-powered sourcing, resume screening, interview scheduling, and onboarding into one platform"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|LinkedIn Hiring Assistant", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Hiring Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad sourcing and recruiting at scale"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|SeekOut", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses on deep talent search, advanced filters, and rediscovery of candidates"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|HireEZ", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Specializes in sourcing and outreach to candidates who are not actively applying."}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Gem", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines sourcing, outreach, and pipeline management"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Uses conversational AI to screen, answer questions, and schedule candidates"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|HireVue", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on structured video interviews and assessment rather than sourcing."}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Metaview", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Captures interviews and turns them into structured reports"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|GoodTime", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Optimizes multi-interviewer scheduling and coordination"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Eightfold AI", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise talent intelligence and internal mobility"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Workable", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bundles ATS plus embedded AI"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Manatal", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Offers practical AI recruiting features at a lower price point"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Zoho Recruit", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Gives budget-conscious teams accessible AI features"}, {"id": "mai-20260917-1752-baseline|c165-m3|challenger-small|Humanly", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Conversational AI tools like Paradox and Humanly handle applicant interactions"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The most mature conversational AI recruiter, built for hourly, retail, hospitality, and frontline hiring at scale."}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Xor.AI", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Xor.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Similar chat-based conversational recruiting and scheduling, strong globally."}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|HireVue", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is also the most legally scrutinized tool in the category"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Truffle", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One-way video interviews with highlight reels and transparent match scoring; more SMB-friendly than HireVue."}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|BrightHire", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"Interview intelligence\": they record and analyze real conversations"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Metaview", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "auto-generate candidate reports and summaries written back into your ATS"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Eightfold AI", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Priciest option (~$7–10/employee/mo), suited to large, skills-first enterprises."}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Findem", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Strong for diversity sourcing and hard-to-find candidates, but enterprise-priced ($25K–$100K+/yr)."}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|SeekOut", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Talent-intelligence sourcing engine reaching technical and hard-to-find talent beyond LinkedIn"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Gem", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best-in-class talent CRM + AI sourcing for outbound recruiting of passive candidates"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|hireEZ", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Sourcing-first engine scanning 1B+ open-web profiles with built-in outreach"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Juicebox", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Natural-language \"PeopleGPT\" sourcing across 800M+ profiles"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Fetcher", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "A *managed* sourcing service (humans + AI) starting around $595/seat/month."}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Workable", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "An ATS with AI built across the whole cycle; its \"Workable Agent\" autonomously sources, screens, qualifies"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Manatal", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Budget-friendly all-in-one ATS with AI candidate matching; strong value for SMBs"}, {"id": "mai-20260917-1752-baseline|c165-m3|deepseek-small|Hubert", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Hubert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "explain *why* a candidate ranked that way (Truffle, Hubert)"}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|Juicebox (PeopleGPT)", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "An AI-native talent discovery platform built around natural language search."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|hireEZ", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An enterprise-grade, agentic AI outbound sourcing platform."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|SeekOut", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A talent intelligence and deep sourcing platform."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|Metaview", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An AI-powered \"interview intelligence\" companion."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|HireVue", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An automated video interviewing and assessment platform."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A conversational assistant (embodied as \"Olivia\") built to streamline candidate engagement."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|GoodTime", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An AI-driven interview coordinator."}, {"id": "mai-20260917-1752-baseline|c165-m3|google-small|Eightfold AI", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An enterprise Talent Intelligence Platform centered on skills."}, {"id": "mai-20260917-1752-baseline|c165-m3|meta-small|Truffle", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top AI recruiting tools, including Truffle, Juicebox, HireVue, HeroHunt.ai, and Spott, among others"}, {"id": "mai-20260917-1752-baseline|c165-m3|meta-small|Juicebox", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Truffle, Juicebox, HireVue, HeroHunt.ai, and Spott"}, {"id": "mai-20260917-1752-baseline|c165-m3|meta-small|HireVue", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Truffle, Juicebox, HireVue, HeroHunt.ai, and Spott"}, {"id": "mai-20260917-1752-baseline|c165-m3|meta-small|HeroHunt.ai", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HeroHunt.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Truffle, Juicebox, HireVue, HeroHunt.ai, and Spott"}, {"id": "mai-20260917-1752-baseline|c165-m3|meta-small|Spott", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Spott", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Truffle, Juicebox, HireVue, HeroHunt.ai, and Spott, among others"}, {"id": "mai-20260917-1752-baseline|c165-m3|minimax-small|HireVue", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose HireVue** if you need structured video interviews at scale with compliance tracking"}, {"id": "mai-20260917-1752-baseline|c165-m3|minimax-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Paradox** if candidate communication and scheduling automation are your biggest pain points"}, {"id": "mai-20260917-1752-baseline|c165-m3|minimax-small|Manatal", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Manatal** if you want an affordable ATS with built-in AI matching"}, {"id": "mai-20260917-1752-baseline|c165-m3|minimax-small|Truffle", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Truffle** if you're a small team buried under high-volume applications"}, {"id": "mai-20260917-1752-baseline|c165-m3|minimax-small|Skima AI", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Skima AI** if explainable, bias-aware screening is a priority"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Noon", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Runs the entire hiring funnel end-to-end—sourcing, evaluation, outreach, and scheduling—without human intervention."}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|SeekOut", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These tools specialize in finding passive candidates at scale"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|hireEZ", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specialize in finding passive candidates at scale"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Fetcher", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SeekOut, hireEZ, Fetcher, Findem"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Findem", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SeekOut, hireEZ, Fetcher, Findem"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Eightfold AI", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use skills-based matching and internal mobility tools to rank candidates"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Beamery", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong on talent rediscovery and internal talent movement"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|HireVue", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "HireVue is best for large enterprises needing assessment models"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Paradox excels at automating candidate interactions"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Joveo", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Optimize job ad spend and provide analytics"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|iCIMS Talent Cloud", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Job ad optimization & analytics"}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Manatal", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Suitable for small to mid-size companies, offering a balance of AI features and ease of use."}, {"id": "mai-20260917-1752-baseline|c165-m3|mistral-small|Phenom", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Enterprise tools (Eightfold, Phenom) integrate with ATS/HCM"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for**: High-volume hiring, frontline/retail roles, automating repetitive tasks"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|HireVue", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Enterprise teams needing structured, science-backed assessments"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Juicebox", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Finding passive candidates quickly with natural language search"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|hireEZ", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: End-to-end recruiting automation beyond just sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|SeekOut", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Deep talent intelligence and multi-source data aggregation"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Gem", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consolidates multiple tools into one platform without requiring ATS replacement"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Ashby", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Most flexible/customizable for unique hiring processes; steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Greenhouse", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong ecosystem and integrations; requires add-ons for advanced features like CRM/sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|LinkedIn Recruiter", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Largest talent pool access | 900M+ profiles, proprietary data"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Fetcher", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Set-and-forget sourcing | Autonomous sourcing with minimal input"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Humanly", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Conversational screening | Chat-based pre-screening"}, {"id": "mai-20260917-1752-baseline|c165-m3|moonshot-small|Truffle", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "High-volume screening | Resume review + one-way video + AI match scores in one platform"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Lever", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lever**: ATS + CRM with AI embedded across screening, interviewing, reporting, and next-best-action recommendations."}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Greenhouse", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenhouse**: Strong on structured hiring and scorecards, with AI layered into job setup, sourcing, application review"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Eightfold AI", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Eightfold AI**: Best known for skills-based matching, internal mobility, and talent intelligence."}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|SeekOut", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SeekOut**: Strong for technical, diverse, and hard-to-find talent"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Paradox", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Paradox**: Known for conversational AI that screens, schedules, and nurtures candidates"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|HireVue", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HireVue**: Best known for video interviewing and interview automation."}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|HiredScore", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HiredScore**: Often used as an AI layer on top of systems like Workday to prioritize candidates"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Humanly", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Humanly**: Similar category—automates candidate conversations, screening, and coordination."}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Gem", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Gem**: Strong for outbound recruiting, nurture campaigns, and pipeline analytics."}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Workable", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The best-known platforms in 2026 include Lever, Greenhouse, Eightfold AI, SeekOut, Paradox, HireVue, HiredScore, Humanly, Gem, Workable, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|iCIMS", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**iCIMS**: A broader talent acquisition suite with newer AI sourcing and scheduling capabilities"}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|hireEZ", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**hireEZ**: Commonly used for open-web sourcing and outreach on top of an existing ATS."}, {"id": "mai-20260917-1752-baseline|c165-m3|openai-small|Juicebox", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Juicebox**: Natural-language sourcing, meaning recruiters can search more conversationally."}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|HireVue", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focuses on post-application assessment (e.g., structured video analysis); less on sourcing."}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|Eightfold AI", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Broad talent CRM with predictive matching across career paths"}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Conversational AI for high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|Phenom", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comprehensive platform spanning external marketing to internal mobility"}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|Beamery", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CRM-focused for nurturing long-term pipelines"}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|SeekOut", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top for passive sourcing with enrichment"}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|hireEZ", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Scales outbound recruiting; integrates ATS well."}, {"id": "mai-20260917-1752-baseline|c165-m3|xai-small|Fetcher", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Great for small teams; automates full outreach sequences."}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Workable", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** | Best overall AI ATS"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Greenhouse", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need a full ATS with AI built in?** → Workable or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Manatal", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget is tight but want AI features?** → Manatal or Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High-volume, frontline, or hourly hiring?** → Paradox or Humanly"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Humanly", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Conversational AI screening | High-volume inbound and outbound"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Zapier", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want to automate a complex, multi-tool stack?** → Zapier"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|HireVue", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need structured video interviews & assessments?** → HireVue or HiPeople"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|HiPeople", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiPeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "End-to-end screening, video interviews, assessments, reference checks"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Ezra", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ezra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Ezra** | AI voice interviews"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Eightfold", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Eightfold has faced compliance scrutiny; review their legal and ethics documentation before committing."}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|HiredScore", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Focusing on skills-based hiring or internal mobility?** → Eightfold or HiredScore"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Gem", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Gem** | Outbound outreach & pipeline analytics"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|hireEZ", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Struggling to find technical or diverse candidates?** → SeekOut, hireEZ, or Juicebox"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|SeekOut", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Technical and diverse talent sourcing | Tech teams and diversity initiatives"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Juicebox", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Juicebox** | Natural-language sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Skima AI", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Explainable AI resume screening & talent rediscovery"}, {"id": "mai-20260917-1752-baseline|c165-m3|zai-small|Zoho Recruit", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Zoho Recruit** | Value | Small teams with limited budgets"}, {"id": "mai-20260917-1752-baseline|c165-m4|alibaba-small|GoPerfect", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Pay-Per-Use): **GoPerfect** ... widely considered the most efficient choice for startups."}, {"id": "mai-20260917-1752-baseline|c165-m4|alibaba-small|Manatal", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost All-In-One Platform: **Manatal** ... offers the best entry price point."}, {"id": "mai-20260917-1752-baseline|c165-m4|alibaba-small|Pin", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Pure Sourcing (Find People): **Pin** ... Has a **Free Forever** plan"}, {"id": "mai-20260917-1752-baseline|c165-m4|anthropic-small|JuggleHire", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "JuggleHire stands out with its quick 10-minute setup for just $19/month, making it ideal for very early-stage startups."}, {"id": "mai-20260917-1752-baseline|c165-m4|anthropic-small|Manatal", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manatal combines an ATS with AI-powered candidate sourcing and scoring at a startup-friendly price point"}, {"id": "mai-20260917-1752-baseline|c165-m4|anthropic-small|Recooty", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Recooty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Recooty hits the sweet spot of price and features"}, {"id": "mai-20260917-1752-baseline|c165-m4|anthropic-small|KitaHQ", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "KitaHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KitaHQ offers AI-powered resume screening, video interviews, and assessment for about <$1 per candidate"}, {"id": "mai-20260917-1752-baseline|c165-m4|anthropic-small|Wellfound", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wellfound offers free basic posting with paid features for advanced sourcing"}, {"id": "mai-20260917-1752-baseline|c165-m4|challenger-small|Manatal", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal is the safest \"best AI recruiter\" for a company on a tight budget"}, {"id": "mai-20260917-1752-baseline|c165-m4|challenger-small|Zoho Recruit", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Recruit if you want a budget-safe option with a free tier"}, {"id": "mai-20260917-1752-baseline|c165-m4|challenger-small|Pin", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost sourcing recruiter: Pin"}, {"id": "mai-20260917-1752-baseline|c165-m4|challenger-small|Hirevire", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you only need interview screening: Hirevire starts at $39/month"}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|Manatal", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** ($15/user/month) offers the best combination of AI features, affordability, and ease of use"}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|Pin", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best AI Sourcer (Free Tier Available)** ... The free tier is genuinely usable"}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|EasyHire.me", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI Video Interviewing on a Budget"}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|Zoho Recruit", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The free tier is limited to **1 active job** and **no AI features**"}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|Breezy HR", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid balance of features and price for growing small teams."}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|Workable", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Comparable AI sourcing features from Workable or Lever cost 3–5x more."}, {"id": "mai-20260917-1752-baseline|c165-m4|deepseek-small|Lever", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Comparable AI sourcing features from Workable or Lever cost 3–5x more."}, {"id": "mai-20260917-1752-baseline|c165-m4|google-small|HiredAI", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pricing:** Extremely budget-friendly, starting at **$19.99 to $39 per month** with no per-seat fees."}, {"id": "mai-20260917-1752-baseline|c165-m4|google-small|Juicebox (PeopleGPT)", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Solo recruiters or small startups who want deep, natural-language talent search with transparent, low-cost entry pricing."}, {"id": "mai-20260917-1752-baseline|c165-m4|google-small|Manatal", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pricing:** Highly affordable, starting at **$15 per user/month**"}, {"id": "mai-20260917-1752-baseline|c165-m4|google-small|JuggleHire", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Because it doesn't charge \"per seat,\" adding more hiring managers or interviewers won't balloon your monthly bill."}, {"id": "mai-20260917-1752-baseline|c165-m4|google-small|Zoho Recruit", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "to unlock Zia AI matching, you will need the Professional tier at **$50 to $60/recruiter/month**"}, {"id": "mai-20260917-1752-baseline|c165-m4|google-small|Truffle", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** Lean teams overwhelmed by high-volume inbound applications"}, {"id": "mai-20260917-1752-baseline|c165-m4|meta-small|GoPerfect", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoPerfect offers per-position pricing ($250/month per open role) that aligns costs with actual hiring activity"}, {"id": "mai-20260917-1752-baseline|c165-m4|meta-small|Weekday", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Weekday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Weekday, Juicebox, and HiredAI are also great options for budget-conscious startups."}, {"id": "mai-20260917-1752-baseline|c165-m4|meta-small|Juicebox", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weekday, Juicebox, and HiredAI are also great options for budget-conscious startups."}, {"id": "mai-20260917-1752-baseline|c165-m4|meta-small|HiredAI", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Weekday, Juicebox, and HiredAI are also great options for budget-conscious startups."}, {"id": "mai-20260917-1752-baseline|c165-m4|meta-small|Pin", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Pin and Huntlo offer free tiers or affordable pricing plans"}, {"id": "mai-20260917-1752-baseline|c165-m4|meta-small|Huntlo", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Huntlo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Pin and Huntlo offer free tiers or affordable pricing plans"}, {"id": "mai-20260917-1752-baseline|c165-m4|minimax-small|Manatal", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Manatal** at $19/user/month or **Pin** if you want to test before committing (free tier)"}, {"id": "mai-20260917-1752-baseline|c165-m4|minimax-small|Zoho Recruit", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Well-established platform - Good for small businesses on a budget"}, {"id": "mai-20260917-1752-baseline|c165-m4|minimax-small|Pin", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pin** if you want to test before committing (free tier)"}, {"id": "mai-20260917-1752-baseline|c165-m4|minimax-small|HiredAI", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically designed for tight budgets"}, {"id": "mai-20260917-1752-baseline|c165-m4|mistral-small|Breezy HR", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a completely free solution, start with **Breezy HR** or **Pin**."}, {"id": "mai-20260917-1752-baseline|c165-m4|mistral-small|Pin", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a completely free solution, start with **Breezy HR** or **Pin**."}, {"id": "mai-20260917-1752-baseline|c165-m4|mistral-small|GoPerfect", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manatal** or **GoPerfect** are excellent value-for-money options"}, {"id": "mai-20260917-1752-baseline|c165-m4|mistral-small|Manatal", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "noted as the best value for small businesses, with plans starting under $200/month"}, {"id": "mai-20260917-1752-baseline|c165-m4|moonshot-small|Manatal", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** offers the best AI features at the lowest price point."}, {"id": "mai-20260917-1752-baseline|c165-m4|moonshot-small|Pin", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have zero budget:** Start with **Pin** or **Breezy HR** for their robust free tiers."}, {"id": "mai-20260917-1752-baseline|c165-m4|moonshot-small|Breezy HR", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Pin** or **Breezy HR** for their robust free tiers."}, {"id": "mai-20260917-1752-baseline|c165-m4|moonshot-small|Sprad", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Sprad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you plan to grow:** **Sprad** lets you start free and add AI features later"}, {"id": "mai-20260917-1752-baseline|c165-m4|moonshot-small|TalentLyft", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**TalentLyft** - Best for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c165-m4|moonshot-small|Zoho Recruit", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zoho Recruit** - Most Affordable Paid Option"}, {"id": "mai-20260917-1752-baseline|c165-m4|openai-small|Zoho Recruit", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best value pick is usually Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c165-m4|openai-small|iSmartRecruit", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iSmartRecruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Very lean team, minimal setup:** **iSmartRecruit**"}, {"id": "mai-20260917-1752-baseline|c165-m4|openai-small|Workable", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's usually less budget-friendly than Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-m4|openai-small|CEIPAL ATS", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "CEIPAL ATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you're recruiting a lot, though it's more complex"}, {"id": "mai-20260917-1752-baseline|c165-m4|xai-small|Manatal", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal stands out as one of the best AI recruiting tools"}, {"id": "mai-20260917-1752-baseline|c165-m4|xai-small|Zoho Recruit", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternatives... Free forever (1 recruiter, 1 active job)"}, {"id": "mai-20260917-1752-baseline|c165-m4|xai-small|Breezy HR", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free forever (1 active job/position)... Visual pipeline shines."}, {"id": "mai-20260917-1752-baseline|c165-m4|xai-small|Workable", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These beat pricier options like Workable ($299/mo)"}, {"id": "mai-20260917-1752-baseline|c165-m4|xai-small|Juicebox", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricier options like Workable ($299/mo) or Juicebox ($99+) for tight budgets"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|EasyHire.me", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero cost, full workflow** | EasyHire.me | Permanent free plan with AI analysis of responses and both async & live interview formats"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|Pin", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Maximum sourcing power** | Pin | Free tier gives full access to 850M+ profiles with outreach that's 5x more effective than average"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|Olibr", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Olibr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shared candidate pool** | Olibr | Free platform that pools dormant profiles across users"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|Zoho Recruit", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple ATS for 1–2 roles** | Zoho Recruit | Free plan supports one recruiter and one active job"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|Juicebox", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Free** (some use cases), paid from $99/user/month"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|Manatal", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**$15/user/month** (annual billing)"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|InterviewFlowAI", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "InterviewFlowAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget‑friendly per‑interview screening** | InterviewFlowAI | Pay only for interviews you actually conduct"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|GoPerfect", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Per‑role cost model** | GoPerfect | Pay only for each open position; AI agent handles sourcing and outreach"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|Breezy HR", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Free plan**; paid from $19/month"}, {"id": "mai-20260917-1752-baseline|c165-m4|zai-small|ChatGPT", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Screening** – ChatGPT or InterviewFlowAI ($0.99/interview)"}, {"id": "mai-20260917-1752-baseline|c165-m5|alibaba-small|Paradox", "prompt": "c165-m5", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Screening Bots (e.g., Paradox, Mya):** Best for high-volume roles"}, {"id": "mai-20260917-1752-baseline|c165-m5|alibaba-small|Mya", "prompt": "c165-m5", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Mya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Screening Bots (e.g., Paradox, Mya):** Best for high-volume roles"}, {"id": "mai-20260917-1752-baseline|c165-m5|google-small|Moonhub", "prompt": "c165-m5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Moonhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "e.g., platforms like Moonhub or Fetcher"}, {"id": "mai-20260917-1752-baseline|c165-m5|google-small|Fetcher", "prompt": "c165-m5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., platforms like Moonhub or Fetcher"}, {"id": "mai-20260917-1752-baseline|c165-m5|google-small|Cangrade", "prompt": "c165-m5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Cangrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ranking them against your job descriptions (e.g., Cangrade, Eightfold)"}, {"id": "mai-20260917-1752-baseline|c165-m5|google-small|Eightfold", "prompt": "c165-m5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ranking them against your job descriptions (e.g., Cangrade, Eightfold)"}, {"id": "mai-20260917-1752-baseline|c165-m5|google-small|Paradox", "prompt": "c165-m5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "schedule interviews (e.g., Paradox, Amazon Connect Talent)"}, {"id": "mai-20260917-1752-baseline|c165-m5|google-small|Amazon Connect Talent", "prompt": "c165-m5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Amazon Connect Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "schedule interviews (e.g., Paradox, Amazon Connect Talent)"}, {"id": "mai-20260917-1752-baseline|c165-m5|xai-small|Greenhouse AI", "prompt": "c165-m5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Greenhouse AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 tools: From reviews (e.g., Greenhouse AI, Humanly, Serra for high-volume; check G2/Capterra for mid-size fits)."}, {"id": "mai-20260917-1752-baseline|c165-m5|xai-small|Humanly", "prompt": "c165-m5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Greenhouse AI, Humanly, Serra for high-volume"}, {"id": "mai-20260917-1752-baseline|c165-m5|xai-small|Serra", "prompt": "c165-m5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Serra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Humanly, Serra for high-volume"}, {"id": "mai-20260917-1752-baseline|c165-m6|alibaba-small|HireVue", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While HireVue is a market leader, they have faced major investigations... you must ask vendors exactly which version they are running."}, {"id": "mai-20260917-1752-baseline|c165-m6|alibaba-small|MyInterview", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "MyInterview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it processes facial data, raising privacy and bias concerns"}, {"id": "mai-20260917-1752-baseline|c165-m6|alibaba-small|Humanly", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Humanly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with caution and demand full audits of their algorithms."}, {"id": "mai-20260917-1752-baseline|c165-m6|alibaba-small|Workday", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "have faced class-action lawsuits alleging that their integrated AI screening tools systematically discriminated"}, {"id": "mai-20260917-1752-baseline|c165-m6|alibaba-small|Pymetrics", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Use only if you have verified their specific game validations match your industry needs."}, {"id": "mai-20260917-1752-baseline|c165-m6|alibaba-small|iTutorGroup", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "iTutorGroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "cases (e.g., **iTutorGroup**) where AI screeners automatically disqualified candidates over age 55"}, {"id": "mai-20260917-1752-baseline|c165-m6|anthropic-small|Workday", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Workday's AI-driven recruitment screening tools, with a job applicant alleging they disproportionately rejected older, Black, and disabled applicants"}, {"id": "mai-20260917-1752-baseline|c165-m6|anthropic-small|Eightfold AI", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A California lawsuit against Eightfold reframes the issue as a transparency and consumer protection violation, alleging the AI tools generated secret candidate reports without disclosure."}, {"id": "mai-20260917-1752-baseline|c165-m6|anthropic-small|HireVue", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The platform used AI-based facial analysis in video interviews but got rid of the facial analysis component after facing public backlash."}, {"id": "mai-20260917-1752-baseline|c165-m6|deepseek-small|Eightfold AI", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid platforms like Eightfold or others that scrape LinkedIn, social media, or personal data to predict success."}, {"id": "mai-20260917-1752-baseline|c165-m6|deepseek-small|Workday (AI Screening Modules)", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (AI Screening Modules)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "defendant in the landmark *Mobley v. Workday* lawsuit, which alleges that its AI screening systems systematically excluded qualified Black, older, and disabled applicants"}, {"id": "mai-20260917-1752-baseline|c165-m6|deepseek-small|Paradox (Olivia)", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using this tool puts candidate data at cybersecurity risk and leaves you blind to potential biases in its conversational screening."}, {"id": "mai-20260917-1752-baseline|c165-m6|deepseek-small|HireVue", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While HireVue now uses mostly NLP (language analysis), it remains a \"black box.\""}, {"id": "mai-20260917-1752-baseline|c165-m6|deepseek-small|Harver", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Harver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like some iterations of *Harver* or *Graphology* tests ... frequently criticized for lacking psychometric validity"}, {"id": "mai-20260917-1752-baseline|c165-m6|deepseek-small|TestGorilla", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Use tools that prioritize *skills-based assessments* (like TestGorilla or similar validated cognitive tests)"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|HireVue", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Legal & Biometric Liability... $3.75 million class-action settlement"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Workday", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Platforms to Note: Workday and Eightfold AI ... Why to be cautious: Vendor Liability Lawsuits"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Eightfold AI", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a class-action lawsuit was filed against Eightfold AI (Kistler v. Eightfold AI)"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|GPT-4", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "GPT-4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: Systemic Bias... feeding resumes directly into raw AI chatbots is highly discouraged"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Gemini", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid... raw LLMs are \"invisible discrimination machines.\""}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Claude", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid... feeding resumes directly into raw AI chatbots is highly discouraged"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Paradox's Olivia", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox's Olivia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be cautious: Degraded Candidate Experience... creates severe candidate friction"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Otter.ai", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to be cautious: Wiretapping & Consent Laws"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Fireflies", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Fireflies", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "AI bots (such as Otter.ai, Fireflies, or Zoom assistants)... can trigger serious legal issues"}, {"id": "mai-20260917-1752-baseline|c165-m6|google-small|Zoom assistants", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Zoom assistants", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "using automated notetakers in interviews can trigger serious legal issues"}, {"id": "mai-20260917-1752-baseline|c165-m6|minimax-small|Amazon's AI Recruitment Tool", "prompt": "c165-m6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's AI Recruitment Tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Was **forced to scrap** the tool after discovering it **penalized resumes containing the word \"women\"**"}, {"id": "mai-20260917-1752-baseline|c165-m6|minimax-small|HireVue", "prompt": "c165-m6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Their **speech recognition algorithms** were found to **disadvantage non-white and deaf applicants**"}, {"id": "mai-20260917-1752-baseline|c165-m6|minimax-small|Workday", "prompt": "c165-m6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Currently facing a **landmark lawsuit (Mobley v. Workday)** ... Alleged to discriminate based on **disability, race, age, and gender**"}, {"id": "mai-20260917-1752-baseline|c165-m6|minimax-small|Eightfold AI", "prompt": "c165-m6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Facing a **class-action lawsuit** for allegedly ranking job applicants without transparency"}, {"id": "mai-20260917-1752-baseline|c165-m6|moonshot-small|Workday (HiredScore)", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (HiredScore)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Major red flag**: Currently facing a **class-action lawsuit** (Mobley v. Workday) alleging age discrimination"}, {"id": "mai-20260917-1752-baseline|c165-m6|moonshot-small|Eightfold AI", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Facing a **class-action lawsuit** in California for allegedly functioning as an undisclosed consumer report"}, {"id": "mai-20260917-1752-baseline|c165-m6|moonshot-small|HireVue", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**No evidence** that it picks the most qualified candidates or eliminates bias"}, {"id": "mai-20260917-1752-baseline|c165-m6|moonshot-small|Pymetrics", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Concerns about whether claims of \"bias mitigation\" are actually substantiated"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|Workday", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with these AI recruiting tools due to documented controversies, lawsuits, or bias issues... Ongoing class-action lawsuits"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|Eightfold AI", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Class-action lawsuit (*Kistler et al. v. Eightfold AI*, filed Jan 2026) claims it violates the Fair Credit Reporting Act"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|Amazon's former recruiting tool", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's former recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(scrapped in 2018): Its AI resume screener showed gender bias"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|HireVue", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "HireVue (facial/video analysis flagged for bias; FTC probe in 2021)"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|iTutorGroup", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "iTutorGroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "iTutorGroup (AI rejected older applicants; $365K EEOC settlement in 2022)"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|Greenhouse", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Potentially Greenhouse, Lever (by Employ), Ashby (FCRA investigations for AI screening/interviews)"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|Lever", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Potentially Greenhouse, Lever (by Employ), Ashby (FCRA investigations for AI screening/interviews)"}, {"id": "mai-20260917-1752-baseline|c165-m6|xai-small|Ashby", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Potentially Greenhouse, Lever (by Employ), Ashby (FCRA investigations for AI screening/interviews)"}, {"id": "mai-20260917-1752-baseline|c165-m6|zai-small|Eightfold AI", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using this tool could expose your organization to legal liability for using undisclosed \"black box\" algorithms to filter candidates."}, {"id": "mai-20260917-1752-baseline|c165-m6|zai-small|Workday", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The lawsuit alleges that Workday's AI screening tools discriminate against applicants based on age, race, and disability."}, {"id": "mai-20260917-1752-baseline|c165-m6|zai-small|HireVue", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HireVue is facing allegations that its video-interviewing platform discriminates against candidates with disabilities"}, {"id": "mai-20260917-1752-baseline|c165-m6|zai-small|iCIMS", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "iCIMS is frequently cited in lawsuits regarding \"opaque\" decision-making and discriminatory filtering."}, {"id": "mai-20260917-1752-baseline|c165-s1|alibaba-small|Pin", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams & Outreach: **Pin**"}, {"id": "mai-20260917-1752-baseline|c165-s1|alibaba-small|Fetcher", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is a premium product (starts ~$500+/mo), so it’s best if you have a dedicated HR person"}, {"id": "mai-20260917-1752-baseline|c165-s1|alibaba-small|Ashby", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Scaling & Process: **Ashby**"}, {"id": "mai-20260917-1752-baseline|c165-s1|alibaba-small|SeekOut", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High precision for passive candidates, though it has a steeper learning curve and cost (~$500+/mo)"}, {"id": "mai-20260917-1752-baseline|c165-s1|alibaba-small|Greenhouse", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with **Ashby** or **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c165-s1|alibaba-small|hireEZ", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "adopting a dedicated AI source like **Pin** or **hireEZ** might be the highest ROI move"}, {"id": "mai-20260917-1752-baseline|c165-s1|anthropic-small|Zoho Recruit", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best for small or medium businesses wanting to combine multiple functionalities into one tool"}, {"id": "mai-20260917-1752-baseline|c165-s1|anthropic-small|Manatal", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good fit for in-house HR teams at small to mid-sized companies that need an affordable, AI-driven ATS"}, {"id": "mai-20260917-1752-baseline|c165-s1|anthropic-small|Workable", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the biggest names in recruiting and balances a massive suite of features with an interface that won't overwhelm a small team"}, {"id": "mai-20260917-1752-baseline|c165-s1|anthropic-small|Noon's AI Sourcer", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Noon's AI Sourcer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "searches the open web for matching candidates, evaluates them against your criteria, and runs personalized outreach"}, {"id": "mai-20260917-1752-baseline|c165-s1|challenger-small|Pin", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** is the strongest overall pick if your main need is proactive sourcing and outreach"}, {"id": "mai-20260917-1752-baseline|c165-s1|challenger-small|Hirevire", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for affordable applicant screening:** **Hirevire**"}, {"id": "mai-20260917-1752-baseline|c165-s1|challenger-small|Manatal", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best ATS-style alternative for small teams:** **Manatal** or **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c165-s1|challenger-small|Zoho Recruit", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best ATS-style alternative for small teams:** **Manatal** or **Zoho Recruit**"}, {"id": "mai-20260917-1752-baseline|c165-s1|challenger-small|Workable", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Workable** if you need a more robust system covering the broader hiring lifecycle."}, {"id": "mai-20260917-1752-baseline|c165-s1|deepseek-small|Pin", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick Overall: **Pin** (for sourcing & outreach)"}, {"id": "mai-20260917-1752-baseline|c165-s1|deepseek-small|Workable", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One ATS: **Workable** (for managing the full hiring flow)"}, {"id": "mai-20260917-1752-baseline|c165-s1|deepseek-small|Manatal", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget ATS: **Manatal**"}, {"id": "mai-20260917-1752-baseline|c165-s1|deepseek-small|Juicebox", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "natural-language AI sourcing (its \"PeopleGPT\"), from ~$139/seat/mo"}, {"id": "mai-20260917-1752-baseline|c165-s1|deepseek-small|Braintrust AIR", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "popular with companies that have no dedicated talent function at all"}, {"id": "mai-20260917-1752-baseline|c165-s1|deepseek-small|Fetcher", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$379\\u2013$849/mo; overkill for most small teams"}, {"id": "mai-20260917-1752-baseline|c165-s1|google-small|Juicebox (PeopleGPT)", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best for Outbound Passive Sourcing: **Juicebox (PeopleGPT)**"}, {"id": "mai-20260917-1752-baseline|c165-s1|google-small|LinkedIn Recruiter", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It bypasses the massive costs of LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c165-s1|google-small|Pin", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Autonomous\" Recruiting Assistant: **Pin**"}, {"id": "mai-20260917-1752-baseline|c165-s1|google-small|Workable", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One AI Platform: **Workable**"}, {"id": "mai-20260917-1752-baseline|c165-s1|google-small|HiredAI", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Ultra-Budget Sourcing & ATS Combo: **HiredAI**"}, {"id": "mai-20260917-1752-baseline|c165-s1|google-small|Greenhouse", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "fewer integrations than legacy platforms like Workable or Greenhouse"}, {"id": "mai-20260917-1752-baseline|c165-s1|meta-small|Workable", "prompt": "c165-s1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Workable, Braintrust AIR, and Juicebox."}, {"id": "mai-20260917-1752-baseline|c165-s1|meta-small|Braintrust AIR", "prompt": "c165-s1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Workable, Braintrust AIR, and Juicebox."}, {"id": "mai-20260917-1752-baseline|c165-s1|meta-small|Juicebox", "prompt": "c165-s1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated options include Workable, Braintrust AIR, and Juicebox."}, {"id": "mai-20260917-1752-baseline|c165-s1|minimax-small|Paradox (Olivia)", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Paradox (Olivia)** or **SmartRecruiters** as they offer good balance of features, ease of use, and pricing for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c165-s1|minimax-small|HireVue", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular among mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c165-s1|minimax-small|Greenhouse", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Robust applicant tracking system with AI features"}, {"id": "mai-20260917-1752-baseline|c165-s1|minimax-small|SmartRecruiters", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **Paradox (Olivia)** or **SmartRecruiters**"}, {"id": "mai-20260917-1752-baseline|c165-s1|mistral-small|Workable", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all-in-one, user-friendly platform, choose **Workable**."}, {"id": "mai-20260917-1752-baseline|c165-s1|mistral-small|Braintrust AIR", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to automate initial screening and save time, **Braintrust AIR** or **Juicebox** are great."}, {"id": "mai-20260917-1752-baseline|c165-s1|mistral-small|Juicebox", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another excellent option for startups, offering a free tier and transparent pricing."}, {"id": "mai-20260917-1752-baseline|c165-s1|mistral-small|Pin", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For automated outreach and a large talent pool, **Pin** is a top pick."}, {"id": "mai-20260917-1752-baseline|c165-s1|moonshot-small|Pin", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** — *Best Overall for Small Teams*"}, {"id": "mai-20260917-1752-baseline|c165-s1|moonshot-small|Manatal", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommend starting with **Pin** (for sourcing) or **Manatal** (for a complete ATS)"}, {"id": "mai-20260917-1752-baseline|c165-s1|moonshot-small|EasyHire.me", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EasyHire.me** — *Best for Video Interviewing*"}, {"id": "mai-20260917-1752-baseline|c165-s1|moonshot-small|Zoho Recruit", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Recruit** — *Best Free Option*"}, {"id": "mai-20260917-1752-baseline|c165-s1|moonshot-small|HiredAI", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HiredAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HiredAI** — *Best for Active Sourcing on a Budget*"}, {"id": "mai-20260917-1752-baseline|c165-s1|openai-small|Workable", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best \"AI recruiter\" is usually **Workable** if you want an all-in-one hiring system with strong AI help"}, {"id": "mai-20260917-1752-baseline|c165-s1|openai-small|Braintrust AIR", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Braintrust AIR** is a strong contender because G2 positions it as an end-to-end AI recruiting platform"}, {"id": "mai-20260917-1752-baseline|c165-s1|openai-small|Zoho Recruit", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want broader ATS coverage and a more budget-friendly setup"}, {"id": "mai-20260917-1752-baseline|c165-s1|openai-small|Recruiterflow", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you're recruiting in a more agency-like or high-touch sales-led motion"}, {"id": "mai-20260917-1752-baseline|c165-s1|openai-small|HireVue", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong if your main need is AI-assisted interviewing and screening"}, {"id": "mai-20260917-1752-baseline|c165-s1|xai-small|Manatal", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Manatal (Best Overall Value for Small B2B Teams)**"}, {"id": "mai-20260917-1752-baseline|c165-s1|xai-small|Pin", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Pin (Best for Sourcing & Outreach in B2B)**"}, {"id": "mai-20260917-1752-baseline|c165-s1|xai-small|Workable", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need passive B2B sourcing?** Pin or Workable."}, {"id": "mai-20260917-1752-baseline|c165-s1|xai-small|Breezy HR", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Breezy HR** | Free entry + pipelines | AI screening/fraud detection"}, {"id": "mai-20260917-1752-baseline|c165-s1|xai-small|Zoho Recruit", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zoho Recruit** | Zoho users on budget | Basic AI parsing"}, {"id": "mai-20260917-1752-baseline|c165-s1|xai-small|Paradox", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise tools like Paradox (custom/high-volume)"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|Pin", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for small B2B teams:** Pin"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|Workable", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best all‑in‑one ATS:** Workable"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|Manatal", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget ATS:** Manatal or Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|Zoho Recruit", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget ATS:** Manatal or Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|Paradox (Olivia chatbot)", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia chatbot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for chatbot communication:** Paradox"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|HireVue", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for video screening:** HireVue"}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|Truffle", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for high‑volume screening."}, {"id": "mai-20260917-1752-baseline|c165-s1|zai-small|EasyHire.me", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best free option:** EasyHire.me"}, {"id": "mai-20260917-1752-baseline|c165-s2|alibaba-small|Modernize Hiring", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Modernize Hiring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Screener: **Modernize Hiring** ... Modernize is the best add-on."}, {"id": "mai-20260917-1752-baseline|c165-s2|alibaba-small|Paradox (Olivia)", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automating Screenings (Conversational AI): **Paradox (Olivia)**"}, {"id": "mai-20260917-1752-baseline|c165-s2|alibaba-small|Vervoe", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Skills Verification: **Vervoe** ... The best choice if you want to hire based on *ability*"}, {"id": "mai-20260917-1752-baseline|c165-s2|alibaba-small|SeekOut", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cost: Higher end for small business (~$100+/month per seat). ... Overkill for junior roles"}, {"id": "mai-20260917-1752-baseline|c165-s2|alibaba-small|JobScan", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "JobScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have low traffic/volume:** Use **JobScan** (manual tool)"}, {"id": "mai-20260917-1752-baseline|c165-s2|anthropic-small|Workable", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall for Small B2B: **Workable**"}, {"id": "mai-20260917-1752-baseline|c165-s2|anthropic-small|Manatal", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Budget-Friendly Alternative: **Manatal**"}, {"id": "mai-20260917-1752-baseline|c165-s2|anthropic-small|BreezyHR", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "BreezyHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BreezyHR wins on consolidation for small teams"}, {"id": "mai-20260917-1752-baseline|c165-s2|challenger-small|Manatal", "prompt": "c165-s2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Manatal** if you want the best balance of **affordability, AI-assisted screening, and ATS functionality** in one tool."}, {"id": "mai-20260917-1752-baseline|c165-s2|challenger-small|Hirevire", "prompt": "c165-s2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hirevire** is a strong alternative because it starts at **$39/month**"}, {"id": "mai-20260917-1752-baseline|c165-s2|challenger-small|Workable", "prompt": "c165-s2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** is also a credible SMB option, especially when you want screening built into an ATS."}, {"id": "mai-20260917-1752-baseline|c165-s2|deepseek-small|Manatal", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Manatal** as the top overall choice"}, {"id": "mai-20260917-1752-baseline|c165-s2|deepseek-small|ClearMatch", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "ClearMatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **ClearMatch** as the best budget/flexible alternative"}, {"id": "mai-20260917-1752-baseline|c165-s2|deepseek-small|Hirevire", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hirevire** (starts at ~$39/month) is worth considering. It focuses on AI video interviews and asynchronous screening."}, {"id": "mai-20260917-1752-baseline|c165-s2|google-small|HireMike", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireMike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with HireMike or SorsX** if you are hiring for **sales, account management, or consulting**"}, {"id": "mai-20260917-1752-baseline|c165-s2|google-small|SorsX", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SorsX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with HireMike or SorsX** if you are hiring for **sales, account management, or consulting**"}, {"id": "mai-20260917-1752-baseline|c165-s2|google-small|TestGorilla", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with TestGorilla** if you are hiring for **marketing, product, or engineering**"}, {"id": "mai-20260917-1752-baseline|c165-s2|google-small|Vervoe", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vervoe** and **TestGorilla** use AI to auto-grade complex answers"}, {"id": "mai-20260917-1752-baseline|c165-s2|google-small|Breezy HR", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with Breezy HR** if you don’t have a database or a system yet"}, {"id": "mai-20260917-1752-baseline|c165-s2|google-small|Manatal", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If You Need a Complete, Easy ATS with AI: **Breezy HR** or **Manatal**"}, {"id": "mai-20260917-1752-baseline|c165-s2|meta-small|GoPerfect", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoPerfect - an AI recruiting agent that finds, screens, and engages candidates automatically, giving small and mid-size hiring teams the same sourcing and screening power as enterprise recruiting departments."}, {"id": "mai-20260917-1752-baseline|c165-s2|meta-small|Truffle", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Truffle - an AI screening platform for small teams doing high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c165-s2|meta-small|Hirevire", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hirevire - an AI-powered recruitment screening platform that enables asynchronous candidate interviews"}, {"id": "mai-20260917-1752-baseline|c165-s2|meta-small|Workable", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workable - an AI ATS that offers AI screening built into its platform, suitable for SMBs."}, {"id": "mai-20260917-1752-baseline|c165-s2|minimax-small|Hirevire", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hirevire** as the top choice for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c165-s2|minimax-small|Workable", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** ($299/mo) – Good if you want an all-in-one ATS with AI screening built-in"}, {"id": "mai-20260917-1752-baseline|c165-s2|minimax-small|TestGorilla", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TestGorilla** (Free tier available) – Best for skills assessments"}, {"id": "mai-20260917-1752-baseline|c165-s2|minimax-small|HeyMilo", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HeyMilo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HeyMilo** – Good for voice/video screening interviews"}, {"id": "mai-20260917-1752-baseline|c165-s2|mistral-small|Workable", "prompt": "c165-s2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workable** as the best AI-powered candidate screening tool"}, {"id": "mai-20260917-1752-baseline|c165-s2|mistral-small|Manatal", "prompt": "c165-s2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a more budget-friendly option, **Manatal** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c165-s2|moonshot-small|Hirevire", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Hirevire"}, {"id": "mai-20260917-1752-baseline|c165-s2|moonshot-small|Workable", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Workable"}, {"id": "mai-20260917-1752-baseline|c165-s2|moonshot-small|Teamtailor", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Teamtailor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Considering: Teamtailor"}, {"id": "mai-20260917-1752-baseline|c165-s2|openai-small|Truffle", "prompt": "c165-s2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Truffle** as the best overall fit"}, {"id": "mai-20260917-1752-baseline|c165-s2|openai-small|Screened", "prompt": "c165-s2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Screened", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Two strong alternatives... **Screened** if you want a more traditional **flat monthly price**"}, {"id": "mai-20260917-1752-baseline|c165-s2|openai-small|WorkScreen", "prompt": "c165-s2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "WorkScreen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkScreen** if your biggest pain is **filtering out low-effort or AI-generated applications**"}, {"id": "mai-20260917-1752-baseline|c165-s2|xai-small|Manatal", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Manatal as the top AI-powered candidate screening tool for a small B2B business."}, {"id": "mai-20260917-1752-baseline|c165-s2|xai-small|HireEZ", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It's not enterprise-heavy like HireEZ ($500+/mo), making it ideal for lean B2B ops."}, {"id": "mai-20260917-1752-baseline|c165-s2|xai-small|Zoho Recruit", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Recruit** (free tier available): Good if you're already in the Zoho ecosystem, but weaker native AI screening."}, {"id": "mai-20260917-1752-baseline|c165-s2|xai-small|Workable", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workable ($149+/mo, broader but pricier)"}, {"id": "mai-20260917-1752-baseline|c165-s2|xai-small|Breezy HR", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Breezy HR** (~$157/mo after free tier): Simpler pipelines with AI fraud detection, but less advanced matching."}, {"id": "mai-20260917-1752-baseline|c165-s3|alibaba-small|Manatal", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you get mostly inbound applications:** Start with **Manatal**. It's the most complete package"}, {"id": "mai-20260917-1752-baseline|c165-s3|alibaba-small|Pin", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you struggle to find candidates:** Add **Pin** to your stack."}, {"id": "mai-20260917-1752-baseline|c165-s3|alibaba-small|Fetcher", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **Fetcher** ($115/month) is similar to Pin but prices by lead volume rather than seats"}, {"id": "mai-20260917-1752-baseline|c165-s3|alibaba-small|Zoho Recruit", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Budget ATS / Screening Tool ... Best for: Bootstrapped startups where cost is the #1 constraint."}, {"id": "mai-20260917-1752-baseline|c165-s3|alibaba-small|Metaview", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best AI Interviewing Assistant ... Often has a **free** or low-cost tier for small teams."}, {"id": "mai-20260917-1752-baseline|c165-s3|alibaba-small|HireVue", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade video interviewing with AI analysis of speech/candidate sentiment (more expensive)"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|Manatal", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal is a top choice for AI candidate matching, with AI candidate recommendations, match scores, profile enrichment"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|Zoho Recruit", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a genuine forever-free plan, and paid tiers start at $25/user/month—making it one of the most affordable options"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|HireEZ", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for small recruitment teams and staffing agencies"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|Breezy HR", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a free plan and is known for intuitive design and automated candidate matching"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|Recruiterflow", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "particularly well-suited for small to mid-sized teams due to its user-friendly interface"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|Betterleap", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Betterleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Betterleap uses natural language search so recruiters can articulate their hiring requirements in any form"}, {"id": "mai-20260917-1752-baseline|c165-s3|anthropic-small|Truffle", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Truffle is an AI screening platform where you decide what each role is screened on"}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Pin", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for a small team:** **Pin**."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Manatal", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget ATS:** **Manatal** or **Zoho Recruit**."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Zoho Recruit", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget ATS:** **Manatal** or **Zoho Recruit**."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Breezy HR", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best free start:** **Breezy HR** or **Zoho Recruit**."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Workable", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More robust, battle-tested ATS with sourcing, workflow, and integration depth."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Recruiterflow", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong in outreach, follow-ups, and candidate relationship management."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Truffle", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for automated screening:** **Truffle** or **Hirevire**."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Fetcher", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More sourcing-centric than ATS-centric, but pricier than budget options."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Hirevire", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for automated screening:** **Truffle** or **Hirevire**."}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|PeopleGPT", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "PeopleGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Pin / Fetcher / PeopleGPT-style tools** help you **source and outreach**"}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|HireVue", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Truffle / Hirevire / HireVue / Paradox** help you **screen and assess candidates faster**"}, {"id": "mai-20260917-1752-baseline|c165-s3|challenger-small|Paradox", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Truffle / Hirevire / HireVue / Paradox** help you **screen and assess candidates faster**"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Manatal", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** (or Zoho Recruit's free plan) for the ATS/tracking backbone"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Zoho Recruit", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams that mainly need applicant tracking with a genuine free plan."}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Breezy HR", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "core features (scorecards, eSignatures, nurture) are gated into higher tiers, and it has **no native sourcing or outreach**"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Workable", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Robust, battle-tested full hiring management from sourcing to onboarding — but pricey for small teams."}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Pin", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Plus Pin** (or Juicebox) if you need proactive sourcing/outreach"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Juicebox", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable sourcing option; one of the two tools reviewers say a no-TA-function startup can start using \"this week.\""}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Truffle", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for screening high-volume roles / resume scoring."}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Metaview", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Plus Metaview** for free interview notes/summaries"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Braintrust AIR", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Handles the *first interview* itself ... great if time—not volume—is the constraint."}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|LinkedIn Recruiter", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pin, Juicebox, and LinkedIn Recruiter *hunt* for passive candidates"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Arya", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Arya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Match/rank** – Manatal, Workable, Arya, TurboHire"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|TurboHire", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "TurboHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Match/rank** – Manatal, Workable, Arya, TurboHire"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Paradox", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Scheduling** – Pin, Paradox"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Phenom", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Phenom (AI on career site)"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|Paraform", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paraform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "contingency fees (Paraform 20–25%)"}, {"id": "mai-20260917-1752-baseline|c165-s3|deepseek-small|GoPerfect", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "flat monthly per role (GoPerfect $250/role)"}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Workday", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the goal isn't to buy complex enterprise suites (like Workday or Eightfold) that take months to implement"}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Eightfold", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the goal isn't to buy complex enterprise suites (like Workday or Eightfold) that take months to implement"}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Juicebox (PeopleGPT)", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you can't find enough qualified candidates: Get **Pin** or **Juicebox** for quick, targeted lists."}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Pin", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Get **Pin** or **Juicebox** for quick, targeted lists."}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Fetcher", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An automated \"set-it-and-forget-it\" sourcing engine."}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Metaview", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Get **Metaview** to handle the admin work after interviews."}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Manatal", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Get **Manatal** or **Workable** to build your first structured database."}, {"id": "mai-20260917-1752-baseline|c165-s3|google-small|Workable", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Get **Manatal** or **Workable** to build your first structured database."}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Pin", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top AI recruiting tools for small teams include Pin, Recooty, Breezy HR, HiredAI, Workable, Zapier, Manatal..."}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Recooty", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recooty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Pin, Recooty, Breezy HR"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Breezy HR", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Recooty, Breezy HR, HiredAI"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|HiredAI", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Breezy HR, HiredAI, Workable"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Workable", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HiredAI, Workable, Zapier"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Zapier", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workable, Zapier, Manatal"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Manatal", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zapier, Manatal, TheHireHub.AI"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|TheHireHub.AI", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "TheHireHub.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Manatal, TheHireHub.AI, hireEZ"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|hireEZ", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TheHireHub.AI, hireEZ, Fetcher"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Fetcher", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "hireEZ, Fetcher, Findem"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Findem", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fetcher, Findem, GoodTime"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|GoodTime", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Findem, GoodTime, Ashby"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Ashby", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "GoodTime, Ashby, and Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-s3|meta-small|Zoho Recruit", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Ashby, and Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-s3|minimax-small|Pin", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** — Best Overall for Small Teams"}, {"id": "mai-20260917-1752-baseline|c165-s3|minimax-small|Manatal", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** — Best Budget ATS with AI"}, {"id": "mai-20260917-1752-baseline|c165-s3|minimax-small|Zoho Recruit", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Recruit** — Best Free Option"}, {"id": "mai-20260917-1752-baseline|c165-s3|minimax-small|HeroHunt.ai", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HeroHunt.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HeroHunt.ai** — Best for Autonomous Outbound Recruiting"}, {"id": "mai-20260917-1752-baseline|c165-s3|minimax-small|Paradox (Olivia)", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paradox (Olivia)** — Best for High-Volume Screening"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Pin", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small businesses and teams needing an all-in-one solution... Pin stands out with 850M+ profiles"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Manatal", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines ATS and AI recommendations at a low cost, ideal for teams that want a simple, integrated workflow"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Recooty", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recooty and Manatal are praised for quick setup and minimal configuration"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Fetcher", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specializes in passive candidate sourcing and outreach automation"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Metaview", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on post-interview workflows"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Juicebox", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Targets small teams with a focus on cost-effective sourcing"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Zoho Recruit", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams that mainly need applicant tracking with some AI features"}, {"id": "mai-20260917-1752-baseline|c165-s3|mistral-small|Noon", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Runs the entire hiring funnel with minimal manual input"}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|Pin", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for All-in-One AI Recruiting: Pin ... Pin is the closest to covering sourcing → outreach → scheduling"}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|Manatal", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget ATS with Light AI: Manatal"}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|Qureos", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Qureos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended stack for most small teams on a budget: Qureos (free) for ATS + posting"}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|Fetcher", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Sourcing on Autopilot\": Fetcher"}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|Juicebox (PeopleGPT)", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Natural-Language Search: Juicebox (PeopleGPT)"}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|hireEZ", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing penalizes solo users; not ideal for teams buying only one seat."}, {"id": "mai-20260917-1752-baseline|c165-s3|moonshot-small|Metaview", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "plus Metaview (free) for interviews"}, {"id": "mai-20260917-1752-baseline|c165-s3|openai-small|Greenhouse", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need a strong ATS with process rigor? → Greenhouse"}, {"id": "mai-20260917-1752-baseline|c165-s3|openai-small|Lever", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need ATS + CRM with lots of built-in automation? → Lever"}, {"id": "mai-20260917-1752-baseline|c165-s3|openai-small|Workable", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need something quick and simple for an SMB? → Workable"}, {"id": "mai-20260917-1752-baseline|c165-s3|openai-small|Jobvite", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May be heavier than a very small team needs"}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Manatal", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For 1-3 hires/mo, start with **Manatal** (best value AI)."}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Breezy HR", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For visual/team collab, **Breezy HR**."}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Workable", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best passive sourcing database; more features out-of-box... Pricier for basics; suits growing teams but overkill for 1-2 roles"}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Zoho Recruit", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep Zoho integrations (CRM/email); most generous free tier. Less advanced AI sourcing"}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Pin", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If passive sourcing is key, add **Pin** to a free ATS."}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Juicebox", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternatives: Juicebox ($99-139/seat, email-only)."}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|HireVue", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise like HireVue/Paradox (quote-only, $250+)."}, {"id": "mai-20260917-1752-baseline|c165-s3|xai-small|Paradox", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise like HireVue/Paradox (quote-only, $250+)."}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|Manatal", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Manatal**. It is the most balanced option for a small team that wants to grow."}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|Juicebox (PeopleGPT)", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Juicebox**. It is superior for sourcing specific, niche talent."}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|Truffle", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are drowning in applications:** Choose **Truffle**."}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|HiredAI", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Budget All-in-One: **HiredAI** ... Starts at a flat **$19.99/month**"}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|Zoho Recruit", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams that need a functional ATS with basic AI at the lowest possible cost."}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|Workable", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It is significantly cheaper than Workable or Lever"}, {"id": "mai-20260917-1752-baseline|c165-s3|zai-small|Lever", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "It is significantly cheaper than Workable or Lever"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|Eightfold.ai", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you generally cannot afford the enterprise-heavy AI platforms (like Eightfold.ai or Paradox) that cost thousands a month"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|Paradox", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you generally cannot afford the enterprise-heavy AI platforms (like Eightfold.ai or Paradox) that cost thousands a month"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|Manatal", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have ~$100/mo: Go with Manatal. It gives you the most functionality (CRM + ATS + Sourcing)."}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|Breezy HR", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have < $50/mo: Go with Breezy HR (Free Tier) + ChatGPT."}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|Apollo.io", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Cold Outreach & Sourcing: Apollo.io"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|HireQuotient", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireQuotient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best \"Pay-Per-Hire\" Model: HireQuotient"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|ChatGPT (Plus)", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "ChatGPT (Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the most effective \"AI Recruiter\" is simply using ChatGPT (Plus) or Claude Pro effectively"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|Claude Pro", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Claude Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "using **ChatGPT (Plus)** or **Claude Pro** effectively"}, {"id": "mai-20260917-1752-baseline|c165-s4|alibaba-small|LinkedIn Free", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you have no money: Use LinkedIn Free combined with ChatGPT to draft messages."}, {"id": "mai-20260917-1752-baseline|c165-s4|anthropic-small|Breezy HR", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you need absolutely no cost entry, start with Breezy HR's free plan"}, {"id": "mai-20260917-1752-baseline|c165-s4|anthropic-small|HiredAI", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you can invest a small amount, HiredAI at $39/month offers strong value for outbound sourcing."}, {"id": "mai-20260917-1752-baseline|c165-s4|anthropic-small|Manatal", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Manatal ($15/user/mo) and Zoho Recruit (free plan) are solid budget alternatives"}, {"id": "mai-20260917-1752-baseline|c165-s4|anthropic-small|Zoho Recruit", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Recruit (free plan) are solid budget alternatives for teams that mainly need an ATS"}, {"id": "mai-20260917-1752-baseline|c165-s4|anthropic-small|HiveMind", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiveMind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It has flexible plans built specifically for SMB budgets"}, {"id": "mai-20260917-1752-baseline|c165-s4|anthropic-small|JazzHR", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "explicitly designed to be budget-friendly while cutting out the unnecessary noise of enterprise-level systems"}, {"id": "mai-20260917-1752-baseline|c165-s4|challenger-small|Breezy HR", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around pick is usually **Breezy HR** if you want the lowest-risk starting point, because it has a **free plan**"}, {"id": "mai-20260917-1752-baseline|c165-s4|challenger-small|Manatal", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Manatal** is the strongest paid option for many small teams... **Manatal** for the best paid value."}, {"id": "mai-20260917-1752-baseline|c165-s4|challenger-small|Zoho Recruit", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **budget-safe ATS/CRM** with a free tier"}, {"id": "mai-20260917-1752-baseline|c165-s4|challenger-small|Pin", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main need is **AI sourcing and outreach**, with plans starting at **$100/month**"}, {"id": "mai-20260917-1752-baseline|c165-s4|challenger-small|GoPerfect", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you hire by open role and want **per-position pricing**"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|Pin", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Pin** — *Best if you're struggling to find candidates*"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|Manatal", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Manatal** — *Best all-round budget ATS with AI*"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|Zoho Recruit", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Zoho Recruit or Breezy HR free tier"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|Breezy HR", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tightest budget / want $0 to start:** Zoho Recruit or Breezy HR"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|Workable", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free AI job-description generators (Workable) or ChatGPT"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|ChatGPT", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free AI job-description generators (Workable) or ChatGPT"}, {"id": "mai-20260917-1752-baseline|c165-s4|deepseek-small|Ashby", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A few vendors (like Ashby) don't publish pricing because high-end platforms run into the thousands per month."}, {"id": "mai-20260917-1752-baseline|c165-s4|google-small|Manatal", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most robust, feature-rich, and inexpensive ATS with candidate scoring on the market."}, {"id": "mai-20260917-1752-baseline|c165-s4|google-small|HiredAI", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best AI Tool for Sourcing Passive Candidates"}, {"id": "mai-20260917-1752-baseline|c165-s4|google-small|LinkedIn Recruiter", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Companies tired of paying for massive, enterprise-grade LinkedIn Recruiter licenses."}, {"id": "mai-20260917-1752-baseline|c165-s4|google-small|Truffle", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best AI Tool for Screening and High-Volume Applications"}, {"id": "mai-20260917-1752-baseline|c165-s4|google-small|Breezy HR", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free-Tier Option (For Occasional Hiring)"}, {"id": "mai-20260917-1752-baseline|c165-s4|meta-small|Pin", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin - offers a free tier with no credit card required and automated multi-channel outreach with 5x better response rates"}, {"id": "mai-20260917-1752-baseline|c165-s4|meta-small|HiredAI", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a cost-effective option for actively hunting for top-tier talent on a tight budget"}, {"id": "mai-20260917-1752-baseline|c165-s4|meta-small|GoPerfect", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers per-position pricing ($250/month per open role) that aligns costs with actual hiring activity"}, {"id": "mai-20260917-1752-baseline|c165-s4|meta-small|EasyHire.me", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a permanent free plan, AI analysis of responses, and both async and live interview formats in one tool"}, {"id": "mai-20260917-1752-baseline|c165-s4|minimax-small|Pin", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Pin** or **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c165-s4|minimax-small|Breezy HR", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Pin** or **Breezy HR**"}, {"id": "mai-20260917-1752-baseline|c165-s4|minimax-small|Hirevire", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hirevire** at $39/month offers excellent value"}, {"id": "mai-20260917-1752-baseline|c165-s4|minimax-small|Manatal", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Manatal** (Best Budget Option) ... Very affordable for truly tight budgets"}, {"id": "mai-20260917-1752-baseline|c165-s4|mistral-small|Pin", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** – Top overall choice, offering automated multi-channel outreach ... free tier with no credit card required"}, {"id": "mai-20260917-1752-baseline|c165-s4|mistral-small|GoPerfect", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoPerfect** – Best value for startups, with per-position pricing"}, {"id": "mai-20260917-1752-baseline|c165-s4|mistral-small|HiredAI", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for actively hunting top-tier talent on a tight budget"}, {"id": "mai-20260917-1752-baseline|c165-s4|mistral-small|Weekday", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Weekday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option for budget-conscious startups"}, {"id": "mai-20260917-1752-baseline|c165-s4|moonshot-small|Manatal", "prompt": "c165-s4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal – Best Overall Value ... offers the most AI functionality at the lowest price point"}, {"id": "mai-20260917-1752-baseline|c165-s4|moonshot-small|Breezy HR", "prompt": "c165-s4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have $0 budget: Start with **Breezy HR's free plan**"}, {"id": "mai-20260917-1752-baseline|c165-s4|moonshot-small|Zoho Recruit", "prompt": "c165-s4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Zoho: **Zoho Recruit** makes sense for ecosystem integration"}, {"id": "mai-20260917-1752-baseline|c165-s4|openai-small|Workable", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for small teams:** **Workable** — good mix of AI, usability, and hiring workflow depth."}, {"id": "mai-20260917-1752-baseline|c165-s4|openai-small|Zoho Recruit", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Recruit / JazzHR-style budget ATS tools** if you mainly need low-cost applicant tracking and automation"}, {"id": "mai-20260917-1752-baseline|c165-s4|openai-small|JazzHR", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Recruit / JazzHR-style budget ATS tools** if you mainly need low-cost applicant tracking and automation"}, {"id": "mai-20260917-1752-baseline|c165-s4|openai-small|Sense", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid overspending on enterprise tools** like Sense or Greenhouse ... $3,000/month, which is usually too much for a small company."}, {"id": "mai-20260917-1752-baseline|c165-s4|openai-small|Greenhouse", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid overspending on enterprise tools** like Sense or Greenhouse unless you already have a larger hiring volume"}, {"id": "mai-20260917-1752-baseline|c165-s4|openai-small|Braintrust AIR", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Braintrust AIR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consider Braintrust AIR, Greenhouse, or Sense, but these are usually overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c165-s4|xai-small|Manatal", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal stands out as the best overall AI recruiter based on recent reviews and pricing comparisons"}, {"id": "mai-20260917-1752-baseline|c165-s4|xai-small|Breezy HR", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If truly zero-cost, Breezy HR's free plan + AI add-on trial covers basics effectively."}, {"id": "mai-20260917-1752-baseline|c165-s4|xai-small|Zoho Recruit", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for very low-volume hiring if you're in the Zoho ecosystem."}, {"id": "mai-20260917-1752-baseline|c165-s4|xai-small|Pin", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Pin | $0 (limited) / $99/mo | Yes (5 credits/wk) | Sourcing 850M+ profiles, outreach | 1 |"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|Manatal", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: Manatal"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|Pin", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Best for Outbound Sourcing: Pin"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|GoPerfect", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Best for Per-Role Pricing: GoPerfect"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|ClearMatch ATS", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "ClearMatch ATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Resume Screening Only: ClearMatch ATS"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|Truffle", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High-Volume Screening: Truffle"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|Mokka", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Mokka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Low-Cost Screening: Mokka"}, {"id": "mai-20260917-1752-baseline|c165-s4|zai-small|Zoho Recruit", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Budget ATS with AI: Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c165-s5|alibaba-small|Greenhouse", "prompt": "c165-s5", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you are likely using a mid-market Applicant Tracking System (ATS) like **Greenhouse, Lever, BambooHR, or HiBob**"}, {"id": "mai-20260917-1752-baseline|c165-s5|alibaba-small|Lever", "prompt": "c165-s5", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Applicant Tracking System (ATS) like **Greenhouse, Lever, BambooHR, or HiBob**"}, {"id": "mai-20260917-1752-baseline|c165-s5|alibaba-small|BambooHR", "prompt": "c165-s5", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Applicant Tracking System (ATS) like **Greenhouse, Lever, BambooHR, or HiBob**"}, {"id": "mai-20260917-1752-baseline|c165-s5|alibaba-small|HiBob", "prompt": "c165-s5", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Applicant Tracking System (ATS) like **Greenhouse, Lever, BambooHR, or HiBob**"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Pin", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you need an **AI Outbound Sourcing Tool** (e.g., tools like Pin or HiredAI)"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|HiredAI", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "HiredAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., tools like Pin or HiredAI"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Truffle", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., tools like Truffle, HeyMilo, or Paradox"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|HeyMilo", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "HeyMilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., tools like Truffle, HeyMilo, or Paradox"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Paradox", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., tools like Truffle, HeyMilo, or Paradox"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Workable", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**All-in-One ATS with AI features** (e.g., Workable, Breezy HR, Ashby)"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Breezy HR", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Workable, Breezy HR, Ashby"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Ashby", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Workable, Breezy HR, Ashby"}, {"id": "mai-20260917-1752-baseline|c165-s5|google-small|Zoho", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a basic ATS like Breezy or Zoho"}, {"id": "mai-20260917-1752-baseline|c165-s5|xai-small|Bullhorn", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Bullhorn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top SMB picks from 2024-2026 reviews: Tools like Bullhorn (Pro tier), Workable, or Phenom for balance"}, {"id": "mai-20260917-1752-baseline|c165-s5|xai-small|Workable", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tools like Bullhorn (Pro tier), Workable, or Phenom for balance; screen for your stack."}, {"id": "mai-20260917-1752-baseline|c165-s5|xai-small|Phenom", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools like Bullhorn (Pro tier), Workable, or Phenom for balance; screen for your stack."}, {"id": "mai-20260917-1752-baseline|c165-s6|alibaba-small|ChatGPT", "prompt": "c165-s6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Begin with free or low-cost tools (like ChatGPT for JD writing or Calendly for scheduling) before investing in paid screening solutions."}, {"id": "mai-20260917-1752-baseline|c165-s6|alibaba-small|Calendly", "prompt": "c165-s6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Begin with free or low-cost tools (like ChatGPT for JD writing or Calendly for scheduling) before investing in paid screening solutions."}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|HireVue", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **HireVue** that \"score\" candidates based on facial expressions... should be avoided by small businesses."}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|Workday Candidate Skills Match", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday Candidate Skills Match", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid any tool that **ranks, scores, or rejects candidates without mandatory human review**. This includes heavy resume screeners like **Workday Candidate Skills Match** and Eightfold-style tools."}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|Eightfold", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This includes heavy resume screeners like **Workday Candidate Skills Match** and Eightfold-style tools."}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|Workday", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms like **Workday, Greenhouse, and Lever** (with their AI layers) are more of a cost trap than a benefit"}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|Greenhouse", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "platforms like **Workday, Greenhouse, and Lever** (with their AI layers) are more of a cost trap than a benefit"}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|Lever", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like **Workday, Greenhouse, and Lever** (with their AI layers) are more of a cost trap than a benefit"}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|ChatGPT", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Drafting** job descriptions, outreach, and follow-up messages (e.g., ChatGPT for JDs)."}, {"id": "mai-20260917-1752-baseline|c165-s6|deepseek-small|Calendly", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Scheduling** interviews (Calendly-style tools with AI assist)."}, {"id": "mai-20260917-1752-baseline|c165-s6|google-small|Workday", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "In the ongoing Mobley v. Workday class-action lawsuit, a federal judge ruled that algorithmic screening tools can be held liable under federal anti-discrimination laws"}, {"id": "mai-20260917-1752-baseline|c165-s6|google-small|Eightfold AI", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Kistler v. Eightfold AI class-action lawsuit alleged that algorithmic scoring tools violate the federal Fair Credit Reporting Act (FCRA)"}, {"id": "mai-20260917-1752-baseline|c165-s6|google-small|HireVue", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HireVue famously eliminated facial analysis... Deyerler v. HireVue allowed a class-action lawsuit to proceed under BIPA"}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|Workday (AI screening features like HiredScore)", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (AI screening features like HiredScore)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Facing multiple ongoing lawsuits ... Enterprise-focused; overkill and risky for small teams."}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|Eightfold AI", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Subject to class-action suits ... High-risk for opaque \"success likelihood\" scoring."}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|HireVue", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Past controversies over facial/voice analysis ... Still scrutinized for bias; candidates report distrust"}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|HireEZ", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise sourcing tools like HireEZ, SeekOut, LinkedIn Recruiter: Common SMB frustrations ... makes them ineffective for low-volume hiring."}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|SeekOut", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise sourcing tools like HireEZ, SeekOut, LinkedIn Recruiter: Common SMB frustrations include low response rates"}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|LinkedIn Recruiter", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Credit-based pricing wastes budget; passive candidate fatigue from mass use makes them ineffective for low-volume hiring."}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|Pymetrics", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Video/personality/\"culture fit\" AI (e.g., past Pymetrics games, social media scans): Weak science, high bias risk"}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|ChatGPT", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use AI for *assistive* tasks only (e.g., ChatGPT for job descriptions"}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|Manatal", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Stick to low-risk tools like Manatal or Zoho Recruit for affordable sourcing without deep automation."}, {"id": "mai-20260917-1752-baseline|c165-s6|xai-small|Zoho Recruit", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Stick to low-risk tools like Manatal or Zoho Recruit for affordable sourcing without deep automation."}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Eightfold AI", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Currently facing a class-action lawsuit alleging its automated screening functions as an undisclosed consumer report"}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Workday", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sued in Mobley v. Workday, Inc. (23-CV-00770-RFL) for discriminatory outcomes from its AI-driven screening tools"}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Hirevue", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Hirevue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Listed in class action investigations regarding potential Fair Credit Reporting Act violations"}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Greenhouse", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Also mentioned in AI screening lawsuit investigations"}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Lever", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Also mentioned in AI screening lawsuit investigations"}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Ashby", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Also mentioned in AI screening lawsuit investigations"}, {"id": "mai-20260917-1752-baseline|c165-s6|zai-small|Amazon", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Amazon abandoned an internal AI recruiting tool in 2018 that showed bias against women"}, {"id": "mai-20260917-1752-baseline|c166-l1|alibaba-small|Workday", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is widely considered the gold standard for enterprise onboarding because it operates as a unified ecosystem."}, {"id": "mai-20260917-1752-baseline|c166-l1|alibaba-small|SAP SuccessFactors Onboarding 2.0", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors Onboarding 2.0", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP is a powerhouse for companies with heavy regulatory requirements across multiple countries."}, {"id": "mai-20260917-1752-baseline|c166-l1|alibaba-small|Rippling", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are building a new tech stack or struggling with IT delays, choose **Rippling**."}, {"id": "mai-20260917-1752-baseline|c166-l1|alibaba-small|Darwinbox", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Darwinbox** | Employee Engagement | Mobile-first experience & high-volume recruiting |"}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|Workday", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Full HCM suites such as Workday, SAP SuccessFactors, Oracle Fusion Cloud HCM, Darwinbox, and UKG lead where onboarding must flow directly into the core system of record."}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full HCM suites such as Workday, SAP SuccessFactors, Oracle Fusion Cloud HCM, Darwinbox, and UKG lead"}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full HCM suites such as Workday, SAP SuccessFactors, Oracle Fusion Cloud HCM, Darwinbox, and UKG lead"}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|Darwinbox", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Darwinbox, and UKG lead where onboarding must flow directly into the core system of record"}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|UKG", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Darwinbox, and UKG lead where onboarding must flow directly into the core system of record"}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|Rippling", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The strongest pick when you want HR, IT, and Finance automation in one platform without middleware."}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|Enboarder", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Designed for HR teams looking to personalize the induction experience"}, {"id": "mai-20260917-1752-baseline|c166-l1|anthropic-small|Click Boarding", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An enterprise onboarding platform in the HR technology category"}, {"id": "mai-20260917-1752-baseline|c166-l1|challenger-small|Rippling", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-l1|challenger-small|Disprz", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Disprz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Disprz** is also a strong enterprise-oriented option"}, {"id": "mai-20260917-1752-baseline|c166-l1|challenger-small|Paylocity", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for all-in-one HR/finance-heavy operations:** **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c166-l1|challenger-small|Darwinbox", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for global lifecycle-unified onboarding:** **Darwinbox**"}, {"id": "mai-20260917-1752-baseline|c166-l1|challenger-small|UKG Pro", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for compliance-heavy enterprise hourly/frontline workforces:** **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|Workday HCM", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is the safest enterprise-grade recommendation for scale, compliance, and a single source of truth."}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|SAP SuccessFactors Onboarding", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the top alternative, especially if you're already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|Oracle HCM Cloud", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "is a similar enterprise option worth evaluating"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|ServiceNow HRSD", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent if your B2B enterprise needs onboarding to coordinate IT provisioning"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|Rippling", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** offers an excellent balance of capability and modern UX."}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|Enboarder", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a favorite among those wanting a best-in-class \"employee experience\" layer"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|BambooHR", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid SMB-focused tools like BambooHR, Gusto, or Trainual for true enterprise scale"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|Gusto", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid SMB-focused tools like BambooHR, Gusto, or Trainual"}, {"id": "mai-20260917-1752-baseline|c166-l1|deepseek-small|Trainual", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid SMB-focused tools like BambooHR, Gusto, or Trainual"}, {"id": "mai-20260917-1752-baseline|c166-l1|google-small|Rippling", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** (Best-in-class IT/HR automation)"}, {"id": "mai-20260917-1752-baseline|c166-l1|google-small|Enboarder", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Employee Experience & Legacy Integrations: **Enboarder**"}, {"id": "mai-20260917-1752-baseline|c166-l1|google-small|Deel", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global, Remote-First Teams: **Deel**"}, {"id": "mai-20260917-1752-baseline|c166-l1|google-small|Workday Onboarding", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scale, ERP integration, and Governance: **Workday Onboarding**"}, {"id": "mai-20260917-1752-baseline|c166-l1|google-small|Trainual", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Operational Training & \"How-to\" SOPs: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c166-l1|meta-small|Workday", "prompt": "c166-l1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "including Workday, which is suitable for large organizations with complex multi-country onboarding requirements"}, {"id": "mai-20260917-1752-baseline|c166-l1|minimax-small|Rippling", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** — Best Overall for Mid-Market to Enterprise"}, {"id": "mai-20260917-1752-baseline|c166-l1|minimax-small|Workday", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** — Best for Large Enterprises (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c166-l1|minimax-small|BambooHR", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** — Best for Ease of Use"}, {"id": "mai-20260917-1752-baseline|c166-l1|minimax-small|Deel", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** — Best for Global Hiring"}, {"id": "mai-20260917-1752-baseline|c166-l1|minimax-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP SuccessFactors** — Best for Enterprise Integration"}, {"id": "mai-20260917-1752-baseline|c166-l1|minimax-small|ClearCompany", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you need strong ATS integration**: ClearCompany"}, {"id": "mai-20260917-1752-baseline|c166-l1|mistral-small|Rippling", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** – Best for unified HR, IT, and payroll onboarding automation."}, {"id": "mai-20260917-1752-baseline|c166-l1|mistral-small|Workday", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** – Best for large, complex organizations."}, {"id": "mai-20260917-1752-baseline|c166-l1|mistral-small|BambooHR", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** – Best all-around platform for mid-size to large companies."}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|Workday HCM", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** is the market leader with the strongest buyer consideration (~42%) and best-in-class user experience"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** if you're already in the SAP ecosystem and need extensive global payroll"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|Oracle HCM Cloud", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Organizations migrating from Oracle on-premise"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|Rippling", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** if you're a tech-forward company between 500-1,000 employees"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|ADP Workforce Now", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Mid-to-large businesses prioritizing payroll and compliance depth"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|HR Cloud", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Frontline and compliance-heavy industries"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|Deel", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Global and remote-first teams with international contractors/employees"}, {"id": "mai-20260917-1752-baseline|c166-l1|moonshot-small|BambooHR", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Growing mid-market (10-500 employees) | **BambooHR** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-l1|openai-small|Workday", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall: Workday Onboarding**"}, {"id": "mai-20260917-1752-baseline|c166-l1|openai-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for globally complex enterprises: SAP SuccessFactors or UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c166-l1|openai-small|UKG Pro", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for globally complex enterprises: SAP SuccessFactors or UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c166-l1|openai-small|Dayforce", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Need workforce-heavy enterprise operations?** UKG or Dayforce"}, {"id": "mai-20260917-1752-baseline|c166-l1|openai-small|Rippling", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want a more flexible, modern people platform: Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-l1|openai-small|ServiceNow HR Service Delivery", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you already live in ServiceNow: ServiceNow HR Service Delivery**"}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|Workday HCM", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently a Gartner Magic Quadrant Leader for Cloud HCM Suites (9+ years). Excels in integrated onboarding... praised for scalability but implementation can take 6-12 months."}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another Gartner Leader, best for large/global enterprises with ERP ties"}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|Oracle Cloud HCM", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner Leader (11 years), top for completeness of vision"}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|Rippling", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for fast-growing B2B but may lack depth for ultra-complex enterprises vs. Workday"}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|UKG Pro", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid for role-based workflows and portals; UKG highlighted for multi-entity control"}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|ADP Workforce Now", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Solid for role-based workflows and portals"}, {"id": "mai-20260917-1752-baseline|c166-l1|xai-small|BambooHR", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Simpler needs (not pure enterprise) ... Mid-market"}, {"id": "mai-20260917-1752-baseline|c166-l1|zai-small|Workday HCM", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises, **Workday** remains the top choice due to its deep integration across the entire HR ecosystem"}, {"id": "mai-20260917-1752-baseline|c166-l1|zai-small|ServiceNow", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your organization is IT-driven and already uses ServiceNow, it may be the better fit"}, {"id": "mai-20260917-1752-baseline|c166-l1|zai-small|Rippling", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Unified HR + IT Platform"}, {"id": "mai-20260917-1752-baseline|c166-l1|zai-small|Enboarder", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Experience-Driven Onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l1|zai-small|Paycor", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Mid-Market to Enterprise HCM"}, {"id": "mai-20260917-1752-baseline|c166-l1|zai-small|Greenhouse Onboarding", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Greenhouse Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR | Greenhouse Onboarding or Enboarder"}, {"id": "mai-20260917-1752-baseline|c166-l2|alibaba-small|Rippling", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Pick for Modern Enterprises: Rippling"}, {"id": "mai-20260917-1752-baseline|c166-l2|alibaba-small|Workday (Onboarding Module)", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday (Onboarding Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Catch: The User Experience (UX) can be clunky and difficult to customize."}, {"id": "mai-20260917-1752-baseline|c166-l2|alibaba-small|Deel", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global/Hybrid Teams: Deel"}, {"id": "mai-20260917-1752-baseline|c166-l2|alibaba-small|Enboarder", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Add-On\" for Culture: Enboarder"}, {"id": "mai-20260917-1752-baseline|c166-l2|alibaba-small|Oracle", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already have a robust HRIS (like Workday or Oracle)"}, {"id": "mai-20260917-1752-baseline|c166-l2|alibaba-small|UKG", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "→ Choose **Workday** or **UKG**."}, {"id": "mai-20260917-1752-baseline|c166-l2|anthropic-small|Workday", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday Human Capital Management (HCM) is the enterprise gold standard in HR software... either through a comprehensive HCM suite like Workday"}, {"id": "mai-20260917-1752-baseline|c166-l2|anthropic-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For global organisations with complex multi-country compliance requirements, SuccessFactors offers extensive localisation support"}, {"id": "mai-20260917-1752-baseline|c166-l2|anthropic-small|Rippling", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or a modern operating system like Rippling if you want faster implementation and lower upfront investment"}, {"id": "mai-20260917-1752-baseline|c166-l2|anthropic-small|Enboarder", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For enterprises that already have an HRIS and need to improve new hire experience and engagement, Enboarder is purpose-built for exactly that problem."}, {"id": "mai-20260917-1752-baseline|c166-l2|challenger-small|Rippling", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Rippling** if you mean *employee onboarding* software"}, {"id": "mai-20260917-1752-baseline|c166-l2|challenger-small|OnRamp", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "OnRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best fit from the results is **OnRamp** for high-touch, enterprise onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l2|challenger-small|GUIDEcx", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "GUIDEcx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex implementation/project delivery | **GUIDEcx** or **Rocketlane**"}, {"id": "mai-20260917-1752-baseline|c166-l2|challenger-small|Rocketlane", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rocketlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex implementation/project delivery | **GUIDEcx** or **Rocketlane**"}, {"id": "mai-20260917-1752-baseline|c166-l2|deepseek-small|Workday", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **one answer**: **Workday** is the most commonly recommended platform for large enterprises (2,000+)"}, {"id": "mai-20260917-1752-baseline|c166-l2|deepseek-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run SAP S/4HANA, SuccessFactors is the natural choice"}, {"id": "mai-20260917-1752-baseline|c166-l2|deepseek-small|Oracle Fusion HCM", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies on the broader Oracle stack; most cost-effective"}, {"id": "mai-20260917-1752-baseline|c166-l2|deepseek-small|ServiceNow HR Service Delivery", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if your company already runs on ServiceNow... Best for 10,000+ employee enterprises."}, {"id": "mai-20260917-1752-baseline|c166-l2|deepseek-small|Rippling", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for 500–5,000 employees, especially distributed/remote workforces."}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|Enboarder", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Experience Layer\" (Top Recommendation: **Enboarder**)"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|Workday", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Native Suite\" (Top Recommendation: **Workday Onboarding Plans**)"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|SAP", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "native onboarding module inside your primary ERP/HCM (Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|ADP", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "existing Core HRIS (like Workday, SAP, or ADP)"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|Rippling", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"IT & Device Orchestrator\" (Top Recommendation: **Rippling** or **ServiceNow**)"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|ServiceNow", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "they have an HR Service Delivery (HRSD) module that integrates natively"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|Click Boarding", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The \"Compliance & Customization Specialist\" (Top Recommendation: **Click Boarding**)"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|Deel", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look into **Deel** or **Remote** for your international cohort"}, {"id": "mai-20260917-1752-baseline|c166-l2|google-small|Remote", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look into **Deel** or **Remote** for your international cohort"}, {"id": "mai-20260917-1752-baseline|c166-l2|meta-small|Workday", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday - an enterprise-grade HR onboarding software that is part of a larger HCM suite, suitable for large enterprises."}, {"id": "mai-20260917-1752-baseline|c166-l2|meta-small|BambooHR", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a comprehensive HR platform that includes onboarding features, with pricing starting at $12,000/year"}, {"id": "mai-20260917-1752-baseline|c166-l2|meta-small|Gusto", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a simple HR platform with onboarding features, priced at $7,788/year for a 100-person company"}, {"id": "mai-20260917-1752-baseline|c166-l2|meta-small|Tango", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "pricing starting at $18,000/year for a Pro plan, although onboarding-scale features require an Enterprise plan"}, {"id": "mai-20260917-1752-baseline|c166-l2|meta-small|Click Boarding", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a platform with a minimum annual cost of $10,000, with a three-year term"}, {"id": "mai-20260917-1752-baseline|c166-l2|minimax-small|Workday HCM", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Workday HCM** (Top Recommendation)"}, {"id": "mai-20260917-1752-baseline|c166-l2|minimax-small|SAP SuccessFactors Onboarding", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Workday** or **SAP SuccessFactors** as they offer: Enterprise-grade scalability"}, {"id": "mai-20260917-1752-baseline|c166-l2|minimax-small|Rippling", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** offers modern UX with strong onboarding capabilities at potentially lower cost"}, {"id": "mai-20260917-1752-baseline|c166-l2|minimax-small|BambooHR", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** (Mid-Market Alternative)"}, {"id": "mai-20260917-1752-baseline|c166-l2|mistral-small|Workday", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday**: Highly rated for large enterprises, offering extensive customization and integration within a full HCM suite."}, {"id": "mai-20260917-1752-baseline|c166-l2|mistral-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong choice for large organizations, especially if you're already in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c166-l2|mistral-small|ADP Workforce Now", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for mid-to-large businesses, with broad functionality and strong HR process support."}, {"id": "mai-20260917-1752-baseline|c166-l2|mistral-small|Darwinbox", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises in the Asia-Pacific region, offering configurable workflows"}, {"id": "mai-20260917-1752-baseline|c166-l2|mistral-small|Rippling", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** is highly recommended for companies scaling from 50 to 1,000+ employees"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|Workday HCM", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workday HCM** if you're already a Workday shop and want unified data"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|Enboarder", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enboarder** if your main pain point is the human experience, manager engagement, and cross-functional journey orchestration"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|Rippling", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd lean toward:\n\n1. **Rippling** if you need to solve HR + IT coordination and want best-in-class automation"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|Sapling by Kallidus", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Sapling by Kallidus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users mention the org chart can be slow with 250+ people, which may be a concern at your scale."}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|SAP", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already using Workday/SAP/Oracle | Stick with your HCM's native module"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|Oracle", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already using Workday/SAP/Oracle | Stick with your HCM's native module"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|Click Boarding", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex cross-team handoffs are broken | Enboarder or Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-l2|moonshot-small|WorkBright", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High-volume deskless/frontline hiring | WorkBright"}, {"id": "mai-20260917-1752-baseline|c166-l2|openai-small|SAP SuccessFactors Onboarding", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **SAP SuccessFactors Onboarding**"}, {"id": "mai-20260917-1752-baseline|c166-l2|openai-small|Workday HCM", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your HR stack is already centered on Workday and you want a unified enterprise system"}, {"id": "mai-20260917-1752-baseline|c166-l2|openai-small|UKG Pro", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong fit for large enterprises with complex workforce and integration needs"}, {"id": "mai-20260917-1752-baseline|c166-l2|openai-small|Rippling", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though I'd be more cautious using it as the sole choice for very complex global enterprise needs"}, {"id": "mai-20260917-1752-baseline|c166-l2|xai-small|Workday", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday as the top new hire onboarding platform"}, {"id": "mai-20260917-1752-baseline|c166-l2|xai-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... SAP SuccessFactors | You use SAP ecosystem or need deep global compliance"}, {"id": "mai-20260917-1752-baseline|c166-l2|xai-small|Oracle Fusion Cloud HCM", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle ERP users; highest Gartner vision score."}, {"id": "mai-20260917-1752-baseline|c166-l2|xai-small|ServiceNow", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IT-heavy onboarding focus (e.g., transitions, workflows). #1 market share."}, {"id": "mai-20260917-1752-baseline|c166-l2|xai-small|UKG Pro", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payroll-integrated needs. | Lifecycle coverage. | Less emphasized in reviews."}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|Workday HCM", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want a single, comprehensive HCM platform** with onboarding deeply integrated into HR, payroll, and analytics → **Workday HCM**"}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(or SAP SuccessFactors if you're already in that ecosystem)"}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|Rippling", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need to automate both HR paperwork and IT provisioning** in one place → **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|Enboarder", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want a focused onboarding experience layer** on top of your existing HRIS/ATS → **Enboarder**"}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|WorkBright", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enboarder (or WorkBright)"}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|Darwinbox", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for large enterprises in Asia‑Pacific; offers enterprise‑grade onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l2|zai-small|Zoho People", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may not match the depth of Workday/Rippling for very large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|Workday HCM", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workday is the gold standard for massive scalability and rigid compliance."}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP excels in multinational environments"}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|Rippling", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Its standout capability is **automatic IT provisioning**."}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|ServiceNow HRSD (Human Resources Service Delivery)", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HRSD (Human Resources Service Delivery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ServiceNow approaches onboarding as a case-management and workflow orchestration tool"}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|Enboarder", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enboarder markets itself as a \"People Activation Platform.\""}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|Clustdoc", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Clustdoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A document-centric leader... ideal for regulated industries"}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|Deel", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deel is built specifically for cross-border employment."}, {"id": "mai-20260917-1752-baseline|c166-l3|alibaba-small|BambooHR", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "They usually sit *on top* of a system like Workday or BambooHR."}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|Rippling", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top 5 enterprise onboarding platforms to consider in 2026 are Rippling, Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, and ServiceNow HR Service Delivery."}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|Workday HCM", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good choice for large organizations that need onboarding as part of a full enterprise HR system with advanced reporting and global support."}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Full HCM suites such as Workday, SAP SuccessFactors, Oracle Fusion Cloud HCM, Darwinbox, and UKG lead where onboarding must flow directly into the core system of record."}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|Oracle HCM Cloud", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle HCM Cloud, and ServiceNow HR Service Delivery"}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|ServiceNow HR Service Delivery", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top 5 enterprise onboarding platforms to consider in 2026 are ... ServiceNow HR Service Delivery."}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|Darwinbox", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Treats onboarding as the first mile of a unified employee lifecycle ... used by more than 1,000 enterprises across 130-plus countries."}, {"id": "mai-20260917-1752-baseline|c166-l3|anthropic-small|UKG", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Full HCM suites such as Workday, SAP SuccessFactors, Oracle Fusion Cloud HCM, Darwinbox, and UKG lead"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|Workday", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprises already on Workday | Native onboarding inside a unified HR/finance/planning suite"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep multi-jurisdiction and multi-language onboarding workflows"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|Oracle HCM Cloud", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Structured onboarding within the Oracle HCM stack"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|UKG Pro", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High-volume onboarding tied to pay and scheduling"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|Rippling", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unifies HR, payroll, IT provisioning, and device setup in one workflow engine"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|ServiceNow", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cross-functional workflow orchestration across HR, IT, and other teams"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|Enboarder", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Personalized, multi-channel onboarding journeys and culture reinforcement"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|HR Cloud", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mobile-first onboarding with compliance automation like I-9/E-Verify and credential tracking"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|Click Boarding", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Compliance-centric onboarding with documented process control"}, {"id": "mai-20260917-1752-baseline|c166-l3|challenger-small|Deel", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Onboarding built around international compliance"}, {"id": "mai-20260917-1752-baseline|c166-l3|deepseek-small|Workday HCM", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant enterprise suite, used by ~65% of the Fortune 500... Deep, multi-country/legal-entity compliance"}, {"id": "mai-20260917-1752-baseline|c166-l3|deepseek-small|Rippling", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Tech-forward scaling companies that want HR, IT, and onboarding in one fast, easy system."}, {"id": "mai-20260917-1752-baseline|c166-l3|deepseek-small|Enboarder", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The purest \"dedicated journey\" platform on the market."}, {"id": "mai-20260917-1752-baseline|c166-l3|deepseek-small|Sapling (by Kallidus)", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Sapling (by Kallidus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market to enterprise companies wanting deep, configurable onboarding automation without replacing their HRIS."}, {"id": "mai-20260917-1752-baseline|c166-l3|deepseek-small|Click Boarding", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for compliance-heavy enterprise flows across multiple systems."}, {"id": "mai-20260917-1752-baseline|c166-l3|deepseek-small|WorkBright", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Forms-first, built for high-volume or deskless hiring"}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Workday Onboarding", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday Onboarding", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The standard for global conglomerates already utilizing the broader Workday HCM."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Rippling", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The market leader in **IT-and-HR unification**."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Deel", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The go-to platform for enterprises hiring a highly global or remote workforce."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Enboarder", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A dedicated, engagement-first platform designed to run alongside an HRIS."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|WorkBright", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly specialized for compliance-first, remote, and hourly frontline workers"}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Rocketlane", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A robust platform that bridges the gap between customer onboarding and **Professional Services Automation (PSA)**."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|GUIDEcx", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A project management solution designed specifically for B2B onboarding transparency."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|TaskRay", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "TaskRay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The leading choice for enterprise teams operating entirely within the Salesforce ecosystem."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Dock (Dock.us)", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Dock (Dock.us)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Built as a **client portal-first workspace**."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|WalkMe (by SAP)", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WalkMe (by SAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The enterprise-grade category giant."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Whatfix", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Whatfix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "A platform focused heavily on \"continuous enablement\"."}, {"id": "mai-20260917-1752-baseline|c166-l3|google-small|Pendo", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Traditionally built for product-led growth (PLG) and B2B SaaS companies."}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|Workday HCM", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade onboarding platforms include Workday HCM, SAP SuccessFactors, Oracle Fusion Cloud HCM, Darwinbox, UKG, Rippling, and ServiceNow."}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade onboarding platforms include Workday HCM, SAP SuccessFactors, Oracle Fusion Cloud HCM"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|Oracle Fusion Cloud HCM", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Oracle Fusion Cloud HCM, Darwinbox, UKG, Rippling, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|Darwinbox", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Darwinbox, UKG, Rippling, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|UKG", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Darwinbox, UKG, Rippling, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|Rippling", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "UKG, Rippling, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|ServiceNow", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|Paycor", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some platforms, like Paycor, provide automated workflows and compliance management"}, {"id": "mai-20260917-1752-baseline|c166-l3|meta-small|Asana", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "others, like Asana, offer AI-powered automation and dynamic task dependencies"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Workday HCM", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises (2,000+ employees) already using or planning a full HCM deployment"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Global organizations operating across complex jurisdictions"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Oracle ecosystem buyers"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Rippling", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Companies consolidating HR and IT operations"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|UKG Pro", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Enterprises with frontline and hourly workforces"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|ServiceNow", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Considerations:** Often needs to be used alongside other HR software"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Enboarder", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Experience & journey orchestration | Focuses on new hire experience"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Greenhouse Onboarding", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Greenhouse Recruiting users | Streamlined checklists"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Click Boarding", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialized onboarding | Task management focus"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Deel", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global/distributed teams | Global HRIS with onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Moveworks", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI-ready enterprises | Agentic AI, resolves blockers through enterprise search"}, {"id": "mai-20260917-1752-baseline|c166-l3|minimax-small|Workativ", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "End-to-end automation | No-code AI agents, connects existing HR/IT systems"}, {"id": "mai-20260917-1752-baseline|c166-l3|mistral-small|Workday HCM", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises (2,000+ employees) already using or planning a full HCM deployment."}, {"id": "mai-20260917-1752-baseline|c166-l3|mistral-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Multinational enterprises, especially those already in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c166-l3|mistral-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Enterprises needing to orchestrate complex, cross-departmental workflows"}, {"id": "mai-20260917-1752-baseline|c166-l3|mistral-small|Enboarder", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Mid-market and enterprise organizations seeking experience-driven, AI-powered onboarding journeys."}, {"id": "mai-20260917-1752-baseline|c166-l3|mistral-small|Rippling", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: HR and IT unification, especially for companies with 300–3,000 employees."}, {"id": "mai-20260917-1752-baseline|c166-l3|moonshot-small|Workday HCM", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises & Fortune 500 companies seeking unified HR and finance"}, {"id": "mai-20260917-1752-baseline|c166-l3|moonshot-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP SuccessFactors if: You're already running SAP ERP and need the broadest global payroll/compliance coverage."}, {"id": "mai-20260917-1752-baseline|c166-l3|moonshot-small|Oracle HCM Cloud (Fusion)", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Oracle HCM if: You're invested in Oracle's cloud ecosystem and want modular flexibility."}, {"id": "mai-20260917-1752-baseline|c166-l3|moonshot-small|ServiceNow HR Service Delivery", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when onboarding spans multiple departments beyond just HR"}, {"id": "mai-20260917-1752-baseline|c166-l3|moonshot-small|Rippling", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Rippling if: You want to automate both HR paperwork AND IT setup"}, {"id": "mai-20260917-1752-baseline|c166-l3|openai-small|WalkMe", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WalkMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **WalkMe** if you need the most robust **enterprise adoption platform** for employees and complex systems."}, {"id": "mai-20260917-1752-baseline|c166-l3|openai-small|Whatfix", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Whatfix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Whatfix** if you want a strong **enterprise training/adoption** platform with self-service and analytics."}, {"id": "mai-20260917-1752-baseline|c166-l3|openai-small|Pendo", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Pendo** if your onboarding strategy is heavily tied to **product analytics and segmentation**."}, {"id": "mai-20260917-1752-baseline|c166-l3|openai-small|Userpilot", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Userpilot** if you want a **no-code SaaS onboarding suite** with enterprise security controls."}, {"id": "mai-20260917-1752-baseline|c166-l3|openai-small|Chameleon", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Chameleon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Chameleon** if you care most about **beautiful in-app onboarding and precise targeting**."}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|GUIDEcx", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **GUIDEcx** (G2: 4.6/5)"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|Rocketlane", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Rocketlane** (G2: 4.7/5)"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|OnRamp", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "OnRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **OnRamp** (highly rated in comparisons)"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|Gainsight", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Gainsight** (Gartner Leader; broad CS suite)"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|ChurnZero", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ChurnZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **ChurnZero** (G2: 4.7/5; Gartner Leader)"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|Workday", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They differ from employee onboarding tools (e.g., Workday, Rippling) ... which are less suited for multi-stakeholder enterprise projects."}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|Rippling", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "employee onboarding tools (e.g., Workday, Rippling) ... less suited for multi-stakeholder enterprise projects"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|Pendo", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PLG in-app tools (e.g., Pendo, Appcues), which are less suited for multi-stakeholder enterprise projects"}, {"id": "mai-20260917-1752-baseline|c166-l3|xai-small|Appcues", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Appcues", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PLG in-app tools (e.g., Pendo, Appcues)"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Workday HCM", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deep HR integration + global compliance** | **Workday HCM** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deep HR integration + global compliance** | **Workday HCM** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simplifying paperwork & remote I‑9/E‑Verify** | **Workbright** or **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|ServiceNow", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ServiceNow leads with **13.5 %** of the onboarding segment"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Enboarder", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Experience‑driven, high‑touch onboarding journeys** | **Enboarder** or **Click Boarding**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Click Boarding", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Experience‑driven, high‑touch onboarding journeys** | **Enboarder** or **Click Boarding**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Workbright", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workbright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Simplifying paperwork & remote I‑9/E‑Verify** | **Workbright** or **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|HiBob (Bob)", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Purpose‑built onboarding platforms** (Enboarder, Click Boarding, Workbright, HiBob) excel when you want **flexible, experience‑focused journeys**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Rippling", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**IT provisioning and cross‑functional automation** | **Rippling** (HR‑IT‑Finance OS)"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Deel", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**International hiring with EOR** | **Deel** or **Oyster**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Oyster", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**International hiring with EOR** | **Deel** or **Oyster**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Doozy", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Slack‑native teams needing in‑channel onboarding** | **Doozy**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|TechClass", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "TechClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Unified learning + onboarding portal** | **TechClass**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|ClearCompany", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Niche platforms** (Doozy, TechClass, ClearCompany) shine when you need **channel‑specific delivery**"}, {"id": "mai-20260917-1752-baseline|c166-l3|zai-small|Absorb LMS", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**TechClass** or **Absorb LMS** (if combined with onboarding module)"}, {"id": "mai-20260917-1752-baseline|c166-l4|alibaba-small|Workday HCM", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are building a tech stack from scratch, go with **Workday**."}, {"id": "mai-20260917-1752-baseline|c166-l4|alibaba-small|PeopleDoc (by Red Hat)", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "PeopleDoc (by Red Hat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "investigate **PeopleDoc** for document-heavy processes"}, {"id": "mai-20260917-1752-baseline|c166-l4|alibaba-small|Enboarder", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enboarder is a \"best-of-breed\" onboarding engine that integrates deeply with almost every major HRIS"}, {"id": "mai-20260917-1752-baseline|c166-l4|alibaba-small|Tango", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Tango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tango** for automation-heavy processes"}, {"id": "mai-20260917-1752-baseline|c166-l4|anthropic-small|Workday", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "or Workday if you're already part of their ecosystem and can negotiate enterprise pricing for thousands of users."}, {"id": "mai-20260917-1752-baseline|c166-l4|anthropic-small|Doozy", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Doozy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend focusing on Doozy if you want guaranteed cost predictability"}, {"id": "mai-20260917-1752-baseline|c166-l4|anthropic-small|Rippling", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, a fully-loaded setup for 50 employees can easily run $15–$22/user/month."}, {"id": "mai-20260917-1752-baseline|c166-l4|challenger-small|Workday", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the best overall choice from these results for a large company seeking predictable total cost"}, {"id": "mai-20260917-1752-baseline|c166-l4|challenger-small|Greenhouse", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise platforms like **Workday** and **Greenhouse** use custom pricing[2]"}, {"id": "mai-20260917-1752-baseline|c166-l4|challenger-small|HR Cloud", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for compliance-heavy organizations and frontline workforces[3]"}, {"id": "mai-20260917-1752-baseline|c166-l4|challenger-small|Paylocity", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Paylocity** as another strong enterprise alternative"}, {"id": "mai-20260917-1752-baseline|c166-l4|challenger-small|Justworks", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "All-in-one onboarding, but public pricing is per user plus monthly fee[1]"}, {"id": "mai-20260917-1752-baseline|c166-l4|deepseek-small|workday", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** (if you already use it) or **Enboarder** (standalone) are your best bets for predictable total cost"}, {"id": "mai-20260917-1752-baseline|c166-l4|deepseek-small|Enboarder", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** (if you already use it) or **Enboarder** (standalone) are your best bets for predictable total cost"}, {"id": "mai-20260917-1752-baseline|c166-l4|deepseek-small|ClearCompany", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Enboarder** or **ClearCompany**, but require a **capped annual license**"}, {"id": "mai-20260917-1752-baseline|c166-l4|deepseek-small|Rippling", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Per-user-per-month platforms (Rippling, BambooHR) if you want predictability"}, {"id": "mai-20260917-1752-baseline|c166-l4|deepseek-small|FirstHR", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FirstHR offers a flat-fee model (e.g., ~$98/month for small teams), but for thousands of users, you'll need enterprise quotes."}, {"id": "mai-20260917-1752-baseline|c166-l4|deepseek-small|BambooHR", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Per-user-per-month platforms (Rippling, BambooHR) if you want predictability"}, {"id": "mai-20260917-1752-baseline|c166-l4|google-small|WorkBright", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "WorkBright", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose WorkBright** if your main issue is administrative overhead, paper forms, and ensuring thousands of multi-state or remote hires are legally compliant."}, {"id": "mai-20260917-1752-baseline|c166-l4|google-small|Click Boarding", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Click Boarding focuses strictly on high-volume and enterprise clients, using custom-quoted pricing ... making your budget highly predictable"}, {"id": "mai-20260917-1752-baseline|c166-l4|google-small|Beyond Intranet (Employee Onboarding 365)", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Beyond Intranet (Employee Onboarding 365)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Beyond Intranet** if you want the absolute lowest total cost of ownership"}, {"id": "mai-20260917-1752-baseline|c166-l4|google-small|Enboarder", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Enboarder** if your goal is an incredibly polished, culture-driven employee experience"}, {"id": "mai-20260917-1752-baseline|c166-l4|google-small|Appical", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Appical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Their **Enterprise Plan** is quote-based and grants **unlimited editor and admin seats**"}, {"id": "mai-20260917-1752-baseline|c166-l4|meta-small|Workday", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday - an enterprise human capital management (HCM) platform designed to help large, global organizations manage onboarding at scale."}, {"id": "mai-20260917-1752-baseline|c166-l4|meta-small|Rippling", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling - an all-in-one platform for HR, IT, payroll, and spend management that offers native IT provisioning without middleware."}, {"id": "mai-20260917-1752-baseline|c166-l4|meta-small|monday service", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "monday service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "monday service - a unified workflow platform that offers AI ticket triage and auto-replies, with a starting price of $31/seat/mo."}, {"id": "mai-20260917-1752-baseline|c166-l4|minimax-small|FirstHR", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for True Flat-Fee Pricing ... This is primarily designed for small-to-mid-sized businesses (11+ employees), not enterprise-scale"}, {"id": "mai-20260917-1752-baseline|c166-l4|minimax-small|Workday", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** — Best Enterprise Suite"}, {"id": "mai-20260917-1752-baseline|c166-l4|minimax-small|BambooHR", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "At 1,000+ employees: ~$10,000/year (more predictable at scale)"}, {"id": "mai-20260917-1752-baseline|c166-l4|minimax-small|Rippling", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for HR + IT Integration ... Cons: Real cost depends on which modules you bundle"}, {"id": "mai-20260917-1752-baseline|c166-l4|minimax-small|ServiceNow HR Service Delivery", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some companies use **ServiceNow HR Service Delivery** (if already a ServiceNow customer)"}, {"id": "mai-20260917-1752-baseline|c166-l4|minimax-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **SAP SuccessFactors** — both offer custom enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c166-l4|mistral-small|Trainual", "prompt": "c166-l4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trainual** stands out because it prices on a flat workspace rate rather than per user, which keeps costs predictable as headcount grows"}, {"id": "mai-20260917-1752-baseline|c166-l4|mistral-small|Workday", "prompt": "c166-l4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed for large, global organizations and can handle onboarding at scale, though pricing is typically customized and may not be as transparent"}, {"id": "mai-20260917-1752-baseline|c166-l4|mistral-small|BambooHR", "prompt": "c166-l4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is also a strong contender, with published rates for larger teams ... but it's still per-user and can become costly at very large scales"}, {"id": "mai-20260917-1752-baseline|c166-l4|moonshot-small|BambooHR", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** if you want the most transparent, predictable pricing with automatic volume discounts and no complex negotiations."}, {"id": "mai-20260917-1752-baseline|c166-l4|moonshot-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** if you need deeper enterprise capabilities and are willing to negotiate for better rates"}, {"id": "mai-20260917-1752-baseline|c166-l4|moonshot-small|Rippling", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Rippling if cost predictability is your top priority, as modular add-ons can inflate costs unexpectedly."}, {"id": "mai-20260917-1752-baseline|c166-l4|moonshot-small|Workday", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workday offers excellent functionality but requires significant upfront investment and negotiation."}, {"id": "mai-20260917-1752-baseline|c166-l4|openai-small|Doozy", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Doozy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best fit: Doozy ... If your top priority is budget predictability across thousands of users, I'd start with Doozy."}, {"id": "mai-20260917-1752-baseline|c166-l4|openai-small|SAP SuccessFactors Onboarding", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is priced per user per month and requires partner implementation, which can make total cost less predictable at scale"}, {"id": "mai-20260917-1752-baseline|c166-l4|xai-small|Rippling", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling stands out as the best employee onboarding software for a large company"}, {"id": "mai-20260917-1752-baseline|c166-l4|xai-small|BambooHR", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BambooHR works but feels SMB-oriented at that size"}, {"id": "mai-20260917-1752-baseline|c166-l4|xai-small|Workday", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid \"custom enterprise\" traps like Workday/SuccessFactors, where add-ons, integrations, and consulting fees obscure totals"}, {"id": "mai-20260917-1752-baseline|c166-l4|xai-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation $250K–$500K first year"}, {"id": "mai-20260917-1752-baseline|c166-l4|xai-small|Gusto", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No (SMB) | $49 base + $6 PEPM ... base fee balloons total for thousands"}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|BambooHR", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** (Core tier at $10/employee/month) offers the best balance of affordability, predictability, and included onboarding."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Rippling", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** at $20\\u201335/employee/month is the strongest all-in option."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Gusto", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple, transparent pricing that scales linearly with headcount."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Justworks", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flat base fee plus predictable per-person cost; popular among mid-large companies."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Deel HR", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global/remote hiring with transparent pricing | Deel HR (from $5/employee/month)"}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Workday", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Industry standard; pricing depends on module scope and contract structure."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SAP SuccessFactors** offers a relatively predictable onboarding module rate within an enterprise suite."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|ServiceNow HR Service Delivery", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ServiceNow** is most cost-effective if you already use the platform for other needs."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|ZingHR / Darwinbox / Keka HR", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ZingHR / Darwinbox / Keka HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Popular in India and APAC; pricing scales with employee count and selected modules."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|360Learning", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**360Learning** offers predictable per-user pricing that scales well."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|iSpring LMS", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**iSpring LMS** is excellent if you need interactive, content-rich onboarding."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|TalentLMS", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMB to mid-market; includes gamification and compliance tracking."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Whale", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SOPs, training paths, and knowledge management."}, {"id": "mai-20260917-1752-baseline|c166-l4|zai-small|Trainual", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "$1,000 implementation fee (all tiers)"}, {"id": "mai-20260917-1752-baseline|c166-l5|deepseek-small|Workday", "prompt": "c166-l5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** (comprehensive HCM with a powerful onboarding module — \"ideal for large enterprises with complex HR needs,\" especially if you're already on Workday HCM)"}, {"id": "mai-20260917-1752-baseline|c166-l5|deepseek-small|SAP SuccessFactors", "prompt": "c166-l5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** (Onboarding 2.0) — strong for SAP-shop enterprises"}, {"id": "mai-20260917-1752-baseline|c166-l5|deepseek-small|Enboarder", "prompt": "c166-l5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dedicated/best-of-breed enterprise onboarding platforms (e.g., **Enboarder, Talmundo, BrainOnBoard**...) — these tend to have stronger native SSO/SCIM and modern UX"}, {"id": "mai-20260917-1752-baseline|c166-l5|deepseek-small|Talmundo", "prompt": "c166-l5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Talmundo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e.g., **Enboarder, Talmundo, BrainOnBoard**"}, {"id": "mai-20260917-1752-baseline|c166-l5|deepseek-small|BrainOnBoard", "prompt": "c166-l5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BrainOnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "e.g., **Enboarder, Talmundo, BrainOnBoard**"}, {"id": "mai-20260917-1752-baseline|c166-l5|meta-small|HR Cloud", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HR Cloud: Offers guided onboarding, ADP integration, and SOC 2 Type II compliance."}, {"id": "mai-20260917-1752-baseline|c166-l5|meta-small|Paradiso Solutions", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Paradiso Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides automated paperwork, role-based training, and compliance tracking, with integrations for HRMS, CRM, and SSO."}, {"id": "mai-20260917-1752-baseline|c166-l5|meta-small|Disprz", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Disprz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unifies onboarding, LMS, LXP, and AI skilling in one platform, suitable for enterprises."}, {"id": "mai-20260917-1752-baseline|c166-l5|meta-small|Caspio", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Caspio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers employee portal software that can be used for onboarding, with features like SSO/SAML and record-level security."}, {"id": "mai-20260917-1752-baseline|c166-l5|minimax-small|Rippling", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Rippling** - Strong SSO, SOC 2, good for IT provisioning"}, {"id": "mai-20260917-1752-baseline|c166-l5|minimax-small|Workday Learning", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday** **Learning** - If you're already on Workday"}, {"id": "mai-20260917-1752-baseline|c166-l5|minimax-small|Avature", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Avature** - Enterprise-focused, highly customizable"}, {"id": "mai-20260917-1752-baseline|c166-l5|minimax-small|Greenhouse Onboarding", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Greenhouse Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Greenhouse** **Onboarding** - Good if using their ATS"}, {"id": "mai-20260917-1752-baseline|c166-l5|minimax-small|Talmundo", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Talmundo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "** Talmundo ** - European focus, strong compliance features"}, {"id": "mai-20260917-1752-baseline|c166-l5|mistral-small|BambooHR", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a long list (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260917-1752-baseline|c166-l5|mistral-small|Workday", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a long list (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260917-1752-baseline|c166-l5|mistral-small|Rippling", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a long list (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260917-1752-baseline|c166-l5|mistral-small|Deel", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a long list (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260917-1752-baseline|c166-l5|mistral-small|Remote", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a long list (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260917-1752-baseline|c166-l5|mistral-small|OnboardIQ", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "OnboardIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a long list (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260917-1752-baseline|c166-l5|xai-small|Rippling", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** | Unified HR/IT onboarding; 500+ integrations, SCIM/SSO native; scales to 10K+. | $8/user/mo | SOC 2 Type II; global compliance."}, {"id": "mai-20260917-1752-baseline|c166-l5|xai-small|HR Cloud", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HR Cloud** | Compliance-heavy (I-9/E-Verify); frontline/mobile focus; ADP/UKG sync."}, {"id": "mai-20260917-1752-baseline|c166-l5|xai-small|Workday", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday** (or BambooHR for mid-scale) | Enterprise-grade; deep Workday HRIS integration if you use it."}, {"id": "mai-20260917-1752-baseline|c166-l5|xai-small|BambooHR", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(or BambooHR for mid-scale)"}, {"id": "mai-20260917-1752-baseline|c166-l5|xai-small|Enboarder", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enboarder** or **Clickboarding** | Workflow automation; analytics; SOC 2 compliant."}, {"id": "mai-20260917-1752-baseline|c166-l5|xai-small|Clickboarding", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Clickboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enboarder** or **Clickboarding** | Workflow automation; analytics; SOC 2 compliant."}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|Myonboard", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Myonboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the types of onboarding platforms you should **avoid** ... ### 1. SMB-Focused Platforms (e.g., Myonboard, BambooHR)"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|BambooHR", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "While platforms like **Myonboard** and **BambooHR** are excellent for organizations under 500–1,000 employees, they often struggle at the enterprise level"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|Asana", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "large enterprises should **avoid** using them as primary onboarding engines"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|Trello", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic Task Managers (e.g., Asana, Trello, Monday.com) ... should **avoid** using them as primary onboarding engines"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|Monday.com", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic Task Managers (e.g., Asana, Trello, Monday.com) ... should **avoid** using them as primary onboarding engines"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|Workday", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While safe, relying *solely* on their native onboarding modules can be problematic"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While safe, relying *solely* on their native onboarding modules can be problematic"}, {"id": "mai-20260917-1752-baseline|c166-l6|alibaba-small|Oracle HCM", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While safe, relying *solely* on their native onboarding modules can be problematic"}, {"id": "mai-20260917-1752-baseline|c166-l6|anthropic-small|Workday", "prompt": "c166-l6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday projects typically require a certified implementation partner and 4–12 months of configuration, which is a significant consideration for enterprises seeking quick deployment."}, {"id": "mai-20260917-1752-baseline|c166-l6|anthropic-small|ServiceNow", "prompt": "c166-l6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ServiceNow excels at the operational backbone of onboarding ... but it is less focused on the new hire experience layer."}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|BambooHR", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BambooHR** is explicitly flagged as possibly not robust enough for larger corporations, so it is the clearest \"avoid or be cautious\" example"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Gusto", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be fine if you want a simple HRIS, but not a deep enterprise onboarding layer"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Appcues", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appcues", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "described as simple, no-code onboarding for small to mid-sized SaaS companies, so it is not an enterprise-first fit"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Userpilot", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "framed around SaaS product onboarding rather than employee onboarding at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Chameleon", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Chameleon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the source frames it as a SaaS onboarding tool rather than a broad enterprise employee onboarding system"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Mixpanel", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "product analytics tools, not onboarding platforms in the employee-HR sense, so enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Amplitude", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "product analytics tools, not onboarding platforms in the employee-HR sense, so enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Zendesk", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is not a core enterprise employee onboarding system"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Doozy", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Doozy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Slack-native onboarding, which is useful for Slack-centered teams but too narrow for many large enterprises"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Workday", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "A better enterprise shortlist in the results is **Workday, SAP SuccessFactors, Oracle Fusion Cloud HCM, UKG Pro, Rippling, ServiceNow, Enboarder, Click Boarding, and Deel**"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|UKG Pro", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Rippling", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|ServiceNow", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Enboarder", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Click Boarding", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|challenger-small|Deel", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "repeatedly framed as enterprise-oriented or enterprise-appropriate options"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|BambooHR", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for any enterprise with multi-country presence or complex compliance."}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Gusto", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid entirely for enterprise use."}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Eddy", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Eddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid entirely for enterprise use."}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Onboard by HR Cloud", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Onboard by HR Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid unless your enterprise is purely domestic, under 500 employees"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|WorkBright", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WorkBright", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with: WorkBright (form-only)"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Click Boarding", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you will outgrow Click Boarding's task-and-form model"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Enboarder", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "pair it with a dedicated orchestration layer (Enboarder, ServiceNow HR Service Delivery, or similar)"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|ServiceNow HR Service Delivery", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "pair it with a dedicated orchestration layer (Enboarder, ServiceNow HR Service Delivery, or similar)"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Workday", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use your HCM (Workday/SAP/Oracle) as the system of record"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use your HCM (Workday/SAP/Oracle) as the system of record"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Oracle HCM", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use your HCM (Workday/SAP/Oracle) as the system of record"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Asana", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid completely. Using these for onboarding in an enterprise is a recipe for missed compliance deadlines"}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|Monday.com", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid completely."}, {"id": "mai-20260917-1752-baseline|c166-l6|deepseek-small|ClickUp", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid completely."}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Gusto", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to approach with caution: Gusto, BambooHR, Namely"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|BambooHR", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms to approach with caution: Gusto, BambooHR, Namely"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Namely", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to approach with caution: Gusto, BambooHR, Namely"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Appcues", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appcues", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to approach with caution: Appcues, Userpilot, UserGuiding"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Userpilot", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms to approach with caution: Appcues, Userpilot, UserGuiding"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|UserGuiding", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "UserGuiding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to approach with caution: Appcues, Userpilot, UserGuiding"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|WalkMe", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Enterprises generally require full Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, or Pendo"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Whatfix", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Whatfix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Enterprises generally require full Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, or Pendo"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Pendo", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Enterprises generally require full Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, or Pendo"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Asana", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Platforms to avoid: Inviting enterprise clients directly into Asana, ClickUp, Trello, or Monday.com"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|ClickUp", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Platforms to avoid: Inviting enterprise clients directly into Asana, ClickUp, Trello, or Monday.com"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Trello", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Platforms to avoid: Inviting enterprise clients directly into Asana, ClickUp, Trello, or Monday.com"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Monday.com", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Platforms to avoid: Inviting enterprise clients directly into Asana, ClickUp, Trello, or Monday.com"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|Rocketlane", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Dedicated enterprise-grade client onboarding software (like Rocketlane or GuideCX)"}, {"id": "mai-20260917-1752-baseline|c166-l6|google-small|GuideCX", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GuideCX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Dedicated enterprise-grade client onboarding software (like Rocketlane or GuideCX)"}, {"id": "mai-20260917-1752-baseline|c166-l6|meta-small|Workday Onboarding", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workday Onboarding is mentioned as being suitable for large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c166-l6|meta-small|Rippling", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rippling is not ideal for advanced learning management or content-driven onboarding experiences"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Userpilot", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Userpilot, Appcaces, and Pendo are excellent for product adoption but often lack: Enterprise-grade compliance and audit trails"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Appcaces", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appcaces", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Userpilot, Appcaces, and Pendo are excellent for product adoption but often lack"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Pendo", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like Userpilot, Appcaces, and Pendo are excellent for product adoption but often lack"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|BambooHR", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While BambooHR, Gusto, and Rippling are excellent for small-to-mid-sized businesses, large enterprises with 1,000+ employees often encounter: Limitations"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Gusto", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While BambooHR, Gusto, and Rippling are excellent for small-to-mid-sized businesses, large enterprises with 1,000+ employees often encounter"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Rippling", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While BambooHR, Gusto, and Rippling are excellent for small-to-mid-sized businesses, large enterprises with 1,000+ employees often encounter"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Onboard by HR Cloud", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Onboard by HR Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Users report integration problems with external data feeds and poor interface design"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Workday HCM", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with your HRIS module (Workday, SAP SuccessFactors, Oracle HCM) if you already have one"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Start with your HRIS module (Workday, SAP SuccessFactors, Oracle HCM) if you already have one"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Oracle HCM", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Start with your HRIS module (Workday, SAP SuccessFactors, Oracle HCM) if you already have one"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Enboarder", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look at enterprise-grade solutions like Workday HCM, Enboarder, Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-l6|minimax-small|Click Boarding", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look at enterprise-grade solutions like Workday HCM, Enboarder, Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-l6|mistral-small|WalkMe", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While tools like WalkMe and Whatfix are powerful for software adoption, they may not be suitable as standalone onboarding solutions for large enterprises."}, {"id": "mai-20260917-1752-baseline|c166-l6|mistral-small|Whatfix", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Whatfix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Non-Enterprise DAPs (e.g., WalkMe, Whatfix) | Best for software adoption, not full HR onboarding; may lack HR integrations."}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|BambooHR", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BambooHR** | Explicitly not designed for 1,000+ employees"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Gusto", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Built for small businesses, not enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Zenefits (TriNet)", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-centric architecture | Insufficient customization for complex organizational structures"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Workday Onboarding", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday Onboarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workday's onboarding module has **specific limitations**... **avoid** if employee experience is your primary failure mode"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Enboarder", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Instead | Enboarder, Click Boarding, or native Workday/SAP if deeply integrated"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Click Boarding", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enboarder, Click Boarding, or native Workday/SAP if deeply integrated"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Talmundo", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Talmundo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dedicated EX platforms (Talmundo, Enboarder) with HCM integration"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Workday, SAP SuccessFactors, or Rippling (unified HR+IT)"}, {"id": "mai-20260917-1752-baseline|c166-l6|moonshot-small|Rippling", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Workday, SAP SuccessFactors, or Rippling (unified HR+IT)"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|BambooHR", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid** for Large Enterprises... **BambooHR**: Best for small/mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Gusto", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid/caution**: Payroll/HR-focused for small growing teams. Minimal enterprise features"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Remo.co", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Remo.co", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Great for small virtual sessions, but caps at low capacities... failure at scale"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Cvent", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Cvent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Remo.co or Similar Virtual Event Tools (e.g., Cvent for onboarding)** - Why avoid/caution"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Rippling", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caution points**: Excellent all-in-one... but modular pricing balloons... Implementation can overwhelm"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Docebo", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "LMS-Only Tools (e.g., Docebo, Litmos, Eloomi)**: Superb for training but weak on full onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Litmos", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "LMS-Only Tools (e.g., Docebo, Litmos, Eloomi)**: Superb for training but weak on full onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Eloomi", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Eloomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "LMS-Only Tools (e.g., Docebo, Litmos, Eloomi)**: Superb for training but weak on full onboarding"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Asana", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Generic Tools (e.g., Asana, Trainual)**: Good for tasks/checklists but miss enterprise essentials"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Trainual", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Generic Tools (e.g., Asana, Trainual)**: Good for tasks/checklists but miss enterprise essentials"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Workday HCM", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Top picks**: Workday HCM (native scale)"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Enboarder", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Enboarder/Click Boarding (experience-focused)"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Click Boarding", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Enboarder/Click Boarding (experience-focused)"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|UKG Pro", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "UKG Pro, Paycor (high-volume/multi-location)"}, {"id": "mai-20260917-1752-baseline|c166-l6|xai-small|Paycor", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "UKG Pro, Paycor (high-volume/multi-location)"}, {"id": "mai-20260917-1752-baseline|c166-l6|zai-small|Workday", "prompt": "c166-l6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often cited as platforms to be *cautious about* due to their implementation costs and rigidity... \"27 steps to get anything done\""}, {"id": "mai-20260917-1752-baseline|c166-l6|zai-small|ServiceNow", "prompt": "c166-l6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ServiceNow is praised for its depth but criticized for a \"clunky\" knowledge search and limited customization."}, {"id": "mai-20260917-1752-baseline|c166-l6|zai-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "giants like **Workday, ServiceNow, and SAP SuccessFactors**... often cited as platforms to be *cautious about*"}, {"id": "mai-20260917-1752-baseline|c166-l6|zai-small|Apty", "prompt": "c166-l6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Apty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tools that guide the user *inside* the software (like Apty or WalkMe)"}, {"id": "mai-20260917-1752-baseline|c166-l6|zai-small|WalkMe", "prompt": "c166-l6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tools that guide the user *inside* the software (like Apty or WalkMe)"}, {"id": "mai-20260917-1752-baseline|c166-m1|alibaba-small|Isolved HCM", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Isolved HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the premier choice specifically for the 500–4,999 employee bracket."}, {"id": "mai-20260917-1752-baseline|c166-m1|alibaba-small|Rippling", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The top choice for B2B companies where onboarding requires immediate access provisioning"}, {"id": "mai-20260917-1752-baseline|c166-m1|alibaba-small|BambooHR", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for the lower end of the mid-market spectrum (100–500 employees) prioritizing ease of use."}, {"id": "mai-20260917-1752-baseline|c166-m1|alibaba-small|Personio", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your B2B company operates heavily in Europe"}, {"id": "mai-20260917-1752-baseline|c166-m1|anthropic-small|HiBob", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HiBob (Best for Culture & Engagement)**"}, {"id": "mai-20260917-1752-baseline|c166-m1|anthropic-small|Sapling by Kallidus", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Sapling by Kallidus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sapling by Kallidus (Best for Complex Workflows)**"}, {"id": "mai-20260917-1752-baseline|c166-m1|anthropic-small|BambooHR", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR (Best for Mid-Market All-in-One)**"}, {"id": "mai-20260917-1752-baseline|c166-m1|challenger-small|Rippling", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-m1|challenger-small|BambooHR", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is the safer default"}, {"id": "mai-20260917-1752-baseline|c166-m1|challenger-small|HiBob", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most commonly recommended mid-market alternatives"}, {"id": "mai-20260917-1752-baseline|c166-m1|challenger-small|Paylocity", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recommended for mid-market organizations that want onboarding tied to employee engagement."}, {"id": "mai-20260917-1752-baseline|c166-m1|deepseek-small|Rippling", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tech/SaaS B2B company** → **Rippling** (IT provisioning is a game changer)"}, {"id": "mai-20260917-1752-baseline|c166-m1|deepseek-small|BambooHR", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want one all-in-one HR system** → **BambooHR** or **HiBob**"}, {"id": "mai-20260917-1752-baseline|c166-m1|deepseek-small|HiBob", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for modern, culture-focused mid-market"}, {"id": "mai-20260917-1752-baseline|c166-m1|deepseek-small|Paylocity", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need bundled payroll + onboarding for mid-market** → **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c166-m1|deepseek-small|Personio", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Personio** — Best if EU-focused"}, {"id": "mai-20260917-1752-baseline|c166-m1|google-small|Rippling", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for IT & Operations Automation: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-m1|google-small|HiBob (Bob)", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Culture, Experience & Remote Teams: **HiBob (Bob)**"}, {"id": "mai-20260917-1752-baseline|c166-m1|google-small|Enboarder", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone \"Experience\" Layer: **Enboarder**"}, {"id": "mai-20260917-1752-baseline|c166-m1|google-small|Donut (Journeys)", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Donut (Journeys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Slack-First\" Onboarding: **Donut (Journeys)**"}, {"id": "mai-20260917-1752-baseline|c166-m1|google-small|BambooHR", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One for the Lower Mid-Market (100–300 Employees): **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c166-m1|meta-small|Paycor Onboarding", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase"}, {"id": "mai-20260917-1752-baseline|c166-m1|meta-small|BambooHR", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase"}, {"id": "mai-20260917-1752-baseline|c166-m1|meta-small|Rippling", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase"}, {"id": "mai-20260917-1752-baseline|c166-m1|meta-small|Personio", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase"}, {"id": "mai-20260917-1752-baseline|c166-m1|meta-small|Homebase", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase"}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|BambooHR", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you value an all‑in‑one, user‑friendly HR suite, start with **BambooHR** or **Namely**."}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|Namely", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **BambooHR** or **Namely**"}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|Lever", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team lives in an ATS‑centric world, look at **Lever** or **Greenhouse**."}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|Greenhouse", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Lever** or **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|Workday", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need enterprise‑level depth and can justify the cost, consider **Workday** or **ADP**."}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|ADP", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Workday** or **ADP**"}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|TriNet", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ClearCompany** or **TriNet** (with modular pricing)"}, {"id": "mai-20260917-1752-baseline|c166-m1|minimax-small|ClearCompany", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You already use a separate payroll/benefits provider and just need strong onboarding | **ClearCompany** or **TriNet**"}, {"id": "mai-20260917-1752-baseline|c166-m1|mistral-small|HiBob", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HiBob** – Best for modern mid-market HR teams... HiBob and BambooHR are often highlighted for their modern, user-friendly approaches"}, {"id": "mai-20260917-1752-baseline|c166-m1|mistral-small|Paycor Onboarding", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market companies (500 to 4,999 employees) seeking a unified HCM platform"}, {"id": "mai-20260917-1752-baseline|c166-m1|mistral-small|BambooHR", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A straightforward option for mid-sized teams, focusing on employee experience"}, {"id": "mai-20260917-1752-baseline|c166-m1|mistral-small|Paylocity", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-sized organizations that want onboarding bundled with payroll, benefits, and training"}, {"id": "mai-20260917-1752-baseline|c166-m1|moonshot-small|BambooHR", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with BambooHR** if you want the fastest time-to-value, easiest adoption, and best price-to-feature ratio."}, {"id": "mai-20260917-1752-baseline|c166-m1|moonshot-small|Rippling", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Rippling** if your company manages lots of software/tools, devices, or has an IT-heavy environment."}, {"id": "mai-20260917-1752-baseline|c166-m1|moonshot-small|Paylocity", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Look at Paylocity or HiBob** if you need deeper HR analytics, more robust payroll"}, {"id": "mai-20260917-1752-baseline|c166-m1|moonshot-small|HiBob (Bob)", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Look at Paylocity or HiBob** if you need deeper HR analytics"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|Rippling", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** for most mid-market B2B companies."}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|BambooHR", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for HR-led onboarding experience:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|Paycor", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-in-one HR/payroll choice:** **Paycor** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|Paylocity", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best all-in-one HR/payroll choice:** **Paycor** or **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|Deel", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights Rippling, BambooHR, Deel, and HiBob HRIS as top-rated options"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|HiBob HRIS", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highlights Rippling, BambooHR, Deel, and HiBob HRIS as top-rated options"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|Paycom", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Capterra's current shortlist includes Paycor, Paycom, Gusto, BambooHR, and ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|Gusto", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Capterra's current shortlist includes Paycor, Paycom, Gusto, BambooHR, and ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c166-m1|openai-small|ADP Workforce Now", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Capterra's current shortlist includes Paycor, Paycom, Gusto, BambooHR, and ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|BambooHR", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "top recommendations for mid-market B2B companies consistently include BambooHR, Rippling, HiBob, and Paycor/Paycom"}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|Rippling", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ideal for tech-savvy B2B with device management; unifies ops for 200-2,000 employees; top for automation depth."}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|HiBob", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern interface for distributed B2B; scales to 100-5,000; excels in engagement beyond paperwork."}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|Paycor", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Capterra #1 most-reviewed; suits B2B with hourly/sales teams; unified HCM for 500-5,000 employees."}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|Paycom", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consistently include BambooHR, Rippling, HiBob, and Paycor/Paycom"}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|ADP Workforce Now", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others to consider: ADP Workforce Now (Forbes pick for midsize, strong compliance)"}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|Gusto", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gusto (affordable US payroll bundle)"}, {"id": "mai-20260917-1752-baseline|c166-m1|xai-small|Enboarder", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enboarder (experience-focused add-on)"}, {"id": "mai-20260917-1752-baseline|c166-m1|zai-small|Rippling", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1) Rippling (All‑in‑One HR + IT + Payroll)... Choose **Rippling** if you want HR, IT, and finance in one automated system."}, {"id": "mai-20260917-1752-baseline|c166-m1|zai-small|BambooHR", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BambooHR** for a simpler, lower‑cost HRIS with solid onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m1|zai-small|Personio", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Personio** if you need a feature‑rich, EU‑focused platform."}, {"id": "mai-20260917-1752-baseline|c166-m1|zai-small|HiBob", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **HiBob** for a modern, culture‑focused HRIS with strong engagement features."}, {"id": "mai-20260917-1752-baseline|c166-m1|zai-small|Trainual", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Trainual** if your priority is documenting and delivering role‑based SOPs and training."}, {"id": "mai-20260917-1752-baseline|c166-m2|alibaba-small|Rippling", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Automation & IT Integration)... Rippling is the strongest recommendation."}, {"id": "mai-20260917-1752-baseline|c166-m2|alibaba-small|BambooHR", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is the industry standard for the mid-market"}, {"id": "mai-20260917-1752-baseline|c166-m2|alibaba-small|Enboarder", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Culture & Employee Experience"}, {"id": "mai-20260917-1752-baseline|c166-m2|alibaba-small|Trainual", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Knowledge Transfer"}, {"id": "mai-20260917-1752-baseline|c166-m2|anthropic-small|BambooHR", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BambooHR** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c166-m2|anthropic-small|Rippling", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Rippling** (Best All-in-One Solution)"}, {"id": "mai-20260917-1752-baseline|c166-m2|anthropic-small|Paycor", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Paycor** (Best if Payroll Integration is Key)"}, {"id": "mai-20260917-1752-baseline|c166-m2|anthropic-small|HiBob", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. HiBob** (Best for Culture-Focused Teams)"}, {"id": "mai-20260917-1752-baseline|c166-m2|challenger-small|Rippling", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rippling** if you want the strongest all-in-one option"}, {"id": "mai-20260917-1752-baseline|c166-m2|challenger-small|BambooHR", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is the safer default choice for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c166-m2|deepseek-small|BambooHR", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-m2|deepseek-small|Rippling", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want one platform to manage **HR + IT + finance** together"}, {"id": "mai-20260917-1752-baseline|c166-m2|deepseek-small|HiBob (\"Bob\")", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob (\"Bob\")", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if **company culture and employee experience** are your priority"}, {"id": "mai-20260917-1752-baseline|c166-m2|deepseek-small|Enboarder", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a **dedicated, experience-focused onboarding layer**"}, {"id": "mai-20260917-1752-baseline|c166-m2|deepseek-small|iSolved", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "iSolved", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-sized companies that want to manage **payroll and onboarding together**"}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|Rippling", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is the market leader in solving this exact bottleneck."}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|HiBob (\"Bob\")", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob (\"Bob\")", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HiBob is an exceptional choice."}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|Enboarder", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you should look at a dedicated \"experience layer\" like Enboarder"}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|ADP", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a functional core HRIS (like ADP, BambooHR, or Workday)"}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|BambooHR", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a functional core HRIS (like ADP, BambooHR, or Workday)"}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|Workday", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a functional core HRIS (like ADP, BambooHR, or Workday)"}, {"id": "mai-20260917-1752-baseline|c166-m2|google-small|Trainual", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Supporting Recommendation for B2B Ramp-Up: Trainual"}, {"id": "mai-20260917-1752-baseline|c166-m2|meta-small|HiBob", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "here are some new hire onboarding platforms that may be suitable for a mid-sized B2B company:\n\n1. HiBob"}, {"id": "mai-20260917-1752-baseline|c166-m2|meta-small|Paylocity", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Paylocity"}, {"id": "mai-20260917-1752-baseline|c166-m2|meta-small|ClearCompany", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ClearCompany"}, {"id": "mai-20260917-1752-baseline|c166-m2|meta-small|BambooHR", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-m2|minimax-small|BambooHR", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR — Well-regarded for mid-sized organizations focusing on employee experience. Good HR platform with solid onboarding workflows."}, {"id": "mai-20260917-1752-baseline|c166-m2|minimax-small|Paylocity", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A broader HCM platform that bundles onboarding with payroll, benefits, and training. Ideal if you want everything in one system."}, {"id": "mai-20260917-1752-baseline|c166-m2|minimax-small|Leapsome", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you want to combine onboarding with learning and performance management."}, {"id": "mai-20260917-1752-baseline|c166-m2|minimax-small|Paycor", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentioned as good for mid-sized businesses needing seamless integrations."}, {"id": "mai-20260917-1752-baseline|c166-m2|mistral-small|BambooHR", "prompt": "c166-m2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** and **HiBob** are both highly recommended new hire onboarding platforms."}, {"id": "mai-20260917-1752-baseline|c166-m2|mistral-small|HiBob", "prompt": "c166-m2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** and **HiBob** are both highly recommended new hire onboarding platforms."}, {"id": "mai-20260917-1752-baseline|c166-m2|moonshot-small|BambooHR", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** — Best Overall for Mid-Sized Teams"}, {"id": "mai-20260917-1752-baseline|c166-m2|moonshot-small|Rippling", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **BambooHR** if your priority is simplicity and fast deployment, or **Rippling** if you also want to automate IT provisioning"}, {"id": "mai-20260917-1752-baseline|c166-m2|moonshot-small|HiBob", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Note:** Pricing scales quickly with headcount"}, {"id": "mai-20260917-1752-baseline|c166-m2|openai-small|BambooHR", "prompt": "c166-m2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most often recommend **BambooHR** ... Default pick: BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-m2|openai-small|Rippling", "prompt": "c166-m2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for more advanced automation: Rippling"}, {"id": "mai-20260917-1752-baseline|c166-m2|openai-small|Sapling", "prompt": "c166-m2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Sapling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Sapling** if your main goal is a polished employee experience"}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|BambooHR", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the top new hire onboarding platform"}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|Rippling", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need heavy IT/payroll automation... More complex/expensive for pure onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|Trainual", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus is role-based training/SOPs over paperwork (pairs well with BambooHR)"}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|Gusto", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payroll/onboarding combo for US-only simplicity. | Less customizable for complex B2B workflows"}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|Workday", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise tools (e.g., Workday, SAP) are overkill and pricey."}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|SAP", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise tools (e.g., Workday, SAP) are overkill and pricey."}, {"id": "mai-20260917-1752-baseline|c166-m2|xai-small|Enboarder", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Niche ones (e.g., Enboarder for \"experience journeys\") add fluff without core HR depth."}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|BambooHR", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is an excellent starting point"}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|Rippling", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** may be the better fit"}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|WorkBright", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkBright** or **Deel** are worth considering"}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|Deel", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WorkBright** or **Deel** are worth considering"}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|Enboarder", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Custom pricing may be higher for smaller teams."}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|HiBob", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: May be overkill if you only need basic onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m2|zai-small|ClearCompany", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ClearCompany", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Larger enterprise focus; can be complex to implement."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Workday", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For Enterprise Organizations:** **Workday** or **SAP SuccessFactors** provide the depth, security, and reporting needed for large-scale operations."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Rippling", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling stands out because it doesn’t just handle paperwork—it automatically creates user accounts, assigns laptops, and enrolls employees in benefits."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|BambooHR", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Startups/SMBs:** **Gusto** or **BambooHR** offer affordable, all-in-one solutions"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Deel", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For Remote-First or Global Companies:** **Deel** ensures legal compliance across borders."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Gusto", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For Startups/SMBs:** **Gusto** or **BambooHR** offer affordable, all-in-one solutions with easy payroll and HR integration."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Greenhouse", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "combining **Greenhouse** (recruiting), **Rippling** (HR/IT onboarding), and **Slack/Donut** (social connection)"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Asana", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible workflow management; allows teams to build custom onboarding timelines"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Monday.com", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Low-Code/Flexible (Asana, Monday.com, Notion):**"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Donut", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pair your HR platform with **Donut** or **Hibob** to enhance social integration."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Clustdoc", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Clustdoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Template-Driven (BambooHR, Clustdoc):** Offer out-of-the-box workflows"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Whatfix", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Whatfix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Guided workflows and in-app guidance"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Hibob", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Hibob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Pair your HR platform with **Donut** or **Hibob** to enhance social integration."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Lever", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**ATS-Native (Greenhouse, Lever):**"}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|SAP SuccessFactors", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Workday** or **SAP SuccessFactors** provide the depth, security, and reporting needed for large-scale operations."}, {"id": "mai-20260917-1752-baseline|c166-m3|alibaba-small|Notion", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Low-Code/Flexible (Asana, Monday.com, Notion):**"}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Workday", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workday is best for large enterprises that need advanced HR operations, workforce planning, and global onboarding support."}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|BambooHR", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's best suited for small and medium-sized businesses."}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Donut Journeys", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut Journeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Donut Journeys is an onboarding platform built for Slack"}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Rippling", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling combines HR, payroll, benefits, identity management, and IT provisioning into a single platform"}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Enboarder", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, it needs an existing HRIS underneath it and doesn't replace an LMS for structured, role-based training."}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|WorkBright", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "WorkBright is purpose-built for collecting paperwork and clearing compliance for remote or high-volume hires"}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Absorb", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Absorb suits enterprises"}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Connecteam", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Connecteam targets frontline"}, {"id": "mai-20260917-1752-baseline|c166-m3|anthropic-small|Seismic", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Seismic serves sales teams"}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|BambooHR", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BambooHR** | SMBs and growing teams | Simple HR-led onboarding with self-service, checklists, and e-signatures."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Rippling", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Rippling** | HR + IT automation | Strongest for provisioning accounts, devices, and access in one system."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Gusto", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gusto** | Very small businesses | Best when payroll and benefits are central to onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Trainual", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Trainual** | SOPs and role-based training | Focuses on structured training, documentation, and process playbooks"}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|HiBob", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HiBob** | Culture-first onboarding | Emphasizes employee experience, engagement, and configurable onboarding flows."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Workday", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workday** | Large enterprises | Built for scale, compliance, and analytics in complex organizations."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|WorkBright", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**WorkBright** | High-volume or mobile-first hiring | Strong fit for compliance-heavy, deskless, or mobile onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Enboarder", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enboarder / Donut** | Remote and hybrid teams | Focus on engagement, buddy pairing, and social connection during onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Donut", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Culture/engagement tools**: Enboarder, Donut. These add human connection and retention-oriented workflows."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|OnRamp", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**OnRamp** | Client onboarding with portals | Strong client-facing portal plus internal execution workflows"}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Rocketlane", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Rocketlane** | Professional services / implementation teams | Combines onboarding with PSA-style delivery"}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|GUIDEcx", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**GUIDEcx** | Complex customer implementations | Built for transparent, high-volume client onboarding and forecasting."}, {"id": "mai-20260917-1752-baseline|c166-m3|challenger-small|Waybook", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Waybook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Training/process tools**: Trainual, Waybook. These are best for SOPs, training manuals, and role-specific learning."}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|Rippling", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Uniquely unifies **HR + IT + Finance** in one system... Need HR + IT + payroll unified | **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|BambooHR", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, affordable core HR for mid-size team | **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|Deel", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hiring across borders, no entities yet | **Deel**"}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|Gusto", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "US small biz wanting payroll-led onboarding | **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|Trainual", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Getting people productive in roles/SOPs | **Trainual** or **Waybook**"}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|Waybook", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Waybook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Waybook adds AI-assisted onboarding content creation and a searchable company playbook."}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|HiBob", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Culture, engagement, and modern UX | **HiBob**"}, {"id": "mai-20260917-1752-baseline|c166-m3|deepseek-small|Donut (for Slack)", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut (for Slack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Remote Slack-first teams | **Donut**"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|BambooHR", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose BambooHR** if you want a simple, budget-friendly, all-in-one HR database"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|Rippling", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Choose Rippling** if you have a remote or hybrid workforce"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|Enboarder", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Choose Enboarder** if you already have an enterprise HR system"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|Deel", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Choose Deel or Remote** if you are actively hiring employees across international borders"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|Remote.com", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Choose Deel or Remote** if you are actively hiring employees across international borders"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|Trainual", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Choose Trainual or Tango** if your onboarding paperwork is fine"}, {"id": "mai-20260917-1752-baseline|c166-m3|google-small|Tango", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Choose Trainual or Tango** if your onboarding paperwork is fine"}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|GUIDEcx", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling, Doozy, BambooHR, Enboarder, ClearCompany, Deel, HiBob, and Talentech."}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|Rocketlane", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling, Doozy, BambooHR..."}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|Rippling", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling, Doozy, BambooHR..."}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|Doozy", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling, Doozy, BambooHR..."}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|BambooHR", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling, Doozy, BambooHR, Enboarder..."}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|Enboarder", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enboarder, ClearCompany, Deel, HiBob, and Talentech"}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|ClearCompany", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enboarder, ClearCompany, Deel, HiBob, and Talentech"}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|Deel", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enboarder, ClearCompany, Deel, HiBob, and Talentech"}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|HiBob", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enboarder, ClearCompany, Deel, HiBob, and Talentech"}, {"id": "mai-20260917-1752-baseline|c166-m3|meta-small|Talentech", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Talentech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enboarder, ClearCompany, Deel, HiBob, and Talentech"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|BambooHR", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **BambooHR**\n- **Best for:** All-in-one SMB onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Rippling", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** HR and IT collaboration"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Deel", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Global hiring & international teams"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|HiBob", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Culture and engagement"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Personio", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations with 10–2,000 employees"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|WorkBright", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Compliance-heavy hiring"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Enboarder", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Enterprise journeys across many systems"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Click Boarding", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enboarder & Click Boarding**\n- **Best for:** Enterprise journeys across many systems"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Gusto", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BambooHR, Rippling, HiBob, Gusto | Companies already using HRIS"}, {"id": "mai-20260917-1752-baseline|c166-m3|minimax-small|Workday", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Global-focused** | Deel, Workday | International teams"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Rippling", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: HR and IT onboarding in one system"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Deel", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Global hiring and compliance"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|BambooHR", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Straightforward onboarding for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Personio", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: End-to-end HR and onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|HiBob", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Culture-focused employee onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Workday", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprise onboarding at a global scale"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Gusto", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Payroll-led onboarding for small businesses"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Donut", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Social onboarding in remote and hybrid teams"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Enboarder", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Personalized and engaging onboarding experiences"}, {"id": "mai-20260917-1752-baseline|c166-m3|mistral-small|Asana", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: AI-powered automation and task management"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|BambooHR", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose BambooHR if you want the simplest, most affordable option for basic HR onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|Rippling", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Rippling if you need unified HR + IT automation with strong workflow capabilities"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|Deel", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Deel if you're hiring internationally without local entities"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|Workday", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workday if you're a large enterprise needing deep analytics"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|HiBob", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose HiBob if employee experience and engagement are top priorities"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|Gusto", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Gusto if you're a small US business wanting transparent, affordable pricing"}, {"id": "mai-20260917-1752-baseline|c166-m3|moonshot-small|Greenhouse", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More focused on recruiting than comprehensive onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|openai-small|BambooHR", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small business employee onboarding → BambooHR or Gusto"}, {"id": "mai-20260917-1752-baseline|c166-m3|openai-small|Rippling", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market HR + IT automation → Rippling"}, {"id": "mai-20260917-1752-baseline|c166-m3|openai-small|Gusto", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "payroll-first and simplest for smaller teams; onboarding is usually lighter-weight"}, {"id": "mai-20260917-1752-baseline|c166-m3|openai-small|Workday", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise HR → Workday"}, {"id": "mai-20260917-1752-baseline|c166-m3|openai-small|Deel", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly positioned for global hiring and cross-border onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|openai-small|WorkBright", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often used for mobile-friendly or deskless-workforce onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|ServiceNow", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ServiceNow leads enterprise HR market share at ~13.5%"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Rippling", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** | HR + IT automation (SMB-mid) | Unified payroll, device provisioning, global hires; zero-touch workflows"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|BambooHR", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is simpler, UX-focused for SMBs (easier setup, but less IT depth)"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Justworks", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Justworks**| All-in-one PEO | Compliance, benefits, payroll; full lifecycle"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Workday", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workday**  | Enterprises | Predictive analytics, global HCM; deep integrations"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Greenhouse", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Greenhouse**| Recruiting-to-onboarding | ATS linkage, customizable workflows"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Userpilot", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Userpilot shines in analytics/onboarding combo"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Appcues", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Appcues", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Appcues in multi-channel (email+app) but costlier for small teams"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Pendo", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Pendo**   | Enterprise analytics      | Guides + usage tracking; AI insights"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Rocketlane", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Rocketlane** | High-touch implementations | Project portals, milestones, client collaboration"}, {"id": "mai-20260917-1752-baseline|c166-m3|xai-small|Userflow", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Userflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Userflow**| Product-led growth | Visual builders, segmentation; quick setup"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Rippling", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HR, IT, and payroll automation in one place | Rippling"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|BambooHR", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simplicity and self‑service for SMBs | BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Gusto", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payroll‑first onboarding for small US businesses | Gusto"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Deel", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global or international hiring compliance | Deel"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Workday HCM", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large enterprises | Deep enterprise workflows, governance"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Enboarder", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise‑scale workflow orchestration | Enboarder"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Trainual", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Process documentation and role‑based SOPs | Trainual"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Asana", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Flexible, project‑style task management | Asana"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Zoho People", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Budget‑conscious teams | Document‑focused onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Click Boarding", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Custom workflow builders | Highly customizable onboarding workflows"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Innform", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Innform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Gamified, fun onboarding | Innform"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Donut", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Slack‑based team connection | Donut"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Waybook", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Waybook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Centralized docs + workflows | AI‑assisted document creation"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Workbright", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workbright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Mid‑Market (50–250 hires/year)**: Rippling, Enboarder, Workbright"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|SAP SuccessFactors", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Tight HCM integration**: Workday HCM, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Oracle HCM", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enterprise (250+ hires/year)**: Workday HCM, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|ServiceNow", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "integrated with Enboarder or ServiceNow"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Oyster", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Global/Compliance**: Deel, Oyster"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|TechClass", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "TechClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Learning & SOPs**: Trainual, Waybook, TechClass"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Coassemble", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Social/Connection**: Donut, Coassemble"}, {"id": "mai-20260917-1752-baseline|c166-m3|zai-small|Workable", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Visual Workflow Builder**: Enboarder, Workable"}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|Zoho People", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Low Cost & Automation: **Zoho People** ... this is the top choice."}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|Monday.com", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Visual Workflows (Small Teams): **Monday.com**"}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|Notion", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Documentation-Centric Onboarding: **Notion** ... Limitation: It requires you to set up the automation logic manually"}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|Homebase", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company manages shift workers, retail staff, or hospitality employees, Homebase is the most affordable specialized option."}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|DocuSign + Google Docs", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "DocuSign + Google Docs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Paperless Paperwork** | **DocuSign + Google Docs** | **Free/Low cost**"}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|Google Workspace/Office 365", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Google Workspace/Office 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "using **Google Workspace/Office 365** combined with a shared spreadsheet"}, {"id": "mai-20260917-1752-baseline|c166-m4|alibaba-small|Trello", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "combined with a shared spreadsheet or **Trello**) to save costs entirely"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|FirstHR", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FirstHR ($98 flat/month) provides the best combination of features and cost for small businesses without HR staff"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Zoho People", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho People is a solid, affordable HR app for small businesses that want flexibility without a big price tag"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|BreatheHR", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BreatheHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools like BreatheHR and Gusto offer very affordable starting plans"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Gusto", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like BreatheHR and Gusto offer very affordable starting plans"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Pipefy", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paid plans start at $2/employee/month"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Homebase", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built for small businesses with hourly employees"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Connecteam", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top free employee onboarding software for small businesses include Connecteam, Deel, Sentrifugo, and WebHR"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Deel", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top free employee onboarding software for small businesses include Connecteam, Deel, Sentrifugo, and WebHR"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|Sentrifugo", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Sentrifugo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top free employee onboarding software for small businesses include Connecteam, Deel, Sentrifugo, and WebHR"}, {"id": "mai-20260917-1752-baseline|c166-m4|anthropic-small|WebHR", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "WebHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Top free employee onboarding software for small businesses include Connecteam, Deel, Sentrifugo, and WebHR"}, {"id": "mai-20260917-1752-baseline|c166-m4|challenger-small|Gusto", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee onboarding software is usually **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-m4|challenger-small|BambooHR", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good budget-friendly choice if you want more complete HR features and can afford a bit more"}, {"id": "mai-20260917-1752-baseline|c166-m4|challenger-small|Zoho People", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most affordable full-featured onboarding software"}, {"id": "mai-20260917-1752-baseline|c166-m4|challenger-small|FirstHR", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FirstHR** is highlighted as a strong small-business option at **$98/month flat**"}, {"id": "mai-20260917-1752-baseline|c166-m4|challenger-small|Homebase", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are better suited to hourly teams or simpler workflows"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Zoho People", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** offers the best features-to-price ratio"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Homebase", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Hourly/Frontline Teams: **Homebase**"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Softr", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Start: **Softr** (or similar no-code tools)"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Eddy HR", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Eddy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Eddy** and **Gusto** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Gusto", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Eddy** and **Gusto** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Deel HR", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free-ish for contractors and cost-effective if you need global onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Factorial", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Factorial** — Good value for onboarding + offboarding."}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|BambooHR", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "onboarding usually comes **bundled** with broader HR platforms (BambooHR, Rippling, Eddy)"}, {"id": "mai-20260917-1752-baseline|c166-m4|deepseek-small|Rippling", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "broader HR platforms (BambooHR, Rippling, Eddy)"}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Connecteam", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Under 10 employees (Frontline/Hourly):** Choose **Connecteam** (100% free)."}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Deel (Deel HR)", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel (Deel HR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel's basic HR platform (\"Deel HR\") is **free for up to 200 employees**."}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Zoho People", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Under 5 employees (Office-based):** Choose **Zoho People's free tier**."}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Gusto", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**10–50 employees (Need payroll + compliance):** Choose **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|BambooHR", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**50+ employees:** Choose **BambooHR (Core Tier)**"}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Trello", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trello or Notion:** You can create an \"Onboarding Board/Page\" template."}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Notion", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Trello or Notion:** You can create an \"Onboarding Board/Page\" template."}, {"id": "mai-20260917-1752-baseline|c166-m4|google-small|Google Forms + Sheets", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Google Forms + Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid using DIY tools to collect highly sensitive data like Social Security Numbers (SSNs)"}, {"id": "mai-20260917-1752-baseline|c166-m4|meta-small|Zoho People", "prompt": "c166-m4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee onboarding software for a company with a limited budget is Zoho People"}, {"id": "mai-20260917-1752-baseline|c166-m4|meta-small|BambooHR", "prompt": "c166-m4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are BambooHR, Gusto, Tango, and Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-m4|meta-small|Gusto", "prompt": "c166-m4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are BambooHR, Gusto, Tango, and Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-m4|meta-small|Tango", "prompt": "c166-m4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Tango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are BambooHR, Gusto, Tango, and Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-m4|meta-small|Click Boarding", "prompt": "c166-m4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are BambooHR, Gusto, Tango, and Click Boarding"}, {"id": "mai-20260917-1752-baseline|c166-m4|minimax-small|Zoho People", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **Zoho People** offers the best value with core features at the lowest per-user price."}, {"id": "mai-20260917-1752-baseline|c166-m4|minimax-small|FirstHR", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have more than ~15 employees, **FirstHR's flat-fee model** would save you more money."}, {"id": "mai-20260917-1752-baseline|c166-m4|minimax-small|Justworks", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Starts at **$8/user/month** plus $50/month base fee, includes onboarding features."}, {"id": "mai-20260917-1752-baseline|c166-m4|mistral-small|Zoho People", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended as the most budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c166-m4|mistral-small|Gusto", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need payroll, **Gusto** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c166-m4|mistral-small|FirstHR", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a flat rate of $98 per month, designed for teams without a dedicated HR department."}, {"id": "mai-20260917-1752-baseline|c166-m4|mistral-small|BambooHR", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it's considered the best overall for small businesses and growing teams"}, {"id": "mai-20260917-1752-baseline|c166-m4|moonshot-small|Zoho People", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest budget**: Start with **Homebase's free tier** or **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c166-m4|moonshot-small|Homebase", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tightest budget**: Start with **Homebase's free tier** or **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c166-m4|moonshot-small|Gusto", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need payroll too**: **Gusto** offers the best combined value"}, {"id": "mai-20260917-1752-baseline|c166-m4|moonshot-small|FirstHR", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Predictable flat rate**: **FirstHR** at $98/month"}, {"id": "mai-20260917-1752-baseline|c166-m4|moonshot-small|BambooHR", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**BambooHR** \\u2013 Higher Price but Popular - **Price**: $250/month minimum"}, {"id": "mai-20260917-1752-baseline|c166-m4|openai-small|Gusto", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-m4|openai-small|BambooHR", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** — better if you want a more complete HR system and can afford a higher base price."}, {"id": "mai-20260917-1752-baseline|c166-m4|openai-small|Factorial", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Factorial** — lowest entry cost if you want simple onboarding."}, {"id": "mai-20260917-1752-baseline|c166-m4|xai-small|Zoho People", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People stands out as the best employee onboarding software for companies with a limited budget.**"}, {"id": "mai-20260917-1752-baseline|c166-m4|xai-small|BambooHR", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent all-in-one HR but pricier floor"}, {"id": "mai-20260917-1752-baseline|c166-m4|xai-small|Gusto", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you need taxes/benefits; free setup/trial until first payroll."}, {"id": "mai-20260917-1752-baseline|c166-m4|xai-small|Homebase", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Basic onboarding + scheduling/payroll; flat pricing scales well for tiny teams."}, {"id": "mai-20260917-1752-baseline|c166-m4|xai-small|Tango", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Tango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "options like Tango or Scribe offer free tiers for basic process docs/guides but lack comprehensive HR onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m4|xai-small|Scribe", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Scribe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lack comprehensive HR onboarding (e.g., no full compliance/forms/payroll)"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|BambooHR", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Full HR suite + onboarding** | BambooHR (Core plan)"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|Gusto", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a limited budget, **Gusto** (if you already use it for payroll) or **ExactHire** (flat $130/mo) often give the best value per employee."}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|Click Boarding", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "$10,000/year minimum (3‑yr term)"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|Tango (Pro)", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Tango (Pro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$18,000/year (includes onboarding)"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|ExactHire", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ExactHire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Gusto** (if you already use it for payroll) or **ExactHire** (flat $130/mo) often give the best value per employee"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|FirstHR", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small teams with limited HR staff; the platform offers value‑focused pricing."}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|Lumos", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Lumos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Strong security & IT integration** | Lumos or Rippling"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|Softr", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Softr’s free tier** is an excellent low‑cost starting point"}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|WorkBright", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Teams that need automated workflows and compliance tracking."}, {"id": "mai-20260917-1752-baseline|c166-m4|zai-small|Rippling", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "$30–$49/user/month (includes onboarding)"}, {"id": "mai-20260917-1752-baseline|c166-m5|alibaba-small|Dezeck", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Dezeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*Dezeck:* Great if you use Deel or Gusto."}, {"id": "mai-20260917-1752-baseline|c166-m5|alibaba-small|Enboarder", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Enboarder / Enboarder Pro:* Strong on experience and culture."}, {"id": "mai-20260917-1752-baseline|c166-m5|alibaba-small|Zenefits", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Zenefits / Rippling:* If you want all-in-one (HR + Payroll + IT)."}, {"id": "mai-20260917-1752-baseline|c166-m5|alibaba-small|Rippling", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Zenefits / Rippling:* If you want all-in-one (HR + Payroll + IT)."}, {"id": "mai-20260917-1752-baseline|c166-m5|alibaba-small|Cornerstone", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Cornerstone / SpringWorks:* If you need heavy Learning Management System (LMS) integration."}, {"id": "mai-20260917-1752-baseline|c166-m5|alibaba-small|SpringWorks", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SpringWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Cornerstone / SpringWorks:* If you need heavy Learning Management System (LMS) integration."}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Rippling", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HRIS-native options like **Rippling** or **BambooHR** are strong starting points"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Enboarder", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your issue is the *employee experience* itself, look at **Sapling** or **Enboarder**"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Sapling", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Sapling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your issue is the *employee experience* itself, look at **Sapling** or **Enboarder**"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|BambooHR", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "HRIS-native options like **Rippling** or **BambooHR** are strong starting points"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|HiBob", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great culture/engagement experience; strong for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Gusto", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gusto ~$6\\u20138/employee/mo"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Tango", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tango: ~$18K/year (Pro)"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Deel", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Global onboarding | International hiring and contractor management"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|WorkBright", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "heavy compliance/high-volume hiring, consider **WorkBright** or **Click Boarding**"}, {"id": "mai-20260917-1752-baseline|c166-m5|deepseek-small|Click Boarding", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "heavy compliance/high-volume hiring, consider **WorkBright** or **Click Boarding**"}, {"id": "mai-20260917-1752-baseline|c166-m5|minimax-small|BambooHR", "prompt": "c166-m5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms to evaluate include **BambooHR**, **Workday**, **Greenhouse**, **Lever**, and **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c166-m5|minimax-small|Workday", "prompt": "c166-m5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms to evaluate include **BambooHR**, **Workday**, **Greenhouse**, **Lever**, and **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c166-m5|minimax-small|Greenhouse", "prompt": "c166-m5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms to evaluate include **BambooHR**, **Workday**, **Greenhouse**, **Lever**, and **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c166-m5|minimax-small|Lever", "prompt": "c166-m5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms to evaluate include **BambooHR**, **Workday**, **Greenhouse**, **Lever**, and **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c166-m5|minimax-small|SAP SuccessFactors", "prompt": "c166-m5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top platforms to evaluate include **BambooHR**, **Workday**, **Greenhouse**, **Lever**, and **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|BambooHR", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **BambooHR**         | Mid-market, all-in-one HR suite       | User-friendly, strong integrations, great support |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|Workday", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Workday**          | Enterprise, global compliance         | Deep HRIS integration, robust analytics   |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|SAP SuccessFactors", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **SAP SuccessFactors** | Large enterprises, global onboarding  | Global compliance, advanced reporting      |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|Lessonly (now Seismic Learning)", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Lessonly (now Seismic Learning)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Training-focused onboarding      | Built-in training, role-specific paths"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|Culture Amp", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Culture Amp**      | Engagement & culture integration      | Feedback loops, analytics                  |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|Talla", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Talla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Talla**            | AI-driven automation                  | Chatbot for FAQs, workflow automation      |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|Rippling", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Rippling**         | Tech-savvy companies, automation      | All-in-one HR/payroll, fast implementation |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|Paycor", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Paycor**           | SMB to mid-market                     | Integrated HR/payroll, compliance tools    |"}, {"id": "mai-20260917-1752-baseline|c166-m5|mistral-small|iCIMS", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **iCIMS**            | Recruiting-to-onboarding workflow     | Strong recruiting integration              |"}, {"id": "mai-20260917-1752-baseline|c166-m5|moonshot-small|BambooHR", "prompt": "c166-m5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "common mid-market names include BambooHR, Rippling, Sapling/HiBob, Enboarder, and WorkBright, but verify current fit against your stack"}, {"id": "mai-20260917-1752-baseline|c166-m5|moonshot-small|Rippling", "prompt": "c166-m5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common mid-market names include BambooHR, Rippling, Sapling/HiBob, Enboarder, and WorkBright"}, {"id": "mai-20260917-1752-baseline|c166-m5|moonshot-small|Sapling/HiBob", "prompt": "c166-m5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Sapling/HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common mid-market names include BambooHR, Rippling, Sapling/HiBob, Enboarder, and WorkBright"}, {"id": "mai-20260917-1752-baseline|c166-m5|moonshot-small|Enboarder", "prompt": "c166-m5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common mid-market names include BambooHR, Rippling, Sapling/HiBob, Enboarder, and WorkBright"}, {"id": "mai-20260917-1752-baseline|c166-m5|moonshot-small|WorkBright", "prompt": "c166-m5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common mid-market names include BambooHR, Rippling, Sapling/HiBob, Enboarder, and WorkBright"}, {"id": "mai-20260917-1752-baseline|c166-m5|xai-small|BambooHR", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request demos from BambooHR (all-in-one for mid-size), Rippling (automation-heavy), and monday.com (workflow flexibility)."}, {"id": "mai-20260917-1752-baseline|c166-m5|xai-small|Rippling", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling (automation-heavy)"}, {"id": "mai-20260917-1752-baseline|c166-m5|xai-small|monday.com service", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "monday.com service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "monday.com (workflow flexibility)"}, {"id": "mai-20260917-1752-baseline|c166-m5|xai-small|HiBob", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize platforms like BambooHR, Rippling, monday.com service, HiBob, or Workday"}, {"id": "mai-20260917-1752-baseline|c166-m5|xai-small|Workday", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize platforms like BambooHR, Rippling, monday.com service, HiBob, or Workday"}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Greenhouse", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Native onboarding features in these ATS tools are designed to stop *at* the first day... often become clunky or require manual workarounds."}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Lever", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Greenhouse / Lever ATS Modules (Native Onboarding)... often become clunky or require manual workarounds."}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|JobAdder", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "JobAdder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If your ATS (like Greenhouse, Lever, or JobAdder) allows for e-signatures and conditional logic"}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Personio", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "you do not need a separate onboarding tool like Personio or Lattice just to collect paperwork"}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Lattice", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you do not need a separate onboarding tool like Personio or Lattice just to collect paperwork"}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Asana", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these are dangerous to rely on for HR due to security concerns"}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Monday.com", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "these are dangerous to rely on for HR due to security concerns"}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|BambooHR", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "BambooHR (Use Caution on Lower Tiers)... Their lower-tier plans are rigid."}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Gusto", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Gusto is excellent for payroll and legal forms, but it is **not** a true onboarding platform."}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|Workday", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Using them for a company with fewer than 50–100 employees is often considered a strategic error."}, {"id": "mai-20260917-1752-baseline|c166-m6|alibaba-small|SAP SuccessFactors", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "These are enterprise-level giants... extremely expensive, require long implementation cycles"}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|Workday", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious** of **Workday** (complexity/compliance) for SMBs."}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|Mercor", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "In April 2026, Mercor suffered a breach exposing **recorded interviews, onboarding videos, tax documents, and personal IDs**"}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|BambooHR", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be highly cautious** of ... **BambooHR** (support/rigidity)"}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|ADP RUN", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 and Trustpilot consistently flag **rigid templates** and **automated support loops**"}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|Rippling", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be highly cautious** of **Rippling** (litigation/lock-in)"}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|Deel", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deel is caught in the same bitter lawsuit, and global compliance work requires careful scrutiny."}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|Oracle", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many enterprise tools like Workday and Oracle do this."}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|SAP SuccessFactors", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid complex, clunky systems like older versions of SAP SuccessFactors or Oracle Taleo"}, {"id": "mai-20260917-1752-baseline|c166-m6|deepseek-small|Oracle Taleo", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid complex, clunky systems like older versions of SAP SuccessFactors or Oracle Taleo"}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|ADP", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid these if you want a modern, intuitive, self-guided experience for your new hires."}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|Dayforce", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid these if you want a modern, intuitive, self-guided experience for your new hires."}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|Gusto", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious of choosing basic payroll systems for onboarding unless your hiring needs are highly straightforward"}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|Rippling", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small-to-mid-sized businesses should exercise caution... Rippling may be overkill and lead to messy billing and setup."}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|Monday.com", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid running customer onboarding through internal PM tools** like Monday.com, Asana, ClickUp"}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|Asana", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid running customer onboarding through internal PM tools** like Monday.com, Asana, ClickUp"}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|ClickUp", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid running customer onboarding through internal PM tools** like Monday.com, Asana, ClickUp"}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|WalkMe", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid WalkMe if you are a startup or mid-market team. It is overkill"}, {"id": "mai-20260917-1752-baseline|c166-m6|google-small|Userpilot", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be cautious of utilizing walkthrough tools that lock you into rigid templates or impose high maintenance burdens"}, {"id": "mai-20260917-1752-baseline|c166-m6|minimax-small|First Advantage Form I-9 Compliance", "prompt": "c166-m6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "First Advantage Form I-9 Compliance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "In early 2024, this I-9 onboarding platform suffered a data breach affecting nearly 193,000 individuals."}, {"id": "mai-20260917-1752-baseline|c166-m6|minimax-small|Mercor", "prompt": "c166-m6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "An AI recruiting and onboarding platform that experienced a significant data breach in March 2026. Multiple class action lawsuits have been filed"}, {"id": "mai-20260917-1752-baseline|c166-m6|mistral-small|Asana", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid using your internal tools (like Asana, ClickUp, or Monday) as customer-facing onboarding portals."}, {"id": "mai-20260917-1752-baseline|c166-m6|mistral-small|ClickUp", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid using your internal tools (like Asana, ClickUp, or Monday) as customer-facing onboarding portals."}, {"id": "mai-20260917-1752-baseline|c166-m6|mistral-small|Monday", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid using your internal tools (like Asana, ClickUp, or Monday) as customer-facing onboarding portals."}, {"id": "mai-20260917-1752-baseline|c166-m6|mistral-small|Docebo", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "should avoid enterprise-level LMS platforms like Docebo, as they may be too complex and costly"}, {"id": "mai-20260917-1752-baseline|c166-m6|mistral-small|Deel", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "should avoid tools like Deel, which focus more on global hiring and compliance rather than content-driven onboarding"}, {"id": "mai-20260917-1752-baseline|c166-m6|mistral-small|Rippling", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may find Rippling lacking, as it's more focused on HR, payroll, and IT provisioning"}, {"id": "mai-20260917-1752-baseline|c166-m6|moonshot-small|Workday", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Consistently criticized for **poor user experience** and unintuitive interface"}, {"id": "mai-20260917-1752-baseline|c166-m6|moonshot-small|UKG (formerly Kronos) / UKG Pro", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "UKG (formerly Kronos) / UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Steep learning curve** and complex setup process"}, {"id": "mai-20260917-1752-baseline|c166-m6|moonshot-small|BambooHR", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limited flexibility**—struggles with diverse or complex HR situations"}, {"id": "mai-20260917-1752-baseline|c166-m6|moonshot-small|HR Cloud / Onboard by HR Cloud", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HR Cloud / Onboard by HR Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Integration issues** with external data feeds"}, {"id": "mai-20260917-1752-baseline|c166-m6|openai-small|ADP Onboarding", "prompt": "c166-m6", "model": "openai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP Onboarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ADP Onboarding** — complaints about implementation complexity and project risk."}, {"id": "mai-20260917-1752-baseline|c166-m6|openai-small|Onboard by HR Cloud", "prompt": "c166-m6", "model": "openai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Onboard by HR Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally positive, but some users report setup hiccups and integration issues"}, {"id": "mai-20260917-1752-baseline|c166-m6|openai-small|Hubstaff", "prompt": "c166-m6", "model": "openai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviews mention weak onboarding/help and poor hands-on support"}, {"id": "mai-20260917-1752-baseline|c166-m6|openai-small|Klipboard", "prompt": "c166-m6", "model": "openai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Klipboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "at least one review says core features were missing after onboarding discussions"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|Workday", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday: Often slammed for poor candidate/job seeker UX—resume parsing fails, account lockouts, inefficient interfaces"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|Rippling", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users report clunky UI, slow loading, bugs (e.g., payroll errors), unresponsive support... avoid if simplicity is key"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|HubSpot", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive with confusing pricing, hidden fees, and spotty support"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|OnBoard (board/management onboarding)", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnBoard (board/management onboarding)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost, limited features, glitches in agendas/RSVP, steep permissions learning curve"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|BambooHR", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Bets (High Ratings, Fewer Gripes)... BambooHR: SMB-friendly, fast setup"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|Gusto", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto/Paycor: Payroll-strong, reliable for small teams"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|Paycor", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto/Paycor: Payroll-strong, reliable for small teams"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|WorkBright", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "WorkBright/ClearCompany: Compliance-focused without major UX horror stories"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|ClearCompany", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "WorkBright/ClearCompany: Compliance-focused without major UX horror stories"}, {"id": "mai-20260917-1752-baseline|c166-m6|xai-small|Deel", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "check for your industry (e.g., global hiring needs Deel)"}, {"id": "mai-20260917-1752-baseline|c166-m6|zai-small|Zoomshift", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zoomshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Zoomshift** – Exposed 865,000+ business accounts including employee invite data, GPS coordinates, and billing details"}, {"id": "mai-20260917-1752-baseline|c166-m6|zai-small|Microsoft ServiceNow", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Microsoft ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Data leak exposed 250,000+ internal employee emails and communications (when improperly configured)"}, {"id": "mai-20260917-1752-baseline|c166-m6|zai-small|Allstate", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Allstate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Ransomware breach reportedly exposed recruitment, licensing, and onboarding data"}, {"id": "mai-20260917-1752-baseline|c166-m6|zai-small|Wrike", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Wrike", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Wrike** – BBB complaints about: Delays and lack of promised onboarding support"}, {"id": "mai-20260917-1752-baseline|c166-m6|zai-small|HubSpot", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**HubSpot** – BBB complaints about: Failure to deliver promised onboarding services"}, {"id": "mai-20260917-1752-baseline|c166-m6|zai-small|ServiceTitan", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceTitan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**ServiceTitan** – BBB complaints about: Disorganized onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s1|alibaba-small|Rippling", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One (Most Popular): Rippling ... **My Advice:** Start with **Rippling** or **Gusto**."}, {"id": "mai-20260917-1752-baseline|c166-s1|alibaba-small|Gusto", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Rippling** or **Gusto**."}, {"id": "mai-20260917-1752-baseline|c166-s1|alibaba-small|Enboarder", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enboarder is the best standalone tool ... then invest in a dedicated cultural layer like **Enboarder**."}, {"id": "mai-20260917-1752-baseline|c166-s1|alibaba-small|ADP", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use Gusto or ADP for payroll"}, {"id": "mai-20260917-1752-baseline|c166-s1|alibaba-small|Deel", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You plan to hire contractors or employees in international markets immediately."}, {"id": "mai-20260917-1752-baseline|c166-s1|anthropic-small|BambooHR", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is the simplest SMB option, with direct integrations into Okta, Entra ID, and Google Workspace for identity lifecycle."}, {"id": "mai-20260917-1752-baseline|c166-s1|anthropic-small|Gusto", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is the easiest fit for US small businesses that want payroll, benefits, and onboarding in one place."}, {"id": "mai-20260917-1752-baseline|c166-s1|anthropic-small|Rippling", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's more than most small businesses need, and pricing reflects that complexity."}, {"id": "mai-20260917-1752-baseline|c166-s1|anthropic-small|Trainual", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trainual wins for process-heavy teams and franchises that need role-based training and documented SOPs"}, {"id": "mai-20260917-1752-baseline|c166-s1|anthropic-small|JazzHR", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits if you're choosing software for a small business"}, {"id": "mai-20260917-1752-baseline|c166-s1|anthropic-small|WorkBright", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits if you're choosing software for a small business"}, {"id": "mai-20260917-1752-baseline|c166-s1|challenger-small|BambooHR", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c166-s1|challenger-small|Gusto", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is the better fit"}, {"id": "mai-20260917-1752-baseline|c166-s1|challenger-small|Rippling", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** is the strongest option"}, {"id": "mai-20260917-1752-baseline|c166-s1|challenger-small|WorkBright", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for paperwork/compliance-focused onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s1|challenger-small|Trainual", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SOP/process training for teams | **Trainual** or **Waybook**"}, {"id": "mai-20260917-1752-baseline|c166-s1|challenger-small|Waybook", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Waybook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SOP/process training for teams | **Trainual** or **Waybook**"}, {"id": "mai-20260917-1752-baseline|c166-s1|deepseek-small|BambooHR", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **BambooHR** is the best balance of affordability, ease of use, and completeness."}, {"id": "mai-20260917-1752-baseline|c166-s1|deepseek-small|Rippling", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to automate IT setup for new hires or use a lot of SaaS, **Rippling** is the stronger pick."}, {"id": "mai-20260917-1752-baseline|c166-s1|deepseek-small|Gusto", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto — Best for straightforward onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s1|deepseek-small|Process Street", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value if you just need structured checklists and workflows without an HR suite"}, {"id": "mai-20260917-1752-baseline|c166-s1|deepseek-small|monday AI Workspace", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "monday AI Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your team already uses monday.com, this offers collaborative, visual onboarding workflow boards"}, {"id": "mai-20260917-1752-baseline|c166-s1|google-small|Rippling", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is arguably the strongest choice."}, {"id": "mai-20260917-1752-baseline|c166-s1|google-small|Gusto", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Small US-Based Teams Seeking Simplicity ... Gusto is the gold standard."}, {"id": "mai-20260917-1752-baseline|c166-s1|google-small|BambooHR", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is a fantastic choice."}, {"id": "mai-20260917-1752-baseline|c166-s1|google-small|Deel", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you hire across state or country borders, Deel or Remote are the clear winners."}, {"id": "mai-20260917-1752-baseline|c166-s1|google-small|Remote", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel or Remote are the clear winners."}, {"id": "mai-20260917-1752-baseline|c166-s1|google-small|Trainual", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Complex Product & Role-Based Training"}, {"id": "mai-20260917-1752-baseline|c166-s1|meta-small|BambooHR", "prompt": "c166-s1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee onboarding software for a small B2B company is BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-s1|meta-small|JazzHR", "prompt": "c166-s1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include JazzHR, which is suitable for small businesses and growing teams"}, {"id": "mai-20260917-1752-baseline|c166-s1|meta-small|RUN Powered by ADP", "prompt": "c166-s1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RUN Powered by ADP, which is a reliable solution for managing payroll and onboarding in one place"}, {"id": "mai-20260917-1752-baseline|c166-s1|minimax-small|BambooHR", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: BambooHR**Best overall for small businesses**"}, {"id": "mai-20260917-1752-baseline|c166-s1|minimax-small|Rippling", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for tech-forward B2Bs** — $40 base + $8/employee"}, {"id": "mai-20260917-1752-baseline|c166-s1|minimax-small|Gusto", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for simple, payroll-focused onboarding**"}, {"id": "mai-20260917-1752-baseline|c166-s1|minimax-small|Zoho People", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget option** — Starting at **$1.50/user/month**"}, {"id": "mai-20260917-1752-baseline|c166-s1|mistral-small|BambooHR", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is the top pick due to its balance of features, ease of use, and scalability"}, {"id": "mai-20260917-1752-baseline|c166-s1|mistral-small|JazzHR", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "JazzHR or Zoho People are also excellent choices"}, {"id": "mai-20260917-1752-baseline|c166-s1|mistral-small|RUN Powered by ADP", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known for being a reliable, no-fuss solution that combines payroll and onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s1|mistral-small|Zoho People", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JazzHR or Zoho People are also excellent choices"}, {"id": "mai-20260917-1752-baseline|c166-s1|mistral-small|Sapling", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for companies that want a modern, Slack-integrated onboarding experience"}, {"id": "mai-20260917-1752-baseline|c166-s1|moonshot-small|BambooHR", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **BambooHR** or **Gusto**."}, {"id": "mai-20260917-1752-baseline|c166-s1|moonshot-small|Gusto", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **BambooHR** or **Gusto**."}, {"id": "mai-20260917-1752-baseline|c166-s1|moonshot-small|Rippling", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're a tech/startup B2B company:** Go with **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-s1|moonshot-small|Zoho People", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option ... cheapest option that still covers document management and onboarding workflows"}, {"id": "mai-20260917-1752-baseline|c166-s1|moonshot-small|Process Street", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Process-Driven B2B Teams ... More of a workflow tool than a full HRIS."}, {"id": "mai-20260917-1752-baseline|c166-s1|openai-small|Gusto", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **Gusto** if you want the simplest all-in-one option"}, {"id": "mai-20260917-1752-baseline|c166-s1|openai-small|BambooHR", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c166-s1|openai-small|Rippling", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Rippling** is often the most powerful, but it can be more than a very small team needs"}, {"id": "mai-20260917-1752-baseline|c166-s1|xai-small|BambooHR", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **BambooHR** if you want an all-in-one HR platform (most versatile for B2B growth)."}, {"id": "mai-20260917-1752-baseline|c166-s1|xai-small|Gusto", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **Gusto** if payroll is key"}, {"id": "mai-20260917-1752-baseline|c166-s1|xai-small|Rippling", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified dashboard for onboarding + app provisioning; suits tech/B2B firms needing device setup"}, {"id": "mai-20260917-1752-baseline|c166-s1|xai-small|Zoho People", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Zoho** for the cheapest entry"}, {"id": "mai-20260917-1752-baseline|c166-s1|xai-small|FirstHR", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flat-fee for tiny teams/no HR"}, {"id": "mai-20260917-1752-baseline|c166-s1|xai-small|TalentHR", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "TalentHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free up to 10 users/$2/user/mo"}, {"id": "mai-20260917-1752-baseline|c166-s1|zai-small|BambooHR", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR – Best Overall Small Business Onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s1|zai-small|Rippling", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling – Best for HR + IT Automation"}, {"id": "mai-20260917-1752-baseline|c166-s1|zai-small|Gusto", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto – Best for Simple Payroll + Onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s1|zai-small|FirstHR", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FirstHR – Best for Teams Without HR Staff"}, {"id": "mai-20260917-1752-baseline|c166-s1|zai-small|Zoho People", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho People – Most Budget-Friendly"}, {"id": "mai-20260917-1752-baseline|c166-s1|zai-small|Deel", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Global/international teams | Deel |"}, {"id": "mai-20260917-1752-baseline|c166-s2|alibaba-small|BambooHR", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is typically **BambooHR**. It strikes the best balance between comprehensive features, ease of use, and scalability"}, {"id": "mai-20260917-1752-baseline|c166-s2|alibaba-small|FirstHR", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Startups/No HR Dept: FirstHR"}, {"id": "mai-20260917-1752-baseline|c166-s2|alibaba-small|Gusto", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Gusto** if you want to keep costs low and simplify your vendor list by combining payroll and onboarding."}, {"id": "mai-20260917-1752-baseline|c166-s2|anthropic-small|BambooHR", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A popular HRIS for small to mid-sized businesses... It's the most cited onboarding software, covering the full employee lifecycle"}, {"id": "mai-20260917-1752-baseline|c166-s2|anthropic-small|Gusto", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The easiest fit for US small businesses that want payroll, benefits, and onboarding in one place"}, {"id": "mai-20260917-1752-baseline|c166-s2|anthropic-small|Rippling", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The strongest pick when you want HR, IT, and Finance automation in one platform without middleware"}, {"id": "mai-20260917-1752-baseline|c166-s2|anthropic-small|OnRamp", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "OnRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for B2B companies and service providers managing multi-step client onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s2|anthropic-small|Dock", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Works well for B2B companies, agencies, and consultants that deliver services"}, {"id": "mai-20260917-1752-baseline|c166-s2|challenger-small|Dock", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dock** is the safest recommendation for small teams because it's described as the fastest to stand up"}, {"id": "mai-20260917-1752-baseline|c166-s2|challenger-small|Arrows", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Arrows", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Arrows** if your team already uses **HubSpot or Salesforce** and wants onboarding to live inside your CRM"}, {"id": "mai-20260917-1752-baseline|c166-s2|challenger-small|OnRamp", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "OnRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose OnRamp** if you expect to grow into more automation"}, {"id": "mai-20260917-1752-baseline|c166-s2|challenger-small|Rocketlane", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rocketlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **avoid enterprise-heavy options** like Rocketlane, Precursive, or Gainsight for a small business"}, {"id": "mai-20260917-1752-baseline|c166-s2|challenger-small|Precursive", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Precursive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I would **avoid enterprise-heavy options** like Rocketlane, Precursive, or Gainsight for a small business"}, {"id": "mai-20260917-1752-baseline|c166-s2|challenger-small|Gainsight", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gainsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "I would **avoid enterprise-heavy options** like Rocketlane, Precursive, or Gainsight for a small business"}, {"id": "mai-20260917-1752-baseline|c166-s2|deepseek-small|Trainual", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c166-s2|deepseek-small|BambooHR", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best all-around HR + onboarding for growing SMBs"}, {"id": "mai-20260917-1752-baseline|c166-s2|deepseek-small|Gusto", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you also need payroll"}, {"id": "mai-20260917-1752-baseline|c166-s2|deepseek-small|Pipedrive", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for B2B sales teams specifically — onboarding happens right inside your CRM"}, {"id": "mai-20260917-1752-baseline|c166-s2|google-small|Rippling", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a remote/hybrid team using multiple SaaS tools:** Choose **Rippling** (to handle payroll, compliance, and automated IT account setup)."}, {"id": "mai-20260917-1752-baseline|c166-s2|google-small|Gusto", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the cheapest, easiest setup for local hires:** Choose **Gusto** (for seamless payroll-native onboarding)."}, {"id": "mai-20260917-1752-baseline|c166-s2|google-small|Trainual", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Regardless of which HR tool you choose:** Pair it with **Trainual** to house your sales playbooks"}, {"id": "mai-20260917-1752-baseline|c166-s2|google-small|Deel", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: B2B companies looking to hire the best talent globally... The Catch: If your entire team is local to one US state, Deel\bs premium EOR services are overkill."}, {"id": "mai-20260917-1752-baseline|c166-s2|meta-small|BambooHR", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR - Best overall small business onboarding software"}, {"id": "mai-20260917-1752-baseline|c166-s2|meta-small|Gusto", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An all-in-one payroll, benefits, and HR platform designed to help small businesses onboard employees quickly"}, {"id": "mai-20260917-1752-baseline|c166-s2|meta-small|RUN Powered by ADP", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A reliable, no-fuss solution for small businesses managing payroll and onboarding in one place."}, {"id": "mai-20260917-1752-baseline|c166-s2|meta-small|Workforce.com", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers employee onboarding with a mobile app, digital form capture, and incomplete onboarding reminders."}, {"id": "mai-20260917-1752-baseline|c166-s2|minimax-small|BambooHR", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the top choice for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c166-s2|minimax-small|Gusto", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** - Good if you also need payroll/benefits management in one place"}, {"id": "mai-20260917-1752-baseline|c166-s2|minimax-small|Rippling", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** - Strong if you want unified IT provisioning"}, {"id": "mai-20260917-1752-baseline|c166-s2|minimax-small|Workday", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** - If you anticipate scaling faster and want more enterprise-grade features"}, {"id": "mai-20260917-1752-baseline|c166-s2|mistral-small|BambooHR", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BambooHR** as the best overall onboarding platform"}, {"id": "mai-20260917-1752-baseline|c166-s2|mistral-small|Gusto", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-s2|moonshot-small|FirstHR", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** or **FirstHR** depending on your specific needs"}, {"id": "mai-20260917-1752-baseline|c166-s2|moonshot-small|Gusto", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Gusto** or **FirstHR** depending on your specific needs"}, {"id": "mai-20260917-1752-baseline|c166-s2|moonshot-small|BambooHR", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** - Best Overall Small Business Onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s2|moonshot-small|Homebase", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Homebase** - Budget-Friendly Option"}, {"id": "mai-20260917-1752-baseline|c166-s2|openai-small|Gusto", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** as the best first choice in most cases"}, {"id": "mai-20260917-1752-baseline|c166-s2|openai-small|BambooHR", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** if you want a more traditional HRIS with very solid onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s2|openai-small|Rippling", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** if you care most about automating onboarding across HR, IT, devices, and access management"}, {"id": "mai-20260917-1752-baseline|c166-s2|openai-small|ADP RUN", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ADP RUN** if payroll/compliance is the top priority and onboarding is secondary"}, {"id": "mai-20260917-1752-baseline|c166-s2|xai-small|BambooHR", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top new hire onboarding platform."}, {"id": "mai-20260917-1752-baseline|c166-s2|xai-small|Gusto", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if payroll is priority, lean Gusto"}, {"id": "mai-20260917-1752-baseline|c166-s2|xai-small|Rippling", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill/ pricier for non-tech B2B"}, {"id": "mai-20260917-1752-baseline|c166-s2|xai-small|Zoho People", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-budget | $1.50/user/mo ... Fewer advanced features"}, {"id": "mai-20260917-1752-baseline|c166-s2|zai-small|Gusto", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with Gusto** if you want an all-in-one solution with strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c166-s2|zai-small|BambooHR", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** - Best for HR Management"}, {"id": "mai-20260917-1752-baseline|c166-s2|zai-small|Rippling", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more IT automation features, **Rippling** would be the better choice."}, {"id": "mai-20260917-1752-baseline|c166-s2|zai-small|CharlieHR", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "CharlieHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're very small and want something simpler, **CharlieHR** offers a streamlined experience"}, {"id": "mai-20260917-1752-baseline|c166-s3|alibaba-small|BambooHR", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose BambooHR if you want a polished, scalable HR system that will last as you grow past 20–30 people."}, {"id": "mai-20260917-1752-baseline|c166-s3|alibaba-small|Gusto", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Gusto if payroll is your main headache and you’re a small US business."}, {"id": "mai-20260917-1752-baseline|c166-s3|alibaba-small|Rippling", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rippling if you’re a tech startup and need to automate software access"}, {"id": "mai-20260917-1752-baseline|c166-s3|alibaba-small|Homebase", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Homebase if you manage hourly staff (retail, restaurant, warehouse)"}, {"id": "mai-20260917-1752-baseline|c166-s3|alibaba-small|TalentHR", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose TalentHR if you’re tiny (under 10 people) and want to keep costs near zero"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Rippling", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Rippling, BambooHR, and Paylocity"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|BambooHR", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is the simplest SMB option, with direct integrations into Okta, Entra ID, and Google Workspace for identity lifecycle"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Paylocity", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include Rippling, BambooHR, and Paylocity"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Gusto", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Gusto is the easiest fit for US small businesses that want payroll, benefits, and onboarding in one place"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|GoCo", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best onboarding software for small businesses seeking to streamline both new hire processes and ongoing benefits management"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|SkyPrep", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SkyPrep is an online training platform tailored for small businesses"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Trainual", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Trainual wins for process-heavy teams and franchises that need role-based training and documented SOPs"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Deel", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deel and Oyster lead for international hiring"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Oyster", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel and Oyster lead for international hiring"}, {"id": "mai-20260917-1752-baseline|c166-s3|anthropic-small|Workwize", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workwize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Workwize is the answer when device logistics, not forms, is the real bottleneck for remote hires"}, {"id": "mai-20260917-1752-baseline|c166-s3|challenger-small|BambooHR", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is the best fit if you want the most balanced small-business onboarding experience"}, {"id": "mai-20260917-1752-baseline|c166-s3|challenger-small|Gusto", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is the best fit if you want onboarding bundled with **payroll** and benefits"}, {"id": "mai-20260917-1752-baseline|c166-s3|challenger-small|Rippling", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit if you need onboarding plus **IT provisioning** and automated app/device setup"}, {"id": "mai-20260917-1752-baseline|c166-s3|challenger-small|Homebase", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong pick for hourly or deskless teams"}, {"id": "mai-20260917-1752-baseline|c166-s3|challenger-small|Trainual", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when onboarding should include **structured training**, SOPs"}, {"id": "mai-20260917-1752-baseline|c166-s3|challenger-small|WorkBright", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better for offsite paperwork and compliance-heavy onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s3|deepseek-small|Gusto", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most true small teams (under ~25 people) with limited HR resources, **Gusto** or **BambooHR** tend to offer the best bang-for-buck"}, {"id": "mai-20260917-1752-baseline|c166-s3|deepseek-small|BambooHR", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** or **BambooHR** tend to offer the best bang-for-buck"}, {"id": "mai-20260917-1752-baseline|c166-s3|deepseek-small|Rippling", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most expensive and complex of the three; perhaps overkill for a tiny team"}, {"id": "mai-20260917-1752-baseline|c166-s3|deepseek-small|Trainual", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when the real problem is learning the job"}, {"id": "mai-20260917-1752-baseline|c166-s3|deepseek-small|WorkBright", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for compliance-heavy paperwork"}, {"id": "mai-20260917-1752-baseline|c166-s3|deepseek-small|Enboarder", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for culture and employee experience"}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Gusto", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the gold standard"}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Rippling", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is the best option"}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Deel", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Teams & Contractors"}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Remote", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like Deel and Remote solve this."}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Trainual", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you need a training-focused platform like Trainual"}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Connecteam", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecteam is a mobile-first platform built specifically for this."}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Donut", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Donut works natively inside Slack to prompt \"buddy programs\""}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|Teamflect", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teamflect integrates with MS Teams/Outlook to walk new hires through structured check-ins"}, {"id": "mai-20260917-1752-baseline|c166-s3|google-small|BambooHR", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Choose an HRIS/Payroll bundle (like Gusto or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c166-s3|meta-small|FirstHR", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "FirstHR is a good choice for small businesses without HR staff"}, {"id": "mai-20260917-1752-baseline|c166-s3|meta-small|BambooHR", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BambooHR is an all-in-one HR solution for growing teams"}, {"id": "mai-20260917-1752-baseline|c166-s3|meta-small|Gusto", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gusto is a comprehensive solution that includes payroll functions"}, {"id": "mai-20260917-1752-baseline|c166-s3|meta-small|Rippling", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rippling is an all-in-one workforce management platform"}, {"id": "mai-20260917-1752-baseline|c166-s3|meta-small|UserGuiding", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UserGuiding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UserGuiding is a user onboarding platform that is straightforward and reasonably priced"}, {"id": "mai-20260917-1752-baseline|c166-s3|meta-small|Trainual", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trainual focuses on documentation and knowledge transfer"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|BambooHR", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** All-in-one SMB onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|FirstHR", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, I'd suggest starting with **FirstHR** (budget-friendly, simple)"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|Gusto", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Gusto** (if you need payroll)"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|WorkBright", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Compliance-heavy hiring"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|Enboarder", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If engagement and experience are priorities, consider **Enboarder** or **Innform**"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|Innform", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Innform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Enboarder** or **Innform**"}, {"id": "mai-20260917-1752-baseline|c166-s3|minimax-small|Waybook", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Waybook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Document and workflow management"}, {"id": "mai-20260917-1752-baseline|c166-s3|mistral-small|BambooHR", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simplest SMB option with strong identity lifecycle management and direct API integrations."}, {"id": "mai-20260917-1752-baseline|c166-s3|mistral-small|Gusto", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one payroll and HR platform, making it ideal for teams that want to streamline payroll and onboarding together."}, {"id": "mai-20260917-1752-baseline|c166-s3|mistral-small|FirstHR", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed specifically for small businesses without HR departments, offering a flat-rate pricing model."}, {"id": "mai-20260917-1752-baseline|c166-s3|mistral-small|Rippling", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "noted as a strong pick for integrated automation"}, {"id": "mai-20260917-1752-baseline|c166-s3|mistral-small|Homebase", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on hourly teams and offers a simple, cost-effective solution."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|BambooHR", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** — *Best all-in-one HR for SMBs*ackslash... **BambooHR** if you need broader HR."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|Gusto", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Under 10 US employees:** Start with **Gusto** if you need payroll, or **BambooHR** if you need broader HR."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|WorkBright", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote/distributed teams:** **WorkBright** (compliance) or **Deel** (global)."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|Rippling", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growing fast with IT needs:** **Rippling**."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|HiBob (Bob)", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for culture & experience"}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|Sapling", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Sapling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Add **Donut** for culture or **Sapling** for better task automation."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|Deel", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Remote/distributed teams:** **WorkBright** (compliance) or **Deel** (global)."}, {"id": "mai-20260917-1752-baseline|c166-s3|moonshot-small|Donut", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Already have HR/payroll covered:** Add **Donut** for culture"}, {"id": "mai-20260917-1752-baseline|c166-s3|openai-small|Gusto", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **under 25 people** and want the easiest path: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-s3|openai-small|BambooHR", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If onboarding is part of a broader people-ops process: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c166-s3|openai-small|RUN Powered by ADP", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance and payroll are the biggest pain points: **RUN Powered by ADP**"}, {"id": "mai-20260917-1752-baseline|c166-s3|openai-small|Rippling", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More complex, usually overkill for very small teams"}, {"id": "mai-20260917-1752-baseline|c166-s3|openai-small|Justworks", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Capterra notes it can feel pricey for smaller teams"}, {"id": "mai-20260917-1752-baseline|c166-s3|xai-small|BambooHR", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Basic HR? BambooHR/FirstHR."}, {"id": "mai-20260917-1752-baseline|c166-s3|xai-small|Gusto", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with Gusto or FirstHR if budget-tight"}, {"id": "mai-20260917-1752-baseline|c166-s3|xai-small|Rippling", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tech stack? Rippling. ... More complex/expensive as you grow; overkill for non-tech."}, {"id": "mai-20260917-1752-baseline|c166-s3|xai-small|FirstHR", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable fixed cost (no per-employee fees); AI-driven setup for startups."}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|BambooHR", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for small businesses** → BambooHR (balanced HRIS with payroll, e‑signatures, and workflow automation)"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Rippling", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for HR + IT automation** → Rippling"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Gusto", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best payroll‑focused onboarding** → Gusto"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Trainual", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for process documentation & training** → Trainual"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Waybook", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Waybook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for a searchable company playbook** → Waybook"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Connecteam", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for mobile‑first, deskless teams** → Connecteam"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Absorb LMS", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Corporate training & LMS | Teams needing drag‑drop course builders and quizzes"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Homebase", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Connecteam and Homebase prioritize mobile‑first workflows"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Deel", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for global hiring** → Deel (EOR in 100+ countries, AI compliance)"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Zoho People", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best on a tight budget** → Zoho People"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|Zenefits", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMB all‑in‑one HR | Small businesses needing benefits + onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|ClearCompany", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Role‑specific onboarding | Teams needing role‑tailored, process‑heavy onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s3|zai-small|HR Cloud", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Deel and HR Cloud are strongest for compliance‑heavy industries and global hiring."}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|Zoho People", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need dedicated HR/onboarding features and want to spend almost nothing, **Zoho People** is widely considered the cheapest entry point."}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|Gusto", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best If You Already Pay for Payroll: Gusto or Homebase"}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|Homebase", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free forever plan** for up to 20 employees ... Best for: Hourly, front-line teams"}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|ClickBoarding", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ClickBoarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Freemium\" Standalone Tool: ClickBoarding or Qualee"}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|Qualee", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Qualee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a **free plan** for unlimited users ... Lightweight, simple"}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|BambooHR", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not \"cheap,\" but if you have **more than 10\\u201315 employees**, the time saved ... justifies the cost"}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|ADP", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ask your **current payroll provider** (ADP, Paychex, Gusto, etc.) if they offer any \"new hire\" modules"}, {"id": "mai-20260917-1752-baseline|c166-s4|alibaba-small|Paychex", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ask your **current payroll provider** (ADP, Paychex, Gusto, etc.) if they offer any \"new hire\" modules"}, {"id": "mai-20260917-1752-baseline|c166-s4|anthropic-small|GoCo", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoCo is one of the most affordable programs, starting at just $5 per employee per month"}, {"id": "mai-20260917-1752-baseline|c166-s4|anthropic-small|Zoho People", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho People is a solid, affordable HR app for small businesses that want flexibility without a big price tag"}, {"id": "mai-20260917-1752-baseline|c166-s4|anthropic-small|BreatheHR", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BreatheHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like BreatheHR and Gusto offer very affordable starting plans"}, {"id": "mai-20260917-1752-baseline|c166-s4|anthropic-small|Gusto", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tools like BreatheHR and Gusto offer very affordable starting plans"}, {"id": "mai-20260917-1752-baseline|c166-s4|anthropic-small|CharlieHR", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "CharlieHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For small businesses under 50 people, CharlieHR is the best option for ease-of-use, affordability, and compliance"}, {"id": "mai-20260917-1752-baseline|c166-s4|challenger-small|Gusto", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget-friendly pick:** **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-s4|challenger-small|Homebase", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for hourly teams:** **Homebase**"}, {"id": "mai-20260917-1752-baseline|c166-s4|challenger-small|Eddy HR Starter", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Eddy HR Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest onboarding-focused option:** **Eddy HR Starter**"}, {"id": "mai-20260917-1752-baseline|c166-s4|challenger-small|Zoho People", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for a broader HR suite on a budget:** **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Zoho People", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the **tightest budget**, **Zoho People** is the clear winner at under $1/user/month."}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Gusto", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need payroll, **Gusto** is an excellent value"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Eddy (Eddy HR)", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Eddy (Eddy HR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A credible cost-effective all-in-one HR system, often the cheapest full HRIS-with-onboarding for US SMBs"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|FirstHR", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a flat, predictable cost with an HR department alternative, **FirstHR** at $98/month works great."}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Homebase", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great if you run shift-based or hourly workers"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|BambooHR", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Things to avoid on a tight budget- **BambooHR** \\u2014 excellent but has a **$250/month minimum**"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Rippling", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Things to avoid on a tight budget... **Rippling** \\u2014 $40 base + $8/employee, plus sales-led pricing"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Tango", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Tango", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Tango / Click Boarding** \\u2014 $10k+/year enterprise-level pricing"}, {"id": "mai-20260917-1752-baseline|c166-s4|deepseek-small|Click Boarding", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Tango / Click Boarding** \\u2014 $10k+/year enterprise-level pricing"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|Zoho People", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People (Best overall for raw budget)"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|Connecteam", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Connecteam (Best for \"deskless\" or frontline teams)"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|Gusto", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto (Best for seamless onboarding + payroll)"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|OnPay", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnPay (The best budget alternative to Gusto)"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|Notion", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You can use free templates in Notion, ClickUp, or Trello to build highly visual, interactive onboarding checklists."}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|ClickUp", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free templates in Notion, ClickUp, or Trello"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|Trello", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free templates in Notion, ClickUp, or Trello"}, {"id": "mai-20260917-1752-baseline|c166-s4|google-small|Freshteam by Freshworks", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Freshteam by Freshworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Do not sign up for Freshteam.** Freshworks officially stopped renewing subscriptions"}, {"id": "mai-20260917-1752-baseline|c166-s4|meta-small|Zoho People", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the most affordable full-featured employee onboarding software on the list, with a price point that even small businesses and nonprofits can afford."}, {"id": "mai-20260917-1752-baseline|c166-s4|meta-small|BambooHR", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is considered the best overall small business onboarding software, with a starting price of $10 per employee per month."}, {"id": "mai-20260917-1752-baseline|c166-s4|meta-small|FirstHR", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is a flat-rate option at $98 per month, built for teams without HR."}, {"id": "mai-20260917-1752-baseline|c166-s4|meta-small|Gusto", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is a good option if you also need payroll"}, {"id": "mai-20260917-1752-baseline|c166-s4|minimax-small|BambooHR", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BambooHR** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c166-s4|minimax-small|Gusto", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Gusto** if you need payroll integration, or **BambooHR** if you want dedicated onboarding features."}, {"id": "mai-20260917-1752-baseline|c166-s4|minimax-small|HR Cloud", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. HR Cloud** (Best Value)"}, {"id": "mai-20260917-1752-baseline|c166-s4|mistral-small|Gusto", "prompt": "c166-s4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **Gusto** and **Homebase** are the most cost-effective"}, {"id": "mai-20260917-1752-baseline|c166-s4|mistral-small|BambooHR", "prompt": "c166-s4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is a strong but slightly more expensive option"}, {"id": "mai-20260917-1752-baseline|c166-s4|mistral-small|Homebase", "prompt": "c166-s4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budgets, **Gusto** and **Homebase** are the most cost-effective"}, {"id": "mai-20260917-1752-baseline|c166-s4|moonshot-small|Zoho People", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** — Cheapest Option ... **FirstHR** or **Zoho People** offer the best value."}, {"id": "mai-20260917-1752-baseline|c166-s4|moonshot-small|FirstHR", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you don't need payroll:** **FirstHR** or **Zoho People** offer the best value."}, {"id": "mai-20260917-1752-baseline|c166-s4|moonshot-small|Gusto", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need payroll:** Go with **Gusto** — the integration saves time and money."}, {"id": "mai-20260917-1752-baseline|c166-s4|moonshot-small|Homebase", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Homebase** — Best for Hourly/Shift Workers"}, {"id": "mai-20260917-1752-baseline|c166-s4|moonshot-small|BambooHR", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you're growing fast:** **BambooHR** is worth the investment for scalability."}, {"id": "mai-20260917-1752-baseline|c166-s4|openai-small|Gusto", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick is usually **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-s4|openai-small|BambooHR", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is a strong second choice"}, {"id": "mai-20260917-1752-baseline|c166-s4|openai-small|Deel", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing starts much higher for employer-of-record/PEO-style services, so it's usually not the cheapest option for a tight budget"}, {"id": "mai-20260917-1752-baseline|c166-s4|openai-small|Rippling", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of Gusto vs BambooHR vs Rippling vs Deel"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|Connecteam", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Connecteam or TalentHR (Free for up to 10 users)**"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|TalentHR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Connecteam or TalentHR (Free for up to 10 users)**"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|Deel HR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another free option (up to 200 employees!), but it's geared toward global/remote/contractors"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|Gusto", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost Paid Option: **Gusto (from $49 base + $6/employee/month)**"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|FirstHR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For pure onboarding (no payroll): **FirstHR** at **flat $98/month unlimited employees**"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|Homebase", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Homebase** | Free basic | Hourly/small teams"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|Zoho People", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Zoho People** | ~$1.25/user (~$12.50 total) | Basic docs/HR"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|BambooHR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid if budget < $100/month**: BambooHR/Rippling (scale poorly for tiniest teams)"}, {"id": "mai-20260917-1752-baseline|c166-s4|xai-small|Rippling", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid if budget < $100/month**: BambooHR/Rippling (scale poorly for tiniest teams)"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|Zoho People", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** is the strongest free option"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|Boardon", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Boardon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Boardon** | Gamified onboarding for <20 hires | Free for 1 admin + 1 candidate at a time"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|Google Forms + Sheets", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Google Forms + Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Zoho People (free plan)** or **Google Forms + Sheets**"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|OnPay", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need payroll too** | **OnPay** or **Gusto**"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|QuickBooks Workforce", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already use QuickBooks** | **QuickBooks Workforce**"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|Gusto", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OnPay or Gusto** ~$109\\u2013$134/month"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|Rippling", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Want automation + IT integration** | **Rippling**"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|BambooHR", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "BambooHR for simple HR tasks"}, {"id": "mai-20260917-1752-baseline|c166-s4|zai-small|Trello / Notion", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello / Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Visual checklists and task boards | Requires setup, no document collection or e-signatures"}, {"id": "mai-20260917-1752-baseline|c166-s5|deepseek-small|BambooHR", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strong onboarding templates, e-signatures, dashboards, syncs to employee record; good all-around for small HR teams."}, {"id": "mai-20260917-1752-baseline|c166-s5|deepseek-small|Gusto", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "all-in-one payroll/benefits/HR; great if you don't already have a payroll system"}, {"id": "mai-20260917-1752-baseline|c166-s5|deepseek-small|Connecteam", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "budget-friendly ($29/mo), good for deskless teams."}, {"id": "mai-20260917-1752-baseline|c166-s5|deepseek-small|WorkBright", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong on I-9/E-Verify compliance."}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|Rippling", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the Tech-Forward / Highly Automated Stack: Rippling ... Unmatched IT provisioning"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|Gusto", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For US-Based Teams focused on Payroll/Benefits first: Gusto"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|BambooHR", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a Simple, Friendly, All-in-One HRIS: BambooHR or HiBob"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|Trainual", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Role-Based SOPs and Knowledge Base: Trainual"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|Workday", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid heavy, enterprise-grade software (like Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|SAP SuccessFactors", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid heavy, enterprise-grade software (like Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|HiBob", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a Simple, Friendly, All-in-One HRIS: BambooHR or HiBob"}, {"id": "mai-20260917-1752-baseline|c166-s5|google-small|Doozy", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Doozy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Slack-Heavy or Remote Teams: Doozy"}, {"id": "mai-20260917-1752-baseline|c166-s5|moonshot-small|Gusto", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Gusto** | $49/mo + $6/person | All-in-one HR/payroll for small businesses"}, {"id": "mai-20260917-1752-baseline|c166-s5|moonshot-small|BambooHR", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** | ~$10/employee/mo | Best overall onboarding experience"}, {"id": "mai-20260917-1752-baseline|c166-s5|moonshot-small|Workable", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** | $189/mo (up to 20 employees) | If you also need recruiting"}, {"id": "mai-20260917-1752-baseline|c166-s5|xai-small|BambooHR", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for small teams include BambooHR, Rippling, HiBob, Trainual, and monday.com"}, {"id": "mai-20260917-1752-baseline|c166-s5|xai-small|Rippling", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "if payroll integration is key, prioritize Rippling/BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-s5|xai-small|HiBob", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HiBob | ~$7/emp/mo | Growing SMBs | Custom workflows + analytics"}, {"id": "mai-20260917-1752-baseline|c166-s5|xai-small|Trainual", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trainual | ~$10/emp/mo | Training focus"}, {"id": "mai-20260917-1752-baseline|c166-s5|xai-small|monday.com", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "monday.com HR | ~$8/user/mo | Workflows"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Workday", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid:** **Workday, SAP SuccessFactors, Oracle HCM.**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|SAP SuccessFactors", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to Avoid:** **Workday, SAP SuccessFactors, Oracle HCM.**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Oracle HCM", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Platforms to Avoid:** **Workday, SAP SuccessFactors, Oracle HCM.**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Paylocity", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Platforms to Be Cautious About:** **Paylocity (specifically their larger tiers), UKG (Ultimate Pro).**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|UKG (Ultimate Pro)", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "UKG (Ultimate Pro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Platforms to Be Cautious About:** **Paylocity (specifically their larger tiers), UKG (Ultimate Pro).**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Rippling", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "small businesses frequently complain about **\"bill shock.\"**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Deel", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Platforms to Question:** **Deel, Oyster.**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Oyster", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Platforms to Question:** **Deel, Oyster.**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Notion", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Tools to Avoid:** **Notion (without templates), Trello, Asana, Slack (as a standalone system).**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Trello", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Tools to Avoid:** **Notion (without templates), Trello, Asana, Slack (as a standalone system).**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Asana", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Tools to Avoid:** **Notion (without templates), Trello, Asana, Slack (as a standalone system).**"}, {"id": "mai-20260917-1752-baseline|c166-s6|alibaba-small|Slack", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Tools to Avoid:** ... Slack (as a standalone system).**"}, {"id": "mai-20260917-1752-baseline|c166-s6|anthropic-small|Paychex", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Paychex** is one platform that has received notable criticism. The platform feels dated"}, {"id": "mai-20260917-1752-baseline|c166-s6|challenger-small|Rocketlane", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "PSA / delivery-ops platforms like Rocketlane and Precursive for small teams, because they are geared toward PSA-level delivery operations rather than lightweight onboarding."}, {"id": "mai-20260917-1752-baseline|c166-s6|challenger-small|Precursive", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "PSA / delivery-ops platforms like Rocketlane and Precursive for small teams, because they are geared toward PSA-level delivery operations"}, {"id": "mai-20260917-1752-baseline|c166-s6|challenger-small|Gainsight", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise customer-success tools like Gainsight at small scale, because the setup investment is usually not worth it for a small business."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Workday", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you're under 500 employees and don't have a full-time HR tech specialist, avoid these."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|SAP SuccessFactors", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to be wary of: Workday ..., SAP SuccessFactors, Oracle HCM Cloud ... avoid these"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Oracle HCM Cloud", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are powerful systems built for corporations with 1,000+ employees ... avoid these. They will eat your budget"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Paycor", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Paycor charges \"account-closing\" fees that are not disclosed upfront."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Paycom", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "BBB complaints document Paycom attempting to charge a $13,000 cancellation fee for a small business."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Paylocity", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are functional payroll tools, not onboarding systems ... walk away."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Rippling", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Rippling forces you to use their partner bank and insurance provider ... only disclosed after signing"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Trainual", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Trainual charges a $1,000 one-time implementation fee on top of its monthly price."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|BambooHR", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "BambooHR charges 5–15% of your first annual contract just for implementation"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Monday.com", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Use these for project planning but never for employee onboarding."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Asana", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "they lack the compliance features ... required for legal onboarding"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Trello", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Use these for project planning but never for employee onboarding."}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|Gusto", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Aim for self-serve platforms designed specifically for 5–200 employees (e.g., Gusto, CharlieHR, GoCo, FirstHR)"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|CharlieHR", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "CharlieHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "e.g., Gusto, CharlieHR, GoCo, FirstHR) that offer flat-rate onboarding or transparent per-employee pricing"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|GoCo", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "e.g., Gusto, CharlieHR, GoCo, FirstHR) that offer flat-rate onboarding or transparent per-employee pricing"}, {"id": "mai-20260917-1752-baseline|c166-s6|deepseek-small|FirstHR", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "e.g., Gusto, CharlieHR, GoCo, FirstHR) that offer flat-rate onboarding ... without implementation fees"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|Workday", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to avoid:** *Workday, SAP SuccessFactors, Oracle Cloud HCM*"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|SAP SuccessFactors", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to avoid:** *Workday, SAP SuccessFactors, Oracle Cloud HCM*"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|Oracle Cloud HCM", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to avoid:** *Workday, SAP SuccessFactors, Oracle Cloud HCM*"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|ADP", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples to approach with caution:** *ADP, Paychex*"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|Paychex", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Examples to approach with caution:** *ADP, Paychex*"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|WorkBright", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WorkBright", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Examples to approach with caution:** *WorkBright (unless you operate in high-compliance, hourly industries like healthcare or construction)*"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|Gusto", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like **Gusto** (ideal for simple, payroll-connected onboarding)"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|BambooHR", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BambooHR** or **HiBob** (great for culture-focused, mid-sized teams)"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|HiBob", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**BambooHR** or **HiBob** (great for culture-focused, mid-sized teams)"}, {"id": "mai-20260917-1752-baseline|c166-s6|google-small|Connecteam", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Connecteam** (perfect for deskless/hourly workforces)"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|OnRamp", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top onboarding platforms for small businesses include: 1. OnRamp"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|GUIDEcx", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. GUIDEcx"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|Arrows", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Arrows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Arrows"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|Rocketlane", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Rocketlane"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|Precursive", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Precursive"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|Dock", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Dock is mentioned as being fast to stand up and having a functional client workspace in under an hour, making it a good choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|Rippling", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rippling is mentioned as having a modular pricing model, which may not be suitable for small businesses with limited budgets"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|FirstHR", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. FirstHR"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|BambooHR", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. BambooHR"}, {"id": "mai-20260917-1752-baseline|c166-s6|meta-small|Gusto", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Gusto"}, {"id": "mai-20260917-1752-baseline|c166-s6|minimax-small|Gusto", "prompt": "c166-s6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Limited flexibility in workflow customization... Preset workflows that are difficult to tailor to unique company needs"}, {"id": "mai-20260917-1752-baseline|c166-s6|minimax-small|BambooHR", "prompt": "c166-s6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Doesn't provide full workflow automation for complex onboarding processes"}, {"id": "mai-20260917-1752-baseline|c166-s6|minimax-small|RUN Powered by ADP", "prompt": "c166-s6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some users report poor customer support... Payroll issues due to rigid templates"}, {"id": "mai-20260917-1752-baseline|c166-s6|mistral-small|Paychex Flex", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often overkill for very small businesses due to their complexity and higher cost"}, {"id": "mai-20260917-1752-baseline|c166-s6|mistral-small|ADP Workforce Now", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often overkill for very small businesses due to their complexity and higher cost"}, {"id": "mai-20260917-1752-baseline|c166-s6|mistral-small|BambooHR", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "require payroll as an add-on, which can increase costs unexpectedly"}, {"id": "mai-20260917-1752-baseline|c166-s6|mistral-small|Gusto", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "have pricing that scales quickly with the number of employees, making them less ideal"}, {"id": "mai-20260917-1752-baseline|c166-s6|mistral-small|Rippling", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rippling may be unnecessarily complicated and expensive"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|ADP RUN", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with Caution ### **1. ADP RUN** ... high fees ... Poor customer support"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|Workday", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid for small business:** - Massively **overbuilt and overpriced** for teams under 50 employees"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|SAP SuccessFactors", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-First Platforms (Workday, SAP SuccessFactors, Oracle) **Why avoid for small business:**"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|Oracle", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-First Platforms (Workday, SAP SuccessFactors, Oracle) **Why avoid for small business:**"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|Rippling", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rippling (for very small teams) **Why be cautious:** ... feature-rich to the point of complexity"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|Gusto", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Gusto** | Payroll-first, simple onboarding | ~$49 base + $6/employee"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|BambooHR", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**BambooHR** | All-in-one HRIS for growing teams"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|FirstHR", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**FirstHR** | Flat-rate simplicity | $98–$198/month flat"}, {"id": "mai-20260917-1752-baseline|c166-s6|moonshot-small|OnPay", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**OnPay** | Tracking compliance requirements"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Rippling", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complaints of clunky UI, slow loads, payroll glitches, inconsistent support ... better for 100+ employees"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Enboarder", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "overbuilt/overpriced ($4-8/employee/month + $5k-20k setup"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|BambooHR", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Safer SMB picks: Go with Gusto/OnPay for basics, BambooHR for HR focus"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Gusto", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer SMB picks: Go with Gusto/OnPay for basics"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|OnPay", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Go with Gusto/OnPay for basics"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Google Workspace checklists", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Google Workspace checklists", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free-ish like Google Workspace checklists if hiring <10/year"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Appcues", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appcues", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Start at $249-300+/month ... enterprise pricing (MAU-based, hidden quotes), complexity for <1k users"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Pendo", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Start at $249-300+/month ... enterprise pricing (MAU-based, hidden quotes)"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Userguiding", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userguiding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Reviews flag as \"insane\" for early-stage"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|WalkMe", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Strictly enterprise-only; avoid entirely for SMBs."}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Dock", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Safer SMB picks: Dock (free tier)"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Monday.com", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Monday.com ($9/user)"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Rocketlane", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Rocketlane ($49/user) for structured flows"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Notion", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "If <20 employees/clients, use Notion/Slack + DocuSign before paid tools"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|Slack", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "use Notion/Slack + DocuSign before paid tools"}, {"id": "mai-20260917-1752-baseline|c166-s6|xai-small|DocuSign", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "DocuSign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "use Notion/Slack + DocuSign before paid tools"}, {"id": "mai-20260917-1752-baseline|c166-s6|zai-small|Rippling", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Rippling is a popular choice for its automation, recent reviews highlight significant downsides for small businesses regarding cost and support."}, {"id": "mai-20260917-1752-baseline|c166-s6|zai-small|ADP", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid legacy systems like ADP if you value speed"}, {"id": "mai-20260917-1752-baseline|c168-l1|alibaba-small|Culture Cloud by O.C. Tanner", "prompt": "c168-l1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Culture Cloud by O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For very large, complex multinational firms, **O.C. Tanner** remains the primary choice."}, {"id": "mai-20260917-1752-baseline|c168-l1|alibaba-small|Achievers", "prompt": "c168-l1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-to-large B2B companies, **Achievers** or **Workhuman** are the safest bets"}, {"id": "mai-20260917-1752-baseline|c168-l1|alibaba-small|Workhuman", "prompt": "c168-l1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Achievers** or **Workhuman** are the safest bets for balancing cost, ease of adoption, and impact."}, {"id": "mai-20260917-1752-baseline|c168-l1|alibaba-small|Vantage Circle", "prompt": "c168-l1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Rewards & Ease of Use"}, {"id": "mai-20260917-1752-baseline|c168-l1|alibaba-small|Awardco", "prompt": "c168-l1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vantage Circle** or **Awardco** ... These are the modern challengers."}, {"id": "mai-20260917-1752-baseline|c168-l1|alibaba-small|Blueboard", "prompt": "c168-l1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Experiential Rewards"}, {"id": "mai-20260917-1752-baseline|c168-l1|anthropic-small|Bonusly", "prompt": "c168-l1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular platforms in this space** include Bonusly, Guidepoint, Kudos, Workato, and others"}, {"id": "mai-20260917-1752-baseline|c168-l1|anthropic-small|Guidepoint", "prompt": "c168-l1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular platforms in this space** include Bonusly, Guidepoint, Kudos, Workato, and others"}, {"id": "mai-20260917-1752-baseline|c168-l1|anthropic-small|Kudos", "prompt": "c168-l1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Popular platforms in this space** include Bonusly, Guidepoint, Kudos, Workato, and others"}, {"id": "mai-20260917-1752-baseline|c168-l1|anthropic-small|Workato", "prompt": "c168-l1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workato", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Popular platforms in this space** include Bonusly, Guidepoint, Kudos, Workato, and others"}, {"id": "mai-20260917-1752-baseline|c168-l1|challenger-small|Workhuman", "prompt": "c168-l1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is **Workhuman**"}, {"id": "mai-20260917-1752-baseline|c168-l1|challenger-small|Achievers", "prompt": "c168-l1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Achievers** is the closest alternative and is frequently recommended for enterprise use"}, {"id": "mai-20260917-1752-baseline|c168-l1|challenger-small|Awardco", "prompt": "c168-l1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Awardco** for organizations that want **Amazon Business integration** and flexible global rewards"}, {"id": "mai-20260917-1752-baseline|c168-l1|challenger-small|WorkTango", "prompt": "c168-l1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**WorkTango** for companies that want **surveys + recognition** in one platform"}, {"id": "mai-20260917-1752-baseline|c168-l1|challenger-small|Workvivo", "prompt": "c168-l1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workvivo** if you also want a **social intranet/culture hub** alongside recognition"}, {"id": "mai-20260917-1752-baseline|c168-l1|deepseek-small|Workhuman (Social Recognition)", "prompt": "c168-l1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman (Social Recognition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **Workhuman** and **Achievers** as your primary candidates"}, {"id": "mai-20260917-1752-baseline|c168-l1|deepseek-small|Achievers", "prompt": "c168-l1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **Workhuman** and **Achievers** as your primary candidates"}, {"id": "mai-20260917-1752-baseline|c168-l1|deepseek-small|O.C. Tanner Culture Cloud", "prompt": "c168-l1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "O.C. Tanner Culture Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest overall rating in this space (G2 4.8/5 from ~1,900 reviews)"}, {"id": "mai-20260917-1752-baseline|c168-l1|deepseek-small|Awardco", "prompt": "c168-l1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often listed as \"best for enterprise\" alongside Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-l1|deepseek-small|Bonusly", "prompt": "c168-l1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best only if you're under ~500 employees ... generally *not* the right fit for a large enterprise B2B"}, {"id": "mai-20260917-1752-baseline|c168-l1|google-small|Awardco", "prompt": "c168-l1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Awardco: Best Overall for Cost-Efficiency and Global Fulfillment"}, {"id": "mai-20260917-1752-baseline|c168-l1|google-small|Achievers", "prompt": "c168-l1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Achievers: Best for Massive Scale, Culture-Building, and Analytics"}, {"id": "mai-20260917-1752-baseline|c168-l1|google-small|Workhuman", "prompt": "c168-l1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Workhuman: Best for Social Recognition and DE&I Insights"}, {"id": "mai-20260917-1752-baseline|c168-l1|google-small|Teamflect", "prompt": "c168-l1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Teamflect: Best for Microsoft 365-Heavy B2B Companies"}, {"id": "mai-20260917-1752-baseline|c168-l1|meta-small|Achievers", "prompt": "c168-l1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated platforms include Achievers, Tremendous, and Select Software Reviews."}, {"id": "mai-20260917-1752-baseline|c168-l1|meta-small|Tremendous", "prompt": "c168-l1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Tremendous", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated platforms include Achievers, Tremendous, and Select Software Reviews."}, {"id": "mai-20260917-1752-baseline|c168-l1|minimax-small|Workhuman", "prompt": "c168-l1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline|c168-l1|minimax-small|Achievers", "prompt": "c168-l1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workhuman** or **Achievers** are the leading choices"}, {"id": "mai-20260917-1752-baseline|c168-l1|minimax-small|AwardCo", "prompt": "c168-l1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AwardCo** (Best for Flexibility & Scale)"}, {"id": "mai-20260917-1752-baseline|c168-l1|minimax-small|O.C. Tanner", "prompt": "c168-l1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**O.C. Tanner** (Best for Global Recognition)"}, {"id": "mai-20260917-1752-baseline|c168-l1|mistral-small|Workhuman", "prompt": "c168-l1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** and **Achievers** are the top choices due to their scalability, integration capabilities, and proven track records in large organizations"}, {"id": "mai-20260917-1752-baseline|c168-l1|mistral-small|Achievers", "prompt": "c168-l1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman** and **Achievers** are the top choices"}, {"id": "mai-20260917-1752-baseline|c168-l1|mistral-small|Assembly", "prompt": "c168-l1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Assembly** and **Nectar** are also excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c168-l1|mistral-small|Nectar", "prompt": "c168-l1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Assembly** and **Nectar** are also excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c168-l1|mistral-small|WorkTango", "prompt": "c168-l1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for feedback-rich recognition and listening programs"}, {"id": "mai-20260917-1752-baseline|c168-l1|moonshot-small|Workhuman", "prompt": "c168-l1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** or **Achievers** are typically the safest choices due to their proven enterprise track record, scale, and integration capabilities"}, {"id": "mai-20260917-1752-baseline|c168-l1|moonshot-small|Achievers", "prompt": "c168-l1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman** or **Achievers** are typically the safest choices"}, {"id": "mai-20260917-1752-baseline|c168-l1|moonshot-small|Awardco", "prompt": "c168-l1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a primary concern, **Awardco** offers excellent value with high user satisfaction."}, {"id": "mai-20260917-1752-baseline|c168-l1|moonshot-small|Semos Cloud", "prompt": "c168-l1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Semos Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Comprehensive employee experience"}, {"id": "mai-20260917-1752-baseline|c168-l1|moonshot-small|Blueboard", "prompt": "c168-l1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Blueboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Experiential rewards"}, {"id": "mai-20260917-1752-baseline|c168-l1|openai-small|Workhuman", "prompt": "c168-l1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" pick is usually **Workhuman**"}, {"id": "mai-20260917-1752-baseline|c168-l1|openai-small|Bonusly", "prompt": "c168-l1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a simpler, highly adopted peer-to-peer model:** **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-l1|openai-small|Awardco", "prompt": "c168-l1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if rewards/catalog flexibility is the priority:** **Awardco**"}, {"id": "mai-20260917-1752-baseline|c168-l1|openai-small|Vantage Circle", "prompt": "c168-l1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vantage Circle** or **WorkTango** are worth a look"}, {"id": "mai-20260917-1752-baseline|c168-l1|openai-small|WorkTango", "prompt": "c168-l1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vantage Circle** or **WorkTango** are worth a look"}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|Workhuman", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workhuman leads for enterprise/global; O.C. Tanner for strategic depth."}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|Achievers (Culture Cloud)", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers (Culture Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "G2 2026: Achievers #1 for large-scale; Workhuman/Motivosity top-rated."}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|O.C. Tanner", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for B2B firms like Microsoft; Gartner Peer Insights favorite for large corps."}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|Awardco", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless Amazon/1,000+ vendor catalog, peer recognition, eNPS surveys."}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|Motivosity", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for distributed B2B teams; G2 4.7/5 from enterprise users."}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|Semos Cloud", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Semos Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Peer Insights highlights Semos Cloud/Vantage Circle as contenders for HR-integrated setups."}, {"id": "mai-20260917-1752-baseline|c168-l1|xai-small|Vantage Circle", "prompt": "c168-l1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Peer Insights highlights Semos Cloud/Vantage Circle as contenders for HR-integrated setups."}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Workhuman", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** is a top choice."}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Awardco", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Awardco** delivers strong adoption and ease of redemption."}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Bucketlist Rewards", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bucketlist Rewards** is highly rated for enterprise scale."}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Bonusly", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bonusly** is a solid mid\\u2011market option."}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Guusto", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid\\u2011large organizations with budget constraints"}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Assembly", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies wanting a simple, user\\u2011friendly platform"}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Matter", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid\\u2011size teams needing lightweight, flexible recognition"}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Kazoo", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kazoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations focused on automation and frontline teams"}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Kudos", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies prioritizing integrations and workflow\\u2011native recognition"}, {"id": "mai-20260917-1752-baseline|c168-l1|zai-small|Stadium", "prompt": "c168-l1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Stadium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you need local fulfillment and culturally relevant rewards across regions, consider **Stadium**."}, {"id": "mai-20260917-1752-baseline|c168-l2|alibaba-small|Reward Gateway", "prompt": "c168-l2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Reward Gateway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Holistic Enterprise Choice: Reward Gateway ... arguably the market leader for large enterprises"}, {"id": "mai-20260917-1752-baseline|c168-l2|alibaba-small|Lifeworks", "prompt": "c168-l2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Lifeworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Data-Driven Choice: Lifeworks ... If your leadership team cares about the *ROI* ... this is the best choice."}, {"id": "mai-20260917-1752-baseline|c168-l2|alibaba-small|Vantage Circle", "prompt": "c168-l2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Catalog & Convenience Choice: Vantage Circle ... often preferred when the sheer volume of employee requests"}, {"id": "mai-20260917-1752-baseline|c168-l2|alibaba-small|Kudos", "prompt": "c168-l2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company lives inside Teams, Kudos is the most frictionless experience."}, {"id": "mai-20260917-1752-baseline|c168-l2|anthropic-small|Achievers", "prompt": "c168-l2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Achievers** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline|c168-l2|anthropic-small|Workhuman", "prompt": "c168-l2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workhuman** if you want advanced workforce intelligence alongside recognition capabilities"}, {"id": "mai-20260917-1752-baseline|c168-l2|anthropic-small|Awardco", "prompt": "c168-l2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Awardco delivers one of the largest catalogs with no markup"}, {"id": "mai-20260917-1752-baseline|c168-l2|challenger-small|Achievers", "prompt": "c168-l2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Achievers** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline|c168-l2|challenger-small|Awardco", "prompt": "c168-l2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Awardco** as the best alternative if your top priority is *controlled, auditable rewards redemption*"}, {"id": "mai-20260917-1752-baseline|c168-l2|challenger-small|Workhuman", "prompt": "c168-l2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workhuman** is also worth a close look if your priority is broader employee experience"}, {"id": "mai-20260917-1752-baseline|c168-l2|challenger-small|Bonusly", "prompt": "c168-l2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less clearly positioned as the best fit for a very large, globally distributed B2B workforce"}, {"id": "mai-20260917-1752-baseline|c168-l2|challenger-small|Motivosity", "prompt": "c168-l2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Motivosity's review specifically calls it best for large companies"}, {"id": "mai-20260917-1752-baseline|c168-l2|deepseek-small|Achievers", "prompt": "c168-l2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Achievers** as your top candidate given its enterprise focus and global rewards marketplace"}, {"id": "mai-20260917-1752-baseline|c168-l2|deepseek-small|O.C. Tanner", "prompt": "c168-l2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "O.C. Tanner is the go-to for **large enterprise / global recognition** ... (just note it's the higher-cost tier)"}, {"id": "mai-20260917-1752-baseline|c168-l2|deepseek-small|Bonusly", "prompt": "c168-l2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bonusly** — *Best for peer-to-peer culture at scale*"}, {"id": "mai-20260917-1752-baseline|c168-l2|google-small|Awardco", "prompt": "c168-l2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary driver is **saving money and giving employees the widest possible reward choice**, go with **Awardco**."}, {"id": "mai-20260917-1752-baseline|c168-l2|google-small|Workhuman", "prompt": "c168-l2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with **Workhuman**"}, {"id": "mai-20260917-1752-baseline|c168-l2|google-small|Achievers", "prompt": "c168-l2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **Achievers**"}, {"id": "mai-20260917-1752-baseline|c168-l2|google-small|Bonusly", "prompt": "c168-l2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While Bonusly is highly popular in the mid-market, its Enterprise tier is incredibly effective for large B2B organizations"}, {"id": "mai-20260917-1752-baseline|c168-l2|meta-small|Awardco", "prompt": "c168-l2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Awardco: Best overall for most teams"}, {"id": "mai-20260917-1752-baseline|c168-l2|meta-small|Achievers", "prompt": "c168-l2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers integration into daily tools like Slack, Teams, and Outlook, and provides scalability for large companies."}, {"id": "mai-20260917-1752-baseline|c168-l2|meta-small|Workhuman", "prompt": "c168-l2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a range of employee rewards software platforms, including some that are specifically designed for large companies."}, {"id": "mai-20260917-1752-baseline|c168-l2|minimax-small|Achievers", "prompt": "c168-l2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Achievers** would be my top recommendation for your situation."}, {"id": "mai-20260917-1752-baseline|c168-l2|minimax-small|Workhuman", "prompt": "c168-l2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "requesting demos from the top 2-3 options (Achievers, Workhuman, and Awardco)"}, {"id": "mai-20260917-1752-baseline|c168-l2|minimax-small|Awardco", "prompt": "c168-l2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises needing comprehensive recognition"}, {"id": "mai-20260917-1752-baseline|c168-l2|minimax-small|O.C. Tanner", "prompt": "c168-l2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "O.C. Tanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Large enterprise global recognition ... **Pricing:** Premium ($$$$)"}, {"id": "mai-20260917-1752-baseline|c168-l2|mistral-small|Workhuman", "prompt": "c168-l2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large, global organizations needing strategic recognition, flexible rewards, and advanced analytics"}, {"id": "mai-20260917-1752-baseline|c168-l2|mistral-small|Achievers", "prompt": "c168-l2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly rated for driving engagement with a global, locally relevant rewards marketplace"}, {"id": "mai-20260917-1752-baseline|c168-l2|mistral-small|Awardco", "prompt": "c168-l2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want zero-markup catalog rewards and seamless retail fulfillment"}, {"id": "mai-20260917-1752-baseline|c168-l2|mistral-small|Motivosity", "prompt": "c168-l2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong all-in-one option for peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-l2|mistral-small|Reward Gateway", "prompt": "c168-l2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for multinational employers wanting a unified platform"}, {"id": "mai-20260917-1752-baseline|c168-l2|moonshot-small|Workhuman Social Recognition", "prompt": "c168-l2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman Social Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman Social Recognition** ⭐ Best for Enterprise Scale"}, {"id": "mai-20260917-1752-baseline|c168-l2|moonshot-small|Achievers", "prompt": "c168-l2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Achievers** if you want strong enterprise scalability with faster implementation"}, {"id": "mai-20260917-1752-baseline|c168-l2|moonshot-small|Awardco", "prompt": "c168-l2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Awardco** if reward flexibility and cost-effectiveness on the rewards themselves (no markups) are top priorities"}, {"id": "mai-20260917-1752-baseline|c168-l2|openai-small|Achievers", "prompt": "c168-l2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Achievers**"}, {"id": "mai-20260917-1752-baseline|c168-l2|openai-small|Workhuman Social Recognition", "prompt": "c168-l2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman Social Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong all-in-one recognition and engagement suite for enterprise use"}, {"id": "mai-20260917-1752-baseline|c168-l2|openai-small|Awardco", "prompt": "c168-l2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want flexible rewards and tight cost control"}, {"id": "mai-20260917-1752-baseline|c168-l2|openai-small|Culture Cloud by O.C. Tanner", "prompt": "c168-l2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Culture Cloud by O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another strong large-scale enterprise option"}, {"id": "mai-20260917-1752-baseline|c168-l2|openai-small|Bonusly", "prompt": "c168-l2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "I'd usually place it a bit below the above for a truly large, complex enterprise rollout"}, {"id": "mai-20260917-1752-baseline|c168-l2|xai-small|Workhuman", "prompt": "c168-l2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workhuman** as the top employee rewards and recognition program software"}, {"id": "mai-20260917-1752-baseline|c168-l2|xai-small|Achievers", "prompt": "c168-l2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global enterprises (4M+ users supported) | AI analytics, vast rewards marketplace"}, {"id": "mai-20260917-1752-baseline|c168-l2|xai-small|Awardco", "prompt": "c168-l2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious large teams | Amazon-integrated catalog (no markup)"}, {"id": "mai-20260917-1752-baseline|c168-l2|xai-small|Vantage Circle", "prompt": "c168-l2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global/India-heavy B2B | Affordable global rewards"}, {"id": "mai-20260917-1752-baseline|c168-l2|zai-small|Awardco", "prompt": "c168-l2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Awardco** or **Achievers**, as they are both proven at scale"}, {"id": "mai-20260917-1752-baseline|c168-l2|zai-small|Achievers", "prompt": "c168-l2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Awardco** or **Achievers**, as they are both proven at scale"}, {"id": "mai-20260917-1752-baseline|c168-l2|zai-small|Workhuman", "prompt": "c168-l2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a strategic, culture-driven approach with comprehensive analytics and service milestones, **Workhuman** fits well."}, {"id": "mai-20260917-1752-baseline|c168-l2|zai-small|Bucketlist Rewards", "prompt": "c168-l2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bucketlist Rewards** is a standout option."}, {"id": "mai-20260917-1752-baseline|c168-l3|alibaba-small|Workhuman", "prompt": "c168-l3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workhuman is widely regarded as the leader in **social recognition**"}, {"id": "mai-20260917-1752-baseline|c168-l3|alibaba-small|O.C. Tanner", "prompt": "c168-l3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "O.C. Tanner is the oldest and most established player, particularly strong in **service awards, milestone programs**"}, {"id": "mai-20260917-1752-baseline|c168-l3|alibaba-small|Achievers", "prompt": "c168-l3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **deep HRIS integration** (Workday/SAP)... **Achievers**"}, {"id": "mai-20260917-1752-baseline|c168-l3|alibaba-small|Awardco", "prompt": "c168-l3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Awardco offers one of the **largest global reward catalogs**"}, {"id": "mai-20260917-1752-baseline|c168-l3|alibaba-small|Motivosity", "prompt": "c168-l3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **simplicity, gamification, and lower upfront complexity**: **Motivosity**."}, {"id": "mai-20260917-1752-baseline|c168-l3|anthropic-small|Workhuman", "prompt": "c168-l3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workhuman is an enterprise recognition platform built for organizations running formal, highly managed recognition programs at scale."}, {"id": "mai-20260917-1752-baseline|c168-l3|anthropic-small|Assembly", "prompt": "c168-l3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Assembly combines peer-to-peer recognition, automated rewards, and engagement tools with a 4.9/5 G2 rating."}, {"id": "mai-20260917-1752-baseline|c168-l3|anthropic-small|AwardCo", "prompt": "c168-l3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Its enterprise-grade feature set and broad reward catalog make it a strong fit for companies with complex, multi-region recognition needs"}, {"id": "mai-20260917-1752-baseline|c168-l3|anthropic-small|Bucketlist Rewards", "prompt": "c168-l3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bucketlist handles automated recognition at scale, with milestone celebrations auto-triggered"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Workhuman", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely described as a market leader in enterprise recognition"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Achievers", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Achievers** if you want **enterprise-grade global reach, integrations, and measurable engagement**"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Awardco", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Awardco** if your priority is **reward flexibility**"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|WorkTango", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **WorkTango** or **Nectar** if you want recognition as part of a broader **employee listening/communications** stack"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Bucketlist Rewards", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong configurable rewards marketplace and enterprise scalability"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Motivosity", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Motivosity** or **Kudos** if your main goal is **culture and peer-to-peer adoption**"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Kudos", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focuses on **values-based recognition** and culture alignment"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Terryberry", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Terryberry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Terryberry** if you want recognition plus **wellness** in a unified platform"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Vantage Circle", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Positioned as a modular platform with mix-and-match capabilities for global teams"}, {"id": "mai-20260917-1752-baseline|c168-l3|challenger-small|Nectar", "prompt": "c168-l3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Bundles recognition with **internal communications** and listening tools"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Amazon Rekognition", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Amazon Rekognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Amazon Rekognition** is the strongest for *face matching and 1:N search at cloud scale*"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Microsoft Azure AI Vision / Face API", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Microsoft Azure AI Vision / Face API", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Azure Face API** is best under *regulatory scrutiny* — but face identification/verification is **gated behind Microsoft's \"Limited Access\" approval process**"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Google Cloud Vision AI", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Google Cloud Vision AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "no identity-matching focus, making it best for non-identity pipelines"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Paravision", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Paravision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top-5 globally in both 1:1 and 1:N; #1 in Americas/Europe; iBeta PAD L1&2"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|NEC", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "NEC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need massive-scale 1:N identification for law enforcement/national ID?** → **NEC** or **IDEMIA**"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|IDEMIA", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "IDEMIA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trusted in passports/border control ... Government, border control, enterprise identity"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Aware", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Aware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Biometric lifecycle orchestration (ABIS) ... Large identity programs, forensic matching"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Thales", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Thales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Biometric enrollment + ID management | Broad enterprise fit"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|Innovatrics", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Innovatrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Need developer-friendly accuracy (NIST top-tier) you can embed into your own product?** → **Paravision or Innovatrics**"}, {"id": "mai-20260917-1752-baseline|c168-l3|deepseek-small|iProov", "prompt": "c168-l3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "iProov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Need deepfake/injection-attack resistance for onboarding?** → **iProov** (active liveness)"}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|Awardco", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Awardco** or **WorkTango** (zero-markup marketplaces) are the most fiscally optimized."}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|Workhuman", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workhuman** provides the most advanced behavioral science reporting on the market."}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|Achievers", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Achievers excels at maintaining **active daily usage**"}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|O.C. Tanner (Culture Cloud)", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner (Culture Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**O.C. Tanner** or specialized frontline tools are built for offline, tablet, or QR-code-based recognition"}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|WorkTango", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WorkTango merges **Surveys & Insights** with **Recognition & Rewards**"}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|Bonusly", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check-in native apps like **Bonusly** or **Teamflect** may yield higher organic adoption"}, {"id": "mai-20260917-1752-baseline|c168-l3|google-small|Teamflect", "prompt": "c168-l3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "check-in native apps like **Bonusly** or **Teamflect** may yield higher organic adoption"}, {"id": "mai-20260917-1752-baseline|c168-l3|meta-small|AwardCo", "prompt": "c168-l3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "AwardCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AwardCo is known for its Amazon catalog integration"}, {"id": "mai-20260917-1752-baseline|c168-l3|meta-small|Bonusly", "prompt": "c168-l3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bonusly is a lightweight peer-to-peer recognition platform"}, {"id": "mai-20260917-1752-baseline|c168-l3|meta-small|Kudos", "prompt": "c168-l3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Kudos is a values-based recognition platform"}, {"id": "mai-20260917-1752-baseline|c168-l3|meta-small|Motivosity", "prompt": "c168-l3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Motivosity is a recognition platform with a community-building focus"}, {"id": "mai-20260917-1752-baseline|c168-l3|meta-small|Nectar", "prompt": "c168-l3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nectar is a recognition, internal comms, and listening platform in one"}, {"id": "mai-20260917-1752-baseline|c168-l3|meta-small|Vantage Circle", "prompt": "c168-l3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vantage Circle is a global recognition platform with a mix-and-match module approach"}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Workhuman", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises needing strategic, globally-recognized solutions, **Workhuman**, **O.C. Tanner**, or **Achievers** are typically the top choices."}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|O.C. Tanner", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman**, **O.C. Tanner**, or **Achievers** are typically the top choices."}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Achievers", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workhuman**, **O.C. Tanner**, or **Achievers** are typically the top choices."}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|AwardCo", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For growing organizations seeking flexibility, **AwardCo** or **Vantage Circle** offer strong scalability."}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Vantage Circle", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AwardCo** or **Vantage Circle** offer strong scalability."}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Nectar", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Nectar combines recognition + internal communications + employee listening"}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Motivosity", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Motivosity (recognition + community building)"}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Kudos", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kudos (values-based recognition)"}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Bonusly", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMB-friendly**: Bonusly, Caroo — lighter weight, more affordable options"}, {"id": "mai-20260917-1752-baseline|c168-l3|minimax-small|Caroo", "prompt": "c168-l3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Caroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SMB-friendly**: Bonusly, Caroo — lighter weight, more affordable options"}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|O.C. Tanner", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises seeking a comprehensive culture platform, not just a recognition tool."}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|Achievers", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market and enterprise organizations wanting a structured, reward-centric recognition platform"}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|Workhuman", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large multinationals where recognition is a strategic part of culture and engagement programs."}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|AwardCo", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "wanting Amazon catalog integration and a highly configurable, scalable platform"}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|Bonusly", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more lightweight and easier to roll out than the big three, but may lack the depth of global support or consultative partnership"}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|Motivosity", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may lack the depth of global support or consultative partnership"}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|Nectar", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may lack the depth of global support or consultative partnership"}, {"id": "mai-20260917-1752-baseline|c168-l3|mistral-small|WorkTango", "prompt": "c168-l3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may lack the depth of global support or consultative partnership"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|Workhuman", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Workhuman**\n- **Best for:** Large multinationals where recognition is strategically important"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|Achievers", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Global enterprises wanting recognition as part of broader people strategy"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|O.C. Tanner", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprise global recognition programs"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|AwardCo", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Key Strength:** Amazon catalog integration with highly configurable platform"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|Kudos", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Culture-driven organizations"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|Motivosity", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|Vantage Circle", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Key Strength:** Mix-and-match modules for maximum flexibility"}, {"id": "mai-20260917-1752-baseline|c168-l3|moonshot-small|Bonusly", "prompt": "c168-l3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "whether you need **standalone recognition** (AwardCo, Bonusly)"}, {"id": "mai-20260917-1752-baseline|c168-l3|openai-small|Achievers", "prompt": "c168-l3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Achievers** if you want a very enterprise-oriented, governance-heavy platform with strong integrations."}, {"id": "mai-20260917-1752-baseline|c168-l3|openai-small|Workhuman Social Recognition / Culture Cloud", "prompt": "c168-l3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman Social Recognition / Culture Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workhuman** if your goal is social recognition at scale and culture connection."}, {"id": "mai-20260917-1752-baseline|c168-l3|openai-small|Awardco", "prompt": "c168-l3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Awardco** if rewards flexibility and global redemption are your top priorities."}, {"id": "mai-20260917-1752-baseline|c168-l3|openai-small|O.C. Tanner Culture Cloud", "prompt": "c168-l3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner Culture Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **O.C. Tanner** if personalization and culture branding matter most."}, {"id": "mai-20260917-1752-baseline|c168-l3|openai-small|Vantage Circle", "prompt": "c168-l3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Vantage Circle** if you want recognition plus broader perks/engagement tooling."}, {"id": "mai-20260917-1752-baseline|c168-l3|openai-small|Nectar", "prompt": "c168-l3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Nectar** if you want a lighter, more all-in-one employee culture suite."}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|O.C. Tanner (Culture Cloud)", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner (Culture Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**O.C. Tanner (Culture Cloud)** - Leader for large-scale, global enterprises."}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Workhuman", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for AI-driven culture and analytics in multinationals."}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Achievers", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for structured, performance-aligned programs; powers Workday Recognition."}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Awardco", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scalable all-rounder with massive reward options, including Amazon integration."}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Kudos", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Values-based peer recognition for culture-focused orgs."}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Motivosity", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more mid-market leaning, though viable for larger teams"}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Bonusly", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Bonusly (scales to mid-enterprise) ... more mid-market leaning"}, {"id": "mai-20260917-1752-baseline|c168-l3|xai-small|Nectar", "prompt": "c168-l3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Nectar appear frequently but are more mid-market leaning"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Workhuman", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Employee Recognition** | Workhuman | ROI tracking and data-driven recognition |"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Kudos Inc.", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos Inc.", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kudos Inc.** | Culture-focused peer recognition | Culture-first approach, strong peer-to-peer features"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Motivosity", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Motivosity** | Social recognition networks"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Awardco", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Awardco** | Inclusive recognition with personalized rewards"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Achievers", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Achievers** | Embedding recognition into daily work | Deep integration with daily workflows, comprehensive feature set"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Bonusly", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bonusly** | Transparent peer-to-peer micro-recognition"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|WorkTango", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**WorkTango** | Global and multi-national teams"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Qarrot", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Qarrot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Qarrot** | Small businesses launching structured recognition programs"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Snappy", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Snappy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Snappy** | Employee gifting and automated rewards"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Compt", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Compt** | Lifestyle benefits and flexible employee stipends"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Vantage Circle", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Vantage Circle** | Global rewards and employee discounts"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Reward Gateway", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Reward Gateway** | Combining rewards with other benefits"}, {"id": "mai-20260917-1752-baseline|c168-l3|zai-small|Crewhu", "prompt": "c168-l3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Crewhu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "operational/feedback-driven (Crewhu)"}, {"id": "mai-20260917-1752-baseline|c168-l4|alibaba-small|Bonusly", "prompt": "c168-l4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best for Transparency: Bonusly\nBonusly is the industry leader for straightforward pricing."}, {"id": "mai-20260917-1752-baseline|c168-l4|alibaba-small|Reward Gateway", "prompt": "c168-l4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Massive Global Scale: Reward Gateway"}, {"id": "mai-20260917-1752-baseline|c168-l4|alibaba-small|Workvivo", "prompt": "c168-l4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Bundle Deals: Workvivo"}, {"id": "mai-20260917-1752-baseline|c168-l4|alibaba-small|Kudos", "prompt": "c168-l4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some platforms (like Kudos or Achievers) have basic plans for managers, but charge significantly more to upgrade managers to \"Admin\" roles"}, {"id": "mai-20260917-1752-baseline|c168-l4|alibaba-small|Achievers", "prompt": "c168-l4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some platforms (like Kudos or Achievers) have basic plans for managers, but charge significantly more to upgrade managers"}, {"id": "mai-20260917-1752-baseline|c168-l4|anthropic-small|Achievers", "prompt": "c168-l4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Achievers** (Top recommendation for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c168-l4|anthropic-small|Workhuman", "prompt": "c168-l4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Workhuman** (For social recognition at scale)"}, {"id": "mai-20260917-1752-baseline|c168-l4|anthropic-small|O.C. Tanner's Culture Cloud", "prompt": "c168-l4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "O.C. Tanner's Culture Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culture Cloud helps large enterprises manage recognition and culture-building programs globally"}, {"id": "mai-20260917-1752-baseline|c168-l4|anthropic-small|Terryberry", "prompt": "c168-l4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Terryberry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some platforms like Terryberry charge when points are redeemed rather than when issued"}, {"id": "mai-20260917-1752-baseline|c168-l4|challenger-small|Achievers", "prompt": "c168-l4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **Achievers** first"}, {"id": "mai-20260917-1752-baseline|c168-l4|challenger-small|Workhuman", "prompt": "c168-l4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "use **Workhuman** as the main alternative if you want a more customized enterprise program"}, {"id": "mai-20260917-1752-baseline|c168-l4|challenger-small|Awardco", "prompt": "c168-l4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Flexible enterprise platform, but costs can vary with reward usage and configuration."}, {"id": "mai-20260917-1752-baseline|c168-l4|challenger-small|O.C. Tanner", "prompt": "c168-l4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "O.C. Tanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-oriented, but pricing is not presented as simple fixed per-user billing in these results."}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Motivosity", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best choice is **Motivosity** if you want pure, predictable per-seat pricing at scale"}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Workhuman", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman** if you want a **single negotiated annual fee** that doesn't change as you hire/fire (most predictable overall)"}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Achievers", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade but custom pricing (less predictable upfront)"}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Awardco", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most large-enterprise platforms (Achievers, Workhuman, Awardco, Reward Gateway) hide pricing behind custom quotes."}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Reward Gateway", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Reward Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms that quote only on modules/regions (like Reward Gateway) if you need a quick, predictable budget."}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Bonusly", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only recommended if you're sub-1,000 employees and want to stay on a published per-seat plan."}, {"id": "mai-20260917-1752-baseline|c168-l4|deepseek-small|Nectar", "prompt": "c168-l4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Great for mid-market (up to ~2,000 employees), but less mature for complex global enterprise needs."}, {"id": "mai-20260917-1752-baseline|c168-l4|google-small|Awardco", "prompt": "c168-l4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Awardco (Best Overall for Large Companies)\nAwardco is widely considered the gold standard for cost predictability at scale."}, {"id": "mai-20260917-1752-baseline|c168-l4|google-small|Achievers", "prompt": "c168-l4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Achievers (Best for Complex, Global Enterprises)"}, {"id": "mai-20260917-1752-baseline|c168-l4|google-small|Recognize", "prompt": "c168-l4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Recognize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognize is highly rated for its transparency and for protecting company cash flow."}, {"id": "mai-20260917-1752-baseline|c168-l4|google-small|Guusto", "prompt": "c168-l4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Guusto** is an incredibly cost-effective choice."}, {"id": "mai-20260917-1752-baseline|c168-l4|meta-small|Achievers", "prompt": "c168-l4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its highly intuitive platform and strong rewards marketplace, Achievers is a popular choice for large-scale recognition programs. However, its pricing is custom"}, {"id": "mai-20260917-1752-baseline|c168-l4|meta-small|Awardco", "prompt": "c168-l4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Awardco offers a feature-rich platform with reward personalization options and a unique alliance with Amazon Business."}, {"id": "mai-20260917-1752-baseline|c168-l4|meta-small|Motivosity", "prompt": "c168-l4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Motivosity offers its Recognition and Rewards package at $4 per employee per month"}, {"id": "mai-20260917-1752-baseline|c168-l4|meta-small|Bonusly", "prompt": "c168-l4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly provides a 14-day free trial and three subscription tiers"}, {"id": "mai-20260917-1752-baseline|c168-l4|minimax-small|Awardco", "prompt": "c168-l4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For full enterprise capabilities with budget predictability, push Awardco or Achievers for a flat-fee structure."}, {"id": "mai-20260917-1752-baseline|c168-l4|minimax-small|Bonusly", "prompt": "c168-l4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need the most predictable per-user model with public pricing, **Bonusly** or **Nectar** offer the clearest formulas."}, {"id": "mai-20260917-1752-baseline|c168-l4|minimax-small|Nectar", "prompt": "c168-l4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**$4 per user/month** with clear pricing... Good for companies wanting predictability."}, {"id": "mai-20260917-1752-baseline|c168-l4|minimax-small|Achievers", "prompt": "c168-l4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "push Awardco or Achievers for a flat-fee structure"}, {"id": "mai-20260917-1752-baseline|c168-l4|minimax-small|Workhuman", "prompt": "c168-l4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Workhuman ranges $100-$500 per employee annually\\u2014significant variance."}, {"id": "mai-20260917-1752-baseline|c168-l4|mistral-small|Achievers", "prompt": "c168-l4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Achievers and Awardco are the top recommendations due to their scalable, per-user pricing and enterprise-focused features"}, {"id": "mai-20260917-1752-baseline|c168-l4|mistral-small|Awardco", "prompt": "c168-l4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Achievers and Awardco are the top recommendations due to their scalable, per-user pricing"}, {"id": "mai-20260917-1752-baseline|c168-l4|mistral-small|O.C. Tanner", "prompt": "c168-l4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "O.C. Tanner is also a strong contender for global enterprises willing to invest in a premium solution."}, {"id": "mai-20260917-1752-baseline|c168-l4|moonshot-small|Workhuman", "prompt": "c168-l4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** or **Achievers** are your best bets because they offer: **Flat enterprise pricing**"}, {"id": "mai-20260917-1752-baseline|c168-l4|moonshot-small|Achievers", "prompt": "c168-l4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman** or **Achievers** are your best bets"}, {"id": "mai-20260917-1752-baseline|c168-l4|moonshot-small|Awardco", "prompt": "c168-l4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a primary concern and you want to start smaller, **Awardco** offers the most transparent published pricing with flat annual fees."}, {"id": "mai-20260917-1752-baseline|c168-l4|openai-small|Workhuman", "prompt": "c168-l4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** is the strongest enterprise-oriented option I found for that use case"}, {"id": "mai-20260917-1752-baseline|c168-l4|openai-small|Bonusly", "prompt": "c168-l4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bonusly notes total cost includes subscription plus reward redemptions"}, {"id": "mai-20260917-1752-baseline|c168-l4|openai-small|BRAVO", "prompt": "c168-l4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "BRAVO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BRAVO bills redemptions separately"}, {"id": "mai-20260917-1752-baseline|c168-l4|openai-small|Matter", "prompt": "c168-l4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less clearly optimized for very large, fixed-budget enterprise rollouts"}, {"id": "mai-20260917-1752-baseline|c168-l4|openai-small|TeamToast", "prompt": "c168-l4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "TeamToast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less clearly optimized for very large, fixed-budget enterprise rollouts"}, {"id": "mai-20260917-1752-baseline|c168-l4|xai-small|Assembly", "prompt": "c168-l4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Assembly** stands out as the best employee recognition platform for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c168-l4|xai-small|Bonusly", "prompt": "c168-l4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Medium: Starts predictable but enterprises negotiate; rewards separate ... less transparent at scale."}, {"id": "mai-20260917-1752-baseline|c168-l4|xai-small|Nectar", "prompt": "c168-l4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High initially, but custom Enterprise for 500+; $4K min annual. | Solid for mid-large (50–5K)"}, {"id": "mai-20260917-1752-baseline|c168-l4|xai-small|Motivosity", "prompt": "c168-l4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low-Medium: Quote-based bundles; predictable once locked. ... requires sales scoping."}, {"id": "mai-20260917-1752-baseline|c168-l4|xai-small|Awardco", "prompt": "c168-l4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low: Active users + tiers + rewards; ... Rewards-heavy; Amazon integration great but variable spend."}, {"id": "mai-20260917-1752-baseline|c168-l4|xai-small|Workhuman/Achievers", "prompt": "c168-l4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman/Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Low: No public PUPM; tied to payroll % or modules. | True enterprises, but budgeting needs deep negotiation."}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Assembly", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is likely Assembly. It publishes transparent, per‑user pricing with no hidden minimums"}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Awardco", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise‑grade, but pricing is quote‑gated and can be high"}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Workhuman", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often require custom quotes with significant minimums and variable pricing, making budgeting more difficult at scale"}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Achievers", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "custom quotes often exceed $100k/year for large orgs"}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Bonusly", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for SMBs; not designed for 10,000+ user scale"}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Nectar", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid‑market focus; minimum can be limiting at scale"}, {"id": "mai-20260917-1752-baseline|c168-l4|zai-small|Guusto", "prompt": "c168-l4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Minimums can constrain flexibility at scale"}, {"id": "mai-20260917-1752-baseline|c168-l5|deepseek-small|Workhuman", "prompt": "c168-l5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** and **Achievers** are the usual enterprise leaders worth putting through this"}, {"id": "mai-20260917-1752-baseline|c168-l5|deepseek-small|Achievers", "prompt": "c168-l5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman** and **Achievers** are the usual enterprise leaders worth putting through this"}, {"id": "mai-20260917-1752-baseline|c168-l5|google-small|Awardco", "prompt": "c168-l5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Awardco: Strongly favored by procurement due to its direct integration with Amazon Business (zero-markup on millions of items) and robust enterprise tax/budget controls."}, {"id": "mai-20260917-1752-baseline|c168-l5|google-small|Workhuman", "prompt": "c168-l5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A massive player in the enterprise space, highly sophisticated in global compliance, tax, and deep behavioral analytics."}, {"id": "mai-20260917-1752-baseline|c168-l5|google-small|Bonusly", "prompt": "c168-l5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly popular for its excellent Slack/Teams integrations and peer-to-peer focus, with strong enterprise security controls."}, {"id": "mai-20260917-1752-baseline|c168-l5|google-small|Guusto", "prompt": "c168-l5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for companies looking for robust budget controls, 100% refund on unused points (excellent for procurement), and global capabilities."}, {"id": "mai-20260917-1752-baseline|c168-l5|meta-small|Rewardian", "prompt": "c168-l5", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Rewardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular employee recognition platforms that meet these criteria include Rewardian, Achievers, and Awardco."}, {"id": "mai-20260917-1752-baseline|c168-l5|meta-small|Achievers", "prompt": "c168-l5", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular employee recognition platforms that meet these criteria include Rewardian, Achievers, and Awardco."}, {"id": "mai-20260917-1752-baseline|c168-l5|meta-small|Awardco", "prompt": "c168-l5", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular employee recognition platforms that meet these criteria include Rewardian, Achievers, and Awardco."}, {"id": "mai-20260917-1752-baseline|c168-l5|minimax-small|Rewordin", "prompt": "c168-l5", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Rewordin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "platforms that explicitly market enterprise-readiness at your scale include **Rewordin**, **Achievers**, **Bucketlist Rewards**, and **Vantage Circle**"}, {"id": "mai-20260917-1752-baseline|c168-l5|minimax-small|Achievers", "prompt": "c168-l5", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platforms that explicitly market enterprise-readiness at your scale include **Rewordin**, **Achievers**, **Bucketlist Rewards**, and **Vantage Circle**"}, {"id": "mai-20260917-1752-baseline|c168-l5|minimax-small|Bucketlist Rewards", "prompt": "c168-l5", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms that explicitly market enterprise-readiness at your scale include **Rewordin**, **Achievers**, **Bucketlist Rewards**, and **Vantage Circle**"}, {"id": "mai-20260917-1752-baseline|c168-l5|minimax-small|Vantage Circle", "prompt": "c168-l5", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms that explicitly market enterprise-readiness at your scale include **Rewordin**, **Achievers**, **Bucketlist Rewards**, and **Vantage Circle**"}, {"id": "mai-20260917-1752-baseline|c168-l5|mistral-small|Bonusly", "prompt": "c168-l5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors based on your requirements (e.g., Bonusly, Motivosity, Achievers, Workhuman, etc.)"}, {"id": "mai-20260917-1752-baseline|c168-l5|mistral-small|Motivosity", "prompt": "c168-l5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Bonusly, Motivosity, Achievers, Workhuman, etc."}, {"id": "mai-20260917-1752-baseline|c168-l5|mistral-small|Achievers", "prompt": "c168-l5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Bonusly, Motivosity, Achievers, Workhuman, etc."}, {"id": "mai-20260917-1752-baseline|c168-l5|mistral-small|Workhuman", "prompt": "c168-l5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Bonusly, Motivosity, Achievers, Workhuman, etc."}, {"id": "mai-20260917-1752-baseline|c168-l5|moonshot-small|Achievers", "prompt": "c168-l5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Achievers** – Global enterprise focus, extensive integrations"}, {"id": "mai-20260917-1752-baseline|c168-l5|moonshot-small|Workhuman", "prompt": "c168-l5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workhuman** – AI-powered insights, strong analytics"}, {"id": "mai-20260917-1752-baseline|c168-l5|moonshot-small|Kudos", "prompt": "c168-l5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kudos** – Culture-focused with comprehensive analytics"}, {"id": "mai-20260917-1752-baseline|c168-l5|moonshot-small|WorkTango", "prompt": "c168-l5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WorkTango** – Global/multi-national team support"}, {"id": "mai-20260917-1752-baseline|c168-l5|moonshot-small|Reward Gateway", "prompt": "c168-l5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Reward Gateway** – Strong international presence"}, {"id": "mai-20260917-1752-baseline|c168-l5|openai-small|Motivosity", "prompt": "c168-l5", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like Motivosity and Bonusly publicly state SOC 2 Type II and SSO/SCIM support"}, {"id": "mai-20260917-1752-baseline|c168-l5|openai-small|Bonusly", "prompt": "c168-l5", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Motivosity and Bonusly publicly state SOC 2 Type II and SSO/SCIM support"}, {"id": "mai-20260917-1752-baseline|c168-l5|xai-small|Achievers", "prompt": "c168-l5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on vendors like Achievers, Awardco, Workhuman, Bucketlist Rewards, and others"}, {"id": "mai-20260917-1752-baseline|c168-l5|xai-small|Awardco", "prompt": "c168-l5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on vendors like Achievers, Awardco, Workhuman, Bucketlist Rewards, and others"}, {"id": "mai-20260917-1752-baseline|c168-l5|xai-small|Workhuman", "prompt": "c168-l5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on vendors like Achievers, Awardco, Workhuman, Bucketlist Rewards, and others"}, {"id": "mai-20260917-1752-baseline|c168-l5|xai-small|Bucketlist Rewards", "prompt": "c168-l5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on vendors like Achievers, Awardco, Workhuman, Bucketlist Rewards, and others"}, {"id": "mai-20260917-1752-baseline|c168-l5|xai-small|Bonusly", "prompt": "c168-l5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and others (e.g., Bonusly, Kudos)"}, {"id": "mai-20260917-1752-baseline|c168-l5|xai-small|Kudos", "prompt": "c168-l5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and others (e.g., Bonusly, Kudos)"}, {"id": "mai-20260917-1752-baseline|c168-l6|alibaba-small|Bonusly", "prompt": "c168-l6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely ... SMB-Focused \"Peer-Shout-Out\" Tools (e.g., Lightweight versions of Bonusly or generic Slack/Teams integrations)"}, {"id": "mai-20260917-1752-baseline|c168-l6|alibaba-small|Achievers", "prompt": "c168-l6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "⚠️ **Achievers** (Leader in Enterprise Space) ... \"Point-to-value\" inconsistencies"}, {"id": "mai-20260917-1752-baseline|c168-l6|alibaba-small|Awardco", "prompt": "c168-l6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "⚠️ **Awardco** ... Amazon Business dependency limits catalog diversity and can inflate prices"}, {"id": "mai-20260917-1752-baseline|c168-l6|alibaba-small|Nectar", "prompt": "c168-l6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "⚠️ **Nectar / Modular Culture Platforms** ... Monthly points expire before month-end"}, {"id": "mai-20260917-1752-baseline|c168-l6|alibaba-small|O.C. Tanner", "prompt": "c168-l6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "⚠️ **O.C. Tanner / Traditional Catalog-Based Platforms** ... High per-item marketplace pricing"}, {"id": "mai-20260917-1752-baseline|c168-l6|alibaba-small|Workhuman", "prompt": "c168-l6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Stress-test even top-tier platforms (Achievers, Awardco, Workhuman, O.C. Tanner) against region-specific reward fulfillment"}, {"id": "mai-20260917-1752-baseline|c168-l6|anthropic-small|Bonusly", "prompt": "c168-l6", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms like Bonusly are limited for large-scale enterprise programs and are better suited for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|WorkTango", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The safer enterprise-tier options that repeatedly come up well are **Achievers, O.C. Tanner's Culture Cloud, and WorkTango**"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|Reward Gateway", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Reward Gateway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "potentially **Reward Gateway** (expiring points, opaque timelines)"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|Motivosity", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "only a handful of platforms (Motivosity, Bonusly, Guusto) publish enough pricing to model a budget without a sales call"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|Bonusly", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Bonusly** (SMB-scaling and point-expiration issues)"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|Guusto", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "only a handful of platforms (Motivosity, Bonusly, Guusto) publish enough pricing"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|Awardco", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Awardco** (Amazon-locked catalog, inflated/hedged rewards)"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|Achievers", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The safer enterprise-tier options that repeatedly come up well are **Achievers"}, {"id": "mai-20260917-1752-baseline|c168-l6|deepseek-small|O.C. Tanner's Culture Cloud", "prompt": "c168-l6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner's Culture Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safer enterprise-tier options ... O.C. Tanner's Culture Cloud"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Bonusly", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they are fundamentally designed for small-to-midmarket teams and often fail to scale"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Nectar", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are fundamentally designed for small-to-midmarket teams and often fail to scale"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Kudos", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are fundamentally designed for small-to-midmarket teams and often fail to scale"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Kudoboard", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are fundamentally designed for small-to-midmarket teams and often fail to scale"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Propsly", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Propsly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are fundamentally designed for small-to-midmarket teams and often fail to scale"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Awardco", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Enterprises should look for \"zero-markup\" or \"no-markup\" platforms (like Awardco, which leverages Amazon Business directly at cost, or Recognize)"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Recognize", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Recognize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "\"zero-markup\" or \"no-markup\" platforms (like Awardco ... or Recognize)"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Tremendous", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Tremendous", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "they are highly risky to use as a primary *employee recognition* strategy"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Snappy", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Snappy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "they are highly risky to use as a primary *employee recognition* strategy"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Loop & Tie", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Loop & Tie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "they are highly risky to use as a primary *employee recognition* strategy"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|O.C. Tanner", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "robust platforms like O.C. Tanner, Achievers, or Workhuman provide"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Achievers", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "robust platforms like O.C. Tanner, Achievers, or Workhuman provide"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Workhuman", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "robust platforms like O.C. Tanner, Achievers, or Workhuman provide"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Workday's standard feedback tool", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workday's standard feedback tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Broad suites rarely feature a vibrant, user-friendly, and mobile-friendly social feed"}, {"id": "mai-20260917-1752-baseline|c168-l6|google-small|Lattice", "prompt": "c168-l6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "using your existing HRIS ... or performance management system (like Lattice) to handle recognition is appealing ... The Risks: Poor Adoption (\"Shelfware\")"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Achievers", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms that are considered best for large enterprises include Achievers, Workhuman Social Recognition, and O.C. Tanner."}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Workhuman Social Recognition", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman Social Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "considered best for large enterprises include Achievers, Workhuman Social Recognition, and O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|O.C. Tanner", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "large enterprises (2,000 or more employees) may be better suited with platforms like Achievers, Workhuman Social Recognition, or O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Engagedly", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Engagedly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mid-sized companies (200 to 2,000 employees) may be better suited with platforms like Engagedly, Bonusly, Kudos, Motivosity, or Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Bonusly", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "mid-sized companies (200 to 2,000 employees) may be better suited with platforms like Engagedly, Bonusly, Kudos, Motivosity, or Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Kudos", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "mid-sized companies (200 to 2,000 employees) may be better suited with platforms like Engagedly, Bonusly, Kudos, Motivosity, or Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Motivosity", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "mid-sized companies (200 to 2,000 employees) may be better suited with platforms like Engagedly, Bonusly, Kudos, Motivosity, or Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-l6|meta-small|Cooleaf", "prompt": "c168-l6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Cooleaf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "mid-sized companies (200 to 2,000 employees) may be better suited with platforms like Engagedly, Bonusly, Kudos, Motivosity, or Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-l6|moonshot-small|Awardco", "prompt": "c168-l6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Awardco: Limited reward catalog flexibility (Amazon Business exclusive), reward delivery delays, no free trial, opaque pricing"}, {"id": "mai-20260917-1752-baseline|c168-l6|moonshot-small|Bonusly", "prompt": "c168-l6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bonusly: Core plan capped at 50 users (scalability issues), basic analytics"}, {"id": "mai-20260917-1752-baseline|c168-l6|openai-small|Workhuman", "prompt": "c168-l6", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **Workhuman, Achievers, Awardco, Vantage Circle, and similar enterprise-oriented platforms** are more in line with large-company needs"}, {"id": "mai-20260917-1752-baseline|c168-l6|openai-small|Achievers", "prompt": "c168-l6", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like **Workhuman, Achievers, Awardco, Vantage Circle, and similar enterprise-oriented platforms** are more in line with large-company needs"}, {"id": "mai-20260917-1752-baseline|c168-l6|openai-small|Awardco", "prompt": "c168-l6", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like **Workhuman, Achievers, Awardco, Vantage Circle, and similar enterprise-oriented platforms** are more in line with large-company needs"}, {"id": "mai-20260917-1752-baseline|c168-l6|openai-small|Vantage Circle", "prompt": "c168-l6", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **Workhuman, Achievers, Awardco, Vantage Circle, and similar enterprise-oriented platforms** are more in line with large-company needs"}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Bonusly", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Better for SMBs; enterprises report frustration with caps and lack of depth in analytics/HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Workhuman", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High complexity and cost for massive scale; suits orgs with mature analytics but overkill/inefficient for others."}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Achievers", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "usability drops; avoid if seamless mobile/global rewards are key"}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Nectar", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fine for mid-market; large orgs cite gaps in advanced features and performance at scale."}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Recognize", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Recognize", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Not enterprise-ready; scalability and customization fall short for diverse, large workforces."}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Workday Peakon", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for leaders like Workday Peakon, Qualtrics, or O.C. Tanner (customizable, scalable)"}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Qualtrics", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for leaders like Workday Peakon, Qualtrics, or O.C. Tanner (customizable, scalable)"}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|O.C. Tanner", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for leaders like Workday Peakon, Qualtrics, or O.C. Tanner (customizable, scalable)"}, {"id": "mai-20260917-1752-baseline|c168-l6|xai-small|Awardco", "prompt": "c168-l6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Awardco (Amazon rewards integration)"}, {"id": "mai-20260917-1752-baseline|c168-m1|alibaba-small|Nectar", "prompt": "c168-m1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Company Culture: **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-m1|alibaba-small|Bonusly", "prompt": "c168-m1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Peer-to-Peer Recognition: **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m1|alibaba-small|Tremendous", "prompt": "c168-m1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Tremendous", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Automated Rewards & Tech-Forward Ops: **Tremendous**"}, {"id": "mai-20260917-1752-baseline|c168-m1|alibaba-small|Achievers (by UKG)", "prompt": "c168-m1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers (by UKG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Deep HRIS Integration: **Achievers (by UKG)**"}, {"id": "mai-20260917-1752-baseline|c168-m1|alibaba-small|Vantage Circle", "prompt": "c168-m1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ensure the reward provider supports local tax forms and currencies (Tremendous and Vantage Circle lead here)"}, {"id": "mai-20260917-1752-baseline|c168-m1|alibaba-small|Kudos", "prompt": "c168-m1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or Bonusly/Kudos for peer-driven momentum"}, {"id": "mai-20260917-1752-baseline|c168-m1|anthropic-small|Nectar", "prompt": "c168-m1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nectar** - \nA strong fit for mid-sized companies looking to formalize their employee recognition programs"}, {"id": "mai-20260917-1752-baseline|c168-m1|anthropic-small|Bonusly", "prompt": "c168-m1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good fit for SMBs and mid-market companies looking for lightweight peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-m1|anthropic-small|Motivosity", "prompt": "c168-m1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c168-m1|anthropic-small|Achievers", "prompt": "c168-m1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed to scale for both mid-market organizations and large enterprise teams"}, {"id": "mai-20260917-1752-baseline|c168-m1|anthropic-small|AwardCo", "prompt": "c168-m1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "positioned for mid-market to large enterprises"}, {"id": "mai-20260917-1752-baseline|c168-m1|anthropic-small|Workhuman", "prompt": "c168-m1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workhuman and Achievers offer more advanced analytics"}, {"id": "mai-20260917-1752-baseline|c168-m1|challenger-small|Nectar", "prompt": "c168-m1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-m1|challenger-small|Achievers", "prompt": "c168-m1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Achievers** is the better fit"}, {"id": "mai-20260917-1752-baseline|c168-m1|challenger-small|Bonusly", "prompt": "c168-m1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Smaller-to-mid-market teams prioritizing lightweight peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-m1|challenger-small|Awardco", "prompt": "c168-m1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong all-round recognition/rewards platform with global options"}, {"id": "mai-20260917-1752-baseline|c168-m1|challenger-small|Workhuman", "prompt": "c168-m1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but typically more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c168-m1|deepseek-small|Nectar", "prompt": "c168-m1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Nectar** — *Best overall for mid-market (50–2,000 employees)*"}, {"id": "mai-20260917-1752-baseline|c168-m1|deepseek-small|Bonusly", "prompt": "c168-m1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for lightweight peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-m1|deepseek-small|Workhuman", "prompt": "c168-m1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for data-driven, enterprise-grade ROI tracking"}, {"id": "mai-20260917-1752-baseline|c168-m1|deepseek-small|Awardco", "prompt": "c168-m1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you want massive Amazon catalog integration"}, {"id": "mai-20260917-1752-baseline|c168-m1|deepseek-small|Achievers", "prompt": "c168-m1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Given the advice from Achievers' mid-size guide, shortlist against these criteria"}, {"id": "mai-20260917-1752-baseline|c168-m1|google-small|Bonusly", "prompt": "c168-m1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bonusly** — *Best Overall for High Adoption and B2B Tech Cultures*"}, {"id": "mai-20260917-1752-baseline|c168-m1|google-small|Awardco", "prompt": "c168-m1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Teams and Physical/Amazon Rewards ... Awardco is the premier choice"}, {"id": "mai-20260917-1752-baseline|c168-m1|google-small|Nectar", "prompt": "c168-m1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget-Minded Teams & Values-Based Challenges"}, {"id": "mai-20260917-1752-baseline|c168-m1|google-small|WorkTango", "prompt": "c168-m1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkTango is a powerful double-duty platform"}, {"id": "mai-20260917-1752-baseline|c168-m1|google-small|Culture Amp", "prompt": "c168-m1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Instead of buying Culture Amp *and* Bonusly, you can manage both through WorkTango."}, {"id": "mai-20260917-1752-baseline|c168-m1|meta-small|Nectar", "prompt": "c168-m1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nectar - offers mid-market recognition with broader culture tools, including peer, manager, milestones, custom awards, and configured Flows, priced at $5-$6 per employee/month"}, {"id": "mai-20260917-1752-baseline|c168-m1|meta-small|Motivosity", "prompt": "c168-m1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a mid-market platform designed to build social connection and drive engagement through both peer and manager recognition"}, {"id": "mai-20260917-1752-baseline|c168-m1|meta-small|Recognize", "prompt": "c168-m1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Recognize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers recognition, rewards, communications, and employee listening from one provider"}, {"id": "mai-20260917-1752-baseline|c168-m1|minimax-small|Achievers", "prompt": "c168-m1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Achievers** (Best for Scaling Culture)"}, {"id": "mai-20260917-1752-baseline|c168-m1|minimax-small|Workhuman", "prompt": "c168-m1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Workhuman** (Best for Data-Driven Recognition)"}, {"id": "mai-20260917-1752-baseline|c168-m1|minimax-small|Nectar", "prompt": "c168-m1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd recommend starting with **Achievers**, **Nectar**, or **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m1|minimax-small|Bonusly", "prompt": "c168-m1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Bonusly** (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline|c168-m1|minimax-small|Awardco", "prompt": "c168-m1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Awardco** (Best for Peer-to-Peer Recognition)"}, {"id": "mai-20260917-1752-baseline|c168-m1|mistral-small|Nectar", "prompt": "c168-m1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nectar and Motivosity are frequently cited as top choices due to their focus on mid-market needs"}, {"id": "mai-20260917-1752-baseline|c168-m1|mistral-small|Motivosity", "prompt": "c168-m1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Nectar and Motivosity are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline|c168-m1|mistral-small|Workhuman", "prompt": "c168-m1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workhuman and Snappy are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c168-m1|mistral-small|Snappy", "prompt": "c168-m1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Snappy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workhuman and Snappy are also strong contenders, especially if global rewards or gifting are priorities."}, {"id": "mai-20260917-1752-baseline|c168-m1|mistral-small|Achievers", "prompt": "c168-m1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often recommended for mid-sized companies, Achievers is noted for its ability to scale"}, {"id": "mai-20260917-1752-baseline|c168-m1|moonshot-small|Bonusly", "prompt": "c168-m1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Bonusly** – Best for Budget-Conscious Teams"}, {"id": "mai-20260917-1752-baseline|c168-m1|moonshot-small|Motivosity", "prompt": "c168-m1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Motivosity** – Best for Social Connection + Culture"}, {"id": "mai-20260917-1752-baseline|c168-m1|moonshot-small|Nectar", "prompt": "c168-m1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Nectar** – Best for First-Time Formal Programs"}, {"id": "mai-20260917-1752-baseline|c168-m1|moonshot-small|WorkTango (formerly Kazoo)", "prompt": "c168-m1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "WorkTango (formerly Kazoo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Recognition + Surveys Combined"}, {"id": "mai-20260917-1752-baseline|c168-m1|moonshot-small|Awardco", "prompt": "c168-m1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Awardco** – Best for Rewards Variety"}, {"id": "mai-20260917-1752-baseline|c168-m1|openai-small|Bonusly", "prompt": "c168-m1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-market B2B companies:** **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m1|openai-small|Motivosity", "prompt": "c168-m1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Motivosity** being a better fit if you want **deeper manager/people-leader visibility and team connection features**"}, {"id": "mai-20260917-1752-baseline|c168-m1|openai-small|Workhuman", "prompt": "c168-m1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large-scale/global enterprise-style recognition:** **Workhuman** or **Achievers**"}, {"id": "mai-20260917-1752-baseline|c168-m1|openai-small|Achievers", "prompt": "c168-m1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large-scale/global enterprise-style recognition:** **Workhuman** or **Achievers**"}, {"id": "mai-20260917-1752-baseline|c168-m1|openai-small|Awardco", "prompt": "c168-m1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Awardco** if reward breadth and redemption experience matter most."}, {"id": "mai-20260917-1752-baseline|c168-m1|xai-small|Awardco", "prompt": "c168-m1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest-rated overall for mid-market scaling. Amazon integration for massive rewards catalog"}, {"id": "mai-20260917-1752-baseline|c168-m1|xai-small|Nectar", "prompt": "c168-m1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market B2B starting formal programs or needing all-in-one engagement."}, {"id": "mai-20260917-1752-baseline|c168-m1|xai-small|Bonusly", "prompt": "c168-m1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lightweight, points-based peer-to-peer recognition. Quick setup, Slack/Teams integration."}, {"id": "mai-20260917-1752-baseline|c168-m1|xai-small|Motivosity", "prompt": "c168-m1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Community-focused with social feeds; great for culture-building in mid-market."}, {"id": "mai-20260917-1752-baseline|c168-m1|xai-small|Achievers", "prompt": "c168-m1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Scalable with AI insights; suits B2B growth but leans enterprise."}, {"id": "mai-20260917-1752-baseline|c168-m1|xai-small|Kudos", "prompt": "c168-m1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Values-based; 48% mid-market reviews."}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Workhuman", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** and **Nectar** are strong all-rounders with strong analytics and ease of use"}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Nectar", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workhuman** and **Nectar** are strong all-rounders with strong analytics and ease of use"}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Achievers", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deep customization or complex goal alignment, **Achievers** is a top choice."}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Vantage Circle", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **Workhuman**, **Nectar**, **Achievers**, **Vantage Circle**, and **Bonusly** as they consistently rank high for mid-market B2B."}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Bonusly", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For frequent peer recognition on a tighter budget, **Bonusly** is excellent."}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Awardco", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market to enterprise with Amazon catalog integration"}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Motivosity", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market to enterprise with community-building focus"}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Kudos", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Culture-driven orgs emphasizing values"}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Terryberry", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Terryberry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Small to midsize with sentiment-driven analytics"}, {"id": "mai-20260917-1752-baseline|c168-m1|zai-small|Rewardian", "prompt": "c168-m1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Rewardian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-market full-service with hands-on support"}, {"id": "mai-20260917-1752-baseline|c168-m2|alibaba-small|Motivosity", "prompt": "c168-m2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Pick: **Motivosity**"}, {"id": "mai-20260917-1752-baseline|c168-m2|alibaba-small|Matter", "prompt": "c168-m2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Daily Use: **Matter**"}, {"id": "mai-20260917-1752-baseline|c168-m2|alibaba-small|Blueboard", "prompt": "c168-m2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Curated Experiences: **Blueboard** or **Snappy**"}, {"id": "mai-20260917-1752-baseline|c168-m2|alibaba-small|Snappy", "prompt": "c168-m2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Snappy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Curated Experiences: **Blueboard** or **Snappy**"}, {"id": "mai-20260917-1752-baseline|c168-m2|alibaba-small|Bonusly", "prompt": "c168-m2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Budget-Conscious Startups: **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m2|anthropic-small|Bucketlist Rewards", "prompt": "c168-m2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Bucketlist Rewards** ... is a strong fit for mid-sized to enterprise companies"}, {"id": "mai-20260917-1752-baseline|c168-m2|anthropic-small|Awardco", "prompt": "c168-m2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Users specifically mentioned it's great for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c168-m2|anthropic-small|Bonusly", "prompt": "c168-m2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bonusly emerges as the leading choice for its effective peer-to-peer model"}, {"id": "mai-20260917-1752-baseline|c168-m2|anthropic-small|Nectar", "prompt": "c168-m2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "perfect for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c168-m2|challenger-small|Achievers", "prompt": "c168-m2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation for a mid-sized B2B org, I'd choose **Achievers**"}, {"id": "mai-20260917-1752-baseline|c168-m2|challenger-small|Matter", "prompt": "c168-m2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Matter** if you want a simpler, lower-cost Slack/Teams-native option with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c168-m2|challenger-small|Vantage Circle", "prompt": "c168-m2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Vantage Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong mid-market option for repeatable rewards campaigns and controlled redemptions"}, {"id": "mai-20260917-1752-baseline|c168-m2|challenger-small|Bucketlist", "prompt": "c168-m2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you want an easy-to-use rewards catalog plus peer recognition and milestone automation"}, {"id": "mai-20260917-1752-baseline|c168-m2|challenger-small|Motivosity", "prompt": "c168-m2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if manager analytics and HRIS integration matter a lot"}, {"id": "mai-20260917-1752-baseline|c168-m2|deepseek-small|Bonusly", "prompt": "c168-m2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Bonusly** (best overall for mid-sized B2B)"}, {"id": "mai-20260917-1752-baseline|c168-m2|deepseek-small|Nectar", "prompt": "c168-m2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you want an SHRM-backed framework... Note: rewards can carry fees."}, {"id": "mai-20260917-1752-baseline|c168-m2|deepseek-small|Motivosity", "prompt": "c168-m2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your priority is *culture and engagement analytics* over just a rewards catalog."}, {"id": "mai-20260917-1752-baseline|c168-m2|deepseek-small|Awardco", "prompt": "c168-m2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want **zero-markup rewards**... Just note pricing is opaque (custom quotes)"}, {"id": "mai-20260917-1752-baseline|c168-m2|deepseek-small|Matter", "prompt": "c168-m2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The budget-friendly lightweight option... free unlimited-user plan"}, {"id": "mai-20260917-1752-baseline|c168-m2|google-small|Awardco", "prompt": "c168-m2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Awardco: Best Overall for Flexibility, Scale, and Global Rewards"}, {"id": "mai-20260917-1752-baseline|c168-m2|google-small|Bonusly", "prompt": "c168-m2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bonusly: Best for Daily Engagement & Native Slack/Teams Use"}, {"id": "mai-20260917-1752-baseline|c168-m2|google-small|Nectar", "prompt": "c168-m2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nectar: Best Value & Budget-Friendly Values Alignment"}, {"id": "mai-20260917-1752-baseline|c168-m2|google-small|Motivosity", "prompt": "c168-m2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Motivosity: Best for Culture and Team Connection"}, {"id": "mai-20260917-1752-baseline|c168-m2|meta-small|Bucketlist", "prompt": "c168-m2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bucketlist - Best for mid-sized organizations looking for an easy-to-use recognition and rewards platform"}, {"id": "mai-20260917-1752-baseline|c168-m2|meta-small|Matter", "prompt": "c168-m2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small and midsize teams that want recognition to happen inside Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c168-m2|meta-small|Achievers", "prompt": "c168-m2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers employee recognition software for mid-size companies"}, {"id": "mai-20260917-1752-baseline|c168-m2|minimax-small|Matter", "prompt": "c168-m2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Matter** or **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m2|minimax-small|Bonusly", "prompt": "c168-m2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Matter** or **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m2|minimax-small|RecognizeApp", "prompt": "c168-m2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "RecognizeApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for teams of 50–1,000 employees with peer-to-peer recognition focus"}, {"id": "mai-20260917-1752-baseline|c168-m2|minimax-small|Qarrot", "prompt": "c168-m2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Qarrot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complete recognition software solution for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c168-m2|minimax-small|Motivosity", "prompt": "c168-m2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focused on continuous recognition to increase employee engagement"}, {"id": "mai-20260917-1752-baseline|c168-m2|minimax-small|Achievers", "prompt": "c168-m2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong platform specifically designed for mid-sized companies with good G2 ratings"}, {"id": "mai-20260917-1752-baseline|c168-m2|mistral-small|Bucketlist", "prompt": "c168-m2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-sized organizations seeking an easy-to-use recognition and rewards platform"}, {"id": "mai-20260917-1752-baseline|c168-m2|mistral-small|Awardco", "prompt": "c168-m2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for SMBs and mid-market companies that prioritize frequent, social peer-to-peer recognition."}, {"id": "mai-20260917-1752-baseline|c168-m2|mistral-small|Blueboard", "prompt": "c168-m2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on personalized and memorable experiences as rewards"}, {"id": "mai-20260917-1752-baseline|c168-m2|mistral-small|Matter", "prompt": "c168-m2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small and midsize teams that want recognition to happen inside Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c168-m2|moonshot-small|Bonusly", "prompt": "c168-m2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Bonusly** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c168-m2|moonshot-small|Nectar", "prompt": "c168-m2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Nectar** if you need more comprehensive features"}, {"id": "mai-20260917-1752-baseline|c168-m2|moonshot-small|AwardCo", "prompt": "c168-m2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "AwardCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Markup-free Amazon Business catalog integration, extensive reward options"}, {"id": "mai-20260917-1752-baseline|c168-m2|moonshot-small|Motivosity", "prompt": "c168-m2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recognition with community-building focus"}, {"id": "mai-20260917-1752-baseline|c168-m2|moonshot-small|Achievers", "prompt": "c168-m2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the complexity and cost of enterprise solutions like Achievers or O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-m2|moonshot-small|O.C. Tanner", "prompt": "c168-m2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "O.C. Tanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the complexity and cost of enterprise solutions like Achievers or O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-m2|openai-small|Motivosity", "prompt": "c168-m2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more context: **Motivosity**."}, {"id": "mai-20260917-1752-baseline|c168-m2|openai-small|Bonusly", "prompt": "c168-m2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for simple, high-adoption rewards:** **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m2|openai-small|Awardco", "prompt": "c168-m2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Awardco** and **Workhuman** as stronger alternatives"}, {"id": "mai-20260917-1752-baseline|c168-m2|openai-small|Workhuman", "prompt": "c168-m2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need a more robust, global platform:** **Workhuman**"}, {"id": "mai-20260917-1752-baseline|c168-m2|xai-small|Awardco", "prompt": "c168-m2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Awardco** as the top employee rewards program software"}, {"id": "mai-20260917-1752-baseline|c168-m2|xai-small|Nectar", "prompt": "c168-m2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Nectar | Simple peer recognition + rewards"}, {"id": "mai-20260917-1752-baseline|c168-m2|xai-small|Bonusly", "prompt": "c168-m2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bonusly | Budget-friendly, lightweight peer-to-peer"}, {"id": "mai-20260917-1752-baseline|c168-m2|xai-small|Motivosity", "prompt": "c168-m2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Motivosity | Community-building + automation"}, {"id": "mai-20260917-1752-baseline|c168-m2|xai-small|Bucketlist", "prompt": "c168-m2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bucketlist | Customizable rewards catalog"}, {"id": "mai-20260917-1752-baseline|c168-m2|zai-small|Vantage Circle", "prompt": "c168-m2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Vantage Circle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee rewards program software for a mid-sized B2B company is **Vantage Circle**"}, {"id": "mai-20260917-1752-baseline|c168-m2|zai-small|Bonusly", "prompt": "c168-m2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Daily Culture: Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-m2|zai-small|Cooleaf", "prompt": "c168-m2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Cooleaf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured Engagement: Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Motivosity", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Motivosity: Often rated best for overall engagement and measuring impact through data."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Guusto", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Frontline/Operational Staff: ... (Guusto, Awardco)"}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Workhuman", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Large Enterprises with HR Goals: Look for ROI analytics and HRIS integration (Workhuman, Motivosity)"}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Awardco", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Awardco: Excellent for culture building and flexible reward marketplaces."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Kudos", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Tech-Savvy/Remote Teams: Look for strong Slack/Teams integrations (Kudos, Assembly)"}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Assembly", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top contenders like Kudos or Assembly integrate directly into Microsoft Teams, Slack, or Google Workspace."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Nectar", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nectar: Strong for peer-to-peer recognition with a simple, intuitive interface."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|O.C. Tanner", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Traditional Milestones: Look for premium gifting services (O.C. Tanner)."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|ThriveSparrow", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ThriveSparrow: tailored for high-performing teams and psychological well-being."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|Cooleaf (ITA Group)", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Cooleaf (ITA Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ideal for organizations looking to build a structured recognition strategy from the ground up."}, {"id": "mai-20260917-1752-baseline|c168-m3|alibaba-small|AdvantageClub.ai", "prompt": "c168-m3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "AdvantageClub.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Physical Gifting/Milestone Specialists (e.g., O.C. Tanner, AdvantageClub.ai)"}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Crewhu", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Crewhu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Crewhu leads for service businesses, especially MSPs, by connecting customer feedback and service-system activity to recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Achievers", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Achievers and Awardco suit complex enterprise programs"}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Awardco", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Achievers and Awardco suit complex enterprise programs"}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Bonusly", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly is a lighter choice for everyday peer appreciation"}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Guusto", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Guusto prioritizes frontline access"}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Recognize", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Recognize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recognize fits organizations centered on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c168-m3|anthropic-small|Connecteam", "prompt": "c168-m3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam is built mobile-first with SMS delivery, offline capability, and printable recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Bonusly", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bonusly** is usually chosen when you want fast, frequent, visible peer recognition with low administrative overhead."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Achievers", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Built for **large-scale programs**, with stronger governance, support, and global reach."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Awardco", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Awardco** stands out if your priority is **reward choice and fulfillment options**."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Nectar", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines **recognition, internal communication, and listening** in one platform."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Motivosity", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes **social recognition** and community-building, not just rewards."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Workhuman", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on **analytics and ROI tracking** for recognition programs."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Kudos", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong on **values-based recognition** and culture alignment."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Vantage Circle", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flexible, modular platform with **global rewards** and HR integrations."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|WorkTango", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines **recognition with employee listening**."}, {"id": "mai-20260917-1752-baseline|c168-m3|challenger-small|Guusto", "prompt": "c168-m3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Optimized for **simple gifting and frontline recognition**."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Achievers", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for large organizations needing continuous, frequent recognition at global scale."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Workhuman", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for AI-powered social recognition analytics and one of the largest global rewards marketplaces"}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|O.C. Tanner (Culture Cloud)", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner (Culture Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The heritage provider, best known for service/milestone awards."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Nectar", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market wanting all-in-one engagement, try Nectar or Motivosity."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Awardco", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if reward choice/flexibility matters most, Awardco's Amazon integration wins."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Motivosity", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mid-market wanting all-in-one engagement, try Nectar or Motivosity."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Kudos", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes values-based recognition aligned to company culture."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Bonusly", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're a small team needing simplicity, start with Bonusly."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Guusto", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If frontline workers are your priority, Guusto is the standout."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Caroo", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Caroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Low-cost gifting focus for remote/distributed teams."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Kudoboard", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some (Kudoboard, Guusto) skip points entirely and emphasize social messages"}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|WorkTango", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Remote/distributed teams → Caroo, WorkTango"}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Assembly", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Assembly combines productivity, engagement, and recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|deepseek-small|Tap My Back", "prompt": "c168-m3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Tap My Back", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Peer-to-peer frequency: Bonusly, Tap My Back"}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Awardco", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Mid-market and large enterprise organizations looking for massive reward choices and budget controls... Zero-markup rewards."}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Bonusly", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Small-to-medium-sized businesses (SMBs) and tech-forward teams focused on high-frequency, informal peer appreciation."}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Motivosity", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Remote, hybrid, or distributed organizations that want to build community and shape company culture."}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Nectar", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Mid-market companies looking for simple peer recognition tied closely to company values and wellness challenges."}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Teamflect", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Companies heavily reliant on the Microsoft 365 ecosystem (Teams and Outlook)."}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Workhuman", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they come with high implementation costs and complex pricing structures"}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|O.C. Tanner", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "require 1–3 months of custom implementation, custom HRIS integrations, strict budgeting controls"}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Donut", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native/Integrated (e.g., Teamflect, Donut)"}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Guusto", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like *Awardco*, *Motivosity*, and *Guusto* offer a \"retail price only\" policy."}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|WorkTango", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "All-in-One Suites: ... (e.g., *WorkTango*, *Lattice*, *Teamflect*)"}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Lattice", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(e.g., *WorkTango*, *Lattice*, *Teamflect*)"}, {"id": "mai-20260917-1752-baseline|c168-m3|google-small|Achievers", "prompt": "c168-m3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Platforms like *O.C. Tanner* or *Achievers* require 1–3 months of custom implementation"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Motivosity", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Motivosity, Guusto, Bucketlist Rewards, Workhuman, Assembly, Nectar, ThriveSparrow, Cooleaf, Awardco, and WorkTango."}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Guusto", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Motivosity, Guusto, Bucketlist Rewards..."}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Bucketlist Rewards", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Motivosity, Guusto, Bucketlist Rewards, Workhuman..."}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Workhuman", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bucketlist Rewards, Workhuman, Assembly, Nectar"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Assembly", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workhuman, Assembly, Nectar, ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Nectar", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Assembly, Nectar, ThriveSparrow, Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|ThriveSparrow", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nectar, ThriveSparrow, Cooleaf, Awardco"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Cooleaf", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Cooleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ThriveSparrow, Cooleaf, Awardco, and WorkTango"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|Awardco", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cooleaf, Awardco, and WorkTango"}, {"id": "mai-20260917-1752-baseline|c168-m3|meta-small|WorkTango", "prompt": "c168-m3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Awardco, and WorkTango"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Motivosity", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Employee engagement and measuring impact"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Guusto", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Frontline worker recognition"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Bucketlist Rewards", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Automated recognition and retention"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Workhuman", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Tracking ROI with recognition data"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Awardco", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Key strength:** Amazon catalog integration"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Achievers", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Most popular** employee recognition software"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Assembly", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Productivity, engagement, and recognition"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Nectar", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** SHRM partnership"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Bonusly", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Lightweight peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Kudoboard", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Personalized group recognition"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Caroo", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Caroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Budget-friendly ($-$$):** Caroo, Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Kudos", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Mid-range ($$-$$$):** Kudos, Motivosity, Nectar, Awardco"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|O.C. Tanner", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Premium ($$$$):** O.C. Tanner, Awardco, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Vantage Circle", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Global teams:** Workhuman, O.C. Tanner, Vantage Circle, Stadium"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|Stadium", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Stadium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Enterprise governance:** Stadium"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|WorkTango", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Analytics-focused:** Workhuman, WorkTango"}, {"id": "mai-20260917-1752-baseline|c168-m3|minimax-small|ThriveSparrow", "prompt": "c168-m3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Community-building:** Motivosity, ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Nectar", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Known for its intuitive interface and comprehensive features."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Motivosity", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for employee engagement and measuring the impact of recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Guusto", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for recognizing frontline workers."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Bucketlist Rewards", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for automated recognition and retention."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Workhuman", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for tracking ROI with recognition data."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Assembly", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for productivity, engagement, and recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Achievers", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best dedicated recognition platform."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Engagedly", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best AI-driven recognition platform."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Wellable", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best all-in-one platform for recognition, rewards, and wellness."}, {"id": "mai-20260917-1752-baseline|c168-m3|mistral-small|Kudoboard", "prompt": "c168-m3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for celebrating special occasions with personalized e-cards."}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Workhuman", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pioneer of the category (25+ years), operates at 3× the scale of nearest competitor, offers the only **ROI Guarantee** in the industry"}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Bonusly", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bonusly if:** You want something lightweight, affordable, and easy to implement quickly"}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Awardco", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Awardco if:** Amazon catalog integration and reward variety are priorities"}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Kudos", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Kudos if:** Building a values-driven culture is your primary goal"}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Nectar", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Nectar if:** You want recognition combined with communications and feedback tools"}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Guusto", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Guusto if:** You have many frontline or deskless workers"}, {"id": "mai-20260917-1752-baseline|c168-m3|moonshot-small|Motivosity", "prompt": "c168-m3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for:** Employee engagement and measuring impact"}, {"id": "mai-20260917-1752-baseline|c168-m3|openai-small|Workhuman", "prompt": "c168-m3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best known for **enterprise-scale recognition tied to analytics and ROI**."}, {"id": "mai-20260917-1752-baseline|c168-m3|openai-small|Kudos", "prompt": "c168-m3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong on **culture, awards, milestones, and customizable recognition workflows**."}, {"id": "mai-20260917-1752-baseline|c168-m3|openai-small|Motivosity", "prompt": "c168-m3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on **connection and culture**, not just rewards."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Motivosity", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Motivosity** - Best for engagement & impact measurement."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Nectar", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Nectar** - Best for peer recognition & SHRM-aligned programs."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Awardco", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Awardco** - Best for Amazon-integrated rewards & culture-building."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Bonusly", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Bonusly** - Best for lightweight, SMB peer-to-peer recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Achievers", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Achievers** - Best for enterprise-scale & global programs."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Workhuman", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. **Workhuman** - Best for ROI analytics & data-driven insights."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Guusto", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "7. **Guusto** - Best for frontline/deskless workers."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Assembly", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "8. **Assembly** - Best for productivity + recognition bundles."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Kudos", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "9. **Kudos** - Best for values-based, culture-focused recognition."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|O.C. Tanner", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "10. **O.C. Tanner** - Best for customizable, large-enterprise solutions."}, {"id": "mai-20260917-1752-baseline|c168-m3|xai-small|Vantage Circle", "prompt": "c168-m3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Guusto/Vantage Circle excel for non-desk workers"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Workhuman", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprises typically look for Workhuman, Achievers, or O.C. Tanner for deep analytics"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Achievers", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises typically look for Workhuman, Achievers, or O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|O.C. Tanner", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "O.C. Tanner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global, highly customizable solutions"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Nectar", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market companies often choose Nectar or Motivosity"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Motivosity", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market companies often choose Nectar or Motivosity"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Awardco", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Amazon catalog integration"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Bonusly", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs prefer Bonusly, Guusto, or Matter for simple peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Vantage Circle", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modular, multi-region approach"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Guusto", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Frontline/hourly workers are best served by Guusto and Stadium"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Matter", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMBs prefer Bonusly, Guusto, or Matter"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|ThriveSparrow", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Performance feedback & recognition"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Cooleaf", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Cooleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Recognition program development"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Kudos", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Culture-first orgs gravitate toward Kudos and ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Stadium", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Stadium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Customizable gifting & engagement"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|Crewhu", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Crewhu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Service/MSP businesses find Crewhu valuable for tying recognition to customer feedback"}, {"id": "mai-20260917-1752-baseline|c168-m3|zai-small|WorkTango", "prompt": "c168-m3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Recognition analytics & reporting"}, {"id": "mai-20260917-1752-baseline|c168-m4|alibaba-small|Bonfire", "prompt": "c168-m4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonfire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Around Low-Cost Solution: Bonfire"}, {"id": "mai-20260917-1752-baseline|c168-m4|alibaba-small|Bonusly", "prompt": "c168-m4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best \"Social\" Recognition Tool: Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-m4|alibaba-small|Lattice", "prompt": "c168-m4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best Free Option (with Limits): Lattice"}, {"id": "mai-20260917-1752-baseline|c168-m4|alibaba-small|Donut", "prompt": "c168-m4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"No New Software\" Solution: Donut (via Slack/Teams)"}, {"id": "mai-20260917-1752-baseline|c168-m4|anthropic-small|Qarrot", "prompt": "c168-m4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Qarrot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qarrot is designed specifically for small and mid-sized businesses ... especially useful for organizations with lean HR teams and limited budgets"}, {"id": "mai-20260917-1752-baseline|c168-m4|anthropic-small|Bonusly", "prompt": "c168-m4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the simpler and more affordable options, making it a good fit for smaller teams looking for something budget-friendly"}, {"id": "mai-20260917-1752-baseline|c168-m4|anthropic-small|Nectar", "prompt": "c168-m4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nectar is affordable and easy to adopt"}, {"id": "mai-20260917-1752-baseline|c168-m4|anthropic-small|Guusto", "prompt": "c168-m4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "no upfront platform fees and is easy to implement and budget-friendly"}, {"id": "mai-20260917-1752-baseline|c168-m4|anthropic-small|Workstars", "prompt": "c168-m4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Workstars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making it a great option if you want to minimize reward costs"}, {"id": "mai-20260917-1752-baseline|c168-m4|challenger-small|Bonusly", "prompt": "c168-m4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m4|challenger-small|Nectar", "prompt": "c168-m4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Simple budget-friendly alternative:** **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-m4|challenger-small|Assembly", "prompt": "c168-m4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need an all-in-one but still affordable tool:** **Assembly**"}, {"id": "mai-20260917-1752-baseline|c168-m4|challenger-small|Applauz", "prompt": "c168-m4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Applauz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lowest-cost small-team option:** **Applauz** if you have 20 or fewer users"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|Bonusly", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with limited budgets, **Bonusly** offers the best balance"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|Nectar", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for growing small businesses"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|Guusto", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Guusto** is ideal because you only pay when rewards are redeemed"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|HubEngage", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "HubEngage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HubEngage** at ~$1/user/month is the lowest per-head cost"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|Motivosity", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Around **$3/user/month** (plus setup fee)"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|Kudos", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "frequently recommended alongside Bonusly and Kudos"}, {"id": "mai-20260917-1752-baseline|c168-m4|deepseek-small|Awardco", "prompt": "c168-m4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(Nectar, Awardco, Motivosity) require **annual minimum spends**"}, {"id": "mai-20260917-1752-baseline|c168-m4|google-small|Guusto", "prompt": "c168-m4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Guusto** (Best for Reward Gifting) ... Free Plan ($0/month subscription fee for unlimited users)"}, {"id": "mai-20260917-1752-baseline|c168-m4|google-small|Matter", "prompt": "c168-m4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Matter** (Best for Slack/Microsoft Teams Users) ... allows you to build a culture of peer-to-peer appreciation entirely for free"}, {"id": "mai-20260917-1752-baseline|c168-m4|google-small|Nectar", "prompt": "c168-m4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Nectar is widely considered the best-value platform for mid-sized and small businesses."}, {"id": "mai-20260917-1752-baseline|c168-m4|google-small|Bonusly", "prompt": "c168-m4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bonusly** (Best for Employee Engagement & Adoption)"}, {"id": "mai-20260917-1752-baseline|c168-m4|google-small|Kudos", "prompt": "c168-m4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kudos** (Best for Non-Monetary Peer Appreciation)"}, {"id": "mai-20260917-1752-baseline|c168-m4|google-small|Microsoft Praise", "prompt": "c168-m4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Microsoft Praise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "use free integrations (like Microsoft Praise or Matter) first"}, {"id": "mai-20260917-1752-baseline|c168-m4|meta-small|Tremendous", "prompt": "c168-m4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Tremendous", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated platforms include those listed in the search results, such as Tremendous, Awardco, Xoxoday, Select Software Reviews, and Crewhu."}, {"id": "mai-20260917-1752-baseline|c168-m4|meta-small|Awardco", "prompt": "c168-m4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Tremendous, Awardco, Xoxoday, Select Software Reviews, and Crewhu"}, {"id": "mai-20260917-1752-baseline|c168-m4|meta-small|Xoxoday", "prompt": "c168-m4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Xoxoday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Tremendous, Awardco, Xoxoday, Select Software Reviews, and Crewhu"}, {"id": "mai-20260917-1752-baseline|c168-m4|meta-small|Select Software Reviews", "prompt": "c168-m4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Select Software Reviews", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Tremendous, Awardco, Xoxoday, Select Software Reviews, and Crewhu"}, {"id": "mai-20260917-1752-baseline|c168-m4|meta-small|Crewhu", "prompt": "c168-m4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Crewhu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Tremendous, Awardco, Xoxoday, Select Software Reviews, and Crewhu"}, {"id": "mai-20260917-1752-baseline|c168-m4|minimax-small|Matter", "prompt": "c168-m4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Matter** (Best Overall for Limited Budget)"}, {"id": "mai-20260917-1752-baseline|c168-m4|minimax-small|Bonusly", "prompt": "c168-m4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free Plan**: Available for small teams"}, {"id": "mai-20260917-1752-baseline|c168-m4|minimax-small|HeyTaco", "prompt": "c168-m4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "HeyTaco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Starting Price**: ~$3/user/month"}, {"id": "mai-20260917-1752-baseline|c168-m4|minimax-small|Assembly", "prompt": "c168-m4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: All-in-one solution"}, {"id": "mai-20260917-1752-baseline|c168-m4|mistral-small|Matter", "prompt": "c168-m4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for small budgets and Slack/Teams-first teams. It offers a free-forever plan with unlimited users"}, {"id": "mai-20260917-1752-baseline|c168-m4|mistral-small|Bonusly", "prompt": "c168-m4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Matter** (free or $1/user/month) or **Bonusly** (free plan available). Both are highly rated"}, {"id": "mai-20260917-1752-baseline|c168-m4|mistral-small|Assembly", "prompt": "c168-m4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another cost-effective option at $3 per user per month"}, {"id": "mai-20260917-1752-baseline|c168-m4|mistral-small|Nectar", "prompt": "c168-m4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Assembly** or **Nectar** are also solid choices"}, {"id": "mai-20260917-1752-baseline|c168-m4|moonshot-small|Matter", "prompt": "c168-m4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, **Matter** offers the best value"}, {"id": "mai-20260917-1752-baseline|c168-m4|moonshot-small|Guusto", "prompt": "c168-m4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Guusto** is also excellent if you prefer a \"pay only when you use it\" model"}, {"id": "mai-20260917-1752-baseline|c168-m4|moonshot-small|Nectar", "prompt": "c168-m4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Small Teams ... Good free tier for very small teams starting out"}, {"id": "mai-20260917-1752-baseline|c168-m4|moonshot-small|Wrenly", "prompt": "c168-m4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Wrenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Ultra-Tight Budgets ... Good for testing recognition programs before committing"}, {"id": "mai-20260917-1752-baseline|c168-m4|openai-small|Guusto", "prompt": "c168-m4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best value pick is usually Guusto or Nectar... calls Guusto the best free rewards app"}, {"id": "mai-20260917-1752-baseline|c168-m4|openai-small|Nectar", "prompt": "c168-m4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick one for most budget-conscious companies: Nectar."}, {"id": "mai-20260917-1752-baseline|c168-m4|openai-small|Recognize", "prompt": "c168-m4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Recognize", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very low starting price, but simpler than the more polished platforms"}, {"id": "mai-20260917-1752-baseline|c168-m4|openai-small|Matter", "prompt": "c168-m4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smallest budget / want free: Guusto or Matter free tier"}, {"id": "mai-20260917-1752-baseline|c168-m4|xai-small|Matter", "prompt": "c168-m4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Matter stands out as the best employee recognition platform based on recent reviews"}, {"id": "mai-20260917-1752-baseline|c168-m4|xai-small|Bonusly", "prompt": "c168-m4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternatives ... Up to 8 users; peer recognition + points"}, {"id": "mai-20260917-1752-baseline|c168-m4|xai-small|Guusto", "prompt": "c168-m4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "1 sender/250 recipients; basic gifting/recognition"}, {"id": "mai-20260917-1752-baseline|c168-m4|xai-small|Assembly", "prompt": "c168-m4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Up to 10 users ... Peer feedback, milestones"}, {"id": "mai-20260917-1752-baseline|c168-m4|xai-small|Awardco", "prompt": "c168-m4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Enterprise tools like Awardco ($2,500+/year min.)"}, {"id": "mai-20260917-1752-baseline|c168-m4|xai-small|Motivosity", "prompt": "c168-m4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Motivosity ($3,000 min.)—too pricey for small budgets"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Matter", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Budget Pick – **Matter**"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Bonusly", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Peer‑to‑Peer Points – **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Guusto", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Matter** (free, Slack/Teams‑native) and **Guusto** (free, real‑reward capability) are the safest bets to start"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Nectar", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Very Small Teams (Free Forever) – **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Bucketlist Rewards", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bucketlist Rewards is ideal when you prefer a single annual fee over a per‑seat model"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Teamflect", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teamflect’s free tier is a true “forever free” option for small teams"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Connecteam", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam gives you a free mobile app with recognition built‑in"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Tremendous", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Tremendous", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tremendous is a no‑subscription, pay‑as‑you‑go option that’s great for pilot programs"}, {"id": "mai-20260917-1752-baseline|c168-m4|zai-small|Awardco Lite", "prompt": "c168-m4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bucketlist Rewards (flat), Awardco Lite ($2,500/yr)"}, {"id": "mai-20260917-1752-baseline|c168-m5|alibaba-small|Motivosity", "prompt": "c168-m5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**All-in-One Engagement Platforms:** (e.g., Motivosity, Awardco)"}, {"id": "mai-20260917-1752-baseline|c168-m5|alibaba-small|Awardco", "prompt": "c168-m5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**All-in-One Engagement Platforms:** (e.g., Motivosity, Awardco)"}, {"id": "mai-20260917-1752-baseline|c168-m5|alibaba-small|Bonusly", "prompt": "c168-m5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Social-First Peer Recognition:** (e.g., Bonusly, Nectar)"}, {"id": "mai-20260917-1752-baseline|c168-m5|alibaba-small|Nectar", "prompt": "c168-m5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Social-First Peer Recognition:** (e.g., Bonusly, Nectar)"}, {"id": "mai-20260917-1752-baseline|c168-m5|alibaba-small|Guusto", "prompt": "c168-m5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Experience-Heavy Rewards:** (e.g., Guusto, Tremendous)"}, {"id": "mai-20260917-1752-baseline|c168-m5|alibaba-small|Tremendous", "prompt": "c168-m5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Tremendous", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Experience-Heavy Rewards:** (e.g., Guusto, Tremendous)"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Awardco", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Awardco** – Amazon catalog integration, mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Bonusly", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bonusly** – lightweight, easy peer-to-peer, SMB to mid-market"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Nectar", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Nectar** – recognition + internal comms + listening in one"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Motivosity", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Motivosity** – engagement focus and impact measurement"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Kudos", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kudos** – values-based, culture-driven"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Workhuman", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Workhuman** – stronger enterprise/analytics, but viable at upper mid-market"}, {"id": "mai-20260917-1752-baseline|c168-m5|deepseek-small|Guusto", "prompt": "c168-m5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Guusto** – great if you have frontline employees"}, {"id": "mai-20260917-1752-baseline|c168-m5|google-small|Teamflect", "prompt": "c168-m5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your primary workspace is Microsoft Teams/M365: Look at **Teamflect** (which runs natively inside Teams and Outlook, maximizing adoption)."}, {"id": "mai-20260917-1752-baseline|c168-m5|google-small|Bonusly", "prompt": "c168-m5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the best peer-to-peer social feed experience: Look at **Bonusly** or **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-m5|google-small|Nectar", "prompt": "c168-m5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **Bonusly** or **Nectar** (highly intuitive, great Slack/Teams integrations, built for engagement)"}, {"id": "mai-20260917-1752-baseline|c168-m5|google-small|Awardco", "prompt": "c168-m5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want zero markups and the largest rewards catalog (Amazon integration): Look at **Awardco**"}, {"id": "mai-20260917-1752-baseline|c168-m5|google-small|WorkTango", "prompt": "c168-m5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look for platforms (like **Awardco** or **WorkTango**) that offer zero-markup marketplaces"}, {"id": "mai-20260917-1752-baseline|c168-m5|google-small|Motivosity", "prompt": "c168-m5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want physical card rewards: Look at **Motivosity**, which is highly praised for its \"ThanksMatters\" Visa card"}, {"id": "mai-20260917-1752-baseline|c168-m5|meta-small|HiThrive", "prompt": "c168-m5", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "HiThrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular employee recognition platforms include HiThrive, Simpplr, and CarltonOne."}, {"id": "mai-20260917-1752-baseline|c168-m5|meta-small|Simpplr", "prompt": "c168-m5", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular employee recognition platforms include HiThrive, Simpplr, and CarltonOne."}, {"id": "mai-20260917-1752-baseline|c168-m5|meta-small|CarltonOne", "prompt": "c168-m5", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "CarltonOne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular employee recognition platforms include HiThrive, Simpplr, and CarltonOne."}, {"id": "mai-20260917-1752-baseline|c168-m5|mistral-small|Bonusly", "prompt": "c168-m5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research platforms like Bonusly, Kazoo, Motivosity, Workhuman, or Achievers."}, {"id": "mai-20260917-1752-baseline|c168-m5|mistral-small|Kazoo", "prompt": "c168-m5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kazoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research platforms like Bonusly, Kazoo, Motivosity, Workhuman, or Achievers."}, {"id": "mai-20260917-1752-baseline|c168-m5|mistral-small|Motivosity", "prompt": "c168-m5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research platforms like Bonusly, Kazoo, Motivosity, Workhuman, or Achievers."}, {"id": "mai-20260917-1752-baseline|c168-m5|mistral-small|Workhuman", "prompt": "c168-m5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research platforms like Bonusly, Kazoo, Motivosity, Workhuman, or Achievers."}, {"id": "mai-20260917-1752-baseline|c168-m5|mistral-small|Achievers", "prompt": "c168-m5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research platforms like Bonusly, Kazoo, Motivosity, Workhuman, or Achievers."}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Awardco", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some platforms (like Awardco) partner with Amazon for direct pricing without markups ... Mid-Market Comprehensive ... Awardco, Motivosity, Kudos"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Bonusly", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lightweight/Agile | Quick deployment, high adoption | Bonusly, Nectar"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Nectar", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lightweight/Agile | Quick deployment, high adoption | Bonusly, Nectar"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Motivosity", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-Market Comprehensive | Scalability with robust features | Awardco, Motivosity, Kudos"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Kudos", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-Market Comprehensive | Scalability with robust features | Awardco, Motivosity, Kudos"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Workhuman", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-Grade | Complex needs, deep integrations | Workhuman, Achievers, O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|Achievers", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-Grade | Complex needs, deep integrations | Workhuman, Achievers, O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-m5|moonshot-small|O.C. Tanner", "prompt": "c168-m5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "O.C. Tanner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-Grade | Complex needs, deep integrations | Workhuman, Achievers, O.C. Tanner"}, {"id": "mai-20260917-1752-baseline|c168-m5|xai-small|Achievers", "prompt": "c168-m5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look for enterprise-ready platforms like Achievers, Workhuman, Awardco, or Kudos that support 500+ users seamlessly"}, {"id": "mai-20260917-1752-baseline|c168-m5|xai-small|Workhuman", "prompt": "c168-m5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Custom/Enterprise | Quote-based, includes rewards | Achievers, Workhuman ($50K+ possible)"}, {"id": "mai-20260917-1752-baseline|c168-m5|xai-small|Awardco", "prompt": "c168-m5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Awardco ($2.5K\\u2013$4K base + add-ons)"}, {"id": "mai-20260917-1752-baseline|c168-m5|xai-small|Kudos", "prompt": "c168-m5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kudos (culture focus)"}, {"id": "mai-20260917-1752-baseline|c168-m5|xai-small|Nectar", "prompt": "c168-m5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nectar, Motivosity (~$3\\u20135/user/mo)"}, {"id": "mai-20260917-1752-baseline|c168-m5|xai-small|Motivosity", "prompt": "c168-m5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Motivosity (social)"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Engagedly", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-market focused – Engagedly, Bonusly, Kudos, Motivosity, Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Bonusly", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market focused – Engagedly, Bonusly, Kudos, Motivosity, Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Kudos", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Slack/Teams-first – Matter, Bonusly, Kudos"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Motivosity", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market focused – Engagedly, Bonusly, Kudos, Motivosity, Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Cooleaf", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Cooleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market focused – Engagedly, Bonusly, Kudos, Motivosity, Cooleaf"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Awardco", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Culture & values-driven – Awardco, Workhuman, Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Workhuman", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Culture & values-driven – Awardco, Workhuman, Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Matter", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Slack/Teams-first – Matter, Bonusly, Kudos"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Bucketlist", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bucketlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Comprehensive rewards + recognition – Bucketlist, Simpplr, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-m5|zai-small|Simpplr", "prompt": "c168-m5", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Comprehensive rewards + recognition – Bucketlist, Simpplr, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-m6|alibaba-small|Motivosity", "prompt": "c168-m6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Motivosity:** Best for large enterprises."}, {"id": "mai-20260917-1752-baseline|c168-m6|alibaba-small|Bonusly", "prompt": "c168-m6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bonusly:** Great for mid-sized teams with social integration."}, {"id": "mai-20260917-1752-baseline|c168-m6|alibaba-small|Kudos", "prompt": "c168-m6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kudos:** Good for visual/timeline-based recognition."}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|O.C. Tanner (Culture Cloud)", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner (Culture Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Beware most of **O.C. Tanner**"}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Awardco", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "treat this as \"be cautious on catalog quality,\" not \"avoid entirely.\""}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Achievers", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "exercise caution with **Awardco / Achievers / Workhuman / Kudos**"}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Workhuman", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "exercise caution with **Awardco / Achievers / Workhuman / Kudos** on catalog quality, hidden module costs, and pricing opacity"}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Kudos", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "exercise caution with **Awardco / Achievers / Workhuman / Kudos**"}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Motivosity", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Only a handful (Motivosity, Bonusly, Guusto) publish transparent pricing."}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Bonusly", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Only a handful (Motivosity, Bonusly, Guusto) publish transparent pricing."}, {"id": "mai-20260917-1752-baseline|c168-m6|deepseek-small|Guusto", "prompt": "c168-m6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Only a handful (Motivosity, Bonusly, Guusto) publish transparent pricing."}, {"id": "mai-20260917-1752-baseline|c168-m6|google-small|Bonusly", "prompt": "c168-m6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "major players like Bonusly, Awardco, Nectar, and Kudos all have strong use cases depending on company size"}, {"id": "mai-20260917-1752-baseline|c168-m6|google-small|Awardco", "prompt": "c168-m6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major players like Bonusly, Awardco, Nectar, and Kudos all have strong use cases depending on company size"}, {"id": "mai-20260917-1752-baseline|c168-m6|google-small|Nectar", "prompt": "c168-m6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major players like Bonusly, Awardco, Nectar, and Kudos all have strong use cases"}, {"id": "mai-20260917-1752-baseline|c168-m6|google-small|Kudos", "prompt": "c168-m6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major players like Bonusly, Awardco, Nectar, and Kudos all have strong use cases"}, {"id": "mai-20260917-1752-baseline|c168-m6|google-small|ADP", "prompt": "c168-m6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many all-in-one payroll and HRIS suites (e.g., ADP, Workday, or older HR platforms) offer a \"recognition module\" as a cheap add-on... these bolt-on modules are usually an afterthought"}, {"id": "mai-20260917-1752-baseline|c168-m6|google-small|Workday", "prompt": "c168-m6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HRIS \"Bolt-On\" Modules... (e.g., ADP, Workday...) ... typically stiff, formal, lack engaging social feeds, and suffer from incredibly low user adoption"}, {"id": "mai-20260917-1752-baseline|c168-m6|meta-small|DeepFace", "prompt": "c168-m6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "DeepFace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some platforms, like DeepFace, may pose ethical risks due to their potential for misuse in mass surveillance or deepfake creation."}, {"id": "mai-20260917-1752-baseline|c168-m6|meta-small|Motivosity", "prompt": "c168-m6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some popular recognition platforms to consider include Motivosity, Bonusly, and Guusto, which publish transparent pricing"}, {"id": "mai-20260917-1752-baseline|c168-m6|meta-small|Bonusly", "prompt": "c168-m6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some popular recognition platforms to consider include Motivosity, Bonusly, and Guusto, which publish transparent pricing"}, {"id": "mai-20260917-1752-baseline|c168-m6|meta-small|Guusto", "prompt": "c168-m6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some popular recognition platforms to consider include Motivosity, Bonusly, and Guusto, which publish transparent pricing"}, {"id": "mai-20260917-1752-baseline|c168-m6|minimax-small|Clearview AI", "prompt": "c168-m6", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Clearview AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "scraped billions of photos from social media platforms ... without user consent ... Has been fined in Europe and Australia for privacy violations"}, {"id": "mai-20260917-1752-baseline|c168-m6|minimax-small|FaceCheck ID", "prompt": "c168-m6", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "FaceCheck ID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Medium to high privacy risk ... Not recommended for hiring decisions, housing, lending, or public accusations"}, {"id": "mai-20260917-1752-baseline|c168-m6|mistral-small|Bonusly", "prompt": "c168-m6", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Desktop-focused, limited custom rewards, basic analytics, and required monthly point caps that can add unexpected costs."}, {"id": "mai-20260917-1752-baseline|c168-m6|mistral-small|Kudos", "prompt": "c168-m6", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing is not transparent; professional services and integration fees can be high ($10K–$50K+)"}, {"id": "mai-20260917-1752-baseline|c168-m6|mistral-small|Workhuman", "prompt": "c168-m6", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High setup and module costs ($25K–$100K+) and required annual contracts make it expensive for smaller organizations."}, {"id": "mai-20260917-1752-baseline|c168-m6|mistral-small|Achievers", "prompt": "c168-m6", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scaling penalties, add-on modules, and professional service fees can significantly increase costs."}, {"id": "mai-20260917-1752-baseline|c168-m6|moonshot-small|Clearview AI", "prompt": "c168-m6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Clearview AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Notable examples to avoid:\n- **Clearview AI**: Scraped billions of photos from social media without consent"}, {"id": "mai-20260917-1752-baseline|c168-m6|moonshot-small|BioStar 2", "prompt": "c168-m6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "BioStar 2", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**BioStar 2**: Leaked over 1 million fingerprint records and facial recognition data due to an unprotected database"}, {"id": "mai-20260917-1752-baseline|c168-m6|moonshot-small|WorkComposer", "prompt": "c168-m6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "WorkComposer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**WorkComposer**, for example, leaked **21 million screenshots** from an unprotected cloud bucket."}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Achievers", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Limited points/rewards budgets: Frequent complaints (e.g., in Motivosity, Kudos, Achievers)... custom reports delayed in others like Achievers."}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Bonusly", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "No specific recognition platforms (like employee rewards tools such as Achievers, Bonusly, Workhuman, Kudos, or Motivosity) stand out as outright ones to \"avoid\""}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Workhuman", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High/unclear pricing: Enterprise tools like Workhuman or Kudos require custom quotes"}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Kudos", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "outdated apps in some like Kudos (low app store ratings ~3.2/5)"}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Motivosity", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Poor mobile app or navigation: Issues in Motivosity (hard to use)"}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Awardco", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Top-rated include Awardco (4.9/5), Nectar, Guusto."}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Nectar", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top-rated include Awardco (4.9/5), Nectar, Guusto."}, {"id": "mai-20260917-1752-baseline|c168-m6|xai-small|Guusto", "prompt": "c168-m6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top-rated include Awardco (4.9/5), Nectar, Guusto."}, {"id": "mai-20260917-1752-baseline|c168-s1|alibaba-small|Bonusly", "prompt": "c168-s1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bonusly** is widely considered the best overall employee recognition platform"}, {"id": "mai-20260917-1752-baseline|c168-s1|alibaba-small|Matter", "prompt": "c168-s1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Matter"}, {"id": "mai-20260917-1752-baseline|c168-s1|alibaba-small|Flaree", "prompt": "c168-s1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Flaree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Flaree"}, {"id": "mai-20260917-1752-baseline|c168-s1|alibaba-small|Motivosity", "prompt": "c168-s1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "month-to-month plans without onboarding fees or multi-year contracts typical of providers like Motivosity or Achievers"}, {"id": "mai-20260917-1752-baseline|c168-s1|alibaba-small|Achievers", "prompt": "c168-s1", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "multi-year contracts typical of providers like Motivosity or Achievers"}, {"id": "mai-20260917-1752-baseline|c168-s1|anthropic-small|Bonusly", "prompt": "c168-s1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's one of the simpler and more affordable options, making it a good fit for smaller teams looking for something budget-friendly and easy to use."}, {"id": "mai-20260917-1752-baseline|c168-s1|anthropic-small|Kudos", "prompt": "c168-s1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kudos is well-suited for small and mid-sized organizations looking to formalize recognition without adding unnecessary complexity."}, {"id": "mai-20260917-1752-baseline|c168-s1|anthropic-small|Motivosity", "prompt": "c168-s1", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "New startups and small businesses with 100 employees or less can reach out for flexible packages starting at $3,000."}, {"id": "mai-20260917-1752-baseline|c168-s1|challenger-small|Bonusly", "prompt": "c168-s1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-s1|challenger-small|Matter", "prompt": "c168-s1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Matter** is a very strong alternative"}, {"id": "mai-20260917-1752-baseline|c168-s1|challenger-small|Nectar", "prompt": "c168-s1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want everyday recognition and a straightforward, small-business-friendly setup"}, {"id": "mai-20260917-1752-baseline|c168-s1|challenger-small|Guusto", "prompt": "c168-s1", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if flexible gifting and low-cost rewards matter most"}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Bonusly", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Default pick for most small B2B teams: **Bonusly** — proven, Slack/Teams-native, transparent pricing, scales well."}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Nectar", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bonusly** and **Nectar** are the two most-recommended, well-rounded options"}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Matter", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're very budget-conscious, **Matter** (from $1/user/month) is the strongest value pick."}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Motivosity", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some plans (e.g., Motivosity's core plan) cap at ~50 users — check before you grow."}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Assembly", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Assembly** or **Nectar** offer broader culture-building features."}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Guusto", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Frontline/deskless or international teams"}, {"id": "mai-20260917-1752-baseline|c168-s1|deepseek-small|Recognize", "prompt": "c168-s1", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Recognize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Already heavy on Microsoft 365: consider **Recognize** ... for native MS Teams integration."}, {"id": "mai-20260917-1752-baseline|c168-s1|google-small|Bonusly", "prompt": "c168-s1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Culture & Chat Integration:** [**Bonusly**]"}, {"id": "mai-20260917-1752-baseline|c168-s1|google-small|Nectar", "prompt": "c168-s1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nectar is a fast-growing, highly-rated alternative to Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-s1|google-small|Guusto", "prompt": "c168-s1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best on a Tight Budget (Pay-As-You-Go):** [**Guusto**]"}, {"id": "mai-20260917-1752-baseline|c168-s1|google-small|Matter", "prompt": "c168-s1", "model": "google-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for a 100% Slack/Teams Native Experience:** [**Matter**]"}, {"id": "mai-20260917-1752-baseline|c168-s1|meta-small|Bonusly", "prompt": "c168-s1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bonusly - a lightweight peer-to-peer recognition platform suitable for SMB to mid-market companies."}, {"id": "mai-20260917-1752-baseline|c168-s1|meta-small|Achievers", "prompt": "c168-s1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Achievers - a platform that offers automated shoutouts, rewards, and milestone tracking."}, {"id": "mai-20260917-1752-baseline|c168-s1|meta-small|15Five", "prompt": "c168-s1", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "15Five - a platform that provides continuous performance management and recognition."}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Bonusly", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Bonusly** as it offers the best balance of affordability, features, and scalability"}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Achievers", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Achievers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Companies wanting comprehensive recognition"}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Blueboard", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies focused on experiential rewards"}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Recognize", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Recognize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look for platforms with free tiers or affordable pricing (Bonusly, Recognize)"}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Workhuman", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workhuman** - Strong analytics and peer recognition features"}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Recognition Platform", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Recognition Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Recognition Platform** - Simple and affordable for small teams"}, {"id": "mai-20260917-1752-baseline|c168-s1|minimax-small|Karma", "prompt": "c168-s1", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Karma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Karma** - Free tier available, great for small teams"}, {"id": "mai-20260917-1752-baseline|c168-s1|mistral-small|Bonusly", "prompt": "c168-s1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bonusly** and **Matter** are often highlighted as the top choices"}, {"id": "mai-20260917-1752-baseline|c168-s1|mistral-small|Matter", "prompt": "c168-s1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bonusly** and **Matter** are often highlighted as the top choices"}, {"id": "mai-20260917-1752-baseline|c168-s1|mistral-small|Nectar", "prompt": "c168-s1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nectar is suitable for small businesses looking for a straightforward recognition program with rewards"}, {"id": "mai-20260917-1752-baseline|c168-s1|mistral-small|Guusto", "prompt": "c168-s1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for frontline worker recognition and offers flexible rewards"}, {"id": "mai-20260917-1752-baseline|c168-s1|mistral-small|Awardco", "prompt": "c168-s1", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Awardco** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c168-s1|moonshot-small|Bonusly", "prompt": "c168-s1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B ... I'd suggest starting with **Bonusly** or **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s1|moonshot-small|Guusto", "prompt": "c168-s1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Bonusly** or **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s1|moonshot-small|Nectar", "prompt": "c168-s1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Culture-Building ... Combines recognition with company values"}, {"id": "mai-20260917-1752-baseline|c168-s1|moonshot-small|Motivosity", "prompt": "c168-s1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Engagement ... Strong focus on employee engagement"}, {"id": "mai-20260917-1752-baseline|c168-s1|moonshot-small|HubEngage", "prompt": "c168-s1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "HubEngage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most Affordable - From $1/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s1|moonshot-small|Awardco", "prompt": "c168-s1", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid platforms with high annual minimums (e.g., Awardco starts at $2,500/year)"}, {"id": "mai-20260917-1752-baseline|c168-s1|openai-small|Bonusly", "prompt": "c168-s1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around pick is usually **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-s1|openai-small|Awardco", "prompt": "c168-s1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Awardco** is another top contender"}, {"id": "mai-20260917-1752-baseline|c168-s1|openai-small|Guusto", "prompt": "c168-s1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost/simple alternative:** **Guusto** or **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-s1|openai-small|Nectar", "prompt": "c168-s1", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best low-cost/simple alternative:** **Guusto** or **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-s1|xai-small|Nectar", "prompt": "c168-s1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Nectar for analytics"}, {"id": "mai-20260917-1752-baseline|c168-s1|xai-small|Bonusly", "prompt": "c168-s1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bonusly** edges out for most small B2B companies"}, {"id": "mai-20260917-1752-baseline|c168-s1|xai-small|Guusto", "prompt": "c168-s1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gift-focused rewards from 100+ merchants; perfect for simple, meaningful appreciation in small teams."}, {"id": "mai-20260917-1752-baseline|c168-s1|xai-small|Kudos", "prompt": "c168-s1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Values-based recognition; boosts culture in B2B service firms."}, {"id": "mai-20260917-1752-baseline|c168-s1|xai-small|Motivosity", "prompt": "c168-s1", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leaders in G2's Small Business Grid: Nectar, Bonusly, Guusto, Kudos, Motivosity"}, {"id": "mai-20260917-1752-baseline|c168-s1|zai-small|Bonusly", "prompt": "c168-s1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Bonusly - **Best for:** Simple peer-to-peer recognition with low setup ... Transparent pricing, easy onboarding"}, {"id": "mai-20260917-1752-baseline|c168-s1|zai-small|Assembly", "prompt": "c168-s1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Assembly - **Best for:** Companies that want a no-contract, low-cost option with strong engagement features"}, {"id": "mai-20260917-1752-baseline|c168-s1|zai-small|Nectar", "prompt": "c168-s1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Nectar - **Best for:** Formal recognition programs with SHRM-backed framework"}, {"id": "mai-20260917-1752-baseline|c168-s1|zai-small|Guusto", "prompt": "c168-s1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mentions ... Guusto's simplicity and gift card focus can be a good fit."}, {"id": "mai-20260917-1752-baseline|c168-s1|zai-small|Kudos", "prompt": "c168-s1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want strong culture analytics and value-driven recognition, Kudos can be a solid choice."}, {"id": "mai-20260917-1752-baseline|c168-s1|zai-small|Awardco", "prompt": "c168-s1", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good if you want automated milestone celebrations and a curated rewards catalog, but expect some sales involvement."}, {"id": "mai-20260917-1752-baseline|c168-s2|alibaba-small|Kudos", "prompt": "c168-s2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Kudos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder for Engagement: **Kudos** ... frequently cited as one of the best platforms for small businesses"}, {"id": "mai-20260917-1752-baseline|c168-s2|alibaba-small|Bucketlist Rewards", "prompt": "c168-s2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Budget Predictability: **Bucketlist Rewards** ... specifically designed with small businesses in mind"}, {"id": "mai-20260917-1752-baseline|c168-s2|alibaba-small|Blueboard", "prompt": "c168-s2", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for High-Impact Retention: **Blueboard** ... Generally more expensive upfront; may be overkill"}, {"id": "mai-20260917-1752-baseline|c168-s2|anthropic-small|Bucketlist Rewards", "prompt": "c168-s2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "With a Starter plan from $2,300, it's one of the most affordable options for small businesses and launches in just 8-16 hours"}, {"id": "mai-20260917-1752-baseline|c168-s2|anthropic-small|Motivosity", "prompt": "c168-s2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal if you want simplicity and quick adoption"}, {"id": "mai-20260917-1752-baseline|c168-s2|anthropic-small|Awardco", "prompt": "c168-s2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Awardco is a strong fit for small businesses wanting to improve recognition without a complicated experience"}, {"id": "mai-20260917-1752-baseline|c168-s2|anthropic-small|Bonusly", "prompt": "c168-s2", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly is widely used for day-to-day recognition with a micro-bonus approach"}, {"id": "mai-20260917-1752-baseline|c168-s2|challenger-small|Bonusly", "prompt": "c168-s2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bonusly** as the safest overall choice"}, {"id": "mai-20260917-1752-baseline|c168-s2|challenger-small|Guusto", "prompt": "c168-s2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Guusto** and **Motivosity** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c168-s2|challenger-small|Motivosity", "prompt": "c168-s2", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Motivosity** is a solid choice if you want continuous recognition"}, {"id": "mai-20260917-1752-baseline|c168-s2|deepseek-small|Bonusly", "prompt": "c168-s2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Bonusly** as the top choice"}, {"id": "mai-20260917-1752-baseline|c168-s2|deepseek-small|Guusto", "prompt": "c168-s2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Guusto** and **Nectar** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c168-s2|deepseek-small|Nectar", "prompt": "c168-s2", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the $4K minimum annual spend is a barrier for micro-teams"}, {"id": "mai-20260917-1752-baseline|c168-s2|google-small|Bonusly", "prompt": "c168-s2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Daily Engagement: **Bonusly** ... is the gold standard for building a culture of appreciation."}, {"id": "mai-20260917-1752-baseline|c168-s2|google-small|Guusto", "prompt": "c168-s2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious / Pay-As-You-Go Gifting: **Guusto** ... is an incredible option."}, {"id": "mai-20260917-1752-baseline|c168-s2|google-small|Awardco", "prompt": "c168-s2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Physical Rewards (Amazon Integration): **Awardco** is the premier choice."}, {"id": "mai-20260917-1752-baseline|c168-s2|google-small|Nectar", "prompt": "c168-s2", "model": "google-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Middle-Ground for Values-Based Culture: **Nectar** strikes a perfect balance"}, {"id": "mai-20260917-1752-baseline|c168-s2|meta-small|Awardco", "prompt": "c168-s2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Awardco - offers a range of features including peer recognition, manager awards, and service awards, with a global reward network"}, {"id": "mai-20260917-1752-baseline|c168-s2|meta-small|Tremendous", "prompt": "c168-s2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Tremendous", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Tremendous - a global payouts platform for businesses sending gift cards and rewards to recognize employees."}, {"id": "mai-20260917-1752-baseline|c168-s2|meta-small|Connecteam", "prompt": "c168-s2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Connecteam - an employee recognition app that allows employees to exchange digital tokens for gift cards."}, {"id": "mai-20260917-1752-baseline|c168-s2|meta-small|Matter", "prompt": "c168-s2", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Matter - a lightweight and fun peer recognition platform that integrates with Slack and Teams"}, {"id": "mai-20260917-1752-baseline|c168-s2|minimax-small|Bonusly", "prompt": "c168-s2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Bonusly** or **Awardco** – both are highly rated for small businesses"}, {"id": "mai-20260917-1752-baseline|c168-s2|minimax-small|Awardco", "prompt": "c168-s2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Bonusly** or **Awardco** – both are highly rated for small businesses"}, {"id": "mai-20260917-1752-baseline|c168-s2|minimax-small|Nectar HR", "prompt": "c168-s2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perfect for small to mid-sized businesses. Provides peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-s2|minimax-small|Guusto", "prompt": "c168-s2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited as cost-effective for small teams with flexible reward options."}, {"id": "mai-20260917-1752-baseline|c168-s2|minimax-small|Bucketlist Rewards", "prompt": "c168-s2", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on creating appreciation and motivation culture. Offers customizable options."}, {"id": "mai-20260917-1752-baseline|c168-s2|mistral-small|Bonusly", "prompt": "c168-s2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for peer-to-peer recognition and points-based rewards."}, {"id": "mai-20260917-1752-baseline|c168-s2|mistral-small|Nectar", "prompt": "c168-s2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for small businesses and startups, especially those with under 200 employees."}, {"id": "mai-20260917-1752-baseline|c168-s2|mistral-small|Kudos", "prompt": "c168-s2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another popular choice for small teams, offering easy setup and a variety of reward options."}, {"id": "mai-20260917-1752-baseline|c168-s2|mistral-small|Motivosity", "prompt": "c168-s2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small and midsize businesses looking to boost engagement through continuous recognition."}, {"id": "mai-20260917-1752-baseline|c168-s2|mistral-small|Reward Gateway", "prompt": "c168-s2", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed for both domestic and global reward programs, making it a good fit for B2B companies with remote or distributed teams."}, {"id": "mai-20260917-1752-baseline|c168-s2|moonshot-small|Bonusly", "prompt": "c168-s2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most small B2B businesses:** Start with **Bonusly** (free tier) or **Nectar** (affordable paid)"}, {"id": "mai-20260917-1752-baseline|c168-s2|moonshot-small|Nectar", "prompt": "c168-s2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Bonusly** (free tier) or **Nectar** (affordable paid) to establish recognition habits"}, {"id": "mai-20260917-1752-baseline|c168-s2|moonshot-small|Motivosity", "prompt": "c168-s2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Culture-Building ... Modular design, proven to 3x recognition rates, very user-friendly"}, {"id": "mai-20260917-1752-baseline|c168-s2|moonshot-small|Guusto", "prompt": "c168-s2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option ... Best for: Very small businesses testing the waters"}, {"id": "mai-20260917-1752-baseline|c168-s2|moonshot-small|ThriveSparrow", "prompt": "c168-s2", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most Affordable ... Just **$2/user/month**"}, {"id": "mai-20260917-1752-baseline|c168-s2|openai-small|Bonusly", "prompt": "c168-s2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bonusly** first"}, {"id": "mai-20260917-1752-baseline|c168-s2|openai-small|Nectar", "prompt": "c168-s2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget-friendly option:** **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-s2|openai-small|Guusto", "prompt": "c168-s2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to minimize cost, start with **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s2|openai-small|Awardco", "prompt": "c168-s2", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want more robust rewards infrastructure and flexibility:** **Awardco**"}, {"id": "mai-20260917-1752-baseline|c168-s2|xai-small|Bonusly", "prompt": "c168-s2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Bonusly as the top employee rewards program software."}, {"id": "mai-20260917-1752-baseline|c168-s2|xai-small|Nectar", "prompt": "c168-s2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Alternatives ... Nectar | You want built-in surveys + comms"}, {"id": "mai-20260917-1752-baseline|c168-s2|xai-small|Motivosity", "prompt": "c168-s2", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Motivosity | Emphasis on community + milestones"}, {"id": "mai-20260917-1752-baseline|c168-s2|zai-small|Awardco", "prompt": "c168-s2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Awardco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Awardco** Best overall for small B2B sales teams"}, {"id": "mai-20260917-1752-baseline|c168-s2|zai-small|Benepik", "prompt": "c168-s2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Benepik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Benepik** Best for deep B2B channel & sales incentive integration"}, {"id": "mai-20260917-1752-baseline|c168-s2|zai-small|Motivosity", "prompt": "c168-s2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honorable Mention: **Motivosity** Best for culture and peer recognition"}, {"id": "mai-20260917-1752-baseline|c168-s2|zai-small|Bonusly", "prompt": "c168-s2", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "paraphrase", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Motivosity** (or **Bonusly**) is a great fit"}, {"id": "mai-20260917-1752-baseline|c168-s3|alibaba-small|Bonusly", "prompt": "c168-s3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple peer-to-peer culture:** Choose **Bonusly** for ease of use."}, {"id": "mai-20260917-1752-baseline|c168-s3|alibaba-small|Guusto", "prompt": "c168-s3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want managers to easily reward effort:** Choose **Guusto** for its gift-card simplicity."}, {"id": "mai-20260917-1752-baseline|c168-s3|alibaba-small|Matter (formerly Recognitio)", "prompt": "c168-s3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter (formerly Recognitio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you use Microsoft Teams heavily:** Choose **Matter** for seamless integration."}, {"id": "mai-20260917-1752-baseline|c168-s3|alibaba-small|Nectar", "prompt": "c168-s3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can feel \"heavy\" for a very small team (under 10 people); steeper setup time."}, {"id": "mai-20260917-1752-baseline|c168-s3|alibaba-small|Kudoboard", "prompt": "c168-s3", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to keep costs predictable:** Choose **Kudoboard** for its flat-rate model."}, {"id": "mai-20260917-1752-baseline|c168-s3|anthropic-small|Bonusly", "prompt": "c168-s3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one of the simpler and more affordable options, making it a good fit for smaller teams looking for something budget-friendly and easy to use"}, {"id": "mai-20260917-1752-baseline|c168-s3|anthropic-small|Nectar", "prompt": "c168-s3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "stands out as one of the most affordable employee recognition programs on the market and offers a free standard tier for very small teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|anthropic-small|Motivosity", "prompt": "c168-s3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "focuses on building community and connection alongside regular appreciation"}, {"id": "mai-20260917-1752-baseline|c168-s3|anthropic-small|HeyTaco", "prompt": "c168-s3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "HeyTaco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tag a teammate and add a taco emoji to give recognition directly in Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|anthropic-small|Kudos", "prompt": "c168-s3", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making it a highly sustainable option for businesses with tight margins"}, {"id": "mai-20260917-1752-baseline|c168-s3|challenger-small|Bonusly", "prompt": "c168-s3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want the **simplest peer-recognition loop**, start with **Bonusly** or **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-s3|challenger-small|Nectar", "prompt": "c168-s3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Bonusly** or **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-s3|challenger-small|Guusto", "prompt": "c168-s3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need **frontline support**, look at **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s3|challenger-small|Motivosity", "prompt": "c168-s3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you care about **analytics and engagement**, consider **Motivosity**"}, {"id": "mai-20260917-1752-baseline|c168-s3|challenger-small|Assembly", "prompt": "c168-s3", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want recognition embedded in a broader team workflow, **Assembly** is a strong fit"}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|Bonusly", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want to start free:** **Matter** (unlimited users) or **Bonusly** (up to 8 users) are the best zero-cost entry points."}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|Nectar", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have frontline/deskless workers:** Choose **Nectar** or **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|Motivosity", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want data on culture:** **Motivosity** and **Kudos** provide the deepest analytics."}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|Guusto", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have frontline/deskless workers:** Choose **Nectar** or **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|Matter", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Free plan for unlimited users** (the best free tier on the market)"}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|HeyTaco", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "HeyTaco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Startup-style, low-formality teams that just want a simple daily \"thank you\" habit without the overhead."}, {"id": "mai-20260917-1752-baseline|c168-s3|deepseek-small|Kudos", "prompt": "c168-s3", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Motivosity** and **Kudos** provide the deepest analytics."}, {"id": "mai-20260917-1752-baseline|c168-s3|google-small|Matter", "prompt": "c168-s3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Matter** if your team practically lives in Slack or MS Teams and you want to start building a recognition habit with zero friction."}, {"id": "mai-20260917-1752-baseline|c168-s3|google-small|Guusto", "prompt": "c168-s3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tight Budgets & Frontline Workers"}, {"id": "mai-20260917-1752-baseline|c168-s3|google-small|Bonusly", "prompt": "c168-s3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Engagement & Peer \"Shoutouts\""}, {"id": "mai-20260917-1752-baseline|c168-s3|google-small|Nectar", "prompt": "c168-s3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nectar may require an annual contract minimum (which can make it less cost-effective for teams under 15\\u201320 people)"}, {"id": "mai-20260917-1752-baseline|c168-s3|google-small|Assembly", "prompt": "c168-s3", "model": "google-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Scalable Workflows & Gifting"}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Nectar", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Nectar: $4,000 annual commitment, with per-employee pricing in the $5–$6 range."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Guusto", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Guusto: Custom quote, free demo, ideal for small businesses to enterprise."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Motivosity", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Motivosity: Custom quote, free demo, ideal for small businesses to enterprise."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Matter", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Matter: Custom quote, free demo, ideal for small businesses to enterprise."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Kudos Inc.", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kudos Inc.: Custom quote, free demo, ideal for small businesses to enterprise."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Awardco", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Awardco: Custom quote, free demo, ideal for SMBs to enterprise."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Bonusly", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bonusly: Per user/month, free tier available, ideal for startups and SMBs."}, {"id": "mai-20260917-1752-baseline|c168-s3|meta-small|Qarrot", "prompt": "c168-s3", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Qarrot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Qarrot: Starts at $59/month or $3/user/month, free demo, ideal for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c168-s3|minimax-small|Bonusly", "prompt": "c168-s3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams starting out, **Bonusly** (free tier) or **HubEngage** (lowest cost) would be recommended"}, {"id": "mai-20260917-1752-baseline|c168-s3|minimax-small|Nectar", "prompt": "c168-s3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nectar** or **Guusto** offer good balance of features and usability for growing teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|minimax-small|Guusto", "prompt": "c168-s3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nectar** or **Guusto** offer good balance of features and usability for growing teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|minimax-small|Motivosity", "prompt": "c168-s3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Employee engagement measurement"}, {"id": "mai-20260917-1752-baseline|c168-s3|minimax-small|Awardco", "prompt": "c168-s3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Pricing:** Premium pricing ($$$$) ... **Ideal for:** Mid-market to enterprise teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|minimax-small|HubEngage", "prompt": "c168-s3", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "HubEngage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Bonusly** (free tier) or **HubEngage** (lowest cost) would be recommended"}, {"id": "mai-20260917-1752-baseline|c168-s3|mistral-small|Nectar", "prompt": "c168-s3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For teams under 200 employees, Nectar, Bonusly, and Kudos are commonly recommended due to their affordability, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline|c168-s3|mistral-small|Bonusly", "prompt": "c168-s3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Nectar, Bonusly, and Kudos are commonly recommended due to their affordability, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline|c168-s3|mistral-small|Motivosity", "prompt": "c168-s3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a mix of peer recognition, manager tools, and a rewards marketplace."}, {"id": "mai-20260917-1752-baseline|c168-s3|mistral-small|Guusto", "prompt": "c168-s3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "particularly good for small teams that want to send both monetary and non-monetary rewards easily"}, {"id": "mai-20260917-1752-baseline|c168-s3|mistral-small|Kudos", "prompt": "c168-s3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Nectar, Bonusly, and Kudos are commonly recommended due to their affordability, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline|c168-s3|mistral-small|Matter", "prompt": "c168-s3", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bonusly and Matter are often praised for their simplicity and quick setup."}, {"id": "mai-20260917-1752-baseline|c168-s3|moonshot-small|Bonusly", "prompt": "c168-s3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Matter's free plan** or **Bonusly's free tier**"}, {"id": "mai-20260917-1752-baseline|c168-s3|moonshot-small|Matter", "prompt": "c168-s3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're a very small team (under 10), start with **Matter's free plan** or **Bonusly's free tier**"}, {"id": "mai-20260917-1752-baseline|c168-s3|moonshot-small|Awardco", "prompt": "c168-s3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a bit more budget and want robust rewards, **Awardco** or **Bonusly's paid plan** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c168-s3|moonshot-small|Nectar", "prompt": "c168-s3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** Mid-market companies wanting recognition + communications"}, {"id": "mai-20260917-1752-baseline|c168-s3|moonshot-small|Qarrot", "prompt": "c168-s3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Qarrot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Structured Programs"}, {"id": "mai-20260917-1752-baseline|c168-s3|moonshot-small|Kudos Inc.", "prompt": "c168-s3", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for:** Culture-focused teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|openai-small|HeyTaco", "prompt": "c168-s3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "HeyTaco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want the easiest adoption?** → **HeyTaco**"}, {"id": "mai-20260917-1752-baseline|c168-s3|openai-small|Bonusly", "prompt": "c168-s3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bonusly positions itself for small teams trying structured recognition"}, {"id": "mai-20260917-1752-baseline|c168-s3|openai-small|Nectar", "prompt": "c168-s3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G2 highlights Nectar as a strong small-business option because it's intuitive and quick to adopt"}, {"id": "mai-20260917-1752-baseline|c168-s3|openai-small|Motivosity", "prompt": "c168-s3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Its small business plans start at **$3,000 annually**, so it may be better once you want more program depth."}, {"id": "mai-20260917-1752-baseline|c168-s3|openai-small|Kudos", "prompt": "c168-s3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kudos is more of a classic employee recognition system"}, {"id": "mai-20260917-1752-baseline|c168-s3|openai-small|Assembly", "prompt": "c168-s3", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "recognition as part of a broader engagement platform?** → **Assembly**"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Bonusly", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on your needs—e.g., Bonusly for quick Slack fun, Guusto for simple gifts."}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Nectar", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Affordable entry with strong US-focused rewards catalog"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Kudos", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Culture/values-driven teams"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Motivosity", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Community-building/social feeds"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Guusto", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Guusto for simple gifts"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Assembly", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one starting cheap/free"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Mo (Moments)", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Mo (Moments)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Minimalist \"moments\" feed for fun, visible kudos; easiest setup but fewer rewards/analytics"}, {"id": "mai-20260917-1752-baseline|c168-s3|xai-small|Workhuman", "prompt": "c168-s3", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "culture/ROI insights (Kudos/Motivosity/Workhuman, but latter's enterprise-oriented)"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Assembly", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Assembly** | All‑size organizations; Slack/Teams integration | $2/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|HeyTaco", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "HeyTaco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For casual, Slack‑first teams**: HeyTaco"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Tap My Back", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Tap My Back", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For modern, AI‑powered, distributed teams**: Tap My Back"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Nectar", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For budget‑friendly peer recognition with SHRM alignment**: Nectar"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Bonusly", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For points‑based rewards and analytics**: Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Motivosity", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Motivosity** | Employee engagement & impact measurement | Custom"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Guusto", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Have frontline or remote workers needing digital gift cards?** → Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Bucketlist Rewards", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Want automated retention and milestone celebrations?** → Bucketlist Rewards"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Workhuman", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mid‑market & enterprise; ROI tracking ... **Slower (Months)**: Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Kudos", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For values‑driven peer recognition**: Kudos"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Kudoboard", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Kudoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For visual event boards**: Kudoboard"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|Awardco", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**For structured culture and service awards**: Awardco"}, {"id": "mai-20260917-1752-baseline|c168-s3|zai-small|WorkTango", "prompt": "c168-s3", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Slower (Months)**: Workhuman, WorkTango"}, {"id": "mai-20260917-1752-baseline|c168-s4|alibaba-small|Connecteam", "prompt": "c168-s4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is strictly **$0**, Connecteam is arguably the best choice because its free tier is significantly larger than most competitors."}, {"id": "mai-20260917-1752-baseline|c168-s4|alibaba-small|Kudos", "prompt": "c168-s4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kudos is excellent if your team lives in **Slack** or **Microsoft Teams**."}, {"id": "mai-20260917-1752-baseline|c168-s4|alibaba-small|Bonusly", "prompt": "c168-s4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bonusly is widely considered the \"gold standard\" for employee recognition."}, {"id": "mai-20260917-1752-baseline|c168-s4|alibaba-small|TeamPal", "prompt": "c168-s4", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "TeamPal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you can spare about $1 a month, TeamPal is a favorite among small business owners"}, {"id": "mai-20260917-1752-baseline|c168-s4|anthropic-small|Bonusly", "prompt": "c168-s4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bonusly** is consistently recommended as one of the best choices for small companies."}, {"id": "mai-20260917-1752-baseline|c168-s4|anthropic-small|Nectar", "prompt": "c168-s4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nectar** is another excellent choice specifically designed for small businesses."}, {"id": "mai-20260917-1752-baseline|c168-s4|anthropic-small|Motivosity", "prompt": "c168-s4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Motivosity** is a third option worth considering."}, {"id": "mai-20260917-1752-baseline|c168-s4|anthropic-small|Kudos Inc.", "prompt": "c168-s4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-friendly employee recognition tools like Bonusly, Nectar, and Kudos Inc. often publish entry-level pricing"}, {"id": "mai-20260917-1752-baseline|c168-s4|anthropic-small|Awardco", "prompt": "c168-s4", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Awardco's Lite plan costs $2,500 per year, which could also work for very small teams."}, {"id": "mai-20260917-1752-baseline|c168-s4|challenger-small|Nectar", "prompt": "c168-s4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the single best default choice, I'd choose **Nectar**."}, {"id": "mai-20260917-1752-baseline|c168-s4|challenger-small|Bonusly", "prompt": "c168-s4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bonusly** — best if you want simple peer-to-peer recognition and a free plan."}, {"id": "mai-20260917-1752-baseline|c168-s4|challenger-small|Assembly", "prompt": "c168-s4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Assembly** is worth a look because it is cited as starting at **$2/user/month** and includes a free option"}, {"id": "mai-20260917-1752-baseline|c168-s4|challenger-small|Guusto", "prompt": "c168-s4", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "listed among the best options for small businesses alongside Bonusly and Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s4|deepseek-small|Matter", "prompt": "c168-s4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Matter** is probably your best bet if you have a truly tight budget because it offers a **free plan with unlimited users**"}, {"id": "mai-20260917-1752-baseline|c168-s4|deepseek-small|Applauz", "prompt": "c168-s4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Applauz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Applauz** — Great if you have up to 20 people and want a fully free, feature-complete option."}, {"id": "mai-20260917-1752-baseline|c168-s4|deepseek-small|Bonusly", "prompt": "c168-s4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bonusly** — The most widely praised for peer-to-peer shoutouts and easy gift-card redemption"}, {"id": "mai-20260917-1752-baseline|c168-s4|deepseek-small|Assembly", "prompt": "c168-s4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free for up to 10 employees; ~$2.80/user/mo | Simple recognition with free tier"}, {"id": "mai-20260917-1752-baseline|c168-s4|deepseek-small|Nectar", "prompt": "c168-s4", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier for very small teams; ~$2.75–$4/user/mo | First formal recognition programs"}, {"id": "mai-20260917-1752-baseline|c168-s4|google-small|Guusto", "prompt": "c168-s4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for \"Pay-Only-for-Rewards\" (Zero Software Fees): **Guusto**"}, {"id": "mai-20260917-1752-baseline|c168-s4|google-small|Bonusly", "prompt": "c168-s4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Daily Slack/Teams Peer-to-Peer Kudos: **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-s4|google-small|Nectar", "prompt": "c168-s4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Company Values Alignment: **Nectar**"}, {"id": "mai-20260917-1752-baseline|c168-s4|google-small|Matter", "prompt": "c168-s4", "model": "google-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Slack-First\" Non-Monetary Choice: **Matter**"}, {"id": "mai-20260917-1752-baseline|c168-s4|meta-small|Bonusly", "prompt": "c168-s4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Bonusly - Offers a free plan for small teams and is known for its lightweight peer-to-peer recognition."}, {"id": "mai-20260917-1752-baseline|c168-s4|meta-small|Nectar", "prompt": "c168-s4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular choice for small companies, offering a range of features and a free tier."}, {"id": "mai-20260917-1752-baseline|c168-s4|meta-small|Guusto", "prompt": "c168-s4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a free tier and is designed for frontline recognition."}, {"id": "mai-20260917-1752-baseline|c168-s4|meta-small|Motivosity", "prompt": "c168-s4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a range of features and is suitable for small businesses."}, {"id": "mai-20260917-1752-baseline|c168-s4|meta-small|Matter", "prompt": "c168-s4", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A simple and affordable option that is well-suited for small teams."}, {"id": "mai-20260917-1752-baseline|c168-s4|minimax-small|Bonusly", "prompt": "c168-s4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, I'd recommend starting with **Bonusly** or **Connecteam** as they offer robust free plans"}, {"id": "mai-20260917-1752-baseline|c168-s4|minimax-small|Nectar", "prompt": "c168-s4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nectar** (Best for Starting Formal Programs) - **Free tier available**"}, {"id": "mai-20260917-1752-baseline|c168-s4|minimax-small|Connecteam", "prompt": "c168-s4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Bonusly** or **Connecteam** as they offer robust free plans that work well for small teams"}, {"id": "mai-20260917-1752-baseline|c168-s4|minimax-small|Giftbit", "prompt": "c168-s4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Giftbit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Giftbit** (Best for Digital Rewards) - **Free account** + usage fees"}, {"id": "mai-20260917-1752-baseline|c168-s4|minimax-small|Guusto", "prompt": "c168-s4", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Guusto** (Best for Frontline Recognition) - **Free tier available**"}, {"id": "mai-20260917-1752-baseline|c168-s4|mistral-small|Bonusly", "prompt": "c168-s4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bonusly** is often the best starting point due to its free tier and low ongoing cost"}, {"id": "mai-20260917-1752-baseline|c168-s4|mistral-small|Nectar", "prompt": "c168-s4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for value-based recognition on a tight budget"}, {"id": "mai-20260917-1752-baseline|c168-s4|mistral-small|Kudos", "prompt": "c168-s4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want more written appreciation, **Kudos** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c168-s4|mistral-small|Connecteam", "prompt": "c168-s4", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a freemium model, which is useful for deskless and frontline teams"}, {"id": "mai-20260917-1752-baseline|c168-s4|moonshot-small|Bonusly", "prompt": "c168-s4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Consider Bonusly if you need a more robust rewards system and don't mind the 8-10 user free limit."}, {"id": "mai-20260917-1752-baseline|c168-s4|moonshot-small|Matter", "prompt": "c168-s4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Matter if you use Slack or Teams—it's truly free with no user limits for core recognition."}, {"id": "mai-20260917-1752-baseline|c168-s4|moonshot-small|Assembly", "prompt": "c168-s4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try Assembly if you want to include gift cards in your recognition program from day one."}, {"id": "mai-20260917-1752-baseline|c168-s4|moonshot-small|Guusto", "prompt": "c168-s4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier: Available - Best for: Frontline and deskless workers"}, {"id": "mai-20260917-1752-baseline|c168-s4|moonshot-small|Connecteam", "prompt": "c168-s4", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Freemium model: Yes - Best for: Deskless, hourly, or field-based teams"}, {"id": "mai-20260917-1752-baseline|c168-s4|openai-small|Guusto", "prompt": "c168-s4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Guusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best overall pick is **Guusto** if you want **real employee recognition with low upfront cost**"}, {"id": "mai-20260917-1752-baseline|c168-s4|openai-small|Connecteam", "prompt": "c168-s4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is worth a look because it offers a **free plan for small businesses up to 10 employees**"}, {"id": "mai-20260917-1752-baseline|c168-s4|openai-small|Nectar", "prompt": "c168-s4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nectar** and **Bonusly** are strong alternatives"}, {"id": "mai-20260917-1752-baseline|c168-s4|openai-small|Bonusly", "prompt": "c168-s4", "model": "openai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly is good for frequent peer-to-peer micro-bonuses"}, {"id": "mai-20260917-1752-baseline|c168-s4|xai-small|Bonusly", "prompt": "c168-s4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bonusly stands out as the top employee recognition platform"}, {"id": "mai-20260917-1752-baseline|c168-s4|xai-small|Assembly", "prompt": "c168-s4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget SMBs wanting surveys + recognition | Comprehensive at low cost; G2 4.7/5."}, {"id": "mai-20260917-1752-baseline|c168-s4|xai-small|Mo", "prompt": "c168-s4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Mo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$2.25/user/month (Appreciate plan, annual) | Remote/hybrid small teams | No reward fees"}, {"id": "mai-20260917-1752-baseline|c168-s4|xai-small|Nectar", "prompt": "c168-s4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good but higher minimums."}, {"id": "mai-20260917-1752-baseline|c168-s4|xai-small|Kudos", "prompt": "c168-s4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Social feed, analytics; less transparent pricing."}, {"id": "mai-20260917-1752-baseline|c168-s4|xai-small|Connecteam", "prompt": "c168-s4", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Freemium for basics | Free for <10 users in some engagement features | Deskless/frontline teams"}, {"id": "mai-20260917-1752-baseline|c168-s4|zai-small|Bonusly", "prompt": "c168-s4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Bonusly** – Best Overall for Small Teams"}, {"id": "mai-20260917-1752-baseline|c168-s4|zai-small|Assembly", "prompt": "c168-s4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For a very small team (≤10 people):** Start with **Assembly** or **Bonusly**"}, {"id": "mai-20260917-1752-baseline|c168-s4|zai-small|Nectar HR", "prompt": "c168-s4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Nectar HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nectar** provides the most comprehensive solution at ~$4/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s4|zai-small|Awardco", "prompt": "c168-s4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Awardco** offers fixed annual pricing that's easy to forecast"}, {"id": "mai-20260917-1752-baseline|c168-s4|zai-small|Motivosity", "prompt": "c168-s4", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Motivosity – Low Minimum Spend"}, {"id": "mai-20260917-1752-baseline|c168-s5|alibaba-small|Bonusly", "prompt": "c168-s5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular examples in this space: Bonusly (great for points/micro-bonuses)"}, {"id": "mai-20260917-1752-baseline|c168-s5|alibaba-small|Awardco", "prompt": "c168-s5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Awardco (good for flexibility/catalogs)"}, {"id": "mai-20260917-1752-baseline|c168-s5|alibaba-small|Kudos", "prompt": "c168-s5", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "or Kudos (simple peer kudos)"}, {"id": "mai-20260917-1752-baseline|c168-s5|deepseek-small|Bonusly", "prompt": "c168-s5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by trialing Bonusly or Assembly (both free under ~8–10 users) to test adoption with zero cost"}, {"id": "mai-20260917-1752-baseline|c168-s5|deepseek-small|Assembly", "prompt": "c168-s5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start by trialing Bonusly or Assembly (both free under ~8–10 users)"}, {"id": "mai-20260917-1752-baseline|c168-s5|deepseek-small|Nectar", "prompt": "c168-s5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nectar** (paid-only, ~$4/user with ~$125/month minimum — SHRM-backed framework)"}, {"id": "mai-20260917-1752-baseline|c168-s5|deepseek-small|Motivosity", "prompt": "c168-s5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Motivosity** (~$3,000–$10,000/yr for small business, culture/engagement focus)"}, {"id": "mai-20260917-1752-baseline|c168-s5|deepseek-small|Awardco", "prompt": "c168-s5", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Awardco** (Amazon-powered rewards, strong SMB option)"}, {"id": "mai-20260917-1752-baseline|c168-s5|google-small|Nectar", "prompt": "c168-s5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like **Nectar** have introduced a $4,000 annual minimum ... At 30 employees, these minimums artificially inflate your platform cost."}, {"id": "mai-20260917-1752-baseline|c168-s5|google-small|Guusto", "prompt": "c168-s5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Guusto:** Great if you want to bypass the \"points economy\" and instead send direct, single-dollar-value gifts"}, {"id": "mai-20260917-1752-baseline|c168-s5|google-small|Bonusly", "prompt": "c168-s5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Often considered the gold standard for small-to-midsize teams ... highly cost-effective for a 30-person team"}, {"id": "mai-20260917-1752-baseline|c168-s5|google-small|Matter", "prompt": "c168-s5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an excellent, lower-cost alternative if you want to avoid a complex implementation"}, {"id": "mai-20260917-1752-baseline|c168-s5|google-small|Kudoboard", "prompt": "c168-s5", "model": "google-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kudoboard is a simple, pay-per-board or low-cost annual option"}, {"id": "mai-20260917-1752-baseline|c168-s5|mistral-small|Bonusly", "prompt": "c168-s5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your needs (e.g., Bonusly, Kazoo, Motivosity, Assembly, Workhuman)."}, {"id": "mai-20260917-1752-baseline|c168-s5|mistral-small|Kazoo", "prompt": "c168-s5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kazoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Bonusly, Kazoo, Motivosity, Assembly, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-s5|mistral-small|Motivosity", "prompt": "c168-s5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Bonusly, Kazoo, Motivosity, Assembly, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-s5|mistral-small|Assembly", "prompt": "c168-s5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Bonusly, Kazoo, Motivosity, Assembly, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-s5|mistral-small|Workhuman", "prompt": "c168-s5", "model": "mistral-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Bonusly, Kazoo, Motivosity, Assembly, Workhuman"}, {"id": "mai-20260917-1752-baseline|c168-s5|moonshot-small|Matter", "prompt": "c168-s5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Matter** | Teams using Slack/Teams; tight budget | Free unlimited tier"}, {"id": "mai-20260917-1752-baseline|c168-s5|moonshot-small|Bonusly", "prompt": "c168-s5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bonusly** | Peer-to-peer micro-recognition | $3/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s5|moonshot-small|Assembly", "prompt": "c168-s5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Assembly** | Quick setup, small teams | ~$2.80/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s5|moonshot-small|Nectar", "prompt": "c168-s5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nectar** | First formal recognition program | ~$4/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s5|moonshot-small|Qarrot", "prompt": "c168-s5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Qarrot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qarrot** | Structured programs on a budget | $3/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s5|moonshot-small|Connecteam", "prompt": "c168-s5", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Connecteam** | $29-$99/month flat | For 30 users; free under 10 employees"}, {"id": "mai-20260917-1752-baseline|c168-s5|xai-small|Bonusly", "prompt": "c168-s5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for SMBs include Bonusly, Nectar, Kudos, Awardco, and Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s5|xai-small|Nectar", "prompt": "c168-s5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for SMBs include Bonusly, Nectar, Kudos, Awardco, and Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s5|xai-small|Kudos", "prompt": "c168-s5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for SMBs include Bonusly, Nectar, Kudos, Awardco, and Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s5|xai-small|Awardco", "prompt": "c168-s5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for SMBs include Bonusly, Nectar, Kudos, Awardco, and Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s5|xai-small|Guusto", "prompt": "c168-s5", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "scale", "raw": "Guusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for SMBs include Bonusly, Nectar, Kudos, Awardco, and Guusto"}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|The International Business Association (IBA)", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "The International Business Association (IBA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Notorious examples to watch for: The International Business Association (IBA): Frequently uses aggressive marketing and offers automatic recognition."}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|The American Business Awards", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "The American Business Awards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they operate largely on a low-barrier submission model where winning is effectively tied to payment"}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|Global Business Awards", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Global Business Awards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Similar structure to the above; highly generic categories that lack serious vetting."}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|Yelp", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Yelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Keep your Yelp profile active to satisfy algorithms, but do not pay for \"Plaques\" or \"Elite\" titles."}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|Top 10 Reviews", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Top 10 Reviews", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Often criticized for automated, low-quality data aggregation."}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|Resellrate / Yotipo", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Resellrate / Yotipo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Historically flagged as \"spammy\" link-building farms."}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|Edison Awards", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Edison Awards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Legitimate awards (like the *Edison Awards* or local *Chamber of Commerce* awards) list the judges."}, {"id": "mai-20260917-1752-baseline|c168-s6|alibaba-small|Chamber of Commerce", "prompt": "c168-s6", "model": "alibaba-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Chamber of Commerce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Legitimate awards (like the *Edison Awards* or local *Chamber of Commerce* awards) list the judges."}, {"id": "mai-20260917-1752-baseline|c168-s6|anthropic-small|Achievers", "prompt": "c168-s6", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Achievers is designed for businesses with 500+ employees, and its depth, flexibility, and scalability may go beyond what small teams require."}, {"id": "mai-20260917-1752-baseline|c168-s6|anthropic-small|O.C. Tanner's Culture Cloud", "prompt": "c168-s6", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner's Culture Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a powerful recognition platform designed for large companies, so it would likely be overengineered and expensive for small operations"}, {"id": "mai-20260917-1752-baseline|c168-s6|anthropic-small|Awardco", "prompt": "c168-s6", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Awardco** has some documented concerns: limited variety of gift card vendors other than Amazon... prices on rewards are higher or inflated"}, {"id": "mai-20260917-1752-baseline|c168-s6|anthropic-small|Nectar", "prompt": "c168-s6", "model": "anthropic-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Nectar** has user experience issues: recurring critiques about feed noise from the employee recognition system"}, {"id": "mai-20260917-1752-baseline|c168-s6|challenger-small|Achievers", "prompt": "c168-s6", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "such as **Achievers**, which one source says is purpose-built for organizations with **1,000+ employees** and is “not the right fit” for small businesses"}, {"id": "mai-20260917-1752-baseline|c168-s6|challenger-small|Guusto", "prompt": "c168-s6", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as **Guusto** if its **$200/month minimum** would create a high per-employee cost for a tiny team"}, {"id": "mai-20260917-1752-baseline|c168-s6|challenger-small|Awardco", "prompt": "c168-s6", "model": "challenger-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Awardco** if the cited **$3,000 small-business package** is too expensive for your headcount"}, {"id": "mai-20260917-1752-baseline|c168-s6|deepseek-small|O.C. Tanner", "prompt": "c168-s6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-focused legacy recognition providers (e.g., O.C. Tanner style) — high overhead, consulting fees, long implementation, not cost-effective at small scale."}, {"id": "mai-20260917-1752-baseline|c168-s6|deepseek-small|Recognize", "prompt": "c168-s6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Recognize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transparent, pay-as-you-go pricing with no markup or hidden service fees (e.g., Recognize, Awardco-style zero-markup models position themselves this way)."}, {"id": "mai-20260917-1752-baseline|c168-s6|deepseek-small|Awardco", "prompt": "c168-s6", "model": "deepseek-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "e.g., Recognize, Awardco-style zero-markup models position themselves this way"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|O.C. Tanner (Culture Cloud)", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "O.C. Tanner (Culture Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "often has steep annual contract minimums (sometimes cited between $20,000 and $60,000), making it impractical for small teams"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Workhuman", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "industry giants designed for complex, multinational companies... complete overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Achievers", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "industry giants designed for complex, multinational companies... complete overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Kudos", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "has historically enforced a minimum employee seat requirement (often starting at 500 users), automatically making it a poor fit for true small businesses"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Awardco", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Awardco is an excellent platform, but startup leaders should tread carefully."}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Bonusly", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "highly transparent about keeping rewards at a 1:1 cash-to-value ratio"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Nectar", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly transparent about keeping rewards at a 1:1 cash-to-value ratio"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Guusto", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "highly transparent about keeping rewards at a 1:1 cash-to-value ratio"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Tremendous", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Tremendous", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "highly transparent about keeping rewards at a 1:1 cash-to-value ratio"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Terryberry", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Terryberry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "older, traditional tiers of **Terryberry**) can be extremely expensive"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|Matter", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "deep, native integration where recognition can be given and viewed directly in those chat channels (e.g., platforms like **Matter**, **Bonusly**, or **HiThrive**)"}, {"id": "mai-20260917-1752-baseline|c168-s6|google-small|HiThrive", "prompt": "c168-s6", "model": "google-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "HiThrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "platforms like **Matter**, **Bonusly**, or **HiThrive**"}, {"id": "mai-20260917-1752-baseline|c168-s6|meta-small|Bonusly", "prompt": "c168-s6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recognition platforms that may be suitable for small businesses include: 1. Bonusly"}, {"id": "mai-20260917-1752-baseline|c168-s6|meta-small|Nectar", "prompt": "c168-s6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Nectar"}, {"id": "mai-20260917-1752-baseline|c168-s6|meta-small|Motivosity", "prompt": "c168-s6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Motivosity"}, {"id": "mai-20260917-1752-baseline|c168-s6|meta-small|Recognize", "prompt": "c168-s6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Recognize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Recognize"}, {"id": "mai-20260917-1752-baseline|c168-s6|meta-small|Assembly", "prompt": "c168-s6", "model": "meta-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Assembly"}, {"id": "mai-20260917-1752-baseline|c168-s6|minimax-small|Stevie Awards", "prompt": "c168-s6", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Stevie Awards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pay-to-Play Awards to Avoid ... **Stevie Awards** - Often called the \"Participation Trophy Olympics\""}, {"id": "mai-20260917-1752-baseline|c168-s6|minimax-small|Globee Awards", "prompt": "c168-s6", "model": "minimax-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Globee Awards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Essentially guarantees recognition for those who pay"}, {"id": "mai-20260917-1752-baseline|c168-s6|moonshot-small|WCBRB (Worldwide Certified Business Review Board)", "prompt": "c168-s6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "WCBRB (Worldwide Certified Business Review Board)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reported as a scam claiming \"Best Businesses in America\" recognition"}, {"id": "mai-20260917-1752-baseline|c168-s6|moonshot-small|Business Rate \"Best Of\" Awards", "prompt": "c168-s6", "model": "moonshot-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Business Rate \"Best Of\" Awards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "uses automated software to rank Google reviews rather than genuine evaluation; has poor BBB ratings"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Workhuman", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** ... **Workhuman**: Enterprise-focused with custom quotes only (no public pricing)."}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Reward Gateway", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Reward Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Reward Gateway**: Rigid programs, no free trial, and complaints about lack of customization."}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Achievers", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Achievers**: Limited reward options ... Pricing hidden; geared toward mid-market/enterprise"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Awardco", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to **Be Cautious About** ... **Awardco**: Inflated reward prices, delayed delivery"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Nectar", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Nectar**: Fixed monthly budgets ... feels restrictive for tiny teams"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Kudos", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Kudos**: Custom quotes only, no transparent tiers ... poor support scaling down for SMBs"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Bonusly", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Favor SMB-friendly options like Bonusly (free to 8 users, $3/user)"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Guusto", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Guusto (free starter)"}, {"id": "mai-20260917-1752-baseline|c168-s6|xai-small|Assembly", "prompt": "c168-s6", "model": "xai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Assembly (~$2.80/user, free to 10)"}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Achievers", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Achievers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Not a good fit for small teams that need simple, lightweight recognition."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|WorkTango", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "WorkTango", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Less suitable for very small companies with simpler recognition needs."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Motivosity", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Too robust for many small businesses."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Kudos Inc.", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Kudos Inc.", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex setup and configuration can be time-consuming for small HR teams."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Awardco", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Awardco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some users report reward markup and occasional fulfillment delays."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Reward Gateway", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Reward Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "reported contracts from around $30,000 a year, far outside small-business range"}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Bonusly", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Starts at ~$3 per user (free tier for up to 8 users), lightweight peer-to-peer recognition, and no per-transaction fees."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Nectar", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong mid-market option with reported pricing around $4 per user and a free tier for very small teams."}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Assembly", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free to 10 employees; starts at ~$2.80 per user for larger teams"}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Guusto", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Guusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Free plan to send gifts right away with a single-user account"}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Qarrot", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Qarrot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Designed for small to mid-sized businesses; starts at ~$3/user/month"}, {"id": "mai-20260917-1752-baseline|c168-s6|zai-small|Bucketlist Rewards", "prompt": "c168-s6", "model": "zai-small", "cat": "recognition-and-rewards", "variant": "negative", "raw": "Bucketlist Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Emphasizes ease of use and mobile access, with flexible reward options."}, {"id": "mai-20260917-1752-baseline|c169-l1|alibaba-small|Simpplr", "prompt": "c169-l1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simpplr is often the top recommendation."}, {"id": "mai-20260917-1752-baseline|c169-l1|alibaba-small|Flip", "prompt": "c169-l1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Mixed Workforces: **Flip**"}, {"id": "mai-20260917-1752-baseline|c169-l1|alibaba-small|Unily", "prompt": "c169-l1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Customization: **Unily**"}, {"id": "mai-20260917-1752-baseline|c169-l1|alibaba-small|Microsoft SharePoint & Viva", "prompt": "c169-l1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint & Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. The Best for Microsoft Shops: **Microsoft SharePoint & Viva**"}, {"id": "mai-20260917-1752-baseline|c169-l1|alibaba-small|Workvivo", "prompt": "c169-l1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. The Best for Employee Engagement: **Workvivo**"}, {"id": "mai-20260917-1752-baseline|c169-l1|anthropic-small|Microsoft SharePoint/Microsoft 365", "prompt": "c169-l1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint/Microsoft 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on Microsoft 365, SharePoint may be the most cost-effective."}, {"id": "mai-20260917-1752-baseline|c169-l1|anthropic-small|Atlassian Confluence", "prompt": "c169-l1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Atlassian Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Atlassian Confluence** - good for documentation and collaboration"}, {"id": "mai-20260917-1752-baseline|c169-l1|anthropic-small|Slack", "prompt": "c169-l1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Slack** - excellent for internal communication"}, {"id": "mai-20260917-1752-baseline|c169-l1|anthropic-small|Jive", "prompt": "c169-l1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jive** - dedicated social intranet platform"}, {"id": "mai-20260917-1752-baseline|c169-l1|anthropic-small|Viva Engage", "prompt": "c169-l1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Viva Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Viva Engage** (formerly Yammer) - Microsoft's social platform"}, {"id": "mai-20260917-1752-baseline|c169-l1|anthropic-small|Kin", "prompt": "c169-l1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Kin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kin** or other modern intranet platforms - focused on employee experience"}, {"id": "mai-20260917-1752-baseline|c169-l1|challenger-small|Microsoft SharePoint", "prompt": "c169-l1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Microsoft SharePoint** for a typical enterprise B2B company already using Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-l1|challenger-small|Simpplr", "prompt": "c169-l1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for broad employee engagement and modern intranet experience:** **Simpplr** is consistently positioned as a leader"}, {"id": "mai-20260917-1752-baseline|c169-l1|challenger-small|Staffbase", "prompt": "c169-l1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** if your main problem is company-wide communications and adoption"}, {"id": "mai-20260917-1752-baseline|c169-l1|challenger-small|LumApps", "prompt": "c169-l1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LumApps** is also repeatedly included among top enterprise options"}, {"id": "mai-20260917-1752-baseline|c169-l1|challenger-small|Workvivo", "prompt": "c169-l1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workvivo** is repeatedly listed among leading enterprise intranet platforms"}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|Simpplr", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for AI-native governance, enterprise search, and internal comms... widely considered the top enterprise choice"}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|Unily", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're a large, complex, multi-brand or regulated enterprise (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|LumApps", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong enterprise option, particularly if you're on Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|Workvivo", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if culture and employee engagement/social features are your top priority."}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|SharePoint + Microsoft Viva", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint + Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The natural default if you're deeply standardized on Microsoft 365 and have IT capacity to configure it."}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|Staffbase", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Frontline/deskless-heavy workforce: Staffbase, Firstup, or Blink (less typical for B2B corporate settings)"}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|Firstup", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Staffbase, Firstup, or Blink (less typical for B2B corporate settings)"}, {"id": "mai-20260917-1752-baseline|c169-l1|deepseek-small|Blink", "prompt": "c169-l1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Staffbase, Firstup, or Blink (less typical for B2B corporate settings)"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|Simpplr", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simpplr: Best Overall for B2B Tech, SaaS, and Services"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|Unily", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unily: Best for Massive Global Scale & Deep Customization"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|Staffbase", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Staffbase: Best for B2B Manufacturing, Logistics, and Hybrid Frontline Teams"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|LumApps", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LumApps: Best for B2B Orgs Using Google Workspace (or Hybrid Stacks)"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|Workvivo (by Zoom)", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workvivo (by Zoom): Best for Culture, Social Engagement, and Hybrid Teams"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|SharePoint + Microsoft Viva", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint + Microsoft Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "building a great intranet on SharePoint requires months of expensive development and ongoing IT maintenance"}, {"id": "mai-20260917-1752-baseline|c169-l1|google-small|MangoApps", "prompt": "c169-l1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like **MangoApps** and **Unily** lead the industry in these niche compliance standards."}, {"id": "mai-20260917-1752-baseline|c169-l1|meta-small|Simpplr", "prompt": "c169-l1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated intranet software include Simpplr, Microsoft SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-l1|meta-small|Microsoft SharePoint", "prompt": "c169-l1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated intranet software include Simpplr, Microsoft SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-l1|minimax-small|Simpplr", "prompt": "c169-l1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently appears as a leader in recent reports and is often highlighted for enterprise use cases."}, {"id": "mai-20260917-1752-baseline|c169-l1|minimax-small|MangoApps", "prompt": "c169-l1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Appears in results as a solid option, particularly for companies prioritizing mobile access and AI-native features."}, {"id": "mai-20260917-1752-baseline|c169-l1|minimax-small|Microsoft SharePoint", "prompt": "c169-l1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable names in the enterprise intranet space include Microsoft SharePoint (especially if you're already in the Microsoft ecosystem)"}, {"id": "mai-20260917-1752-baseline|c169-l1|minimax-small|Workplace from Meta", "prompt": "c169-l1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workplace from Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workplace from Meta, and LumApps"}, {"id": "mai-20260917-1752-baseline|c169-l1|minimax-small|LumApps", "prompt": "c169-l1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workplace from Meta, and LumApps"}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|Simpplr", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simpplr** – Highly rated for user adoption and integration capabilities, making it ideal for large organizations with complex needs."}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|Unily", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unily** – Strong in employee experience and digital workplace integration, suitable for global enterprises."}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|Workvivo", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workvivo** – Excellent for internal communications and engagement"}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|LumApps", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**LumApps** – Known for AI-driven content management and personalization."}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|Staffbase", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like Simpplr, Unily, and Staffbase are frequently highlighted as top choices"}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|Interact", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Interact** – Focuses on customization and deep integration with existing enterprise systems."}, {"id": "mai-20260917-1752-baseline|c169-l1|mistral-small|Omnia", "prompt": "c169-l1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Omnia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Omnia** – Recognized for flexibility and strong analytics/reporting features."}, {"id": "mai-20260917-1752-baseline|c169-l1|moonshot-small|Simpplr", "prompt": "c169-l1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simpplr – Best Overall for Enterprise"}, {"id": "mai-20260917-1752-baseline|c169-l1|moonshot-small|Workvivo", "prompt": "c169-l1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workvivo – Best for Employee Engagement"}, {"id": "mai-20260917-1752-baseline|c169-l1|moonshot-small|Microsoft SharePoint", "prompt": "c169-l1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Challenges: Poor mobile experience, requires significant IT resources to configure and maintain"}, {"id": "mai-20260917-1752-baseline|c169-l1|moonshot-small|LumApps", "prompt": "c169-l1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LumApps | Google Workspace users | Strong Google integration"}, {"id": "mai-20260917-1752-baseline|c169-l1|moonshot-small|Staffbase", "prompt": "c169-l1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Staffbase | Frontline workers | Mobile-first for non-desk employees"}, {"id": "mai-20260917-1752-baseline|c169-l1|moonshot-small|Unily", "prompt": "c169-l1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unily | Large global enterprises | Highly customizable"}, {"id": "mai-20260917-1752-baseline|c169-l1|openai-small|Microsoft SharePoint", "prompt": "c169-l1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft SharePoint** — best if you're already deep in Microsoft 365 and want a highly integrated, secure, document-heavy intranet."}, {"id": "mai-20260917-1752-baseline|c169-l1|openai-small|Simpplr", "prompt": "c169-l1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Simpplr** if the goal is a cleaner employee experience with less admin friction and stronger AI/personalization."}, {"id": "mai-20260917-1752-baseline|c169-l1|openai-small|Unily", "prompt": "c169-l1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Unily** if you want a more polished enterprise intranet experience with strong communications and engagement capabilities."}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|Simpplr", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AI-native search & personalization; top Gartner execution ... If innovation-focused: Simpplr or Workvivo for AI/EX leaders."}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|Workvivo (by Zoom)", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If innovation-focused: Simpplr or Workvivo for AI/EX leaders."}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|LumApps", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep personalization & multichannel comms; #1 in Gartner use cases; Google Workspace native."}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|Unily", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade security/customization; strongest current offering in Forrester Wave (Leader)."}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|Microsoft SharePoint/Viva", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint/Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If Microsoft-centric: Start with SharePoint + Viva Engage—low friction, high scale."}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|Staffbase", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternatives: Staffbase (frontline-heavy)"}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|MangoApps", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MangoApps (affordable unified platform)"}, {"id": "mai-20260917-1752-baseline|c169-l1|xai-small|Igloo", "prompt": "c169-l1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Igloo (quick setup)"}, {"id": "mai-20260917-1752-baseline|c169-l1|zai-small|Simpplr", "prompt": "c169-l1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Simpplr** or **Workvivo** represent the current leaders in the market."}, {"id": "mai-20260917-1752-baseline|c169-l1|zai-small|Microsoft SharePoint + Viva Connections", "prompt": "c169-l1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint + Viva Connections", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Microsoft Ecosystem Integration ... Note: Often requires custom design and content governance to be effective"}, {"id": "mai-20260917-1752-baseline|c169-l1|zai-small|Workvivo", "prompt": "c169-l1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Simpplr** or **Workvivo** represent the current leaders in the market"}, {"id": "mai-20260917-1752-baseline|c169-l1|zai-small|Happeo", "prompt": "c169-l1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google-Heavy Organization**: Happeo is likely your best bet"}, {"id": "mai-20260917-1752-baseline|c169-l1|zai-small|Connecteam", "prompt": "c169-l1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Frontline/Deskless Workers: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c169-l1|zai-small|ThoughtFarmer", "prompt": "c169-l1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-Market with Budget Constraints**: ThoughtFarmer"}, {"id": "mai-20260917-1752-baseline|c169-l2|alibaba-small|Microsoft Teams (integrated with the Microsoft Viva Suite)", "prompt": "c169-l2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams (integrated with the Microsoft Viva Suite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Microsoft Teams (integrated with the Microsoft Viva Suite)**"}, {"id": "mai-20260917-1752-baseline|c169-l2|alibaba-small|Microsoft Viva", "prompt": "c169-l2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When you add **Microsoft Viva** (specifically *Viva Engage* and *Viva Connections*), it functions as a modern digital headquarters."}, {"id": "mai-20260917-1752-baseline|c169-l2|alibaba-small|Slack", "prompt": "c169-l2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Runner Up: Slack ... Slack is the standard alternative."}, {"id": "mai-20260917-1752-baseline|c169-l2|alibaba-small|Lark", "prompt": "c169-l2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Lark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"All-in-One\" Contender: Lark ... becoming a massive competitor in the enterprise space."}, {"id": "mai-20260917-1752-baseline|c169-l2|anthropic-small|Slack", "prompt": "c169-l2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Slack or Teams** are the safest bets due to maturity, extensive integrations, and proven enterprise adoption"}, {"id": "mai-20260917-1752-baseline|c169-l2|anthropic-small|Microsoft Teams", "prompt": "c169-l2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Slack or Teams** are the safest bets due to maturity, extensive integrations, and proven enterprise adoption"}, {"id": "mai-20260917-1752-baseline|c169-l2|anthropic-small|Google Chat", "prompt": "c169-l2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Chat** - Good for Google Workspace users"}, {"id": "mai-20260917-1752-baseline|c169-l2|anthropic-small|Zoom Team Chat", "prompt": "c169-l2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Zoom Team Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoom Team Chat** - Solid option if video conferencing is central"}, {"id": "mai-20260917-1752-baseline|c169-l2|challenger-small|Staffbase", "prompt": "c169-l2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Staffbase** if your priority is company-wide employee communications at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c169-l2|challenger-small|Microsoft Teams", "prompt": "c169-l2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Teams** if you are a **Microsoft 365** organization and want the practical default for chat, meetings, and collaboration"}, {"id": "mai-20260917-1752-baseline|c169-l2|challenger-small|Slack", "prompt": "c169-l2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Slack** if you need **integration-heavy, fast-moving team communication** rather than a company-wide broadcast layer"}, {"id": "mai-20260917-1752-baseline|c169-l2|challenger-small|Workvivo", "prompt": "c169-l2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workvivo** if your main goal is **employee engagement and culture**"}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Slack", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Real-time collaboration** (Slack, Microsoft Teams) — great for instant messaging, channels, and day-to-day teamwork."}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Microsoft Teams", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Real-time collaboration** (Slack, Microsoft Teams)"}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Staffbase", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** — Widely regarded as the best enterprise employee comms platform for organizations with 1,000+ employees"}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Workvivo", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workvivo (by Zoom)** — Excellent if the biggest priority is employee experience, engagement, and culture"}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Simpplr", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Simpplr** — Strong AI-powered intranet with self-serve knowledge, consistently rated a Leader"}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Microsoft Viva", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Viva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Microsoft Viva** is my strongest general recommendation"}, {"id": "mai-20260917-1752-baseline|c169-l2|deepseek-small|Blink", "prompt": "c169-l2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mobile-first tools like Staffbase or Blink matter"}, {"id": "mai-20260917-1752-baseline|c169-l2|google-small|Workplace by Meta", "prompt": "c169-l2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If your team was previously considering **Workplace by Meta**, keep in mind that Meta officially decommissioned the platform in 2026."}, {"id": "mai-20260917-1752-baseline|c169-l2|google-small|Microsoft Viva Suite", "prompt": "c169-l2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Viva Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your B2B enterprise is already deeply embedded in the Microsoft ecosystem, **Microsoft Viva** is the most frictionless and secure choice."}, {"id": "mai-20260917-1752-baseline|c169-l2|google-small|Workvivo (by Zoom)", "prompt": "c169-l2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Workvivo if your primary goal is building a unified, highly engaged company culture across multiple global departments."}, {"id": "mai-20260917-1752-baseline|c169-l2|google-small|Staffbase", "prompt": "c169-l2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Staffbase** is the gold standard"}, {"id": "mai-20260917-1752-baseline|c169-l2|google-small|Firstup", "prompt": "c169-l2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Firstup** (formerly SocialChorus) is the strongest contender."}, {"id": "mai-20260917-1752-baseline|c169-l2|meta-small|Staffbase", "prompt": "c169-l2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Staffbase - Best for large multi-channel organizations with a mixed workforce."}, {"id": "mai-20260917-1752-baseline|c169-l2|meta-small|LumApps", "prompt": "c169-l2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LumApps - Best for enterprise communication teams that prioritize executive communication"}, {"id": "mai-20260917-1752-baseline|c169-l2|meta-small|AgilityPortal", "prompt": "c169-l2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "AgilityPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AgilityPortal - Best for businesses looking for an all-in-one Internal Communication Platform"}, {"id": "mai-20260917-1752-baseline|c169-l2|minimax-small|Simpplr", "prompt": "c169-l2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation would be Simpplr or Staffbase** for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline|c169-l2|minimax-small|Staffbase", "prompt": "c169-l2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top recommendation would be Simpplr or Staffbase** for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline|c169-l2|minimax-small|Workvivo", "prompt": "c169-l2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly regarded for employee engagement and communications. Strong analytics and integration capabilities."}, {"id": "mai-20260917-1752-baseline|c169-l2|minimax-small|LumApps", "prompt": "c169-l2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade solution with strong integration into Microsoft and Google ecosystems."}, {"id": "mai-20260917-1752-baseline|c169-l2|minimax-small|Oak Engage", "prompt": "c169-l2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Widely used in 2026 with comprehensive features for large organizations."}, {"id": "mai-20260917-1752-baseline|c169-l2|minimax-small|Microsoft Viva", "prompt": "c169-l2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're already invested in Microsoft 365, Viva provides solid internal communications capabilities with deep integration."}, {"id": "mai-20260917-1752-baseline|c169-l2|moonshot-small|Microsoft Teams", "prompt": "c169-l2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Microsoft Teams** (if already using Microsoft 365)"}, {"id": "mai-20260917-1752-baseline|c169-l2|moonshot-small|Slack", "prompt": "c169-l2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Slack** (if you want a best-in-class messaging experience)"}, {"id": "mai-20260917-1752-baseline|c169-l2|moonshot-small|Workplace by Meta", "prompt": "c169-l2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Workplace will shut down completely by May 2026, so this is no longer a viable option for new implementations."}, {"id": "mai-20260917-1752-baseline|c169-l2|moonshot-small|Simpplr", "prompt": "c169-l2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simpplr** or **Staffbase** – For internal comms/intranet with strong analytics"}, {"id": "mai-20260917-1752-baseline|c169-l2|moonshot-small|Staffbase", "prompt": "c169-l2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Simpplr** or **Staffbase** – For internal comms/intranet with strong analytics"}, {"id": "mai-20260917-1752-baseline|c169-l2|moonshot-small|Workvivo", "prompt": "c169-l2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workvivo** – For culture and engagement-focused communication"}, {"id": "mai-20260917-1752-baseline|c169-l2|openai-small|Microsoft Viva Engage", "prompt": "c169-l2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Viva Engage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Microsoft Viva Engage** as the default choice **if you're already on Microsoft 365**"}, {"id": "mai-20260917-1752-baseline|c169-l2|openai-small|Staffbase", "prompt": "c169-l2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Staffbase** if your priority is **frontline worker communications** and mobile-first internal comms."}, {"id": "mai-20260917-1752-baseline|c169-l2|openai-small|LumApps", "prompt": "c169-l2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LumApps** if you want a more **employee experience / intranet hub** approach."}, {"id": "mai-20260917-1752-baseline|c169-l2|openai-small|Simpplr", "prompt": "c169-l2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simpplr** if you want a strong **modern intranet + employee comms** platform."}, {"id": "mai-20260917-1752-baseline|c169-l2|openai-small|Poppulo", "prompt": "c169-l2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Poppulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Poppulo** if your focus is **corporate communications orchestration** across channels."}, {"id": "mai-20260917-1752-baseline|c169-l2|xai-small|Microsoft Teams", "prompt": "c169-l2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Teams** is my top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-1752-baseline|c169-l2|xai-small|Slack Enterprise Grid", "prompt": "c169-l2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack Enterprise Grid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Alternative: Slack Enterprise Grid"}, {"id": "mai-20260917-1752-baseline|c169-l2|xai-small|Cisco Webex", "prompt": "c169-l2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Cisco Webex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If video/calling is core (strong governance), but less chat-focused."}, {"id": "mai-20260917-1752-baseline|c169-l2|xai-small|Workplace by Meta", "prompt": "c169-l2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "but discontinued in 2024—migrate to alternatives"}, {"id": "mai-20260917-1752-baseline|c169-l2|xai-small|LumApps", "prompt": "c169-l2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Niche tools like LumApps or Staffbase suit employee comms but not full platforms."}, {"id": "mai-20260917-1752-baseline|c169-l2|xai-small|Staffbase", "prompt": "c169-l2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Niche tools like LumApps or Staffbase suit employee comms but not full platforms."}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|Staffbase", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Staffbase** is my top recommendation because it offers the most comprehensive suite of enterprise features"}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|Microsoft Viva", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Viva** — Best for Microsoft 365 Organizations"}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|Firstup", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Firstup** — Best for Large-Scale Communication Orchestration"}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|Happeo", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Workspace → **Happeo**"}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|Workvivo", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HQ + field employees → **Staffbase** or **Workvivo**"}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|Simpplr", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Primarily desk workers → **Simpplr**"}, {"id": "mai-20260917-1752-baseline|c169-l2|zai-small|MangoApps", "prompt": "c169-l2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mixed frontline + office → **Workvivo** or **MangoApps**"}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|Microsoft SharePoint (and Viva Connections)", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint (and Viva Connections)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises already using Microsoft 365 who want tight integration"}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|Simpplr", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Organizations prioritizing employee engagement, mobile usage, and ease of use"}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|Unily", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unily bridges the gap between SharePoint\\u2019s power and the ease of use of platforms like Simpplr."}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|MangoApps", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Companies with large numbers of \"frontline\" or \"blue-collar\" workers"}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|LumApps", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LumApps started as a Digital Adoption Platform (DAP)."}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|Workvivo", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workvivo was built specifically as a mobile-first network."}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|Igloo", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Unily / Igloo |"}, {"id": "mai-20260917-1752-baseline|c169-l3|alibaba-small|Staffbase", "prompt": "c169-l3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| MangoApps / Staffbase |"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Oak Engage", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Oak Engage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oak Engage is best for organisations with desk-based, remote and frontline employees because it combines communication, knowledge sharing, employee engagement, mobile access"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Unily", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unily or Interact may suit highly governed enterprises"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|LumApps", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best intranet platforms in 2026 include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Staffbase", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Workvivo", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workvivo (by Zoom) is the gold standard for social-first culture"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Interact", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unily or Interact may suit highly governed enterprises"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Powell", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Powell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SharePoint or Powell may suit Microsoft document management needs"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Simpplr", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Powell, Simpplr, Happeo and Jostle"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Happeo", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Happeo is strong for Google Workspace integration, simple communication and lightweight collaboration spaces"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|Jostle", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Jostle is a simpler option for smaller organisations"}, {"id": "mai-20260917-1752-baseline|c169-l3|anthropic-small|SharePoint", "prompt": "c169-l3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SharePoint or Powell may suit Microsoft document management needs"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Microsoft SharePoint", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Microsoft-centric choice: **SharePoint**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Simpplr", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best AI/governance balance:** **Simpplr**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Unily", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best complex enterprise configurability:** **Unily**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Workvivo", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best engagement-first choice:** **Workvivo** or **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|LumApps", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for global/multilingual or Google-oriented orgs:** **LumApps**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Staffbase", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best engagement-first choice:** **Workvivo** or **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Interact", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often shortlisted for intranet governance and user discovery"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Jive", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Weaker adoption perceptions and older UX in many reviews"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Happeo", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "other frequent contenders including **Interact**, **Jive**, **Happeo**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|MangoApps", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best all-in-one employee experience for mixed workforces:** **MangoApps** or **Axero**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Axero", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Axero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best all-in-one employee experience for mixed workforces:** **MangoApps** or **Axero**"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Viva", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "built for **Microsoft 365-heavy enterprises** (SharePoint, Viva)"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Blink", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "some for **frontline/deskless workers** (Workvivo, Staffbase, Blink, Firstup)"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Firstup", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "frontline/deskless workers** (Workvivo, Staffbase, Blink, Firstup)"}, {"id": "mai-20260917-1752-baseline|c169-l3|challenger-small|Confluence", "prompt": "c169-l3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "knowledge management or collaboration** with stronger document/workflow control (SharePoint, Confluence, MangoApps, Axero)"}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Microsoft SharePoint / Viva", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint / Viva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're M365-native, SharePoint/Viva is usually the pragmatic choice"}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Simpplr", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need fast deployment, AI-driven search, knowledge management for desk workers? → Simpplr."}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|LumApps", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global, complex orgs needing enterprise-grade governance and customization? → Unily or LumApps."}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Unily", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very large global enterprises (5,000–10,000+ employees) with dedicated IT teams"}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Staffbase", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frontline/deskless workforce communications focus? → Staffbase or Workvivo."}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Workvivo", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Culture-focused mid-to-large enterprises (250+) wanting social engagement"}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Igloo", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Typically more cost-effective unified suites for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Interact", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Typically more cost-effective unified suites for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|MangoApps", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MangoApps stands out for unifying frontline and desk workers in one platform with non-email sign-in."}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Firstup", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms like Staffbase, Workvivo, and Firstup are optimized to maximize message reach and engagement"}, {"id": "mai-20260917-1752-baseline|c169-l3|deepseek-small|Happeo", "prompt": "c169-l3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "if Google-native, LumApps or Happeo shines"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Simpplr", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simpplr is widely recognized as a leader in AI-native employee experiences... Choose **Simpplr** if you want a modern, AI-supported intranet that basically runs itself"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Staffbase", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Staffbase** if your biggest struggle is pushing corporate communications to deskless/frontline employees."}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Microsoft SharePoint & Viva", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint & Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Because raw SharePoint is famously difficult to design and maintain... Implementation Effort | Very High (requires IT build)"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|hubley", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "hubley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "many organizations use SharePoint \"overlays\" (like *hubley* or *Powell*)"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Powell", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Powell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "many organizations use SharePoint \"overlays\" (like *hubley* or *Powell*)"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Unily", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Unily** if you have a massive, complex global footprint and the budget for custom development."}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|LumApps", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LumApps is a highly scalable global employee hub... **Staffbase** or **LumApps (with Beekeeper)** are standard recommendations"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Beekeeper", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "In July 2025, LumApps merged with frontline specialist **Beekeeper**"}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Workvivo by Zoom", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo by Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Workvivo** if your priority is boosting company morale, social networking, and remote-culture alignment."}, {"id": "mai-20260917-1752-baseline|c169-l3|google-small|Happeo", "prompt": "c169-l3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Google Workspace-centric organizations, **Happeo** is the equivalent native go-to."}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Simpplr", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Simpplr is known for its AI Auto-Governance Engine and fast deployment"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Unily", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade intranet platforms include Simpplr, Unily, Workvivo"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Workvivo", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workvivo is a comprehensive all-in-one platform with a social-first feed and live streaming capabilities"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|LumApps", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Simpplr, Unily, Workvivo, LumApps, Staffbase"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Staffbase", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Staffbase is a good choice for regulated large enterprises with campaign-led communications."}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Interact", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Staffbase, Interact, Igloo"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Igloo", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Interact, Igloo, Hailio"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Hailio", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Hailio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Igloo, Hailio, MangoApps"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|MangoApps", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hailio, MangoApps, and Firstup"}, {"id": "mai-20260917-1752-baseline|c169-l3|meta-small|Firstup", "prompt": "c169-l3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "MangoApps, and Firstup"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Simpplr", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simpplr** | Overall leader | Modern UI, strong analytics, workflow automation"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Unily", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unily** | Global enterprises | Deep personalization, strong global rollouts"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Workvivo", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workvivo** | Employee experience | Engagement-focused, modern design"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|LumApps", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LumApps** | Digital workplace | Content management, Microsoft 365 integration"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|MangoApps", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MangoApps** | Frontline + desk workers | Unified platform for all employee types"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Staffbase", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Staffbase** | Frontline workers | Mobile-first, non-desk employee support"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Interact", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Interact** | Personalized intranet | Governance, data residency options"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Microsoft Viva", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Microsoft Viva** | Microsoft 365 shops | Deep integration with existing Microsoft tools"}, {"id": "mai-20260917-1752-baseline|c169-l3|minimax-small|Elcom", "prompt": "c169-l3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Elcom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some offer unlimited users (Elcom)"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Simpplr", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. **Simpplr** – Known for AI-driven features and fast deployment"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Unily", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A strong contender with robust communication tools and a focus on large enterprises."}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Workvivo", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Social-first platform popular with mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|LumApps", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recognized for its integration with Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Staffbase", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ideal for regulated large enterprises"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Interact", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often cited for its user-friendly interface"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|MangoApps", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a broad suite of features, including frontline and mobile access"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Haiilo", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Haiilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stands out for its ease of use and value"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Igloo", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for its customizable intranet solutions"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Firstup", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on digital employee experience and multichannel communication."}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|HubEngage", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "MangoApps, Workvivo, and HubEngage are noted for strong mobile support"}, {"id": "mai-20260917-1752-baseline|c169-l3|mistral-small|Akumina", "prompt": "c169-l3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Akumina", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Interact and Akumina excel with Microsoft 365/SharePoint integration"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|Simpplr", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Organizations seeking fast deployment with minimal IT lift; primarily desk-based workforces"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|Unily", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Complex, multi-national enterprise environments with strong IT resources"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|LumApps", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Global enterprises with mixed Google/Microsoft environments"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|Microsoft SharePoint Online / Viva Connections", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint Online / Viva Connections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Organizations already deeply standardized on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|Staffbase", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Organizations with significant frontline/deskless worker populations"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|Workvivo (by Zoom)", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Organizations prioritizing social engagement and employee recognition"}, {"id": "mai-20260917-1752-baseline|c169-l3|moonshot-small|Interact", "prompt": "c169-l3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Large UK enterprises; complex organizational structures"}, {"id": "mai-20260917-1752-baseline|c169-l3|openai-small|Microsoft SharePoint", "prompt": "c169-l3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best when you're already standardized on Microsoft 365... often needs more design, governance, and add-ons to feel like a polished \"employee experience\" intranet"}, {"id": "mai-20260917-1752-baseline|c169-l3|openai-small|Unily", "prompt": "c169-l3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprises that want a highly governed digital workplace and strong Microsoft 365 integration."}, {"id": "mai-20260917-1752-baseline|c169-l3|openai-small|LumApps", "prompt": "c169-l3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises wanting a unified employee hub with strong support for both Microsoft and Google environments."}, {"id": "mai-20260917-1752-baseline|c169-l3|openai-small|Simpplr", "prompt": "c169-l3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations that want a more prescriptive, straightforward enterprise intranet"}, {"id": "mai-20260917-1752-baseline|c169-l3|openai-small|Workvivo", "prompt": "c169-l3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for culture, engagement, and frontline/hybrid workforce communication."}, {"id": "mai-20260917-1752-baseline|c169-l3|openai-small|Igloo", "prompt": "c169-l3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally not positioned as the most advanced enterprise governance/integration layer compared with the top-tier platforms above"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Simpplr", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Out-of-box AI governance/search, 200+ integrations, fast setup (weeks), high G2 ratings (4.6/5)... Gartner Leader (highest execution)."}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Workvivo (by Zoom)", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Social/engagement-heavy cultures | Interactive feeds, recognition, video, community building"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|LumApps", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/multinational hybrid teams | Unified hub across M365/Google"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Unily", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Customized M365 intranets | Deep branding/customization"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Staffbase", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frontline/deskless (e.g., retail/manufacturing) | Multichannel (app, email, SMS)"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Microsoft SharePoint (with Viva/Teams)", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint (with Viva/Teams)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Poor OOTB UX/mobile, high IT effort, low adoption without add-ons"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Interact", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong contenders: Interact, MangoApps, Firstup/Haiilo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|MangoApps", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other strong contenders: Interact, MangoApps, Firstup/Haiilo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Firstup/Haiilo", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup/Haiilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other strong contenders: Interact, MangoApps, Firstup/Haiilo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Oak Engage", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Oak Engage (frequent shortlists for specific needs like frontline support)"}, {"id": "mai-20260917-1752-baseline|c169-l3|xai-small|Omnia", "prompt": "c169-l3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Omnia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Customization**: Unily/Omnia for bespoke"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Microsoft 365 + Viva", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft 365 + Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft-centric, desk-heavy orgs:** Microsoft 365 + Viva (or MangoApps/Flip for frontline)."}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Workvivo", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google-centric orgs:** Happeo (best fit) or Workvivo."}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Happeo", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Happeo** (native Google integration, AI search)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Simpplr", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simpplr** (AI-native, clean UI, strong personalization)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Unily", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Unily** (brand control, governance, multi-language)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|MangoApps", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MangoApps** (unified desk+frontline, HR & identity integrations)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Flip", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Flip** (mobile-first, AI, SharePoint/Teams integration)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Staffbase", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Staffbase** (omnichannel, regulatory environments)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|LumApps", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**LumApps** (if you want SharePoint-centric but more modern)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Firstup", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Firstup** (campaign orchestration, analytics)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Interact", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Interact** | Employee engagement & intranet"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Haiilo", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Haiilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Haiilo** (now Firstup) | Employee engagement, recognition, community"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Oak Engage", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Oak Engage** (simple, targeted communication)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Blink", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Blink** (tiered pricing, AI search)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|Igloo", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**AI-light:** SharePoint, Igloo (more traditional)"}, {"id": "mai-20260917-1752-baseline|c169-l3|zai-small|SharePoint", "prompt": "c169-l3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "**Desktop-heavy:** SharePoint, Viva (limited mobile experience)"}, {"id": "mai-20260917-1752-baseline|c169-l4|alibaba-small|Microsoft Viva (with SharePoint)", "prompt": "c169-l4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Viva (with SharePoint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have $0 budget for licenses:** Choose **Microsoft Viva**. (But ensure you have the internal IT skills to configure it)"}, {"id": "mai-20260917-1752-baseline|c169-l4|alibaba-small|Simppler (formerly Convey)", "prompt": "c169-l4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simppler (formerly Convey)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Simppler is widely considered the leader for mid-to-large enterprises looking for high-end results without high-end IT maintenance headaches."}, {"id": "mai-20260917-1752-baseline|c169-l4|alibaba-small|Unily", "prompt": "c169-l4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a massive, complex global footprint:** Choose **Unily**."}, {"id": "mai-20260917-1752-baseline|c169-l4|alibaba-small|Hapaka", "prompt": "c169-l4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Hapaka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hapaka focuses entirely on \"Low Code/No Code.\""}, {"id": "mai-20260917-1752-baseline|c169-l4|anthropic-small|Microsoft SharePoint", "prompt": "c169-l4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft SharePoint** is the most economical choice if you're already on Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-l4|anthropic-small|ThoughtFarmer", "prompt": "c169-l4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ThoughtFarmer** offers transparent, published per-user pricing with predictable costs."}, {"id": "mai-20260917-1752-baseline|c169-l4|challenger-small|Microsoft SharePoint", "prompt": "c169-l4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft SharePoint** is usually the best fit *if your organization already licenses Microsoft 365*"}, {"id": "mai-20260917-1752-baseline|c169-l4|challenger-small|Staffbase", "prompt": "c169-l4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest alternatives are **SaaS intranets with quote-based enterprise pricing** such as **Staffbase, Simpplr, Unily, or Workvivo**"}, {"id": "mai-20260917-1752-baseline|c169-l4|challenger-small|Simpplr", "prompt": "c169-l4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest alternatives are ... **Staffbase, Simpplr, Unily, or Workvivo**"}, {"id": "mai-20260917-1752-baseline|c169-l4|challenger-small|Unily", "prompt": "c169-l4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the strongest alternatives are ... **Staffbase, Simpplr, Unily, or Workvivo**"}, {"id": "mai-20260917-1752-baseline|c169-l4|challenger-small|Workvivo", "prompt": "c169-l4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want a purpose-built intranet with enterprise support:** **Workvivo / Staffbase / Simpplr / Unily**"}, {"id": "mai-20260917-1752-baseline|c169-l4|challenger-small|MangoApps", "prompt": "c169-l4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MangoApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it is typically positioned more for frontline-heavy organizations than as the default choice for a broad enterprise intranet"}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|Staffbase", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These are excellent platforms but require careful contract negotiation to guarantee cost predictability — they don't offer it out of the box."}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|Unily", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Staffbase is generally cited as cheaper over a 3-year horizon than Unily, which tends to be the higher upfront investment."}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|Interact", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Interact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "All use **custom per-employee quoting**, which makes costs predictable *only if you negotiate hard caps*"}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|LumApps", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most enterprise intranets (Staffbase, Unily, Interact, LumApps, SharePoint/Microsoft Viva) charge **per seat, per month**"}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|SharePoint/Microsoft Viva", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "SharePoint/Microsoft Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "But beware: it's per-user licensing, external/guest users cost extra, and rollout at large scale often demands heavy consulting"}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|Elcom", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Elcom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Your best match for \"predictable total cost across thousands of users\" is Elcom**"}, {"id": "mai-20260917-1752-baseline|c169-l4|deepseek-small|Workvivo", "prompt": "c169-l4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workvivo** is the strongest mainstream alternative if you want a modern, engagement-focused platform with capped/flat pricing tiers."}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|SharePoint", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Your licensing cost is literally **$0 in additional fees**... The Catch: Out-of-the-box SharePoint can be complex to manage"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Microsoft Viva Connections", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Viva Connections", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "use **Microsoft Viva Connections** to serve it as an app directly inside Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Origami Connect", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Origami Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are already on Microsoft 365:** Prioritize **Origami Connect**"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Vitextra", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Vitextra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They charge a **single, flat monthly price per tenant for unlimited users**, keeping your subscription costs remarkably low and 100% predictable."}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Elcom", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Elcom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you want a standalone, robust enterprise system:** Go with **Elcom**"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Claromentis", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Claromentis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "robust digital workplace platform... still supports a **one-time, perpetual licensing model**"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|MyHub", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A simpler cloud-based alternative, MyHub offers an \"Unlimited\" plan... It lacks some of the heavy enterprise workflow features"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Unily", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "It lacks some of the heavy enterprise workflow features of Unily or Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-l4|google-small|Simpplr", "prompt": "c169-l4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "It lacks some of the heavy enterprise workflow features of Unily or Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-l4|meta-small|Microsoft SharePoint", "prompt": "c169-l4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee intranet for a large company that needs predictable total cost across thousands of users is Microsoft SharePoint."}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|Elcom", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Elcom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend: 1. If budget allows and you want enterprise features: Go with Elcom - they specifically market unlimited licensing for large organizations"}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|Microsoft 365 (SharePoint)", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft 365 (SharePoint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want lowest risk: Microsoft 365 with SharePoint is the safest choice - predictable per-user cost"}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|Basecamp Pro Unlimited", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Basecamp Pro Unlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Flat $299/month for unlimited users - Best for companies wanting simplicity over extensive features"}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|SuiteDash", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "SuiteDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlimited users on every plan, starting at ~$180/year"}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|Laravel", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Laravel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider open-source (like Bitrix24 self-hosted or Laravel-based custom intranet)"}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|Drupal", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Drupal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-Source Options (Laravel/Drupal/Bitrix24) - Free community editions with unlimited users"}, {"id": "mai-20260917-1752-baseline|c169-l4|minimax-small|Bitrix24", "prompt": "c169-l4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider open-source (like Bitrix24 self-hosted ...) - your only costs are hosting and maintenance"}, {"id": "mai-20260917-1752-baseline|c169-l4|mistral-small|Microsoft SharePoint", "prompt": "c169-l4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft SharePoint** stands out as the best employee intranet solution"}, {"id": "mai-20260917-1752-baseline|c169-l4|mistral-small|Simpplr", "prompt": "c169-l4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offer custom pricing that can exceed $10–15 per user per month, which may introduce variability in total cost"}, {"id": "mai-20260917-1752-baseline|c169-l4|mistral-small|Staffbase", "prompt": "c169-l4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing is less transparent and can scale unpredictably with user count and customization needs"}, {"id": "mai-20260917-1752-baseline|c169-l4|mistral-small|Unily", "prompt": "c169-l4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their pricing is less transparent and can scale unpredictably with user count and customization needs"}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|Elcom", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Elcom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for Guaranteed Flat-Rate Predictability: Elcom** ... start with Elcom for the pricing model"}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|Simpplr", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "request enterprise flat-rate quotes from Simpplr and Staffbase"}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|Staffbase", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often negotiates flat-rate deals for large organizations."}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|Workvivo", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$20K+/year starting point | 250+ user minimum; ... Acquired by Zoom—strong on engagement."}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|LumApps", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Custom quote | Google Cloud partner; good for Google Workspace shops."}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|SharePoint Online", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "SharePoint Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "does not include intranet design, governance, or employee experience features without significant add-ons"}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|Powell Software", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Powell Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "third-party overlays like Powell Software or BindTuning"}, {"id": "mai-20260917-1752-baseline|c169-l4|moonshot-small|BindTuning", "prompt": "c169-l4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "BindTuning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "third-party overlays like Powell Software or BindTuning"}, {"id": "mai-20260917-1752-baseline|c169-l4|openai-small|Staffbase", "prompt": "c169-l4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best fit for predictable cost:** **Staffbase**."}, {"id": "mai-20260917-1752-baseline|c169-l4|openai-small|Microsoft Viva / SharePoint-based intranet", "prompt": "c169-l4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Viva / SharePoint-based intranet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Good alternative:** **Microsoft Viva / SharePoint-based intranet** if your company is already standardized on Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-l4|openai-small|LumApps", "prompt": "c169-l4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Another strong enterprise option:** **LumApps**... you'd still need a quote to assess total cost."}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Microsoft SharePoint", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft SharePoint (via Microsoft 365 Enterprise plans like E3 or E5) stands out as the best employee intranet option"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Unily", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RFP Unily/Workvivo for side-by-side quotes, insisting on fixed 3-year caps"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|LumApps", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your stack differs (e.g., Google Workspace), LumApps edges closer."}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Workvivo", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RFP Unily/Workvivo for side-by-side quotes"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Staffbase", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "custom starting ~$20K/year min but scales per-user (~$5\t\t$15/user/month), unpredictable without EA-like terms"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Simpplr", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most dedicated intranets (e.g., Unily, LumApps, Workvivo, Staffbase, Simpplr) use **custom enterprise quotes**"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Blink", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lower per-user ($3\t\t$6/month) but still scales with headcount; better for mid-market."}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|MangoApps", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MangoApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "still scales with headcount; better for mid-market"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Elcom", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Elcom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "claim \"unlimited licensing\" via fixed annual fees for enterprises, but unverified scalability/pricing for 10K+ users"}, {"id": "mai-20260917-1752-baseline|c169-l4|xai-small|Omnia", "prompt": "c169-l4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Omnia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "claim \"unlimited licensing\" ... but unverified scalability/pricing for 10K+ users"}, {"id": "mai-20260917-1752-baseline|c169-l4|zai-small|Microsoft Viva Connections", "prompt": "c169-l4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Viva Connections", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is **Microsoft Viva Connections**"}, {"id": "mai-20260917-1752-baseline|c169-l4|zai-small|Lark (Lark Suite)", "prompt": "c169-l4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Lark (Lark Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your top priority is **transparency** ... Lark is the best alternative."}, {"id": "mai-20260917-1752-baseline|c169-l4|zai-small|Workday", "prompt": "c169-l4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workday does **not** publish transparent pricing... **Predictability** | **Low** (Requires negotiation)"}, {"id": "mai-20260917-1752-baseline|c169-l5|google-small|Staffbase", "prompt": "c169-l5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the gold standard for global enterprise internal communications."}, {"id": "mai-20260917-1752-baseline|c169-l5|google-small|Simpplr", "prompt": "c169-l5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-powered modern intranet with a heavy focus on employee experience."}, {"id": "mai-20260917-1752-baseline|c169-l5|google-small|Workvivo (by Zoom)", "prompt": "c169-l5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A \"social-first\" intranet that has won massive enterprise market share."}, {"id": "mai-20260917-1752-baseline|c169-l5|google-small|MangoApps", "prompt": "c169-l5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you have a mix of desk and deskless workers."}, {"id": "mai-20260917-1752-baseline|c169-l5|google-small|Microsoft SharePoint + Viva Connections", "prompt": "c169-l5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint + Viva Connections", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it usually requires heavy IT resources or a specialized third-party agency to design and maintain."}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|MangoApps", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms that typically make enterprise shortlists include **MangoApps, Microsoft SharePoint/Viva, Unily, Staffbase, LumApps, Simpplr, and Igloo Software**"}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|Microsoft SharePoint/Viva", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint/Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms that typically make enterprise shortlists include **MangoApps, Microsoft SharePoint/Viva, Unily, Staffbase, LumApps, Simpplr, and Igloo Software**"}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|Unily", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms that typically make enterprise shortlists include ... Unily"}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|Staffbase", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms that typically make enterprise shortlists include ... Staffbase"}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|LumApps", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms that typically make enterprise shortlists include ... LumApps"}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|Simpplr", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms that typically make enterprise shortlists include ... Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-l5|minimax-small|Igloo Software", "prompt": "c169-l5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Igloo Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms that typically make enterprise shortlists include ... Igloo Software"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Microsoft Viva Connections", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft Viva Connections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft Viva Connections** (if you're a Microsoft 365 shop)"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Workplace from Meta", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workplace from Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workplace from Meta** (if you want social features)"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Jive", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jive, Yammer, or Slack (with intranet apps)**"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Yammer", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Yammer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jive, Yammer, or Slack (with intranet apps)**"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Slack", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jive, Yammer, or Slack (with intranet apps)**"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Firstup", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Firstup, Staffbase, or Unily** (dedicated intranet platforms)"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Staffbase", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Firstup, Staffbase, or Unily** (dedicated intranet platforms)"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|Unily", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Firstup, Staffbase, or Unily** (dedicated intranet platforms)"}, {"id": "mai-20260917-1752-baseline|c169-l5|mistral-small|SharePoint", "prompt": "c169-l5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SharePoint (with modern intranet features)**"}, {"id": "mai-20260917-1752-baseline|c169-l5|xai-small|MangoApps", "prompt": "c169-l5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MangoApps** | Frontline/desk unification, AI search, deep governance | SOC 2 II, ISO 27001, HITRUST, FedRUST | Okta, Entra ID, SAML | 1K–100K users"}, {"id": "mai-20260917-1752-baseline|c169-l5|xai-small|Microsoft SharePoint/Viva", "prompt": "c169-l5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint/Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "M365 ecosystem, unlimited scale ... IT-heavy; partial frontline."}, {"id": "mai-20260917-1752-baseline|c169-l5|xai-small|Simpplr", "prompt": "c169-l5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Employee experience focus, analytics | SOC 2 II"}, {"id": "mai-20260917-1752-baseline|c169-l5|xai-small|Unily", "prompt": "c169-l5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global governance, multilingual ... Complex orgs"}, {"id": "mai-20260917-1752-baseline|c169-l5|xai-small|Axero", "prompt": "c169-l5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Axero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Permissions depth, HIPAA option ... Security-focused"}, {"id": "mai-20260917-1752-baseline|c169-l5|xai-small|Workvivo", "prompt": "c169-l5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Secure comms, custom enterprise plans | SOC 2 | Major SSO | 2K+ users"}, {"id": "mai-20260917-1752-baseline|c169-l6|alibaba-small|Microsoft SharePoint", "prompt": "c169-l6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Microsoft SharePoint is the industry standard, but it is also a notorious source of failure due to misconfiguration... avoid building a DIY solution"}, {"id": "mai-20260917-1752-baseline|c169-l6|alibaba-small|Workplace by Meta", "prompt": "c169-l6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to Avoid: Using platforms owned by public social media companies (like Meta Workplace or Slack) as the sole container for highly sensitive proprietary data"}, {"id": "mai-20260917-1752-baseline|c169-l6|alibaba-small|Slack", "prompt": "c169-l6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid: Using platforms owned by public social media companies (like Meta Workplace or Slack) as the sole container for highly sensitive proprietary data"}, {"id": "mai-20260917-1752-baseline|c169-l6|alibaba-small|Unily", "prompt": "c169-l6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated private-cloud intranet providers (like Unily, Igloo, or Simpplr) often offer tighter control over data residency."}, {"id": "mai-20260917-1752-baseline|c169-l6|alibaba-small|Igloo", "prompt": "c169-l6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Igloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dedicated private-cloud intranet providers (like Unily, Igloo, or Simpplr) often offer tighter control over data residency."}, {"id": "mai-20260917-1752-baseline|c169-l6|alibaba-small|Simpplr", "prompt": "c169-l6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dedicated private-cloud intranet providers (like Unily, Igloo, or Simpplr) often offer tighter control over data residency."}, {"id": "mai-20260917-1752-baseline|c169-l6|anthropic-small|SharePoint", "prompt": "c169-l6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Basic intranet software and simple SharePoint sites often work for smaller teams, but they rarely support thousands of employees"}, {"id": "mai-20260917-1752-baseline|c169-l6|anthropic-small|Google Sites", "prompt": "c169-l6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Google Sites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "customizing platforms like SharePoint or Google Sites may seem like a middle ground, but companies often underestimate the time and effort required"}, {"id": "mai-20260917-1752-baseline|c169-l6|anthropic-small|LumApps", "prompt": "c169-l6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The platform is very resource-intensive... performance problems and technical complexity could make it frustrating"}, {"id": "mai-20260917-1752-baseline|c169-l6|anthropic-small|Unily", "prompt": "c169-l6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing is not transparent — costs depend on modules selected and must be scoped through a sales process."}, {"id": "mai-20260917-1752-baseline|c169-l6|challenger-small|Workvivo", "prompt": "c169-l6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "weaker for deep document and knowledge management, so it is a poor fit if the intranet must function as a serious enterprise content hub"}, {"id": "mai-20260917-1752-baseline|c169-l6|challenger-small|Staffbase", "prompt": "c169-l6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less suited to full digital workplace or document-heavy intranet needs"}, {"id": "mai-20260917-1752-baseline|c169-l6|challenger-small|Simpplr", "prompt": "c169-l6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less compelling if a large share of employees are frontline or lack corporate email"}, {"id": "mai-20260917-1752-baseline|c169-l6|challenger-small|SharePoint", "prompt": "c169-l6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large enterprises should be cautious if they lack strong IT capacity... commonly described as complex to configure"}, {"id": "mai-20260917-1752-baseline|c169-l6|challenger-small|LumApps", "prompt": "c169-l6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise deployments can be resource-intensive, and admin/admin-backend complexity can be a drawback"}, {"id": "mai-20260917-1752-baseline|c169-l6|challenger-small|Unily", "prompt": "c169-l6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise deployments can be resource-intensive, and admin/admin-backend complexity can be a drawback"}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Workplace by Meta", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Meta announced a full shutdown... Verdict: Avoid completely."}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Valo Intranet (and Valo Connect)", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Valo Intranet (and Valo Connect)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It entered end-of-life status on July 31, 2025... Verdict: Avoid completely."}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Igloo Software", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Igloo Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict: Be very cautious; heavily scrutinize the roadmap or avoid."}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Appspace", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Appspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Igloo was acquired by Appspace in late 2025"}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|SharePoint (Out-of-the-Box)", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint (Out-of-the-Box)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Verdict: Avoid as a ready-made intranet; treat it strictly as a backend repository."}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|LiveTiles", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LiveTiles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you must budget for custom development, third-party add-ons (like LiveTiles or modern intranet overlays)"}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|SAP Portal (NetWeaver)", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SAP Portal (NetWeaver)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Verdict: Avoid for any employee-facing communication."}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Oracle WebCenter", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oracle WebCenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy ERP Portals (Avoid for communication)"}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Siebel/PeopleSoft portals", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Siebel/PeopleSoft portals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "older Siebel/PeopleSoft portals... Verdict: Avoid for any employee-facing communication."}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Drupal", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Custom/homegrown intranets (Generally avoid) This includes Drupal, Joomla, or bespoke .NET/PHP builds"}, {"id": "mai-20260917-1752-baseline|c169-l6|deepseek-small|Joomla", "prompt": "c169-l6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Custom/homegrown intranets (Generally avoid) This includes Drupal, Joomla"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Drupal", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Custom-Built \"From Scratch\" Platforms (e.g., custom Drupal, Liferay, or WordPress setups) ... Why to avoid/be cautious: High Total Cost of Ownership"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Liferay", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Liferay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Custom-Built \"From Scratch\" Platforms (e.g., custom Drupal, Liferay, or WordPress setups)"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|WordPress", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Custom-Built \"From Scratch\" Platforms (e.g., custom Drupal, Liferay, or WordPress setups)"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|SharePoint", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "relying on standard, out-of-the-box SharePoint—or worse, a heavily customized legacy SharePoint environment—is a leading cause of intranet failure"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Staffbase", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly recommended to pair it with an enterprise-grade \"intranet-in-a-box\" overlay (such as Staffbase, Unily, or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Unily", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pair it with an enterprise-grade \"intranet-in-a-box\" overlay (such as Staffbase, Unily, or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Simpplr", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pair it with an enterprise-grade \"intranet-in-a-box\" overlay (such as Staffbase, Unily, or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Gurus", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Gurus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "designed for startups and mid-market companies (e.g., Gurus, Happeos...) While beautiful, they often fail under the weight of enterprise scale."}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Happeos", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "e.g., Gurus, Happeos, or smaller niche portals). While beautiful, they often fail under the weight of enterprise scale."}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Yammer/Viva Engage", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Yammer/Viva Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Social-first platforms (like older implementations of Yammer/Viva Engage, Jive...) ... using them as the *sole* intranet is highly risky."}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Jive", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Social-first platforms (like older implementations of Yammer/Viva Engage, Jive, or misusing Slack/Teams as an intranet)"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Slack", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "misusing Slack/Teams as an intranet) ... using them as the *sole* intranet is highly risky"}, {"id": "mai-20260917-1752-baseline|c169-l6|google-small|Teams", "prompt": "c169-l6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "misusing Slack/Teams as an intranet) ... using them as the *sole* intranet is highly risky"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|AgilityPortal", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "AgilityPortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|SharePoint", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Workvivo", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Staffbase", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Workplace from Meta", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace from Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|MangoApps", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Unily", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Interact", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Oak Engage", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|LumApps", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Simpplr", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Haiilo", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Haiilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Omnia", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Omnia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Fresh", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Fresh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Involv", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Involv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|meta-small|Powell", "prompt": "c169-l6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Powell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Some of the intranet platforms mentioned in the search results include:"}, {"id": "mai-20260917-1752-baseline|c169-l6|minimax-small|Microsoft SharePoint", "prompt": "c169-l6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SharePoint is perhaps the most documented case of a platform that requires extreme caution"}, {"id": "mai-20260917-1752-baseline|c169-l6|minimax-small|Workvivo", "prompt": "c169-l6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider modern alternatives like Workvivo, Staffbase, or purpose-built solutions"}, {"id": "mai-20260917-1752-baseline|c169-l6|minimax-small|Staffbase", "prompt": "c169-l6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider modern alternatives like Workvivo, Staffbase, or purpose-built solutions"}, {"id": "mai-20260917-1752-baseline|c169-l6|mistral-small|Microsoft SharePoint", "prompt": "c169-l6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid/be cautious:** While SharePoint is widely used, it is often criticized for being complex to set up and maintain"}, {"id": "mai-20260917-1752-baseline|c169-l6|mistral-small|Staffbase", "prompt": "c169-l6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Staffbase has reported API limitations and frequent issues with user management"}, {"id": "mai-20260917-1752-baseline|c169-l6|mistral-small|LumApps", "prompt": "c169-l6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "has been noted to struggle with scalability and integration in large, distributed organizations"}, {"id": "mai-20260917-1752-baseline|c169-l6|mistral-small|Snapcomms", "prompt": "c169-l6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Snapcomms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Snapcomms receives criticism for limited search functionality and a poor mobile experience"}, {"id": "mai-20260917-1752-baseline|c169-l6|mistral-small|Igloo", "prompt": "c169-l6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Igloo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Igloo is often cited as having a less intuitive interface and limited advanced features"}, {"id": "mai-20260917-1752-baseline|c169-l6|moonshot-small|SharePoint", "prompt": "c169-l6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SharePoint (when used as a standalone intranet) ... upwards of 80% of users are disappointed"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Workplace from Meta", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace from Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** for Large Enterprises... Consumer/social-first tools like Workplace from Meta"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Slack", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Slack/Yammer as standalone intranets: Great for small teams but fail at structured content governance"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Yammer", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Yammer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Slack/Yammer as standalone intranets: Great for small teams but fail at structured content governance"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Jostle", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Basic SMB tools (e.g., Jostle, Connecteam, some no-code builders)**: Priced low ... but struggle with high concurrency"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Connecteam", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Basic SMB tools (e.g., Jostle, Connecteam, some no-code builders)**: ... scalability warnings in buyer's guides"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Microsoft SharePoint", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often criticized for complexity (requires heavy customization/expertise), poor out-of-box UX, and adoption drops"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Omnia", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Omnia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "call it \"clunky\" without add-ons like Omnia/Powell"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Powell", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Powell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "call it \"clunky\" without add-ons like Omnia/Powell"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Confluence by Atlassian", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Confluence by Atlassian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Strong for tech/docs but weak on employee comms, personalization, and non-desk workers"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Axero", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Axero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "some smaller vendors like Axero, AppSpace)**: Limited global support, integrations, or proven 50,000-user scale"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|AppSpace", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "AppSpace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "some smaller vendors like Axero, AppSpace)**: Limited global support, integrations, or proven 50,000-user scale"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Workvivo", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Stick to Leaders (Workvivo, LumApps, Simpplr, Staffbase, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|LumApps", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Stick to Leaders (Workvivo, LumApps, Simpplr, Staffbase, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Simpplr", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Stick to Leaders (Workvivo, LumApps, Simpplr, Staffbase, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Staffbase", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Stick to Leaders (Workvivo, LumApps, Simpplr, Staffbase, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Unily", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Stick to Leaders (Workvivo, LumApps, Simpplr, Staffbase, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-l6|xai-small|Happeo", "prompt": "c169-l6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Workvivo (by Zoom), LumApps, Simpplr, Staffbase, Unily, Happeo—high ratings (4.4-4.5/5)"}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|SharePoint", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most common pitfall for large enterprises is treating **SharePoint** (or Microsoft Viva) as a complete intranet platform on its own."}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|Omnia", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Omnia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Without a purpose-built intranet layer (often called a \"shell\" or \"wrapper\" like Omnia or Involv)"}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|Involv", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Involv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a purpose-built intranet layer (often called a \"shell\" or \"wrapper\" like Omnia or Involv)"}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|Simpplr", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many software lists feature platforms like **Simpplr**, **Workvivo**, or **Staffbase** ... these tools often have minimum user requirements ... or architectural limits that break"}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|Workvivo", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these tools often have minimum user requirements (e.g., 100–250 users) or architectural limits that break under the weight of a global enterprise"}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|Staffbase", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though Staffbase is enterprise-capable, it often gets misapplied"}, {"id": "mai-20260917-1752-baseline|c169-l6|zai-small|Beekeeper", "prompt": "c169-l6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools specifically designed for \"deskless\" workers (like some versions of **Beekeeper** ...) can be cautious for large corporate headquarters."}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|Happeo", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Happeo** is usually the safest bet for rapid adoption and high engagement"}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|ThoughtFarmer", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a branded, \"website-like\" feel ... look at **ThoughtFarmer**."}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|Simpplr", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is rigorous compliance and AI-driven security automation, look at **Simpplr**."}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|SharePoint", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they often require significant IT overhead to maintain, style, and manage permissions"}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|Confluence", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Confluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While these are powerful, they often require significant IT overhead"}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|Hoxhunt", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Hoxhunt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "buying a dedicated layer *on top* of these (like Happeo or Hoxhunt) is more efficient"}, {"id": "mai-20260917-1752-baseline|c169-m1|alibaba-small|SAP SuccessFactors", "prompt": "c169-m1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **SAP SuccessFactors** | Deep HR Integration | Enterprise ERP | High |"}, {"id": "mai-20260917-1752-baseline|c169-m1|anthropic-small|Happeo", "prompt": "c169-m1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Happeo** appears to be the leading choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c169-m1|anthropic-small|Interact", "prompt": "c169-m1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a well-rounded intranet platform with strong content management... popular with mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c169-m1|anthropic-small|LumApps", "prompt": "c169-m1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI employee hub and intranet platform covering internal communications, workflows, learning, and frontline access"}, {"id": "mai-20260917-1752-baseline|c169-m1|anthropic-small|ThoughtFarmer", "prompt": "c169-m1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "starting at $6 per user, making it best for mid-market with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c169-m1|anthropic-small|Microsoft SharePoint", "prompt": "c169-m1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One of the leading software leaders on G2 with an overall satisfaction score of 96 for mid-market users."}, {"id": "mai-20260917-1752-baseline|c169-m1|challenger-small|Happeo", "prompt": "c169-m1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Happeo** is the strongest default recommendation when your company already uses Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-m1|challenger-small|ThoughtFarmer", "prompt": "c169-m1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ThoughtFarmer** if you want a **purpose-built mid-market intranet** with **transparent per-user pricing**"}, {"id": "mai-20260917-1752-baseline|c169-m1|challenger-small|Simpplr", "prompt": "c169-m1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simpplr** if your priority is a polished experience for **mid-sized companies**"}, {"id": "mai-20260917-1752-baseline|c169-m1|challenger-small|SharePoint", "prompt": "c169-m1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SharePoint** if you are heavily invested in **Microsoft 365** and have the IT capacity to manage a more configurable platform"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Simpplr", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simpplr** is the safest top pick if you have budget"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Happeo", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Happeo** is the best value/ease-of-use choice"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Interact", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Well-suited for mid-market organizations wanting enterprise-grade features without enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|MangoApps", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you have a **mixed workforce** ... and want one unified platform"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Microsoft SharePoint / Viva Connections", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint / Viva Connections", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "weaker at delivering a personalized employee experience and often requires significant configuration/ongoing governance"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Confluence", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Confluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not ideal as a standalone internal-communications hub."}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Blink", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If mixed, look at MangoApps, Blink, or Oak Engage for mobile-first"}, {"id": "mai-20260917-1752-baseline|c169-m1|deepseek-small|Oak Engage", "prompt": "c169-m1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look at MangoApps, Blink, or Oak Engage for mobile-first, no-email enrollment"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|Happeo", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Happeo: Best Overall for Google Workspace Users ... arguably the best choice on the market"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|Haystack", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Haystack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Haystack is a leading choice for fast-growing mid-market companies"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|Simpplr", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simpplr is a market leader"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|hubley", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "hubley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "hubley is the ideal solution"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|Powell Intranet", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Powell Intranet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "hubley (or Powell Intranet): Best for Microsoft 365 Ecosystems"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|ThoughtFarmer", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specifically built for the mid-market (100 to 2,500 employees)"}, {"id": "mai-20260917-1752-baseline|c169-m1|google-small|Axero", "prompt": "c169-m1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Axero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Exceptional for creating a \"wiki-style\" internal system"}, {"id": "mai-20260917-1752-baseline|c169-m1|meta-small|ThoughtFarmer", "prompt": "c169-m1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ThoughtFarmer - a mid-market cloud intranet with transparent per-user pricing, starting at $6/user/month."}, {"id": "mai-20260917-1752-baseline|c169-m1|meta-small|SAP SuccessFactors HCM", "prompt": "c169-m1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a comprehensive, secure, AI-powered platform for managing the full employee lifecycle"}, {"id": "mai-20260917-1752-baseline|c169-m1|meta-small|Happeo", "prompt": "c169-m1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Happeo - a best overall intranet platform for small and mid-sized companies, with fast setup, a search and knowledge layer"}, {"id": "mai-20260917-1752-baseline|c169-m1|meta-small|Simpplr", "prompt": "c169-m1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an effective solution for mid-sized companies with 200 to 5,000 employees, offering good value for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|Microsoft 365 (SharePoint + Teams)", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft 365 (SharePoint + Teams)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft 365 (SharePoint + Teams) – optionally augmented with Microsoft Viva**"}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|Microsoft Viva", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "optionally layer on **Microsoft Viva** for advanced employee experience features"}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|Igloo", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Igloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Igloo** as a close runner‑up"}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|Bitrix24", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a bundled CRM at no extra cost**, **Bitrix24** is the only real all‑in‑one on the list."}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|Happeo", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Igloo** or **Happeo** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|LumApps", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Higher price point for advanced tiers; some features require separate purchase."}, {"id": "mai-20260917-1752-baseline|c169-m1|minimax-small|Staffbase", "prompt": "c169-m1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mobile‑first communication platform – great for companies with a large field or frontline workforce."}, {"id": "mai-20260917-1752-baseline|c169-m1|mistral-small|Simpplr", "prompt": "c169-m1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simpplr** and **ThoughtFarmer** are top choices due to their modern features, ease of use, and strong user reviews"}, {"id": "mai-20260917-1752-baseline|c169-m1|mistral-small|ThoughtFarmer", "prompt": "c169-m1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simpplr** and **ThoughtFarmer** are top choices due to their modern features, ease of use, and strong user reviews"}, {"id": "mai-20260917-1752-baseline|c169-m1|mistral-small|SAP SuccessFactors HCM", "prompt": "c169-m1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For those needing robust HR and employee lifecycle management, **SAP SuccessFactors HCM** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c169-m1|mistral-small|Microsoft SharePoint", "prompt": "c169-m1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already relies on Microsoft 365, **SharePoint** is a natural fit."}, {"id": "mai-20260917-1752-baseline|c169-m1|moonshot-small|Happeo", "prompt": "c169-m1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, I'd suggest **Happeo** as the starting point"}, {"id": "mai-20260917-1752-baseline|c169-m1|moonshot-small|Simpplr", "prompt": "c169-m1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already deep in Microsoft 365 and prioritize employee engagement/recognition features, **Simpplr** may be worth the premium"}, {"id": "mai-20260917-1752-baseline|c169-m1|moonshot-small|ThoughtFarmer", "prompt": "c169-m1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the most hands-on vendor relationship and transparent pricing, consider **ThoughtFarmer**"}, {"id": "mai-20260917-1752-baseline|c169-m1|openai-small|Simpplr", "prompt": "c169-m1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee intranet is usually **Simpplr**"}, {"id": "mai-20260917-1752-baseline|c169-m1|openai-small|SharePoint + Viva Engage", "prompt": "c169-m1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint + Viva Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Microsoft-heavy orgs:** **SharePoint + Viva Engage**"}, {"id": "mai-20260917-1752-baseline|c169-m1|openai-small|Staffbase", "prompt": "c169-m1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** — often a strong choice if internal communications and mobile reach matter a lot"}, {"id": "mai-20260917-1752-baseline|c169-m1|openai-small|Unily", "prompt": "c169-m1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but often more than a typical mid-market B2B company needs"}, {"id": "mai-20260917-1752-baseline|c169-m1|openai-small|Jostle", "prompt": "c169-m1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you want something lighter-weight and people-oriented"}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Workvivo", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Workvivo or Simpplr for demos—both shine in mid-market B2B case studies."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Simpplr", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Workvivo or Simpplr for demos—both shine in mid-market B2B case studies."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Happeo", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quick setup (weeks), non-technical management, strong search; ideal for 150-2,000 employees."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Jostle", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High adoption, people-directory focus, easy for mid-sized B2B without IT overhead."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Axero (Communifire)", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Axero (Communifire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Social features, forms/LMS, 500+ APIs; fits mid-market B2B consolidation."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Blink", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tools like Blink or MangoApps handle hybrid B2B well"}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|SAP SuccessFactors", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy options like SAP SuccessFactors unless you need full HR suites."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Powell", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Powell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider SharePoint add-ons like Powell or Fresh (4.2-4.5 ratings)"}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Fresh", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Fresh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consider SharePoint add-ons like Powell or Fresh (4.2-4.5 ratings)"}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Microsoft Viva", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "For budget, Microsoft Viva or Google Sites extensions work but lack polish."}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|Google Sites", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Google Sites", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Microsoft Viva or Google Sites extensions work but lack polish"}, {"id": "mai-20260917-1752-baseline|c169-m1|xai-small|MangoApps", "prompt": "c169-m1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "tools like Blink or MangoApps handle hybrid B2B well"}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|ThoughtFarmer", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ThoughtFarmer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it the top recommendation for your use case"}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|Microsoft SharePoint + Viva", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint + Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft SharePoint/Viva is the runner-up if you're heavily invested in the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|Simpplr", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven, self-service intranet with automation; communications-led teams"}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|Workvivo", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for culture and recognition"}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|Jostle", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Internal comms and culture that employees actually adopt"}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|Connecteam", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Frontline/deskless teams with mobile-first needs"}, {"id": "mai-20260917-1752-baseline|c169-m1|zai-small|SAP SuccessFactors HCM", "prompt": "c169-m1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for companies that want a unified HR and intranet solution."}, {"id": "mai-20260917-1752-baseline|c169-m2|alibaba-small|Microsoft Teams", "prompt": "c169-m2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are currently migrating or building a new infrastructure, go with **Microsoft Teams** for its stability and built-in video conferencing."}, {"id": "mai-20260917-1752-baseline|c169-m2|alibaba-small|Slack", "prompt": "c169-m2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "However, if you are hiring younger talent or have a \"customer-experience first\" sales culture, stick with **Slack**."}, {"id": "mai-20260917-1752-baseline|c169-m2|alibaba-small|Mattermost", "prompt": "c169-m2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Mattermost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The High-Security Alternative: Mattermost or Rocket.Chat"}, {"id": "mai-20260917-1752-baseline|c169-m2|alibaba-small|Rocket.Chat", "prompt": "c169-m2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Rocket.Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The High-Security Alternative: Mattermost or Rocket.Chat"}, {"id": "mai-20260917-1752-baseline|c169-m2|anthropic-small|Slack", "prompt": "c169-m2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Slack** or **Microsoft Teams** are the safest choices"}, {"id": "mai-20260917-1752-baseline|c169-m2|anthropic-small|Microsoft Teams", "prompt": "c169-m2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, **Slack** or **Microsoft Teams** are the safest choices"}, {"id": "mai-20260917-1752-baseline|c169-m2|anthropic-small|Discord", "prompt": "c169-m2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less focused on formal business processes"}, {"id": "mai-20260917-1752-baseline|c169-m2|anthropic-small|Mattermost", "prompt": "c169-m2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Mattermost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need on-premises/self-hosted options"}, {"id": "mai-20260917-1752-baseline|c169-m2|anthropic-small|Rocket.Chat", "prompt": "c169-m2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Rocket.Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source alternatives with high customization"}, {"id": "mai-20260917-1752-baseline|c169-m2|anthropic-small|Google Workspace with Meet", "prompt": "c169-m2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Workspace with Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you prefer Google's ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-m2|challenger-small|Microsoft Teams", "prompt": "c169-m2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Teams is the safest default for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c169-m2|challenger-small|Slack", "prompt": "c169-m2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Slack** if your team is more integration-heavy and prefers fast, flexible team collaboration"}, {"id": "mai-20260917-1752-baseline|c169-m2|challenger-small|Staffbase", "prompt": "c169-m2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** or **Workvivo** are stronger fits for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c169-m2|challenger-small|Workvivo", "prompt": "c169-m2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if employee experience and culture matter alongside communication"}, {"id": "mai-20260917-1752-baseline|c169-m2|challenger-small|Happeo", "prompt": "c169-m2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want an intranet-like hub with strong Google Workspace or Microsoft 365 integration"}, {"id": "mai-20260917-1752-baseline|c169-m2|deepseek-small|Microsoft Teams", "prompt": "c169-m2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c169-m2|deepseek-small|Slack", "prompt": "c169-m2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Slack is the better choice if your company runs on Google Workspace or is more tech-forward"}, {"id": "mai-20260917-1752-baseline|c169-m2|deepseek-small|Connecteam", "prompt": "c169-m2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "evaluate **purpose-built employee/internal comms tools** (like Connecteam or other engagement platforms)"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Workplace from Meta", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workplace from Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If **Workplace from Meta** was on your shortlist, remove it, as Meta has decommissioned the platform"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Slack", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Collaboration Engine (Daily Chat):** **Slack** (if tech-first and client-facing) OR **Microsoft Teams**"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Microsoft Teams", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Teams** (if Microsoft-centric)"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Zoom’s Workvivo", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Zoom’s Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**The Broadcast Layer (News & Announcements):** **Workvivo** (for social culture) OR **Workshop** (for email-first teams)"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Haystack", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Haystack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Clean, modern, \"no-bloat\" intranets that act as a single source of truth"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Simpplr", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "#### 4. Haystack or Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Notion", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**The Knowledge Hub (SOPs & Documentation):** **Notion** or **Confluence**"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Guru", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Guru is a \"knowledge management\" tool that integrates directly into Slack or MS Teams"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Workshop", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workshop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "OR **Workshop** (for email-first teams) to ensure high-priority updates are never lost in daily chat"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|ContactMonkey", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "ContactMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "#### 7. Workshop or ContactMonkey"}, {"id": "mai-20260917-1752-baseline|c169-m2|google-small|Confluence", "prompt": "c169-m2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Notion** or **Confluence**"}, {"id": "mai-20260917-1752-baseline|c169-m2|meta-small|Miro", "prompt": "c169-m2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top-rated options include Miro, Connecteam, and other tools listed in the search results."}, {"id": "mai-20260917-1752-baseline|c169-m2|meta-small|Connecteam", "prompt": "c169-m2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top-rated options include Miro, Connecteam, and other tools listed in the search results."}, {"id": "mai-20260917-1752-baseline|c169-m2|minimax-small|Microsoft Teams", "prompt": "c169-m2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Best fit** | Companies already using Office 365 |"}, {"id": "mai-20260917-1752-baseline|c169-m2|minimax-small|Slack", "prompt": "c169-m2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies that want the richest app-integration ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-m2|minimax-small|Google Chat (Workspace)", "prompt": "c169-m2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat (Workspace)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies using Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-m2|minimax-small|Twist", "prompt": "c169-m2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Twist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Remote-first teams that prefer asynchronous, thread-based communication"}, {"id": "mai-20260917-1752-baseline|c169-m2|minimax-small|Mattermost (open-source)", "prompt": "c169-m2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Mattermost (open-source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Organisations that need full data-ownership (self-hosted)"}, {"id": "mai-20260917-1752-baseline|c169-m2|mistral-small|Slack", "prompt": "c169-m2", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Slack** – Best for real-time messaging, integrations, and a user-friendly interface."}, {"id": "mai-20260917-1752-baseline|c169-m2|mistral-small|Microsoft Teams", "prompt": "c169-m2", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Teams** – Ideal if you’re already using Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-m2|mistral-small|Zoom Team Chat", "prompt": "c169-m2", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Zoom Team Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zoom Team Chat** – Good if you’re already using Zoom for video calls"}, {"id": "mai-20260917-1752-baseline|c169-m2|mistral-small|Workplace from Meta", "prompt": "c169-m2", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workplace from Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workplace from Meta** – A solid alternative with a social media-like interface"}, {"id": "mai-20260917-1752-baseline|c169-m2|mistral-small|Chanty", "prompt": "c169-m2", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Chanty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Chanty** – A simpler, more affordable option with built-in task management."}, {"id": "mai-20260917-1752-baseline|c169-m2|mistral-small|Flock", "prompt": "c169-m2", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Flock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Flock** – Focuses on team collaboration with features like shared to-dos"}, {"id": "mai-20260917-1752-baseline|c169-m2|moonshot-small|Microsoft Teams", "prompt": "c169-m2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Microsoft Teams** if you're already using Microsoft 365 — the integration benefits and cost efficiency are hard to beat"}, {"id": "mai-20260917-1752-baseline|c169-m2|moonshot-small|Slack", "prompt": "c169-m2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Slack** if your team values flexibility, works asynchronously across time zones"}, {"id": "mai-20260917-1752-baseline|c169-m2|moonshot-small|Connecteam", "prompt": "c169-m2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Connecteam** | Deskless/mixed workforce | All-in-one operations + communications"}, {"id": "mai-20260917-1752-baseline|c169-m2|moonshot-small|AgilityPortal", "prompt": "c169-m2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "AgilityPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Add a dedicated internal comms tool** (like AgilityPortal or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-m2|moonshot-small|Simpplr", "prompt": "c169-m2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Add a dedicated internal comms tool** (like AgilityPortal or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-m2|openai-small|Microsoft Teams", "prompt": "c169-m2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Teams for the default, company-wide internal communications platform.**"}, {"id": "mai-20260917-1752-baseline|c169-m2|openai-small|Slack", "prompt": "c169-m2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Slack is often the better choice if: your company is product-led or tech-heavy"}, {"id": "mai-20260917-1752-baseline|c169-m2|openai-small|Google Chat", "prompt": "c169-m2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison table** for Slack vs Teams vs Google Chat"}, {"id": "mai-20260917-1752-baseline|c169-m2|xai-small|Microsoft Teams", "prompt": "c169-m2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Teams as the top choice for most scenarios"}, {"id": "mai-20260917-1752-baseline|c169-m2|xai-small|Slack", "prompt": "c169-m2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: Slack"}, {"id": "mai-20260917-1752-baseline|c169-m2|xai-small|Mattermost", "prompt": "c169-m2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Mattermost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If self-hosting/data sovereignty is key ... Great for control but needs IT overhead."}, {"id": "mai-20260917-1752-baseline|c169-m2|xai-small|Rocket.Chat", "prompt": "c169-m2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Rocket.Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mattermost or Rocket.Chat**: If self-hosting/data sovereignty is key"}, {"id": "mai-20260917-1752-baseline|c169-m2|xai-small|Google Chat (w/ Workspace)", "prompt": "c169-m2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat (w/ Workspace)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$7/user/month if you're Google-first"}, {"id": "mai-20260917-1752-baseline|c169-m2|zai-small|Slack", "prompt": "c169-m2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Slack** or **Microsoft Teams** for most mid-sized B2B companies."}, {"id": "mai-20260917-1752-baseline|c169-m2|zai-small|Microsoft Teams", "prompt": "c169-m2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Slack** or **Microsoft Teams** for most mid-sized B2B companies."}, {"id": "mai-20260917-1752-baseline|c169-m2|zai-small|Google Workspace", "prompt": "c169-m2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Workspace** (if you prefer Gmail/Google Docs)"}, {"id": "mai-20260917-1752-baseline|c169-m2|zai-small|Zoom", "prompt": "c169-m2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoom** (if video is your primary need)"}, {"id": "mai-20260917-1752-baseline|c169-m2|zai-small|Discord", "prompt": "c169-m2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Discord", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Discord** (for more casual, community-style communication)"}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|Simpplr", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Often ranked as a \"Leader\" across multiple analyst reports. Known for ease of use, personalization, and strong integration with Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|Unily", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A long-standing leader, known for its deep customization, scalability, and robust content management system (CMS)."}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|Workvivo", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses heavily on employee engagement, social features, and mobile-first design."}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|LumApps", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native integration with Google Workspace (G Suite). Ideal for organizations already invested in the Google ecosystem."}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|MangoApps", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for strong mobile capabilities, frontline worker support, and AI-driven search/content recommendations."}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|Staffbase", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specializes in frontline communication and hybrid workforce engagement"}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|Interact", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes simplicity, speed of deployment, and cost-effectiveness for mid-sized organizations."}, {"id": "mai-20260917-1752-baseline|c169-m3|alibaba-small|Igloo Software", "prompt": "c169-m3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A pioneer in the space, offering strong collaboration tools and community-building features."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Oak Engage", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Oak Engage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oak Engage is the best overall choice for organizations that need one intranet platform for frontline, desk-based and remote employees."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Unily", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unily is an enterprise intranet platform targeting very large enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|LumApps", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LumApps is best suited for enterprise organizations that need one intranet platform to support desk-based, frontline, and hybrid employees at scale."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Staffbase", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The best intranet platforms in 2026 include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Workvivo", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Interact", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Powell", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Powell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Simpplr", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Happeo", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Jostle", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "include Oak Engage, Unily, LumApps, Staffbase, Workvivo, Interact, Powell, Simpplr, Happeo and Jostle."}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Involv", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Involv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Involv is a Microsoft 365-based intranet built on top of SharePoint, designed to eliminate the technical complexity of SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|Microsoft SharePoint", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Microsoft SharePoint is one of the most widely used platforms and is particularly strong when it comes to document handling"}, {"id": "mai-20260917-1752-baseline|c169-m3|anthropic-small|MangoApps", "prompt": "c169-m3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "MangoApps sits at the intersection of an intranet and a team collaboration tool."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Simpplr", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Simpplr** if you want a more ready-to-use, AI-assisted intranet with less IT overhead."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Workvivo", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Workvivo** or **Staffbase** if your priority is **frontline engagement** and mobile communication."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Staffbase", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on **branded mobile communication** and reach"}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Unily", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built for **global-scale communication** and high customization, but can be more complex to implement."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|LumApps", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "some reviews note weaker analytics and customization limits"}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Microsoft SharePoint", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strongest for **document management, intranet architecture, and compliance**, but usually needs more IT setup and can feel dated."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Happeo", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pick **Happeo** if your company lives in **Google Workspace**."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Jostle", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasizes **internal communications that employees actually use**"}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Confluence", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Better as a **structured knowledge/documentation hub** than a full employee-comms intranet."}, {"id": "mai-20260917-1752-baseline|c169-m3|challenger-small|Firstup", "prompt": "c169-m3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for **targeted communications and automation** across employee journeys."}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Microsoft SharePoint / Viva Connections", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint / Viva Connections", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already on Microsoft 365? → SharePoint + Viva for cost-effectiveness and integration."}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Simpplr", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consistently named a Leader across multiple analyst reports; strong personalization"}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Unily", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large global enterprise wanting brand-grade UX? → Unily or Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Workvivo", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent for internal comms and community building"}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|LumApps", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Mid-to-large companies, strong with Google Workspace environments"}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Staffbase", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mixed desk + frontline workforce? → Staffbase, Workvivo, or Flip"}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Interact", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: SMBs to mid-sized companies wanting an easy-to-use, no-code intranet."}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Igloo", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Mid-market companies wanting a flexible \"digital workplace.\""}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|MangoApps", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Want one all-in-one tool (comms + learning + tasks)? → MangoApps."}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Confluence", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Primarily documentation and team collaboration? → Confluence."}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Firstup", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. **Firstup**"}, {"id": "mai-20260917-1752-baseline|c169-m3|deepseek-small|Flip", "prompt": "c169-m3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Staffbase, Workvivo, or Flip (excellent mobile/offline support)"}, {"id": "mai-20260917-1752-baseline|c169-m3|google-small|Microsoft SharePoint + Viva", "prompt": "c169-m3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint + Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The default choice for Microsoft-heavy organizations."}, {"id": "mai-20260917-1752-baseline|c169-m3|google-small|Staffbase", "prompt": "c169-m3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Staffbase** if your enterprise is large, complex, and needs absolute precision with top-down corporate communications"}, {"id": "mai-20260917-1752-baseline|c169-m3|google-small|Simpplr", "prompt": "c169-m3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Simpplr** if you want a modern, ready-to-go, low-code platform"}, {"id": "mai-20260917-1752-baseline|c169-m3|google-small|Workvivo (by Zoom)", "prompt": "c169-m3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Workvivo** if your employees feel disconnected"}, {"id": "mai-20260917-1752-baseline|c169-m3|google-small|LumApps + Beekeeper", "prompt": "c169-m3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps + Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The unified \"AI Employee Hub\" for desk and deskless workers."}, {"id": "mai-20260917-1752-baseline|c169-m3|google-small|Happeo", "prompt": "c169-m3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Happeo** if your company runs entirely on Google Docs, Gmail, and Google Drive."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Simpplr", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Unily", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Workvivo", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|LumApps", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Staffbase", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Interact", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Igloo", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top intranet platforms include Simpplr, Unily, Workvivo, LumApps, Staffbase, Interact, Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Hailio", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Hailio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top intranet platforms include ... Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|MangoApps", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top intranet platforms include ... Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|meta-small|Firstup", "prompt": "c169-m3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top intranet platforms include ... Igloo, Hailio, MangoApps, and Firstup."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Microsoft SharePoint Online (with Viva)", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint Online (with Viva)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "However, it requires technical expertise to manage and isn't as user-friendly as some alternatives."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Simpplr", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often ranked highly in analyst reports for overall functionality and ease of use."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Unily", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for modern, user-friendly interfaces and strong integration capabilities."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Workvivo", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focused on employee engagement, recognition, and company culture."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|LumApps", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers robust personalization and digital workplace experience."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Staffbase", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for frontline employee communications with mobile-first approach."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|MangoApps", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Combines intranet, communications, learning, and task management in one platform."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Interact", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The leading platforms consistently cited across analyst reports include"}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Flip", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Leading option for organizations with both desk-based and frontline/deskless employees."}, {"id": "mai-20260917-1752-baseline|c169-m3|minimax-small|Confluence (Atlassian)", "prompt": "c169-m3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ideal for teams already using Atlassian tools; strong for documentation and collaborative workspaces."}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Simpplr", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "recognized for their modern user experience, mobile app parity, and support for hybrid workforces"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Unily", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global enterprises may prefer Unily or LumApps for their scalability and multilingual support"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Workvivo", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Employee engagement and communication are strengths of Workvivo, Simpplr, and Poppulo"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|LumApps", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "may prefer Unily or LumApps for their scalability and multilingual support"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Staffbase", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "frequently shortlisted by large UK enterprises"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Interact", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Staffbase, Unily, Interact, and Oak Engage are frequently shortlisted by large UK enterprises"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Igloo", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "noted for their flexibility and support for employees without corporate email"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Hailio", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Hailio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top 10 Intranet Platforms: ... 8. Hailio"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|MangoApps", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often recommended for organizations needing a single platform for both frontline and desk employees"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Firstup", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Igloo and Firstup are noted for their flexibility"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Microsoft SharePoint and Viva", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint and Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ideal for enterprises already standardized on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Oak Engage", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "frequently shortlisted by large UK enterprises"}, {"id": "mai-20260917-1752-baseline|c169-m3|mistral-small|Poppulo", "prompt": "c169-m3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Poppulo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "strengths of Workvivo, Simpplr, and Poppulo"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Microsoft SharePoint Online", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're heavily invested in Microsoft 365** → **SharePoint** is the natural choice"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Confluence (Atlassian)", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need structured knowledge documentation** → **Confluence**"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Simpplr", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consistently rated as a top intranet platform"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Unily", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a premium enterprise solution** → **Unily** or **Simpplr**"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|LumApps", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Organizations wanting a social intranet with strong Google Workspace integration"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Staffbase", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have many frontline workers** → **Staffbase** or **Flip**"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Workvivo", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If employee engagement is your priority** → **Workvivo** or **Simpplr**"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Slack", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not a traditional intranet; lacks robust document management and structured content"}, {"id": "mai-20260917-1752-baseline|c169-m3|moonshot-small|Flip", "prompt": "c169-m3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Considerations:** Newer player in the market"}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|SharePoint", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SharePoint** if you want the best Microsoft-native foundation."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|LumApps", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **LumApps, Unily, or Simpplr** if you want a more enterprise-grade modern intranet experience."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Unily", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong personalization, content publishing, and enterprise-scale governance"}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Workvivo", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Workvivo** if culture and engagement matter most."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Staffbase", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Staffbase** if frontline communication is critical."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Simpplr", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasizes simplicity, search, personalization, and internal clarity."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Happeo", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Happeo** if you're Google Workspace-first."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Jostle", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Jostle** if you want something simpler and easier to roll out."}, {"id": "mai-20260917-1752-baseline|c169-m3|openai-small|Igloo", "prompt": "c169-m3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stronger emphasis on collaboration and social features than pure content publishing."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Simpplr", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leader in Gartner (2 years running, highest Ability to Execute)."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Workvivo", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leader in Gartner; Strong Performer in Forrester; top G2 ratings (~4.8)."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|LumApps", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leader in Gartner (3+ years, furthest in Completeness of Vision)."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Unily", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leader in Forrester (strongest current offering); high G2 (~4.5)."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Microsoft SharePoint (with Viva Connections/Engage)", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint (with Viva Connections/Engage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Widespread leader in G2; best for M365 users; dominant in enterprise document management."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Staffbase", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consistent top-5 in G2/Gartner; excels in comms."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Blink", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top for mobile/frontline/deskless workers (G2 leaders)."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Connecteam", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top for mobile/frontline/deskless workers (G2 leaders)."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Igloo", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Frequent top-10 mentions for personalization and mid-market."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|Interact", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Frequent top-10 mentions for personalization and mid-market."}, {"id": "mai-20260917-1752-baseline|c169-m3|xai-small|MangoApps", "prompt": "c169-m3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Frequent top-10 mentions for personalization and mid-market."}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|MangoApps", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MangoApps** | Mixed Workforce (Desk & Frontline) | Unified platform ... with AI-native search."}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|Simpplr", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Simpplr is often cited as the top-rated intranet software by users and analysts."}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|Unily", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unily is designed for massive organizations (10,000+ employees) that need high levels of security and customization."}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|Workvivo", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workvivo or Staffbase if your goal is to boost culture and engagement"}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|Staffbase", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Staffbase is best if you need to reach employees via multiple channels simultaneously"}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|Microsoft SharePoint", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SharePoint is not a standalone \"intranet platform\" in the traditional sense... It requires significant IT resources to customize"}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|Microsoft Viva", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**SharePoint/Viva** often struggles here unless heavily customized for mobile."}, {"id": "mai-20260917-1752-baseline|c169-m3|zai-small|LumApps", "prompt": "c169-m3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Google-Only:** **LumApps** is the top player here"}, {"id": "mai-20260917-1752-baseline|c169-m4|alibaba-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Microsoft SharePoint (Best Overall Value)"}, {"id": "mai-20260917-1752-baseline|c169-m4|alibaba-small|Zoho Connect", "prompt": "c169-m4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "We recommend trialing **Zoho Connect** and **SharePoint** first"}, {"id": "mai-20260917-1752-baseline|c169-m4|alibaba-small|ThoughtFarmer", "prompt": "c169-m4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. ThoughtFarmer (Best Transparent Pricing)"}, {"id": "mai-20260917-1752-baseline|c169-m4|alibaba-small|Oak Engage", "prompt": "c169-m4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Oak Engage (Best for Frontline Communication)"}, {"id": "mai-20260917-1752-baseline|c169-m4|anthropic-small|Pebb", "prompt": "c169-m4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a final score of 9/10 cementing its reputation as the top choice for small business intranets"}, {"id": "mai-20260917-1752-baseline|c169-m4|anthropic-small|Bitrix24", "prompt": "c169-m4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "all-in-one employee intranet and collaboration platform designed for small businesses seeking a cost-effective solution"}, {"id": "mai-20260917-1752-baseline|c169-m4|anthropic-small|Connecteam", "prompt": "c169-m4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most accessible intranet and employee management tools for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c169-m4|anthropic-small|Noodle", "prompt": "c169-m4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Noodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Noodle is a simple intranet platform that covers the basics—without the high price tag"}, {"id": "mai-20260917-1752-baseline|c169-m4|challenger-small|MyHub", "prompt": "c169-m4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MyHub** is the clearest pick because it is specifically described as the \"most accessible entry point\""}, {"id": "mai-20260917-1752-baseline|c169-m4|challenger-small|Connecteam", "prompt": "c169-m4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** starts at **$29/month** ... but it is especially strong for frontline or deskless teams rather than a classic desktop intranet"}, {"id": "mai-20260917-1752-baseline|c169-m4|challenger-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SharePoint** can be the best value ... though it may be more complex to set up than MyHub"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies on a tight budget, **Pebb** (free tier) or **Microsoft SharePoint/Teams** (if you already use Microsoft 365) offer the best value-to-cost ratio."}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Pebb", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pebb** (free tier) or **Microsoft SharePoint/Teams** ... offer the best value-to-cost ratio"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Connecteam", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Connecteam** — *Free for teams under 10*"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Microsoft Teams", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Microsoft Teams** — *Free tier; $4/user/month for paid*"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Zoho Connect", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Zoho Connect** — *Budget-friendly*"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|ThoughtFarmer", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. ThoughtFarmer** — *From $6/user/month*"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Oak Engage", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. Oak Engage** — *Affordable mid-tier*"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Google Sites", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SharePoint or Google Sites can cost little to nothing extra"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Simpplr", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Simpplr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Some \"cheap\" enterprise platforms (Simpplr, Staffbase, Workvivo) have user minimums or $20k+/year price tags — avoid these"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Staffbase", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "(Simpplr, Staffbase, Workvivo) have user minimums or $20k+/year price tags — avoid these for small budgets"}, {"id": "mai-20260917-1752-baseline|c169-m4|deepseek-small|Workvivo", "prompt": "c169-m4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "(Simpplr, Staffbase, Workvivo) have user minimums or $20k+/year price tags — avoid these for small budgets"}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|Google Sites", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use M365/Google Workspace:** Start with **SharePoint** or **Google Sites**. It costs $0 extra"}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **SharePoint** or **Google Sites**. It costs $0 extra and aligns with security protocols"}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|Connecteam", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have frontline/deskless workers:** Go with **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|Bitrix24", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The interface is highly cluttered and can be overwhelming for non-technical employees."}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|Jostle", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a modern, social community vibe:** Go with **Jostle**."}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|HumHub", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "HumHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have an IT person and zero budget:** Host **HumHub** on a cheap virtual private server."}, {"id": "mai-20260917-1752-baseline|c169-m4|google-small|WordPress (with an Intranet Theme like Woffice)", "prompt": "c169-m4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "WordPress (with an Intranet Theme like Woffice)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for:** Maximum customization on a shoestring budget. ... High administrative overhead."}, {"id": "mai-20260917-1752-baseline|c169-m4|meta-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include Microsoft SharePoint, Zoho Connect, MyHub, ThoughtFarmer, and Oak Engage."}, {"id": "mai-20260917-1752-baseline|c169-m4|meta-small|Zoho Connect", "prompt": "c169-m4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top options include Microsoft SharePoint, Zoho Connect, MyHub, ThoughtFarmer, and Oak Engage."}, {"id": "mai-20260917-1752-baseline|c169-m4|meta-small|MyHub", "prompt": "c169-m4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top options include Microsoft SharePoint, Zoho Connect, MyHub, ThoughtFarmer, and Oak Engage."}, {"id": "mai-20260917-1752-baseline|c169-m4|meta-small|ThoughtFarmer", "prompt": "c169-m4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ThoughtFarmer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top options include Microsoft SharePoint, Zoho Connect, MyHub, ThoughtFarmer, and Oak Engage."}, {"id": "mai-20260917-1752-baseline|c169-m4|meta-small|Oak Engage", "prompt": "c169-m4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top options include Microsoft SharePoint, Zoho Connect, MyHub, ThoughtFarmer, and Oak Engage."}, {"id": "mai-20260917-1752-baseline|c169-m4|minimax-small|Pebb", "prompt": "c169-m4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, start with **Pebb** (free plan) or **Microsoft SharePoint** ($9.29/month)"}, {"id": "mai-20260917-1752-baseline|c169-m4|minimax-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Pebb** (free plan) or **Microsoft SharePoint** ($9.29/month)"}, {"id": "mai-20260917-1752-baseline|c169-m4|minimax-small|MyHub", "prompt": "c169-m4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MyHub** at $83/month offers excellent value with no IT requirements"}, {"id": "mai-20260917-1752-baseline|c169-m4|minimax-small|Zoho Connect", "prompt": "c169-m4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for easy setup - Budget-friendly pricing"}, {"id": "mai-20260917-1752-baseline|c169-m4|minimax-small|ClickUp", "prompt": "c169-m4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for task-centric needs"}, {"id": "mai-20260917-1752-baseline|c169-m4|mistral-small|Connecteam", "prompt": "c169-m4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best value on a limited budget, start with Connecteam (if under 10 users)"}, {"id": "mai-20260917-1752-baseline|c169-m4|mistral-small|Microsoft Teams (with SharePoint)", "prompt": "c169-m4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Teams (with SharePoint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "leverage SharePoint and Teams to build a basic intranet at no additional cost beyond your existing subscription"}, {"id": "mai-20260917-1752-baseline|c169-m4|mistral-small|Google Sites (with Google Workspace)", "prompt": "c169-m4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites (with Google Workspace)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Sites can serve as a simple, free intranet platform"}, {"id": "mai-20260917-1752-baseline|c169-m4|mistral-small|Bitrix24", "prompt": "c169-m4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan with basic intranet features, and paid plans start at a low cost per user"}, {"id": "mai-20260917-1752-baseline|c169-m4|mistral-small|Notion", "prompt": "c169-m4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Notion/Confluence are also strong low-cost options"}, {"id": "mai-20260917-1752-baseline|c169-m4|mistral-small|Confluence", "prompt": "c169-m4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both offer free tiers that can be used to create a simple intranet"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Google Sites", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Sites** ⭐ Best Free Choice"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Bitrix24", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tier for unlimited users (with feature limits); paid plans from $49/month"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Zoho Connect", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for up to 25 users"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Confluence (Atlassian)", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Confluence (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for up to 10 users; Standard plan ~$5.42/user/month"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Connecteam", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Small businesses with frontline or mobile workforces"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Notion", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Knowledge management and flexible workspaces"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Blink", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** Cost-conscious small businesses needing basic intranet functionality"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Jostle", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "From **$8.20/user/month**; **free for teams of 15 or fewer**"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|SharePoint", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Even \"free\" solutions like SharePoint (included with Microsoft 365) can have substantial setup and administration costs"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|Nextcloud", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Nextcloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you have IT capacity, **Nextcloud** or **HumHub** offer free open-source alternatives"}, {"id": "mai-20260917-1752-baseline|c169-m4|moonshot-small|HumHub", "prompt": "c169-m4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "HumHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Nextcloud** or **HumHub** offer free open-source alternatives"}, {"id": "mai-20260917-1752-baseline|c169-m4|openai-small|SharePoint", "prompt": "c169-m4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SharePoint** is often the best value, because it's included in many Microsoft plans"}, {"id": "mai-20260917-1752-baseline|c169-m4|openai-small|Zoho Connect", "prompt": "c169-m4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best low-cost standalone option for SMBs"}, {"id": "mai-20260917-1752-baseline|c169-m4|openai-small|Jostle", "prompt": "c169-m4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good simple intranet with low entry pricing"}, {"id": "mai-20260917-1752-baseline|c169-m4|openai-small|Connecteam", "prompt": "c169-m4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "especially good if you have frontline or mobile staff"}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|Connecteam", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Connecteam** or **Bitrix24** if under 10 users—they're truly free and feature-rich."}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|Bitrix24", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Connecteam** or **Bitrix24** if under 10 users—they're truly free and feature-rich."}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|Zoho Connect", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Connect (Best for growing teams on Zoho ecosystem)"}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|Microsoft SharePoint", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Drawbacks: Steeper learning curve; hidden costs in setup/customization (~$10k+ for full impl.)"}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|MyHub", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MyHub: ~$83/month flat for 25 users (drag-and-drop builder)"}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|Jostle", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jostle: ~$5/user/month or $75/month min."}, {"id": "mai-20260917-1752-baseline|c169-m4|xai-small|HumHub", "prompt": "c169-m4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "HumHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid open-source like HumHub unless you have dev resources (free but setup-heavy)."}, {"id": "mai-20260917-1752-baseline|c169-m4|zai-small|Connecteam", "prompt": "c169-m4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Connecteam** ... Connecteam is the strongest choice."}, {"id": "mai-20260917-1752-baseline|c169-m4|zai-small|Confluence", "prompt": "c169-m4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Documentation: **Confluence** ... Excellent for documentation, but less \"social\" than Connecteam."}, {"id": "mai-20260917-1752-baseline|c169-m4|zai-small|HumHub", "prompt": "c169-m4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "HumHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HumHub is the best open-source solution ... The most scalable free option if you have the technical ability"}, {"id": "mai-20260917-1752-baseline|c169-m4|zai-small|Softr", "prompt": "c169-m4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for building custom tools, but the free tier is restrictive (only 5 users)."}, {"id": "mai-20260917-1752-baseline|c169-m4|zai-small|Microsoft SharePoint / Teams", "prompt": "c169-m4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint / Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly functional, but the monthly per-user cost adds up quickly."}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|Viva Engage", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Viva Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ask if a simpler add-on to SharePoint or Teams (like Viva Engage) meets your needs before buying a separate heavy platform"}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|Simpplr", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Simpplr:** Known for being very easy to use with great \"AI-assisted\" governance. Good for knowledge workers."}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|Workvivo", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Extremely popular for its \"social feed\" style... Great for culture-focused mid-market companies."}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|HubEngage", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong choices if you have a significant portion of **frontline or deskless** workers."}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|MangoApps", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong choices if you have a significant portion of **frontline or deskless** workers."}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|Blink", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong choices if you have a significant portion of **frontline or deskless** workers."}, {"id": "mai-20260917-1752-baseline|c169-m5|alibaba-small|Microsoft SharePoint (Native)", "prompt": "c169-m5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint (Native)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Low cost, but requires more technical skill to make it look modern and user-friendly."}, {"id": "mai-20260917-1752-baseline|c169-m5|deepseek-small|MangoApps", "prompt": "c169-m5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common mid-size contenders to shortlist: MangoApps, Workvivo, Staffbase, Bitrix24, AgilityPortal, or SharePoint-based options"}, {"id": "mai-20260917-1752-baseline|c169-m5|deepseek-small|Workvivo", "prompt": "c169-m5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common mid-size contenders to shortlist: MangoApps, Workvivo, Staffbase, Bitrix24, AgilityPortal"}, {"id": "mai-20260917-1752-baseline|c169-m5|deepseek-small|Staffbase", "prompt": "c169-m5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common mid-size contenders to shortlist: MangoApps, Workvivo, Staffbase, Bitrix24, AgilityPortal"}, {"id": "mai-20260917-1752-baseline|c169-m5|deepseek-small|Bitrix24", "prompt": "c169-m5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common mid-size contenders to shortlist: ... Bitrix24, AgilityPortal"}, {"id": "mai-20260917-1752-baseline|c169-m5|deepseek-small|AgilityPortal", "prompt": "c169-m5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "AgilityPortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common mid-size contenders to shortlist: ... AgilityPortal, or SharePoint-based options"}, {"id": "mai-20260917-1752-baseline|c169-m5|deepseek-small|SharePoint", "prompt": "c169-m5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or SharePoint-based options depending on your Microsoft estate"}, {"id": "mai-20260917-1752-baseline|c169-m5|google-small|Simpplr", "prompt": "c169-m5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for modern, ready-to-deploy SaaS solutions (e.g., Simpplr, Workvivo, Happeo, MangoApps)."}, {"id": "mai-20260917-1752-baseline|c169-m5|google-small|Workvivo", "prompt": "c169-m5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for modern, ready-to-deploy SaaS solutions (e.g., Simpplr, Workvivo, Happeo, MangoApps)."}, {"id": "mai-20260917-1752-baseline|c169-m5|google-small|Happeo", "prompt": "c169-m5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for modern, ready-to-deploy SaaS solutions (e.g., Simpplr, Workvivo, Happeo, MangoApps)."}, {"id": "mai-20260917-1752-baseline|c169-m5|google-small|MangoApps", "prompt": "c169-m5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look for modern, ready-to-deploy SaaS solutions (e.g., Simpplr, Workvivo, Happeo, MangoApps)."}, {"id": "mai-20260917-1752-baseline|c169-m5|minimax-small|Simpplr", "prompt": "c169-m5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the search results consistently recommend platforms like **Simpplr**, **Happeo**, **MangoApps**, or **Workvivo** as strong fits"}, {"id": "mai-20260917-1752-baseline|c169-m5|minimax-small|Happeo", "prompt": "c169-m5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "recommend platforms like **Simpplr**, **Happeo**, **MangoApps**, or **Workvivo** as strong fits"}, {"id": "mai-20260917-1752-baseline|c169-m5|minimax-small|MangoApps", "prompt": "c169-m5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "recommend platforms like **Simpplr**, **Happeo**, **MangoApps**, or **Workvivo** as strong fits"}, {"id": "mai-20260917-1752-baseline|c169-m5|minimax-small|Workvivo", "prompt": "c169-m5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "recommend platforms like **Simpplr**, **Happeo**, **MangoApps**, or **Workvivo** as strong fits"}, {"id": "mai-20260917-1752-baseline|c169-m5|minimax-small|SharePoint", "prompt": "c169-m5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These mid-market options offer good value versus enterprise-heavy solutions like SharePoint."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Microsoft SharePoint + Viva Connections", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint + Viva Connections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep Teams integration, good for Office 365 shops."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Workplace from Meta", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workplace from Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Social-first, good for engagement."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Jive", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong community features, good for knowledge sharing."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Firstup (formerly SocialChorus)", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Firstup (formerly SocialChorus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focused on employee communication."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Unily", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly customizable, good for large enterprises."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Happeo", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Workspace-native, modern UI."}, {"id": "mai-20260917-1752-baseline|c169-m5|mistral-small|Simpplr", "prompt": "c169-m5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered, good for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|Simpplr", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Simpplr, Staffbase, Happeo, Workvivo — Modern, employee experience-focused"}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|Staffbase", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Simpplr, Staffbase, Happeo, Workvivo — Modern, employee experience-focused"}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|Happeo", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simpplr, Staffbase, Happeo, Workvivo — Modern, employee experience-focused"}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|Workvivo", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simpplr, Staffbase, Happeo, Workvivo — Modern, employee experience-focused"}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|SharePoint/Viva Connections", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "SharePoint/Viva Connections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SharePoint/Viva Connections — If deeply embedded in Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|Notion", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Notion, Confluence — If collaboration-heavy, less formal intranet needs"}, {"id": "mai-20260917-1752-baseline|c169-m5|moonshot-small|Confluence", "prompt": "c169-m5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Notion, Confluence — If collaboration-heavy, less formal intranet needs"}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|Simpplr", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|MangoApps", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|Workvivo", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|LumApps", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|HubEngage", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|Unily", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m5|xai-small|Happeo", "prompt": "c169-m5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top for mid-sized: Simpplr, MangoApps, Workvivo, LumApps, HubEngage, Unily, Happeo."}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|Microsoft SharePoint", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Out of the box, SharePoint is a document repository, not an intranet... Who should avoid it: Organizations with small HR/IT teams"}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|Oracle", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some enterprise-grade platforms (often part of larger HCM suites like Oracle, SAP, or IBM) are incredibly powerful but bloated."}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|SAP", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often part of larger HCM suites like Oracle, SAP, or IBM) are incredibly powerful but bloated"}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|IBM", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often part of larger HCM suites like Oracle, SAP, or IBM) are incredibly powerful but bloated"}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|Cornerstone", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Learning Management Systems (like Cornerstone or SuccessFactors) often include basic intranet features. These are usually very basic \"notification boards\""}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|SuccessFactors", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Learning Management Systems (like Cornerstone or SuccessFactors) often include basic intranet features. These are usually very basic \"notification boards\""}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|Jostle", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern intranets (like Jostle, MangoApps, or Workvivo) typically go live in weeks."}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|MangoApps", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern intranets (like Jostle, MangoApps, or Workvivo) typically go live in weeks."}, {"id": "mai-20260917-1752-baseline|c169-m6|alibaba-small|Workvivo", "prompt": "c169-m6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern intranets (like Jostle, MangoApps, or Workvivo) typically go live in weeks."}, {"id": "mai-20260917-1752-baseline|c169-m6|anthropic-small|SharePoint", "prompt": "c169-m6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SharePoint has limited innovation, and customisation still leans on SharePoint knowledge"}, {"id": "mai-20260917-1752-baseline|c169-m6|anthropic-small|Happeo", "prompt": "c169-m6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Happeo is less compelling outside Google Workspace environments"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|SharePoint", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SharePoint if you need a simple, low-maintenance intranet**"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|Blink", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Blink explicitly recommends eliminating platforms that require email when more than 30% of employees do not have one."}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|Workvivo", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific platforms like **SharePoint, Workvivo, Staffbase, Happeo, LumApps, Simpplr, and Interact**"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|Staffbase", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific platforms like **SharePoint, Workvivo, Staffbase, Happeo, LumApps, Simpplr, and Interact**"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|Happeo", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like **SharePoint, Workvivo, Staffbase, Happeo, LumApps, Simpplr, and Interact**"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|LumApps", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific platforms like **SharePoint, Workvivo, Staffbase, Happeo, LumApps, Simpplr, and Interact**"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|Simpplr", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific platforms like **SharePoint, Workvivo, Staffbase, Happeo, LumApps, Simpplr, and Interact**"}, {"id": "mai-20260917-1752-baseline|c169-m6|challenger-small|Interact", "prompt": "c169-m6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific platforms like **SharePoint, Workvivo, Staffbase, Happeo, LumApps, Simpplr, and Interact**"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Workplace by Meta", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid (Discontinued / End-of-Life) ... If you're considering them, don't"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Workvivo", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workvivo can be overwhelming for smaller teams"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|HubEngage", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alternatives like HubEngage, Staffbase, and Simpplr are also options"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Staffbase", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consistently top-rated modern platforms include Simpplr, Unily, Workvivo, LumApps, MangoApps, Staffbase, and Interact"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Simpplr", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some platforms (e.g., Simpplr) lock you into certain licensing (Salesforce) or restrict customization"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Yammer", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Yammer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Microsoft retired the Yammer brand and platform ... If you see Yammer listed as a \"current\" option, it's outdated."}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Viva Engage", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Viva Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "transitioning fully to Viva Engage"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Jive", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid anything end-of-life (Workplace by Meta, Yammer, old Jive)"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Microsoft SharePoint", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be cautious with SharePoint unless you have the IT resources for governance and maintenance"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Unily", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consistently top-rated modern platforms include Simpplr, Unily, Workvivo, LumApps"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|LumApps", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "these are the safer starting points"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|MangoApps", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "top-rated modern platforms include ... MangoApps"}, {"id": "mai-20260917-1752-baseline|c169-m6|deepseek-small|Interact", "prompt": "c169-m6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Staffbase, and Interact. If you're evaluating, these are the safer starting points"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Jive", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **Jive** (owned by Aurea) once set the standard ... shift into \"maintenance mode.\"... buying into a legacy platform will leave your team with a clunky tool"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Microsoft SharePoint", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Don't avoid SharePoint entirely if you are heavily invested in Microsoft 365, but **be highly cautious of using it native**"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Omnia", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Omnia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for \"intranet-on-top\" software (like Omnia, Oak Engage, or hubley)"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Oak Engage", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for \"intranet-on-top\" software (like Omnia, Oak Engage, or hubley)"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|hubley", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "hubley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for \"intranet-on-top\" software (like Omnia, Oak Engage, or hubley)"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Drupal", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "While building a custom solution on enterprise frameworks (like Drupal or Liferay) seems cost-effective upfront, the long-term economics are disastrous."}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Liferay", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Liferay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "building a custom solution on enterprise frameworks (like Drupal or Liferay) ... the long-term economics are disastrous"}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|WordPress", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid:** Using public-facing website builders (like WordPress or Joomla) to host your internal communications."}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Joomla", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Using public-facing website builders (like WordPress or Joomla) to host your internal communications."}, {"id": "mai-20260917-1752-baseline|c169-m6|google-small|Simpplr", "prompt": "c169-m6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern intranets should have \"auto-governance\" features (like Simpplr or modern modern suites)"}, {"id": "mai-20260917-1752-baseline|c169-m6|meta-small|SharePoint", "prompt": "c169-m6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SharePoint - mentioned as having limitations in terms of customization and user experience."}, {"id": "mai-20260917-1752-baseline|c169-m6|meta-small|Workplace by Meta", "prompt": "c169-m6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workplace by Meta - mentioned as being shut down and advised to migrate to Workvivo."}, {"id": "mai-20260917-1752-baseline|c169-m6|meta-small|Workvivo", "prompt": "c169-m6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "advised to migrate to Workvivo"}, {"id": "mai-20260917-1752-baseline|c169-m6|meta-small|Simpplr", "prompt": "c169-m6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Simpplr - mentioned as having customization restrictions and reliance on Salesforce licensing."}, {"id": "mai-20260917-1752-baseline|c169-m6|minimax-small|Jive", "prompt": "c169-m6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Jive | Confusing interface; difficult adoption"}, {"id": "mai-20260917-1752-baseline|c169-m6|minimax-small|LumApps", "prompt": "c169-m6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "LumApps | Poor analytics; limited customization"}, {"id": "mai-20260917-1752-baseline|c169-m6|minimax-small|SharePoint", "prompt": "c169-m6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SharePoint | Can have outage issues; complex setup"}, {"id": "mai-20260917-1752-baseline|c169-m6|minimax-small|Workplace by Meta", "prompt": "c169-m6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Workplace by Meta | Being shut down; migration advised"}, {"id": "mai-20260917-1752-baseline|c169-m6|minimax-small|Snapcomms", "prompt": "c169-m6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Snapcomms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Snapcomms | Limited search functionality; poor mobile experience"}, {"id": "mai-20260917-1752-baseline|c169-m6|mistral-small|Jive", "prompt": "c169-m6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "notably lower average rating (3.9/5) compared to others, with users reporting issues such as poor search functionality and a less intuitive user interface"}, {"id": "mai-20260917-1752-baseline|c169-m6|mistral-small|Snapcomms", "prompt": "c169-m6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Snapcomms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users have criticized its limited search functionality and poor mobile experience"}, {"id": "mai-20260917-1752-baseline|c169-m6|mistral-small|Workplace by Meta", "prompt": "c169-m6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be the best fit for organizations looking for a more traditional or structured intranet experience"}, {"id": "mai-20260917-1752-baseline|c169-m6|mistral-small|Microsoft SharePoint", "prompt": "c169-m6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often criticized for its complexity, steep learning curve, and the need for significant customization"}, {"id": "mai-20260917-1752-baseline|c169-m6|mistral-small|Confluence by Atlassian", "prompt": "c169-m6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Confluence by Atlassian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "primarily designed for documentation and collaboration rather than a full-featured intranet"}, {"id": "mai-20260917-1752-baseline|c169-m6|moonshot-small|Older SAP versions", "prompt": "c169-m6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Older SAP versions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: No security patches, bug fixes, or vendor support - **Examples**: Older SAP versions"}, {"id": "mai-20260917-1752-baseline|c169-m6|moonshot-small|legacy Oracle systems", "prompt": "c169-m6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "legacy Oracle systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples**: Older SAP versions, legacy Oracle systems, Adobe Flash-based intranets"}, {"id": "mai-20260917-1752-baseline|c169-m6|moonshot-small|Adobe Flash-based intranets", "prompt": "c169-m6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Adobe Flash-based intranets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Adobe Flash-based intranets, Windows Server 2012-based platforms"}, {"id": "mai-20260917-1752-baseline|c169-m6|moonshot-small|Windows Server 2012-based platforms", "prompt": "c169-m6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Windows Server 2012-based platforms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Windows Server 2012-based platforms - **Risk**: Unpatched vulnerabilities"}, {"id": "mai-20260917-1752-baseline|c169-m6|moonshot-small|Legacy SharePoint (On-Premises)", "prompt": "c169-m6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Legacy SharePoint (On-Premises)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While not \"avoid entirely,\" be aware of significant limitations: Poor user experience... Low adoption rates"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Jive", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Outdated interface, crowded homepage, unintuitive navigation, poor mobile experience, lack of recent development, slow support"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Microsoft SharePoint", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Great for document management but frustrating as a full intranet—90% of projects reportedly underperform without heavy customization"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Workplace by Meta / Facebook Workplace", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta / Facebook Workplace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "privacy concerns tied to Meta's ecosystem, inconsistent search/mobile, and declining support post-acquisition/shutdown rumors"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|LumApps", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Falls short in ease of use (85% vs. industry 95%), support quality, and mobile parity."}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Workvivo", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Top-Rated Alternatives (4.5+): Workvivo, Simpplr, Staffbase, Blink, Unily, Igloo—praised for mobile, engagement, ease."}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Simpplr", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-Rated Alternatives (4.5+): Workvivo, Simpplr, Staffbase, Blink, Unily, Igloo"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Staffbase", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top-Rated Alternatives (4.5+): Workvivo, Simpplr, Staffbase, Blink, Unily, Igloo"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Blink", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top-Rated Alternatives (4.5+): Workvivo, Simpplr, Staffbase, Blink, Unily, Igloo"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Unily", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Top-Rated Alternatives (4.5+): Workvivo, Simpplr, Staffbase, Blink, Unily, Igloo"}, {"id": "mai-20260917-1752-baseline|c169-m6|xai-small|Igloo", "prompt": "c169-m6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Igloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Top-Rated Alternatives (4.5+): Workvivo, Simpplr, Staffbase, Blink, Unily, Igloo"}, {"id": "mai-20260917-1752-baseline|c169-m6|zai-small|Jive", "prompt": "c169-m6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Jive:** Plan a migration to a more modern, user-friendly platform with better mobile support and governance."}, {"id": "mai-20260917-1752-baseline|c169-m6|zai-small|Microsoft SharePoint", "prompt": "c169-m6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why be cautious: The platform itself is capable, but **governance and content management** are where projects fail."}, {"id": "mai-20260917-1752-baseline|c169-s1|alibaba-small|Notion", "prompt": "c169-s1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have under 50 employees, start with **Notion**. It is free/cheap, intuitive, and scales perfectly"}, {"id": "mai-20260917-1752-baseline|c169-s1|alibaba-small|Staffbase", "prompt": "c169-s1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Staffbase is the market leader for user experience"}, {"id": "mai-20260917-1752-baseline|c169-s1|alibaba-small|Tugboat App", "prompt": "c169-s1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Tugboat App", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tugboat focuses on bridging the gap between HR and Sales, which is vital for B2B companies"}, {"id": "mai-20260917-1752-baseline|c169-s1|alibaba-small|Microsoft SharePoint / Viva", "prompt": "c169-s1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint / Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Often clunky, difficult to make look \"pretty,\" and requires effort to organize folders"}, {"id": "mai-20260917-1752-baseline|c169-s1|alibaba-small|Slite", "prompt": "c169-s1", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Slite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B company relies heavily on \"How-To\" guides... Slite is excellent"}, {"id": "mai-20260917-1752-baseline|c169-s1|anthropic-small|Happeo", "prompt": "c169-s1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Happeo launches in weeks, is built for non-technical teams to run themselves, and works natively with both Google Workspace and Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-s1|anthropic-small|Clinked", "prompt": "c169-s1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Clinked", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offering a dedicated intranet portal for employees and catering to small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c169-s1|anthropic-small|Guru", "prompt": "c169-s1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "more of a knowledge management solution, but it works well as a lightweight intranet"}, {"id": "mai-20260917-1752-baseline|c169-s1|anthropic-small|MangoApps", "prompt": "c169-s1", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all in one employee experience platform that combines intranet functionality"}, {"id": "mai-20260917-1752-baseline|c169-s1|challenger-small|Zoho Connect", "prompt": "c169-s1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best budget/simple option:** **Zoho Connect**[3]"}, {"id": "mai-20260917-1752-baseline|c169-s1|challenger-small|Happeo", "prompt": "c169-s1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would usually lean toward **Happeo** if you already use Microsoft 365 or Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-s1|challenger-small|Interact", "prompt": "c169-s1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for company news and internal comms:** **Interact**[4]"}, {"id": "mai-20260917-1752-baseline|c169-s1|challenger-small|Oak Engage", "prompt": "c169-s1", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for mobile/frontline-heavy small businesses:** **Oak Engage**[1]"}, {"id": "mai-20260917-1752-baseline|c169-s1|deepseek-small|Jostle", "prompt": "c169-s1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jostle** is usually the safest, most recommended choice"}, {"id": "mai-20260917-1752-baseline|c169-s1|deepseek-small|Happeo", "prompt": "c169-s1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you run on Google Workspace or Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s1|deepseek-small|Zoho Connect", "prompt": "c169-s1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is your #1 constraint, **Zoho Connect** is an excellent low-cost option."}, {"id": "mai-20260917-1752-baseline|c169-s1|deepseek-small|Microsoft SharePoint", "prompt": "c169-s1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be more complex/admin-heavy for a small team without dedicated IT"}, {"id": "mai-20260917-1752-baseline|c169-s1|deepseek-small|Staffbase", "prompt": "c169-s1", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "prioritize mobile app quality (Jostle and Staffbase are strong here)"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Happeo", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Happeo** is widely considered the gold standard"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|SharePoint", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Out-of-the-box SharePoint can be notoriously complex, clunky, and time-consuming for small teams to build"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Hubley", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Hubley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "third-party \"wrappers\" (such as **Hubley** or **Powell Intranet**)"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Powell Intranet", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Powell Intranet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "third-party \"wrappers\" (such as **Hubley** or **Powell Intranet**)"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Notion", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Incredibly flexible and highly cost-effective (starting at around $10/user/month)"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Guru", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Guru (Best AI-Powered Knowledge Base)"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Jostle", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Jostle** is a standout option"}, {"id": "mai-20260917-1752-baseline|c169-s1|google-small|Clinked", "prompt": "c169-s1", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Clinked", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Clinked** acts as a hybrid employee intranet and secure client portal"}, {"id": "mai-20260917-1752-baseline|c169-s1|meta-small|Microsoft SharePoint", "prompt": "c169-s1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft SharePoint - a strong choice for small tech companies due to its affordability and seamless integration with Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-s1|meta-small|Happeo", "prompt": "c169-s1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good fit for companies with 150-2,000 employees that run on Google Workspace or Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s1|meta-small|Interact", "prompt": "c169-s1", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option for small businesses, with a \"front door\" news hub"}, {"id": "mai-20260917-1752-baseline|c169-s1|minimax-small|Interact", "prompt": "c169-s1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Contender: Interact** \nInteract is frequently cited as the best intranet software specifically for small businesses."}, {"id": "mai-20260917-1752-baseline|c169-s1|minimax-small|Happeo", "prompt": "c169-s1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Happeo**"}, {"id": "mai-20260917-1752-baseline|c169-s1|minimax-small|Microsoft SharePoint", "prompt": "c169-s1", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Budget Option: Microsoft SharePoint**"}, {"id": "mai-20260917-1752-baseline|c169-s1|mistral-small|Microsoft SharePoint", "prompt": "c169-s1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft SharePoint** is often recommended for small tech companies due to its affordability and seamless integration with Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s1|mistral-small|Interact", "prompt": "c169-s1", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option specifically for small businesses is **Interact**, praised for its \"front door\" news hub"}, {"id": "mai-20260917-1752-baseline|c169-s1|moonshot-small|Happeo", "prompt": "c169-s1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **Best Overall: Happeo**"}, {"id": "mai-20260917-1752-baseline|c169-s1|moonshot-small|Microsoft SharePoint", "prompt": "c169-s1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft Shops: Microsoft SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-s1|moonshot-small|Connecteam", "prompt": "c169-s1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: Connecteam"}, {"id": "mai-20260917-1752-baseline|c169-s1|moonshot-small|Zoho Connect", "prompt": "c169-s1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another Affordable Choice: Zoho Connect"}, {"id": "mai-20260917-1752-baseline|c169-s1|moonshot-small|Igloo", "prompt": "c169-s1", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Igloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value Alternative: Igloo"}, {"id": "mai-20260917-1752-baseline|c169-s1|openai-small|SharePoint", "prompt": "c169-s1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many small B2B companies:** **SharePoint** if you already live in Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-s1|openai-small|Workvivo", "prompt": "c169-s1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for adoption and engagement:** **Workvivo**"}, {"id": "mai-20260917-1752-baseline|c169-s1|openai-small|ClickUp", "prompt": "c169-s1", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small teams wanting one tool for everything:** **ClickUp**"}, {"id": "mai-20260917-1752-baseline|c169-s1|xai-small|Microsoft SharePoint (via Microsoft 365)", "prompt": "c169-s1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint (via Microsoft 365)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the top pick for small B2B"}, {"id": "mai-20260917-1752-baseline|c169-s1|xai-small|Zoho Connect", "prompt": "c169-s1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most affordable full-featured option"}, {"id": "mai-20260917-1752-baseline|c169-s1|xai-small|Connecteam", "prompt": "c169-s1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for very small teams or hybrid/mobile"}, {"id": "mai-20260917-1752-baseline|c169-s1|xai-small|Jostle", "prompt": "c169-s1", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engagement-focused for SMBs"}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|Microsoft SharePoint", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use Microsoft 365, **Microsoft SharePoint** is usually the cheapest and most familiar choice for a small B2B company."}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|Connecteam", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** (free up to 10 users) or **Jostle** (≈ $5 / user) are the most practical options"}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|Jostle", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jostle** (≈ $5 / user) are the most practical options"}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|Interact", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Interact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Interact** or **Oak Engage** are strong contenders"}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|Oak Engage", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Interact** or **Oak Engage** are strong contenders"}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|Simpplr", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only consider Simpplr if you're a larger B2B firm with a dedicated budget**; it's overkill for most small teams."}, {"id": "mai-20260917-1752-baseline|c169-s1|zai-small|MyHub", "prompt": "c169-s1", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "direct", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you're budget‑tight and want a clean, simple portal** → **MyHub** or **Interact**"}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Slack", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Slack is the default choice for most modern B2B startups and SMBs."}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Microsoft Teams", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Companies that already pay for Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Notion", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heavy Documentation/Wiki** | **Notion**"}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Connecteam", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recommendation:** **Connecteam** or **GoAnywhere**."}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|GoAnywhere", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "GoAnywhere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Recommendation:** **Connecteam** or **GoAnywhere**."}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Workvivo", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** Avoid these until you have more than ~40–50 employees."}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Staffbase", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Verdict:** Avoid these until you have more than ~40–50 employees."}, {"id": "mai-20260917-1752-baseline|c169-s2|alibaba-small|Tangy", "prompt": "c169-s2", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Tangy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Verdict:** Avoid these until you have more than ~40–50 employees."}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Slack", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Slack** if budget allows, or **Microsoft Teams** if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Microsoft Teams", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Slack** if budget allows, or **Microsoft Teams** if you're already in the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Discord", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Discord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Originally for gaming but increasingly used by businesses. Free tier is generous"}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Mattermost", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Mattermost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Self-hosted, open-source alternatives if you need more control over data and privacy."}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Rocket.Chat", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Rocket.Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self-hosted, open-source alternatives if you need more control over data and privacy."}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Loom", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Loom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you want something that combines communication with project management and task tracking."}, {"id": "mai-20260917-1752-baseline|c169-s2|anthropic-small|Asana", "prompt": "c169-s2", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you want something that combines communication with project management and task tracking."}, {"id": "mai-20260917-1752-baseline|c169-s2|challenger-small|Slack", "prompt": "c169-s2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Slack** as the default internal communications platform"}, {"id": "mai-20260917-1752-baseline|c169-s2|challenger-small|Microsoft Teams", "prompt": "c169-s2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Teams** is the strongest alternative because it integrates naturally with that stack"}, {"id": "mai-20260917-1752-baseline|c169-s2|challenger-small|Workvivo", "prompt": "c169-s2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tools like **Workvivo**, **Staffbase**, or **Happeo** are better fits than Slack"}, {"id": "mai-20260917-1752-baseline|c169-s2|challenger-small|Staffbase", "prompt": "c169-s2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tools like **Workvivo**, **Staffbase**, or **Happeo** are better fits than Slack"}, {"id": "mai-20260917-1752-baseline|c169-s2|challenger-small|Happeo", "prompt": "c169-s2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "tools like **Workvivo**, **Staffbase**, or **Happeo** are better fits than Slack"}, {"id": "mai-20260917-1752-baseline|c169-s2|challenger-small|Connecteam", "prompt": "c169-s2", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Connecteam**: best if your workforce is deskless or mobile-first."}, {"id": "mai-20260917-1752-baseline|c169-s2|deepseek-small|Slack", "prompt": "c169-s2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My top pick: **Slack**"}, {"id": "mai-20260917-1752-baseline|c169-s2|deepseek-small|Microsoft Teams", "prompt": "c169-s2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you (or most of your clients) already run on **Microsoft 365**, Teams is the smarter, cheaper choice"}, {"id": "mai-20260917-1752-baseline|c169-s2|deepseek-small|Zoho Cliq", "prompt": "c169-s2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Zoho Cliq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare a couple of other lighter-weight options (like Zoho Cliq or Google Chat)?"}, {"id": "mai-20260917-1752-baseline|c169-s2|deepseek-small|Google Chat", "prompt": "c169-s2", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lighter-weight options (like Zoho Cliq or Google Chat)?"}, {"id": "mai-20260917-1752-baseline|c169-s2|google-small|Slack", "prompt": "c169-s2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Recommendation:** For most modern, growth-oriented B2B small businesses, **Slack** is the best investment."}, {"id": "mai-20260917-1752-baseline|c169-s2|google-small|Microsoft Teams", "prompt": "c169-s2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Centric Teams: **Microsoft Teams**"}, {"id": "mai-20260917-1752-baseline|c169-s2|google-small|Google Chat", "prompt": "c169-s2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Google-Centric Teams: **Google Chat (via Google Workspace)**"}, {"id": "mai-20260917-1752-baseline|c169-s2|google-small|Basecamp", "prompt": "c169-s2", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Basecamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Basecamp is an excellent alternative."}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|Oak Engage", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|Staffbase", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Staffbase"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|Workvivo", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Workvivo"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|Simpplr", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|LumApps", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. LumApps"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|SharePoint & Viva", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "SharePoint & Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. SharePoint & Viva"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|Connecteam", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Connecteam (best for deskless teams under a few hundred people)"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|ContactMonkey", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "ContactMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ContactMonkey or Workshop (best for small desk-based teams that mainly need better internal email)"}, {"id": "mai-20260917-1752-baseline|c169-s2|meta-small|Workshop", "prompt": "c169-s2", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Workshop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ContactMonkey or Workshop (best for small desk-based teams that mainly need better internal email)"}, {"id": "mai-20260917-1752-baseline|c169-s2|minimax-small|Slack", "prompt": "c169-s2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick for Most Small B2B Businesses: **Slack**"}, {"id": "mai-20260917-1752-baseline|c169-s2|minimax-small|Microsoft Teams", "prompt": "c169-s2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Businesses already using Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s2|minimax-small|Google Workspace (Chat)", "prompt": "c169-s2", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Workspace (Chat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Simplicity and cost-effectiveness"}, {"id": "mai-20260917-1752-baseline|c169-s2|moonshot-small|Slack", "prompt": "c169-s2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Slack"}, {"id": "mai-20260917-1752-baseline|c169-s2|moonshot-small|Microsoft Teams", "prompt": "c169-s2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c169-s2|moonshot-small|Google Chat", "prompt": "c169-s2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Chat – If you're already on Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-s2|moonshot-small|Twist", "prompt": "c169-s2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Twist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Twist – For calmer, thread-based async communication"}, {"id": "mai-20260917-1752-baseline|c169-s2|moonshot-small|Pumble", "prompt": "c169-s2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Pumble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pumble or Chanty – Budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline|c169-s2|moonshot-small|Chanty", "prompt": "c169-s2", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Chanty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pumble or Chanty – Budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline|c169-s2|openai-small|Slack", "prompt": "c169-s2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Slack** as the best default choice."}, {"id": "mai-20260917-1752-baseline|c169-s2|openai-small|Microsoft Teams", "prompt": "c169-s2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use Microsoft 365 and want chat plus meetings, files, and docs in one ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-s2|openai-small|Google Chat", "prompt": "c169-s2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company lives in Google Workspace and wants something lightweight"}, {"id": "mai-20260917-1752-baseline|c169-s2|openai-small|SharePoint/OneDrive", "prompt": "c169-s2", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "SharePoint/OneDrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft Teams + SharePoint/OneDrive** — best if compliance, document management, and enterprise-style structure matter more."}, {"id": "mai-20260917-1752-baseline|c169-s2|xai-small|Slack", "prompt": "c169-s2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Slack** is my top recommendation for a small B2B business needing an internal communications platform."}, {"id": "mai-20260917-1752-baseline|c169-s2|xai-small|Microsoft Teams", "prompt": "c169-s2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're already on Microsoft 365... Can feel overwhelming for pure chat; heavier interface."}, {"id": "mai-20260917-1752-baseline|c169-s2|xai-small|Google Chat", "prompt": "c169-s2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "On Google Workspace (Gmail/Docs for deal notes). Seamless with Google ecosystem."}, {"id": "mai-20260917-1752-baseline|c169-s2|xai-small|Connecteam", "prompt": "c169-s2", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Field sales teams (mobile-first, deskless)."}, {"id": "mai-20260917-1752-baseline|c169-s2|zai-small|Slack", "prompt": "c169-s2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best internal communications platform is generally **Slack**"}, {"id": "mai-20260917-1752-baseline|c169-s2|zai-small|Microsoft Teams", "prompt": "c169-s2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value if You Use Microsoft 365: Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c169-s2|zai-small|Flock", "prompt": "c169-s2", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "paraphrase", "raw": "Flock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flock is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|Unily", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small teams usually cannot justify expensive dedicated software with steep licensing fees (like Unily or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|Simpplr", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cannot justify expensive dedicated software with steep licensing fees (like Unily or Simpplr)"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|Jostle", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Dedicated \"Low-Maintenance\" Hub: Jostle"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|Connecteam", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Connecteam if you have 10 or fewer people and need to track shifts or time sheets along with your announcements."}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|ClickUp", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ClickUp if your team spends more time *doing* work than reading internal news."}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|SharePoint", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick with SharePoint/Google if your budget is strictly zero"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|Google Sites", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google Sites is drag-and-drop easy"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|MangoApps", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dedicated Intranets** <br>(e.g., Jostle, MangoApps)"}, {"id": "mai-20260917-1752-baseline|c169-s3|alibaba-small|Monday.com", "prompt": "c169-s3", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**All-in-One Workspaces** <br>(e.g., ClickUp, Monday.com)"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Jostle", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it a practical option for smaller and mid-sized organisations... Jostle is a simpler option for smaller organisations"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|ThoughtFarmer", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strength in delivering a highly usable and flexible experience for small to midsize teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Happeo", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best-suited intranet for companies in the 150 to 2,000-employee range"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Unily", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unily or Interact may suit highly governed enterprises"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Interact", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Interact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unily or Interact may suit highly governed enterprises"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Workvivo", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workvivo is strong for culture and social connection"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|SharePoint", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SharePoint or Powell may suit Microsoft document management needs"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Powell", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Powell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SharePoint or Powell may suit Microsoft document management needs"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|MyHub", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MyHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other affordable intranet platforms commonly compared include MyHub"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Intranet Connections", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Intranet Connections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "commonly compared include MyHub, Intranet Connections, Communifire and Noodle Intranet"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Communifire", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Communifire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "commonly compared include MyHub, Intranet Connections, Communifire and Noodle Intranet"}, {"id": "mai-20260917-1752-baseline|c169-s3|anthropic-small|Noodle Intranet", "prompt": "c169-s3", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Noodle Intranet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "commonly compared include MyHub, Intranet Connections, Communifire and Noodle Intranet"}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|Google Sites", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Google Sites** if you want the fastest, lowest-friction internal site."}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|Jostle", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Jostle** if you want something lightweight that people will actually adopt."}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|SharePoint", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong document management... but it usually needs more setup and administration"}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|Softr", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Softr** if you need a tailored internal portal with workflows and database-backed pages."}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|MyHub", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **MyHub** if you want a prebuilt intranet that can be launched quickly."}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|Connecteam", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Connecteam** if your team is mostly on phones rather than desks."}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|Workvivo", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it can feel heavy for very small or non-technical teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|challenger-small|Simpplr", "prompt": "c169-s3", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More polished and enterprise-like... but often more than a tiny team needs."}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Connecteam", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best free option / frontline teams:** Connecteam"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Jostle", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simplest for culture/comms:** Jostle"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Bitrix24", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value all-in-one:** Bitrix24"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Notion", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very customizable, but it's not a traditional \"intranet\" with news/reach features."}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Confluence (Atlassian)", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best knowledge/wiki for dev/tech teams:** Confluence or Notion"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Microsoft SharePoint", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if already on M365:** SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Google Sites / Google Workspace", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites / Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lightweight but limited in engagement features."}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|ClickUp", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "can serve as a lightweight intranet for task-driven small tech teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Simpplr", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "have 100–250 user minimums and are priced out of small-team reach"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Workvivo", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "have 100–250 user minimums and are priced out of small-team reach"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Staffbase", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "have 100–250 user minimums and are priced out of small-team reach"}, {"id": "mai-20260917-1752-baseline|c169-s3|deepseek-small|Happeo", "prompt": "c169-s3", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Connecteam and Happeo are mobile-first for deskless teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Happeo", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are 100% on **Google Workspace**, **Happeo** is the clear winner."}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Notion", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Notion is the most popular tool for small teams looking to centralize company knowledge"}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Jostle", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jostle is designed specifically to keep people connected without the clutter."}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Nuclino", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Nuclino", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nuclino is a top contender"}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Workvivo", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workvivo bridges the gap better than static document hubs."}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Microsoft SharePoint + Viva", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint + Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be prepared for a steeper learning curve compared to modern alternatives"}, {"id": "mai-20260917-1752-baseline|c169-s3|google-small|Fresh Intranet", "prompt": "c169-s3", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Fresh Intranet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look into lightweight Microsoft overlays like Fresh Intranet"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|Jostle", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jostle and Connecteam are more suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|Connecteam", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Jostle and Connecteam are more suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|Microsoft SharePoint", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft SharePoint is ideal for teams that need document management and task automation"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|Workvivo", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Simpplr, Unily, and Workvivo are more geared towards larger enterprises"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|SAP SuccessFactors HCM", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for enterprise HR and employee lifecycle management"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|Simpplr", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Simpplr, Unily, and Workvivo are more geared towards larger enterprises"}, {"id": "mai-20260917-1752-baseline|c169-s3|meta-small|Unily", "prompt": "c169-s3", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Simpplr, Unily, and Workvivo are more geared towards larger enterprises"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|Connecteam", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths**: Free for small teams (up to 10 users), mobile-first design, covers communication + operations + HR"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|Jostle", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple setup, dynamic employee directory, culture-focused features"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|ThoughtFarmer", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "ThoughtFarmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All features included in per-user plans, strong onboarding support"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|Microsoft SharePoint", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Organizations already using Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|Happeo", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Perfect for Google Workspace users, no dedicated intranet team needed"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|Blink", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Blink** | Frontline workforce | Varies | WhatsApp-like experience |"}, {"id": "mai-20260917-1752-baseline|c169-s3|minimax-small|Slack", "prompt": "c169-s3", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "simple tools like Slack channels or shared Google Drive may suffice"}, {"id": "mai-20260917-1752-baseline|c169-s3|mistral-small|Microsoft SharePoint", "prompt": "c169-s3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: File sharing, automated task tracking, and integration with Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c169-s3|mistral-small|Jostle", "prompt": "c169-s3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Small to medium-sized businesses looking for a purpose-built intranet."}, {"id": "mai-20260917-1752-baseline|c169-s3|mistral-small|Connecteam", "prompt": "c169-s3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Small teams and frontline workers."}, {"id": "mai-20260917-1752-baseline|c169-s3|mistral-small|Google Sites", "prompt": "c169-s3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Simple, free internal pages and collaboration."}, {"id": "mai-20260917-1752-baseline|c169-s3|mistral-small|Softr", "prompt": "c169-s3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Softr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Custom intranets with AI assistance."}, {"id": "mai-20260917-1752-baseline|c169-s3|mistral-small|MyHub Intranet", "prompt": "c169-s3", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MyHub Intranet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: SMBs wanting a ready-to-launch intranet."}, {"id": "mai-20260917-1752-baseline|c169-s3|moonshot-small|Notion", "prompt": "c169-s3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Notion** - Best for Flexible Knowledge Management"}, {"id": "mai-20260917-1752-baseline|c169-s3|moonshot-small|Microsoft SharePoint", "prompt": "c169-s3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft SharePoint** - Best for Microsoft 365 Organizations"}, {"id": "mai-20260917-1752-baseline|c169-s3|moonshot-small|Confluence", "prompt": "c169-s3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Confluence** - Best for Technical/Development Teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|moonshot-small|Connecteam", "prompt": "c169-s3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** - Best for Frontline/Mobile Teams"}, {"id": "mai-20260917-1752-baseline|c169-s3|moonshot-small|Google Sites", "prompt": "c169-s3", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Sites** - Best for Simple, Free Solutions"}, {"id": "mai-20260917-1752-baseline|c169-s3|openai-small|SharePoint / Microsoft Viva Connections", "prompt": "c169-s3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "SharePoint / Microsoft Viva Connections", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you use Microsoft 365 already:** start with **SharePoint + Viva Connections**."}, {"id": "mai-20260917-1752-baseline|c169-s3|openai-small|Confluence", "prompt": "c169-s3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your main need is docs/SOPs:** choose **Confluence**."}, {"id": "mai-20260917-1752-baseline|c169-s3|openai-small|Notion", "prompt": "c169-s3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want the simplest flexible workspace:** choose **Notion**."}, {"id": "mai-20260917-1752-baseline|c169-s3|openai-small|LumApps", "prompt": "c169-s3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually more than a small team needs, and typically pricier/weightier"}, {"id": "mai-20260917-1752-baseline|c169-s3|openai-small|Simpplr", "prompt": "c169-s3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often overkill if you mainly need docs and links"}, {"id": "mai-20260917-1752-baseline|c169-s3|openai-small|Workvivo", "prompt": "c169-s3", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often overkill if you mainly need docs and links"}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Connecteam", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Connecteam** - **Best for**: Frontline/deskless teams ... **G2 rating**: 4.6/5."}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Jostle", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Culture-focused teams emphasizing engagement and quick internal comms."}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Microsoft SharePoint (via Microsoft 365)", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint (via Microsoft 365)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep MS integration, robust docs/search | Steeper learning curve, desktop-heavy"}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Slack", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Chat-heavy teams using it as a lightweight, real-time intranet hub."}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Microsoft Teams", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams adds better video/meetings"}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Blink", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Hybrid/remote small teams with some frontline workers."}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Notion", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Other notables**: Notion or Google Sites (free/cheap for wiki-style docs ... very flexible but less \"intranet-y\")"}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Google Sites", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "free/cheap for wiki-style docs if you have Workspace; very flexible but less \"intranet-y\""}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|MangoApps", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MangoApps (~$5-12/user/month, all-in-one with AI search, good for growing SMBs)"}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Simpplr", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise picks like Simpplr or Staffbase often have 100+ user minimums, making them unsuitable/expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c169-s3|xai-small|Staffbase", "prompt": "c169-s3", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Enterprise picks like Simpplr or Staffbase often have 100+ user minimums, making them unsuitable/expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|Connecteam", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Small businesses with deskless or frontline workers who need a mobile-first, all‑in‑one platform"}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|Microsoft SharePoint / Microsoft Viva", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Microsoft SharePoint / Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SharePoint/Viva gives you deep integration and strong document management"}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|Notion", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Notion is a powerful choice"}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|Google Sites", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need something free and ultra‑simple – Google Sites works for basic internal pages"}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|Softr", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "start with Connecteam or Softr for mobile‑first access and built‑in task management"}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|MyHub Intranet", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "MyHub Intranet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pre‑built templates and self‑service tools with minimal configuration – MyHub Intranet may fit"}, {"id": "mai-20260917-1752-baseline|c169-s3|zai-small|Zoho Connect", "prompt": "c169-s3", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "comparative", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zoho Connect is a budget‑friendly option"}, {"id": "mai-20260917-1752-baseline|c169-s4|alibaba-small|MyHub", "prompt": "c169-s4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. MyHub (Best Dedicated Budget Intranet)... **Go with MyHub** if you want a safe, simple, and easy-to-manage site"}, {"id": "mai-20260917-1752-baseline|c169-s4|alibaba-small|Zoho Connect", "prompt": "c169-s4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Connect (Best Feature-Rich Low-Cost Option)"}, {"id": "mai-20260917-1752-baseline|c169-s4|alibaba-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft SharePoint (Best If You Already Use Office)"}, {"id": "mai-20260917-1752-baseline|c169-s4|alibaba-small|ClickUp", "prompt": "c169-s4", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ClickUp (Best All-in-One Workspace)"}, {"id": "mai-20260917-1752-baseline|c169-s4|anthropic-small|Pebb", "prompt": "c169-s4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, Pebb delivers the best value with its free and affordable plans, all-in-one features, and scalability."}, {"id": "mai-20260917-1752-baseline|c169-s4|anthropic-small|Bitrix24", "prompt": "c169-s4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The platform offers a generous free tier for unlimited users with 5GB of storage, making it particularly accessible for budget-conscious small businesses"}, {"id": "mai-20260917-1752-baseline|c169-s4|anthropic-small|Connecteam", "prompt": "c169-s4", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Small Business Plan is free for teams under 10 employees... particularly useful if you have frontline workers"}, {"id": "mai-20260917-1752-baseline|c169-s4|challenger-small|Pebb", "prompt": "c169-s4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget pick: Pebb — it offers a free plan for up to 15 users and a $4/user Premium plan"}, {"id": "mai-20260917-1752-baseline|c169-s4|challenger-small|MyHub", "prompt": "c169-s4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best simple paid option: MyHub — it starts at $83/month for up to 25 users"}, {"id": "mai-20260917-1752-baseline|c169-s4|challenger-small|Zoho Connect", "prompt": "c169-s4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the strongest low-cost options in the results are Pebb, MyHub, and Zoho Connect"}, {"id": "mai-20260917-1752-baseline|c169-s4|challenger-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose SharePoint only if Microsoft 365 integration matters most"}, {"id": "mai-20260917-1752-baseline|c169-s4|deepseek-small|Pebb", "prompt": "c169-s4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pebb** offers the best balance of features and cost"}, {"id": "mai-20260917-1752-baseline|c169-s4|deepseek-small|Zoho Connect", "prompt": "c169-s4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great value & familiar ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-s4|deepseek-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheap if you already use Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s4|deepseek-small|Notion", "prompt": "c169-s4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flexible wiki/document workspace great for knowledge-heavy or remote-first teams"}, {"id": "mai-20260917-1752-baseline|c169-s4|deepseek-small|Connecteam", "prompt": "c169-s4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mobile-first, good if you have frontline or deskless workers"}, {"id": "mai-20260917-1752-baseline|c169-s4|deepseek-small|Google Sites", "prompt": "c169-s4", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **SharePoint** or **Google Sites** to avoid extra costs"}, {"id": "mai-20260917-1752-baseline|c169-s4|google-small|Google Sites", "prompt": "c169-s4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company runs on Gmail and Google Drive, **Google Sites** is the most cost-effective intranet you can build."}, {"id": "mai-20260917-1752-baseline|c169-s4|google-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have a $0 budget:** Go with **Google Sites** (if you use Google Workspace) or **SharePoint** (if you use Microsoft 365)."}, {"id": "mai-20260917-1752-baseline|c169-s4|google-small|Notion", "prompt": "c169-s4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the best visual wiki for company policies:** Go with **Notion**."}, {"id": "mai-20260917-1752-baseline|c169-s4|google-small|Jostle", "prompt": "c169-s4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jostle is built specifically to boost engagement and clear up internal communication messiness without the high price tag"}, {"id": "mai-20260917-1752-baseline|c169-s4|google-small|Softr", "prompt": "c169-s4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Softr lets you build a custom intranet with no coding required"}, {"id": "mai-20260917-1752-baseline|c169-s4|google-small|Blink", "prompt": "c169-s4", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your employees are mostly on their mobile phones:** Go with **Blink**."}, {"id": "mai-20260917-1752-baseline|c169-s4|meta-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a strong choice due to its affordability and seamless integration with Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s4|meta-small|Zoho Connect", "prompt": "c169-s4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a budget-friendly choice with social-style feeds, groups, and a searchable knowledge base"}, {"id": "mai-20260917-1752-baseline|c169-s4|meta-small|MyHub", "prompt": "c169-s4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most accessible entry point for small businesses that need core intranet features without enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c169-s4|meta-small|ClickUp", "prompt": "c169-s4", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a customizable workspace that centralizes tasks, docs, SOPs, and communication at a startup-friendly price"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|Connecteam", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Try **Bitrix24** (most feature-rich free option) or **Connecteam** (if you have frontline/mobile workers)"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|Bitrix24", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Free**: Try **Bitrix24** (most feature-rich free option)"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|Microsoft Teams", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free tier available - Seamless integration with existing Microsoft tools"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|Zoho Connect", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free for up to 25 users"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paid**: **Microsoft SharePoint** if you're already using Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|MyHub Intranet", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub Intranet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MyHub** if you want simple flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c169-s4|minimax-small|ThoughtFarmer", "prompt": "c169-s4", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ThoughtFarmer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**From $6/user/month** - All features included in per-user pricing"}, {"id": "mai-20260917-1752-baseline|c169-s4|mistral-small|Connecteam", "prompt": "c169-s4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam's free plan** is a top choice for very small teams"}, {"id": "mai-20260917-1752-baseline|c169-s4|mistral-small|Microsoft Teams (Free Tier)", "prompt": "c169-s4", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft Teams (Free Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Teams** is a good option if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c169-s4|moonshot-small|Connecteam", "prompt": "c169-s4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Connecteam** - Best for Frontline Teams ... Free tier: Up to 10 users"}, {"id": "mai-20260917-1752-baseline|c169-s4|moonshot-small|Notion", "prompt": "c169-s4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**10 or fewer employees** | Connecteam (free) or Notion (free)"}, {"id": "mai-20260917-1752-baseline|c169-s4|moonshot-small|Confluence (Atlassian)", "prompt": "c169-s4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Confluence (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growing Teams ... cheaper than Notion for paid tiers"}, {"id": "mai-20260917-1752-baseline|c169-s4|moonshot-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Microsoft 365** | SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-s4|moonshot-small|Jostle", "prompt": "c169-s4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want traditional intranet features** | Jostle or Noodle"}, {"id": "mai-20260917-1752-baseline|c169-s4|moonshot-small|Noodle", "prompt": "c169-s4", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Noodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Want traditional intranet features** | Jostle or Noodle"}, {"id": "mai-20260917-1752-baseline|c169-s4|openai-small|Google Workspace + Google Sites", "prompt": "c169-s4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Workspace + Google Sites", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall low-budget picks 1. **Google Workspace + Google Sites** - Best if you already use Gmail/Drive/Docs - Very low extra cost"}, {"id": "mai-20260917-1752-baseline|c169-s4|openai-small|Microsoft 365 + SharePoint", "prompt": "c169-s4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft 365 + SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Powerful, but can feel heavier and more complex"}, {"id": "mai-20260917-1752-baseline|c169-s4|openai-small|Notion", "prompt": "c169-s4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want the easiest modern setup for a tiny team?** Use **Notion**"}, {"id": "mai-20260917-1752-baseline|c169-s4|openai-small|ClickUp Docs", "prompt": "c169-s4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "ClickUp Docs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good if your main goal is an internal knowledge base"}, {"id": "mai-20260917-1752-baseline|c169-s4|openai-small|Confluence", "prompt": "c169-s4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Usually better for documentation than for a full intranet homepage"}, {"id": "mai-20260917-1752-baseline|c169-s4|openai-small|Slab", "prompt": "c169-s4", "model": "openai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Slab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Can work well for budget-conscious teams, depending on your needs"}, {"id": "mai-20260917-1752-baseline|c169-s4|xai-small|Bitrix24", "prompt": "c169-s4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Bitrix24** if your team is under 20 and you want zero cost with broad tools—it's the most generous free option for intranets."}, {"id": "mai-20260917-1752-baseline|c169-s4|xai-small|Zoho Connect", "prompt": "c169-s4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Social-style intranet with feeds, channels/groups, polls, searchable knowledge base"}, {"id": "mai-20260917-1752-baseline|c169-s4|xai-small|Connecteam", "prompt": "c169-s4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mobile-first app with all features unlocked... Perfect for deskless/frontline workers"}, {"id": "mai-20260917-1752-baseline|c169-s4|xai-small|Notion", "prompt": "c169-s4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly flexible wiki-style intranet for docs, handbooks, dashboards, and databases"}, {"id": "mai-20260917-1752-baseline|c169-s4|xai-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No true free tier, but affordable for 5-10 users"}, {"id": "mai-20260917-1752-baseline|c169-s4|xai-small|Google Sites/Workspace", "prompt": "c169-s4", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Google Sites/Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free basic sites with sharing if you have Gmail; full Workspace starts ~$6/user/mo."}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|MyHub", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "MyHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose MyHub if:\n- You want something simple and quick to set up\n- You have under 25 employees"}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|Microsoft SharePoint", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Microsoft SharePoint if:\n- You're already using Microsoft 365\n- You need strong document management"}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|Zoho Connect", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Zoho Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for social collaboration ... Cons: Less robust document management than SharePoint"}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|Open Intranet (Drupal-based)", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Open Intranet (Drupal-based)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Open Intranet (free) if:\n- You have technical resources"}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|HumHub", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "HumHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for social networking ... Cons: Limited document management"}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|Bitrix24 Free Tier", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Bitrix24 Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Bitrix24 free tier if:\n- You want an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c169-s4|zai-small|Softr", "prompt": "c169-s4", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for no-code setup ... Cons: Free plan limited to 5 users"}, {"id": "mai-20260917-1752-baseline|c169-s5|alibaba-small|WordPress", "prompt": "c169-s5", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "WordPress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "do not buy a CMS (like WordPress) and try to self-host it"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|SharePoint", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The cheapest route by far is often to *use what you already pay for* — SharePoint (if on Microsoft 365) or Google Workspace can serve many small teams with zero added cost."}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Google Workspace", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "try standardizing on your existing Google Workspace or Microsoft 365 document + directory tools before paying for new software"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Simpplr", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "many \"enterprise\" products (Simpplr, Staffbase, Workvivo) have user minimums that make them irrelevant for you"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Staffbase", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "many \"enterprise\" products (Simpplr, Staffbase, Workvivo) have user minimums that make them irrelevant for you"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Workvivo", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "many \"enterprise\" products (Simpplr, Staffbase, Workvivo) have user minimums that make them irrelevant for you"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Jostle", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a lightweight, small-team product like Connecteam or Jostle"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Connecteam", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Connecteam is free to 10 users** — worth a pilot given your size"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Happeo", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Happeo** (good Google integration)"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Notion", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Notion / Slite / Confluence** (great for docs/knowledge base)"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Slite", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Slite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Notion / Slite / Confluence** (great for docs/knowledge base)"}, {"id": "mai-20260917-1752-baseline|c169-s5|deepseek-small|Confluence", "prompt": "c169-s5", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Notion / Slite / Confluence** (great for docs/knowledge base)"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|LumApps", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify a complex, enterprise-grade platform (like LumApps or Unily) that requires a dedicated IT administrator"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Unily", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify a complex, enterprise-grade platform (like LumApps or Unily) that requires a dedicated IT administrator"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Microsoft SharePoint", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you use Microsoft 365:** Your starting point should be **Microsoft SharePoint**."}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Google Sites", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Sites** is entirely free and very easy to build"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Happeo", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Happeo** is specifically designed to sync seamlessly with Google Workspace"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Notion", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need a modern wiki/knowledge hub like **Notion**, **Guru**, or **Slite**."}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Guru", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a modern wiki/knowledge hub like **Notion**, **Guru**, or **Slite**"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Slite", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Slite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a modern wiki/knowledge hub like **Notion**, **Guru**, or **Slite**"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Jostle", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Platforms like **Jostle** or **Workmates** act like private, structured social networks"}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Workmates", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workmates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms like **Jostle** or **Workmates** act like private, structured social networks for your business."}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Connecteam", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "You need a mobile-first platform like **Connecteam** or **Blink**."}, {"id": "mai-20260917-1752-baseline|c169-s5|google-small|Blink", "prompt": "c169-s5", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "You need a mobile-first platform like **Connecteam** or **Blink**."}, {"id": "mai-20260917-1752-baseline|c169-s5|minimax-small|Notion", "prompt": "c169-s5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider **social intranet tools** like Notion, Slack with integrations, Microsoft Teams, or dedicated intranet platforms like LumApps or Unily"}, {"id": "mai-20260917-1752-baseline|c169-s5|minimax-small|Slack", "prompt": "c169-s5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider **social intranet tools** like Notion, Slack with integrations, Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c169-s5|minimax-small|Microsoft Teams", "prompt": "c169-s5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like Notion, Slack with integrations, Microsoft Teams, or dedicated intranet platforms"}, {"id": "mai-20260917-1752-baseline|c169-s5|minimax-small|LumApps", "prompt": "c169-s5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dedicated intranet platforms like LumApps or Unily"}, {"id": "mai-20260917-1752-baseline|c169-s5|minimax-small|Unily", "prompt": "c169-s5", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dedicated intranet platforms like LumApps or Unily"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Microsoft SharePoint", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Microsoft SharePoint** | Companies already using Microsoft 365 | Deep integration, document management, collaboration"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Google Workspace (Google Sites, Currents)", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Google Workspace (Google Sites, Currents)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies using Google Workspace | Simple, collaborative, good for document sharing"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Slack (with paid plans)", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Slack (with paid plans)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies that want chat + intranet | Channels, file sharing, integrations"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Notion (Enterprise plan)", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Notion (Enterprise plan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies that want a flexible, all-in-one workspace | Docs, wikis, databases, project management"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Jostle", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Employee engagement-focused companies | Newsfeed, recognition, surveys"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Workplace from Meta", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workplace from Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies that want a social media-like intranet | News feed, groups, live video"}, {"id": "mai-20260917-1752-baseline|c169-s5|mistral-small|Igloo", "prompt": "c169-s5", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Igloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies that want a traditional intranet feel | Document management, forums, employee directory"}, {"id": "mai-20260917-1752-baseline|c169-s5|moonshot-small|Softr", "prompt": "c169-s5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Softr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Softr** or **Google Sites** (budget-friendly, simple)"}, {"id": "mai-20260917-1752-baseline|c169-s5|moonshot-small|Google Sites", "prompt": "c169-s5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Google Sites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Softr** or **Google Sites** (budget-friendly, simple)"}, {"id": "mai-20260917-1752-baseline|c169-s5|moonshot-small|MyHub Intranet", "prompt": "c169-s5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MyHub Intranet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MyHub Intranet** (pre-built templates, quick launch)"}, {"id": "mai-20260917-1752-baseline|c169-s5|moonshot-small|SharePoint", "prompt": "c169-s5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SharePoint** (if already on Microsoft 365)"}, {"id": "mai-20260917-1752-baseline|c169-s5|moonshot-small|Simpplr", "prompt": "c169-s5", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Simpplr** (more robust, higher cost)"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Microsoft SharePoint", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "options like Microsoft SharePoint if you're in M365, Jostle, Happeo, or Simpplr often suit small teams"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Jostle", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "options like Microsoft SharePoint if you're in M365, Jostle, Happeo, or Simpplr often suit small teams"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Happeo", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist vendors: Microsoft Viva/SharePoint (if M365 users), Jostle, Happeo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Simpplr", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Simpplr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist 3-5 vendors (e.g., from G2 reviews: Simpplr, Workvivo, MangoApps for small biz)"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Workvivo", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "from G2 reviews: Simpplr, Workvivo, MangoApps for small biz"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|MangoApps", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "from G2 reviews: Simpplr, Workvivo, MangoApps for small biz"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Microsoft Viva", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft Viva/SharePoint (if M365 users)"}, {"id": "mai-20260917-1752-baseline|c169-s5|xai-small|Oak Engage", "prompt": "c169-s5", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Oak Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jostle, Happeo, Oak Engage\\u2014check G2/Capterra for 2024 small-biz reviews"}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|Microsoft SharePoint", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best if you already use M365 and want low cost."}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|Google Workspace / Sites", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Google Workspace / Sites", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Simple, but less purpose‑built for employee experience."}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|Connecteam", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great for mobile‑first teams; includes time tracking, chats, and more."}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|Jostle", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Purpose‑built for small teams; strong social features."}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|ThoughtFarmer", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "ThoughtFarmer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Transparent pricing; all‑in‑one per‑user cost."}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|Assembly", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong on recognition and engagement."}, {"id": "mai-20260917-1752-baseline|c169-s5|zai-small|Workvivo", "prompt": "c169-s5", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Custom pricing; often enterprise‑only ... may have minimum user requirements."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Unily", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Platforms to Caution About:** **Unily**, **Simpplr**, **FirstUp**, **Igloo**, and **Interact**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Simpplr", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Platforms to Caution About:** **Unily**, **Simpplr**, **FirstUp**, **Igloo**, and **Interact**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|FirstUp", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "FirstUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Platforms to Caution About:** **Unily**, **Simpplr**, **FirstUp**, **Igloo**, and **Interact**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Igloo", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Igloo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Platforms to Caution About:** **Unily**, **Simpplr**, **FirstUp**, **Igloo**, and **Interact**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Interact", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Interact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Platforms to Caution About:** **Unily**, **Simpplr**, **FirstUp**, **Igloo**, and **Interact**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Microsoft SharePoint", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SharePoint is frequently cited in technical forums as a \"maintenance nightmare\" for small businesses that do not have dedicated administrators."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Confluence", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Confluence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Platform to Avoid/Caution:** **Confluence** (by Atlassian)... steep learning curve for non-technical users"}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Snapcomms", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Snapcomms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Examples to Check:** **Snapcomms**, basic versions of **Staffbase** or **Poppulo**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Staffbase", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Examples to Check:** **Snapcomms**, basic versions of **Staffbase** or **Poppulo**."}, {"id": "mai-20260917-1752-baseline|c169-s6|alibaba-small|Poppulo", "prompt": "c169-s6", "model": "alibaba-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Poppulo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Examples to Check:** **Snapcomms**, basic versions of **Staffbase** or **Poppulo**."}, {"id": "mai-20260917-1752-baseline|c169-s6|anthropic-small|Microsoft SharePoint", "prompt": "c169-s6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small to medium businesses often find SharePoint too complex for their needs; it's simply too unwieldy and tricky for any user to navigate."}, {"id": "mai-20260917-1752-baseline|c169-s6|anthropic-small|Simpplr", "prompt": "c169-s6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Simpplr is built primarily for mid-to-large organizations with dedicated internal comms teams... the platform assumes a level of scale that most small businesses don't have."}, {"id": "mai-20260917-1752-baseline|c169-s6|anthropic-small|Workvivo", "prompt": "c169-s6", "model": "anthropic-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For companies with less than 100 employees, Workvivo may not be suitable due to cost considerations and available resources."}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Simpplr", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reported minimums around **100 users**, which can make it awkward for very small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Workvivo", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "small-business costs can run about **$15,000–$30,000/year**, which many SMBs will find expensive"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Staffbase", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "described as an **organization-scale** platform rather than a small-team option"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Axero", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Axero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lists an entry tier of about **150 users**, which may be too large for some small businesses"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Unily", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "geared to **complex enterprise environments** and described as **resource-extensive** to deploy"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|SharePoint", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually requires **dedicated IT or external consultants** and may be a poor fit if you want a lightweight SMB rollout"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|LumApps", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "setup can require **external consultants** and that administration can be **clunky**"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|WordPress", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Heavy CMS-based builds... more appropriate only if you have the technical capacity to maintain and secure a custom internal portal"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Drupal", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Heavy CMS-based builds... more appropriate only if you have the technical capacity"}, {"id": "mai-20260917-1752-baseline|c169-s6|challenger-small|Joomla", "prompt": "c169-s6", "model": "challenger-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Heavy CMS-based builds... more appropriate only if you have the technical capacity"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Simpplr", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Only Platforms (Simpplr, LumApps, Staffbase, Workvivo, Unily) ... should avoid or approach with extreme caution"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|LumApps", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Only Platforms (Simpplr, LumApps, Staffbase, Workvivo, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Staffbase", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Only Platforms (Simpplr, LumApps, Staffbase, Workvivo, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Workvivo", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Workvivo often starts around 250 users"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Unily", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-Only Platforms (Simpplr, LumApps, Staffbase, Workvivo, Unily)"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|SharePoint", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SharePoint is not a purpose-built intranet; it is a document management system"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Confluence", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Confluence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Confluence is a fantastic wiki and documentation tool, but it is not an intranet."}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Yammer / Viva Engage", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Yammer / Viva Engage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Gartner has famously rated Yammer as \"generally ineffective\" for managing internal communication strategy"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Happeo", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "you want a purpose-built, SaaS-based intranet for SMBs (like Happeo, Jostle, ContactMonkey, or Oak Engage)"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Jostle", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "purpose-built, SaaS-based intranet for SMBs (like Happeo, Jostle, ContactMonkey, or Oak Engage)"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|ContactMonkey", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "ContactMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "(like Happeo, Jostle, ContactMonkey, or Oak Engage)"}, {"id": "mai-20260917-1752-baseline|c169-s6|deepseek-small|Oak Engage", "prompt": "c169-s6", "model": "deepseek-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "(like Happeo, Jostle, ContactMonkey, or Oak Engage)"}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Microsoft SharePoint", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to approach with caution: Microsoft SharePoint (when used as a customized portal)"}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Unily", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like Unily or Simpplr are beautiful and feature-rich, but they are built for companies with thousands of employees."}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|LumApps", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to approach with caution: ... Unily, LumApps, and Simpplr"}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Simpplr", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lengthy, consultant-led implementation phases, opaque pricing"}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Atlassian Confluence", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Atlassian Confluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms to approach with caution: Atlassian Confluence, Notion, and GitHub Wiki"}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Notion", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Notion is excellent for individual or team-level note-taking. However, using them as a company-wide intranet often fails."}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|GitHub Wiki", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "GitHub Wiki", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms to approach with caution: Atlassian Confluence, Notion, and GitHub Wiki"}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|WordPress", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to avoid: WordPress or Drupal configured as an intranet."}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Drupal", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms to avoid: WordPress or Drupal configured as an intranet."}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Workplace from Meta", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace from Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Platform to avoid: Workplace from Meta. ... It is completely shut down."}, {"id": "mai-20260917-1752-baseline|c169-s6|google-small|Workvivo", "prompt": "c169-s6", "model": "google-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look at Workvivo instead, which was Meta's officially designated transition partner"}, {"id": "mai-20260917-1752-baseline|c169-s6|meta-small|Staffbase", "prompt": "c169-s6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following intranet platforms:\n\n- Staffbase"}, {"id": "mai-20260917-1752-baseline|c169-s6|meta-small|Simpplr", "prompt": "c169-s6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Simpplr has a reported minimum of 100 users, making it inaccessible to smaller teams."}, {"id": "mai-20260917-1752-baseline|c169-s6|meta-small|Workvivo", "prompt": "c169-s6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "- Workvivo\n\nThese platforms are either too expensive, have minimum user requirements that are too high"}, {"id": "mai-20260917-1752-baseline|c169-s6|meta-small|Axero", "prompt": "c169-s6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Axero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Axero's entry tier starts from 150 users, and its published pricing does not apply below that threshold."}, {"id": "mai-20260917-1752-baseline|c169-s6|meta-small|Happeo", "prompt": "c169-s6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Happeo is recommended for small to mid-sized companies, especially those on Google Workspace or Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s6|meta-small|SharePoint", "prompt": "c169-s6", "model": "meta-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SharePoint can also be a cost-effective option for businesses already standardized on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c169-s6|minimax-small|SharePoint (Microsoft)", "prompt": "c169-s6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint (Microsoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Perhaps the most frequently cited platform to approach carefully: **Complex setup and ongoing maintenance**"}, {"id": "mai-20260917-1752-baseline|c169-s6|minimax-small|Happeo", "prompt": "c169-s6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern alternatives like Happeo, Oak Engage, Jostle, or other cloud-based solutions ... tend to be better fits"}, {"id": "mai-20260917-1752-baseline|c169-s6|minimax-small|Oak Engage", "prompt": "c169-s6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern alternatives like Happeo, Oak Engage, Jostle ... tend to be better fits than traditional enterprise platforms."}, {"id": "mai-20260917-1752-baseline|c169-s6|minimax-small|Jostle", "prompt": "c169-s6", "model": "minimax-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern alternatives like Happeo, Oak Engage, Jostle ... tend to be better fits than traditional enterprise platforms."}, {"id": "mai-20260917-1752-baseline|c169-s6|mistral-small|Microsoft SharePoint", "prompt": "c169-s6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often criticized for its complex setup, ongoing maintenance demands, and poor mobile experience... making it less suitable for small businesses"}, {"id": "mai-20260917-1752-baseline|c169-s6|mistral-small|Microsoft Viva", "prompt": "c169-s6", "model": "mistral-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft Viva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SharePoint and Microsoft Viva remain the default if you're deeply standardized on Microsoft 365 and have IT capacity to configure them."}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Workplace by Meta", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workplace by Meta** ⚠️ **AVOID**"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Microsoft SharePoint", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Overkill for small businesses** – built for document management, not dynamic communication"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Jive", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Outdated interface** – described as \"overly crowded\" and \"unintuitive\""}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Workvivo", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Can be overwhelming** for small businesses or non-tech-savvy employees"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Happeo", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Happeo** – Fast setup, works well with Google Workspace/Microsoft 365, no IT team required"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Google Sites", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple, low-cost for Google Workspace teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Oak Engage", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built specifically for small business needs"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Softr", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "No-code options for custom portals"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|AgilityPortal", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "AgilityPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "No-code options for custom portals"}, {"id": "mai-20260917-1752-baseline|c169-s6|moonshot-small|Connecteam", "prompt": "c169-s6", "model": "moonshot-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Good for mobile-first, deskless workforces"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Microsoft SharePoint (standalone or heavy custom builds)", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Microsoft SharePoint (standalone or heavy custom builds)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** ... Steep learning curve, confusing interface, difficult setup/permissions ... not ideal as a first intranet."}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Jive", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Lower ratings (around 3.8-4.0 on G2/Capterra), confusing interface, adoption challenges, and noted as \"expensive for small businesses\""}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Staffbase", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About (Enterprise-leaning; check pricing and demos carefully) ... Staffbase ~$30K/year minimum per reviews"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Simpplr", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Geared toward 500+ employees with deskless/frontline workers or complex governance. High/quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Unily", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Unily", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not optimized for small budgets or quick launches ... advise against starting with these for small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|LumApps", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Geared toward 500+ employees ... not optimized for small budgets or quick launches"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Jostle", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives to consider instead: Jostle, Connecteam, Happeo, Oak Engage ... these score high for simplicity and SMB fit."}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Connecteam", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alternatives to consider instead: Jostle, Connecteam, Happeo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Happeo", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Alternatives to consider instead: Jostle, Connecteam, Happeo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Oak Engage", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Alternatives to consider instead: Jostle, Connecteam, Happeo, Oak Engage"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Google Sites", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or even free/lightweight like Google Sites/Slack for very small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|xai-small|Slack", "prompt": "c169-s6", "model": "xai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or even free/lightweight like Google Sites/Slack for very small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|SharePoint", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "overkill for small teams\" unless you have a dedicated IT team"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Workvivo", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "a small business should avoid or approach with extreme caution... Workvivo is explicitly designed for mid-market and large organizations"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Simpplr", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Simpplr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "often follow similar enterprise-only models with high per-user rates and no volume discounts for small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Staffbase", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often follow similar enterprise-only models with high per-user rates"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Liferay", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Liferay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "legacy solutions designed for massive government or corporate deployments"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Alfresco", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Alfresco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "powerful content management systems, but they are legacy solutions"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Drupal", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Heavyweight Enterprise CMS (Liferay, Alfresco, Drupal)"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Happeo", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Happeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for SaaS intranets (like Happeo, Oak, or Connecteam) that are designed specifically for small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Oak", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Oak", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for SaaS intranets (like Happeo, Oak, or Connecteam) that are designed specifically for small teams"}, {"id": "mai-20260917-1752-baseline|c169-s6|zai-small|Connecteam", "prompt": "c169-s6", "model": "zai-small", "cat": "internal-communications-and-intranet", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "look for SaaS intranets (like Happeo, Oak, or Connecteam) that are designed specifically for small teams"}, {"id": "mai-20260917-1752-baseline|c170-l1|alibaba-small|ServiceNow", "prompt": "c170-l1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is the dominant choice"}, {"id": "mai-20260917-1752-baseline|c170-l1|alibaba-small|Workday", "prompt": "c170-l1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified HR Data: Workday"}, {"id": "mai-20260917-1752-baseline|c170-l1|alibaba-small|Zendesk", "prompt": "c170-l1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for User Experience & Speed: Zendesk"}, {"id": "mai-20260917-1752-baseline|c170-l1|alibaba-small|SAP SuccessFactors", "prompt": "c170-l1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The clear winner for enterprises deeply entrenched in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c170-l1|alibaba-small|Rippling", "prompt": "c170-l1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideally suited for modern, tech-forward enterprises that want to unify HR and IT help desks"}, {"id": "mai-20260917-1752-baseline|c170-l1|alibaba-small|Darwinbox", "prompt": "c170-l1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A rising leader for multinational enterprises with distributed, non-desk workforces"}, {"id": "mai-20260917-1752-baseline|c170-l1|anthropic-small|ServiceNow HR Service Delivery", "prompt": "c170-l1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow remains the enterprise standard for organizations requiring comprehensive ITSM capabilities across multiple departments, and is a Leader in the 2026 Gartner Magic Quadrant"}, {"id": "mai-20260917-1752-baseline|c170-l1|anthropic-small|Unthread", "prompt": "c170-l1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Unthread", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using Slack: Unthread offers faster deployment and AI automation"}, {"id": "mai-20260917-1752-baseline|c170-l1|anthropic-small|Zoho Desk", "prompt": "c170-l1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use Zoho products: Zoho Desk provides better ecosystem integration"}, {"id": "mai-20260917-1752-baseline|c170-l1|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-l1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **ServiceNow HR Service Delivery**"}, {"id": "mai-20260917-1752-baseline|c170-l1|challenger-small|Zendesk", "prompt": "c170-l1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** is a strong enterprise alternative"}, {"id": "mai-20260917-1752-baseline|c170-l1|challenger-small|SAP SuccessFactors HCM", "prompt": "c170-l1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when HR is part of a broader **enterprise HCM stack**"}, {"id": "mai-20260917-1752-baseline|c170-l1|challenger-small|Workday Help", "prompt": "c170-l1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your company already uses **Workday**"}, {"id": "mai-20260917-1752-baseline|c170-l1|challenger-small|Freshservice / Freshworks", "prompt": "c170-l1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice / Freshworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the available results are less specific to HR-only enterprise needs than ServiceNow or Zendesk"}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HR Service Delivery** is the strongest and most frequently recommended choice"}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|Workday Help", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're on Workday HCM** → **Workday Help** may be the least disruptive, but evaluate flexibility needs."}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|Zendesk for HR", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk for HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-powered, high-volume employee support ... great if you value a proven help desk experience"}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|Freshservice", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scored 9.5/10 for value; friendly, fast to deploy"}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|Jira Service Management", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jira Service Management** is a solid mid-cost option"}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|Applaud", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Applaud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HR shared services needing consistent intake & SLA reporting | Solid enterprise options"}, {"id": "mai-20260917-1752-baseline|c170-l1|deepseek-small|BMC Helix", "prompt": "c170-l1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BMC Helix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HR shared services needing consistent intake & SLA reporting | Solid enterprise options"}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|ServiceNow HRSD", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the undisputed powerhouse of enterprise workflow management."}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|Workday Help", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises that already use Workday as their core HCM"}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|Dovetail", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Dovetail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-of-breed specialized HR Case Management | Dovetail"}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|Neocase HR", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Neocase HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Global enterprises requiring strong Business Process Management (BPM)"}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|HR Acuity", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built specifically for sensitive workplace investigations, compliance tracking, and defensible audit trails."}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|Zendesk Employee Experience", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk Employee Experience", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "because Zendesk was built as a customer service tool first, many enterprises choose to pair it with HR Acuity"}, {"id": "mai-20260917-1752-baseline|c170-l1|google-small|Suptask", "prompt": "c170-l1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Suptask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as those offered by Dovetail, Zendesk, or Suptask"}, {"id": "mai-20260917-1752-baseline|c170-l1|meta-small|Zendesk", "prompt": "c170-l1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk - Offers a unified workspace and AI-powered capabilities, with a starting price of $19 per agent/month"}, {"id": "mai-20260917-1752-baseline|c170-l1|meta-small|ServiceNow", "prompt": "c170-l1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ServiceNow - Handles enterprise-level HR service delivery with advanced automation, governance, and compliance features."}, {"id": "mai-20260917-1752-baseline|c170-l1|meta-small|Featurebase", "prompt": "c170-l1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Featurebase - Offers an HR ticketing system that turns employee requests into structured tickets"}, {"id": "mai-20260917-1752-baseline|c170-l1|minimax-small|ServiceNow", "prompt": "c170-l1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** – Great for large enterprises, offers powerful automation, IT-HR integration, and compliance features."}, {"id": "mai-20260917-1752-baseline|c170-l1|minimax-small|Zendesk", "prompt": "c170-l1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** – User-friendly, scalable, and strong with multi-channel support and analytics."}, {"id": "mai-20260917-1752-baseline|c170-l1|minimax-small|Freshservice", "prompt": "c170-l1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshservice** – Affordable enterprise option with good automation and self-service portals."}, {"id": "mai-20260917-1752-baseline|c170-l1|minimax-small|Jira Service Management", "prompt": "c170-l1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if your company already uses Atlassian tools, offers strong customization."}, {"id": "mai-20260917-1752-baseline|c170-l1|minimax-small|BambooHR", "prompt": "c170-l1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specifically built for HR, offers solid help desk features with an employee self-service portal."}, {"id": "mai-20260917-1752-baseline|c170-l1|mistral-small|ServiceNow", "prompt": "c170-l1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **ServiceNow** and **Zendesk** are the leading choices"}, {"id": "mai-20260917-1752-baseline|c170-l1|mistral-small|Zendesk", "prompt": "c170-l1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ServiceNow** and **Zendesk** are the leading choices due to their scalability"}, {"id": "mai-20260917-1752-baseline|c170-l1|mistral-small|Jira Service Management", "prompt": "c170-l1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Atlassian tools, **Jira Service Management** is an excellent alternative."}, {"id": "mai-20260917-1752-baseline|c170-l1|mistral-small|Freshservice (by Freshworks)", "prompt": "c170-l1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Overall top pick for features, ease of use, and value, making it a strong contender for B2B companies"}, {"id": "mai-20260917-1752-baseline|c170-l1|moonshot-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HR Service Delivery** is the strongest choice due to its enterprise-grade case management"}, {"id": "mai-20260917-1752-baseline|c170-l1|moonshot-small|Workday Help / Workday Service", "prompt": "c170-l1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday Help / Workday Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for Workday HCM Users* - **Why consider it:** Native integration if you're already on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c170-l1|moonshot-small|Zendesk", "prompt": "c170-l1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best All-in-One Enterprise Platform* — Mature platform with strong automation capabilities"}, {"id": "mai-20260917-1752-baseline|c170-l1|moonshot-small|Oracle HR Help Desk", "prompt": "c170-l1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Oracle HR Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Oracle Ecosystem* — Native integration with Oracle HCM Cloud"}, {"id": "mai-20260917-1752-baseline|c170-l1|moonshot-small|Aisera", "prompt": "c170-l1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Aisera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for AI-First Approach* — Complete AI overhaul for HR service delivery"}, {"id": "mai-20260917-1752-baseline|c170-l1|openai-small|ServiceNow HR Service Delivery", "prompt": "c170-l1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **HR help desk** software is usually **ServiceNow HR Service Delivery**"}, {"id": "mai-20260917-1752-baseline|c170-l1|openai-small|Workday HR Service Delivery", "prompt": "c170-l1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong choice if your HR operation is already centered on Workday"}, {"id": "mai-20260917-1752-baseline|c170-l1|openai-small|UKG HR Service Delivery", "prompt": "c170-l1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "UKG HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is also compelling, especially if you value document workflows, role-based routing"}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|ServiceNow HR Service Delivery", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow HR Service Delivery stands out as the top choice for an enterprise B2B company"}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|Jira Service Management (Atlassian)", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for workflow-heavy teams already in the Atlassian ecosystem."}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|Zendesk", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-driven, scalable support with quick setup."}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|BMC Helix Business Workflows", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BMC Helix Business Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong enterprise ITSM extensions to HR."}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|Freshworks Freshservice", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshworks Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freshservice tops some overall lists (8.7\\u20139.3/10)"}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|Applaud", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "#1 in some enterprise HR service desk rankings (9.3/10) for intake/routing/SLA reporting."}, {"id": "mai-20260917-1752-baseline|c170-l1|xai-small|Dovetail Software HR Case Management", "prompt": "c170-l1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Dovetail Software HR Case Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for configurable portals (8.7\\u20139/10)"}, {"id": "mai-20260917-1752-baseline|c170-l1|zai-small|Workday Help", "prompt": "c170-l1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday Help", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Workday Help (Best Overall for Vertical Integration)"}, {"id": "mai-20260917-1752-baseline|c170-l1|zai-small|ServiceNow HR Service Delivery", "prompt": "c170-l1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ServiceNow is the industry standard for Enterprise Service Management (ESM)"}, {"id": "mai-20260917-1752-baseline|c170-l1|zai-small|Zendesk for HR (Employee Service Suite)", "prompt": "c170-l1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk for HR (Employee Service Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Companies that prioritize a modern, user-friendly employee experience"}, {"id": "mai-20260917-1752-baseline|c170-l1|zai-small|Jira Service Management", "prompt": "c170-l1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jira Service Management (JSM) is a strong contender"}, {"id": "mai-20260917-1752-baseline|c170-l1|zai-small|Oracle Cloud HCM", "prompt": "c170-l1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look for their embedded help desk first (Workday Help, Oracle Cloud HCM)"}, {"id": "mai-20260917-1752-baseline|c170-l2|alibaba-small|Workday HCM", "prompt": "c170-l2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Integration (HCM + Service Portal): **Workday HCM** ... Workday is the standard for large enterprises."}, {"id": "mai-20260917-1752-baseline|c170-l2|alibaba-small|ServiceNow HR Service Delivery", "prompt": "c170-l2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "use **Workday or ServiceNow** as the front door (Service Portal) for 90% of employee requests"}, {"id": "mai-20260917-1752-baseline|c170-l2|alibaba-small|HR Acuity", "prompt": "c170-l2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "integrate **HR Acuity** (via API) specifically for any tickets flagged as \"High Risk\" or \"Investigation.\""}, {"id": "mai-20260917-1752-baseline|c170-l2|alibaba-small|Dovetail", "prompt": "c170-l2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Modern Challenger (Both Sides): **Dovetail** ... may not yet match the sheer customization depth"}, {"id": "mai-20260917-1752-baseline|c170-l2|challenger-small|HR Acuity", "prompt": "c170-l2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HR Acuity** if your top priority is **employee relations case management, investigations, and defensible workflows** at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c170-l2|challenger-small|Dovetail", "prompt": "c170-l2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dovetail** is the strongest alternative from the results you provided."}, {"id": "mai-20260917-1752-baseline|c170-l2|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-l2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ServiceNow HR Service Delivery** if you want: deep **enterprise standardization**"}, {"id": "mai-20260917-1752-baseline|c170-l2|challenger-small|SAP SuccessFactors Employee Central Service Center", "prompt": "c170-l2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Employee Central Service Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your HR service model must stay tightly anchored to **Employee Central** records and worker context."}, {"id": "mai-20260917-1752-baseline|c170-l2|deepseek-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HR Service Delivery** is the strongest overall fit"}, {"id": "mai-20260917-1752-baseline|c170-l2|deepseek-small|Workday Help", "prompt": "c170-l2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best choice *if you're already a Workday customer*"}, {"id": "mai-20260917-1752-baseline|c170-l2|deepseek-small|SAP SuccessFactors Employee Central / Service Center", "prompt": "c170-l2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Employee Central / Service Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best fit if your organization is already SAP-based"}, {"id": "mai-20260917-1752-baseline|c170-l2|deepseek-small|HR Acuity", "prompt": "c170-l2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Purpose-built tools like **HR Acuity** or **AllVoices** excel here for defensible, documented investigations"}, {"id": "mai-20260917-1752-baseline|c170-l2|deepseek-small|AllVoices", "prompt": "c170-l2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "AllVoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Purpose-built tools like **HR Acuity** or **AllVoices** excel here"}, {"id": "mai-20260917-1752-baseline|c170-l2|google-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise \"Gold Standard\" (Cross-Department Power) ... ServiceNow is the undisputed heavyweight for large enterprises"}, {"id": "mai-20260917-1752-baseline|c170-l2|google-small|Workday Help", "prompt": "c170-l2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization is already utilizing Workday as its core HRIS/HCM, utilizing their native case management module is often the most logical path."}, {"id": "mai-20260917-1752-baseline|c170-l2|google-small|UKG HR Service Delivery (formerly PeopleDoc)", "prompt": "c170-l2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "UKG HR Service Delivery (formerly PeopleDoc)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies that want a platform designed strictly for the nuances of HR\\u2014and specifically global document compliance\\u2014UKG is a premier choice."}, {"id": "mai-20260917-1752-baseline|c170-l2|google-small|HR Acuity", "prompt": "c170-l2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HR Acuity provides a highly secure, structured, and legally defensible environment for documenting investigations"}, {"id": "mai-20260917-1752-baseline|c170-l2|meta-small|Dovetail HR", "prompt": "c170-l2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended HR case management and employee service portal for a large B2B company with thousands of employees is Dovetail HR."}, {"id": "mai-20260917-1752-baseline|c170-l2|minimax-small|ServiceNow HR Service Delivery", "prompt": "c170-l2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would strongly recommend **ServiceNow HR Service Delivery** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c170-l2|minimax-small|HR Acuity", "prompt": "c170-l2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HR Acuity** would be an excellent specialized alternative"}, {"id": "mai-20260917-1752-baseline|c170-l2|minimax-small|Moveworks", "prompt": "c170-l2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Moveworks** ⭐ Best for Enterprise Automation"}, {"id": "mai-20260917-1752-baseline|c170-l2|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-l2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ServiceNow HR Service Delivery** as the best overall solution"}, {"id": "mai-20260917-1752-baseline|c170-l2|mistral-small|HR Acuity", "prompt": "c170-l2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **HR Acuity** for enterprise employee relations"}, {"id": "mai-20260917-1752-baseline|c170-l2|mistral-small|Dovetail Software", "prompt": "c170-l2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dovetail Software** for a comprehensive HR service delivery experience"}, {"id": "mai-20260917-1752-baseline|c170-l2|moonshot-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: ServiceNow HR Service Delivery (HRSD)**"}, {"id": "mai-20260917-1752-baseline|c170-l2|moonshot-small|Workday Help (Employee Case Management)", "prompt": "c170-l2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday Help (Employee Case Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative #1: Workday Help (Employee Case Management)**"}, {"id": "mai-20260917-1752-baseline|c170-l2|moonshot-small|SAP SuccessFactors Enterprise Service Management", "prompt": "c170-l2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Enterprise Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative #2: SAP SuccessFactors Enterprise Service Management**"}, {"id": "mai-20260917-1752-baseline|c170-l2|moonshot-small|Leena AI", "prompt": "c170-l2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider **Leena AI** (add-on)"}, {"id": "mai-20260917-1752-baseline|c170-l2|openai-small|ServiceNow HR Service Delivery (HRSD) with Employee Center", "prompt": "c170-l2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (HRSD) with Employee Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **ServiceNow HR Service Delivery (HRSD) with Employee Center** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline|c170-l2|openai-small|Workday Help", "prompt": "c170-l2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your HR stack is already centered on Workday:** **Workday Help**"}, {"id": "mai-20260917-1752-baseline|c170-l2|openai-small|SAP", "prompt": "c170-l2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "short vendor comparison table** for ServiceNow vs Workday vs SAP/BMC"}, {"id": "mai-20260917-1752-baseline|c170-l2|openai-small|BMC", "prompt": "c170-l2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BMC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short vendor comparison table** for ServiceNow vs Workday vs SAP/BMC"}, {"id": "mai-20260917-1752-baseline|c170-l2|xai-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend ServiceNow HR Service Delivery (HRSD) as the top choice"}, {"id": "mai-20260917-1752-baseline|c170-l2|xai-small|Workday HCM", "prompt": "c170-l2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one HR suite with employee center | 4.4/5 | Leader in Gartner 2024 Cloud HCM MQ"}, {"id": "mai-20260917-1752-baseline|c170-l2|xai-small|SAP SuccessFactors", "prompt": "c170-l2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Solid case handling and Employee Central portal; suits if you use SAP for core HR."}, {"id": "mai-20260917-1752-baseline|c170-l2|xai-small|HR Acuity", "prompt": "c170-l2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built for cases/risk analytics; lighter portal. Pairs well as add-on, but less full-service for general portals."}, {"id": "mai-20260917-1752-baseline|c170-l2|zai-small|ServiceNow (HR Service Delivery)", "prompt": "c170-l2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow (HR Service Delivery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. ServiceNow (HR Service Delivery) — *Top Recommendation*"}, {"id": "mai-20260917-1752-baseline|c170-l2|zai-small|Zendesk (Employee Service)", "prompt": "c170-l2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zendesk (Employee Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Zendesk (Employee Service) — *Best for Employee Experience*"}, {"id": "mai-20260917-1752-baseline|c170-l2|zai-small|Freshservice (by Freshworks)", "prompt": "c170-l2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Freshservice (by Freshworks) — *Best Value for Automation*"}, {"id": "mai-20260917-1752-baseline|c170-l3|alibaba-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard for large-scale workflow automation and case management.\"... choose **ServiceNow**"}, {"id": "mai-20260917-1752-baseline|c170-l3|alibaba-small|Dovetail Software", "prompt": "c170-l3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Dovetail Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises looking to reduce ticket volume without a massive implementation project; it is generally faster to deploy than ServiceNow."}, {"id": "mai-20260917-1752-baseline|c170-l3|alibaba-small|Applaud", "prompt": "c170-l3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern Employee Experience (EX) platform that sits above legacy HRIS systems."}, {"id": "mai-20260917-1752-baseline|c170-l3|alibaba-small|Workday HCM", "prompt": "c170-l3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a **single dashboard** to see employee data, paychecks, and history simultaneously, choose **Workday**."}, {"id": "mai-20260917-1752-baseline|c170-l3|alibaba-small|SAP SuccessFactors", "prompt": "c170-l3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your current HR data lives in **SAP**, stick with **SuccessFactors** to avoid integration costs."}, {"id": "mai-20260917-1752-baseline|c170-l3|alibaba-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c170-l3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Industries with heavy hourly workforces (Retail, Healthcare, Hospitality)."}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|ServiceNow HR Service Delivery", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is HR service management software built to streamline employee support, cases, and HR workflows at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|SAP SuccessFactors", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a full-suite human experience management platform tailored for global enterprises, with strength in scalability, localization, and compliance across 100+ countries"}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|Workday", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday continues to lead the enterprise HR software space thanks to its powerful combination of human capital management, finance, and analytics in a unified platform"}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|Personio", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Personio offers omnichannel capabilities working across Microsoft Teams, Slack, and other channels."}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for large enterprises that want end-to-end HR transformation in the cloud, excelling in core HR, workforce modeling, talent management, and AI-enhanced HR service delivery"}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|Deel", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "with Deel demonstrating demand for platforms making global hiring, payroll, and compliance seamless"}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|Ceridian Dayforce", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market platforms like Ceridian Dayforce or HiBob offer faster deployment timelines of 2-6 months."}, {"id": "mai-20260917-1752-baseline|c170-l3|anthropic-small|HiBob", "prompt": "c170-l3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market platforms like Ceridian Dayforce or HiBob offer faster deployment timelines of 2-6 months."}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "are led by **ServiceNow HR Service Delivery**... ServiceNow is generally strongest for complex routing, approvals, and governance at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|SAP SuccessFactors", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global enterprises using SAP | HR service workflows stay close to the system of record"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|Workday", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises wanting an all-in-one HR suite"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|Oracle HCM / HR Help Desk", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM / HR Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "native HR help desk capability inside Oracle Cloud HCM"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|Zendesk for Employee Service", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams that want familiar ticketing | Adapts a well-known help desk model for internal HR support"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|ADP HR Assist / Workforce Now", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist / Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when payroll, compliance, and HR guidance are already anchored in the ADP ecosystem"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|Leena AI Autonomous Agent", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI Autonomous Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses agentic AI to deflect and automate HR, IT, and back-office requests"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|Applaud", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on a branded self-service layer over existing HR systems"}, {"id": "mai-20260917-1752-baseline|c170-l3|challenger-small|Rippling", "prompt": "c170-l3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unifies HR, IT, and finance automation in one system, broader than pure HR service delivery"}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry-leading point solution / orchestration layer."}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|Workday", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise HCM system of record with built-in Employee Case Management."}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|SAP SuccessFactors Employee Central Service Center", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Service Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HCM suite with an integrated service center."}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|Oracle Fusion HR Help Desk", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle Fusion HR Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HR-native case management within Oracle Fusion HCM."}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|Neocase HR", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Neocase HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dedicated integrated HR service management (IHRSM) specialist."}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|Applaud", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Employee experience layer / branded self-service portal."}, {"id": "mai-20260917-1752-baseline|c170-l3|deepseek-small|Microsoft Dynamics 365 Human Resources", "prompt": "c170-l3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Honorable mention) Often ranked highly for enterprises standardizing HR service workflows inside the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c170-l3|google-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed market leader in pure-play enterprise service management."}, {"id": "mai-20260917-1752-baseline|c170-l3|google-small|Workday Help (Workday People Experience)", "prompt": "c170-l3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Help (Workday People Experience)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Existing Workday HCM customers who want a streamlined, highly secure ticketing solution"}, {"id": "mai-20260917-1752-baseline|c170-l3|google-small|UKG HR Service Delivery (formerly PeopleDoc)", "prompt": "c170-l3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG HR Service Delivery (formerly PeopleDoc)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose UKG HRSD if your top priority is employee document management, compliance, global labor law adherence"}, {"id": "mai-20260917-1752-baseline|c170-l3|google-small|SAP SuccessFactors Employee Central Service Center", "prompt": "c170-l3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Service Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Massive global conglomerates already running their core financials and talent management inside the broader SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c170-l3|google-small|Oracle HR Help Desk (part of Oracle Fusion Cloud HCM)", "prompt": "c170-l3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HR Help Desk (part of Oracle Fusion Cloud HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Enterprises heavily integrated into the Oracle Cloud ecosystem"}, {"id": "mai-20260917-1752-baseline|c170-l3|google-small|Salesforce HR Service (Employee Service)", "prompt": "c170-l3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Salesforce HR Service (Employee Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Companies that already utilize Salesforce extensively for CRM and Slack for internal operations."}, {"id": "mai-20260917-1752-baseline|c170-l3|meta-small|ServiceNow HR Service Delivery", "prompt": "c170-l3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow HR Service Delivery is considered the best overall for large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c170-l3|meta-small|SAP SuccessFactors Employee Central", "prompt": "c170-l3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP SuccessFactors is best for organizations that already use SAP"}, {"id": "mai-20260917-1752-baseline|c170-l3|meta-small|Workday Human Capital Management", "prompt": "c170-l3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a unified HR suite with deep insights, making it suitable for enterprises seeking an all-in-one HRIS"}, {"id": "mai-20260917-1752-baseline|c170-l3|meta-small|Oracle HCM Cloud", "prompt": "c170-l3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an enterprise HCM solution with a strong focus on employee experience and portal design"}, {"id": "mai-20260917-1752-baseline|c170-l3|meta-small|Microsoft Dynamics 365 Human Resources", "prompt": "c170-l3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for enterprises standardizing HR service workflows inside Microsoft ecosystems"}, {"id": "mai-20260917-1752-baseline|c170-l3|minimax-small|ServiceNow HR Service Delivery", "prompt": "c170-l3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow leads in enterprise case management complexity"}, {"id": "mai-20260917-1752-baseline|c170-l3|minimax-small|Microsoft Dynamics 365 Human Resources", "prompt": "c170-l3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Dynamics excels in Microsoft-centric environments"}, {"id": "mai-20260917-1752-baseline|c170-l3|minimax-small|Workday Human Capital Management", "prompt": "c170-l3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday offers strong configurability for large enterprises"}, {"id": "mai-20260917-1752-baseline|c170-l3|minimax-small|SAP SuccessFactors Service Delivery", "prompt": "c170-l3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations already using SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c170-l3|minimax-small|Oracle Fusion Cloud HCM Service Delivery", "prompt": "c170-l3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Oracle ecosystem enterprises"}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large, complex organizations needing centralized case management, workflow automation, and AI-assisted routing across multiple departments."}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|Workday", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprises seeking an all-in-one HRIS with analytics, payroll, benefits, and unified HR data."}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|SAP SuccessFactors", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Differentiator:** Best for SAP-centric organizations"}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|Microsoft Dynamics 365 Human Resources", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for organizations that want to leverage Copilot for HR tasks, but limited outside the Microsoft stack."}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|ADP HR Assist", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams that want HR and payroll support in one place, with lighter service automation."}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|Applaud", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on delivering a consumer-grade employee experience over existing HR tech stacks."}, {"id": "mai-20260917-1752-baseline|c170-l3|mistral-small|Leena AI Autonomous Agent", "prompt": "c170-l3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI Autonomous Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Enterprises seeking AI-led support workflows and high-volume request deflection."}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** if you want a best-of-breed service delivery layer that works with any HRIS"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|Workday Help / Workday HCM", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Help / Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations already standardized on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|SAP SuccessFactors Service Delivery", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Organizations running SAP as their core HR system"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|Oracle Cloud HCM / HR Help Desk", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle Cloud HCM / HR Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises already in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|Moveworks", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-first approach to HR service delivery, strong automation"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|Applaud", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native Employee Experience Platform"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|Qualtrics EmployeeXM", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on listening and sentiment analytics"}, {"id": "mai-20260917-1752-baseline|c170-l3|moonshot-small|Jira Service Management", "prompt": "c170-l3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IT-style ticketing rigor for HR teams"}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: **Large enterprises that want HR service delivery as part of a broader enterprise workflow platform**."}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|SAP SuccessFactors Enterprise Service Management", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Enterprise Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **Organizations already standardized on SAP SuccessFactors HCM**."}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|Workday Help", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Workday Help** if your HR stack is centered on **Workday**"}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|Oracle Fusion HCM / Oracle ME service experiences", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle Fusion HCM / Oracle ME service experiences", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when Oracle is already the core HR backbone."}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|Dovetail", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Dovetail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dovetail** for HR case management and employee experience workflows."}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|Microsoft-based employee portals / SharePoint / Viva integrations", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft-based employee portals / SharePoint / Viva integrations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for organizations heavily invested in Microsoft"}, {"id": "mai-20260917-1752-baseline|c170-l3|openai-small|Qualtrics", "prompt": "c170-l3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Qualtrics** for employee listening and journey analytics rather than a full case-management layer."}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader for large-scale workflow automation."}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|Workday HCM (with HR service delivery features)", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM (with HR service delivery features)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top all-in-one HCM suite per Gartner Magic Quadrant for Cloud HCM Suites 2024."}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|SAP SuccessFactors", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for SAP ecosystems."}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|Oracle HCM Cloud", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust for global compliance."}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|UKG Pro", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in Gartner for 1,000+ employee enterprises, with strong service management."}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|Microsoft Dynamics 365 HR", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "appear in reviews but are less dominant for pure enterprise HRSD scale"}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|Paylocity", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear in reviews but are less dominant for pure enterprise HRSD scale"}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|Neocase", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Neocase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear in reviews but are less dominant for pure enterprise HRSD scale"}, {"id": "mai-20260917-1752-baseline|c170-l3|xai-small|Leena AI", "prompt": "c170-l3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI for autonomous resolution (e.g., Leena AI as niche add-on)"}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|ServiceNow HR Service Delivery", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large, complex organizations needing centralized case & knowledge management + AI‑assisted routing at scale ... ServiceNow excels here."}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|Workday Human Capital Management (HCM)", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Human Capital Management (HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies wanting an all‑in‑one HR suite with strong analytics and payroll integration"}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|SAP SuccessFactors", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises already using SAP or needing a global, governed HR platform"}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|Oracle HCM Cloud Service Delivery", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM Cloud Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations invested in Oracle’s ecosystem."}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|UKG Pro Workforce Management & HR Service Requests", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro Workforce Management & HR Service Requests", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid‑market to large enterprises wanting payroll, time, benefits, and service requests in one place."}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|ADP HR Assist", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams already on ADP who want light automation around HR guidance."}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|BambooHR", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs prioritizing a simple, employee‑friendly portal."}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|Rippling", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Organizations that want HR, IT, and payroll under one roof with fast setup."}, {"id": "mai-20260917-1752-baseline|c170-l3|zai-small|Applaud", "prompt": "c170-l3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "modern, branded portal (Applaud, BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c170-l4|alibaba-small|ServiceNow (HR Service Delivery)", "prompt": "c170-l4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow (HR Service Delivery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the gold standard for global enterprises."}, {"id": "mai-20260917-1752-baseline|c170-l4|alibaba-small|Zendesk Suite (Employee Service)", "prompt": "c170-l4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk Suite (Employee Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk offers a \"Suite\" model where you pay for the HR agent"}, {"id": "mai-20260917-1752-baseline|c170-l4|alibaba-small|Alloy Navigator", "prompt": "c170-l4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Alloy Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alloy is frequently highlighted in the market for its **\"Unlimited Requesters\"** policy"}, {"id": "mai-20260917-1752-baseline|c170-l4|anthropic-small|HelpSpot", "prompt": "c170-l4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum budget predictability at scale, **HelpSpot** and **HappyFox** offer the most straightforward flat or tiered pricing models"}, {"id": "mai-20260917-1752-baseline|c170-l4|anthropic-small|HappyFox", "prompt": "c170-l4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HappyFox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HappyFox offers a unique flat-rate unlimited agent pricing model, which provides predictable budgeting"}, {"id": "mai-20260917-1752-baseline|c170-l4|anthropic-small|Zendesk", "prompt": "c170-l4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best all-in-one HR help desk tool for large enterprises, Zendesk delivers the essential control, visibility, and compliance required to scale"}, {"id": "mai-20260917-1752-baseline|c170-l4|anthropic-small|ServiceNow", "prompt": "c170-l4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation timelines typically span months and the platform requires dedicated administrators and often involves consulting fees that increase total cost of ownership"}, {"id": "mai-20260917-1752-baseline|c170-l4|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-l4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **ServiceNow HR Service Delivery**"}, {"id": "mai-20260917-1752-baseline|c170-l4|challenger-small|Zendesk", "prompt": "c170-l4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** is the strongest alternative, but its cost still scales by agent"}, {"id": "mai-20260917-1752-baseline|c170-l4|deepseek-small|Freshservice", "prompt": "c170-l4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice is the strongest fit** because of its pricing model"}, {"id": "mai-20260917-1752-baseline|c170-l4|deepseek-small|ServiceNow HR Service Delivery", "prompt": "c170-l4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The enterprise alternative: ServiceNow HR Service Delivery"}, {"id": "mai-20260917-1752-baseline|c170-l4|deepseek-small|Zendesk", "prompt": "c170-l4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Moderate — AI resolution metering adds variability"}, {"id": "mai-20260917-1752-baseline|c170-l4|google-small|Jira Service Management (JSM) by Atlassian", "prompt": "c170-l4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management (JSM) by Atlassian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Jira Service Management (JSM) by Atlassian * **Best For:** Absolute cost predictability"}, {"id": "mai-20260917-1752-baseline|c170-l4|google-small|Freshservice by Freshworks", "prompt": "c170-l4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice by Freshworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises that want the predictable agent-based pricing model of JSM but require an interface that is far more intuitive"}, {"id": "mai-20260917-1752-baseline|c170-l4|google-small|Zoho Desk", "prompt": "c170-l4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Maximum budget-friendliness and companies looking to entirely avoid complex variable billing."}, {"id": "mai-20260917-1752-baseline|c170-l4|google-small|ServiceNow (HRSD)", "prompt": "c170-l4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow (HRSD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "it is **not** recommended if \"predictability\" is your primary concern"}, {"id": "mai-20260917-1752-baseline|c170-l4|meta-small|Zendesk", "prompt": "c170-l4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top HR help desk software options include Zendesk, Freshdesk, ServiceNow, Zoho Desk, and HubSpot Service Hub."}, {"id": "mai-20260917-1752-baseline|c170-l4|meta-small|Freshdesk", "prompt": "c170-l4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top HR help desk software options include Zendesk, Freshdesk, ServiceNow, Zoho Desk, and HubSpot Service Hub."}, {"id": "mai-20260917-1752-baseline|c170-l4|meta-small|ServiceNow", "prompt": "c170-l4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top HR help desk software options include Zendesk, Freshdesk, ServiceNow, Zoho Desk, and HubSpot Service Hub."}, {"id": "mai-20260917-1752-baseline|c170-l4|meta-small|Zoho Desk", "prompt": "c170-l4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top HR help desk software options include Zendesk, Freshdesk, ServiceNow, Zoho Desk, and HubSpot Service Hub."}, {"id": "mai-20260917-1752-baseline|c170-l4|meta-small|HubSpot Service Hub", "prompt": "c170-l4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top HR help desk software options include Zendesk, Freshdesk, ServiceNow, Zoho Desk, and HubSpot Service Hub."}, {"id": "mai-20260917-1752-baseline|c170-l4|minimax-small|Kinfolk", "prompt": "c170-l4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Kinfolk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest, most predictable model: Go with **Kinfolk** - flat annual fee, unlimited everything"}, {"id": "mai-20260917-1752-baseline|c170-l4|minimax-small|ServiceNow HR Service Delivery", "prompt": "c170-l4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need enterprise-grade with per-employee predictability: **ServiceNow HRSD** at $4-9/employee/month"}, {"id": "mai-20260917-1752-baseline|c170-l4|minimax-small|Zendesk Suite", "prompt": "c170-l4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want minimum cost: Use a **per-agent platform** like Zendesk or Freshservice"}, {"id": "mai-20260917-1752-baseline|c170-l4|minimax-small|Freshservice", "prompt": "c170-l4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use a **per-agent platform** like Zendesk or Freshservice, where costs are limited to your HR team size"}, {"id": "mai-20260917-1752-baseline|c170-l4|minimax-small|Hiver", "prompt": "c170-l4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Hiver**: $55-115/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-l4|minimax-small|Jira Service Management", "prompt": "c170-l4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Jira Service Management**: $20-51/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-l4|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-l4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the best balance of scalability and predictable total cost, **ServiceNow HR Service Delivery** and **enterprise licensing options** from vendors like Zendesk are top choices"}, {"id": "mai-20260917-1752-baseline|c170-l4|mistral-small|Zendesk", "prompt": "c170-l4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "While per-agent pricing is common, Zendesk also supports enterprise plans that can be more predictable for large teams."}, {"id": "mai-20260917-1752-baseline|c170-l4|moonshot-small|ServiceNow HRSD", "prompt": "c170-l4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ServiceNow HRSD** or **Workday Help**"}, {"id": "mai-20260917-1752-baseline|c170-l4|moonshot-small|Workday Help", "prompt": "c170-l4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Workday Help", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **ServiceNow HRSD** or **Workday Help**"}, {"id": "mai-20260917-1752-baseline|c170-l4|moonshot-small|Zendesk Enterprise", "prompt": "c170-l4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for Your Use Case: Per-Agent Pricing | Zendesk Enterprise | ~$169/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-l4|moonshot-small|Freshdesk Enterprise", "prompt": "c170-l4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Your Use Case: Per-Agent Pricing | Freshdesk Enterprise"}, {"id": "mai-20260917-1752-baseline|c170-l4|moonshot-small|BMC Helix", "prompt": "c170-l4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "BMC Helix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Your Use Case: Per-Agent Pricing | BMC Helix | ~$180-320/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-l4|moonshot-small|Kinfolk", "prompt": "c170-l4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Kinfolk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emerging Alternative: Kinfolk ... Worth evaluating if you want modern AI-native capabilities with guaranteed cost caps."}, {"id": "mai-20260917-1752-baseline|c170-l4|openai-small|ServiceNow HR Service Delivery", "prompt": "c170-l4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **ServiceNow HR Service Delivery**"}, {"id": "mai-20260917-1752-baseline|c170-l4|openai-small|Workday HR Service Delivery", "prompt": "c170-l4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Workday HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good if you already run Workday HCM and want HR help desk tightly integrated with your core HR system."}, {"id": "mai-20260917-1752-baseline|c170-l4|openai-small|SAP SuccessFactors Enterprise Service Management", "prompt": "c170-l4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "SAP SuccessFactors Enterprise Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid enterprise option, especially in SAP-heavy environments."}, {"id": "mai-20260917-1752-baseline|c170-l4|openai-small|Freshdesk Enterprise", "prompt": "c170-l4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more of a support desk tool than a deep HR service-delivery platform"}, {"id": "mai-20260917-1752-baseline|c170-l4|xai-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-l4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HR Service Delivery (HRSD) stands out as the best option**"}, {"id": "mai-20260917-1752-baseline|c170-l4|xai-small|Zendesk (Employee Service)", "prompt": "c170-l4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk (Employee Service)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unpredictable; AI overages ($1.50–$2/resolution) explode at scale."}, {"id": "mai-20260917-1752-baseline|c170-l4|xai-small|Workday Help", "prompt": "c170-l4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Help**: Most cost-effective per-employee ... if you're already on Workday HCM. Ultra-predictable but more basic"}, {"id": "mai-20260917-1752-baseline|c170-l4|xai-small|Freshservice", "prompt": "c170-l4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshservice**: If HR agents <200, agent-based pricing stays low and predictable"}, {"id": "mai-20260917-1752-baseline|c170-l4|xai-small|Jira Service Management", "prompt": "c170-l4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Predictable per agent; strong for dev/IT but less HR-specialized."}, {"id": "mai-20260917-1752-baseline|c170-l4|zai-small|ServiceNow (HR Service Delivery)", "prompt": "c170-l4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow (HR Service Delivery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the dominant platform for enterprise IT and HR service delivery. It is the best choice if you need a robust, scalable system"}, {"id": "mai-20260917-1752-baseline|c170-l4|zai-small|HelpSpot", "prompt": "c170-l4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Flat\" Pricing Predictability ... This is the most financially predictable option on the market."}, {"id": "mai-20260917-1752-baseline|c170-l4|zai-small|Oracle Cloud HCM (HR Help Desk)", "prompt": "c170-l4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Oracle Cloud HCM (HR Help Desk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already using Oracle for payroll, benefits, or core HR, this is the most cost-effective option."}, {"id": "mai-20260917-1752-baseline|c170-l4|zai-small|Zendesk", "prompt": "c170-l4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Per-Agent Software (like Zendesk) is Risky Here ... making Per-Agent models unpredictable and expensive."}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Jira Service Desk", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira Service Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many companies try to shoehorn HR into IT tools (like Jira Service Desk or Salesforce). At 5,000 seats, this often breaks"}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Salesforce", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "try to shoehorn HR into IT tools (like Jira Service Desk or Salesforce). At 5,000 seats, this often breaks"}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Front", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Modern Collaboration Hubs:** Front, Intercom (High usability, great for self-service)."}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Intercom", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Modern Collaboration Hubs:** Front, Intercom (High usability, great for self-service)."}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|ServiceNow", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Legacy Giants:** ServiceNow, Zendesk (Deep integration capabilities, heavier procurement overhead)."}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Zendesk", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Legacy Giants:** ServiceNow, Zendesk (Deep integration capabilities, heavier procurement overhead)."}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Glider", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Glider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HR-Native Solutions:** Glider, Repudi (Built specifically for HR queries, though sometimes smaller scale)."}, {"id": "mai-20260917-1752-baseline|c170-l5|alibaba-small|Repudi", "prompt": "c170-l5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Repudi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HR-Native Solutions:** Glider, Repudi (Built specifically for HR queries, though sometimes smaller scale)."}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|ServiceNow HR Service Delivery", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HR Service Delivery** — The market leader for large enterprises. Heavy, powerful, but expensive and complex to configure."}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|Workday Help", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Workday Help", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already a Workday customer... If you don't use Workday, this is a poor fit"}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|Zendesk Employee Service Suite", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk Employee Service Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mature ticketing with good HR-specific features... Flexible and relatively quick to configure."}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|Freshservice", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong value, per-agent pricing, good automation and SLA features. Could work but may feel less \"enterprise\""}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|Jira Service Management (Atlassian)", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "if you're a Jira-heavy shop; HR use is possible but needs heavy config"}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|Salesforce Employee Service", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Salesforce Employee Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you're already on Salesforce; it's an emerging play"}, {"id": "mai-20260917-1752-baseline|c170-l5|deepseek-small|BambooHR / Paylocity / UKG", "prompt": "c170-l5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "BambooHR / Paylocity / UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if you're already a customer of an HCM that offers a built-in help desk feature (less powerful, but simpler and cheaper)"}, {"id": "mai-20260917-1752-baseline|c170-l5|google-small|ServiceNow (HR Service Delivery - HRSD)", "prompt": "c170-l5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow (HR Service Delivery - HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight for enterprise. Incredibly secure, highly customizable, and massive integration capabilities, but comes with high licensing costs"}, {"id": "mai-20260917-1752-baseline|c170-l5|google-small|Jira Service Management (JSM) - HR Template", "prompt": "c170-l5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira Service Management (JSM) - HR Template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if your IT/Engineering teams already use Atlassian. It has enterprise-level security, SOC 2, and great SSO/SCIM"}, {"id": "mai-20260917-1752-baseline|c170-l5|google-small|Zendesk (Enterprise Suite)", "prompt": "c170-l5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk (Enterprise Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly flexible, incredibly strong API/integration ecosystem, and highly secure. Needs some customization to act like a dedicated HR tool"}, {"id": "mai-20260917-1752-baseline|c170-l5|google-small|UKG HR Service Delivery (formerly PeopleDoc)", "prompt": "c170-l5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "UKG HR Service Delivery (formerly PeopleDoc)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically built for HR. Has exceptional document management, highly granular security, and compliance workflows tailored perfectly to global HR teams."}, {"id": "mai-20260917-1752-baseline|c170-l5|google-small|Workday Help / Employee Center", "prompt": "c170-l5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Workday Help / Employee Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your HRIS is Workday, using their native ticketing/help module is often the easiest path to passing security"}, {"id": "mai-20260917-1752-baseline|c170-l5|meta-small|HRBench", "prompt": "c170-l5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HRBench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms that might fit these criteria include HRBench, HR Cloud, and Help Scout, among others."}, {"id": "mai-20260917-1752-baseline|c170-l5|meta-small|HR Cloud", "prompt": "c170-l5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms that might fit these criteria include HRBench, HR Cloud, and Help Scout, among others."}, {"id": "mai-20260917-1752-baseline|c170-l5|meta-small|Help Scout", "prompt": "c170-l5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms that might fit these criteria include HRBench, HR Cloud, and Help Scout, among others."}, {"id": "mai-20260917-1752-baseline|c170-l5|mistral-small|ServiceNow", "prompt": "c170-l5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors**: Based on your requirements (e.g., ServiceNow, BambooHR, UKG, Zendesk, Freshservice, or specialized HR help desk tools)."}, {"id": "mai-20260917-1752-baseline|c170-l5|mistral-small|BambooHR", "prompt": "c170-l5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., ServiceNow, BambooHR, UKG, Zendesk, Freshservice"}, {"id": "mai-20260917-1752-baseline|c170-l5|mistral-small|UKG", "prompt": "c170-l5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., ServiceNow, BambooHR, UKG, Zendesk, Freshservice"}, {"id": "mai-20260917-1752-baseline|c170-l5|mistral-small|Zendesk", "prompt": "c170-l5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., ServiceNow, BambooHR, UKG, Zendesk, Freshservice"}, {"id": "mai-20260917-1752-baseline|c170-l5|mistral-small|Freshservice", "prompt": "c170-l5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., ServiceNow, BambooHR, UKG, Zendesk, Freshservice"}, {"id": "mai-20260917-1752-baseline|c170-l5|moonshot-small|ServiceNow HR Service Delivery", "prompt": "c170-l5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most common shortlist is **ServiceNow vs. Zendesk**"}, {"id": "mai-20260917-1752-baseline|c170-l5|moonshot-small|Zendesk", "prompt": "c170-l5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most common shortlist is **ServiceNow vs. Zendesk**"}, {"id": "mai-20260917-1752-baseline|c170-l5|moonshot-small|Avature", "prompt": "c170-l5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prioritize vendors that have already survived enterprise InfoSec reviews (ServiceNow, Zendesk, Avature)"}, {"id": "mai-20260917-1752-baseline|c170-l5|moonshot-small|HR Acuity", "prompt": "c170-l5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HR Acuity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Specialized for ER/investigations, not general benefits/IT-style help desk"}, {"id": "mai-20260917-1752-baseline|c170-l5|moonshot-small|DeskPro / Other Enterprise ITSMs", "prompt": "c170-l5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "DeskPro / Other Enterprise ITSMs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "May require customization to fit HR-specific intake forms"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|ServiceNow HRSD", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top enterprise fits: ServiceNow HRSD (complex/large-scale), Zendesk Suite (flexible), Freshservice (ITSM with HR)."}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Zendesk", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk Suite (flexible)"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Freshservice", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice (ITSM with HR)"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Jira Service Management", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., from searches: ServiceNow HRSD, Zendesk, Freshservice, Jira Service Management, Siit, Deskpro"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Siit", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Siit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Siit, Deskpro, or HR-focused like Workativ or Desk365"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Deskpro", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Deskpro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Siit, Deskpro, or HR-focused like Workativ or Desk365"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Workativ", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HR-focused like Workativ or Desk365"}, {"id": "mai-20260917-1752-baseline|c170-l5|xai-small|Desk365", "prompt": "c170-l5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Desk365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HR-focused like Workativ or Desk365"}, {"id": "mai-20260917-1752-baseline|c170-l6|alibaba-small|Workday", "prompt": "c170-l6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large platforms like heavily customized instances of ServiceNow or expansive modules of Workday offer immense power but come with steep learning curves."}, {"id": "mai-20260917-1752-baseline|c170-l6|alibaba-small|SAP", "prompt": "c170-l6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "aging, on-premise HR modules (such as legacy SAP ECC versions ... **Why to Avoid:** These systems often have clunky user interfaces"}, {"id": "mai-20260917-1752-baseline|c170-l6|alibaba-small|ServiceNow", "prompt": "c170-l6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavily customized instances of ServiceNow ... If your organization lacks a dedicated \"Center of Excellence\" ... these tools can become liabilities."}, {"id": "mai-20260917-1752-baseline|c170-l6|alibaba-small|Microsoft Dynamics GP", "prompt": "c170-l6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Microsoft Dynamics GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "older Microsoft Dynamics GP setups) that are no longer receiving security patches ... **Why to Avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-l6|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-l6", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "is a poor fit if the enterprise does **not already run ServiceNow for ITSM**"}, {"id": "mai-20260917-1752-baseline|c170-l6|challenger-small|Applaud", "prompt": "c170-l6", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Applaud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "should be approached carefully if the organization wants a platform that is **not HR-owned**"}, {"id": "mai-20260917-1752-baseline|c170-l6|challenger-small|Leena AI", "prompt": "c170-l6", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be risky as a primary enterprise platform if the company needs a fully structured, end-to-end service delivery operating model"}, {"id": "mai-20260917-1752-baseline|c170-l6|deepseek-small|BambooHR", "prompt": "c170-l6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid/be cautious about SMB tools (BambooHR and similar) being pushed as enterprise solutions — they lack the multi-entity, compliance, and permission architecture."}, {"id": "mai-20260917-1752-baseline|c170-l6|deepseek-small|ServiceNow HR Service Delivery", "prompt": "c170-l6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviewers consistently flag it as not a full core-HR system... Cautions: high cost, steep learning curve, limited customization"}, {"id": "mai-20260917-1752-baseline|c170-l6|deepseek-small|Workday", "prompt": "c170-l6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The caution here is not capability; it's cost and implementation risk... \"overkill for smaller organizations\""}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Jira", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid: Using standard IT service management (ITSM) or customer service tools—such as basic Jira, general Zendesk, or basic Freshdesk—for HR case management"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Zendesk", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "such as basic Jira, general Zendesk, or basic Freshdesk—for HR case management without strict, dedicated HR partitions"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Freshdesk", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "such as basic Jira, general Zendesk, or basic Freshdesk—for HR case management without strict, dedicated HR partitions"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|ServiceNow", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you must use an enterprise ESM ... like ServiceNow or Salesforce, ensure you purchase and configure their *dedicated* HRSD/HR Service Management modules"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Salesforce", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you must use an enterprise ESM (Enterprise Service Management) player like ServiceNow or Salesforce, ensure you purchase and configure their *dedicated* HRSD/HR Service Management modules"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Dovetail", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Dovetail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise scale requires robust, specialized HRSD overlays (like Dovetail, Neocase, or ServiceNow HRSD)"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Neocase", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Neocase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise scale requires robust, specialized HRSD overlays (like Dovetail, Neocase, or ServiceNow HRSD)"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Moveworks", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look for platforms (like Moveworks or Leena AI) that ground their AI on your secure internal knowledge base"}, {"id": "mai-20260917-1752-baseline|c170-l6|google-small|Leena AI", "prompt": "c170-l6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for platforms (like Moveworks or Leena AI) that ground their AI on your secure internal knowledge base"}, {"id": "mai-20260917-1752-baseline|c170-l6|meta-small|ServiceNow HR Service Delivery", "prompt": "c170-l6", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "it appears that ServiceNow HR Service Delivery is a popular choice for large organizations with complex HR operations"}, {"id": "mai-20260917-1752-baseline|c170-l6|minimax-small|ServiceNow HR Service Delivery", "prompt": "c170-l6", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being frequently recommended for large enterprises, it comes with significant drawbacks: **Steep learning curve**... **High costs**"}, {"id": "mai-20260917-1752-baseline|c170-l6|mistral-small|Oracle Global Human Resources Cloud", "prompt": "c170-l6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle Global Human Resources Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users frequently report clunky navigation, weak reporting, and integration problems that break the promise of a unified HR experience."}, {"id": "mai-20260917-1752-baseline|c170-l6|mistral-small|ADP Vantage HCM", "prompt": "c170-l6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ADP Vantage HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often cited for limited customization, poor onboarding experiences, and integration issues that can disrupt HR workflows in large enterprises"}, {"id": "mai-20260917-1752-baseline|c170-l6|mistral-small|CEIPAL Workforce", "prompt": "c170-l6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "CEIPAL Workforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "having a hard-to-use interface, integration difficulties, and scalability issues, especially as organizations grow"}, {"id": "mai-20260917-1752-baseline|c170-l6|mistral-small|Dovetail HR", "prompt": "c170-l6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Dovetail HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Dovetail HR is criticized for operational inefficiencies, slow system changes, and limited flexibility"}, {"id": "mai-20260917-1752-baseline|c170-l6|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-l6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(with caveats) ... Users report complexity, customization overhead, navigation friction, and limited native payroll/core-HR depth."}, {"id": "mai-20260917-1752-baseline|c170-l6|mistral-small|SAP SuccessFactors", "prompt": "c170-l6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its HR service delivery capabilities are sometimes seen as less robust compared to dedicated HR service management platforms"}, {"id": "mai-20260917-1752-baseline|c170-l6|openai-small|Workday", "prompt": "c170-l6", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes large-suite vendors such as Workday, SAP, Oracle, UKG, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-l6|openai-small|SAP", "prompt": "c170-l6", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes large-suite vendors such as Workday, SAP, Oracle, UKG, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-l6|openai-small|Oracle", "prompt": "c170-l6", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes large-suite vendors such as Workday, SAP, Oracle, UKG, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-l6|openai-small|UKG", "prompt": "c170-l6", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes large-suite vendors such as Workday, SAP, Oracle, UKG, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-l6|openai-small|ServiceNow", "prompt": "c170-l6", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes large-suite vendors such as Workday, SAP, Oracle, UKG, and ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|ADP Workforce Now", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Vendors to Generally Avoid for Large-Scale Deployments... Small/mid-market-focused HRIS like ADP Workforce Now, Paychex, Paycor"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|Paychex", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small/mid-market-focused HRIS like ADP Workforce Now, Paychex, Paycor: poor scalability beyond 1,000-5,000 employees"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|Paycor", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small/mid-market-focused HRIS like ADP Workforce Now, Paychex, Paycor"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|SAP SuccessFactors", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overly complex enterprise suites without deep HR focus (e.g., SAP SuccessFactors if not already in SAP ecosystem)... escalating TCO"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|Workday", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "slammed for excessive cost, long onboarding... Reddit users advise steering clear unless hyper-growth justifies it"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|ServiceNow HR Service Delivery", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "low Trustpilot scores (1.9/5) flag implementation drags... customization inflates costs"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|BambooHR", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best-of-Breed Stacks (e.g., mixing BambooHR recruiting + UKG payroll + standalone ticketing): Endless vendor wrangling, broken APIs"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|UKG", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Benchmark against enterprise-proven options like ServiceNow (if IT-aligned), Oracle HCM Cloud, or UKG Pro for scale"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|Freshservice HR", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Freshservice HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Low-Scalability Self-Service Portals (e.g., lightweight tools like Freshservice HR or non-enterprise Zendesk): break under volume"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|Zendesk", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "lightweight tools like Freshservice HR or non-enterprise Zendesk: Fine for <500 users; break under volume"}, {"id": "mai-20260917-1752-baseline|c170-l6|xai-small|Oracle HCM Cloud", "prompt": "c170-l6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Benchmark against enterprise-proven options like ServiceNow (if IT-aligned), Oracle HCM Cloud, or UKG Pro for scale—but pilot rigorously"}, {"id": "mai-20260917-1752-baseline|c170-l6|zai-small|ServiceNow HRSD", "prompt": "c170-l6", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms explicitly built for large, complex orgs (e.g., ServiceNow HRSD, Workday HCM + Service Delivery, SAP SuccessFactors)."}, {"id": "mai-20260917-1752-baseline|c170-l6|zai-small|Workday HCM + Service Delivery", "prompt": "c170-l6", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday HCM + Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms explicitly built for large, complex orgs (e.g., ServiceNow HRSD, Workday HCM + Service Delivery, SAP SuccessFactors)."}, {"id": "mai-20260917-1752-baseline|c170-l6|zai-small|SAP SuccessFactors", "prompt": "c170-l6", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms explicitly built for large, complex orgs (e.g., ServiceNow HRSD, Workday HCM + Service Delivery, SAP SuccessFactors)."}, {"id": "mai-20260917-1752-baseline|c170-m1|alibaba-small|Freshservice", "prompt": "c170-m1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is widely considered the top pick for mid-market companies where HR and IT collaborate closely."}, {"id": "mai-20260917-1752-baseline|c170-m1|alibaba-small|HappyFox", "prompt": "c170-m1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Dedicated HR Help Desk (UI & UX Focus): **HappyFox**"}, {"id": "mai-20260917-1752-baseline|c170-m1|alibaba-small|ServiceNow (HRSD)", "prompt": "c170-m1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow (HRSD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Scalability... **Downside:** Higher implementation cost and time"}, {"id": "mai-20260917-1752-baseline|c170-m1|alibaba-small|Personio", "prompt": "c170-m1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for European/Mid-market UK companies. Combines Core HR, Recruitment, and a built-in ticketing/help desk interface"}, {"id": "mai-20260917-1752-baseline|c170-m1|alibaba-small|Rippling", "prompt": "c170-m1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want to automate HR workflows alongside IT setups."}, {"id": "mai-20260917-1752-baseline|c170-m1|anthropic-small|HappyFox Help Desk", "prompt": "c170-m1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HappyFox Help Desk is best for mid-market HR teams that want a polished ticketing UI"}, {"id": "mai-20260917-1752-baseline|c170-m1|anthropic-small|Zoho Desk", "prompt": "c170-m1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Desk is best for mid-sized organizations looking for an easy-to-configure HR help desk with strong Teams integration"}, {"id": "mai-20260917-1752-baseline|c170-m1|anthropic-small|InvGate Service Management", "prompt": "c170-m1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "InvGate Service Management is best for unifying HR and IT service delivery in one tool"}, {"id": "mai-20260917-1752-baseline|c170-m1|challenger-small|Freshdesk", "prompt": "c170-m1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is **Freshdesk**"}, {"id": "mai-20260917-1752-baseline|c170-m1|challenger-small|Freshservice", "prompt": "c170-m1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshservice** is the best fit for mid-market HR teams growing into enterprise service management (ESM)"}, {"id": "mai-20260917-1752-baseline|c170-m1|challenger-small|HappyFox", "prompt": "c170-m1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market HR teams that want a polished ticketing UI and straightforward deployment"}, {"id": "mai-20260917-1752-baseline|c170-m1|challenger-small|Featurebase", "prompt": "c170-m1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your HR support workflow needs a modern internal help desk experience"}, {"id": "mai-20260917-1752-baseline|c170-m1|challenger-small|Zoho Desk", "prompt": "c170-m1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a solid budget-conscious option for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|Zendesk for Employee Service", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zendesk for Employee Service** — *Best all-around for B2B mid-market*"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|Siit", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Siit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Siit** — *Best for Slack/Teams-first, modern teams*"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|HiBob (Bob)", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best if you want an HRIS-led approach*"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|HappyFox HR Help Desk", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox HR Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best value for cost-conscious teams*"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|Zoho People", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Most budget-friendly*"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|Salesforce", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already use Zendesk or Salesforce for customer support"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|BambooHR", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a **BambooHR/Rippling** HRIS with built-in employee case management may serve you better"}, {"id": "mai-20260917-1752-baseline|c170-m1|deepseek-small|Rippling", "prompt": "c170-m1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a **BambooHR/Rippling** HRIS with built-in employee case management may serve you better"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|ServiceNow", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rarely a massive enterprise monolith like ServiceNow or Workday Help—which require dedicated development teams and months of implementation"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|Workday Help", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Workday Help", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely a massive enterprise monolith like ServiceNow or Workday Help—which require dedicated development teams and months of implementation"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|Freshservice", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Freshservice (by Freshworks) — Best Overall Mid-Market Pick"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|Jira Service Management (JSM)", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Atlassian-Centric Companies"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|Zendesk Employee Experience", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Omnichannel & AI Maturity"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|UKG HR Service Delivery", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "UKG HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for HR-First & Compliance-Heavy Teams"}, {"id": "mai-20260917-1752-baseline|c170-m1|google-small|Hiver", "prompt": "c170-m1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Google Workspace (Gmail)-First Teams"}, {"id": "mai-20260917-1752-baseline|c170-m1|meta-small|Freshservice", "prompt": "c170-m1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshservice - best mid-market pick with HR packaging that exists, suitable for 200 to 2,000 employees"}, {"id": "mai-20260917-1752-baseline|c170-m1|meta-small|HappyFox Help Desk", "prompt": "c170-m1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HappyFox Help Desk - best for mid-market HR teams that want a polished ticketing UI."}, {"id": "mai-20260917-1752-baseline|c170-m1|minimax-small|Zoho Desk", "prompt": "c170-m1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Desk – Strong mid-market option with good automation, multi-channel support, and competitive pricing."}, {"id": "mai-20260917-1752-baseline|c170-m1|minimax-small|HappyFox", "prompt": "c170-m1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for intuitive UI, robust automation rules, and solid reporting."}, {"id": "mai-20260917-1752-baseline|c170-m1|minimax-small|Hiver", "prompt": "c170-m1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers an HR help desk specifically designed for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c170-m1|minimax-small|Featurebase", "prompt": "c170-m1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular with mid-market HR teams (5-30 employees) for its modern interface and ticketing capabilities."}, {"id": "mai-20260917-1752-baseline|c170-m1|minimax-small|GoCo", "prompt": "c170-m1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HR platform with built-in help desk features, good for mid-sized businesses wanting an all-in-one solution."}, {"id": "mai-20260917-1752-baseline|c170-m1|mistral-small|HappyFox Help Desk", "prompt": "c170-m1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox Help Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best HR help desk software options are **HappyFox Help Desk** and **Zendesk**"}, {"id": "mai-20260917-1752-baseline|c170-m1|mistral-small|Zendesk", "prompt": "c170-m1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best HR help desk software options are **HappyFox Help Desk** and **Zendesk**"}, {"id": "mai-20260917-1752-baseline|c170-m1|moonshot-small|Freshservice", "prompt": "c170-m1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick**: **Freshservice** offers the best balance of mid-market fit, HR-specific capabilities, reasonable pricing"}, {"id": "mai-20260917-1752-baseline|c170-m1|moonshot-small|HappyFox Help Desk", "prompt": "c170-m1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ranked as a top mid-market option with a polished, clean ticketing UI"}, {"id": "mai-20260917-1752-baseline|c170-m1|moonshot-small|Zoho Desk", "prompt": "c170-m1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong value for mid-market (8.4/10 value score)"}, {"id": "mai-20260917-1752-baseline|c170-m1|moonshot-small|SysAid", "prompt": "c170-m1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rated 8.7/10 for mid-market"}, {"id": "mai-20260917-1752-baseline|c170-m1|moonshot-small|Zendesk", "prompt": "c170-m1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Note**: Less ITSM-focused; better for general support than specialized HR workflows"}, {"id": "mai-20260917-1752-baseline|c170-m1|moonshot-small|ServiceNow", "prompt": "c170-m1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid ServiceNow** unless you have complex, cross-department enterprise needs... overkill for most mid-market companies"}, {"id": "mai-20260917-1752-baseline|c170-m1|openai-small|ServiceNow HR Service Delivery", "prompt": "c170-m1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around HR help desk software is usually **ServiceNow HR Service Delivery**"}, {"id": "mai-20260917-1752-baseline|c170-m1|openai-small|Zendesk for Employee Service", "prompt": "c170-m1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong option if you want something **simpler and faster to deploy**"}, {"id": "mai-20260917-1752-baseline|c170-m1|openai-small|Dovetail", "prompt": "c170-m1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Dovetail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if **HR case management and employee relations** are your core use cases"}, {"id": "mai-20260917-1752-baseline|c170-m1|xai-small|Freshservice (by Freshworks)", "prompt": "c170-m1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most recommended for mid-market HR teams**"}, {"id": "mai-20260917-1752-baseline|c170-m1|xai-small|HappyFox", "prompt": "c170-m1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Great straightforward option for mid-sized teams**"}, {"id": "mai-20260917-1752-baseline|c170-m1|xai-small|Zendesk", "prompt": "c170-m1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can feel overkill/expensive for pure HR; steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c170-m1|xai-small|Zoho Desk", "prompt": "c170-m1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho Desk (cheapest with free tier, ideal if in Zoho ecosystem)"}, {"id": "mai-20260917-1752-baseline|c170-m1|xai-small|Jira Service Management", "prompt": "c170-m1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jira Service Management (for dev-heavy B2B)"}, {"id": "mai-20260917-1752-baseline|c170-m1|xai-small|Siit", "prompt": "c170-m1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Siit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Siit (Slack/Teams-first)"}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|SysAid", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "SysAid", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall mid-market:** SysAid (8.7–8.8/10, configurable workflows, SLA control, audit trails)."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|HappyFox", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best UI & mid-market focus:** HappyFox (8.7–8.9/10, polished ticketing UI)."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|Zoho Desk", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value & Zoho ecosystem:** Zoho Desk ($7–$14/user/month, strong omnichannel HR support)."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|InvGate Service Management", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "InvGate Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for HR + IT unification:** InvGate Service Management."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|Featurebase", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best modern HR help desk:** Featurebase (AI agent, back-office tickets, internal help center)."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|Freshservice", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best free starting tier:** Freshservice (free up to 3 agents, mid-market/enterprise tier)."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|Help Scout", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best simple shared inbox feel:** Help Scout."}, {"id": "mai-20260917-1752-baseline|c170-m1|zai-small|Hiver", "prompt": "c170-m1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Gmail-heavy teams:** Hiver."}, {"id": "mai-20260917-1752-baseline|c170-m2|alibaba-small|Freshservice", "prompt": "c170-m2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder for Mid-Market Fit: Freshservice ... is a top contender."}, {"id": "mai-20260917-1752-baseline|c170-m2|alibaba-small|Dovetail Software", "prompt": "c170-m2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Specialist for Complex & Sensitive Cases: Dovetail Software"}, {"id": "mai-20260917-1752-baseline|c170-m2|alibaba-small|Applaud", "prompt": "c170-m2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Modern Experience Layer: Applaud"}, {"id": "mai-20260917-1752-baseline|c170-m2|alibaba-small|ServiceNow HR Service Delivery", "prompt": "c170-m2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Enterprise Scale\" Upgrade: ServiceNow HR Service Delivery ... gold standard for large-scale B2B operations."}, {"id": "mai-20260917-1752-baseline|c170-m2|alibaba-small|Workday Help", "prompt": "c170-m2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday Help", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some portals (like Workday Help or UKG People Assist) offer massive savings if we stick with the vendor we already pay."}, {"id": "mai-20260917-1752-baseline|c170-m2|alibaba-small|UKG People Assist", "prompt": "c170-m2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "UKG People Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some portals (like Workday Help or UKG People Assist) offer massive savings"}, {"id": "mai-20260917-1752-baseline|c170-m2|anthropic-small|HR Acuity", "prompt": "c170-m2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **HR Acuity** (Best for case management focus)"}, {"id": "mai-20260917-1752-baseline|c170-m2|anthropic-small|BambooHR", "prompt": "c170-m2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **BambooHR** (Best for employee self-service & usability)"}, {"id": "mai-20260917-1752-baseline|c170-m2|anthropic-small|UKG Ready", "prompt": "c170-m2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **UKG Ready** (Best for integrated solution)"}, {"id": "mai-20260917-1752-baseline|c170-m2|anthropic-small|Applaud", "prompt": "c170-m2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Applaud** (Best for employee experience)"}, {"id": "mai-20260917-1752-baseline|c170-m2|challenger-small|Dovetail", "prompt": "c170-m2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Dovetail** if you want the best balance of **HR case management + employee service portal** in one HR service delivery layer."}, {"id": "mai-20260917-1752-baseline|c170-m2|challenger-small|HR Acuity", "prompt": "c170-m2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HR Acuity** — best if your main need is **employee relations investigations** and defensible documentation."}, {"id": "mai-20260917-1752-baseline|c170-m2|challenger-small|Freshservice", "prompt": "c170-m2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **fast deployment** and a simpler HR service desk for midsize teams"}, {"id": "mai-20260917-1752-baseline|c170-m2|challenger-small|Case IQ", "prompt": "c170-m2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Case IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your cases are complex and you need stronger **investigative rigor** and reporting"}, {"id": "mai-20260917-1752-baseline|c170-m2|challenger-small|ServiceNow HRSD", "prompt": "c170-m2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you need a more enterprise-style shared services model and already have heavy workflow automation needs"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|Zendesk (Employee Service)", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zendesk (Employee Service)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best pick: Zendesk (Employee Service) — $29/agent, fast rollout (1–3 months), excellent employee experience"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|Freshservice (Business)", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also strong: Freshservice (Business) — $49/agent, mid-market ESM focus, good case workflows and automation"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|Jira Service Management", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already an Atlassian shop: Jira Service Management gives clean workflows and handoffs at a low cost."}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|BambooHR", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **BambooHR or Zendesk Employee Service** for the self-service portal"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|UKG", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already run a HCM (like BambooHR, UKG, ADP, or Workday): check the native self-service you already own first"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|ADP", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check the native self-service you already own first"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|Workday", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "beyond that, ServiceNow/Workday start to make sense"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|HR Acuity", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the consensus leader for mid-market to enterprise ER casework ... this is the top call"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|AllVoices", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "AllVoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lower-priced intake + anonymous reporting (great if you care about speak-up/whistleblower intake)"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|NAVEX One", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "pick this if ethics/compliance needs to live in the same case record"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|Case IQ", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Case IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "best for complex, multi-jurisdiction investigations"}, {"id": "mai-20260917-1752-baseline|c170-m2|deepseek-small|ServiceNow", "prompt": "c170-m2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "don't need enterprise-grade ServiceNow (that's really for large, complex, ITSM-mature organizations, and the cost is significant)"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|ServiceNow", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the massive price tag, long deployment times, and administrative burden of legacy giants like ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|Freshservice HR Service Delivery (HRSD)", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Freshservice is the top choice for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|Jira Service Management (JSM) for HR", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM) for HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Option 2: The Best for Atlassian/Tech-Heavy Organizations"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|Siit", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Siit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Option 3: The Best for Slack or Microsoft Teams-First Workplaces"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|Helpdesk 365 / Desk365", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Helpdesk 365 / Desk365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HelpDesk 365 (specifically built natively for Microsoft 365/Teams)"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|HR Acuity", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Option 4: The Best for Employee Relations (ER) & Compliance"}, {"id": "mai-20260917-1752-baseline|c170-m2|google-small|Dovetail Software", "prompt": "c170-m2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HR Acuity (or Dovetail Software)"}, {"id": "mai-20260917-1752-baseline|c170-m2|meta-small|Dovetail HR Service Delivery", "prompt": "c170-m2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dovetail offers a comprehensive HR case management and employee portal solution"}, {"id": "mai-20260917-1752-baseline|c170-m2|meta-small|Freshservice HR Service Delivery", "prompt": "c170-m2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshservice is a user-friendly HR automation platform designed for midsize firms."}, {"id": "mai-20260917-1752-baseline|c170-m2|meta-small|ServiceNow HR Service Delivery", "prompt": "c170-m2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ServiceNow HRSD provides a centralized platform for employees to get answers and resolve issues."}, {"id": "mai-20260917-1752-baseline|c170-m2|meta-small|HR Acuity", "prompt": "c170-m2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HR Acuity is an employee relations and HR case management software"}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|HR Acuity", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market B2B:** **HR Acuity** – Excellent for employee relations case management with defensible investigations and risk analytics."}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|Freshservice HR Service Delivery", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Great for quick deployment and intuitive use."}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|AllVoices", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "AllVoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for intake and anonymized reporting at a lower price point. Strong fit for companies with 200-2,000 employees."}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|Case IQ", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Case IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better if you have complex multi-jurisdiction investigations"}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|BambooHR", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for small to mid-size businesses (under 250 employees) wanting a polished HR portal"}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|Hibob", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Hibob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern employee portal centered on approvals, checklists, and reviews."}, {"id": "mai-20260917-1752-baseline|c170-m2|minimax-small|ADP Workforce Now", "prompt": "c170-m2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong option when you need one controlled HR portal workflow"}, {"id": "mai-20260917-1752-baseline|c170-m2|mistral-small|Freshservice HR Service Delivery", "prompt": "c170-m2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshservice HR Service Delivery** is a highly recommended choice due to its balance of usability, automation, and integration capabilities"}, {"id": "mai-20260917-1752-baseline|c170-m2|mistral-small|HR HelpDesk", "prompt": "c170-m2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR HelpDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a simpler, more focused HR case management tool, **HR HelpDesk** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c170-m2|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-m2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ServiceNow** is also worth considering"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|Zendesk for Employee Service", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zendesk for Employee Service** if you:"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|ServiceNow HR Service Delivery", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex Workflows ... Cons: Longer implementation, requires dedicated internal team, higher cost"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|Leena AI", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-First Employee Support"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|HappyFox", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market HR teams wanting polished UI"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|Freshservice", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IT + HR unified service desk"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|HiBob (Bob)", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Scaling mid-market with employee experience focus"}, {"id": "mai-20260917-1752-baseline|c170-m2|moonshot-small|HR Acuity", "prompt": "c170-m2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Employee relations & investigations"}, {"id": "mai-20260917-1752-baseline|c170-m2|openai-small|ServiceNow HR Service Delivery (HRSD) with Employee Center / Employee Center Pro", "prompt": "c170-m2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (HRSD) with Employee Center / Employee Center Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ServiceNow HR Service Delivery (HRSD) with Employee Center / Employee Center Pro**"}, {"id": "mai-20260917-1752-baseline|c170-m2|openai-small|SAP SuccessFactors Enterprise Service Management", "prompt": "c170-m2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Enterprise Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **SAP SuccessFactors Enterprise Service Management** is the better-fit choice because it's embedded in the HCM suite"}, {"id": "mai-20260917-1752-baseline|c170-m2|xai-small|BambooHR", "prompt": "c170-m2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top choice for an integrated HR case management and employee service portal solution"}, {"id": "mai-20260917-1752-baseline|c170-m2|xai-small|ServiceNow", "prompt": "c170-m2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful case mgmt, AI agent, knowledge base—but pricier/heavier setup for mid-sized."}, {"id": "mai-20260917-1752-baseline|c170-m2|xai-small|HR Acuity", "prompt": "c170-m2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specialized for investigations/risk; pair with BambooHR for full portal."}, {"id": "mai-20260917-1752-baseline|c170-m2|xai-small|Zendesk for Employee Service", "prompt": "c170-m2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered portal... Great if you need IT/HR shared desk"}, {"id": "mai-20260917-1752-baseline|c170-m2|xai-small|AllVoices", "prompt": "c170-m2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "AllVoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for culture-focused B2B; lighter on full portal."}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|Zendesk for HR", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zendesk for HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary HR Service Desk & Employee Portal** — **Zendesk for HR**"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|BambooHR", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Employee Self‑Service & HRIS Integration** — **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|ADP Workforce Now", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **ADP Workforce Now** if you’re payroll‑centric"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|HR Acuity", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Employee‑Relations & Investigations** | **HR Acuity** | Specialized for consistent, defensible investigations"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|ServiceNow HRSD", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**IT/HR Convergence** | **ServiceNow HRSD** | Strong workflows, cross‑department execution"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|Salesforce Service Cloud", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Salesforce‑Native** | **Salesforce Service Cloud** | Highly configurable"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|Jira Service Management", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Atlassian Stack** | **Jira Service Management** | Best if you use Jira/Confluence"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|Native HCM Help Desk", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Native HCM Help Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oracle/SAP/Workday Ecosystem** | **Native HCM Help Desk** | Seamless integration with your core HCM"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|Zoho Desk + Zoho People", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zoho Desk + Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Budget‑Conscious SMB** | **Zoho Desk + Zoho People** | Very low per‑agent cost"}, {"id": "mai-20260917-1752-baseline|c170-m2|zai-small|Darwinbox", "prompt": "c170-m2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**AI‑First ESS** | **BambooHR** (AI assistant) or **Darwinbox**"}, {"id": "mai-20260917-1752-baseline|c170-m3|alibaba-small|ServiceNow (HR Service Delivery)", "prompt": "c170-m3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow (HR Service Delivery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow is the market leader for large enterprises looking for robust backend workflows... **For massive scale/workflows:** Choose **ServiceNow**."}, {"id": "mai-20260917-1752-baseline|c170-m3|alibaba-small|Microsoft Viva", "prompt": "c170-m3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For Microsoft shops:** Choose **Viva**."}, {"id": "mai-20260917-1752-baseline|c170-m3|alibaba-small|Workday People", "prompt": "c170-m3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For pure simplicity/data integrity:** Choose **Workday People**."}, {"id": "mai-20260917-1752-baseline|c170-m3|alibaba-small|Zendesk", "prompt": "c170-m3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Companies that prioritize an easy-to-use, \"customer-experience\" style interface for employees."}, {"id": "mai-20260917-1752-baseline|c170-m3|alibaba-small|BambooHR", "prompt": "c170-m3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Small to mid-sized businesses that don't need the complexity of a dedicated help-desk software."}, {"id": "mai-20260917-1752-baseline|c170-m3|alibaba-small|Rippling", "prompt": "c170-m3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BambooHR & Rippling (Modern/SME Focused)... they have developed proprietary service delivery layers."}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large organizations with complex HR operations, it is the reference point most buyers benchmark against"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|Workday HCM", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides integrated employee self-service, skills cloud, and adaptive HR service delivery"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers Employee Central Service Center with AI-driven case routing, knowledge bases, and self-service"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|Justworks", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for integrated time tracking"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|Paylocity", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for employee self-service access"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|Deel HR", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best for managing global worker lifecycle"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|Freshservice", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best for centralized service catalog"}, {"id": "mai-20260917-1752-baseline|c170-m3|anthropic-small|Dovetail Software", "prompt": "c170-m3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Dovetail Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best for AI-assisted case management"}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** is strongest when you need **enterprise-grade workflow orchestration** across many departments and countries."}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when HR service delivery should stay tightly connected to an existing **SAP HCM environment**"}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|Workday", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "fits organizations that want **HR service delivery inside a broader HCM suite**"}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|ADP HR Assist", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more of a **support/compliance extension** than a standalone enterprise service platform"}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|Applaud", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "focuses on the **employee-facing experience**, especially portal design and self-service"}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|Leena AI Autonomous Agent", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI Autonomous Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "stands out for **automation and AI-first request handling**"}, {"id": "mai-20260917-1752-baseline|c170-m3|challenger-small|Zendesk for Employee Service", "prompt": "c170-m3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a good fit if HR wants a **ticketing-first model** with a familiar service-desk workflow"}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leading *standalone* service delivery platform... It's the top-rated overall pick in most 2026 reviews."}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|Workday HCM", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent user experience, configurable routing, strong reporting and analytics, all employee data in one system."}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|SAP SuccessFactors Employee Central", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already living in SAP that want service delivery integrated with their HCM."}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|Oracle HCM Cloud", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Similar enterprise HCM suites with varying strengths in payroll"}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|Microsoft Dynamics 365 Human Resources", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft ecosystem integration (Dynamics)"}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|UKG Pro", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar enterprise HCM suites with varying strengths in payroll (ADP/UKG)"}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|ADP Workforce Now", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ADP fits ADP-payroll-shops"}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|Rippling", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "choose Rippling if you want HR+IT+payroll unified and are scaling fast"}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|BambooHR", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "BambooHR notably lacks compliance intelligence and predictive analytics compared to the others."}, {"id": "mai-20260917-1752-baseline|c170-m3|deepseek-small|Gusto", "prompt": "c170-m3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "choose Gusto if you're a small US business where payroll simplicity matters most"}, {"id": "mai-20260917-1752-baseline|c170-m3|google-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-m3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight of enterprise-level service management."}, {"id": "mai-20260917-1752-baseline|c170-m3|google-small|UKG HR Service Delivery (formerly PeopleDoc)", "prompt": "c170-m3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG HR Service Delivery (formerly PeopleDoc)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose UKG if you are heavily regulated, operate in multiple countries with strict document laws"}, {"id": "mai-20260917-1752-baseline|c170-m3|google-small|Dovetail Software", "prompt": "c170-m3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Dovetail Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Dovetail or Neocase if you want a dedicated HR-specific tool with built-in case management"}, {"id": "mai-20260917-1752-baseline|c170-m3|google-small|Neocase", "prompt": "c170-m3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Neocase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly customizable digital shared-services specialist."}, {"id": "mai-20260917-1752-baseline|c170-m3|google-small|Freshservice (by Freshworks)", "prompt": "c170-m3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Freshservice if you are a growing mid-sized business looking for a cost-effective, easy-to-use ticketing platform"}, {"id": "mai-20260917-1752-baseline|c170-m3|google-small|Agentforce HR Service (by Salesforce)", "prompt": "c170-m3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Agentforce HR Service (by Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An AI-agent first platform leveraging the power of Salesforce CRM."}, {"id": "mai-20260917-1752-baseline|c170-m3|meta-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include ServiceNow HR Service Delivery"}, {"id": "mai-20260917-1752-baseline|c170-m3|meta-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP SuccessFactors, Workday HCM"}, {"id": "mai-20260917-1752-baseline|c170-m3|meta-small|Workday HCM", "prompt": "c170-m3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP SuccessFactors, Workday HCM"}, {"id": "mai-20260917-1752-baseline|c170-m3|meta-small|Oracle Fusion Cloud HCM Service Delivery", "prompt": "c170-m3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Fusion Cloud HCM Service Delivery"}, {"id": "mai-20260917-1752-baseline|c170-m3|meta-small|UKG Pro Workforce Management and HR Service Requests", "prompt": "c170-m3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro Workforce Management and HR Service Requests", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UKG Pro Workforce Management and HR Service Requests"}, {"id": "mai-20260917-1752-baseline|c170-m3|meta-small|HiBob HR Service Management", "prompt": "c170-m3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob HR Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HiBob HR Service Management. Each tool has its unique strengths"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large, complex organizations ... **Differentiation:** Enterprise-grade automation and scalability"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations already using SAP systems"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|Leena AI Autonomous Agent", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI Autonomous Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AI-led support workflows"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|Zendesk for Employee Service", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams wanting familiar ticketing model"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|ADP HR Assist", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Lighter HR support automation"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|Applaud", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Employee experience and portal design"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|Justworks", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Integrated time tracking"}, {"id": "mai-20260917-1752-baseline|c170-m3|minimax-small|Deel HR", "prompt": "c170-m3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Managing global worker lifecycle"}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises, **ServiceNow** is the top pick"}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if your HR already lives in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|ADP HR Assist", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "smaller or niche-focused organizations may prefer **ADP HR Assist**, **Applaud**, or **Freshservice**"}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Applaud", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "may prefer **ADP HR Assist**, **Applaud**, or **Freshservice**"}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Leena AI Autonomous Agent", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI Autonomous Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for AI-led support workflows, designed for high-volume request deflection."}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Zendesk for Employee Service", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for teams that want a familiar help desk ticketing model."}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Freshservice", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "may prefer **ADP HR Assist**, **Applaud**, or **Freshservice** depending on their specific needs"}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Paylocity", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for employee self-service access."}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Dovetail Software", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Dovetail Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for AI-assisted case management."}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|UKG", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for AI-driven workplace culture."}, {"id": "mai-20260917-1752-baseline|c170-m3|mistral-small|Sympa", "prompt": "c170-m3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Sympa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for customizable and user-friendly HR management."}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HRSD** is uniquely positioned as a service delivery orchestration layer that complements (rather than replaces) your core HRIS"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|Workday HCM", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Single cloud-native platform with strong financial-HR integration, modern UX"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular design, strong in global compliance and payroll"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|Oracle HCM Cloud", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full-suite HCM with strong talent management capabilities"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|UKG Pro", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-driven workplace culture tools, advanced scheduling, strong time & attendance"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|ADP Workforce Now", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent payroll/tax automation, massive dataset for benchmarking"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|Rippling", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unified HR + IT + Finance platform, zero-touch onboarding"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|BambooHR", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong HR data visualization, organizational visibility, user-friendly interface"}, {"id": "mai-20260917-1752-baseline|c170-m3|moonshot-small|Gusto", "prompt": "c170-m3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Payroll-native with excellent tax automation, simple and clean UX, affordable pricing"}, {"id": "mai-20260917-1752-baseline|c170-m3|openai-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-m3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **ServiceNow HRSD** if you want the **most flexible enterprise service platform**."}, {"id": "mai-20260917-1752-baseline|c170-m3|openai-small|SAP SuccessFactors Enterprise Service Management", "prompt": "c170-m3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Enterprise Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP SuccessFactors ESM** if you are already an **SAP shop**"}, {"id": "mai-20260917-1752-baseline|c170-m3|openai-small|SAP SuccessFactors Employee Central Service Center", "prompt": "c170-m3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Service Center", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is effectively the **legacy / older SAP HR help desk approach** - SAP now recommends the newer **Enterprise Service Management** solution instead"}, {"id": "mai-20260917-1752-baseline|c170-m3|openai-small|Workday Help / Workday HR service capabilities", "prompt": "c170-m3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday Help / Workday HR service capabilities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Workday** or **Oracle** if your HR platform is already there"}, {"id": "mai-20260917-1752-baseline|c170-m3|openai-small|Oracle HR Help Desk / Oracle HCM service tools", "prompt": "c170-m3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HR Help Desk / Oracle HCM service tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong fit for **Oracle-centric HR stacks**"}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ServiceNow shines in enterprise-scale automation & integrations... ServiceNow dominates G2 for large orgs"}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep core HR ties but slower ROI."}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|Workday HCM", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly but less specialized in pure ticketing."}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|Paylocity", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-sized firms balancing HR & culture ... strong self-service"}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|ADP HR Assist", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP HR Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP payroll users, lighter automation ... Simple for basic support."}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|UKG (Ultimate Kronos Group)", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ServiceNow & UKG lead in AI routing/deflection"}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|Freshservice", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pure service (ServiceNow, Freshservice)"}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|Applaud", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Applaud/Freshservice prioritize intuitive portals"}, {"id": "mai-20260917-1752-baseline|c170-m3|xai-small|Leena AI", "prompt": "c170-m3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Leena AI (emerging) specializes here but niche"}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|ServiceNow HR Service Delivery", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow HR Service Delivery** leads the pack for enterprise‑scale, AI‑driven case management and workflow orchestration."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Workday HCM", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday HCM** and **SAP SuccessFactors** are best if you want an all‑in‑one HR suite with built‑in self‑service."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|SAP SuccessFactors", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SAP‑centric environments; strong global HR capabilities."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Oracle HCM Cloud", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good fit for Oracle‑heavy stacks; strong reporting and integration."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Microsoft Dynamics 365 Human Resources", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Human Resources", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if your org is heavily Microsoft‑first; good for enterprises in that stack."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|UKG Pro", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**UKG Pro** and **ADP Workforce Now** are strong mid‑market choices, especially if payroll is your priority."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|ADP Workforce Now", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong mid‑market choices, especially if payroll is your priority"}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|BambooHR", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BambooHR** and **Rippling** shine for SMBs and growing companies"}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Rippling", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "with Rippling adding IT/finance integration"}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Gusto", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Simple, payroll‑first; good for early‑stage companies."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Zoho People", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Low cost; fits smaller teams or those already in the Zoho ecosystem."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Applaud", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Focus on employee‑facing knowledge and deflection, with AI‑curated content."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Moveworks", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for organizations that already have a ticketing system and just want an AI front door."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|eesel AI", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "eesel AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Chat‑first support that reads a knowledge base; many do not have full case tracking."}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Guru", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "AI‑only tools (Applaud, Moveworks, eesel AI, Guru, etc.)"}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Resolve (formerly Espressive Barista)", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Resolve (formerly Espressive Barista)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Companies that want a conversational AI layer on top of existing HR systems"}, {"id": "mai-20260917-1752-baseline|c170-m3|zai-small|Leena AI", "prompt": "c170-m3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Applaud, Moveworks, eesel AI, Guru, Resolve, Leena AI"}, {"id": "mai-20260917-1752-baseline|c170-m4|alibaba-small|Zoho Desk", "prompt": "c170-m4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best HR help desk software is generally **Zoho Desk** due to its robust free tier and scalable pricing"}, {"id": "mai-20260917-1752-baseline|c170-m4|alibaba-small|ProProfs", "prompt": "c170-m4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ProProfs** if ease of use is more important than advanced customization."}, {"id": "mai-20260917-1752-baseline|c170-m4|alibaba-small|Jira Service Management", "prompt": "c170-m4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Jira SM** if you have fewer than 10 HR staff and want to integrate with existing dev/IT tools."}, {"id": "mai-20260917-1752-baseline|c170-m4|alibaba-small|Zendesk", "prompt": "c170-m4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often undercutting competitors like Zendesk while offering similar automation workflows"}, {"id": "mai-20260917-1752-baseline|c170-m4|alibaba-small|Spiceworks Help Desk", "prompt": "c170-m4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks Help Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is less polished than modern SaaS alternatives, and the ad-supported model can sometimes feel intrusive."}, {"id": "mai-20260917-1752-baseline|c170-m4|anthropic-small|Zoho Desk", "prompt": "c170-m4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "An affordable omnichannel helpdesk solution with HR-focused ticketing... free plan for 3 agents... Standard plans starting at $14/user/month."}, {"id": "mai-20260917-1752-baseline|c170-m4|anthropic-small|Monday Service", "prompt": "c170-m4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Monday Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for internal support teams like HR, with an AI agent... Plans start at $31/seat per month"}, {"id": "mai-20260917-1752-baseline|c170-m4|anthropic-small|HappyFox Help Desk", "prompt": "c170-m4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HappyFox Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An HR help desk software designed to streamline employee support and efficiently manage employee requests."}, {"id": "mai-20260917-1752-baseline|c170-m4|anthropic-small|Sloneek", "prompt": "c170-m4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Sloneek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sloneek delivers straightforward HR tools at affordable, transparent pricing"}, {"id": "mai-20260917-1752-baseline|c170-m4|challenger-small|Zoho Desk", "prompt": "c170-m4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest low-cost pick is usually **Zoho Desk** if you want a dedicated HR help desk"}, {"id": "mai-20260917-1752-baseline|c170-m4|challenger-small|Zoho People", "prompt": "c170-m4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho People** is often the best value for broader HR needs"}, {"id": "mai-20260917-1752-baseline|c170-m4|challenger-small|Spiceworks", "prompt": "c170-m4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spiceworks / Jira Service Management** \\u2014 best if you need a **free** starting point"}, {"id": "mai-20260917-1752-baseline|c170-m4|challenger-small|Jira Service Management", "prompt": "c170-m4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jira Service Management free for up to three agents are also budget-friendly options"}, {"id": "mai-20260917-1752-baseline|c170-m4|challenger-small|Freshdesk", "prompt": "c170-m4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good low-cost general help desk option for small businesses"}, {"id": "mai-20260917-1752-baseline|c170-m4|challenger-small|HelpDesk.com", "prompt": "c170-m4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "simple option for small businesses, but typically pricier than Zoho Desk"}, {"id": "mai-20260917-1752-baseline|c170-m4|deepseek-small|Zoho Desk", "prompt": "c170-m4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zoho Desk**"}, {"id": "mai-20260917-1752-baseline|c170-m4|deepseek-small|Spiceworks", "prompt": "c170-m4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Completely free cloud help desk for very small teams"}, {"id": "mai-20260917-1752-baseline|c170-m4|deepseek-small|osTicket", "prompt": "c170-m4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DIY teams that can self-host their own platform"}, {"id": "mai-20260917-1752-baseline|c170-m4|deepseek-small|Freshservice", "prompt": "c170-m4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong automation, but no free tier and priced higher"}, {"id": "mai-20260917-1752-baseline|c170-m4|deepseek-small|Freshdesk", "prompt": "c170-m4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good general-purpose alternative with a free tier"}, {"id": "mai-20260917-1752-baseline|c170-m4|deepseek-small|Jira Service Management", "prompt": "c170-m4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good if your company already uses Atlassian tools"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|ServiceNow", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "purchasing a dedicated, enterprise-level HR service delivery platform (like ServiceNow or Zendesk for Employee Service) is rarely cost-effective"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|Zendesk for Employee Service", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "purchasing a dedicated, enterprise-level HR service delivery platform (like ServiceNow or Zendesk for Employee Service) is rarely cost-effective"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|Jira Service Management (JSM)", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "want a polished, highly customizable ticketing experience for **free**, go with **Jira Service Management**"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|Zoho Desk", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **cheap paid system** that will scale easily as you hire more HR agents, choose **Zoho Desk**"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|Hiver", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team wants to **keep things incredibly simple** and use email, go with **Hiver**"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|Suptask", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Suptask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "choose **Suptask** (for Slack)"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|FreeScout", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "FreeScout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Tech-savvy companies looking for a 100% free, self-hosted, and private solution"}, {"id": "mai-20260917-1752-baseline|c170-m4|google-small|Help Scout", "prompt": "c170-m4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source alternative to premium help desks like Help Scout"}, {"id": "mai-20260917-1752-baseline|c170-m4|meta-small|Zoho Desk", "prompt": "c170-m4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best HR help desk software for a company with a limited budget is Zoho Desk, as it is considered the best budget option for small HR teams."}, {"id": "mai-20260917-1752-baseline|c170-m4|meta-small|Spiceworks", "prompt": "c170-m4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Spiceworks, Jira's small team plan"}, {"id": "mai-20260917-1752-baseline|c170-m4|meta-small|Jira", "prompt": "c170-m4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Spiceworks, Jira's small team plan"}, {"id": "mai-20260917-1752-baseline|c170-m4|minimax-small|Zoho Desk", "prompt": "c170-m4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best HR help desk software for a company with a limited budget is **Zoho Desk**"}, {"id": "mai-20260917-1752-baseline|c170-m4|minimax-small|HelpDesk.com", "prompt": "c170-m4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HelpDesk.com** - $29/agent/month - Simple solution for small businesses"}, {"id": "mai-20260917-1752-baseline|c170-m4|minimax-small|LiveAgent", "prompt": "c170-m4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "LiveAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LiveAgent** - Highly rated for multichannel support in one inbox"}, {"id": "mai-20260917-1752-baseline|c170-m4|minimax-small|Tidio", "prompt": "c170-m4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tidio** - Great for live chat and AI chatbots"}, {"id": "mai-20260917-1752-baseline|c170-m4|mistral-small|Zoho Desk", "prompt": "c170-m4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Desk** is often recommended as the best budget-friendly HR help desk software"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Zoho Desk", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Desk** – Best Overall Budget Option"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Spiceworks", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Spiceworks** – Completely free help desk software"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Zoho People", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd suggest starting with **Zoho Desk's free tier** or **Zoho People's free plan** (up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Jira", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jira** – Free plan for small teams"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Connecteam", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Connecteam** or **Homebase** – Free for up to 10 employees"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Homebase", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Connecteam** or **Homebase** – Free for up to 10 employees"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|Hiver", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hiver** | $25/agent/month | Small teams using Google Workspace"}, {"id": "mai-20260917-1752-baseline|c170-m4|moonshot-small|HelpDesk.com", "prompt": "c170-m4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**HelpDesk.com** | $29/agent/month | Simple solutions for small businesses"}, {"id": "mai-20260917-1752-baseline|c170-m4|openai-small|Zoho Desk Free", "prompt": "c170-m4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best value pick is usually Zoho Desk Free"}, {"id": "mai-20260917-1752-baseline|c170-m4|openai-small|Freshdesk Growth", "prompt": "c170-m4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk Growth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong low-cost option at **$19 per agent/month billed annually**"}, {"id": "mai-20260917-1752-baseline|c170-m4|openai-small|Zendesk Employee Service Suite", "prompt": "c170-m4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk Employee Service Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it starts at **$29/month**, so it's usually better if you need more polished employee-service features and can spend more"}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|Zoho Desk", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Desk stands out as the top recommendation for HR help desk software on a limited budget.**"}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|Jira Service Management", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for internal workflows but steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|Freshservice", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly automation | Clean interface"}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|ProProfs Help Desk", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ProProfs Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat pricing helps small fixed budgets; easy setup."}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|Pipefy", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-driven; great for HR processes like onboarding requests."}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|Spiceworks", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "general tools like Spiceworks (free) work but lack HR polish"}, {"id": "mai-20260917-1752-baseline|c170-m4|xai-small|Suptask", "prompt": "c170-m4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Suptask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Slack integration? Suptask at $7/user/mo"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Spiceworks", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Smallest teams (≤5 employees):** Zoho People (free tier) or Spiceworks"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|osTicket", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**osTicket** and **HESK** are free and give you full control, but require IT maintenance."}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|HESK", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HESK", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Self-hosted & customizable:** osTicket or HESK"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|HubSpot Service Hub", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams that want free unlimited users"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Zoho Desk", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Up to 3 agents, email ticketing, help center, basic reporting"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Zoho People", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you have ≤5 employees, **Zoho People’s free plan** or **Spiceworks** may cover your needs entirely."}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Suptask", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Suptask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free for up to 3 agents; Slack-native ticketing"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Jira Service Management", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free for up to 3 agents; ITSM features, request forms"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Desk365", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Desk365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free for up to 3 agents; shared inbox, basic automation"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Pipefy", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Need visual workflows:** Pipefy or ClickUp"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|ClickUp", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Need visual workflows:** Pipefy or ClickUp"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|HelpDesk.com", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Want a simple, affordable paid tool:** ProProfs or HelpDesk.com"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Hiver", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Gmail-heavy teams:** Hiver"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|ProProfs", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Want a simple, affordable paid tool:** ProProfs or HelpDesk.com"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Freshservice", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Mid-market teams wanting user-friendly ITSM | $19/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-m4|zai-small|Zendesk", "prompt": "c170-m4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Larger teams needing advanced workflows & AI"}, {"id": "mai-20260917-1752-baseline|c170-m5|alibaba-small|Zendesk", "prompt": "c170-m5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zendesk (with Zendesk Gainsight/HR add-ons):** Robust, but can be expensive."}, {"id": "mai-20260917-1752-baseline|c170-m5|alibaba-small|Hiver", "prompt": "c170-m5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A great \"ticket-in-email\" option if your HR team lives in Gmail."}, {"id": "mai-20260917-1752-baseline|c170-m5|alibaba-small|Freshdesk/Freshservice", "prompt": "c170-m5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshdesk/Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong mid-market options with good pricing."}, {"id": "mai-20260917-1752-baseline|c170-m5|alibaba-small|Help Scout", "prompt": "c170-m5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very user-friendly, excellent for companies prioritizing a human, conversational tone."}, {"id": "mai-20260917-1752-baseline|c170-m5|alibaba-small|Jira Service Management", "prompt": "c170-m5", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often chosen if you already use Jira and want unified IT/HR support."}, {"id": "mai-20260917-1752-baseline|c170-m5|deepseek-small|HappyFox", "prompt": "c170-m5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HappyFox** — polished ticketing UI, good for mid-market"}, {"id": "mai-20260917-1752-baseline|c170-m5|deepseek-small|SysAid", "prompt": "c170-m5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "SysAid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SysAid** — strong mid-market option"}, {"id": "mai-20260917-1752-baseline|c170-m5|deepseek-small|Zendesk", "prompt": "c170-m5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zendesk** — mature automation, scales well"}, {"id": "mai-20260917-1752-baseline|c170-m5|deepseek-small|Hiver", "prompt": "c170-m5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hiver** — great if your HR team lives in Gmail"}, {"id": "mai-20260917-1752-baseline|c170-m5|deepseek-small|InvGate", "prompt": "c170-m5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "InvGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**InvGate** — if you want to unify HR and IT service delivery"}, {"id": "mai-20260917-1752-baseline|c170-m5|deepseek-small|ServiceNow HR", "prompt": "c170-m5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only if you already run ServiceNow ITSM (likely overkill otherwise)"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|ServiceNow", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy-duty tools like ServiceNow or Workday are likely too expensive, complex, and will take 9 to 18 months to implement"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Workday", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy-duty tools like ServiceNow or Workday are likely too expensive, complex"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Jira", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"piggybacking\" on the IT department's existing ticketing software (like standard Jira or Zendesk) to save money. **This is a major compliance and security risk.**"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Zendesk", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "like standard Jira or Zendesk) to save money. **This is a major compliance and security risk.**"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|HR Acuity", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary goal is compliance, US labor law... Look at **HR Acuity** or **Dovetail Software**"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Dovetail", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Dovetail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a dedicated HR case management tool (like **HR Acuity** or **Dovetail**) if your primary concern is US compliance"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Freshservice", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look at **Freshservice**. It is highly customizable, keeps HR and IT queues strictly separated for privacy, and is incredibly popular in the mid-market."}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|eesel AI", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want to resolve questions directly inside Slack/Teams without a heavy setup: Look at tools like **eesel AI** or **Moveworks**"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Moveworks", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at tools like **eesel AI** or **Moveworks**. They sit on top of your existing communication tools"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|HappyFox", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you want a modern, clean, out-of-the-box ticketing inbox: Look at **HappyFox** or **Featurebase**"}, {"id": "mai-20260917-1752-baseline|c170-m5|google-small|Featurebase", "prompt": "c170-m5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look at **HappyFox** or **Featurebase**. Both offer highly polished UIs that are easy for a mid-market team to deploy"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|Jira", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Don't just use Jira or ServiceNow out of the box—you need HR-specific workflows"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|ServiceNow", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Don't just use Jira or ServiceNow out of the box—you need HR-specific workflows"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|BambooHR", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common options include **BambooHR**, **Workday**, **Zendesk for HR**"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|Workday", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common options include **BambooHR**, **Workday**, **Zendesk for HR**"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|Zendesk for HR", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk for HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common options include **BambooHR**, **Workday**, **Zendesk for HR**"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|Boozt", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Boozt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HR-specific tools like **Boozt** or **HR Cloud**"}, {"id": "mai-20260917-1752-baseline|c170-m5|minimax-small|HR Cloud", "prompt": "c170-m5", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HR-specific tools like **Boozt** or **HR Cloud**"}, {"id": "mai-20260917-1752-baseline|c170-m5|mistral-small|ServiceNow", "prompt": "c170-m5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research vendors like ServiceNow, BambooHR, Zendesk, Freshservice, or specialized HR help desk tools."}, {"id": "mai-20260917-1752-baseline|c170-m5|mistral-small|BambooHR", "prompt": "c170-m5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research vendors like ServiceNow, BambooHR, Zendesk, Freshservice, or specialized HR help desk tools."}, {"id": "mai-20260917-1752-baseline|c170-m5|mistral-small|Zendesk", "prompt": "c170-m5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research vendors like ServiceNow, BambooHR, Zendesk, Freshservice, or specialized HR help desk tools."}, {"id": "mai-20260917-1752-baseline|c170-m5|mistral-small|Freshservice", "prompt": "c170-m5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research vendors like ServiceNow, BambooHR, Zendesk, Freshservice, or specialized HR help desk tools."}, {"id": "mai-20260917-1752-baseline|c170-m5|xai-small|Zendesk / Jira Service Management", "prompt": "c170-m5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk / Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong automation, integrations, analytics. | $20/agent/mo | High-volume, IT-adjacent HR."}, {"id": "mai-20260917-1752-baseline|c170-m5|xai-small|Freshservice / Freshdesk", "prompt": "c170-m5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice / Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HR workflows, self-service focus. | $15/agent/mo | Easy adoption."}, {"id": "mai-20260917-1752-baseline|c170-m5|xai-small|HappyFox", "prompt": "c170-m5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Polished UI, custom routing, affordable.| $21/agent/mo | Mid-market balance."}, {"id": "mai-20260917-1752-baseline|c170-m5|xai-small|ServiceNow", "prompt": "c170-m5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-grade, but scalable down. | Custom (~$100/user/yr) | Complex needs."}, {"id": "mai-20260917-1752-baseline|c170-m5|xai-small|Help Scout", "prompt": "c170-m5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shared inbox + KB, simple scaling. | $20/user/mo | Email-heavy teams."}, {"id": "mai-20260917-1752-baseline|c170-m6|alibaba-small|ServiceNow HR Service Delivery", "prompt": "c170-m6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid these unless you have a dedicated internal IT/HRIS specialist and the scale to demand global standardization."}, {"id": "mai-20260917-1752-baseline|c170-m6|alibaba-small|SAP SuccessFactors Service Delivery", "prompt": "c170-m6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Heavyweight\" Enterprise Platforms (For Small-to-Mid-Sized Organizations) ... Avoid these unless you have a dedicated internal IT/HRIS specialist"}, {"id": "mai-20260917-1752-baseline|c170-m6|alibaba-small|Zendesk", "prompt": "c170-m6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Many organizations try to use their IT ticketing system (like Zendesk or Jira Service Management) to handle HR tickets. Why to avoid"}, {"id": "mai-20260917-1752-baseline|c170-m6|alibaba-small|Jira Service Management", "prompt": "c170-m6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Many organizations try to use their IT ticketing system (like Zendesk or Jira Service Management) to handle HR tickets. Why to avoid"}, {"id": "mai-20260917-1752-baseline|c170-m6|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-m6", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One buyer guide explicitly says not to buy ServiceNow HR Service Delivery in that case."}, {"id": "mai-20260917-1752-baseline|c170-m6|deepseek-small|UKG (Kronos Private Cloud / Workforce Central)", "prompt": "c170-m6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "UKG (Kronos Private Cloud / Workforce Central)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid (or heavily vet)**: UKG's Kronos Private Cloud (until proven post-breach credibility is restored)"}, {"id": "mai-20260917-1752-baseline|c170-m6|deepseek-small|Tyler Technologies", "prompt": "c170-m6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Tyler Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tyler Technologies for public-sector HR (documented breach + settlement)"}, {"id": "mai-20260917-1752-baseline|c170-m6|deepseek-small|Oracle E-Business Suite", "prompt": "c170-m6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle E-Business Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Oracle EBS for HR without a dedicated security audit"}, {"id": "mai-20260917-1752-baseline|c170-m6|deepseek-small|MOVEit Transfer", "prompt": "c170-m6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "MOVEit Transfer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "any vendor that relies on MOVEit file transfer without evidence of patching"}, {"id": "mai-20260917-1752-baseline|c170-m6|deepseek-small|SAP", "prompt": "c170-m6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Large ERP suites (SAP, Oracle) ... where HR case management isn't the vendor's core competency"}, {"id": "mai-20260917-1752-baseline|c170-m6|deepseek-small|ServiceNow", "prompt": "c170-m6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "broad enterprise platforms (ServiceNow, although its HR module generally rates well)"}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|Jira Service Management", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Culprit: Using standard IT ticketing platforms (like basic configurations of Jira Service Management, ServiceNow ITSM, or legacy IT help desks) to handle human resources."}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|ServiceNow ITSM", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow ITSM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using standard IT ticketing platforms (like basic configurations of Jira Service Management, ServiceNow ITSM, or legacy IT help desks) to handle human resources."}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|ServiceNow HRSD", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavyweight, enterprise-tier giants like ServiceNow HRSD or Workday Help... frequently over-purchased by companies that lack the resources to maintain them."}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|Workday Help", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday Help", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Training Paywall: Some giants (like Workday) restrict administrative training behind costly, customer-only certification paths."}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|Zendesk", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Standard customer service (CS) platforms like basic Zendesk, Freshdesk, or HubSpot being used for internal employees... will treat employees exactly like external buyers."}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|Freshdesk", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Standard customer service (CS) platforms like basic Zendesk, Freshdesk, or HubSpot being used for internal employees"}, {"id": "mai-20260917-1752-baseline|c170-m6|google-small|HubSpot", "prompt": "c170-m6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standard customer service (CS) platforms like basic Zendesk, Freshdesk, or HubSpot being used for internal employees"}, {"id": "mai-20260917-1752-baseline|c170-m6|meta-small|ServiceNow HR Service Delivery", "prompt": "c170-m6", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it is considered one of the best overall HR service delivery software for large, complex organizations, it has a steep learning curve."}, {"id": "mai-20260917-1752-baseline|c170-m6|meta-small|MHC Software", "prompt": "c170-m6", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "MHC Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It is mentioned as having structured processes that are easier to maintain once implemented, but it is not clear if it has any specific issues."}, {"id": "mai-20260917-1752-baseline|c170-m6|moonshot-small|Workday", "prompt": "c170-m6", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently cited as unintuitive and overly complex for end users."}, {"id": "mai-20260917-1752-baseline|c170-m6|xai-small|Workday", "prompt": "c170-m6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often called the \"most hated\" HR platform in user forums ... avoid if you need simplicity."}, {"id": "mai-20260917-1752-baseline|c170-m6|xai-small|ADP (Workforce Now, Vantage HCM)", "prompt": "c170-m6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ADP (Workforce Now, Vantage HCM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong payroll but risky for full HR service delivery."}, {"id": "mai-20260917-1752-baseline|c170-m6|xai-small|Oracle HCM Cloud (Global HR)", "prompt": "c170-m6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle HCM Cloud (Global HR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overwhelming complexity, poor navigation/usability, integration challenges"}, {"id": "mai-20260917-1752-baseline|c170-m6|xai-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-m6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steep learning curve, high customization complexity ... caution for mid-market."}, {"id": "mai-20260917-1752-baseline|c170-m6|xai-small|BambooHR", "prompt": "c170-m6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize tools like BambooHR or UKG for better UX (higher consistent ratings)."}, {"id": "mai-20260917-1752-baseline|c170-m6|xai-small|UKG", "prompt": "c170-m6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize tools like BambooHR or UKG for better UX (higher consistent ratings)."}, {"id": "mai-20260917-1752-baseline|c170-m6|zai-small|Jira Service Management", "prompt": "c170-m6", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic IT ticketing systems (e.g., Jira Service Management, Zendesk, Freshservice)\n**Why to avoid or use with caution:**"}, {"id": "mai-20260917-1752-baseline|c170-m6|zai-small|Zendesk", "prompt": "c170-m6", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Generic IT ticketing systems** (Jira, Zendesk, Freshservice) without deep HR customization."}, {"id": "mai-20260917-1752-baseline|c170-m6|zai-small|Freshservice", "prompt": "c170-m6", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Generic IT ticketing systems** (Jira, Zendesk, Freshservice) without deep HR customization."}, {"id": "mai-20260917-1752-baseline|c170-s1|alibaba-small|Help Scout", "prompt": "c170-s1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Help Scout"}, {"id": "mai-20260917-1752-baseline|c170-s1|alibaba-small|Hiver", "prompt": "c170-s1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Gmail & Google Workspace Users: Hiver"}, {"id": "mai-20260917-1752-baseline|c170-s1|alibaba-small|Freshdesk", "prompt": "c170-s1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Self-Service & AI: Freshdesk (Freddy AI)"}, {"id": "mai-20260917-1752-baseline|c170-s1|alibaba-small|HelpDesk.com", "prompt": "c170-s1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Budget: HelpDesk.com"}, {"id": "mai-20260917-1752-baseline|c170-s1|alibaba-small|Zendesk", "prompt": "c170-s1", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Slack Integration: Zendesk"}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Gusto", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, starting with Gusto or BambooHR paired with an internal help desk tool like Freshservice or Zendesk offers good coverage."}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|BambooHR", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with Gusto or BambooHR paired with an internal help desk tool"}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|OfficeAmp", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "OfficeAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best internal help desk software for small businesses in 2026 includes OfficeAmp, Freshservice, Zendesk, Halp, and HappyFox."}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Freshservice", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "paired with an internal help desk tool like Freshservice or Zendesk offers good coverage"}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Zendesk", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "paired with an internal help desk tool like Freshservice or Zendesk"}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Halp", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Halp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes OfficeAmp, Freshservice, Zendesk, Halp, and HappyFox"}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|HappyFox", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "includes OfficeAmp, Freshservice, Zendesk, Halp, and HappyFox"}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Rippling", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling is recommended for businesses that want HR and IT connected in one system."}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Zoho People", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Zoho People offers an HR help desk feature by upgrading to higher tiers."}, {"id": "mai-20260917-1752-baseline|c170-s1|anthropic-small|Insperity", "prompt": "c170-s1", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Insperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Insperity is a full-service HR and professional employer organization that provides an additional HR support desk"}, {"id": "mai-20260917-1752-baseline|c170-s1|challenger-small|HelpDesk.com", "prompt": "c170-s1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best HR help desk software is usually **HelpDesk.com** if you want the simplest, fastest-to-adopt option for a small team"}, {"id": "mai-20260917-1752-baseline|c170-s1|challenger-small|HelpDesk 365", "prompt": "c170-s1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already built around Microsoft 365, **HelpDesk 365** is the stronger fit"}, {"id": "mai-20260917-1752-baseline|c170-s1|challenger-small|Help Scout", "prompt": "c170-s1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Help Scout** is also a strong choice for small and mid-sized B2B teams"}, {"id": "mai-20260917-1752-baseline|c170-s1|challenger-small|Zoho Desk / Zoho People", "prompt": "c170-s1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk / Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a broader small-business HR stack and already use Zoho tools"}, {"id": "mai-20260917-1752-baseline|c170-s1|challenger-small|BoldDesk", "prompt": "c170-s1", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BoldDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good for startups and growing companies that want a clean UI and task-based ticketing"}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|Hiver", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Hiver** offers the best balance of affordability, ease of use, and features"}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|Zoho Desk", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value / budget-friendly ... If you need the lowest possible cost, **Zoho Desk's free tier** is your best starting point."}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|HelpDesk.com", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for a simple, dedicated ticketing tool"}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|Freshservice", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a polished, user-friendly option"}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|Zendesk", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful and proven, but pricier (~$19–$55/agent/month) and often overkill for a small B2B company."}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|BambooHR", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more of an HRMS than a pure ticketing system"}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|OfficeAmp", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "OfficeAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OfficeAmp or Halp fit Slack/Teams users"}, {"id": "mai-20260917-1752-baseline|c170-s1|deepseek-small|Halp", "prompt": "c170-s1", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Halp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OfficeAmp or Halp fit Slack/Teams users"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Suptask", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Suptask", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Suptask if you want to run everything securely within Slack and need to keep sensitive HR issues completely private"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Siit", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Siit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Siit or Unthread if you want a Slack-native tool that automatically answers basic questions using AI"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Unthread", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Unthread", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Siit or Unthread if you want a Slack-native tool that automatically answers basic questions using AI"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Hiver", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Hiver if your HR team lives in Gmail all day"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Help Scout", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Help Scout if you want a simple, budget-friendly email ticketing portal"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Rippling", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling features incredibly robust built-in workflow automations"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|BambooHR", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BambooHR has simple built-in employee-facing portals"}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Jira", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Standard IT help desks (like Jira or Zendesk) send emails to employees that look like \"Ticket #40928 has been resolved\""}, {"id": "mai-20260917-1752-baseline|c170-s1|google-small|Zendesk", "prompt": "c170-s1", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Standard IT help desks (like Jira or Zendesk) send emails to employees that look like \"Ticket #40928 has been resolved\""}, {"id": "mai-20260917-1752-baseline|c170-s1|meta-small|HelpDesk.com", "prompt": "c170-s1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated HR help desk software include HelpDesk.com, Zendesk, and Freshdesk."}, {"id": "mai-20260917-1752-baseline|c170-s1|meta-small|Zendesk", "prompt": "c170-s1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated HR help desk software include HelpDesk.com, Zendesk, and Freshdesk."}, {"id": "mai-20260917-1752-baseline|c170-s1|meta-small|Freshdesk", "prompt": "c170-s1", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated HR help desk software include HelpDesk.com, Zendesk, and Freshdesk."}, {"id": "mai-20260917-1752-baseline|c170-s1|minimax-small|Hiver", "prompt": "c170-s1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Hiver** (if you use Google Workspace) or **Zoho Desk** (for budget constraints)"}, {"id": "mai-20260917-1752-baseline|c170-s1|minimax-small|Zoho Desk", "prompt": "c170-s1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Hiver** (if you use Google Workspace) or **Zoho Desk** (for budget constraints)"}, {"id": "mai-20260917-1752-baseline|c170-s1|minimax-small|Freshdesk", "prompt": "c170-s1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshdesk** (Best for Growing Teams)"}, {"id": "mai-20260917-1752-baseline|c170-s1|minimax-small|HelpDesk.com", "prompt": "c170-s1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HelpDesk.com** (Best for Simple Solutions)"}, {"id": "mai-20260917-1752-baseline|c170-s1|minimax-small|Help Scout", "prompt": "c170-s1", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Help Scout** (Best for Shared Inbox Feel)"}, {"id": "mai-20260917-1752-baseline|c170-s1|mistral-small|Hiver", "prompt": "c170-s1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team uses Google Workspace, Hiver is a top pick due to its seamless integration and low cost."}, {"id": "mai-20260917-1752-baseline|c170-s1|mistral-small|HelpDesk.com", "prompt": "c170-s1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more general ticketing system, HelpDesk.com or Help Scout are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c170-s1|mistral-small|Help Scout", "prompt": "c170-s1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more general ticketing system, HelpDesk.com or Help Scout are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c170-s1|mistral-small|Freshdesk", "prompt": "c170-s1", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A well-rounded help desk platform with strong automation, suitable for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c170-s1|moonshot-small|Zoho Desk", "prompt": "c170-s1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest **Zoho Desk** if you're budget-conscious or already using Zoho products"}, {"id": "mai-20260917-1752-baseline|c170-s1|moonshot-small|Hiver", "prompt": "c170-s1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team lives in Gmail, **Hiver** is the most natural fit."}, {"id": "mai-20260917-1752-baseline|c170-s1|moonshot-small|HelpDesk.com", "prompt": "c170-s1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple Ticketing"}, {"id": "mai-20260917-1752-baseline|c170-s1|moonshot-small|Help Scout", "prompt": "c170-s1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **Help Scout** if you want a balance of simplicity and features with a free tier to start"}, {"id": "mai-20260917-1752-baseline|c170-s1|moonshot-small|Freshdesk", "prompt": "c170-s1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cost-Conscious Teams"}, {"id": "mai-20260917-1752-baseline|c170-s1|moonshot-small|Zendesk", "prompt": "c170-s1", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zendesk (if you plan to grow significantly)"}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|Freshdesk", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshdesk** — best overall fit if you want a simple, scalable ticketing system with a free plan and room to grow."}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|Zoho Desk", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Desk** — best budget-friendly option if cost matters most"}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|HelpDesk", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HelpDesk** — best if your HR team mainly works through email"}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|LiveAgent", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "LiveAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiveAgent** — best if you need multichannel support."}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|Leena AI", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you're already larger or need a more formal HR service-delivery setup"}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|ServiceNow HRSD", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "only if you're already larger or need a more formal HR service-delivery setup"}, {"id": "mai-20260917-1752-baseline|c170-s1|openai-small|Oracle HR Help Desk", "prompt": "c170-s1", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Oracle HR Help Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "only if you're already larger or need a more formal HR service-delivery setup"}, {"id": "mai-20260917-1752-baseline|c170-s1|xai-small|Zoho Desk", "prompt": "c170-s1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Desk (Best overall for small businesses)"}, {"id": "mai-20260917-1752-baseline|c170-s1|xai-small|Freshdesk", "prompt": "c170-s1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshdesk (Best for ease of use and quick setup)"}, {"id": "mai-20260917-1752-baseline|c170-s1|xai-small|Jira Service Management", "prompt": "c170-s1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jira Service Management (Best if you use Atlassian tools)"}, {"id": "mai-20260917-1752-baseline|c170-s1|xai-small|ProProfs Help Desk", "prompt": "c170-s1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "ProProfs Help Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Affordable (~$19/agent/mo, free for 1), simple for HR-specific self-service portals"}, {"id": "mai-20260917-1752-baseline|c170-s1|xai-small|HelpDesk.com", "prompt": "c170-s1", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Straightforward ticketing from $29/agent/mo; praised for SMB simplicity"}, {"id": "mai-20260917-1752-baseline|c170-s1|zai-small|Zoho Desk", "prompt": "c170-s1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, Zoho Desk is usually the best starting point"}, {"id": "mai-20260917-1752-baseline|c170-s1|zai-small|Zendesk Guide", "prompt": "c170-s1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Zendesk Guide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk Guide: If you anticipate rapid scaling and want maximum flexibility and integrations."}, {"id": "mai-20260917-1752-baseline|c170-s1|zai-small|HelpDesk.com", "prompt": "c170-s1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HelpDesk.com: If you want something ultra-simple with minimal configuration."}, {"id": "mai-20260917-1752-baseline|c170-s1|zai-small|Freshservice", "prompt": "c170-s1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you anticipate needing deep ITSM features, try Freshservice."}, {"id": "mai-20260917-1752-baseline|c170-s1|zai-small|HappyFox", "prompt": "c170-s1", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a unified HR/CS/IT platform with strong automation, try HappyFox."}, {"id": "mai-20260917-1752-baseline|c170-s2|alibaba-small|Rippling", "prompt": "c170-s2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation for a small business starting out:** Start with **Rippling**."}, {"id": "mai-20260917-1752-baseline|c170-s2|alibaba-small|BambooHR", "prompt": "c170-s2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is widely considered the industry standard for \"First HR hire\" software."}, {"id": "mai-20260917-1752-baseline|c170-s2|alibaba-small|Freshservice (by Freshworks)", "prompt": "c170-s2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshservice gives you a literal ticketing interface for HR issues"}, {"id": "mai-20260917-1752-baseline|c170-s2|alibaba-small|Microsoft Power Automate", "prompt": "c170-s2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Microsoft Power Automate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "leveraging **Microsoft Power Automate** with a form tool (like MS Forms) to trigger a ticket"}, {"id": "mai-20260917-1752-baseline|c170-s2|alibaba-small|Planner", "prompt": "c170-s2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Planner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "trigger a ticket in **Planner** or **SharePoint**"}, {"id": "mai-20260917-1752-baseline|c170-s2|alibaba-small|SharePoint", "prompt": "c170-s2", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "trigger a ticket in **Planner** or **SharePoint**"}, {"id": "mai-20260917-1752-baseline|c170-s2|anthropic-small|Dovetail HR", "prompt": "c170-s2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Dovetail HR**"}, {"id": "mai-20260917-1752-baseline|c170-s2|anthropic-small|BambooHR", "prompt": "c170-s2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is also well-suited for small businesses."}, {"id": "mai-20260917-1752-baseline|c170-s2|anthropic-small|Zoho People", "prompt": "c170-s2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Other solid options** include \nZoho People, which includes basic case management"}, {"id": "mai-20260917-1752-baseline|c170-s2|anthropic-small|Rippling", "prompt": "c170-s2", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or \nRippling, which unifies HR, payroll, benefits, IT, and device management into one platform"}, {"id": "mai-20260917-1752-baseline|c170-s2|challenger-small|Dovetail", "prompt": "c170-s2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Dovetail** if you want a dedicated **HR case management and employee service portal**"}, {"id": "mai-20260917-1752-baseline|c170-s2|challenger-small|BambooHR", "prompt": "c170-s2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why BambooHR is the safer budget-conscious alternative"}, {"id": "mai-20260917-1752-baseline|c170-s2|challenger-small|HR Acuity", "prompt": "c170-s2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **HR Acuity** if your business has **higher-risk employee relations**"}, {"id": "mai-20260917-1752-baseline|c170-s2|challenger-small|Infor", "prompt": "c170-s2", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Infor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Infor** if you want HR case management as part of a broader enterprise HR service delivery stack."}, {"id": "mai-20260917-1752-baseline|c170-s2|deepseek-small|BambooHR", "prompt": "c170-s2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as your HR case management and employee service portal"}, {"id": "mai-20260917-1752-baseline|c170-s2|deepseek-small|HR Acuity", "prompt": "c170-s2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HR Acuity** is purpose-built for defensible case documentation, but it's more expensive and geared toward larger orgs"}, {"id": "mai-20260917-1752-baseline|c170-s2|deepseek-small|Dovetail", "prompt": "c170-s2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but overkill and costly for most small B2B teams"}, {"id": "mai-20260917-1752-baseline|c170-s2|deepseek-small|ServiceNow HR Service Delivery", "prompt": "c170-s2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but overkill and costly for most small B2B teams"}, {"id": "mai-20260917-1752-baseline|c170-s2|deepseek-small|Deel HR", "prompt": "c170-s2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deel HR** is excellent and affordable (from $5/employee/month) but has a narrower case-management feature set"}, {"id": "mai-20260917-1752-baseline|c170-s2|deepseek-small|HiBob", "prompt": "c170-s2", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already use HiBob or another HRIS** \\u2192 check if their built-in case workflows meet your needs"}, {"id": "mai-20260917-1752-baseline|c170-s2|google-small|Jira Service Management (JSM)", "prompt": "c170-s2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jira Service Management** is an incredibly powerful, logical, and cost-effective choice."}, {"id": "mai-20260917-1752-baseline|c170-s2|google-small|Freshservice (by Freshworks)", "prompt": "c170-s2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Growing B2B companies wanting a unified portal for both HR and IT."}, {"id": "mai-20260917-1752-baseline|c170-s2|google-small|Help Scout", "prompt": "c170-s2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Help Scout** is a brilliant, lightweight alternative."}, {"id": "mai-20260917-1752-baseline|c170-s2|google-small|Suptask", "prompt": "c170-s2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Suptask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like **Suptask** or **ClearFeed** are built natively into Slack."}, {"id": "mai-20260917-1752-baseline|c170-s2|google-small|ClearFeed", "prompt": "c170-s2", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ClearFeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like **Suptask** or **ClearFeed** are built natively into Slack."}, {"id": "mai-20260917-1752-baseline|c170-s2|meta-small|Dovetail", "prompt": "c170-s2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Dovetail: Offers HR case management and employee portal software with features like automated workflows"}, {"id": "mai-20260917-1752-baseline|c170-s2|meta-small|Neocase", "prompt": "c170-s2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Neocase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Neocase: Provides a collaborative HR case management platform"}, {"id": "mai-20260917-1752-baseline|c170-s2|meta-small|ServiceNow HR Service Delivery", "prompt": "c170-s2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ServiceNow HR Service Delivery: Offers a comprehensive HR service delivery platform"}, {"id": "mai-20260917-1752-baseline|c170-s2|meta-small|AllVoices", "prompt": "c170-s2", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "AllVoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AllVoices: Specializes in HR case management software designed for tracking, investigating, and resolving employee relations issues"}, {"id": "mai-20260917-1752-baseline|c170-s2|minimax-small|BambooHR", "prompt": "c170-s2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **BambooHR** or **Dovetail** as top choices. BambooHR offers the best balance of features, ease of use, and scalability"}, {"id": "mai-20260917-1752-baseline|c170-s2|minimax-small|Dovetail", "prompt": "c170-s2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Dovetail excels if case management (handling employee relations issues, grievances, investigations) is a priority"}, {"id": "mai-20260917-1752-baseline|c170-s2|minimax-small|EffortlessHR", "prompt": "c170-s2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "EffortlessHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best Budget Option) - **Why:** Affordable, specifically designed for small entities"}, {"id": "mai-20260917-1752-baseline|c170-s2|minimax-small|Freshservice", "prompt": "c170-s2", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Ticketing) - **Why:** Affordable, user-friendly, strong ticket management"}, {"id": "mai-20260917-1752-baseline|c170-s2|mistral-small|BambooHR", "prompt": "c170-s2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BambooHR** as the best HR case management and employee service portal"}, {"id": "mai-20260917-1752-baseline|c170-s2|mistral-small|Gusto", "prompt": "c170-s2", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is smaller (under 50 employees), **Gusto** is also a strong alternative"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|BambooHR", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|Gusto", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** - Best for Payroll + HR Integration"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|Zoho People", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho People** - Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|Rippling", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** - Best for Growing B2B Companies"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|ServiceNow", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike enterprise solutions (ServiceNow, Workday), it's designed for your size"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|Workday", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unlike enterprise solutions (ServiceNow, Workday), it's designed for your size"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|Dovetail Software", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Dovetail Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider supplementing with **Dovetail Software** (has a free plan)"}, {"id": "mai-20260917-1752-baseline|c170-s2|moonshot-small|Freshservice", "prompt": "c170-s2", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Freshservice** which offers HR case management at a more accessible price point"}, {"id": "mai-20260917-1752-baseline|c170-s2|openai-small|BambooHR", "prompt": "c170-s2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BambooHR** if you want a simpler, lower-friction HR system"}, {"id": "mai-20260917-1752-baseline|c170-s2|openai-small|ServiceNow HR Service Delivery", "prompt": "c170-s2", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's positioned as a broader platform and is often more than many small businesses need"}, {"id": "mai-20260917-1752-baseline|c170-s2|xai-small|BambooHR", "prompt": "c170-s2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the top choice for an integrated HR case management and employee service portal solution"}, {"id": "mai-20260917-1752-baseline|c170-s2|xai-small|ServiceNow", "prompt": "c170-s2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "not a full enterprise-grade ticketing system (like ServiceNow)"}, {"id": "mai-20260917-1752-baseline|c170-s2|xai-small|AllVoices", "prompt": "c170-s2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "AllVoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair BambooHR with a lightweight HR-specific tool like AllVoices (for anonymous issues/investigations)"}, {"id": "mai-20260917-1752-baseline|c170-s2|xai-small|Gusto", "prompt": "c170-s2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is <25 and super lean, Gusto edges out on simplicity/payroll"}, {"id": "mai-20260917-1752-baseline|c170-s2|xai-small|Zenefits", "prompt": "c170-s2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less polished UX; mixed reviews on support."}, {"id": "mai-20260917-1752-baseline|c170-s2|xai-small|Zendesk HR add-on", "prompt": "c170-s2", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Zendesk HR add-on", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or a general one like Zendesk HR add-on"}, {"id": "mai-20260917-1752-baseline|c170-s2|zai-small|BambooHR", "prompt": "c170-s2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c170-s2|zai-small|Rippling", "prompt": "c170-s2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling (Best for Automation & IT Integration)"}, {"id": "mai-20260917-1752-baseline|c170-s2|zai-small|Gusto", "prompt": "c170-s2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto (Best for Payroll Integration)"}, {"id": "mai-20260917-1752-baseline|c170-s2|zai-small|HR Acuity", "prompt": "c170-s2", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "paraphrase", "raw": "HR Acuity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should avoid **HR Acuity**."}, {"id": "mai-20260917-1752-baseline|c170-s3|alibaba-small|HiBob", "prompt": "c170-s3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the #1 rated platform for user experience and vendor satisfaction in recent industry reports"}, {"id": "mai-20260917-1752-baseline|c170-s3|alibaba-small|Rippling", "prompt": "c170-s3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling has become a go-to for small teams that want their HR and IT needs managed from a single console."}, {"id": "mai-20260917-1752-baseline|c170-s3|alibaba-small|Gusto", "prompt": "c170-s3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto remains the dominant choice for smaller organizations (1–50 employees)"}, {"id": "mai-20260917-1752-baseline|c170-s3|alibaba-small|BambooHR", "prompt": "c170-s3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR has been the \"default\" recommendation for small businesses looking for a reliable foundation."}, {"id": "mai-20260917-1752-baseline|c170-s3|alibaba-small|Applaud", "prompt": "c170-s3", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Search results frequently highlight Applaud for small teams *without* dedicated IT support."}, {"id": "mai-20260917-1752-baseline|c170-s3|anthropic-small|Justworks", "prompt": "c170-s3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Justworks is designed for small and midsize businesses and combines payroll, benefits administration, compliance support, time tracking, and onboarding tools"}, {"id": "mai-20260917-1752-baseline|c170-s3|anthropic-small|BambooHR", "prompt": "c170-s3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "for smaller companies with only a few specific functions, the sheer number of features can feel overwhelming and you might find yourself paying for tools you don't actually use"}, {"id": "mai-20260917-1752-baseline|c170-s3|anthropic-small|Personio", "prompt": "c170-s3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "all-in-one HR management platform specifically designed for small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c170-s3|anthropic-small|Leena AI Autonomous Agent", "prompt": "c170-s3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Leena AI Autonomous Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "autonomous AI agent handles routine HR requests ... resolve up to 80% of common HR queries instantly"}, {"id": "mai-20260917-1752-baseline|c170-s3|anthropic-small|Zendesk for Employee Service", "prompt": "c170-s3", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zendesk is best for teams that want ticketing they already understand"}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|TalentHR", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "TalentHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best when you want core HR administration more than a formal HR service desk."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|BambooHR", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong HRIS base, but less “service-desk-like” than dedicated HRSD tools."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|HiBob", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Better if you want a polished employee experience and lifecycle workflows."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|Justworks", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More of an HR operations platform than a classic HR service-delivery desk."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|Deel HR", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best when cross-border hiring is the main requirement."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|Rippling", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more powerful, but can be more than a small team needs"}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|Zendesk for Employee Service", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If you want **help-desk-style case management**: **Zendesk for Employee Service**."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Very powerful, but usually best for enterprise-style service operations rather than lean SMB teams."}, {"id": "mai-20260917-1752-baseline|c170-s3|challenger-small|Applaud", "prompt": "c170-s3", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Employee self-service and case management | Modular and less bloated than enterprise suites."}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|Gusto", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** or **BambooHR** are typically the most practical starting points — with Gusto winning on payroll simplicity"}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|BambooHR", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BambooHR winning on people management depth"}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|Justworks", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose this if you want to offload HR risk and compliance to a trusted partner."}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|Deel", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose this if you have (or plan to have) employees or contractors across borders."}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|Rippling", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Can be more expensive and complex than needed for very small teams"}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|HiBob", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "As you grow beyond ~50 employees, **Rippling** or **HiBob** become more compelling options."}, {"id": "mai-20260917-1752-baseline|c170-s3|deepseek-small|Zenefits", "prompt": "c170-s3", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Weaker feature depth than competitors; now part of TriNet with evolving roadmap"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|ServiceNow", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional Enterprise Service Management (ESM) systems like ServiceNow or Workday HRSD are too complex, slow to implement, and prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Workday HRSD", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HRSD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like ServiceNow or Workday HRSD are too complex, slow to implement, and prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Siit", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Siit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Siit: A rising favorite for modern, tech-forward teams. It integrates directly into Slack and Teams."}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|eesel AI", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "eesel AI sits on top of your existing Slack/Teams... drafts instant responses, greatly reducing the HR ticket load"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Hiver", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hiver sits directly inside Google Workspace... transforms your standard hr@company.com inbox into a collaborative dashboard"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Help Scout", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly intuitive, lightweight customer support desk adapted for internal HR"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Zoho Desk", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Possibly the most budget-friendly structured help desk on the market, starting at around $7 per agent"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Deskpro", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deskpro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deskpro heavily emphasizes secure case management with granular privacy controls"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|HiBob", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "it features a built-in HR ticketing system and an anonymous reporting \"whistleblower\" channel"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|Rippling", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Rippling is especially powerful for automating cross-department workflows"}, {"id": "mai-20260917-1752-baseline|c170-s3|google-small|BambooHR", "prompt": "c170-s3", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Both platforms offer robust employee self-service portals where staff can submit requests"}, {"id": "mai-20260917-1752-baseline|c170-s3|meta-small|HiBob", "prompt": "c170-s3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HiBob is a comprehensive HR management solution that provides a wide range of HR services"}, {"id": "mai-20260917-1752-baseline|c170-s3|meta-small|Gusto", "prompt": "c170-s3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gusto is a payroll-led platform that offers tax filing, benefits, and onboarding in one place"}, {"id": "mai-20260917-1752-baseline|c170-s3|meta-small|BambooHR", "prompt": "c170-s3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR, Rippling, and Deel HR also offer various HR services"}, {"id": "mai-20260917-1752-baseline|c170-s3|meta-small|Rippling", "prompt": "c170-s3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BambooHR, Rippling, and Deel HR also offer various HR services"}, {"id": "mai-20260917-1752-baseline|c170-s3|meta-small|Deel HR", "prompt": "c170-s3", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR, Rippling, and Deel HR also offer various HR services"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|HiBob", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Overall user experience and vendor satisfaction (ranked #1 for SMB)"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Deel HR", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote/global team**: Deel HR"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Justworks", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simple payroll + time**: Justworks or Gusto"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Gusto", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Automating payroll, benefits, and talent management"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Zoho People", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tightest budget**: Zoho People"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Paylocity", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Paylocity** - Best for employee self-service access"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|BambooHR", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need comprehensive features**: BambooHR or HiBob"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Factorial", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Factorial** - Good for employee feedback features"}, {"id": "mai-20260917-1752-baseline|c170-s3|minimax-small|Freshservice", "prompt": "c170-s3", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Freshservice** - If you need IT service management features alongside HR"}, {"id": "mai-20260917-1752-baseline|c170-s3|mistral-small|HiBob", "prompt": "c170-s3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a full HR suite, HiBob or isolved are best."}, {"id": "mai-20260917-1752-baseline|c170-s3|mistral-small|isolved", "prompt": "c170-s3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "isolved", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a full HR suite, HiBob or isolved are best."}, {"id": "mai-20260917-1752-baseline|c170-s3|mistral-small|Microsoft Viva/Teams", "prompt": "c170-s3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Microsoft Viva/Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams already in Microsoft 365, Viva/Teams is a natural fit."}, {"id": "mai-20260917-1752-baseline|c170-s3|mistral-small|Docusign", "prompt": "c170-s3", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Docusign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to streamline documents, Docusign is ideal."}, {"id": "mai-20260917-1752-baseline|c170-s3|moonshot-small|BambooHR", "prompt": "c170-s3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams under 50 employees, **Gusto** or **BambooHR** are typically the best starting points"}, {"id": "mai-20260917-1752-baseline|c170-s3|moonshot-small|Gusto", "prompt": "c170-s3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams under 50 employees, **Gusto** or **BambooHR** are typically the best starting points"}, {"id": "mai-20260917-1752-baseline|c170-s3|moonshot-small|Rippling", "prompt": "c170-s3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** becoming attractive as you scale and need more sophisticated automation and global capabilities"}, {"id": "mai-20260917-1752-baseline|c170-s3|moonshot-small|Zenefits (now TriNet Zenefits)", "prompt": "c170-s3", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zenefits (now TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**On a tight budget with benefits focus?** → **Zenefits**"}, {"id": "mai-20260917-1752-baseline|c170-s3|openai-small|BambooHR", "prompt": "c170-s3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1–50 employees:** BambooHR or Rippling ... **If you want the simplest setup:** BambooHR"}, {"id": "mai-20260917-1752-baseline|c170-s3|openai-small|Workday HCM / Workday HR Service Delivery", "prompt": "c170-s3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday HCM / Workday HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Usually more than a very small team needs, both in complexity and implementation effort"}, {"id": "mai-20260917-1752-baseline|c170-s3|openai-small|ServiceNow HR Service Delivery", "prompt": "c170-s3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Typically overkill for a lean HR team unless you already use ServiceNow"}, {"id": "mai-20260917-1752-baseline|c170-s3|openai-small|Rippling", "prompt": "c170-s3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**1–50 employees:** BambooHR or Rippling"}, {"id": "mai-20260917-1752-baseline|c170-s3|openai-small|HiBob", "prompt": "c170-s3", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**50–200 employees:** BambooHR, Rippling, or HiBob"}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|BambooHR", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** | All-around ease of use & core HR ... Pure service desk? HiBob/BambooHR."}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|Gusto", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "payroll-heavy? Gusto."}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|Rippling", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing/global? Rippling."}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|HiBob (Bob)", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tops user experience ratings for service delivery; Pure service desk? HiBob/BambooHR."}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|Zoho People", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Extremely affordable with Zoho ecosystem integrations; good for very small teams needing basics without frills."}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|Workday", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy tools like Workday/ADP (custom pricing, overkill)."}, {"id": "mai-20260917-1752-baseline|c170-s3|xai-small|ADP", "prompt": "c170-s3", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy tools like Workday/ADP (custom pricing, overkill)."}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|Gusto", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Gusto** or **BambooHR** are the best starting points due to their simplicity and lower complexity."}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|Rippling", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need global payroll or multi-department integration, **Rippling** or **Deel HR** may be worth the extra cost."}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|BambooHR", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Gusto** or **BambooHR** are the best starting points"}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|Deel HR", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** or **Deel HR** may be worth the extra cost"}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|HiBob", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HiBob** \" Best for People-First Experience"}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|Justworks", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Justworks** \" Best for Integrated Time Tracking"}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|Freshservice", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Service Catalog** | Freshservice | Centralized service management |"}, {"id": "mai-20260917-1752-baseline|c170-s3|zai-small|Zendesk for Employee Service", "prompt": "c170-s3", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "comparative", "raw": "Zendesk for Employee Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Familiar Help Desk** | Zendesk for Employee Service | Standard ticketing model |"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|Freshdesk", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshdesk is widely considered the best option for startups"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|Notion", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Both Notion and Atlassian Confluence ... have very generous free tiers for small teams"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|Confluence", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Confluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atlassian Confluence (which integrates with Jira) have very generous free tiers"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|Gusto", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto** typically starts around \\$40/mo + \\$6/person"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|BambooHR", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** starts around \\$8/person"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|Jira Service Management", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best Tech-Friendly Option: Jira Service Management"}, {"id": "mai-20260917-1752-baseline|c170-s4|alibaba-small|Trello", "prompt": "c170-s4", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Start with a shared inbox (like Gmail labels) or a free Trello/Kanban board"}, {"id": "mai-20260917-1752-baseline|c170-s4|anthropic-small|Zoho Desk", "prompt": "c170-s4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Desk has a free tier and low starting price, making it the most budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c170-s4|anthropic-small|SupportBee", "prompt": "c170-s4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "SupportBee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good fit for small teams that want to replace a messy inbox with structured support fast, with bundled features making it strong value"}, {"id": "mai-20260917-1752-baseline|c170-s4|anthropic-small|Zoho People", "prompt": "c170-s4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a free plan for up to five users, making it accessible for very small teams"}, {"id": "mai-20260917-1752-baseline|c170-s4|anthropic-small|Sloneek", "prompt": "c170-s4", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Sloneek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an easy-to-use, budget-friendly choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c170-s4|challenger-small|Zoho Desk", "prompt": "c170-s4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Zoho Desk**"}, {"id": "mai-20260917-1752-baseline|c170-s4|challenger-small|Spiceworks", "prompt": "c170-s4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spiceworks** is the best fit because it is described as a **completely free** internal ticketing/help desk system"}, {"id": "mai-20260917-1752-baseline|c170-s4|challenger-small|HelpDesk.com", "prompt": "c170-s4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a simple, clean HR help desk; starting price listed at **$29 per agent/month**"}, {"id": "mai-20260917-1752-baseline|c170-s4|challenger-small|TalentHR", "prompt": "c170-s4", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a more complete **HR platform** rather than just a ticketing tool"}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|Zoho Desk", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small companies on a tight budget, **Zoho Desk** is the clear winner"}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|Zoho People", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pair it with Zoho People for full HR coverage"}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|Freshdesk", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly full help desk with strong automation"}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|Hiver", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you'd rather keep everything in Gmail, **Hiver** is a great affordable pick."}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|HelpDesk.com", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, browser-based multichannel ticketing"}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|Frappe HR", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Frappe HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source Frappe HR are excellent low-cost ways to handle employee records"}, {"id": "mai-20260917-1752-baseline|c170-s4|deepseek-small|Suptask", "prompt": "c170-s4", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Suptask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Suptask** (from ~$7/user/month) is a cheap Slack-integrated HR ticketing option"}, {"id": "mai-20260917-1752-baseline|c170-s4|google-small|Jira Service Management (Atlassian)", "prompt": "c170-s4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 1 to 3 HR staff and want zero cost: Go with **Jira Service Management**."}, {"id": "mai-20260917-1752-baseline|c170-s4|google-small|Zoho Desk", "prompt": "c170-s4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a slightly larger team and want the lowest bill: Go with **Zoho Desk**."}, {"id": "mai-20260917-1752-baseline|c170-s4|google-small|Hiver", "prompt": "c170-s4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team hates learning new software: Go with **Hiver**"}, {"id": "mai-20260917-1752-baseline|c170-s4|google-small|Freshdesk (by Freshworks)", "prompt": "c170-s4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk (by Freshworks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Catch: To get advanced, granular role-based permissions ... you have to upgrade to their higher, more expensive tiers."}, {"id": "mai-20260917-1752-baseline|c170-s4|google-small|FreeScout", "prompt": "c170-s4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "FreeScout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FreeScout (a free alternative to Help Scout) and Zammad offer fully-featured, elegant ticketing systems"}, {"id": "mai-20260917-1752-baseline|c170-s4|google-small|Zammad", "prompt": "c170-s4", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You need someone with basic IT knowledge to install, update, and maintain the software on your server."}, {"id": "mai-20260917-1752-baseline|c170-s4|meta-small|Zoho Desk", "prompt": "c170-s4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Desk - a budget-friendly all-around option that is suitable for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c170-s4|meta-small|ProProfs", "prompt": "c170-s4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ProProfs - a simple and affordable help desk functionality for small businesses."}, {"id": "mai-20260917-1752-baseline|c170-s4|meta-small|Spiceworks", "prompt": "c170-s4", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spiceworks - a free tool that makes ticketing accessible for small support teams."}, {"id": "mai-20260917-1752-baseline|c170-s4|minimax-small|Spiceworks", "prompt": "c170-s4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known as the go-to free internal ticketing system for small businesses with tight budgets"}, {"id": "mai-20260917-1752-baseline|c170-s4|minimax-small|Zoho Desk", "prompt": "c170-s4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Particularly recommended if affordability matters most"}, {"id": "mai-20260917-1752-baseline|c170-s4|minimax-small|Jira's small team plan", "prompt": "c170-s4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Jira's small team plan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers starting points for budget-constrained organizations"}, {"id": "mai-20260917-1752-baseline|c170-s4|minimax-small|ProProfs", "prompt": "c170-s4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides simple, affordable help desk functionality specifically designed for small businesses"}, {"id": "mai-20260917-1752-baseline|c170-s4|minimax-small|Hiver", "prompt": "c170-s4", "model": "minimax-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a shared inbox-based help desk with collaboration, automation, and AI-assisted support at competitive pricing"}, {"id": "mai-20260917-1752-baseline|c170-s4|mistral-small|Zoho Desk", "prompt": "c170-s4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Desk** and **Help Scout** are top picks for small companies on a tight budget."}, {"id": "mai-20260917-1752-baseline|c170-s4|mistral-small|Help Scout", "prompt": "c170-s4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Desk** and **Help Scout** are top picks for small companies on a tight budget."}, {"id": "mai-20260917-1752-baseline|c170-s4|mistral-small|ProProfs Help Desk", "prompt": "c170-s4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "ProProfs Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides simple, affordable help desk functionality... solid starting point for small HR teams"}, {"id": "mai-20260917-1752-baseline|c170-s4|mistral-small|Hiver", "prompt": "c170-s4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Gmail, **Hiver** is also a strong contender."}, {"id": "mai-20260917-1752-baseline|c170-s4|mistral-small|Spiceworks (Free)", "prompt": "c170-s4", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks (Free)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a free solution, consider **Spiceworks**"}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|Zoho People", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation**: Start with **Zoho People** or **Connecteam** depending on your team size, as they offer the most robust free plans"}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|Connecteam", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zoho People** or **Connecteam** depending on your team size, as they offer the most robust free plans"}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|Homebase", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free for single-location teams with hourly workers."}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|HR.my", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HR.my", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Completely free for unlimited users, with multilingual support and basic payroll features."}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|TalentHR", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free for up to 10 users, includes AI-powered tools for HR automation and onboarding."}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|HelpDesk.com", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need dedicated help desk ticketing specifically, **HelpDesk.com** offers the best value at $29/agent/month."}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|Hiver", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "$25 per agent/month (billed annually), ideal for small teams already using Google Workspace."}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|OrangeHRM", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like OrangeHRM or Frappe HR can be self-hosted for just infrastructure costs"}, {"id": "mai-20260917-1752-baseline|c170-s4|moonshot-small|Frappe HR", "prompt": "c170-s4", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Frappe HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools like OrangeHRM or Frappe HR can be self-hosted for just infrastructure costs"}, {"id": "mai-20260917-1752-baseline|c170-s4|openai-small|Zoho Desk", "prompt": "c170-s4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Zoho Desk**"}, {"id": "mai-20260917-1752-baseline|c170-s4|openai-small|Freshdesk", "prompt": "c170-s4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free-start option:** **Freshdesk**"}, {"id": "mai-20260917-1752-baseline|c170-s4|openai-small|Tidio", "prompt": "c170-s4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also has a **free plan**, but it's more centered on live chat and AI chatbots than classic HR-style ticketing"}, {"id": "mai-20260917-1752-baseline|c170-s4|openai-small|Siit", "prompt": "c170-s4", "model": "openai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Siit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "G2 currently lists tools in that category for small business, including internal-service platforms like **Siit**"}, {"id": "mai-20260917-1752-baseline|c170-s4|xai-small|Zoho Desk", "prompt": "c170-s4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, Zoho Desk stands out as the best HR help desk software."}, {"id": "mai-20260917-1752-baseline|c170-s4|xai-small|Spiceworks Cloud Help Desk", "prompt": "c170-s4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Completely free (no agent limits mentioned), cloud-hosted, with ticketing, knowledge base, shared inbox, and reports."}, {"id": "mai-20260917-1752-baseline|c170-s4|xai-small|HubSpot Service Hub Free", "prompt": "c170-s4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HubSpot Service Hub Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$0 for up to 2 users, includes ticketing, shared inbox, basic chat, and CRM integration"}, {"id": "mai-20260917-1752-baseline|c170-s4|xai-small|Zoho People (built-in helpdesk)", "prompt": "c170-s4", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho People (built-in helpdesk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bundles HR ticketing with core HR tools like employee self-service portals, SLAs, and mobile access. Great all-in-one"}, {"id": "mai-20260917-1752-baseline|c170-s4|zai-small|Zoho Desk", "prompt": "c170-s4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small, budget‑constrained company:** **Zoho Desk**"}, {"id": "mai-20260917-1752-baseline|c170-s4|zai-small|Suptask", "prompt": "c170-s4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Suptask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if your team lives in Slack:** **Suptask**"}, {"id": "mai-20260917-1752-baseline|c170-s4|zai-small|Tidio", "prompt": "c170-s4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want a free, chat‑based starting point:** **Tidio**"}, {"id": "mai-20260917-1752-baseline|c170-s4|zai-small|HelpDesk.com", "prompt": "c170-s4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, All‑Email‑Based Help Desk"}, {"id": "mai-20260917-1752-baseline|c170-s4|zai-small|Hiver", "prompt": "c170-s4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gmail‑Integrated Help Desk"}, {"id": "mai-20260917-1752-baseline|c170-s4|zai-small|Monday.com Service", "prompt": "c170-s4", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "budget", "raw": "Monday.com Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Visual & Flexible (Slightly Higher Cost)"}, {"id": "mai-20260917-1752-baseline|c170-s5|deepseek-small|Hiver", "prompt": "c170-s5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hiver** — great for small HR teams on Google Workspace (lives inside Gmail)."}, {"id": "mai-20260917-1752-baseline|c170-s5|deepseek-small|HelpDesk.com", "prompt": "c170-s5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HelpDesk.com** — simple, SMB-friendly, from ~$29/agent/month."}, {"id": "mai-20260917-1752-baseline|c170-s5|deepseek-small|Zendesk", "prompt": "c170-s5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "more full-featured ESMs if you need heavier IT/service-desk features too"}, {"id": "mai-20260917-1752-baseline|c170-s5|deepseek-small|Freshservice", "prompt": "c170-s5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zendesk / Freshservice** — more full-featured ESMs"}, {"id": "mai-20260917-1752-baseline|c170-s5|deepseek-small|Atlassian (Jira Service Management)", "prompt": "c170-s5", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Atlassian (Jira Service Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you already use Atlassian tools and want IT + HR on one system"}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|ServiceNow", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "your biggest risk is **over-engineering**—buying an expensive, complex tool (like ServiceNow or Jira Service Management enterprise tiers)"}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Jira Service Management", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "buying an expensive, complex tool (like ServiceNow or Jira Service Management enterprise tiers) that requires a dedicated administrator"}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Suptask", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Suptask", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are heavy Slack/Teams users:** Look at **Suptask** or **Siit**. They are built to manage tickets seamlessly inside chat platforms."}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Siit", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Siit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look at **Suptask** or **Siit**. They are built to manage tickets seamlessly inside chat platforms."}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Spoke", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Spoke", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a tool that lives entirely within your chat application (e.g., **Suptask**, **Siit**, or **Spoke**)"}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Hiver", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**If you use Google Workspace:** Look at **Hiver**. It sits inside Gmail, so there is zero learning curve."}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Zoho Desk", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you want a traditional, low-cost help desk:** Look at **Zoho Desk** or **Freshdesk**."}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Freshdesk", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at **Zoho Desk** or **Freshdesk**. They have excellent, highly affordable (sometimes free) entry-level tiers"}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Rippling", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you use a platform like **Rippling** or **Zoho People**, check if they have an HR help desk module you can simply toggle on"}, {"id": "mai-20260917-1752-baseline|c170-s5|google-small|Zoho People", "prompt": "c170-s5", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "check if they have an HR help desk module you can simply toggle on"}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Dovetail Software", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Dovetail Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dovetail Software**: Best for employee-facing portals and compliance-heavy industries."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Hiver", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Hiver**: Best for small HR teams running everything inside Gmail."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Cflow", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cflow**: Best for workflow streamlining."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Pipefy", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pipefy**: Best for AI-driven HR efficiency."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|ProProfs Help Desk", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ProProfs Help Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ProProfs Help Desk**: Best for HR team support."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Suptask", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Suptask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Suptask**: Best for Slack-integrated HR ticketing."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|ServiceNow", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ServiceNow**: Best for enterprise HR service delivery."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Zendesk", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zendesk**: Best for AI-enhanced HR support and large enterprises."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|HappyFox Help Desk", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HappyFox Help Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**HappyFox Help Desk**: Best for HR team empowerment and mid-market HR teams."}, {"id": "mai-20260917-1752-baseline|c170-s5|meta-small|Flair HR", "prompt": "c170-s5", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Flair HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Flair HR**: Best for Salesforce-based HR solutions."}, {"id": "mai-20260917-1752-baseline|c170-s5|mistral-small|BambooHR", "prompt": "c170-s5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top HR help desk tools (e.g., BambooHR, ServiceNow HR Service Delivery, Zendesk Sunshine, Freshservice, Zoho Desk)"}, {"id": "mai-20260917-1752-baseline|c170-s5|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-s5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top HR help desk tools (e.g., BambooHR, ServiceNow HR Service Delivery, Zendesk Sunshine, Freshservice, Zoho Desk)"}, {"id": "mai-20260917-1752-baseline|c170-s5|mistral-small|Zendesk Sunshine", "prompt": "c170-s5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk Sunshine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top HR help desk tools (e.g., ... Zendesk Sunshine, Freshservice, Zoho Desk)"}, {"id": "mai-20260917-1752-baseline|c170-s5|mistral-small|Freshservice", "prompt": "c170-s5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top HR help desk tools (e.g., ... Freshservice, Zoho Desk)"}, {"id": "mai-20260917-1752-baseline|c170-s5|mistral-small|Zoho Desk", "prompt": "c170-s5", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top HR help desk tools (e.g., ... Zoho Desk)"}, {"id": "mai-20260917-1752-baseline|c170-s5|moonshot-small|HRStak", "prompt": "c170-s5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HRStak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Flat rate** (e.g., HRStak) | ~$249/month"}, {"id": "mai-20260917-1752-baseline|c170-s5|moonshot-small|Zoho Desk", "prompt": "c170-s5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Desk**: ~$7/agent/month (integrates with Zoho People)"}, {"id": "mai-20260917-1752-baseline|c170-s5|moonshot-small|Hiver", "prompt": "c170-s5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Hiver** | Teams using Google Workspace | $25/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-s5|moonshot-small|HelpDesk.com", "prompt": "c170-s5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HelpDesk.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HelpDesk.com**: ~$29/agent/month (simple, designed for SMBs)"}, {"id": "mai-20260917-1752-baseline|c170-s5|moonshot-small|Zendesk", "prompt": "c170-s5", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zendesk** | Want room to scale | $19/agent/month"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|Zendesk", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Picks**: Zendesk (versatile, AI-strong)"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|Freshservice", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Freshservice (HR-specific, affordable)"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|ServiceNow", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ServiceNow (~$100/user/yr), but overkill"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|Zoho Desk", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Desk (budget-friendly integrations)"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|Help Scout", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Help Scout (simple inbox-style)"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|HappyFox", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Others**: HappyFox, Featurebase (mid-market fit), HaloITSM."}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|Featurebase", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Featurebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Featurebase (mid-market fit)"}, {"id": "mai-20260917-1752-baseline|c170-s5|xai-small|HaloITSM", "prompt": "c170-s5", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HaloITSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others**: HappyFox, Featurebase (mid-market fit), HaloITSM."}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|Zendesk", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "$19\\u2013$49 per agent/month (e.g., Zendesk, Hiver, HelpDesk.com)"}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|Hiver", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Hiver** | Small HR teams using Google Workspace"}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|HelpDesk.com", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "HelpDesk.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HelpDesk.com** | Small businesses wanting simplicity"}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|Zoho Desk", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Desk** | Budget\\u2011conscious teams | $7 per agent/month"}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|Workday Help", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Workday Help", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workday Help** | Companies using Workday | Custom pricing"}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|LiveAgent", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "LiveAgent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LiveAgent** | SMBs needing quick ticketing"}, {"id": "mai-20260917-1752-baseline|c170-s5|zai-small|Featurebase", "prompt": "c170-s5", "model": "zai-small", "cat": "hr-help-desk-and-case-management", "variant": "scale", "raw": "Featurebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Featurebase** | Product\\u2011led teams wanting AI + feedback"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|SAP SuccessFactors", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade HRIS Suites **Examples:** SAP SuccessFactors, Oracle HCM, IBM Watson Talent. **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Oracle HCM", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** SAP SuccessFactors, Oracle HCM, IBM Watson Talent. **Why to avoid:** These platforms are designed for global corporations"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|IBM Watson Talent", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "IBM Watson Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples:** SAP SuccessFactors, Oracle HCM, IBM Watson Talent. **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|BambooHR", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Better Alternative:** Look for SMB-friendly suites like **BambooHR**, **Gusto**, or **Workable**."}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Gusto", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for SMB-friendly suites like **BambooHR**, **Gusto**, or **Workable**."}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Workable", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for SMB-friendly suites like **BambooHR**, **Gusto**, or **Workable**."}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Rippling", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **All-in-One Platforms** (like Rippling or Personio) that handle multiple functions natively"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Personio", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **All-in-One Platforms** (like Rippling or Personio) that handle multiple functions natively"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Microsoft Dynamics (Local)", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Microsoft Dynamics (Local)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Outdated/On-Premise Legacy Systems **Examples:** Older versions of Microsoft Dynamics (Local) ... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|15Five", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Simple goal-tracking tools like **15Five** or **Lattice** (in their lighter configurations)"}, {"id": "mai-20260917-1752-baseline|c170-s6|alibaba-small|Lattice", "prompt": "c170-s6", "model": "alibaba-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Simple goal-tracking tools like **15Five** or **Lattice** (in their lighter configurations)"}, {"id": "mai-20260917-1752-baseline|c170-s6|anthropic-small|Homebase", "prompt": "c170-s6", "model": "anthropic-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small businesses find success using HR software like Homebase to automate these day-to-day tasks"}, {"id": "mai-20260917-1752-baseline|c170-s6|challenger-small|ServiceNow HR Service Delivery", "prompt": "c170-s6", "model": "challenger-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main types to avoid or scrutinize closely are: - **Enterprise platforms with deep case management/workflow tooling** like ServiceNow HR Service Delivery"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|SAP SuccessFactors", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade HCM Suites (e.g., SAP SuccessFactors, Oracle HCM, Workday, ADP Enterprise)\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|Oracle HCM", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HCM Suites (e.g., SAP SuccessFactors, Oracle HCM, Workday, ADP Enterprise)\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|Workday", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade HCM Suites (e.g., SAP SuccessFactors, Oracle HCM, Workday, ADP Enterprise)\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|ADP Enterprise", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ADP Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-Grade HCM Suites (e.g., SAP SuccessFactors, Oracle HCM, Workday, ADP Enterprise)\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|Employment Hero", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Long-term lock-in contracts** with minimum-spend floors (a common complaint with some platforms like Employment Hero)"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|Gusto", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Good budget-friendly options for small businesses include **Gusto**, **BambooHR**, **Zoho People**, and **Homebase**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|BambooHR", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good budget-friendly options for small businesses include **Gusto**, **BambooHR**, **Zoho People**, and **Homebase**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|Zoho People", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good budget-friendly options for small businesses include **Gusto**, **BambooHR**, **Zoho People**, and **Homebase**"}, {"id": "mai-20260917-1752-baseline|c170-s6|deepseek-small|Homebase", "prompt": "c170-s6", "model": "deepseek-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good budget-friendly options for small businesses include **Gusto**, **BambooHR**, **Zoho People**, and **Homebase**"}, {"id": "mai-20260917-1752-baseline|c170-s6|google-small|Workday", "prompt": "c170-s6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Level HCM and ERP Suites (e.g., Workday, SAP SuccessFactors, Oracle Fusion) ... **Why to avoid them:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|google-small|SAP SuccessFactors", "prompt": "c170-s6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level HCM and ERP Suites (e.g., Workday, SAP SuccessFactors, Oracle Fusion) ... **Why to avoid them:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|google-small|Oracle Fusion", "prompt": "c170-s6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Level HCM and ERP Suites (e.g., Workday, SAP SuccessFactors, Oracle Fusion) ... **Why to avoid them:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|google-small|ADP TotalSource", "prompt": "c170-s6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(e.g., ADP TotalSource, Insperity, TriNet) ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|google-small|Insperity", "prompt": "c170-s6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Insperity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(e.g., ADP TotalSource, Insperity, TriNet) ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|google-small|TriNet", "prompt": "c170-s6", "model": "google-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(e.g., ADP TotalSource, Insperity, TriNet) ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c170-s6|meta-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c170-s6", "model": "meta-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some specific HR service delivery tools that may be worth considering or avoiding include:\n\n1. ServiceNow HR Service Delivery (HRSD)"}, {"id": "mai-20260917-1752-baseline|c170-s6|mistral-small|ServiceNow HR Service Delivery", "prompt": "c170-s6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following HR service delivery tools... **ServiceNow HR Service Delivery** - High module costs that can be prohibitive for smaller teams"}, {"id": "mai-20260917-1752-baseline|c170-s6|mistral-small|Workable", "prompt": "c170-s6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "No built-in payroll tool; payroll integrations only available on the highest-tier plan... Higher price points compared to alternatives"}, {"id": "mai-20260917-1752-baseline|c170-s6|mistral-small|Deel HR", "prompt": "c170-s6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Deel HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Relatively new and lacks many features found in established solutions"}, {"id": "mai-20260917-1752-baseline|c170-s6|mistral-small|Paylocity", "prompt": "c170-s6", "model": "mistral-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Unintuitive interface requiring multiple clicks and training for new users"}, {"id": "mai-20260917-1752-baseline|c170-s6|moonshot-small|Workday", "prompt": "c170-s6", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade HR Suites (e.g., Workday, SAP SuccessFactors)... **Why avoid:** These are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c170-s6|moonshot-small|SAP SuccessFactors", "prompt": "c170-s6", "model": "moonshot-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HR Suites (e.g., Workday, SAP SuccessFactors)... They're overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Workday", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Types to **Avoid Entirely** (Overkill for Small Teams):\n- **Enterprise HCM Suites like Workday, SAP SuccessFactors, Oracle HCM**"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|SAP SuccessFactors", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise HCM Suites like Workday, SAP SuccessFactors, Oracle HCM**: These are built for 1,000+ employees"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Oracle HCM", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise HCM Suites like Workday, SAP SuccessFactors, Oracle HCM**: These are built for 1,000+ employees"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|ADP Workforce Now", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Payroll-First HRIS (e.g., ADP Workforce Now, Gusto, Paycom)**: Great for basic payroll/taxes but often fall short as full HR delivery platforms."}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Gusto", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Payroll errors & compliance risks | IRS penalties, failed tax filings, W-2 issues (Gusto Trustpilot 2.3/5"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Paycom", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Payroll-First HRIS (e.g., ADP Workforce Now, Gusto, Paycom)**: ... often fall short as full HR delivery platforms."}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Rippling", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Modular \"All-in-One\" Platforms Aimed at Mid-Market (e.g., Rippling, BambooHR, UKG Ready)**: Powerful for growth but watch for"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|BambooHR", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Aimed at Mid-Market (e.g., Rippling, BambooHR, UKG Ready)**: Powerful for growth but watch for"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|UKG Ready", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Aimed at Mid-Market (e.g., Rippling, BambooHR, UKG Ready)**: Powerful for growth but watch for"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Zoho People", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Opt for SMB-tuned options like Zoho People (affordable/free tier), Connecteam"}, {"id": "mai-20260917-1752-baseline|c170-s6|xai-small|Connecteam", "prompt": "c170-s6", "model": "xai-small", "cat": "hr-help-desk-and-case-management", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Opt for SMB-tuned options like Zoho People (affordable/free tier), Connecteam"}, {"id": "mai-20260917-1752-baseline|c171-l1|alibaba-small|GoPivot", "prompt": "c171-l1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoPivot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "wants to unify disparate tools into one dashboard, this is currently a market leader"}, {"id": "mai-20260917-1752-baseline|c171-l1|alibaba-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "remains the gold standard for traditional, massive enterprise deployments"}, {"id": "mai-20260917-1752-baseline|c171-l1|alibaba-small|Lyra Health", "prompt": "c171-l1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Clinical Mental Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|alibaba-small|Spring Health", "prompt": "c171-l1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "these two specialize in clinical treatment"}, {"id": "mai-20260917-1752-baseline|c171-l1|alibaba-small|Wellhub (formerly Gympass)", "prompt": "c171-l1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wellhub is the undisputed leader in providing access to fitness"}, {"id": "mai-20260917-1752-baseline|c171-l1|alibaba-small|Wellable", "prompt": "c171-l1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wellable focuses heavily on content variety and reward structures"}, {"id": "mai-20260917-1752-baseline|c171-l1|anthropic-small|CoreHealth", "prompt": "c171-l1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "CoreHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CoreHealth** stands out as the best all-in-one, white-label platform for large employers and wellness providers"}, {"id": "mai-20260917-1752-baseline|c171-l1|anthropic-small|Wellness360", "prompt": "c171-l1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wellness360** is built specifically for large enterprises, with a modular, scalable architecture"}, {"id": "mai-20260917-1752-baseline|c171-l1|anthropic-small|Personify Health", "prompt": "c171-l1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Personify Health** is an enterprise corporate wellness platform ... designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|Virgin Pulse", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Virgin Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Virgin Pulse** for a typical enterprise B2B buyer because it is explicitly positioned for enterprise-grade use"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|Wellable", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wellable** is a very strong alternative"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|CoreHealth", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large employers needing modular, customizable, white-label deployment"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|Spring Health", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cited as leaders for clinical therapy access in the enterprise market"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|Lyra Health", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cited as leaders for clinical therapy access in the enterprise market"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|Modern Health", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cited as leaders for clinical therapy access in the enterprise market"}, {"id": "mai-20260917-1752-baseline|c171-l1|challenger-small|Headspace for Work", "prompt": "c171-l1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stronger fit when the main goal is stress reduction and mindfulness"}, {"id": "mai-20260917-1752-baseline|c171-l1|deepseek-small|Spring Health", "prompt": "c171-l1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clinical mental health & ROI** | **Spring Health** (best data-driven matching)"}, {"id": "mai-20260917-1752-baseline|c171-l1|deepseek-small|Lyra Health", "prompt": "c171-l1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Clinical Mental Health & Precision Care: **Spring Health** or **Lyra Health**"}, {"id": "mai-20260917-1752-baseline|c171-l1|deepseek-small|Wellable", "prompt": "c171-l1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Holistic, All-in-One Engagement: **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-l1|deepseek-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The **largest enterprise installed base** (historically 14M+ members)"}, {"id": "mai-20260917-1752-baseline|c171-l1|deepseek-small|Unmind", "prompt": "c171-l1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global Enterprise & EAP Replacement: **Unmind**"}, {"id": "mai-20260917-1752-baseline|c171-l1|deepseek-small|Headspace for Work", "prompt": "c171-l1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace for Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Limitation:** Less comprehensive than Spring Health or Unmind for severe clinical cases"}, {"id": "mai-20260917-1752-baseline|c171-l1|google-small|Personify Health", "prompt": "c171-l1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Overall Enterprise Scale & Health Navigation: **Personify Health** (formerly Virgin Pulse)"}, {"id": "mai-20260917-1752-baseline|c171-l1|google-small|YuLife", "prompt": "c171-l1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuLife", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Daily Employee Engagement & Gamification: **YuLife**"}, {"id": "mai-20260917-1752-baseline|c171-l1|google-small|Wellhub", "prompt": "c171-l1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Fitness & Lifestyle Perks: **Wellhub** (formerly Gympass)"}, {"id": "mai-20260917-1752-baseline|c171-l1|google-small|Lyra Health", "prompt": "c171-l1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Clinical Mental Health & Burnout Prevention: **Lyra Health** or **Spring Health**"}, {"id": "mai-20260917-1752-baseline|c171-l1|google-small|Spring Health", "prompt": "c171-l1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Clinical Mental Health & Burnout Prevention: **Lyra Health** or **Spring Health**"}, {"id": "mai-20260917-1752-baseline|c171-l1|google-small|Wellable", "prompt": "c171-l1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Customizable Challenges & Lean HR Teams: **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-l1|meta-small|Guideflow", "prompt": "c171-l1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Guideflow - Employee Wellbeing Software"}, {"id": "mai-20260917-1752-baseline|c171-l1|meta-small|HRTechSaaS", "prompt": "c171-l1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "HRTechSaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. HRTechSaaS - Corporate Wellbeing Platforms"}, {"id": "mai-20260917-1752-baseline|c171-l1|meta-small|GoodHabitZ", "prompt": "c171-l1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoodHabitZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. GoodHabitZ - Employee Wellbeing Programs for Enterprise"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|Wellness360", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I recommend requesting demo presentations from multiple vendors like Wellness360, YuMuuv, and Wellics"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|YuMuuv", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "requesting demo presentations from multiple vendors like Wellness360, YuMuuv, and Wellics"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|Wellics", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "requesting demo presentations from multiple vendors like Wellness360, YuMuuv, and Wellics"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|Virgin Pulse", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Various other solutions exist in the market including Virgin Pulse, Headspace, Calm, and Spring Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|Headspace", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Virgin Pulse, Headspace, Calm, and Spring Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|Calm", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Virgin Pulse, Headspace, Calm, and Spring Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|minimax-small|Spring Health", "prompt": "c171-l1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Virgin Pulse, Headspace, Calm, and Spring Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|mistral-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises wanting a comprehensive wellbeing solution... making it a top choice for global organizations"}, {"id": "mai-20260917-1752-baseline|c171-l1|mistral-small|CoreHealth", "prompt": "c171-l1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Personify Health and CoreHealth are frequently highlighted as the most robust solutions for large enterprises."}, {"id": "mai-20260917-1752-baseline|c171-l1|mistral-small|Wellness360", "prompt": "c171-l1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A SaaS-based employee wellness platform that provides a comprehensive corporate wellness solution"}, {"id": "mai-20260917-1752-baseline|c171-l1|moonshot-small|Personify Health", "prompt": "c171-l1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Personify Health** or **Wellhub** first"}, {"id": "mai-20260917-1752-baseline|c171-l1|moonshot-small|Wellhub", "prompt": "c171-l1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **Personify Health** or **Wellhub** first"}, {"id": "mai-20260917-1752-baseline|c171-l1|moonshot-small|Wellable", "prompt": "c171-l1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market to enterprise companies wanting flexibility and configurability"}, {"id": "mai-20260917-1752-baseline|c171-l1|moonshot-small|Lyra Health", "prompt": "c171-l1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise companies prioritizing mental health and clinical care"}, {"id": "mai-20260917-1752-baseline|c171-l1|moonshot-small|GoPivot", "prompt": "c171-l1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoPivot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Deskless, frontline, and mixed workforces"}, {"id": "mai-20260917-1752-baseline|c171-l1|openai-small|Wellhub", "prompt": "c171-l1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Personify Health** or **Wellhub** for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline|c171-l1|openai-small|Wellable", "prompt": "c171-l1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for configurable wellness programs and reporting:** **Wellable** or **CoreHealth**"}, {"id": "mai-20260917-1752-baseline|c171-l1|openai-small|Personify Health", "prompt": "c171-l1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall enterprise wellbeing suite:** **Personify Health** or **Wellhub**"}, {"id": "mai-20260917-1752-baseline|c171-l1|openai-small|Reward Gateway Employee Experience Platform", "prompt": "c171-l1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Reward Gateway Employee Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for rewards, recognition, and engagement-adjacent wellbeing:** **Reward Gateway Employee Experience Platform**"}, {"id": "mai-20260917-1752-baseline|c171-l1|openai-small|Enterprise Health", "prompt": "c171-l1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Enterprise Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for occupational health / compliance-heavy enterprises:** **Enterprise Health**"}, {"id": "mai-20260917-1752-baseline|c171-l1|openai-small|CoreHealth", "prompt": "c171-l1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wellable** or **CoreHealth**"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 or #2 for enterprises... Best if: You want an all-in-one with predictive insights"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|Wellable", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for flexible, content-rich programs; highest G2 scores"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|Wellhub (formerly Gympass)", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading for physical/fitness access"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|Wellness360", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other strong contenders: Wellness360 | ROI-focused whole-person wellness + rewards"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|CoreHealth", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "White-label, configurable for large providers"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|Unmind", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mental health depth + manager tools"}, {"id": "mai-20260917-1752-baseline|c171-l1|xai-small|Vantage Fit", "prompt": "c171-l1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gamified challenges"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Wellhub", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fitness access & global teams | Wellhub ... consistently rank CoreHealth, Wellhub, Wellness360, Spring Health, and Modern Health as top-tier for large employers"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|CoreHealth", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "CoreHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gartner & industry guides consistently rank CoreHealth, Wellhub, Wellness360, Spring Health, and Modern Health as top-tier for large employers."}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Wellness360", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Whole-person wellness with gamification & rewards | Wellness360"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Spring Health", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clinical mental health with measurable outcomes | Spring Health or Lyra Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Modern Health", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Holistic mental health + coaching | Modern Health"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Lyra Health", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Clinical-grade mental health ... enterprise-first clinical platform"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Wellable", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible challenges & low-cost entry | Wellable or Vantage Circle"}, {"id": "mai-20260917-1752-baseline|c171-l1|zai-small|Vantage Circle", "prompt": "c171-l1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "strong adoption for smaller-to-mid enterprises"}, {"id": "mai-20260917-1752-baseline|c171-l2|alibaba-small|Spring Health", "prompt": "c171-l2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Recommendation: \"Spring Health\" or \"Modern Health\" Style Model"}, {"id": "mai-20260917-1752-baseline|c171-l2|alibaba-small|Modern Health", "prompt": "c171-l2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Recommendation: \"Spring Health\" or \"Modern Health\" Style Model"}, {"id": "mai-20260917-1752-baseline|c171-l2|alibaba-small|Headspace", "prompt": "c171-l2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Instead of generic insurance coverage or simple meditation apps (like Headspace), provide a tiered platform"}, {"id": "mai-20260917-1752-baseline|c171-l2|challenger-small|Lyra Health", "prompt": "c171-l2", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Lyra Health** or **Spring Health** for a large workforce"}, {"id": "mai-20260917-1752-baseline|c171-l2|challenger-small|Spring Health", "prompt": "c171-l2", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall:** **Spring Health** or **Lyra Health** for enterprise clinical care and engagement."}, {"id": "mai-20260917-1752-baseline|c171-l2|challenger-small|Modern Health", "prompt": "c171-l2", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best integrated workforce model:** **Modern Health** for combined mental health and coaching."}, {"id": "mai-20260917-1752-baseline|c171-l2|challenger-small|Headspace for Work", "prompt": "c171-l2", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Headspace for Work** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c171-l2|deepseek-small|Lyra Health", "prompt": "c171-l2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **Lyra Health** or **Spring Health**. Both are the market leaders for enterprise, clinical-first care"}, {"id": "mai-20260917-1752-baseline|c171-l2|deepseek-small|Spring Health", "prompt": "c171-l2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **Lyra Health** or **Spring Health**. Both are the market leaders for enterprise, clinical-first care"}, {"id": "mai-20260917-1752-baseline|c171-l2|deepseek-small|Headspace for Work", "prompt": "c171-l2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tier 1 – Prevention/culture: A mindfulness/self-care tool (e.g., Headspace for Work)"}, {"id": "mai-20260917-1752-baseline|c171-l2|google-small|Employee Assistance Program (EAP)", "prompt": "c171-l2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Employee Assistance Program (EAP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the traditional Employee Assistance Program (EAP) is no longer sufficient. Traditional EAPs typically suffer from extremely low engagement rates"}, {"id": "mai-20260917-1752-baseline|c171-l2|google-small|Lyra Health", "prompt": "c171-l2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lyra Health: Known for its highly vetted provider network and excellent clinical outcomes. Great for large, multinational enterprises."}, {"id": "mai-20260917-1752-baseline|c171-l2|google-small|Spring Health", "prompt": "c171-l2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spring Health: Uses a proprietary \"precision medicine\" approach"}, {"id": "mai-20260917-1752-baseline|c171-l2|google-small|Modern Health", "prompt": "c171-l2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern Health: Offers a highly integrated, globally-friendly platform that heavily emphasizes coaching"}, {"id": "mai-20260917-1752-baseline|c171-l2|minimax-small|Lyra Health", "prompt": "c171-l2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend implementing a **dedicated mental health platform** (like Lyra Health or Spring Health) as your primary mental health benefit"}, {"id": "mai-20260917-1752-baseline|c171-l2|minimax-small|Spring Health", "prompt": "c171-l2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "(like Lyra Health or Spring Health) as your primary mental health benefit"}, {"id": "mai-20260917-1752-baseline|c171-l2|moonshot-small|Headspace Health (Headspace for Work)", "prompt": "c171-l2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace Health (Headspace for Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Headspace Health (Headspace for Work)**"}, {"id": "mai-20260917-1752-baseline|c171-l2|moonshot-small|Ginger", "prompt": "c171-l2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Ginger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Headspace merged with Ginger to create Headspace Health"}, {"id": "mai-20260917-1752-baseline|c171-l2|moonshot-small|Lyra Health", "prompt": "c171-l2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative Worth Considering: **Lyra Health**"}, {"id": "mai-20260917-1752-baseline|c171-l2|moonshot-small|Calm Business", "prompt": "c171-l2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calm Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alternative solutions like Calm Business or Unmind?"}, {"id": "mai-20260917-1752-baseline|c171-l2|moonshot-small|Unmind", "prompt": "c171-l2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternative solutions like Calm Business or Unmind?"}, {"id": "mai-20260917-1752-baseline|c171-l2|xai-small|Lyra Health", "prompt": "c171-l2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "enhanced with a digital mental health platform (such as Lyra Health, Modern Health, or Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-l2|xai-small|Modern Health", "prompt": "c171-l2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Lyra Health, Modern Health, or Spring Health"}, {"id": "mai-20260917-1752-baseline|c171-l2|xai-small|Spring Health", "prompt": "c171-l2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Lyra Health, Modern Health, or Spring Health"}, {"id": "mai-20260917-1752-baseline|c171-l2|xai-small|ComPsych", "prompt": "c171-l2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "ComPsych", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ComPsych: 500%+ ROI"}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|Personify Health", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely considered the market leader for enterprise-scale clinical workflows"}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|WellRight", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WellRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focuses heavily on structured Health Risk Assessment (HRA) journeys."}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|YuLife", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuLife", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose YuLife if your workforce is financially stressed"}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|Virgin Pulse", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Virgin Pulse if you have a massive, diverse workforce"}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|Limeade", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Limeade if your biggest pain point is isolation, remote-work culture, and employee retention."}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|Headspace for Work", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The gold standard for mindfulness and sleep content."}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|Talkspace (Therapy)", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Talkspace (Therapy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For enterprises requiring actual clinical intervention rather than just coaching."}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|Wellhub (formerly ClassPass / GYM Finder)", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly ClassPass / GYM Finder)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are less \"software platforms\" and more \"access networks.\""}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|VirtuallyFit", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "VirtuallyFit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wellhub & VirtuallyFit (Behavior-Led): These track what you do"}, {"id": "mai-20260917-1752-baseline|c171-l3|alibaba-small|CoreHealth (formerly Vitality)", "prompt": "c171-l3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth (formerly Vitality)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Uses a \"verified\" model where incentives are tied to external validation"}, {"id": "mai-20260917-1752-baseline|c171-l3|anthropic-small|Personify Health", "prompt": "c171-l3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "offering the broadest capability set: wellbeing programming, care and benefits navigation, and third-party health plan administration under one roof"}, {"id": "mai-20260917-1752-baseline|c171-l3|anthropic-small|Unmind", "prompt": "c171-l3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "purpose-built for organizations that treat mental health and resilience as the priority rather than an add-on"}, {"id": "mai-20260917-1752-baseline|c171-l3|anthropic-small|YuLife", "prompt": "c171-l3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuLife", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "YuLife embeds group insurance benefits inside a gamified ecosystem built on behavioral science"}, {"id": "mai-20260917-1752-baseline|c171-l3|anthropic-small|Reward Gateway", "prompt": "c171-l3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "global employee engagement platform used by over 4,000 companies across 23 countries"}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Personify Health", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Personify Health** or **Virgin Pulse** if you want a **single enterprise umbrella** for multiple wellbeing domains."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Virgin Pulse / Limeade", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse / Limeade", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Personify Health** or **Virgin Pulse** if you want a **single enterprise umbrella** for multiple wellbeing domains."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Wellable", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Wellable** if you want **engagement tools, content, and flexibility** without a rigid model."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|CoreHealth", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CoreHealth** if you need **white-labeling, modularity, and heavy configuration**."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Wellhub", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Wellhub** if the primary value is **gym, studio, and app access** as a benefit."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Vitality", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vitality", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Vitality** if you want a **behavior-change model tied to insurance or incentives**."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|WebMD Health Services", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WebMD Health Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Clinical content depth; heritage from WebMD and Limeade acquisition"}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Sharecare", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sharecare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consumer-health-platform heritage and digital engagement"}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Headspace for Work", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Headspace for Work** or **Unmind** if your top priority is **mental health, resilience, and manager support**."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Unmind", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Headspace for Work** or **Unmind** if your top priority is **mental health, resilience, and manager support**."}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Wellness360", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Rewards plus analytics across multiple wellbeing domains"}, {"id": "mai-20260917-1752-baseline|c171-l3|challenger-small|Vantage Fit", "prompt": "c171-l3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Challenge-driven engagement, wearables, and integrations"}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The industry heavyweight... best for **complex, self-insured enterprises**... most comprehensive but also the most complex to deploy."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Limeade", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Limeade differentiates by integrating wellbeing with **employee engagement surveys and listening**."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Wellable", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wellable** (agile)... focuses purely on running outstanding wellness challenges, content, and incentives with modern UX."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|CoreHealth", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"white-label\" choice for large employers and wellness providers who need deep customization."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Lyra Health", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The clinical gold standard for large enterprises. Curated provider network with the deepest family and complex care."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Spring Health", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Spring Health** is the best for **data-driven matching**."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Modern Health", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Modern Health** is the best for **preventative wellbeing**."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Headspace for Work", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stressed workforce needing low-cost prevention | Mindfulness App | **Headspace for Work**"}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Calm Business", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Calm** differentiates through **better sleep content** and celebrity-led audio"}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Wellhub (formerly Gympass)", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The dominant player in this category... purely a **network access benefit**."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|ClassPass", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "ClassPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**ClassPass** (also relevant)"}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Maven Clinic", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Maven Clinic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Maven Clinic** \\u2013 For fertility, family, and parenting care."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Hinge Health", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Hinge Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Hinge Health** \\u2013 For musculoskeletal (joint/back) pain."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Spring Fertility", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Fertility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Spring Fertility** / **Carrot Fertility** \\u2013 For family-building benefits."}, {"id": "mai-20260917-1752-baseline|c171-l3|deepseek-small|Carrot Fertility", "prompt": "c171-l3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Carrot Fertility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Spring Fertility** / **Carrot Fertility** \\u2013 For family-building benefits."}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Personify Health", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It is the giant of the corporate wellness space, serving over 7,000 organizations globally."}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Wellable", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wellable focuses on being highly modular and adaptable, offering a less administratively heavy alternative to Personify."}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Lyra Health", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lyra is a dominant player in the global clinical mental health sector"}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Spring Health", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Spring Health focuses on \"precision mental healthcare,\" using data science and machine learning"}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Modern Health", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern Health operates on a \"stepped-care\" model"}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Wellhub", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wellhub is a juggernaut in fitness network access."}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Headspace (Headspace for Work)", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace (Headspace for Work)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These consumer giants have massive, highly successful corporate arms."}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Calm Business", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Headspace (Headspace for Work) / Calm Business"}, {"id": "mai-20260917-1752-baseline|c171-l3|google-small|Motivosity", "prompt": "c171-l3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Motivosity flips the script by asserting that employee wellness is a culture and belonging issue"}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|GoPivot", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|CoreHealth", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|Wellness360", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|GoodHabitz", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|Unmind", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|Wellhub", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|nilo.health", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "nilo.health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|meta-small|Headspace for Work", "prompt": "c171-l3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top platforms include GoPivot, CoreHealth, Wellness360, GoodHabitz, Unmind, Wellhub, nilo.health, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Wellable", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for engagement & rewards**: Wellable"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Virgin Pulse", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for comprehensive enterprise needs**: Virgin Pulse, Limeade"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Wellhub", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for fitness/gym benefits**: Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Limeade", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best for comprehensive enterprise needs**: Virgin Pulse, Limeade"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Wellness360", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rewards, surveys, comprehensive wellness tracking"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Unmind", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for mental health priority**: Unmind, Calm"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|CoreHealth", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for configurable/white-label**: CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Calm for Business", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for mental health priority**: Unmind, Calm"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Vantage Fit", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Fitness-focused**: Wellhub, Vantage Fit, MoveSpring"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|MoveSpring", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "MoveSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Fitness-focused**: Wellhub, Vantage Fit, MoveSpring"}, {"id": "mai-20260917-1752-baseline|c171-l3|minimax-small|Headspace for Work", "prompt": "c171-l3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mental health-focused**: Unmind, Calm for Business, Headspace for Work"}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Wellable", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Wellable** - **Best for:** Mid-market to large companies seeking a highly customizable, all-in-one wellbeing platform."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Virgin Pulse", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong global reach, robust analytics, and integration with existing HR systems; ideal for structured, enterprise-wide programs."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Limeade", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines wellbeing with EX, using data to drive cultural change."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Wellhub (formerly Gympass Wellness)", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass Wellness)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Largest fitness network, making it easy for employees to access in-person and digital fitness options."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Unmind", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Large enterprises prioritizing mental health, coaching, and therapy."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Headspace for Work", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong brand recognition for mindfulness, with robust reporting and engagement strategies."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|CoreHealth", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly configurable, suitable for organizations that want to brand the platform themselves."}, {"id": "mai-20260917-1752-baseline|c171-l3|mistral-small|Wellness360", "prompt": "c171-l3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focus on engagement plus recognition, with strong analytics."}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Personify Health", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For massive enterprise consolidation:** **Personify Health** or **CoreHealth**"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|CoreHealth", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Personify Health and CoreHealth are built for massive scale and deep configurability."}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Wellness360", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wellness360 leans more into gamification and rewards."}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|GoPivot", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For deskless/frontline workforces:** **GoPivot**"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Unmind", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**For clinical mental health (global):** **Unmind**"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|nilo.health", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "nilo.health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For clinical mental health (EU-focused):** **nilo.health**"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Headspace for Work", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "primarily content-based... not replacements for clinical care"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Calm Business", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "excellent for sleep and stress content, but lighter on clinical intervention"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Wellhub", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For physical fitness access:** **Wellhub**"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Wellable", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For flexible challenges and content:** **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|GoodHabitz", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Focuses on building practical skills (stress management, confident leadership, working well)"}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|WellSteps", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WellSteps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Strong on behavior change methodology and managed wellness programs with clinical outcomes focus."}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Avidon Health", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Emphasizes actual coaching relationships and deeper health outcomes beyond step-counting."}, {"id": "mai-20260917-1752-baseline|c171-l3|moonshot-small|Vantage Fit", "prompt": "c171-l3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Want participation and fun? \\u2192 Wellable, Vantage Fit."}, {"id": "mai-20260917-1752-baseline|c171-l3|openai-small|Wellable", "prompt": "c171-l3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Want the broadest employee wellness participation program? Consider **Wellable**."}, {"id": "mai-20260917-1752-baseline|c171-l3|openai-small|Wellhub", "prompt": "c171-l3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want fitness/gyms/classes as a core benefit? Look at **Wellhub**."}, {"id": "mai-20260917-1752-baseline|c171-l3|openai-small|Personify Health", "prompt": "c171-l3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Want one umbrella platform for health + wellbeing + benefits? Start with **Personify Health**."}, {"id": "mai-20260917-1752-baseline|c171-l3|openai-small|Wellness Coach", "prompt": "c171-l3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want mental wellbeing and coaching support? Look at **Wellness Coach**."}, {"id": "mai-20260917-1752-baseline|c171-l3|openai-small|Reward Gateway Employee Experience Platform", "prompt": "c171-l3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Reward Gateway Employee Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want wellbeing integrated into recognition and rewards? Consider **Reward Gateway**"}, {"id": "mai-20260917-1752-baseline|c171-l3|openai-small|AdvantageClub.ai", "prompt": "c171-l3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "AdvantageClub.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "more of an employee engagement/rewards platform than a pure health/wellbeing platform"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Personify Health", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprises needing broad physical/holistic programs"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Lyra Health", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lyra/Spring top mental health; Personify/Wellhub for holistic"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Spring Health", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lyra/Spring top mental health"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Modern Health", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Distributed/global teams needing accessible, localized care"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Wellhub", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Personify/Wellhub for holistic"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Unmind", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprises emphasizing manager training & resilience"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Headspace for Work", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broad mental wellbeing via self-guided content"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Calm Business", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Meditation, sleep aids; screening/digital programs (no direct therapy)"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Wellable", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-large orgs wanting gamified participation"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Limeade", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Orgs integrating wellbeing with engagement/EX"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|GoPivot", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pay-for-performance (e.g., GoPivot) shifts engagement risk"}, {"id": "mai-20260917-1752-baseline|c171-l3|xai-small|Wellness360", "prompt": "c171-l3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Gartner notes high satisfaction for Wellness360/Wellable in peer reviews"}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|CoreHealth", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CoreHealth = Best for large, branded, fully-custom wellness suites."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Wellable", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wellable = Best for broad content, challenges, and rewards."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Limeade", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Limeade = Best for culture, mental health, and engagement."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Wellhub (formerly Gympass)", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wellhub = Best for gym/fitness network access."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Virgin Pulse", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Virgin Pulse = Best for deep analytics, health-risk data, and ROI."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Headspace for Work", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Headspace for Work = Best for focused mindfulness and mental-health support."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Wellness360", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wellness360 = Best for ROI-oriented, engagement-first programs."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Sprout (formerly Bonusly)", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sprout (formerly Bonusly)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sprout/Wellbees = Best for simple peer recognition or community-focused initiatives."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Wellbees", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellbees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Community-centric wellbeing (social, events, challenges)"}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Caroo", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Caroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Caroo/Blueboard = Best for tangible health perks rather than digital platforms."}, {"id": "mai-20260917-1752-baseline|c171-l3|zai-small|Blueboard", "prompt": "c171-l3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Blueboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Experiences & rewards (travel, wellness retreats)"}, {"id": "mai-20260917-1752-baseline|c171-l4|alibaba-small|CoreHealth", "prompt": "c171-l4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CoreHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. CoreHealth (Best for Customizable Site Licenses) ... This provides massive budget predictability"}, {"id": "mai-20260917-1752-baseline|c171-l4|alibaba-small|Personify Health", "prompt": "c171-l4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Personify Health (Best for Large Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline|c171-l4|alibaba-small|Taction Software", "prompt": "c171-l4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Taction Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Taction is notable for offering **fixed annual platform licenses** that cover unlimited employees."}, {"id": "mai-20260917-1752-baseline|c171-l4|alibaba-small|Wellsteps", "prompt": "c171-l4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellsteps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Wellsteps (Best for Behavioral Change Programs)"}, {"id": "mai-20260917-1752-baseline|c171-l4|anthropic-small|Wellable", "prompt": "c171-l4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Wellable** (Best overall for cost predictability)"}, {"id": "mai-20260917-1752-baseline|c171-l4|anthropic-small|Personify Health", "prompt": "c171-l4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "negotiated enterprise contracts with Personify Health** are your strongest options"}, {"id": "mai-20260917-1752-baseline|c171-l4|challenger-small|Wellable", "prompt": "c171-l4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** is the strongest practical choice if you want more predictable budgeting"}, {"id": "mai-20260917-1752-baseline|c171-l4|challenger-small|Personify Health", "prompt": "c171-l4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong enterprise breadth, but custom pricing reduces predictability"}, {"id": "mai-20260917-1752-baseline|c171-l4|challenger-small|CoreHealth", "prompt": "c171-l4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CoreHealth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for large employers needing a configurable white-labeled system, but pricing is not as transparent"}, {"id": "mai-20260917-1752-baseline|c171-l4|deepseek-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: Personify Health (formerly Virgin Pulse)"}, {"id": "mai-20260917-1752-baseline|c171-l4|deepseek-small|WebMD ONE (formerly Limeade)", "prompt": "c171-l4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WebMD ONE (formerly Limeade)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep enterprise installed base and specifically focused on holistic/wellbeing science."}, {"id": "mai-20260917-1752-baseline|c171-l4|deepseek-small|Vantage Fit", "prompt": "c171-l4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very predictable and budget-friendly for thousands of users."}, {"id": "mai-20260917-1752-baseline|c171-l4|deepseek-small|Headspace for Work", "prompt": "c171-l4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Headspace for Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Predictable, but narrower focus (mental health only)."}, {"id": "mai-20260917-1752-baseline|c171-l4|google-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Personify Health is the industry titan for large enterprises... They operate on a structured, volume-discounted PEPM model."}, {"id": "mai-20260917-1752-baseline|c171-l4|google-small|WellSteps", "prompt": "c171-l4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WellSteps is highly regarded for its transparent, upfront PEPM pricing structure."}, {"id": "mai-20260917-1752-baseline|c171-l4|google-small|Wellable", "prompt": "c171-l4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wellable uses a very transparent, tiered \"platform-only\" PEPM pricing model."}, {"id": "mai-20260917-1752-baseline|c171-l4|google-small|Modern Health", "prompt": "c171-l4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "both Modern Health and Lyra offer a \"stepped-care\" PEPM model for enterprises"}, {"id": "mai-20260917-1752-baseline|c171-l4|google-small|Lyra Health", "prompt": "c171-l4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "both Modern Health and Lyra offer a \"stepped-care\" PEPM model for enterprises"}, {"id": "mai-20260917-1752-baseline|c171-l4|meta-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Personify Health (formerly Virgin Pulse) - designed for large enterprises with complex needs and global workforces."}, {"id": "mai-20260917-1752-baseline|c171-l4|meta-small|CoreHealth", "prompt": "c171-l4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CoreHealth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CoreHealth - an all-in-one employee wellness platform built for large employers and wellness providers"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|Personify Health (Virgin Pulse)", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health (Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Personify Health** (Virgin Pulse) | $4-10 | Large enterprises wanting wellbeing + health navigation in one platform"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|Unmind", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unmind** | Custom negotiated | Mental health focus, enterprise scale, global teams"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|Modern Health", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Modern Health** | $4-7 (1,000+ employees) | Mental health + coaching, enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|CalmSpace", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CalmSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CalmSpace** | $4 (2,000+ employees) | Transparent tiered pricing, mental wellness focus"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|Wellable", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wellable**: $2-6 PEPM, modular design"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|Limeade", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Limeade**: $4-10 PEPM, engagement-focused"}, {"id": "mai-20260917-1752-baseline|c171-l4|minimax-small|GoPivot", "prompt": "c171-l4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "GoPivot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like **GoPivot** bill only per active user - though this introduces cost variability"}, {"id": "mai-20260917-1752-baseline|c171-l4|mistral-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Personify Health often being the best fit for organizations seeking a consolidated wellbeing and health navigation solution"}, {"id": "mai-20260917-1752-baseline|c171-l4|mistral-small|Wellable", "prompt": "c171-l4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wellable or CoreHealth offering strong alternatives with transparent, scalable PEPM/PUPM pricing models"}, {"id": "mai-20260917-1752-baseline|c171-l4|mistral-small|CoreHealth", "prompt": "c171-l4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wellable or CoreHealth offering strong alternatives with transparent, scalable PEPM/PUPM pricing models"}, {"id": "mai-20260917-1752-baseline|c171-l4|moonshot-small|WellSteps", "prompt": "c171-l4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WellSteps** or **Wellable** offer the most transparent, low PEPM rates with proven enterprise scalability"}, {"id": "mai-20260917-1752-baseline|c171-l4|moonshot-small|Wellable", "prompt": "c171-l4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WellSteps** or **Wellable** offer the most transparent, low PEPM rates with proven enterprise scalability"}, {"id": "mai-20260917-1752-baseline|c171-l4|moonshot-small|Wellness360", "prompt": "c171-l4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellness360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "PUPM usually means \"per user who actually registers,\" so clarify with the vendor whether their enterprise contracts bill on *eligible* headcount"}, {"id": "mai-20260917-1752-baseline|c171-l4|moonshot-small|CoreHealth", "prompt": "c171-l4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "though you'll need to negotiate a fixed PEPM rate for predictability"}, {"id": "mai-20260917-1752-baseline|c171-l4|moonshot-small|Personify Health", "prompt": "c171-l4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Personify Health** or **CoreHealth** are the enterprise-grade options"}, {"id": "mai-20260917-1752-baseline|c171-l4|openai-small|Reward Gateway (Edenred)", "prompt": "c171-l4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Reward Gateway (Edenred)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall enterprise candidate: Reward Gateway / Edenred for broad enterprise wellbeing + engagement"}, {"id": "mai-20260917-1752-baseline|c171-l4|openai-small|Treo Wellness", "prompt": "c171-l4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Treo Wellness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for strict cost predictability: a vendor with flat organizational pricing like Treo Wellness"}, {"id": "mai-20260917-1752-baseline|c171-l4|openai-small|Sworkit Enterprise", "prompt": "c171-l4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sworkit Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "appears to offer fixed-price options for mid-sized teams and enterprise-style pricing for larger organizations, though public details are limited"}, {"id": "mai-20260917-1752-baseline|c171-l4|openai-small|CalmSpace", "prompt": "c171-l4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "CalmSpace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more predictable than many quote-only vendors, but still scales with headcount"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|Wellable", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wellable (Top Pick for Predictability and Flexibility)"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|Virgin Pulse / Personify Health", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Virgin Pulse / Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Virgin Pulse / Personify Health (Best for Comprehensive Enterprise)"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|WellSteps", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WellSteps (Budget-Friendly Predictable Option)"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|Vantage Fit", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cheapest published flat rate; gamified challenges"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|Wellness360", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rewards + surveys; headcount-based"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|Limeade", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EX-integrated; enterprise quotes lock costs"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|Wellbeats", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Virtual fitness focus; ultra-low flat rate"}, {"id": "mai-20260917-1752-baseline|c171-l4|xai-small|GoPivot", "prompt": "c171-l4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "GoPivot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid engagement-based (e.g., GoPivot's $0.01/point—unpredictable at scale)"}, {"id": "mai-20260917-1752-baseline|c171-l4|zai-small|Vantage Fit", "prompt": "c171-l4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget predictability is the absolute priority, **Vantage Fit** is the safest bet due to their published pricing and lack of custom quotes."}, {"id": "mai-20260917-1752-baseline|c171-l4|zai-small|WellSteps", "prompt": "c171-l4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need full-service support to manage the program for you, **WellSteps** is the industry leader for enterprise scale."}, {"id": "mai-20260917-1752-baseline|c171-l4|zai-small|Wellable", "prompt": "c171-l4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wellable offers a \"Self-Directed\" model that is robust for large organizations"}, {"id": "mai-20260917-1752-baseline|c171-l5|deepseek-small|Wellable", "prompt": "c171-l5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor-by-vendor shortlist (e.g., Wellable, Virgin Pulse, Headspace, Lyra/Spring Health, Wellhub)"}, {"id": "mai-20260917-1752-baseline|c171-l5|deepseek-small|Virgin Pulse", "prompt": "c171-l5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Wellable, Virgin Pulse, Headspace, Lyra/Spring Health, Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-l5|deepseek-small|Headspace", "prompt": "c171-l5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Wellable, Virgin Pulse, Headspace, Lyra/Spring Health, Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-l5|deepseek-small|Lyra", "prompt": "c171-l5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Lyra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Wellable, Virgin Pulse, Headspace, Lyra/Spring Health, Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-l5|deepseek-small|Spring Health", "prompt": "c171-l5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Spring Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Wellable, Virgin Pulse, Headspace, Lyra/Spring Health, Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-l5|deepseek-small|Wellhub", "prompt": "c171-l5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Wellable, Virgin Pulse, Headspace, Lyra/Spring Health, Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-l5|meta-small|Woliba", "prompt": "c171-l5", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Woliba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms that may fit these criteria include Woliba, SmartFHR, and Tactic, which are mentioned in the search results as having SOC 2 compliance"}, {"id": "mai-20260917-1752-baseline|c171-l5|meta-small|SmartFHR", "prompt": "c171-l5", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "SmartFHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some platforms that may fit these criteria include Woliba, SmartFHR, and Tactic"}, {"id": "mai-20260917-1752-baseline|c171-l5|meta-small|Tactic", "prompt": "c171-l5", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Tactic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some platforms that may fit these criteria include Woliba, SmartFHR, and Tactic"}, {"id": "mai-20260917-1752-baseline|c171-l5|minimax-small|Woliba", "prompt": "c171-l5", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Woliba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "focus on **enterprise wellbeing suites** ... from vendors like:\n- Woliba"}, {"id": "mai-20260917-1752-baseline|c171-l5|minimax-small|Wellable", "prompt": "c171-l5", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors like:\n- Woliba\n- Wellable"}, {"id": "mai-20260917-1752-baseline|c171-l5|minimax-small|Personify Health", "prompt": "c171-l5", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Personify Health"}, {"id": "mai-20260917-1752-baseline|c171-l5|minimax-small|Virgin Pulse", "prompt": "c171-l5", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Virgin Pulse"}, {"id": "mai-20260917-1752-baseline|c171-l5|minimax-small|Humanova", "prompt": "c171-l5", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Humanova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Humanova\n\nThese consistently have the security attestations"}, {"id": "mai-20260917-1752-baseline|c171-l5|moonshot-small|Virgin Pulse", "prompt": "c171-l5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms frequently mentioned for enterprise deployments include: | **Virgin Pulse** | Global scale, biometric screening integration, breadth of wellness pillars |"}, {"id": "mai-20260917-1752-baseline|c171-l5|moonshot-small|Limeade", "prompt": "c171-l5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Limeade** | Employee listening + wellbeing combined, strong analytics"}, {"id": "mai-20260917-1752-baseline|c171-l5|moonshot-small|Navigate Wellbeing", "prompt": "c171-l5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Navigate Wellbeing** | Behavior-change focus, daily engagement tools, publishes participation data"}, {"id": "mai-20260917-1752-baseline|c171-l5|moonshot-small|Wellable", "prompt": "c171-l5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wellable** | Configurable incentive design, flexible for mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c171-l5|moonshot-small|Wellness360", "prompt": "c171-l5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wellness360** | HITRUST r2 certified, 200+ HRIS integrations, 100+ SSO options"}, {"id": "mai-20260917-1752-baseline|c171-l5|openai-small|Wellable", "prompt": "c171-l5", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wellable and Culture Amp both explicitly frame enterprise support and scale as part of their offerings."}, {"id": "mai-20260917-1752-baseline|c171-l5|openai-small|Culture Amp", "prompt": "c171-l5", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wellable and Culture Amp both explicitly frame enterprise support and scale as part of their offerings."}, {"id": "mai-20260917-1752-baseline|c171-l5|xai-small|Calm for Business", "prompt": "c171-l5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Calm for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms often cited (e.g., Calm for Business, Wellable, Virgin Pulse) hit these marks"}, {"id": "mai-20260917-1752-baseline|c171-l5|xai-small|Wellable", "prompt": "c171-l5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms often cited (e.g., Calm for Business, Wellable, Virgin Pulse) hit these marks"}, {"id": "mai-20260917-1752-baseline|c171-l5|xai-small|Virgin Pulse", "prompt": "c171-l5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms often cited (e.g., Calm for Business, Wellable, Virgin Pulse) hit these marks"}, {"id": "mai-20260917-1752-baseline|c171-l6|challenger-small|WellRight", "prompt": "c171-l6", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "WellRight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the most explicit “be cautious” signals are attached to **WellRight** (“wellness-only”)"}, {"id": "mai-20260917-1752-baseline|c171-l6|challenger-small|Vantage Circle", "prompt": "c171-l6", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Vantage Circle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Vantage Circle** (“skews global office/IT”)"}, {"id": "mai-20260917-1752-baseline|c171-l6|challenger-small|Vitality", "prompt": "c171-l6", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Vitality", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vitality** (“insurance/health-plan-embedded; light on safety + recognition”)"}, {"id": "mai-20260917-1752-baseline|c171-l6|challenger-small|Limeade / WebMD ONE", "prompt": "c171-l6", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Limeade / WebMD ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limeade / WebMD ONE** where the offering is described as folded into another product, which can matter for stability or product clarity"}, {"id": "mai-20260917-1752-baseline|c171-l6|deepseek-small|BetterHelp", "prompt": "c171-l6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The FTC's 2023 fine against BetterHelp ($7.8M) for sharing therapy data with advertisers is the biggest red flag."}, {"id": "mai-20260917-1752-baseline|c171-l6|deepseek-small|Calm", "prompt": "c171-l6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Apps like **BetterHelp**, **Calm**, or **Headspace** (when sold as corporate benefits) often have weaker data guarantees than dedicated B2B platforms."}, {"id": "mai-20260917-1752-baseline|c171-l6|deepseek-small|Headspace", "prompt": "c171-l6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often have weaker data guarantees than dedicated B2B platforms ... **Vet contract separately**"}, {"id": "mai-20260917-1752-baseline|c171-l6|deepseek-small|Wellhub (formerly Gympass)", "prompt": "c171-l6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They're **not a wellbeing strategy**, just a gym subsidy. ... **Use as add-on**, not core; cap spend"}, {"id": "mai-20260917-1752-baseline|c171-l6|deepseek-small|Welltok", "prompt": "c171-l6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Welltok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "suffered a massive MOVEit-related data breach in 2023 affecting millions ... **Require third-party security audit & proof of remediation** before any discussion"}, {"id": "mai-20260917-1752-baseline|c171-l6|meta-small|Personify Health", "prompt": "c171-l6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the articles provide rankings and comparisons of various wellbeing platforms, including Personify Health, Wellable, and Virgin Pulse"}, {"id": "mai-20260917-1752-baseline|c171-l6|meta-small|Wellable", "prompt": "c171-l6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "rankings and comparisons of various wellbeing platforms, including Personify Health, Wellable, and Virgin Pulse"}, {"id": "mai-20260917-1752-baseline|c171-l6|meta-small|Virgin Pulse", "prompt": "c171-l6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "rankings and comparisons of various wellbeing platforms, including Personify Health, Wellable, and Virgin Pulse"}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|Welltok (Cafewell)", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Welltok (Cafewell)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Welltok (Cafewell) – MOVEit vulnerability (2023) ... Any platform that has suffered a breach in the past 3‑4 years should be treated as high‑risk"}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|Virgin Pulse", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Virgin Pulse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The ransomware group listed Virgin Pulse as a victim; the scope of exfiltrated data is still unverified."}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|NeoLife (International Ltd.)", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "NeoLife (International Ltd.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "LockBit claimed to have exfiltrated internal files from NeoLife ... If you integrate any of its services, you inherit that risk."}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|US Wellness", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "US Wellness", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "A third‑party file‑transfer vendor used by US Wellness was compromised, exposing data of Volvo Group employees who underwent biometric screenings."}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|Fitbit", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Fitbit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some vendors combine fitness‑tracker data with claims data, creating detailed health profiles that may not be protected under HIPAA."}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|Garmin", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Garmin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fitness‑tracker / wearable integrations (Fitbit, Garmin, Apple Health) | Real‑time location, heart‑rate, sleep patterns; data can be aggregated to infer chronic conditions."}, {"id": "mai-20260917-1752-baseline|c171-l6|minimax-small|Apple Health", "prompt": "c171-l6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Apple Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fitness‑tracker / wearable integrations (Fitbit, Garmin, Apple Health) | Real‑time location, heart‑rate, sleep patterns"}, {"id": "mai-20260917-1752-baseline|c171-l6|mistral-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-l6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it is often recommended for large enterprises due to its breadth, it is important to verify claims about integration, privacy, and engagement"}, {"id": "mai-20260917-1752-baseline|c171-l6|moonshot-small|Headspace Health / Ginger", "prompt": "c171-l6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace Health / Ginger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Headspace Health / Ginger ⚠️ **High Caution** - Major layoffs ... Privacy concerns"}, {"id": "mai-20260917-1752-baseline|c171-l6|moonshot-small|Spring Health", "prompt": "c171-l6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Spring Health", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spring Health ⚠️ **High Caution** - $1 million fine (November 2024)"}, {"id": "mai-20260917-1752-baseline|c171-l6|moonshot-small|Calm Business", "prompt": "c171-l6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Calm Business ⚠️ **Moderate Caution** - Failing B2B business model"}, {"id": "mai-20260917-1752-baseline|c171-l6|moonshot-small|GoPivot", "prompt": "c171-l6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "GoPivot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer Alternatives to Consider ... GoPivot — pay-for-performance pricing"}, {"id": "mai-20260917-1752-baseline|c171-l6|moonshot-small|Wellable", "prompt": "c171-l6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wellable — strong user reviews, modular approach"}, {"id": "mai-20260917-1752-baseline|c171-l6|moonshot-small|CoreHealth", "prompt": "c171-l6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "CoreHealth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CoreHealth — configurable for large employers, white-label options"}, {"id": "mai-20260917-1752-baseline|c171-l6|xai-small|Personify Health", "prompt": "c171-l6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Personify Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "safer bets for large enterprises include platforms like Personify Health (ex-Virgin Pulse; enterprise-scale personalization)"}, {"id": "mai-20260917-1752-baseline|c171-l6|xai-small|Lyra Health", "prompt": "c171-l6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "clinically focused ones (e.g., Lyra Health; vetted providers)"}, {"id": "mai-20260917-1752-baseline|c171-m1|alibaba-small|TotalWellbeing", "prompt": "c171-m1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "TotalWellbeing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose TotalWellbeing** if you want a flexible, bundle-based approach similar to traditional benefits but digitized."}, {"id": "mai-20260917-1752-baseline|c171-m1|alibaba-small|Limeade", "prompt": "c171-m1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for companies focused heavily on culture and retention."}, {"id": "mai-20260917-1752-baseline|c171-m1|alibaba-small|Wellable", "prompt": "c171-m1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Wellable** if your main struggle is low engagement/buy-in and you want a fun, gamified interface."}, {"id": "mai-20260917-1752-baseline|c171-m1|alibaba-small|Perks", "prompt": "c171-m1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Perks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a wide array of choices ranging from mental health apps to fitness classes, discounts, and volunteer opportunities."}, {"id": "mai-20260917-1752-baseline|c171-m1|alibaba-small|Unmind", "prompt": "c171-m1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Unmind", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose Unmind** if you have a high-stress environment and need serious psychological safety resources."}, {"id": "mai-20260917-1752-baseline|c171-m1|alibaba-small|Headspace for Work / Calm Business", "prompt": "c171-m1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace for Work / Calm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "licensing these established brands is easier than managing a complex vendor list"}, {"id": "mai-20260917-1752-baseline|c171-m1|anthropic-small|Wellable", "prompt": "c171-m1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** typically offers the best balance of flexibility and ease for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c171-m1|anthropic-small|Terryberry", "prompt": "c171-m1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Terryberry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong fit for mid-market organizations looking to run structured wellness and recognition programs"}, {"id": "mai-20260917-1752-baseline|c171-m1|anthropic-small|WellRight", "prompt": "c171-m1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WellRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for mid-market to enterprise US-based organizations wanting a high-activity-variety wellness program"}, {"id": "mai-20260917-1752-baseline|c171-m1|anthropic-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-m1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-level pricing and lengthy implementation schedules that can overwhelm mid-sized HR teams"}, {"id": "mai-20260917-1752-baseline|c171-m1|challenger-small|Wellable", "prompt": "c171-m1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-m1|challenger-small|Navigate Wellbeing", "prompt": "c171-m1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Navigate Wellbeing** if your top priority is **employee participation over time**"}, {"id": "mai-20260917-1752-baseline|c171-m1|challenger-small|Personify Health", "prompt": "c171-m1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Personify Health** if you need a more **enterprise-style ecosystem**"}, {"id": "mai-20260917-1752-baseline|c171-m1|challenger-small|Vantage Fit", "prompt": "c171-m1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Vantage Fit** if your program is mainly about **fitness challenges and gamification**"}, {"id": "mai-20260917-1752-baseline|c171-m1|challenger-small|Limeade", "prompt": "c171-m1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Limeade** if you care most about **employee engagement and culture**"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|Wellable", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Wellable** offers the best combination of **engagement, flexibility, pricing, and ease of deployment**"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|WellRight", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WellRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **WellRight**"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|Wellhub", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your priority is fitness access or clinical mental health specifically, consider **Wellhub** or **Lyra Health**"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|Navigate Wellbeing", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Navigate Wellbeing | Measurable engagement over time"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|GoPivot", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GoPivot | Wellness + safety + recognition in one"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|Lyra Health", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if clinical mental health support is a priority, consider layering **Lyra Health**"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|Headspace for Work", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Headspace for Work | Mental health focus"}, {"id": "mai-20260917-1752-baseline|c171-m1|deepseek-small|Spring Health", "prompt": "c171-m1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider layering **Lyra Health** or **Spring Health** alongside a broader wellness platform"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Personify Health", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You cannot afford the heavy administrative overhead of traditional enterprise platforms (like Personify Health)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Benepass", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have zero time to manage receipts or approve claims, opt for **Benepass** (automatic debit cards)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Compt", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compt (Best Reimbursement LSA): Compt is a reimbursement-based stipend platform."}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Fringe", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fringe (Best Marketplace LSA)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Wellable", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wellable is a staple for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Motivosity", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Motivosity (Best for Culture & Burnout Prevention)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Vantage Fit", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vantage Fit (Best Budget-Friendly Gamification)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Spring Health", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Spring Health (Best Clinical Outcomes)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Modern Health", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern Health (Best Hybrid Approach)"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|Well-being by Pleaz", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Well-being by Pleaz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "opt for **Benepass** (automatic debit cards) or a native workflow tool like **Pleaz**"}, {"id": "mai-20260917-1752-baseline|c171-m1|google-small|GoPivot", "prompt": "c171-m1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "bill-on-redemption** models (like Compt or GoPivot)"}, {"id": "mai-20260917-1752-baseline|c171-m1|meta-small|Wellable", "prompt": "c171-m1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee wellbeing platform for a mid-market B2B company is Wellable"}, {"id": "mai-20260917-1752-baseline|c171-m1|minimax-small|Wellable", "prompt": "c171-m1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** offers the best balance of features, engagement rates, and mid-market specialization"}, {"id": "mai-20260917-1752-baseline|c171-m1|minimax-small|GoPivot", "prompt": "c171-m1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoPivot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoPivot** might be better suited"}, {"id": "mai-20260917-1752-baseline|c171-m1|minimax-small|WellRight", "prompt": "c171-m1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WellRight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Incentive-Driven Engagement"}, {"id": "mai-20260917-1752-baseline|c171-m1|minimax-small|Avidon Health", "prompt": "c171-m1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Quick Implementation"}, {"id": "mai-20260917-1752-baseline|c171-m1|mistral-small|Wellable", "prompt": "c171-m1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** and **GoPivot** are the top choices due to their scalability, feature sets, and proven track records with mid-market clients"}, {"id": "mai-20260917-1752-baseline|c171-m1|mistral-small|GoPivot", "prompt": "c171-m1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoPivot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wellable** and **GoPivot** are the top choices due to their scalability, feature sets, and proven track records with mid-market clients"}, {"id": "mai-20260917-1752-baseline|c171-m1|mistral-small|Wellbees", "prompt": "c171-m1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellbees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wellbees and GoVida are also strong contenders, especially if mental health content or rewards-based engagement are priorities."}, {"id": "mai-20260917-1752-baseline|c171-m1|mistral-small|GoVida", "prompt": "c171-m1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoVida", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wellbees and GoVida are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c171-m1|moonshot-small|Wellable", "prompt": "c171-m1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** offers the best balance of"}, {"id": "mai-20260917-1752-baseline|c171-m1|moonshot-small|Sprout", "prompt": "c171-m1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Sprout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary focus is **team challenges and gamification**, consider **Sprout**."}, {"id": "mai-20260917-1752-baseline|c171-m1|moonshot-small|Navigate Wellbeing", "prompt": "c171-m1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Engagement Measurement"}, {"id": "mai-20260917-1752-baseline|c171-m1|moonshot-small|Wellbees", "prompt": "c171-m1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellbees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SMB to Mid-Market Transition"}, {"id": "mai-20260917-1752-baseline|c171-m1|moonshot-small|Virgin Pulse", "prompt": "c171-m1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Virgin Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "need deep health plan integrations, evaluate **Virgin Pulse** or **Limeade**"}, {"id": "mai-20260917-1752-baseline|c171-m1|moonshot-small|Limeade", "prompt": "c171-m1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecting wellness to broader employee engagement"}, {"id": "mai-20260917-1752-baseline|c171-m1|openai-small|Wellable", "prompt": "c171-m1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall pick: Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-m1|openai-small|GoVida", "prompt": "c171-m1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoVida", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoVida** — best if you want **gamified challenges and activity-based engagement**"}, {"id": "mai-20260917-1752-baseline|c171-m1|openai-small|Reward Gateway Employee Experience Platform", "prompt": "c171-m1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Reward Gateway Employee Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want a **broader employee experience suite** with wellbeing plus perks/recognition"}, {"id": "mai-20260917-1752-baseline|c171-m1|openai-small|TeamMood", "prompt": "c171-m1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "TeamMood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your top priority is **mood tracking and early issue detection**"}, {"id": "mai-20260917-1752-baseline|c171-m1|openai-small|YuMuuv", "prompt": "c171-m1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong option if you want **simple, cost-effective team wellness challenges**"}, {"id": "mai-20260917-1752-baseline|c171-m1|xai-small|Wellable", "prompt": "c171-m1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-m1|xai-small|Headspace", "prompt": "c171-m1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "less emphasis on clinical mental health (pair with Headspace if needed)"}, {"id": "mai-20260917-1752-baseline|c171-m1|xai-small|Vantage Fit", "prompt": "c171-m1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gamified challenges & global teams | 4.5/5 (400+)"}, {"id": "mai-20260917-1752-baseline|c171-m1|xai-small|Sprout", "prompt": "c171-m1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Sprout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Team competitions & events"}, {"id": "mai-20260917-1752-baseline|c171-m1|xai-small|Woliba", "prompt": "c171-m1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wellness + recognition combo"}, {"id": "mai-20260917-1752-baseline|c171-m1|xai-small|Wellness360", "prompt": "c171-m1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ROI-focused analytics"}, {"id": "mai-20260917-1752-baseline|c171-m1|zai-small|Wellable", "prompt": "c171-m1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit for a mid-market B2B company is **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-m1|zai-small|Vantage Fit", "prompt": "c171-m1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Vantage Fit"}, {"id": "mai-20260917-1752-baseline|c171-m1|zai-small|Wellhub", "prompt": "c171-m1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for global fitness access (gym/studio network) and large employers"}, {"id": "mai-20260917-1752-baseline|c171-m1|zai-small|IncentFit", "prompt": "c171-m1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "IncentFit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on rewards & incentives; pricing starts ~$3/user/month"}, {"id": "mai-20260917-1752-baseline|c171-m1|zai-small|Personify Health", "prompt": "c171-m1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "custom pricing; suited for larger, more complex programs"}, {"id": "mai-20260917-1752-baseline|c171-m1|zai-small|Burnalong", "prompt": "c171-m1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Burnalong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Live‑hosted events and diverse challenges"}, {"id": "mai-20260917-1752-baseline|c171-m2|alibaba-small|Modern Health", "prompt": "c171-m2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Examples include providers like **Modern Health**, **Lyra Health**, **Ginger**, or **Spring Health**."}, {"id": "mai-20260917-1752-baseline|c171-m2|alibaba-small|Lyra Health", "prompt": "c171-m2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Examples include providers like **Modern Health**, **Lyra Health**, **Ginger**, or **Spring Health**."}, {"id": "mai-20260917-1752-baseline|c171-m2|alibaba-small|Ginger", "prompt": "c171-m2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Ginger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Examples include providers like **Modern Health**, **Lyra Health**, **Ginger**, or **Spring Health**."}, {"id": "mai-20260917-1752-baseline|c171-m2|alibaba-small|Spring Health", "prompt": "c171-m2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Examples include providers like **Modern Health**, **Lyra Health**, **Ginger**, or **Spring Health**."}, {"id": "mai-20260917-1752-baseline|c171-m2|alibaba-small|Headspace", "prompt": "c171-m2", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "simple apps like Headspace which require self-discipline"}, {"id": "mai-20260917-1752-baseline|c171-m2|anthropic-small|Headspace", "prompt": "c171-m2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mindfulness and meditation sessions (can use apps like Headspace, Calm)"}, {"id": "mai-20260917-1752-baseline|c171-m2|anthropic-small|Calm", "prompt": "c171-m2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mindfulness and meditation sessions (can use apps like Headspace, Calm)"}, {"id": "mai-20260917-1752-baseline|c171-m2|challenger-small|Lyra", "prompt": "c171-m2", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EAP + dedicated therapy platform (such as Lyra or Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-m2|challenger-small|Spring Health", "prompt": "c171-m2", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "EAP + dedicated therapy platform (such as Lyra or Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-m2|deepseek-small|Spring Health", "prompt": "c171-m2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a modern integrated mental health platform (Modern Health or Spring Health) is my top recommendation"}, {"id": "mai-20260917-1752-baseline|c171-m2|deepseek-small|Modern Health", "prompt": "c171-m2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a modern integrated mental health platform (Modern Health or Spring Health) is my top recommendation"}, {"id": "mai-20260917-1752-baseline|c171-m2|deepseek-small|Lyra Health", "prompt": "c171-m2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~$8–20/employee/month, quality-vetted clinical network (more premium; tends to fit larger organizations)"}, {"id": "mai-20260917-1752-baseline|c171-m2|deepseek-small|ComPsych", "prompt": "c171-m2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "ComPsych", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ComPsych data even cites up to $6.07 returned per $1"}, {"id": "mai-20260917-1752-baseline|c171-m2|google-small|Modern Health", "prompt": "c171-m2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendations: **Modern Health** or **Spring Health**"}, {"id": "mai-20260917-1752-baseline|c171-m2|google-small|Spring Health", "prompt": "c171-m2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Modern Health** and **Spring Health** are the top-tier recommendations"}, {"id": "mai-20260917-1752-baseline|c171-m2|google-small|Lyra Health", "prompt": "c171-m2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While **Lyra Health** is another major leader in this space, it is often priced and structured for large enterprises"}, {"id": "mai-20260917-1752-baseline|c171-m2|minimax-small|Lyra", "prompt": "c171-m2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Digital EAP + therapy platform (like Lyra, Spring Health, Unmind)"}, {"id": "mai-20260917-1752-baseline|c171-m2|minimax-small|Spring Health", "prompt": "c171-m2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a **modern digital EAP platform** (examples: Spring Health, Lyra, Headspace for Business, Unmind)"}, {"id": "mai-20260917-1752-baseline|c171-m2|minimax-small|Unmind", "prompt": "c171-m2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(examples: Spring Health, Lyra, Headspace for Business, Unmind) at roughly $150\\u2013$200/employee"}, {"id": "mai-20260917-1752-baseline|c171-m2|minimax-small|Headspace for Business", "prompt": "c171-m2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(examples: Spring Health, Lyra, Headspace for Business, Unmind)"}, {"id": "mai-20260917-1752-baseline|c171-m2|moonshot-small|Lyra Health", "prompt": "c171-m2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Core: Dedicated Therapy Platform (e.g., Lyra Health or Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-m2|moonshot-small|Spring Health", "prompt": "c171-m2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top pick: Spring Health for mid-sized B2B companies prioritizing clinical outcomes"}, {"id": "mai-20260917-1752-baseline|c171-m2|moonshot-small|Talkspace for Business", "prompt": "c171-m2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Talkspace for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Talkspace if your workforce is highly distributed and values asynchronous access"}, {"id": "mai-20260917-1752-baseline|c171-m2|moonshot-small|EAPs", "prompt": "c171-m2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "EAPs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dedicated platforms see higher usage than traditional EAPs (which average only 4-5% utilization)"}, {"id": "mai-20260917-1752-baseline|c171-m2|xai-small|Lyra Health", "prompt": "c171-m2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend implementing an Employee Assistance Program (EAP) combined with a dedicated therapy platform (like Lyra Health or Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-m2|xai-small|Spring Health", "prompt": "c171-m2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "combined with a dedicated therapy platform (like Lyra Health or Spring Health) for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c171-m2|zai-small|Lyra", "prompt": "c171-m2", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose a platform with your team size in mind (Lyra/Spring Health for large mid-market, Calmerry for smaller teams)"}, {"id": "mai-20260917-1752-baseline|c171-m2|zai-small|Spring Health", "prompt": "c171-m2", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lyra/Spring Health for large mid-market"}, {"id": "mai-20260917-1752-baseline|c171-m2|zai-small|Calmerry", "prompt": "c171-m2", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calmerry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Calmerry for smaller teams"}, {"id": "mai-20260917-1752-baseline|c171-m3|alibaba-small|Wellable", "prompt": "c171-m3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Focus:** User engagement, rewards, and broad content libraries."}, {"id": "mai-20260917-1752-baseline|c171-m3|alibaba-small|Personify Health", "prompt": "c171-m3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Large enterprises looking to reduce total cost of care and coordinate benefits management."}, {"id": "mai-20260917-1752-baseline|c171-m3|alibaba-small|Wellhub (formerly Gympass)", "prompt": "c171-m3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Focus:** Physical access to gyms, studios, classes, and wellness apps."}, {"id": "mai-20260917-1752-baseline|c171-m3|alibaba-small|Lyra Health", "prompt": "c171-m3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Companies prioritizing measurable mental health outcomes over general wellness education."}, {"id": "mai-20260917-1752-baseline|c171-m3|alibaba-small|TELUS Health (formerly Sprout)", "prompt": "c171-m3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "TELUS Health (formerly Sprout)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Focus:** Prevention and behavior change using the \"HEART\" methodology."}, {"id": "mai-20260917-1752-baseline|c171-m3|alibaba-small|Vantage Fit", "prompt": "c171-m3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Focus:** Challenges and team-based competition."}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Woliba", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Woliba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Woliba leads as the top employee wellness platform by combining health challenges, peer-to-peer recognition, automated rewards, and pulse surveys into a single, modern platform."}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Motivosity", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Motivosity treats wellness as a cultural issue, not a side program, embedding recognition, belonging, and flexibility"}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Personify Health", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's best for large enterprises that want wellbeing, health navigation, and health plan administration consolidated into one vendor relationship."}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Wellness360", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wellness360 is a holistic corporate wellness platform built around the 8 pillars of wellness"}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Calm", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The best wellness apps for 2026 include Calm and Headspace for meditation."}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Headspace", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Calm and Headspace for meditation"}, {"id": "mai-20260917-1752-baseline|c171-m3|anthropic-small|Unmind", "prompt": "c171-m3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unmind provides access to licensed therapists and coaches specializing in 50+ areas of mental wellbeing"}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Personify Health", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Personify Health** if you want the broadest enterprise suite with benefits and navigation included."}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Wellable", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Wellable** if you want flexibility without committing to a heavy enterprise stack."}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Unmind", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Unmind** or **Headspace for Work** if mental health support is the main goal"}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Headspace for Work", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Unmind** or **Headspace for Work** if mental health support is the main goal"}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Wellhub", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Wellhub** if your main benefit is access to gyms and studios."}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Vantage Fit", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Vantage Fit** or **GoPivot** if engagement, challenges, and participation are central."}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|GoPivot", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for deskless or mixed workforces that need multiple workplace programs in one platform"}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|WebMD Health Services", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WebMD Health Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stronger clinical heritage and content depth than engagement-only platforms."}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Sharecare", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sharecare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More consumer-health and health-plan oriented than challenge-led wellness tools."}, {"id": "mai-20260917-1752-baseline|c171-m3|challenger-small|Terryberry", "prompt": "c171-m3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Terryberry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Terryberry** if you want recognition and wellbeing together."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Wellhub (formerly Gympass)", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The clear leader here... Best if your priority is *physical fitness and gym access*. Note: lighter on admin/clinical tools."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Headspace for Work", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The most recognized meditation brand, strong on stress reduction, sleep, and mindfulness content"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Calm Business", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Headspace but particularly strong on sleep and meditation content."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Unmind", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep clinical mental health... Best for large enterprises looking to *replace or augment an EAP*. Premium pricing"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Lyra Health", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Venture-backed platforms offering structured clinical mental-health care, therapy matching, and coaching."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Spring Health", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Venture-backed platforms offering structured clinical mental-health care, therapy matching, and coaching."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Wellable", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platform-agnostic, challenge-centric with gamification, leaderboards, and wearable integration... Strong for mid-market."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Limeade (now under WebMD Health Services)", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade (now under WebMD Health Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Unique for combining *employee listening (surveys/EX analytics)* with wellbeing in one platform."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Virgin Pulse (now Personify Health)", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse (now Personify Health)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade, broad connector ecosystem, comprehensive programs. Best for large organizations"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Motivosity", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "often ranked best overall for engagement"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Vantage Fit", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Budget option starting around $1/user/month for basic challenges and activity tracking."}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|GoPivot", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Do they support deskless/shift workers? (GoPivot, for instance, specifically reaches these.)"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|MoveSpring", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "MoveSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gamified challenges (Wellable, MoveSpring)"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|LifeWorks", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "LifeWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Reduce healthcare costs → clinical programs (Unmind, WebMD Health Services, LifeWorks)"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Terryberry", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Terryberry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Boost culture/engagement → Limeade, Motivosity, Terryberry"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Burnalong", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Burnalong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Provide fitness access → Wellhub, Burnalong"}, {"id": "mai-20260917-1752-baseline|c171-m3|deepseek-small|Sonic Boom", "prompt": "c171-m3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sonic Boom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Maximize participation → Virgin Pulse, Sonic Boom, Wellable"}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Lyra Health", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprises seeking rigorous, clinically proven outcomes."}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Spring Health", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Organizations prioritizing speed, precision matching, and care navigation."}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Modern Health", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: A highly scalable, coaching-first model."}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Wellhub (formerly Gympass)", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Global fitness benefits and employee choice."}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Personify Health", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Enterprise-scale benefits navigation and health tracking."}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Wellable", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-to-large companies wanting configurable, easy-to-deploy wellness challenges."}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Headspace (Headspace for Work)", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace (Headspace for Work)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Headspace acquired clinical-coaching platform Ginger, meaning they can offer a broader spectrum of care"}, {"id": "mai-20260917-1752-baseline|c171-m3|google-small|Calm (Calm for Business)", "prompt": "c171-m3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm (Calm for Business)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Calm leans heavily into self-guided relaxation, celebrity-voiced sleep stories, and soundscapes"}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Wellable", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Wellable, Navigate Wellbeing, Limeade, Wellhub, Sprout, Wellbees, Virgin Pulse, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Navigate Wellbeing", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Wellable, Navigate Wellbeing, Limeade..."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Limeade", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Wellable, Navigate Wellbeing, Limeade, Wellhub..."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Wellhub", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include ... Wellhub, Sprout..."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Sprout", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sprout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include ... Sprout, Wellbees..."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Wellbees", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellbees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include ... Wellbees, Virgin Pulse..."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Virgin Pulse", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top platforms include ... Virgin Pulse, and Headspace for Work."}, {"id": "mai-20260917-1752-baseline|c171-m3|meta-small|Headspace for Work", "prompt": "c171-m3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "and Headspace for Work. Each platform has its own strengths and weaknesses"}, {"id": "mai-20260917-1752-baseline|c171-m3|minimax-small|Wellable", "prompt": "c171-m3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Limited budget**: Wellable or Wellness360 (starting ~$1/user/month)"}, {"id": "mai-20260917-1752-baseline|c171-m3|minimax-small|Wellhub", "prompt": "c171-m3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fitness priority**: Wellhub (best gym network)"}, {"id": "mai-20260917-1752-baseline|c171-m3|minimax-small|Personify Health", "prompt": "c171-m3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise with navigation needs**: Personify Health"}, {"id": "mai-20260917-1752-baseline|c171-m3|minimax-small|Limeade", "prompt": "c171-m3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Employee experience focus**: Limeade"}, {"id": "mai-20260917-1752-baseline|c171-m3|minimax-small|Navigate Wellbeing", "prompt": "c171-m3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Navigate Wellbeing** | Behavior change | \"Meet employees where ready\" model | Quote-based |"}, {"id": "mai-20260917-1752-baseline|c171-m3|minimax-small|Wellness360", "prompt": "c171-m3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Limited budget**: Wellable or Wellness360 (starting ~$1/user/month)"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Wellable", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Small and mid-size teams"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Navigate Wellbeing", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Navigate Wellbeing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Limeade", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Enterprise with a focus on employee experience (EX) integration"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Wellhub (formerly Gympass)", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Companies prioritizing fitness and gym access"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Virgin Pulse (now Personify Health)", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse (now Personify Health)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Large enterprises"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Headspace for Work", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mental health and mindfulness"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Vitality", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vitality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Employers wanting insurance-linked incentives"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|WebMD Health Services", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WebMD Health Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations valuing health education and clinical support"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|Wellness360", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Comprehensive corporate wellness"}, {"id": "mai-20260917-1752-baseline|c171-m3|mistral-small|GoPivot", "prompt": "c171-m3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Deskless and mixed workforces"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Headspace for Work", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Headspace/Calm** if you want proven mindfulness content and stress reduction"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Calm Business", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Differentiator:** Larger content library but less customization; emphasizes sleep improvement"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Unmind", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Unmind** if you need clinical depth with workplace-specific features"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Lyra Health", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Lyra Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Lyra/Spring Health** if clinical mental health outcomes are your priority"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Spring Health", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Differentiator:** Precision mental health approach using data to match employees to right care"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Virgin Pulse / Personify Health", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse / Personify Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Virgin Pulse/Personify** if you need enterprise-scale integration with benefits"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|CoreHealth", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Configurable, white-label wellness platforms"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Wellness360", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Whole-person wellness with engagement"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Wellable", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Wellable** if you're a mid-market company wanting modern, flexible wellness without complexity"}, {"id": "mai-20260917-1752-baseline|c171-m3|moonshot-small|Vantage Fit / MoveSpring", "prompt": "c171-m3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit / MoveSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Challenge-driven physical activity"}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Microsoft Viva", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Microsoft Viva / Thrive** if you want wellbeing embedded into work tools employees already use."}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Thrive Global", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Thrive Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Thrive Global (used in Microsoft's wellbeing ecosystem) focuses on daily habits like sleep, movement, stress management, and connection."}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Wellable", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Wellable** if you want a dedicated wellness operating system for HR/wellness teams."}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Headspace for Work", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Headspace** if mental health and mindfulness are the priority."}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Reward Gateway Employee Experience Platform", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Reward Gateway Employee Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A broader **employee experience** platform that includes wellbeing alongside recognition, rewards, and engagement."}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Vantage Circle / Vantage Fit", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Circle / Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "positioned around **engagement, rewards, and activity-based wellness**"}, {"id": "mai-20260917-1752-baseline|c171-m3|openai-small|Perkbox", "prompt": "c171-m3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Perkbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Perkbox is generally positioned as a **benefits, wellbeing, and engagement** platform."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Wellable", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Corporate/employee platforms like Wellable, Virgin Pulse, or Wellhub exist but are more enterprise-oriented."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Virgin Pulse", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Corporate/employee platforms like Wellable, Virgin Pulse, or Wellhub exist but are more enterprise-oriented."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Wellhub", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Corporate/employee platforms like Wellable, Virgin Pulse, or Wellhub exist but are more enterprise-oriented."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Calm", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "here are the leading consumer ones: **Calm**, **Headspace**"}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Headspace", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose based on goals: meditation (Headspace/Calm)"}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|MyFitnessPal", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "MyFitnessPal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tracking (MyFitnessPal)"}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Noom", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Noom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "holistic change (Noom)"}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Insight Timer", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Insight Timer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Largest free library; community/live events; less polished but accessible for budget users."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Fabulous", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Fabulous", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Fabulous, Happify, or Whoop/Oura (wearable-integrated) are strong contenders but less universally top-ranked."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Happify", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Happify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like Fabulous, Happify, or Whoop/Oura (wearable-integrated) are strong contenders but less universally top-ranked."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Whoop", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Whoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Whoop/Oura (wearable-integrated) are strong contenders but less universally top-ranked."}, {"id": "mai-20260917-1752-baseline|c171-m3|xai-small|Oura", "prompt": "c171-m3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Oura", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Whoop/Oura (wearable-integrated) are strong contenders but less universally top-ranked."}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Headspace", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mental‑health content**: Headspace & Calm"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Calm", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mental‑health content**: Headspace & Calm"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|BetterUp", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Coaching**: BetterUp"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Wellhub (formerly Gympass)", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Fitness bundle**: Wellhub"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise suite**: Personify Health, CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Wellable", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Engagement/challenges**: Wellable, Wellness360, GoPivot"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Vitality", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vitality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Insurance‑linked rewards**: Vitality"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|GoPivot", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Deskless/mobile‑first**: GoPivot, Bright Breaks"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Unmind", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Clinical mental‑health**: Unmind, Zeno/Wysa"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|CoreHealth", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise suite**: Personify Health, CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Wellness360", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Engagement/challenges**: Wellable, Wellness360, GoPivot"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Bright Breaks", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Bright Breaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Deskless/mobile‑first**: GoPivot, Bright Breaks"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|Zeno / Wysa", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Zeno / Wysa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI‑driven chatbot mental‑health support"}, {"id": "mai-20260917-1752-baseline|c171-m3|zai-small|CoachHub", "prompt": "c171-m3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Professional coaching** → BetterUp, CoachHub"}, {"id": "mai-20260917-1752-baseline|c171-m4|alibaba-small|Avidon Health", "prompt": "c171-m4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avidon Health** is currently rated as the strongest contender for a full-featured platform"}, {"id": "mai-20260917-1752-baseline|c171-m4|alibaba-small|Headspace for Business", "prompt": "c171-m4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Headspace for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Headspace for Business** is the best value if you only need to address mental wellness"}, {"id": "mai-20260917-1752-baseline|c171-m4|alibaba-small|Wellbeats (by Wellable)", "prompt": "c171-m4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats (by Wellable)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative: Wellbeats (by Wellable)**"}, {"id": "mai-20260917-1752-baseline|c171-m4|alibaba-small|YuMuuv", "prompt": "c171-m4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Top Pick: YuMuuv** ... Around **$2–$3 PEPM**"}, {"id": "mai-20260917-1752-baseline|c171-m4|alibaba-small|Calm Business", "prompt": "c171-m4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Top Pick: Headspace for Business or Calm Business**"}, {"id": "mai-20260917-1752-baseline|c171-m4|anthropic-small|Sprout at Work", "prompt": "c171-m4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Sprout at Work, Wellbeats, or Wellable Lite are recommended for small budgets."}, {"id": "mai-20260917-1752-baseline|c171-m4|anthropic-small|Wellbeats", "prompt": "c171-m4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprout at Work, Wellbeats, or Wellable Lite are recommended for small budgets."}, {"id": "mai-20260917-1752-baseline|c171-m4|anthropic-small|Wellable Lite", "prompt": "c171-m4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sprout at Work, Wellbeats, or Wellable Lite are recommended for small budgets."}, {"id": "mai-20260917-1752-baseline|c171-m4|anthropic-small|Vantage Fit", "prompt": "c171-m4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vantage Fit works well if you're primarily focused on physical fitness tracking"}, {"id": "mai-20260917-1752-baseline|c171-m4|anthropic-small|Wellable", "prompt": "c171-m4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Wellable is most popular for its balance of affordability and features"}, {"id": "mai-20260917-1752-baseline|c171-m4|challenger-small|Wellable", "prompt": "c171-m4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single pick, **Wellable** is the strongest general-purpose option for small budgets"}, {"id": "mai-20260917-1752-baseline|c171-m4|challenger-small|Sprout at Work", "prompt": "c171-m4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprout at Work** or **Wellbeats** if your budget is very tight"}, {"id": "mai-20260917-1752-baseline|c171-m4|challenger-small|Wellbeats", "prompt": "c171-m4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprout at Work** or **Wellbeats** if your budget is very tight"}, {"id": "mai-20260917-1752-baseline|c171-m4|challenger-small|Vantage Fit", "prompt": "c171-m4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vantage Fit** if you want a **gamified, mobile-first** platform"}, {"id": "mai-20260917-1752-baseline|c171-m4|challenger-small|YuMuuv", "prompt": "c171-m4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**YuMuuv** if you want **simple rollout and cost effectiveness**"}, {"id": "mai-20260917-1752-baseline|c171-m4|challenger-small|Woliba", "prompt": "c171-m4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Woliba** if you want an affordable, small-business-friendly platform"}, {"id": "mai-20260917-1752-baseline|c171-m4|deepseek-small|Wellbeats", "prompt": "c171-m4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellbeats** or **Vantage Fit** at roughly **$1/employee/month** offer the best cost-to-feature ratio"}, {"id": "mai-20260917-1752-baseline|c171-m4|deepseek-small|Vantage Fit", "prompt": "c171-m4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wellbeats** or **Vantage Fit** at roughly **$1/employee/month** offer the best cost-to-feature ratio"}, {"id": "mai-20260917-1752-baseline|c171-m4|deepseek-small|Wellable", "prompt": "c171-m4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wellable** at $2\\u2013$4/employee/month is worth the small premium"}, {"id": "mai-20260917-1752-baseline|c171-m4|deepseek-small|Sprout at Work", "prompt": "c171-m4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically geared toward small teams (under 20 employees). Simple, low-cost option."}, {"id": "mai-20260917-1752-baseline|c171-m4|deepseek-small|Burnalong", "prompt": "c171-m4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Burnalong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good mid-tier value for habit-building and wellness challenges."}, {"id": "mai-20260917-1752-baseline|c171-m4|deepseek-small|Wellics", "prompt": "c171-m4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Several providers (e.g., Wellics) offer starter tiers around **$5/month**"}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|Vantage Fit", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Overall value and robust features at the lowest flat rate.\n*   **Estimated Price:** **$1 per user, per month**."}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|Woliba", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Companies wanting to pay *only* for employees who actually participate."}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|YuMuuv", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Global teams, seasonal wellness initiatives, and lightweight challenges."}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|Avidon Health", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Small teams (10 to 150 employees) with zero HR time to manage a program."}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|MoveSpring", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "MoveSpring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms like *MoveSpring* are incredibly popular for step challenges, but they charge a hefty upfront setup/licensing fee"}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|Headspace", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "offer free or heavily subsidized wellness apps, gym discounts, or mental health resources (like Headspace or Calm)"}, {"id": "mai-20260917-1752-baseline|c171-m4|google-small|Calm", "prompt": "c171-m4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mental health resources (like Headspace or Calm) as part of your existing policy"}, {"id": "mai-20260917-1752-baseline|c171-m4|meta-small|Avidon Health", "prompt": "c171-m4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee wellbeing platform for a company with a limited budget is Avidon Health, which starts at under $3 per employee per month"}, {"id": "mai-20260917-1752-baseline|c171-m4|meta-small|YuMuuv", "prompt": "c171-m4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are YuMuuv and Sprout at Work, which offer similar pricing and features."}, {"id": "mai-20260917-1752-baseline|c171-m4|meta-small|Sprout at Work", "prompt": "c171-m4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are YuMuuv and Sprout at Work, which offer similar pricing and features."}, {"id": "mai-20260917-1752-baseline|c171-m4|meta-small|Wellable", "prompt": "c171-m4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It's also worth considering Wellable, Personify Health, and Limeade"}, {"id": "mai-20260917-1752-baseline|c171-m4|meta-small|Personify Health", "prompt": "c171-m4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It's also worth considering Wellable, Personify Health, and Limeade"}, {"id": "mai-20260917-1752-baseline|c171-m4|meta-small|Limeade", "prompt": "c171-m4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It's also worth considering Wellable, Personify Health, and Limeade"}, {"id": "mai-20260917-1752-baseline|c171-m4|minimax-small|Avidon Health", "prompt": "c171-m4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avidon Health** (Best Overall for Small Budgets)"}, {"id": "mai-20260917-1752-baseline|c171-m4|minimax-small|YuMuuv", "prompt": "c171-m4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avidon Health** or **YuMuuv** both offer solid foundations starting around $2-3/month per employee"}, {"id": "mai-20260917-1752-baseline|c171-m4|minimax-small|Wellable", "prompt": "c171-m4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Price**: Typically $3-7 range (small business friendly)"}, {"id": "mai-20260917-1752-baseline|c171-m4|mistral-small|WellSteps", "prompt": "c171-m4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute lowest cost, **WellSteps** and **NectarHR** stand out as the most budget-friendly options"}, {"id": "mai-20260917-1752-baseline|c171-m4|mistral-small|Wellable", "prompt": "c171-m4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a balance between cost and features, **Wellable** and **Wellics** are also strong contenders."}, {"id": "mai-20260917-1752-baseline|c171-m4|mistral-small|Bright Breaks", "prompt": "c171-m4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Bright Breaks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on hybrid micro-breaks and burnout prevention, with plans starting at $395/month"}, {"id": "mai-20260917-1752-baseline|c171-m4|mistral-small|NectarHR (Employee Wellness Software)", "prompt": "c171-m4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "NectarHR (Employee Wellness Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**WellSteps** and **NectarHR** stand out as the most budget-friendly options, especially for larger or smaller teams respectively"}, {"id": "mai-20260917-1752-baseline|c171-m4|mistral-small|Wellics", "prompt": "c171-m4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wellable** and **Wellics** are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c171-m4|moonshot-small|Wellbeats", "prompt": "c171-m4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For purely fitness-focused wellness, **Wellbeats** is unbeatable on price."}, {"id": "mai-20260917-1752-baseline|c171-m4|moonshot-small|Vantage Fit", "prompt": "c171-m4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vantage Fit** or **Avidon Health** offer the best balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c171-m4|moonshot-small|Wellable", "prompt": "c171-m4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wellable** - Flexible & Affordable"}, {"id": "mai-20260917-1752-baseline|c171-m4|moonshot-small|Avidon Health", "prompt": "c171-m4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Vantage Fit** or **Avidon Health** offer the best balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c171-m4|moonshot-small|Calm", "prompt": "c171-m4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combine a basic platform with free resources (like Calm/Headspace for mental health)"}, {"id": "mai-20260917-1752-baseline|c171-m4|moonshot-small|Headspace", "prompt": "c171-m4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free resources (like Calm/Headspace for mental health)"}, {"id": "mai-20260917-1752-baseline|c171-m4|openai-small|Wellable", "prompt": "c171-m4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is tight, **Wellable** is the best starting point I'd look at."}, {"id": "mai-20260917-1752-baseline|c171-m4|openai-small|WellSteps", "prompt": "c171-m4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WellSteps** if you want a more structured, turnkey wellness program; pricing is contact-based"}, {"id": "mai-20260917-1752-baseline|c171-m4|openai-small|Sworkit Health", "prompt": "c171-m4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sworkit Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sworkit Health** if your priority is content-driven wellbeing"}, {"id": "mai-20260917-1752-baseline|c171-m4|openai-small|Wellhub", "prompt": "c171-m4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare **Wellable vs WellSteps vs Wellhub** for your company size"}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|Wellbeats", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start here**: Wellbeats for the absolute lowest cost and simplicity."}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|YuMuuv", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**YuMuuv** (Best for activity challenges & engagement)"}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|Avidon Health", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avidon Health** (Best for comprehensive, evidence-based programs)"}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|Calm", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Apps like Calm, Headspace, or 7 Cups**: Free tiers for meditation/stress support"}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|Headspace", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tiers for meditation/stress support; company can promote without paying (e.g., Headspace free trials)"}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|7 Cups", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "7 Cups", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Apps like Calm, Headspace, or 7 Cups**: Free tiers"}, {"id": "mai-20260917-1752-baseline|c171-m4|xai-small|Wellable", "prompt": "c171-m4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Sources: Avidon comparison, Capterra vs. Wellable)"}, {"id": "mai-20260917-1752-baseline|c171-m4|zai-small|BHN Extras", "prompt": "c171-m4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "BHN Extras", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want the absolute lowest cost with no fees: Start with **BHN Extras** for benefits"}, {"id": "mai-20260917-1752-baseline|c171-m4|zai-small|Avidon Health", "prompt": "c171-m4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wellable** (from $1 PEPM) or **Avidon Health** (under $3 PEPM) are top choices."}, {"id": "mai-20260917-1752-baseline|c171-m4|zai-small|YuMuuv", "prompt": "c171-m4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want high engagement through challenges: **YuMuuv** (around $2–3 PEPM) is a strong contender."}, {"id": "mai-20260917-1752-baseline|c171-m4|zai-small|Wellable", "prompt": "c171-m4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Wellable** (from $1 PEPM) or **Avidon Health** (under $3 PEPM) are top choices."}, {"id": "mai-20260917-1752-baseline|c171-m4|zai-small|Sprout at Work", "prompt": "c171-m4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Around $3–5 per employee per month (PEPM). ... Good balance of features and price for small teams."}, {"id": "mai-20260917-1752-baseline|c171-m5|moonshot-small|Wellable", "prompt": "c171-m5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wellable**: Modular design, strong content library, good G2 ratings"}, {"id": "mai-20260917-1752-baseline|c171-m5|moonshot-small|Virgin Pulse", "prompt": "c171-m5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Virgin Pulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Virgin Pulse**: Comprehensive but can be complex"}, {"id": "mai-20260917-1752-baseline|c171-m5|moonshot-small|Limeade", "prompt": "c171-m5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limeade**: Strong on engagement and science-backed approach"}, {"id": "mai-20260917-1752-baseline|c171-m5|moonshot-small|Vantage Fit", "prompt": "c171-m5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vantage Fit**: Competitive pricing, real gift card rewards"}, {"id": "mai-20260917-1752-baseline|c171-m5|moonshot-small|Headspace for Work", "prompt": "c171-m5", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Headspace for Work**: If mental health is your primary focus"}, {"id": "mai-20260917-1752-baseline|c171-m5|xai-small|Personify Health", "prompt": "c171-m5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Personify Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top options for mid-sized companies include Personify Health, Wellable, Spring Health, Wellness360, Vantage Fit, and CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m5|xai-small|Wellable", "prompt": "c171-m5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top options for mid-sized companies include Personify Health, Wellable, Spring Health, Wellness360, Vantage Fit, and CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m5|xai-small|Spring Health", "prompt": "c171-m5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Spring Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top options for mid-sized companies include Personify Health, Wellable, Spring Health, Wellness360, Vantage Fit, and CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m5|xai-small|Wellness360", "prompt": "c171-m5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top options for mid-sized companies include ... Wellness360, Vantage Fit, and CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m5|xai-small|Vantage Fit", "prompt": "c171-m5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top options for mid-sized companies include ... Vantage Fit, and CoreHealth"}, {"id": "mai-20260917-1752-baseline|c171-m5|xai-small|CoreHealth", "prompt": "c171-m5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top options for mid-sized companies include ... and CoreHealth (based on 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline|c171-m6|alibaba-small|Sonia", "prompt": "c171-m6", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Sonia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "an AI therapy chatbot named Sonia was famously used by a teenager who was suicidal... It had no guardrails."}, {"id": "mai-20260917-1752-baseline|c171-m6|alibaba-small|Calm", "prompt": "c171-m6", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "major, seemingly reputable apps (like Calm and Headspace) have been bought by private equity firms... critics argue they are becoming more focused on profit"}, {"id": "mai-20260917-1752-baseline|c171-m6|alibaba-small|Headspace", "prompt": "c171-m6", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the \"industry standards\" usually include Big Think, Headspace (for basics)"}, {"id": "mai-20260917-1752-baseline|c171-m6|alibaba-small|Big Think", "prompt": "c171-m6", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Big Think", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "safer bets that have undergone peer review, the \"industry standards\" usually include Big Think"}, {"id": "mai-20260917-1752-baseline|c171-m6|alibaba-small|BetterHelp", "prompt": "c171-m6", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BetterHelp (for connection to humans)"}, {"id": "mai-20260917-1752-baseline|c171-m6|alibaba-small|Woebot", "prompt": "c171-m6", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Woebot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "academic-backed apps like Woebot (though always vetted for current privacy policy)"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|BetterHelp", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BetterHelp, Talkspace, and Headspace have been found to have widespread issues with data collection, sharing, and storage"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|Talkspace", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Talkspace pushes users into doing a questionnaire without asking permission or laying out privacy policies first"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|Headspace", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Headspace collects a wide range of personal information including health data... shares user data with third-party platforms for targeted advertising"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|Cerebral", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Cerebral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Cerebral installs nearly 800 trackers on a user's phone within a minute of downloading it"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|Replika: My AI Friend", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Replika: My AI Friend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Replika received one of Mozilla's worst privacy ratings"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|Wysa", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wysa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Wysa and PTSD Coach stood out for having clear privacy policies and stronger data protection practices"}, {"id": "mai-20260917-1752-baseline|c171-m6|anthropic-small|PTSD Coach", "prompt": "c171-m6", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "PTSD Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Wysa and PTSD Coach stood out for having clear privacy policies and stronger data protection practices"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|BetterHelp", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why to be cautious:** The FTC fined them **$7.8 million** in 2023 for sharing users' sensitive mental health data"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|Cerebral", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Cerebral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** In 2024, they agreed to pay **$3.6 million+** to resolve DOJ/DEA allegations"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|Talkspace", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to be cautious:** Multiple investigations and reports ... revealed"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|Flo Health", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Flo Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to be cautious:** The company faced a major class action lawsuit (Frasco v. Flo Health)"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|Headspace", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Headspace** – Strong evidence base for meditation, though no major privacy scandals"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|Woebot / Wysa", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Woebot / Wysa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Evidence-informed CBT chatbots with research support"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|Sleepio", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Sleepio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Recommended by the UK's NICE for insomnia"}, {"id": "mai-20260917-1752-baseline|c171-m6|deepseek-small|PTSD Coach / MindShift CBT", "prompt": "c171-m6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "PTSD Coach / MindShift CBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free, evidence-based tools from reputable sources"}, {"id": "mai-20260917-1752-baseline|c171-m6|google-small|Done Global (Done Health)", "prompt": "c171-m6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Done Global (Done Health)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Done Global (Done Health):** **Avoid entirely.**"}, {"id": "mai-20260917-1752-baseline|c171-m6|google-small|Cerebral", "prompt": "c171-m6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Cerebral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Cerebral:** **Exercise extreme caution.**"}, {"id": "mai-20260917-1752-baseline|c171-m6|google-small|BetterHelp", "prompt": "c171-m6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**BetterHelp (and sister sites like Pride Counseling, Faithful Counseling, and Teen Counseling):** **Exercise caution.**"}, {"id": "mai-20260917-1752-baseline|c171-m6|google-small|Monument", "prompt": "c171-m6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Monument", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Monument (Alcohol Addiction Treatment):** **Exercise caution.**"}, {"id": "mai-20260917-1752-baseline|c171-m6|google-small|Noom", "prompt": "c171-m6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Noom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Noom:** **Exercise caution.** ... settled a massive $56 million class-action lawsuit"}, {"id": "mai-20260917-1752-baseline|c171-m6|meta-small|Calm", "prompt": "c171-m6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mental health apps that rely on half-baked science, have zero clinical robustness, and show no net health benefits. Examples include Calm, Happify, Headspace, and Moodfit."}, {"id": "mai-20260917-1752-baseline|c171-m6|meta-small|Happify", "prompt": "c171-m6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Happify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples include Calm, Happify, Headspace, and Moodfit."}, {"id": "mai-20260917-1752-baseline|c171-m6|meta-small|Headspace", "prompt": "c171-m6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples include Calm, Happify, Headspace, and Moodfit."}, {"id": "mai-20260917-1752-baseline|c171-m6|meta-small|Moodfit", "prompt": "c171-m6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Moodfit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples include Calm, Happify, Headspace, and Moodfit."}, {"id": "mai-20260917-1752-baseline|c171-m6|meta-small|Talkspace", "prompt": "c171-m6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Mental health apps that lack variety in tools and activities, accurate information, and clear scientific knowledge. Examples include Talkspace."}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Better Help", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Better Help", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apps to Avoid or Use with Extreme Caution ... **Better Help** - Shared personal information with third parties, vague privacy policies"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Talkspace", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Talkspace** - Failed security standards, data sharing concerns"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Youper", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Youper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Youper** - Privacy policy issues, data handling concerns"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Woebot", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Woebot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Woebot** - Questionable data practices"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Better Stop Suicide", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Better Stop Suicide", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Better Stop Suicide** - Vague and messy privacy policies"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Pray.com", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Pray.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Pray.com** - Security vulnerabilities, data sharing"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Glorify", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Glorify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Glorify** - Failed security standards"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Calm", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Calm** - Despite popularity, has received privacy warnings"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Cerebral", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Cerebral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Cerebral** - Privacy concerns"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Insight Timer", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Insight Timer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Insight Timer** - Data sharing practices"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Finch", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Finch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Finch** - Privacy issues"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Ginger", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Ginger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Ginger** - Data handling concerns"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Replika: My AI friend", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Replika: My AI friend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Replika: My AI friend** - Security and privacy issues"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|Wysa", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wysa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Recommended Safer Alternatives ... **Wysa** - Received \"Best Of\" citation for privacy"}, {"id": "mai-20260917-1752-baseline|c171-m6|minimax-small|PTSD Coach", "prompt": "c171-m6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "PTSD Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**PTSD Coach** - Recommended for strong privacy protection"}, {"id": "mai-20260917-1752-baseline|c171-m6|mistral-small|Calm", "prompt": "c171-m6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples often cited include Calm, Happify, Headspace, and Moodfit, which admit in their terms that they do not offer clinical or medical advice"}, {"id": "mai-20260917-1752-baseline|c171-m6|mistral-small|Happify", "prompt": "c171-m6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Happify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples often cited include Calm, Happify, Headspace, and Moodfit"}, {"id": "mai-20260917-1752-baseline|c171-m6|mistral-small|Headspace", "prompt": "c171-m6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples often cited include Calm, Happify, Headspace, and Moodfit"}, {"id": "mai-20260917-1752-baseline|c171-m6|mistral-small|Moodfit", "prompt": "c171-m6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Moodfit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples often cited include Calm, Happify, Headspace, and Moodfit"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|BetterHelp", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Shared users' sensitive mental health data ... $7.8 million fine and a ban from sharing health data for advertising"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|MyTherapist", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "MyTherapist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Owned brands to also watch: MyTherapist, Teen Counseling, Faithful Counseling"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Teen Counseling", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Teen Counseling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Owned brands to also watch: MyTherapist, Teen Counseling, Faithful Counseling"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Faithful Counseling", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Faithful Counseling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Owned brands to also watch: ... Faithful Counseling, Pride Counseling"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Pride Counseling", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Pride Counseling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pride Counseling (BetterHelp-owned)"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|iCounseling", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "iCounseling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Owned brands to also watch: ... iCounseling, ReGain, Terappeuta"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|ReGain", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "ReGain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Owned brands to also watch: ... ReGain, Terappeuta"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Terappeuta", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Terappeuta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Owned brands to also watch: ... Terappeuta"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Cerebral", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Cerebral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "$7 million fine, with $5.1 million earmarked for consumer refunds... Data breach in 2023 affected over 3.1 million individuals"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Talkspace", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "these apps have been flagged for poor privacy practices"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Headspace", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Headspace (though it has improved transparency with a \"My Data\" hub)"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Shine", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Shine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "flagged for poor privacy practices: ... Shine"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Youper", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Youper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "flagged for poor privacy practices: ... Youper"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Calm", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Calm and Modern Health have made improvements by clarifying privacy policies"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|Modern Health", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Calm and Modern Health have made improvements by clarifying privacy policies"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|WHOOP", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "WHOOP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Class action lawsuit alleging unauthorized sharing of sensitive health data"}, {"id": "mai-20260917-1752-baseline|c171-m6|moonshot-small|23andMe", "prompt": "c171-m6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "23andMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "they had a major data breach affecting millions and are now in bankruptcy proceedings"}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|BetterHelp", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FTC 2023 settlement ($7.8M); shared health data (e.g., therapy-related info) for ads."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Cerebral", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Cerebral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "FTC 2024 settlement ($7M+); shared sensitive medical/prescription data for ads, misleading cancellation policies."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Hims & Hers", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Hims & Hers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "FTC lawsuit (2026, ongoing); accused of sharing health data with Meta/Snap for ads, deceptive billing."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Flo Health", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Flo Health", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Class-action settlements ($56M total with Google etc.); shared reproductive data without consent."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Replika", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Replika", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Mozilla called it \"perhaps the worst app reviewed\"; FTC complaints for deceptive claims"}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Talkspace", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Worst offenders for data sharing, weak security."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Woebot", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Woebot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Worst offenders for data sharing, weak security."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Youper", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Youper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Worst offenders for data sharing, weak security."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Calm", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Privacy concerns (e.g., tracking, ads); user complaints on subscriptions"}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Headspace", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Headspace: auto-renewals, slow app"}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|Omna", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Omna", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Recent App Store reviews call it a \"scam\" for hidden charges, no refunds."}, {"id": "mai-20260917-1752-baseline|c171-m6|xai-small|PTSD Coach", "prompt": "c171-m6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "PTSD Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Prefer regulated options (e.g., VA's PTSD Coach praised by Mozilla)."}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Wysa", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wysa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "rated Wysa as having an **\"Unacceptable\" risk level for teens**"}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|ChatGPT", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are not safe for mental health support."}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Claude", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**General AI Chatbots (ChatGPT, Claude, etc.):** These are not safe for mental health support."}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Talkspace", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Mozilla found that Talkspace collected sensitive chat transcripts and shared data with third parties for advertising"}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|BetterHelp", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Similar privacy concerns exist regarding the sharing of user data."}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Calm", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "popular, but they have faced criticism for being \"data-hungry\" and failing to provide clinical robustness"}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Headspace", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "criticism for being \"data-hungry\" and failing to provide clinical robustness for serious conditions"}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Happify", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Happify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Apps like **Calm, Headspace, Happify, and Moodfit** are popular, but they have faced criticism"}, {"id": "mai-20260917-1752-baseline|c171-m6|zai-small|Moodfit", "prompt": "c171-m6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Moodfit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Apps like **Calm, Headspace, Happify, and Moodfit** are popular, but they have faced criticism"}, {"id": "mai-20260917-1752-baseline|c171-s1|alibaba-small|Avidon Health", "prompt": "c171-s1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avidon Health"}, {"id": "mai-20260917-1752-baseline|c171-s1|alibaba-small|YuMuuv", "prompt": "c171-s1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: YuMuuv"}, {"id": "mai-20260917-1752-baseline|c171-s1|alibaba-small|Woliba", "prompt": "c171-s1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Woliba"}, {"id": "mai-20260917-1752-baseline|c171-s1|alibaba-small|Wellbeats", "prompt": "c171-s1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellbeats", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cheapest option; focused strictly on virtual workouts."}, {"id": "mai-20260917-1752-baseline|c171-s1|alibaba-small|Sprout at Work", "prompt": "c171-s1", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Sprout at Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Sprout at Work** and others often require a minimum of **25+ employees**, which might disqualify smaller startups."}, {"id": "mai-20260917-1752-baseline|c171-s1|anthropic-small|Wellable", "prompt": "c171-s1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** is recommended as the best overall employee wellness platform for small businesses"}, {"id": "mai-20260917-1752-baseline|c171-s1|anthropic-small|Motivosity", "prompt": "c171-s1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Other Strong Options\n\n**Motivosity**: Treats wellness as a cultural issue"}, {"id": "mai-20260917-1752-baseline|c171-s1|anthropic-small|Limeade", "prompt": "c171-s1", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limeade**: A flexible wellness platform priced at $4-10/employee/month"}, {"id": "mai-20260917-1752-baseline|c171-s1|challenger-small|Woliba", "prompt": "c171-s1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Woliba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick from the sources is **Woliba** because it is repeatedly positioned as the best fit for SMBs"}, {"id": "mai-20260917-1752-baseline|c171-s1|challenger-small|Wellable", "prompt": "c171-s1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wellable** is the other top contender"}, {"id": "mai-20260917-1752-baseline|c171-s1|challenger-small|YuMuuv", "prompt": "c171-s1", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**YuMuuv** is also consistently mentioned as a cost-effective, minimal-admin option for small businesses"}, {"id": "mai-20260917-1752-baseline|c171-s1|deepseek-small|Wellable", "prompt": "c171-s1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** — Best all-around for small teams"}, {"id": "mai-20260917-1752-baseline|c171-s1|deepseek-small|Woliba", "prompt": "c171-s1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Woliba** if you want the best budget option that also covers recognition/surveys and mental-health support in one tool"}, {"id": "mai-20260917-1752-baseline|c171-s1|deepseek-small|Wellhub (formerly Gympass)", "prompt": "c171-s1", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's a perk more than a full wellbeing platform... Better suited to larger or fitness-forward companies"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|Virgin Pulse", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Virgin Pulse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "big enterprise systems (like Virgin Pulse or WebMD) are usually a poor fit. They are expensive, take months to implement"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|WebMD", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WebMD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "big enterprise systems (like Virgin Pulse or WebMD) are usually a poor fit"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|Spill", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Spill", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Mental Health & Slack/Teams Integration: **Spill**"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|Fringe", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flexible Choice & Stipends: **Fringe** (or Compt)"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|Compt", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Flexible Choice & Stipends: **Fringe** (or Compt)"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|YuLife", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuLife", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Fun, Gamification, and All-in-One Benefits: **YuLife**"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|Motivosity", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Culture and Peer Appreciation: **Motivosity**"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|HabiLife", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "HabiLife", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like HabiLife are highly affordable"}, {"id": "mai-20260917-1752-baseline|c171-s1|google-small|YuMuuv", "prompt": "c171-s1", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for Simple, Lightweight Fitness Challenges: **HabiLife** (or YuMuuv)"}, {"id": "mai-20260917-1752-baseline|c171-s1|meta-small|Wellable", "prompt": "c171-s1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee wellbeing platform for a small B2B company is Wellable"}, {"id": "mai-20260917-1752-baseline|c171-s1|meta-small|Avidon Health", "prompt": "c171-s1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Avidon Health and WebMD Health Services"}, {"id": "mai-20260917-1752-baseline|c171-s1|meta-small|WebMD Health Services", "prompt": "c171-s1", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WebMD Health Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Avidon Health and WebMD Health Services"}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|Wellable", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently recommended for small to mid-size teams. Offers modular challenges and a content-rich program without heavy rollout requirements."}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|Avidon Health", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically designed for small to mid-size employers with low-administration requirements."}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|Burnalong", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Burnalong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides comprehensive digital and local health solutions"}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|YuMuuv", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A team wellness challenge app that's flexible for organizing various types of wellness challenges."}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|Wellness360", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS-based platform suitable for employers and benefits brokers"}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|Personify Health", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Personify Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Offers large ecosystem but better suited for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|WebMD Health Services", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WebMD Health Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong on coaching and health assessments"}, {"id": "mai-20260917-1752-baseline|c171-s1|minimax-small|GoVida Primary", "prompt": "c171-s1", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoVida Primary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Entry-level option specifically for small companies"}, {"id": "mai-20260917-1752-baseline|c171-s1|mistral-small|Wellable", "prompt": "c171-s1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** is frequently highlighted as one of the best employee wellbeing platforms for small to mid-size B2B companies"}, {"id": "mai-20260917-1752-baseline|c171-s1|mistral-small|Avidon Health", "prompt": "c171-s1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Avidon Health** (for low-administration wellness programs)"}, {"id": "mai-20260917-1752-baseline|c171-s1|mistral-small|WebMD Health Services", "prompt": "c171-s1", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "WebMD Health Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WebMD Health Services** (for coaching and health assessment programs), both of which are also well-suited for smaller teams"}, {"id": "mai-20260917-1752-baseline|c171-s1|moonshot-small|Headspace for Work", "prompt": "c171-s1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Headspace for Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Calm or Headspace if you want simple, affordable mental health benefits"}, {"id": "mai-20260917-1752-baseline|c171-s1|moonshot-small|Calm Business", "prompt": "c171-s1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Calm Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Calm or Headspace if you want simple, affordable mental health benefits"}, {"id": "mai-20260917-1752-baseline|c171-s1|moonshot-small|Wellable", "prompt": "c171-s1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Wellable if you want a more comprehensive program with challenges, tracking, and rewards"}, {"id": "mai-20260917-1752-baseline|c171-s1|moonshot-small|Sprout at Work", "prompt": "c171-s1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Sprout at Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simple, affordable micro-wellness platform with low admin burden"}, {"id": "mai-20260917-1752-baseline|c171-s1|moonshot-small|YuMuuv", "prompt": "c171-s1", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Activity tracking and challenges with low setup time (1-2 hours)"}, {"id": "mai-20260917-1752-baseline|c171-s1|openai-small|Wellable", "prompt": "c171-s1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-s1|openai-small|GoVida", "prompt": "c171-s1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "GoVida", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for engagement through challenges:** **GoVida**"}, {"id": "mai-20260917-1752-baseline|c171-s1|openai-small|Reward Gateway Employee Experience Platform", "prompt": "c171-s1", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Reward Gateway Employee Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is a strong contender and is one of the top alternatives surfaced by G2 in this space"}, {"id": "mai-20260917-1752-baseline|c171-s1|xai-small|Wellable", "prompt": "c171-s1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wellable** (Highest-rated overall for small teams)"}, {"id": "mai-20260917-1752-baseline|c171-s1|xai-small|YuMuuv", "prompt": "c171-s1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**YuMuuv** (Best budget/activity-focused)"}, {"id": "mai-20260917-1752-baseline|c171-s1|xai-small|Woliba", "prompt": "c171-s1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Woliba** (Best all-in-one with recognition)"}, {"id": "mai-20260917-1752-baseline|c171-s1|xai-small|Avidon Health", "prompt": "c171-s1", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Avidon Health** (Best low-admin, outcomes-focused)"}, {"id": "mai-20260917-1752-baseline|c171-s1|zai-small|Wellable", "prompt": "c171-s1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The All-Rounder: Wellable ... Wellable is widely considered a market leader with a 4.7/5 rating on G2"}, {"id": "mai-20260917-1752-baseline|c171-s1|zai-small|VantageFit", "prompt": "c171-s1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "VantageFit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Budget Champion: VantageFit ... offers the most transparent and affordable pricing on the market"}, {"id": "mai-20260917-1752-baseline|c171-s1|zai-small|Friday Pulse", "prompt": "c171-s1", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "direct", "raw": "Friday Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Culture Builder: Friday Pulse ... If you have fewer than 11 employees, Friday Pulse is **free**"}, {"id": "mai-20260917-1752-baseline|c171-s2|anthropic-small|BetterHelp", "prompt": "c171-s2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "BetterHelp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Services like BetterHelp, Talkspace, or Ginger are appealing for B2B companies"}, {"id": "mai-20260917-1752-baseline|c171-s2|anthropic-small|Talkspace", "prompt": "c171-s2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Talkspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Services like BetterHelp, Talkspace, or Ginger are appealing for B2B companies"}, {"id": "mai-20260917-1752-baseline|c171-s2|anthropic-small|Ginger", "prompt": "c171-s2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Ginger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Services like BetterHelp, Talkspace, or Ginger are appealing for B2B companies"}, {"id": "mai-20260917-1752-baseline|c171-s2|anthropic-small|Headspace", "prompt": "c171-s2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Meditation or stress-management apps (Headspace, Calm)"}, {"id": "mai-20260917-1752-baseline|c171-s2|anthropic-small|Calm", "prompt": "c171-s2", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Meditation or stress-management apps (Headspace, Calm)"}, {"id": "mai-20260917-1752-baseline|c171-s2|deepseek-small|Thrive EAP", "prompt": "c171-s2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Thrive EAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a quality EAP (like **Thrive EAP**)"}, {"id": "mai-20260917-1752-baseline|c171-s2|deepseek-small|Calmerry", "prompt": "c171-s2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calmerry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add a digital mental health tool (like **Calmerry** or **Nivati**) as budget allows"}, {"id": "mai-20260917-1752-baseline|c171-s2|deepseek-small|Nivati", "prompt": "c171-s2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Nivati", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add a digital mental health tool (like **Calmerry** or **Nivati**) as budget allows"}, {"id": "mai-20260917-1752-baseline|c171-s2|deepseek-small|Modern Health", "prompt": "c171-s2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Calmerry, Nivati, or Modern Health** (small business tiers)"}, {"id": "mai-20260917-1752-baseline|c171-s2|deepseek-small|Spring Health", "prompt": "c171-s2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More comprehensive option:** A platform like **Spring Health** or **Lyra**"}, {"id": "mai-20260917-1752-baseline|c171-s2|deepseek-small|Lyra", "prompt": "c171-s2", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More comprehensive option:** A platform like **Spring Health** or **Lyra**"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Compt", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended benefit for a small B2B business is a **monthly or quarterly Wellness Stipend** administered through a Lifestyle Savings Account (LSA) provider (like Compt or Fringe)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Fringe", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Fringe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "administered through a Lifestyle Savings Account (LSA) provider (like Compt or Fringe)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Talkspace", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Talkspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "partner with a digital-first platform like **Headspace Care (formerly Ginger)** or **Talkspace for Business**"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|BetterHelp", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "BetterHelp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "They can use it for therapy (such as Talkspace or BetterHelp)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Headspace", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mindfulness apps (Headspace or Calm)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Calm", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mindfulness apps (Headspace or Calm)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Headspace Care (formerly Ginger)", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace Care (formerly Ginger)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The High-Impact, Low-Cost Alternative: Digital-First, Text-Based Coaching (e.g., Headspace Care or Talkspace)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Mental Health First Aid", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Mental Health First Aid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Invest a small budget into online manager training (e.g., Mental Health First Aid or platforms like Sales Health Alliance)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Sales Health Alliance", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Sales Health Alliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "online manager training (e.g., Mental Health First Aid or platforms like Sales Health Alliance)"}, {"id": "mai-20260917-1752-baseline|c171-s2|google-small|Employee Assistance Program (EAP)", "prompt": "c171-s2", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Employee Assistance Program (EAP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Instead of buying into a traditional Employee Assistance Program (EAP)—which often has low utilization rates (under 5%) and rigid structures"}, {"id": "mai-20260917-1752-baseline|c171-s2|minimax-small|Modern Health", "prompt": "c171-s2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If budget allows, consider adding **digital mental health tools** (like Modern Health, Ginger, or Calmerry)"}, {"id": "mai-20260917-1752-baseline|c171-s2|minimax-small|Ginger", "prompt": "c171-s2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Ginger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider adding **digital mental health tools** (like Modern Health, Ginger, or Calmerry)"}, {"id": "mai-20260917-1752-baseline|c171-s2|minimax-small|Calmerry", "prompt": "c171-s2", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calmerry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider adding **digital mental health tools** (like Modern Health, Ginger, or Calmerry)"}, {"id": "mai-20260917-1752-baseline|c171-s2|moonshot-small|Lyra", "prompt": "c171-s2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Lyra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "consider adding **teletherapy platforms** (e.g., Lyra, Modern Health, Spring Health) with higher session limits"}, {"id": "mai-20260917-1752-baseline|c171-s2|moonshot-small|Modern Health", "prompt": "c171-s2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider adding **teletherapy platforms** (e.g., Lyra, Modern Health, Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-s2|moonshot-small|Spring Health", "prompt": "c171-s2", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spring Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider adding **teletherapy platforms** (e.g., Lyra, Modern Health, Spring Health)"}, {"id": "mai-20260917-1752-baseline|c171-s2|xai-small|ComPsych", "prompt": "c171-s2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "ComPsych", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "standalone (e.g., via vendors like ComPsych or LifeWorks)"}, {"id": "mai-20260917-1752-baseline|c171-s2|xai-small|LifeWorks", "prompt": "c171-s2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "LifeWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "standalone (e.g., via vendors like ComPsych or LifeWorks)"}, {"id": "mai-20260917-1752-baseline|c171-s2|xai-small|Headspace", "prompt": "c171-s2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Digital apps (e.g., Headspace, Calm) | $5–$20 | On-demand mindfulness for stress | Not clinical therapy"}, {"id": "mai-20260917-1752-baseline|c171-s2|xai-small|Calm", "prompt": "c171-s2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Digital apps (e.g., Headspace, Calm) | $5–$20 | On-demand mindfulness for stress | Not clinical therapy"}, {"id": "mai-20260917-1752-baseline|c171-s2|xai-small|Talkspace", "prompt": "c171-s2", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Talkspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Check providers like Talkspace for SMB plans starting at ~$500/month for 25+ employees."}, {"id": "mai-20260917-1752-baseline|c171-s2|zai-small|Calmerry", "prompt": "c171-s2", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Calmerry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with a digital mental health platform** like Spill or Calmerry that offers"}, {"id": "mai-20260917-1752-baseline|c171-s2|zai-small|Spill", "prompt": "c171-s2", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Spill", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with a digital mental health platform** like Spill or Calmerry"}, {"id": "mai-20260917-1752-baseline|c171-s2|zai-small|Modern Health", "prompt": "c171-s2", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "paraphrase", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "subscription-based mental health platforms (e.g., Calmerry, Spill, Modern Health)"}, {"id": "mai-20260917-1752-baseline|c171-s3|alibaba-small|Avidon Health", "prompt": "c171-s3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want proven results with zero hassle?** → **Avidon Health**"}, {"id": "mai-20260917-1752-baseline|c171-s3|alibaba-small|Wellable", "prompt": "c171-s3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Love team challenges and gamification?** → **Wellable**"}, {"id": "mai-20260917-1752-baseline|c171-s3|alibaba-small|YuMuuv", "prompt": "c171-s3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need the simplest, cheapest option for basic fitness tracking?** → **YuMuuv**"}, {"id": "mai-20260917-1752-baseline|c171-s3|alibaba-small|Sprout at Work", "prompt": "c171-s3", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Care deeply about mental health and social connection too?** → **Sprout at Work**"}, {"id": "mai-20260917-1752-baseline|c171-s3|anthropic-small|Wellable", "prompt": "c171-s3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for small and mid-size teams that want a flexible, content-rich program... Wellable sits in the sweet spot for small businesses."}, {"id": "mai-20260917-1752-baseline|c171-s3|anthropic-small|BetterMe Business", "prompt": "c171-s3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "BetterMe Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BetterMe Business genuinely bridges physical and mental health in one place"}, {"id": "mai-20260917-1752-baseline|c171-s3|anthropic-small|Headspace for Work", "prompt": "c171-s3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mental health and mindfulness programs."}, {"id": "mai-20260917-1752-baseline|c171-s3|anthropic-small|Sprout at Work", "prompt": "c171-s3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Under 20 employees can use Sprout at Work at $1-2/employee/month."}, {"id": "mai-20260917-1752-baseline|c171-s3|anthropic-small|Limeade", "prompt": "c171-s3", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Limeade emphasizes employee engagement and organizational culture as part of workplace wellbeing."}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|YuMuuv", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cheapest and simplest:** **YuMuuv** or **MoveSpring** if you mainly want step challenges and participation."}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|MoveSpring", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "MoveSpring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when you want team challenges and participation rather than a full wellness suite."}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Woliba", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best balance for small teams:** **Wellable** or **Woliba**"}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Wellable", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "commonly positioned as a strong \"best overall\" choice for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Avidon Health", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Most automated / least admin:** **Avidon Health**"}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Headspace for Work", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for mental health:** **Headspace for Work**"}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Calm for Business", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more centered on audio-first relaxation, sleep, and anxiety tools"}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Talkspace for Business", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Talkspace for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "More clinical than general wellness platforms because it provides text, audio, and video therapy support."}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Calmerry", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calmerry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Positioned for small and mid-sized businesses that want counseling/therapy access without enterprise-style complexity."}, {"id": "mai-20260917-1752-baseline|c171-s3|challenger-small|Wellhub", "prompt": "c171-s3", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for physical fitness perks:** **Wellhub** if gym access matters more than digital wellbeing content."}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Wellable", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best sweet spot is usually a low-price, low-admin challenge/wellness platform (Vantage Fit, Wellable, or YuMuuv)"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Vantage Fit", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best sweet spot is usually a low-price, low-admin challenge/wellness platform (Vantage Fit, Wellable, or YuMuuv)"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|YuMuuv", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best sweet spot is usually a low-price, low-admin challenge/wellness platform (Vantage Fit, Wellable, or YuMuuv)"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Woliba", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Explicitly built for SMBs (20\\u20135,000 employees). Uniquely combines wellness challenges with employee recognition and engagement surveys"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Headspace", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "optionally paired with a cheap mental-health content app (Headspace/Calm) if mental health is a priority"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Calm", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "optionally paired with a cheap mental-health content app (Headspace/Calm) if mental health is a priority"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Wellhub", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fitness network benefits (Wellhub) are at the pricier end ($5\\u2013$25/user/month)"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|ClassPass", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "ClassPass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fitness/network benefits \\u2013 gym and studio access passes (e.g., Wellhub/ClassPass)"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Talkspace", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Talkspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "starts around $500/month with a ~25-employee minimum \\u2014 generally overkill for most very small teams"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Friday Pulse", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Friday Pulse even has a free plan for teams of 3\\u201311 people with weekly check-ins"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Limeade", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Limeade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "rather than deep-configurable enterprise tools (Virgin Pulse, Limeade) which are geared to larger orgs"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Keka", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Keka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Culture/engagement tools \\u2013 surveys, recognition, check-ins that happen to cover wellbeing (e.g., Friday Pulse, Limeade, Keka)"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Avidon Health", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Positioned specifically for small businesses (under 150 employees). Very low admin burden"}, {"id": "mai-20260917-1752-baseline|c171-s3|deepseek-small|Virgin Pulse", "prompt": "c171-s3", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Virgin Pulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "rather than deep-configurable enterprise tools (Virgin Pulse, Limeade) which are geared to larger orgs"}, {"id": "mai-20260917-1752-baseline|c171-s3|google-small|YuMuuv", "prompt": "c171-s3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a tight budget and want quick team-building:** Go with **YuMuuv**."}, {"id": "mai-20260917-1752-baseline|c171-s3|google-small|Wellable", "prompt": "c171-s3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wellable is a great middle ground."}, {"id": "mai-20260917-1752-baseline|c171-s3|google-small|Compt", "prompt": "c171-s3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is highly diverse ... Go with **Compt** or **JOON**."}, {"id": "mai-20260917-1752-baseline|c171-s3|google-small|JOON", "prompt": "c171-s3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Compt** or **JOON**."}, {"id": "mai-20260917-1752-baseline|c171-s3|google-small|Motivosity", "prompt": "c171-s3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are battling team fatigue, disconnect, or morale issues:** Go with **Motivosity**."}, {"id": "mai-20260917-1752-baseline|c171-s3|google-small|Wellhub (formerly Gympass)", "prompt": "c171-s3", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (formerly Gympass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your team explicitly wants access to physical fitness studios and leading meditation apps:** Go with **Wellhub**."}, {"id": "mai-20260917-1752-baseline|c171-s3|meta-small|Vantage Fit", "prompt": "c171-s3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vantage Fit is recommended for mid-market to enterprise companies"}, {"id": "mai-20260917-1752-baseline|c171-s3|meta-small|Wellable", "prompt": "c171-s3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wellable is known for its content-led wellness programs"}, {"id": "mai-20260917-1752-baseline|c171-s3|meta-small|Wellbeing+ (MoveSpring)", "prompt": "c171-s3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellbeing+ (MoveSpring)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wellbeing+ (MoveSpring) is a step challenge heritage inside an employee engagement suite"}, {"id": "mai-20260917-1752-baseline|c171-s3|meta-small|Woliba", "prompt": "c171-s3", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Woliba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Woliba is suitable for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Vantage Fit", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Tight budget** | Vantage Fit, Wellable (~$1/user/mo)"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Wellable", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tight budget** | Vantage Fit, Wellable (~$1/user/mo)"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Woliba", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gamification & engagement** | Vantage Fit, Woliba"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Avidon Health", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Small team (under 20)** | Avidon Health, YuMuuv"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Bright Breaks", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Bright Breaks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Remote/hybrid teams** | Bright Breaks"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Calm Business", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Calm Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mental health focus** | Calm Business, Headspace for Work"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|Headspace for Work", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mental health focus** | Calm Business, Headspace for Work"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|MoveSpring", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "MoveSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Challenge-based**: Vantage Fit, MoveSpring (gamified team competitions)"}, {"id": "mai-20260917-1752-baseline|c171-s3|minimax-small|YuMuuv", "prompt": "c171-s3", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Small team (under 20)** | Avidon Health, YuMuuv"}, {"id": "mai-20260917-1752-baseline|c171-s3|mistral-small|Friday Pulse", "prompt": "c171-s3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams (3–11 people) looking for a free, culture-focused solution."}, {"id": "mai-20260917-1752-baseline|c171-s3|mistral-small|Wellable", "prompt": "c171-s3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More comprehensive... but may be more than needed for very small teams."}, {"id": "mai-20260917-1752-baseline|c171-s3|mistral-small|Caroo", "prompt": "c171-s3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Caroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want simple rewards and gifting? Consider Caroo or Hoppier."}, {"id": "mai-20260917-1752-baseline|c171-s3|mistral-small|Bonusly", "prompt": "c171-s3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prefer recognition-driven culture? Bonusly is a strong pick."}, {"id": "mai-20260917-1752-baseline|c171-s3|mistral-small|Blueboard", "prompt": "c171-s3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Interested in experiential rewards? Blueboard is unique in this space."}, {"id": "mai-20260917-1752-baseline|c171-s3|mistral-small|Hoppier", "prompt": "c171-s3", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Hoppier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams looking for simple, flexible employee perks."}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Wellable", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Wellable** or **Avidon Health**"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Avidon Health", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Wellable** or **Avidon Health**"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|YuMuuv", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**YuMuuv** | Simple activity challenges | ~$2-3 PEPM"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Sprout at Work", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sprout at Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Moderate:** Sprout at Work (1-2 days setup)"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Headspace for Work", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If mental health is your primary concern, **Headspace** is worth the premium."}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|BurnAlong", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "BurnAlong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want fitness variety, consider **BurnAlong** or **Wellhub**."}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Unmind", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mental Health** | Headspace, Unmind"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Wellhub (Gympass)", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub (Gympass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want fitness variety, consider **BurnAlong** or **Wellhub**."}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Vantage Fit", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Vantage Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Team Challenges** | Wellable, Vantage Fit, MoveSpring"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|MoveSpring", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "MoveSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Team Challenges** | Wellable, Vantage Fit, MoveSpring"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|CoreHealth", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "CoreHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**All-in-One/White Label** | CoreHealth, Wellness360"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|Wellness360", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellness360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**All-in-One/White Label** | CoreHealth, Wellness360"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|WebMD Health Services", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WebMD Health Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Evidence-Based/Coaching** | Avidon Health, WebMD Health Services"}, {"id": "mai-20260917-1752-baseline|c171-s3|moonshot-small|GoPivot", "prompt": "c171-s3", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "GoPivot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**GoPivot:** Pay-for-performance pricing (vendor carries engagement risk)"}, {"id": "mai-20260917-1752-baseline|c171-s3|openai-small|Headspace for Organizations", "prompt": "c171-s3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Organizations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Headspace** if you want the simplest mental-health perk,"}, {"id": "mai-20260917-1752-baseline|c171-s3|openai-small|Nivati", "prompt": "c171-s3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Nivati", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nivati** if you want broader support,"}, {"id": "mai-20260917-1752-baseline|c171-s3|openai-small|Sworkit Health", "prompt": "c171-s3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sworkit Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you want **fitness, mindfulness, and nutrition content** in one package."}, {"id": "mai-20260917-1752-baseline|c171-s3|openai-small|WellSteps", "prompt": "c171-s3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "WellSteps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you want a **structured corporate wellness program** rather than a content library."}, {"id": "mai-20260917-1752-baseline|c171-s3|openai-small|Wellhub", "prompt": "c171-s3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you want a **broad perk platform** with many wellness partners."}, {"id": "mai-20260917-1752-baseline|c171-s3|openai-small|PulseBoard", "prompt": "c171-s3", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "PulseBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PulseBoard** if you want team health insights rather than a content library."}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Wellable", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Modular & gamified; high engagement via customizable programs... challenges (Wellable)"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Woliba", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines wellbeing with employee recognition; easier admin than Wellable per reviews"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Avidon Health", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Science-backed programs with proven results... minimal setup (minutes), very low admin"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Friday Pulse", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Survey-focused for small teams; simplest/free entry point, lacks deep content libraries"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Headspace for Work", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Content-only (no therapy); quick self-use for stress prevention; easy rollout but less comprehensive"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Talkspace for Business", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Talkspace for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Clinical therapy focus; highest for serious mental health needs; more expensive"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|YuMuuv", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "YuMuuv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Challenge/gamification-heavy (Wellable, YuMuuv alternatives)"}, {"id": "mai-20260917-1752-baseline|c171-s3|xai-small|Unmind", "prompt": "c171-s3", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Unmind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mental health depth (Headspace, Talkspace/Unmind)"}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Echo", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Echo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want quick, repeatable signals and minimal friction: Echo or Oli."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Spill", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Spill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need accessible mental-health support: Spill."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Oli (formerly Oliva)", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Oli (formerly Oliva)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want quick, repeatable signals and minimal friction: Echo or Oli."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Friday Pulse", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a full, gamified wellness program: Wellable or Friday Pulse."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Wellable", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Full wellness program with challenges | Wellable"}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Bonusly", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If recognition and rewards are a priority: Bonusly."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Caroo", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Caroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If physical perks matter most: Caroo or Sworkit."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Blueboard", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Blueboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you prefer experiential rewards or events: Blueboard or Hoppier."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Hoppier", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Hoppier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you prefer experiential rewards or events: Blueboard or Hoppier."}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Headspace for Work", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Headspace for Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "is a popular choice for mindfulness and mental-health content"}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Sworkit", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Sworkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "offers personalized, on-demand fitness workouts"}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Motivosity", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "often integrated into platforms like Motivosity"}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Earnin", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Platforms like Earnin or Mint for Business provide budgeting tools"}, {"id": "mai-20260917-1752-baseline|c171-s3|zai-small|Mint for Business", "prompt": "c171-s3", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "comparative", "raw": "Mint for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Platforms like Earnin or Mint for Business provide budgeting tools"}, {"id": "mai-20260917-1752-baseline|c171-s4|alibaba-small|YuMuuv", "prompt": "c171-s4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "YuMuuv (Best for Gamification & Lowest Cost)"}, {"id": "mai-20260917-1752-baseline|c171-s4|alibaba-small|Avidon Health", "prompt": "c171-s4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with **YuMuuv** or **Avidon Health**"}, {"id": "mai-20260917-1752-baseline|c171-s4|alibaba-small|Wellable", "prompt": "c171-s4", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wellable** provides the highest engagement value relative to its price point"}, {"id": "mai-20260917-1752-baseline|c171-s4|anthropic-small|Sprout at Work", "prompt": "c171-s4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For companies under 20 employees, Sprout at Work ($1-2/employee/month) or Wellbeats ($1/employee/month) are budget-friendly starters"}, {"id": "mai-20260917-1752-baseline|c171-s4|anthropic-small|Wellbeats", "prompt": "c171-s4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sprout at Work ($1-2/employee/month) or Wellbeats ($1/employee/month) are budget-friendly starters"}, {"id": "mai-20260917-1752-baseline|c171-s4|anthropic-small|Wellable", "prompt": "c171-s4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For 20-100 employees, Wellable ($2-4/employee/month) or Burnalong ($3/employee/month) are good options"}, {"id": "mai-20260917-1752-baseline|c171-s4|anthropic-small|Burnalong", "prompt": "c171-s4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Burnalong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For 20-100 employees, Wellable ($2-4/employee/month) or Burnalong ($3/employee/month) are good options"}, {"id": "mai-20260917-1752-baseline|c171-s4|anthropic-small|IncentFit", "prompt": "c171-s4", "model": "anthropic-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "IncentFit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IncentFit offers a wellness reimbursement engine where employees submit receipts for fitness activities"}, {"id": "mai-20260917-1752-baseline|c171-s4|challenger-small|YuMuuv", "prompt": "c171-s4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget-first choice:** **YuMuuv** — it is explicitly recommended for small businesses and is described as simple, cost-effective, and easy to roll out."}, {"id": "mai-20260917-1752-baseline|c171-s4|challenger-small|Woliba", "prompt": "c171-s4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Woliba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose Woliba if you can spend a bit more for better engagement tools and reporting"}, {"id": "mai-20260917-1752-baseline|c171-s4|challenger-small|BetterMe Business", "prompt": "c171-s4", "model": "challenger-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "BetterMe Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest-cost entry point:** **BetterMe Business** is described as the lowest-cost entry for a first wellness benefit"}, {"id": "mai-20260917-1752-baseline|c171-s4|deepseek-small|WellSteps", "prompt": "c171-s4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "WellSteps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WellSteps** is arguably the best all-around pick for a small company on a tight budget"}, {"id": "mai-20260917-1752-baseline|c171-s4|deepseek-small|Vantage Fit", "prompt": "c171-s4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the absolute lowest cost for year-round activity challenges, **Vantage Fit** ... is unbeatable for price"}, {"id": "mai-20260917-1752-baseline|c171-s4|deepseek-small|Wellable", "prompt": "c171-s4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wellable** — Most Customizable"}, {"id": "mai-20260917-1752-baseline|c171-s4|deepseek-small|Sprout at Work", "prompt": "c171-s4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "simple micro-wellness platform for small teams"}, {"id": "mai-20260917-1752-baseline|c171-s4|deepseek-small|Wellbeats", "prompt": "c171-s4", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "virtual fitness-focused, great for budget-conscious companies"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Personify Health", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Personify Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typical enterprise employee wellness platforms (like Personify Health or Lyra) are often out of reach due to high contract minimums and steep setup fees"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Lyra", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Lyra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Personify Health or Lyra) are often out of reach due to high contract minimums and steep setup fees"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Woliba", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Woliba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Woliba\n**Best Overall (Wellness + Recognition + Culture)**"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|YuMuuv", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "YuMuuv is incredibly affordable, highly transparent, and **only bills you for active participants**"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Vantage Fit", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest Basic-Tier Platform"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Wellable (Self-Directed Plan)", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable (Self-Directed Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Holistic Content & Health Education"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Pacer for Teams", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Pacer for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Simple, Virtual Step Challenges"}, {"id": "mai-20260917-1752-baseline|c171-s4|google-small|Motivosity", "prompt": "c171-s4", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Buying a tool like **Woliba** or **Motivosity** allows you to combine wellness challenges with peer-to-peer recognition"}, {"id": "mai-20260917-1752-baseline|c171-s4|meta-small|Sprout at Work", "prompt": "c171-s4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some options to consider include:\n\n* Sprout at Work ($1-2/employee/month)"}, {"id": "mai-20260917-1752-baseline|c171-s4|meta-small|Wellbeats", "prompt": "c171-s4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "* Wellbeats ($1/employee/month)"}, {"id": "mai-20260917-1752-baseline|c171-s4|meta-small|Wellable", "prompt": "c171-s4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "* Wellable ($2-4/employee/month)"}, {"id": "mai-20260917-1752-baseline|c171-s4|meta-small|Burnalong", "prompt": "c171-s4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Burnalong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "* Burnalong"}, {"id": "mai-20260917-1752-baseline|c171-s4|meta-small|Avidon Health", "prompt": "c171-s4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "* Avidon Health (starting under $3/employee/month)"}, {"id": "mai-20260917-1752-baseline|c171-s4|meta-small|YuMuuv", "prompt": "c171-s4", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "* YuMuuv (~$2-3/employee/month)"}, {"id": "mai-20260917-1752-baseline|c171-s4|minimax-small|Avidon Health", "prompt": "c171-s4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avidon Health** stands out as one of the most cost-effective options, starting **under $3 per employee per month**"}, {"id": "mai-20260917-1752-baseline|c171-s4|minimax-small|YuMuuv", "prompt": "c171-s4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other solid choices include:\n- **YuMuuv** (~$2-3 PEPM)"}, {"id": "mai-20260917-1752-baseline|c171-s4|minimax-small|Wellable", "prompt": "c171-s4", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wellable** – Challenge-based engagement and activity tracking"}, {"id": "mai-20260917-1752-baseline|c171-s4|mistral-small|Woliba", "prompt": "c171-s4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Woliba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **Woliba** stands out as the most cost-effective option with a strong feature set and high user satisfaction."}, {"id": "mai-20260917-1752-baseline|c171-s4|mistral-small|Avidon Health", "prompt": "c171-s4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avidon Health** is also a strong contender."}, {"id": "mai-20260917-1752-baseline|c171-s4|mistral-small|Wellable", "prompt": "c171-s4", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers challenge-based engagement and activity tracking, ideal for small to mid-size employers"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Vantage Fit", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Vantage Fit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Vantage Fit** if you want the lowest entry point with no minimums"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Wellable", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Why it's good**: Specifically designed for small to mid-size employers"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Sprout at Work", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed specifically for small companies wanting affordable, straightforward wellness"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Wellbeats", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Wellbeats** if you just need basic virtual fitness content at the lowest possible cost"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Changers CO2 Fit", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Changers CO2 Fit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Changers CO2 Fit** | Free | Basic wellness tracking |"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Wellness 360", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellness 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Wellness 360** | Free trial, then $1.50/user/month | Comprehensive platform |"}, {"id": "mai-20260917-1752-baseline|c171-s4|moonshot-small|Calm/Headspace", "prompt": "c171-s4", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calm/Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Calm/Headspace** | ~$7.50/month | Mental health only |"}, {"id": "mai-20260917-1752-baseline|c171-s4|openai-small|Wellable", "prompt": "c171-s4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best pick would be **Wellable** if you want a real wellbeing platform with a very low starting price"}, {"id": "mai-20260917-1752-baseline|c171-s4|openai-small|TeamMood", "prompt": "c171-s4", "model": "openai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "TeamMood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want something even more budget-friendly for a tiny team, **TeamMood** is also worth a look"}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|YuMuuv", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **YuMuuv** ... but YuMuuv edges out for value."}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Wellbeats", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellbeats", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternative: **Wellbeats**"}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Avidon Health", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automated CBT coaching, multi-dimensional (mental/physical), proven outcomes"}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Wellable", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Challenges, content library, tracking; scalable."}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Sprout at Work", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Micro-wellness, simple engagement."}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Virgin Pulse", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Virgin Pulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "way under enterprise tools like Virgin Pulse ($8+)"}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Calm", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use consumer apps like Calm/Headspace (limited free tiers)"}, {"id": "mai-20260917-1752-baseline|c171-s4|xai-small|Headspace", "prompt": "c171-s4", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Headspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use consumer apps like Calm/Headspace (limited free tiers)"}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|Avidon Health", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**First Choice:** **Avidon Health** – Starting under $3/employee/month, minimal admin"}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|YuMuuv", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If Activity Engagement is Your Focus:** **YuMuuv**"}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|Wellable", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Wellable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wellable provides a comprehensive wellness platform that covers multiple dimensions of wellbeing."}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|Sprout at Work", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sprout at Work offers multi-dimensional wellbeing programs with a balance of affordability and depth."}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|Burnalong", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Burnalong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Burnalong is a strong option. It's slightly more expensive"}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|Calmerry for Business", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "Calmerry for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If Mental Health is Your Priority:** **Calmerry for Business** – Flexible pay-as-you-go"}, {"id": "mai-20260917-1752-baseline|c171-s4|zai-small|MindBridge", "prompt": "c171-s4", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "budget", "raw": "MindBridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "MindBridge is specifically designed for small businesses and offers comprehensive mental health coverage"}, {"id": "mai-20260917-1752-baseline|c171-s5|alibaba-small|BetterHelp", "prompt": "c171-s5", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "BetterHelp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "offer immediate access to therapy (BetterHelp-style) and peer coaching without the insurance headache"}, {"id": "mai-20260917-1752-baseline|c171-s5|alibaba-small|Headspace for Work", "prompt": "c171-s5", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Headspace for Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look for specialized **Wellbeing-as-a-Service** providers (e.g., Headspace for Work, Calm Business, MyWellbeing, or modern fintechs like Limeade or Benepass)"}, {"id": "mai-20260917-1752-baseline|c171-s5|alibaba-small|Calm Business", "prompt": "c171-s5", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Calm Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "e.g., Headspace for Work, Calm Business, MyWellbeing, or modern fintechs like Limeade or Benepass"}, {"id": "mai-20260917-1752-baseline|c171-s5|alibaba-small|MyWellbeing", "prompt": "c171-s5", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "MyWellbeing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e.g., Headspace for Work, Calm Business, MyWellbeing, or modern fintechs like Limeade or Benepass"}, {"id": "mai-20260917-1752-baseline|c171-s5|alibaba-small|Limeade", "prompt": "c171-s5", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or modern fintechs like Limeade or Benepass"}, {"id": "mai-20260917-1752-baseline|c171-s5|alibaba-small|Benepass", "prompt": "c171-s5", "model": "alibaba-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or modern fintechs like Limeade or Benepass"}, {"id": "mai-20260917-1752-baseline|c171-s5|deepseek-small|Avidon Health", "prompt": "c171-s5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Avidon Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Avidon Health, YuMuuv, Wellable, Sprout at Work** are commonly recommended for small teams"}, {"id": "mai-20260917-1752-baseline|c171-s5|deepseek-small|YuMuuv", "prompt": "c171-s5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "YuMuuv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Avidon Health, YuMuuv, Wellable, Sprout at Work** are commonly recommended for small teams"}, {"id": "mai-20260917-1752-baseline|c171-s5|deepseek-small|Wellable", "prompt": "c171-s5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Avidon Health, YuMuuv, Wellable, Sprout at Work** are commonly recommended for small teams"}, {"id": "mai-20260917-1752-baseline|c171-s5|deepseek-small|Sprout at Work", "prompt": "c171-s5", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Sprout at Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Avidon Health, YuMuuv, Wellable, Sprout at Work** are commonly recommended for small teams"}, {"id": "mai-20260917-1752-baseline|c171-s5|google-small|Wellable", "prompt": "c171-s5", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look at lightweight, highly interactive platforms like **Wellable**, **Wellness360**, or **Yumuuv**"}, {"id": "mai-20260917-1752-baseline|c171-s5|google-small|Wellness360", "prompt": "c171-s5", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellness360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look at lightweight, highly interactive platforms like **Wellable**, **Wellness360**, or **Yumuuv**"}, {"id": "mai-20260917-1752-baseline|c171-s5|google-small|Yumuuv", "prompt": "c171-s5", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Yumuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look at lightweight, highly interactive platforms like **Wellable**, **Wellness360**, or **Yumuuv**"}, {"id": "mai-20260917-1752-baseline|c171-s5|google-small|Compt", "prompt": "c171-s5", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at a **Lifestyle Spending Account (LSA)** provider like **Compt** or **Fringe**"}, {"id": "mai-20260917-1752-baseline|c171-s5|google-small|Fringe", "prompt": "c171-s5", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at a **Lifestyle Spending Account (LSA)** provider like **Compt** or **Fringe**"}, {"id": "mai-20260917-1752-baseline|c171-s5|mistral-small|Headspace for Mental Health", "prompt": "c171-s5", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Headspace for Mental Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 platforms based on your needs (e.g., Headspace for Mental Health, Gympass for Physical Health, LifeWorks for Holistic Wellbeing)."}, {"id": "mai-20260917-1752-baseline|c171-s5|mistral-small|Gympass", "prompt": "c171-s5", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Gympass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gympass for Physical Health"}, {"id": "mai-20260917-1752-baseline|c171-s5|mistral-small|LifeWorks", "prompt": "c171-s5", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "LifeWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "LifeWorks for Holistic Wellbeing"}, {"id": "mai-20260917-1752-baseline|c171-s5|xai-small|Virgin Pulse", "prompt": "c171-s5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Virgin Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top picks: Virgin Pulse, Wellable, Limeade for SMBs"}, {"id": "mai-20260917-1752-baseline|c171-s5|xai-small|Wellable", "prompt": "c171-s5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top picks: Virgin Pulse, Wellable, Limeade for SMBs"}, {"id": "mai-20260917-1752-baseline|c171-s5|xai-small|Limeade", "prompt": "c171-s5", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top picks: Virgin Pulse, Wellable, Limeade for SMBs"}, {"id": "mai-20260917-1752-baseline|c171-s6|deepseek-small|Virgin Pulse (now Personify Health)", "prompt": "c171-s6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Virgin Pulse (now Personify Health)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **Virgin Pulse (now Personify Health), Limeade, WellRight**, and **CoreHealth** were designed for large companies"}, {"id": "mai-20260917-1752-baseline|c171-s6|deepseek-small|Limeade", "prompt": "c171-s6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Limeade", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "were designed for large companies with dedicated HR and wellness teams"}, {"id": "mai-20260917-1752-baseline|c171-s6|deepseek-small|WellRight", "prompt": "c171-s6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "WellRight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "They create more admin work than they solve for a 15–150 person team"}, {"id": "mai-20260917-1752-baseline|c171-s6|deepseek-small|CoreHealth", "prompt": "c171-s6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "CoreHealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often require complex implementation and a \"wellness coordinator.\""}, {"id": "mai-20260917-1752-baseline|c171-s6|deepseek-small|Wellable", "prompt": "c171-s6", "model": "deepseek-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Forced wearable syncing** before employees can earn points (the most common complaint in Wellable reviews, for example)"}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Personify Health (formerly Virgin Pulse)", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Personify Health (formerly Virgin Pulse)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to caution: Personify Health (formerly Virgin Pulse), Vitality, and Spring Health."}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Vitality", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Vitality", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to caution: Personify Health (formerly Virgin Pulse), Vitality, and Spring Health."}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Spring Health", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Spring Health", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to caution: Personify Health (formerly Virgin Pulse), Vitality, and Spring Health."}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Wellable", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Platforms explicitly built to scale down, such as Wellable, YuMuuv, or Avidon Health, which accommodate small teams"}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|YuMuuv", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "YuMuuv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Platforms explicitly built to scale down, such as Wellable, YuMuuv, or Avidon Health"}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Avidon Health", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Platforms explicitly built to scale down, such as Wellable, YuMuuv, or Avidon Health"}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Holisticly", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Holisticly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for platforms that offer Pay-for-Engagement models or credits-based programs (like Holisticly or Compt)"}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Compt", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "credits-based programs (like Holisticly or Compt) where you only pay for the employees who actively redeem wellness benefits"}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Calm", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "small businesses will buy a subscription to a meditation app (like Calm or Headspace)... \"app sprawl.\""}, {"id": "mai-20260917-1752-baseline|c171-s6|google-small|Headspace", "prompt": "c171-s6", "model": "google-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "a subscription to a meditation app (like Calm or Headspace)... they end up using none of them."}, {"id": "mai-20260917-1752-baseline|c171-s6|meta-small|Avidon Health", "prompt": "c171-s6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Avidon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a comprehensive wellbeing platform with a focus on mental health, physical fitness, and nutrition. It has a strong track record of engagement and outcomes."}, {"id": "mai-20260917-1752-baseline|c171-s6|meta-small|YuMuuv", "prompt": "c171-s6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "YuMuuv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a good option for small businesses looking for a more affordable solution."}, {"id": "mai-20260917-1752-baseline|c171-s6|meta-small|Sprout at Work", "prompt": "c171-s6", "model": "meta-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Sprout at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's a good option for small businesses looking for a more engaging and interactive platform."}, {"id": "mai-20260917-1752-baseline|c171-s6|minimax-small|Spring Health", "prompt": "c171-s6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Spring Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For smaller teams with minimal mental health needs, it can feel excessive and may frustrate those looking for lightweight solutions or transparent pricing."}, {"id": "mai-20260917-1752-baseline|c171-s6|minimax-small|YuLife", "prompt": "c171-s6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "YuLife", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report issues including poor iPad compatibility ... slow customer support response times"}, {"id": "mai-20260917-1752-baseline|c171-s6|minimax-small|Wellable", "prompt": "c171-s6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some users mention technical issues with device syncing, points system vulnerabilities ... cluttered interface"}, {"id": "mai-20260917-1752-baseline|c171-s6|minimax-small|MantraCare", "prompt": "c171-s6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "MantraCare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Several reviewers strongly advise avoiding this company."}, {"id": "mai-20260917-1752-baseline|c171-s6|minimax-small|Wellhub", "prompt": "c171-s6", "model": "minimax-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellhub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reviewers cite unpredictable price increases, making them better suited for companies specifically seeking gym benefits"}, {"id": "mai-20260917-1752-baseline|c171-s6|mistral-small|MindBody", "prompt": "c171-s6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "MindBody", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid MindBody, Breeze Wellbeing, and WellnessLiving due to their track records of hidden fees, poor privacy, and weak customer support"}, {"id": "mai-20260917-1752-baseline|c171-s6|mistral-small|Breeze Wellbeing", "prompt": "c171-s6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Breeze Wellbeing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid MindBody, Breeze Wellbeing, and WellnessLiving"}, {"id": "mai-20260917-1752-baseline|c171-s6|mistral-small|WellnessLiving", "prompt": "c171-s6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "WellnessLiving", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid MindBody, Breeze Wellbeing, and WellnessLiving"}, {"id": "mai-20260917-1752-baseline|c171-s6|mistral-small|Calm", "prompt": "c171-s6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as Calm, Headspace, Youper, and others) have been found to have subpar privacy and security practices"}, {"id": "mai-20260917-1752-baseline|c171-s6|mistral-small|Headspace", "prompt": "c171-s6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as Calm, Headspace, Youper, and others) have been found to have subpar privacy and security practices"}, {"id": "mai-20260917-1752-baseline|c171-s6|mistral-small|Youper", "prompt": "c171-s6", "model": "mistral-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Youper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "such as Calm, Headspace, Youper, and others) have been found to have subpar privacy and security practices"}, {"id": "mai-20260917-1752-baseline|c171-s6|moonshot-small|WellnessLiving", "prompt": "c171-s6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "WellnessLiving", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BBB Rating: 1.12/5 stars with 28 complaints in 3 years ... Difficult cancellation process"}, {"id": "mai-20260917-1752-baseline|c171-s6|moonshot-small|Noom (for Business/Enterprise)", "prompt": "c171-s6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Noom (for Business/Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Agreed to pay $56 million + $6 million in credits for deceptive auto-renewal practices"}, {"id": "mai-20260917-1752-baseline|c171-s6|moonshot-small|Mindvalley", "prompt": "c171-s6", "model": "moonshot-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Mindvalley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Under Investigation: For potentially deceptive subscription renewal practices"}, {"id": "mai-20260917-1752-baseline|c171-s6|xai-small|Employment Hero", "prompt": "c171-s6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Employment Hero draws complaints from growing SMBs (>50 staff) for rigid pricing, slow support, and setup complexity"}, {"id": "mai-20260917-1752-baseline|c171-s6|xai-small|BetterHelp", "prompt": "c171-s6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "BetterHelp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "FTC fined BetterHelp (2023) for sharing user data against policy"}, {"id": "mai-20260917-1752-baseline|c171-s6|xai-small|Wellable", "prompt": "c171-s6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "apps like Wellable (4.7/5 G2) have gripes on syncing glitches, cheating in points, UI clutter"}, {"id": "mai-20260917-1752-baseline|c171-s6|xai-small|Applauz", "prompt": "c171-s6", "model": "xai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Applauz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Safer Bets**: Look for high-rated, SMB-focused like those in Capterra/G2 small-business lists (e.g., Applauz)"}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|Virgin Pulse/Personify Health", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Virgin Pulse/Personify Health", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Built for 500+ employees; pricing is per‑seat with long contracts... you'll pay for features you'll never touch."}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|WellSteps", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "WellSteps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "still geared toward large, office‑based workforces. Requires dedicated program design support, which can be costly for a small team."}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|Headspace", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Headspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "❌ **Content‑only apps** (Headspace, Calm) without therapist/coach access"}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|Calm", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Calm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "❌ **Content‑only apps** (Headspace, Calm) without therapist/coach access"}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|Wellhub", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Wellhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Gym‑network benefit, not a program... can't run wellness challenges or integrate with HR."}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|ClassPass", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "ClassPass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are benefits, not programs. They're great as add‑ons, but they can't run challenges"}, {"id": "mai-20260917-1752-baseline|c171-s6|zai-small|Talkspace", "prompt": "c171-s6", "model": "zai-small", "cat": "employee-wellbeing-and-mental-health", "variant": "negative", "raw": "Talkspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Minimum commitment of ~25 employees; pricing can be steep if you don't use the full capacity."}, {"id": "mai-20260917-1752-baseline|c172-l1|alibaba-small|MangoApps", "prompt": "c172-l1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MangoApps is widely regarded as the strongest unified platform."}, {"id": "mai-20260917-1752-baseline|c172-l1|alibaba-small|Staffbase", "prompt": "c172-l1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Scale & Multichannel: Staffbase"}, {"id": "mai-20260917-1752-baseline|c172-l1|alibaba-small|Blink", "prompt": "c172-l1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pure Frontline (Deskless) Experience: Blink"}, {"id": "mai-20260917-1752-baseline|c172-l1|alibaba-small|WorkJam", "prompt": "c172-l1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Operations-Focused Workforces: WorkJam"}, {"id": "mai-20260917-1752-baseline|c172-l1|anthropic-small|Staffbase", "prompt": "c172-l1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Staffbase for established scale and multi-channel capabilities, or Blink if your workforce is primarily deskless."}, {"id": "mai-20260917-1752-baseline|c172-l1|anthropic-small|Workvivo", "prompt": "c172-l1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workvivo (owned by Zoom) focuses heavily on social communication, employee engagement, and workplace community building."}, {"id": "mai-20260917-1752-baseline|c172-l1|anthropic-small|Blink", "prompt": "c172-l1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or Blink if your workforce is primarily deskless"}, {"id": "mai-20260917-1752-baseline|c172-l1|anthropic-small|Connecteam", "prompt": "c172-l1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam offers good value for SMBs with large frontline teams, starting free for up to 10 users."}, {"id": "mai-20260917-1752-baseline|c172-l1|challenger-small|Staffbase", "prompt": "c172-l1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best frontline employee communication app is usually **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-l1|challenger-small|WorkJam", "prompt": "c172-l1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkJam** — best when frontline communication must be tied closely to scheduling and workforce operations."}, {"id": "mai-20260917-1752-baseline|c172-l1|challenger-small|Connecteam", "prompt": "c172-l1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for frontline teams that need communication plus operational tools in one place"}, {"id": "mai-20260917-1752-baseline|c172-l1|challenger-small|Blink", "prompt": "c172-l1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Blink** — best for simple, mobile-first communication for frontline and deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-l1|deepseek-small|Staffbase", "prompt": "c172-l1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick in 2026 is: 🏆 **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-l1|deepseek-small|Blink", "prompt": "c172-l1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Blink** if your workforce is **predominantly deskless**"}, {"id": "mai-20260917-1752-baseline|c172-l1|deepseek-small|MangoApps", "prompt": "c172-l1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose MangoApps** if you need **deep operational workflows** beyond comms"}, {"id": "mai-20260917-1752-baseline|c172-l1|deepseek-small|Beekeeper (now part of LumApps)", "prompt": "c172-l1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper (now part of LumApps)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "as of 2026 it's being absorbed into LumApps, so factor in integration/acquisition risk before signing a multi-year contract"}, {"id": "mai-20260917-1752-baseline|c172-l1|deepseek-small|Microsoft Teams Frontline Worker", "prompt": "c172-l1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams Frontline Worker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good for cost efficiency, less specialized than the dedicated platforms above"}, {"id": "mai-20260917-1752-baseline|c172-l1|google-small|Beekeeper (by LumApps)", "prompt": "c172-l1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper (by LumApps)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best All-in-One Unified Hub: Beekeeper (by LumApps)"}, {"id": "mai-20260917-1752-baseline|c172-l1|google-small|Staffbase", "prompt": "c172-l1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Internal Communications & Localization: Staffbase"}, {"id": "mai-20260917-1752-baseline|c172-l1|google-small|MangoApps", "prompt": "c172-l1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance, Security & Built-in Workflows: MangoApps"}, {"id": "mai-20260917-1752-baseline|c172-l1|google-small|Blink", "prompt": "c172-l1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High Frontline Engagement: Blink"}, {"id": "mai-20260917-1752-baseline|c172-l1|google-small|Microsoft Teams (Frontline Edition)", "prompt": "c172-l1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams (Frontline Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft Ecosystems: Microsoft Teams (Frontline Edition)"}, {"id": "mai-20260917-1752-baseline|c172-l1|meta-small|Connecteam", "prompt": "c172-l1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "designed specifically for frontline and deskless employees, such as Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-l1|meta-small|MangoApps", "prompt": "c172-l1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include MangoApps and Blink"}, {"id": "mai-20260917-1752-baseline|c172-l1|meta-small|Blink", "prompt": "c172-l1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include MangoApps and Blink"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|Staffbase", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Staffbase** or **Firstup**... Staffbase edges ahead for value and ease of use"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|Firstup", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Firstup excels in sophisticated targeting for large, distributed workforces"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|Blink", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Blink** (Best Mobile-First Experience)"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|MangoApps", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MangoApps** (Best for Comprehensive Workflows)"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|HubEngage", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HubEngage** – Good for multi-channel communication + engagement"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|Workvivo", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workvivo** – Strong for employee community across mixed workforces"}, {"id": "mai-20260917-1752-baseline|c172-l1|minimax-small|Microsoft Teams Frontline Worker", "prompt": "c172-l1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams Frontline Worker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-effective if already using Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c172-l1|mistral-small|Blink", "prompt": "c172-l1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blink** and **Sociabble** are the top recommendations due to their strong focus on frontline needs"}, {"id": "mai-20260917-1752-baseline|c172-l1|mistral-small|Sociabble", "prompt": "c172-l1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Sociabble", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Blink** and **Sociabble** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c172-l1|mistral-small|Staffbase", "prompt": "c172-l1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c172-l1|mistral-small|Firstup", "prompt": "c172-l1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for large enterprises orchestrating communications across many source systems"}, {"id": "mai-20260917-1752-baseline|c172-l1|moonshot-small|Staffbase", "prompt": "c172-l1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Staffbase** is generally considered the market leader"}, {"id": "mai-20260917-1752-baseline|c172-l1|moonshot-small|Blink", "prompt": "c172-l1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** offers a more frontline-specific, cost-effective alternative"}, {"id": "mai-20260917-1752-baseline|c172-l1|moonshot-small|Connecteam", "prompt": "c172-l1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need workforce management features alongside communication, **Connecteam** is worth evaluating."}, {"id": "mai-20260917-1752-baseline|c172-l1|moonshot-small|Workvivo", "prompt": "c172-l1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workvivo** \\u2013 Best for Culture & Engagement"}, {"id": "mai-20260917-1752-baseline|c172-l1|openai-small|Staffbase", "prompt": "c172-l1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-l1|openai-small|Microsoft's frontline stack", "prompt": "c172-l1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft's frontline stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft's frontline stack** may be the better fit because it bundles frontline communication into Viva Connections, Teams, SharePoint"}, {"id": "mai-20260917-1752-baseline|c172-l1|xai-small|Staffbase", "prompt": "c172-l1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Staffbase** (Most frequently cited leader for enterprise frontline)"}, {"id": "mai-20260917-1752-baseline|c172-l1|xai-small|Workvivo by Zoom", "prompt": "c172-l1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo by Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workvivo by Zoom** (Strong for engagement & hybrid enterprises)"}, {"id": "mai-20260917-1752-baseline|c172-l1|xai-small|Blink", "prompt": "c172-l1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Blink** (Best value for large-scale frontline reach)"}, {"id": "mai-20260917-1752-baseline|c172-l1|xai-small|Beekeeper", "prompt": "c172-l1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Beekeeper** (LumApps) | Strong mentions | 4.6 | Workflows/tasks for deskless"}, {"id": "mai-20260917-1752-baseline|c172-l1|xai-small|Connecteam", "prompt": "c172-l1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Connecteam** | High G2 (SMB-enterprise) ... Smaller enterprises"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Beekeeper", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large, enterprise B2B organizations, **Beekeeper** (by LumApps) is the best all‑round frontline communication platform."}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Connecteam", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is a close second"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Staffbase", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** or **Workvivo** are the leaders"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Workvivo", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Staffbase** or **Workvivo** are the leaders"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|HubEngage", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large enterprises needing both comms + engagement + multichannel"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Blink", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mobile‑first deskless communication (retail, logistics, transit)."}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Firstup", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise communications (newsletters, digital signage)."}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|WorkJam", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Retail operations with store‑level workflows** | **WorkJam** or **YOOBIC**"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|YOOBIC", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "YOOBIC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**WorkJam** or **YOOBIC** | Tight integration with store operations and tasks."}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Yourco", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Yourco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Pure SMS communication (no app required)** | **Yourco** or **Crew Check**"}, {"id": "mai-20260917-1752-baseline|c172-l1|zai-small|Crew Check", "prompt": "c172-l1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Crew Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SMS‑based team communication; very low barrier to adoption."}, {"id": "mai-20260917-1752-baseline|c172-l2|alibaba-small|Microsoft Teams (Frontline Workers)", "prompt": "c172-l2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Microsoft Teams (Frontline Workers)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One Solution: **Microsoft Teams (Frontline Workers)** ... this is often the strongest recommendation."}, {"id": "mai-20260917-1752-baseline|c172-l2|alibaba-small|UKG (Ultimate Kronos Group)", "prompt": "c172-l2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG is the industry gold standard for large enterprises."}, {"id": "mai-20260917-1752-baseline|c172-l2|alibaba-small|Blink", "prompt": "c172-l2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Company Culture & Communication:** **Blink**"}, {"id": "mai-20260917-1752-baseline|c172-l2|alibaba-small|Skedulo", "prompt": "c172-l2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For Field Service & Dispatch:** **Skedulo**"}, {"id": "mai-20260917-1752-baseline|c172-l2|alibaba-small|Workday", "prompt": "c172-l2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**UKG** or **Workday** | necessary for complex union rules"}, {"id": "mai-20260917-1752-baseline|c172-l2|alibaba-small|Staffbase", "prompt": "c172-l2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Blink** or **Staffbase** | Best for broadcasting news"}, {"id": "mai-20260917-1752-baseline|c172-l2|anthropic-small|Staffbase", "prompt": "c172-l2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-l2|anthropic-small|Blink", "prompt": "c172-l2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: Blink**"}, {"id": "mai-20260917-1752-baseline|c172-l2|anthropic-small|Oracle Fusion Deskless Workforce", "prompt": "c172-l2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Oracle Fusion Deskless Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already run Oracle Cloud HCM or SAP, Oracle Fusion Deskless Workforce ... keep frontline scheduling and communication inside your system of record."}, {"id": "mai-20260917-1752-baseline|c172-l2|anthropic-small|SAP Deskless Worker Experience", "prompt": "c172-l2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "SAP Deskless Worker Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the SAP Deskless Worker Experience add-on keep frontline scheduling and communication inside your system of record"}, {"id": "mai-20260917-1752-baseline|c172-l2|challenger-small|Staffbase", "prompt": "c172-l2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default pick, **Staffbase** is the safest enterprise recommendation"}, {"id": "mai-20260917-1752-baseline|c172-l2|challenger-small|Blink", "prompt": "c172-l2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** if the workforce is heavily frontline/deskless and adoption on personal phones is the priority"}, {"id": "mai-20260917-1752-baseline|c172-l2|challenger-small|ADP WorkForce Software", "prompt": "c172-l2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "ADP WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if the main problem is **time, scheduling, and compliance** at global enterprise scale"}, {"id": "mai-20260917-1752-baseline|c172-l2|challenger-small|Workday", "prompt": "c172-l2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if workforce management must sit inside a broader HR and finance suite"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|UKG Pro", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**UKG Pro** (formerly Kronos) is the strongest all-around choice for managing a deskless workforce."}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|Ceridian Dayforce", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "shortlist **Ceridian Dayforce** and **WorkForce Software**"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|WorkForce Software", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best-in-class for *complex global compliance and scheduling* across many countries"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|Workday HCM", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose these if your company is already invested in one of those ecosystems"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|SAP SuccessFactors", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose these if your company is already invested in one of those ecosystems"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|Blink", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often ranked the top choice specifically for deskless/frontline teams"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|Staffbase", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-grade with multilingual reach and digital signage, built for large global frontline workforces"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|Firstup", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "for large enterprises orchestrating comms across many source systems"}, {"id": "mai-20260917-1752-baseline|c172-l2|deepseek-small|MangoApps", "prompt": "c172-l2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a unified branded hub combining intranet, comms, and operational tools"}, {"id": "mai-20260917-1752-baseline|c172-l2|google-small|Slack", "prompt": "c172-l2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you cannot simply rely on standard office tools like Slack or standard email"}, {"id": "mai-20260917-1752-baseline|c172-l2|google-small|WorkJam", "prompt": "c172-l2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkJam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If it is **shift scheduling and task execution**, go with **WorkJam**"}, {"id": "mai-20260917-1752-baseline|c172-l2|google-small|MangoApps", "prompt": "c172-l2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**MangoApps** is a standout enterprise solution"}, {"id": "mai-20260917-1752-baseline|c172-l2|google-small|Workvivo (by Zoom)", "prompt": "c172-l2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Workvivo (by Zoom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Workvivo** is the premier choice"}, {"id": "mai-20260917-1752-baseline|c172-l2|google-small|Microsoft Teams (Frontline Worker SKU)", "prompt": "c172-l2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Microsoft Teams (Frontline Worker SKU)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Catch: The mobile interface is ultimately a adapted version of a desktop app, meaning adoption rates ... can sometimes be lower"}, {"id": "mai-20260917-1752-baseline|c172-l2|google-small|Beekeeper", "prompt": "c172-l2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "purely native frontline apps like Beekeeper or MangoApps"}, {"id": "mai-20260917-1752-baseline|c172-l2|meta-small|Blink", "prompt": "c172-l2", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best deskless workforce app for a large B2B company with thousands of employees would be Blink, Staffbase, or Simpplr"}, {"id": "mai-20260917-1752-baseline|c172-l2|meta-small|Staffbase", "prompt": "c172-l2", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Blink, Staffbase, or Simpplr"}, {"id": "mai-20260917-1752-baseline|c172-l2|meta-small|Simpplr", "prompt": "c172-l2", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Simpplr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Blink, Staffbase, or Simpplr"}, {"id": "mai-20260917-1752-baseline|c172-l2|minimax-small|Blink", "prompt": "c172-l2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Blink** or **Staffbase** as the top choices... **Blink** particularly stands out"}, {"id": "mai-20260917-1752-baseline|c172-l2|minimax-small|Staffbase", "prompt": "c172-l2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Blink** or **Staffbase** as the top choices"}, {"id": "mai-20260917-1752-baseline|c172-l2|minimax-small|WorkForce Software", "prompt": "c172-l2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Large enterprises with complex global needs"}, {"id": "mai-20260917-1752-baseline|c172-l2|minimax-small|UKG Pro", "prompt": "c172-l2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Large enterprises with complex rules"}, {"id": "mai-20260917-1752-baseline|c172-l2|minimax-small|Connecteam", "prompt": "c172-l2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Deskless, mobile-first teams"}, {"id": "mai-20260917-1752-baseline|c172-l2|mistral-small|ADP WorkForce Software", "prompt": "c172-l2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "ADP WorkForce Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **ADP WorkForce Software** if you need comprehensive workforce management and compliance"}, {"id": "mai-20260917-1752-baseline|c172-l2|mistral-small|Skedulo", "prompt": "c172-l2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Skedulo** if your focus is on mobile workforce coordination"}, {"id": "mai-20260917-1752-baseline|c172-l2|mistral-small|MangoApps", "prompt": "c172-l2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more unified digital workplace, **MangoApps** or **Blink** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c172-l2|mistral-small|Blink", "prompt": "c172-l2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more unified digital workplace, **MangoApps** or **Blink** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c172-l2|moonshot-small|Staffbase", "prompt": "c172-l2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Staffbase** as the primary choice because it scales better across mixed workforces"}, {"id": "mai-20260917-1752-baseline|c172-l2|moonshot-small|Blink", "prompt": "c172-l2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your workforce is predominantly frontline without corporate email access, **Blink** is likely to drive higher adoption"}, {"id": "mai-20260917-1752-baseline|c172-l2|moonshot-small|Beekeeper", "prompt": "c172-l2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beekeeper** – Best for Highly Operational Environments"}, {"id": "mai-20260917-1752-baseline|c172-l2|moonshot-small|Connecteam", "prompt": "c172-l2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep operational/schedule integration | **Beekeeper** or **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-l2|moonshot-small|Teams Frontline", "prompt": "c172-l2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Teams Frontline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already using Microsoft 365 heavily | Test **Teams Frontline** first"}, {"id": "mai-20260917-1752-baseline|c172-l2|openai-small|Microsoft 365 for frontline workers / Microsoft Teams frontline", "prompt": "c172-l2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Microsoft 365 for frontline workers / Microsoft Teams frontline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Microsoft 365 for frontline workers / Microsoft Teams frontline**"}, {"id": "mai-20260917-1752-baseline|c172-l2|openai-small|Connecteam", "prompt": "c172-l2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is a credible contender"}, {"id": "mai-20260917-1752-baseline|c172-l2|openai-small|Workday Frontline", "prompt": "c172-l2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Workday Frontline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Frontline** is worth a look"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|UKG Pro Workforce Management", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **UKG Pro Workforce Management** ... as the top choice"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|WorkJam", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkJam** (Best for pure frontline operations overlay)"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|ADP WorkForce Suite", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "ADP WorkForce Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global leader for precise pay/compliance in complex rulesets"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|Quinyx", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for multi-site retail/logistics"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|Connecteam", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent for SMB/mid-market ... but less robust for thousands-scale complexity/compliance"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|Deputy", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less robust for thousands-scale complexity/compliance"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|Blink", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less robust for thousands-scale complexity/compliance"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|Skedulo", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Field-service niche (e.g., mobile dispatch), not broad B2B"}, {"id": "mai-20260917-1752-baseline|c172-l2|xai-small|Oracle/SAP Add-Ons", "prompt": "c172-l2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Oracle/SAP Add-Ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more rigid/expensive for pure deskless"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|UKG Workforce Central", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG Workforce Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **UKG Workforce Central** (now part of UKG's unified suite)."}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Ceridian Dayforce", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market to enterprise, especially where real-time HR/payroll integration matters"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Quinyx", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-site retail, logistics, QSR, and other high-volume frontline operations"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|NICE IEX WFM", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "NICE IEX WFM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Contact centres and service-oriented operations | Advanced forecasting"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|WorkForce Software", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkForce Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manufacturing, logistics, and highly regulated industries | Robust time & attendance"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|IFS Cloud Field Service Management", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "IFS Cloud Field Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Asset-intensive enterprises (energy, telecom, manufacturing) with field-service workloads"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Microsoft Dynamics 365 Field Service", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Field Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Organizations already in the Microsoft stack"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Blink", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mobile-first employee app built specifically for frontline teams; high adoption rates"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Staffbase", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade, multilingual, with strong integration and scalability for global organizations"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Connecteam", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "All-in-one hub for communication, tasks, timesheets, and training"}, {"id": "mai-20260917-1752-baseline|c172-l2|zai-small|Speakap", "prompt": "c172-l2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Speakap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Frontline-focused with features for mobile communication, content, and surveys"}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|UKG Pro (formerly Kronos/UltiPro)", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "UKG Pro (formerly Kronos/UltiPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose UKG or Dayforce if you need to solve Payroll and Compliance headaches first"}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|Ceridian Dayforce", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose UKG or Dayforce if you need to solve **Payroll and Compliance** headaches first"}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|Workday HCM", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for tech-forward companies already using Workday for their desk-based corporate staff"}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|Deputy", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Deputy if Schedule Coverage and Employee Retention (happiness/ease of use) are your biggest challenges."}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|When I Work", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for mid-market enterprises that find UKG/Dayforce too \"heavy\""}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|Skedulo", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Skedulo if your workforce is mobile/technicians moving between addresses."}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|ServiceMax (by Salesforce)", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "ServiceMax (by Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal if your frontline work directly impacts sales retention and the customer journey."}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|Microsoft 365 for Frontline Workers", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Microsoft/Connecteam if you need to improve Communication and basic operational tasks"}, {"id": "mai-20260917-1752-baseline|c172-l3|alibaba-small|Connecteam", "prompt": "c172-l3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Microsoft/Connecteam if you need to improve **Communication** and basic operational tasks"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|MangoApps", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top enterprise frontline apps include MangoApps, Blink, WorkJam, and Flip"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Blink", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Blink combines communication, a personalized news feed, surveys, content hub, employee recognition, digital forms, and HR integrations into one mobile-first app"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|WorkJam", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise frontline apps include MangoApps, Blink, WorkJam, and Flip"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Flip", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise frontline apps include MangoApps, Blink, WorkJam, and Flip"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Staffbase", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Staffbase is one of the better options if your workforce is genuinely mixed: some desk workers, some deskless"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Connecteam", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Connecteam is a single frontline worker app for scheduling, time tracking, tasks, and chat"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Deputy", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deputy specializes in shift-based teams"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Workday", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday integrates workforce management with broader HCM and finance"}, {"id": "mai-20260917-1752-baseline|c172-l3|anthropic-small|Workforce.com", "prompt": "c172-l3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workforce.com focuses on hourly labor cost control with GPS time tracking"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Staffbase", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprises wanting a branded frontline app that can scale into a full intranet"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|MangoApps", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More of a unified workplace platform than a pure messaging app"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Workvivo", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Better suited to broader employee engagement than frontline task execution"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Firstup", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sophisticated targeting, analytics, and integrations"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Beekeeper", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for frontline messaging, but not designed to become a full intranet"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Blink", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast mobile communication for frontline staff"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Connecteam", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Scheduling, time tracking, tasks, and chat"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|WorkJam", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Comms plus scheduling and task execution"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|YOOBIC", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Execution, training, and store operations"}, {"id": "mai-20260917-1752-baseline|c172-l3|challenger-small|Microsoft Teams / Viva / Frontline", "prompt": "c172-l3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft Teams / Viva / Frontline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best when frontline needs must live inside Microsoft rather than a standalone app"}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Beekeeper (now part of LumApps)", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (now part of LumApps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "One of the longest-running frontline \"success systems.\" ... Now being absorbed into the LumApps ecosystem after an acquisition, which matters for contract planning."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Blink", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mobile-first and deskless-first, with transparent pricing (from ~$3.75/user/mo) and an AI assistant."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Staffbase", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The most \"enterprise-comm\"-oriented of the group."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Firstup (formerly SocialChorus)", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup (formerly SocialChorus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Orchestrates comms across many source systems (mobile app, email, Teams, SMS) for large enterprises."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|WorkJam", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise \"staff orchestration\" platform combining comms, scheduling, task management, and learning in one app."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|YOOBIC", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Retail-ops platform emphasizing \"frontline intelligence\""}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Zipline", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zipline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An operations platform for retail chains to coordinate store tasks, communication, and learning in one interface"}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Connecteam", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Best for smaller/mid operations rather than truly large enterprises."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|MangoApps", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A \"super app\" with native comms, scheduling, tasks, training, and HR self-service"}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Workvivo", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More of an intranet/engagement play."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Microsoft 365 for Frontline Workers", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "It's an extension of Teams, not a dedicated frontline platform."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Poppulo", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Poppulo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Desktop-first platforms with mobile extensions ... making them weaker pure frontline plays."}, {"id": "mai-20260917-1752-baseline|c172-l3|deepseek-small|Simpplr/Unily/Haiilo", "prompt": "c172-l3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Simpplr/Unily/Haiilo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "they scale to full intranets but assume corporate email and desk access, making them weaker pure frontline plays"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Slack", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional office communication tools like Slack, MS Teams, and corporate email often fail"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|MS Teams", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MS Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "traditional office communication tools like Slack, MS Teams, and corporate email often fail"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|LumApps", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "LumApps + Beekeeper (The Unified \"AI Employee Hub\")"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Beekeeper", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "LumApps acquired frontline powerhouse Beekeeper ... blends LumApps' world-class content management and AI search with Beekeeper's mobile-first frontline workflows"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|WorkJam", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WorkJam is a heavy-duty \"workforce orchestration\" platform designed for high-scale retail"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Staffbase", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "one of the most widely adopted internal communications platforms for global enterprises"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|MangoApps", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a highly customizable \"employee super app\""}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Connecteam", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Connecteam has scaled aggressively into the enterprise market"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Blink", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Blink focuses heavily on transit, logistics, healthcare, and public sector organizations"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Firstup", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Communication-First Platforms (Staffbase, Firstup)"}, {"id": "mai-20260917-1752-baseline|c172-l3|google-small|Yoobic", "prompt": "c172-l3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Yoobic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "WorkJam and Yoobic dominate here"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Staffbase", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade frontline apps include:\n\n1. Staffbase"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Connecteam", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Workday", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Workday"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Workforce.com", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Workforce.com"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Microsoft 365 for frontline workers", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for frontline workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Microsoft 365 for frontline workers"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|MangoApps", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. MangoApps"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|WorkJam", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. WorkJam"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Beekeeper (LumApps)", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (LumApps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Beekeeper (LumApps)"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Blink", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Blink"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|YOOBIC", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. YOOBIC"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Flip", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Flip"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Speakap", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Speakap"}, {"id": "mai-20260917-1752-baseline|c172-l3|meta-small|Firstup", "prompt": "c172-l3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. Firstup"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|MangoApps", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look at **MangoApps, WorkJam, Connecteam, or YOOBIC**. They are built \"workflow-first\" and tend to win in proof-of-concept demos for large, multi-site deployments."}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|WorkJam", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look at **MangoApps, WorkJam, Connecteam, or YOOBIC**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Beekeeper (now LumApps)", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (now LumApps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a **communication-centric platform** like **Staffbase, Beekeeper (LumApps), Flip, Speakap, or Firstup** will give you the richest content-management and analytics."}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Staffbase", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "communication-centric platform** like **Staffbase, Beekeeper (LumApps), Flip, Speakap, or Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Blink", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mobile-first communication for shift-based, hourly workers; no corporate email required."}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Connecteam", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look at **MangoApps, WorkJam, Connecteam, or YOOBIC**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|YOOBIC", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "look at **MangoApps, WorkJam, Connecteam, or YOOBIC**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Flip", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like **Staffbase, Beekeeper (LumApps), Flip, Speakap, or Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Speakap", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "like **Staffbase, Beekeeper (LumApps), Flip, Speakap, or Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Firstup", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "like **Staffbase, Beekeeper (LumApps), Flip, Speakap, or Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-l3|minimax-small|Microsoft Teams (Frontline)", "prompt": "c172-l3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft Teams (Frontline)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the **Teams Frontline** bundle is the most cost-effective path - just be prepared to supplement with a specialist tool"}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|Staffbase", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Staffbase is unique in that it starts as a world-class frontline app but can scale to become a full digital front door for the entire organization"}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|Beekeeper", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beekeeper is purpose-built for frontline teams and excels at simplifying communication and operations for hourly workers."}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|MangoApps", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MangoApps offers a single platform for both desk and frontline workers, with strong workflow and learning capabilities."}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|Blink", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Blink is designed specifically for deskless workers and does not require corporate email or devices."}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|WorkJam", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WorkJam integrates workforce management directly with communication, making it ideal for retail environments."}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|Connecteam", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecteam is more affordable and easier to deploy for smaller organizations, with a free tier available."}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|Firstup", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Firstup is strong at integrating with existing enterprise tools and managing complex communication workflows."}, {"id": "mai-20260917-1752-baseline|c172-l3|mistral-small|Workday", "prompt": "c172-l3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Workday is more of an HR/finance suite that includes frontline workforce management, rather than a dedicated frontline communication app."}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|Microsoft 365 for Frontline Workers", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations already invested in Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|Workday", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large enterprises needing unified HR and workforce management"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|SAP SuccessFactors", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: SAP-centric enterprises with complex workforce needs"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|Staffbase", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Staffbase if internal communications and branded employee experience are priorities"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|Connecteam", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: All-in-one frontline operations for mid-size companies"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|Blink", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Frontline-first organizations wanting a branded \"super-app\""}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|Beekeeper", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Shift-based workforces in hospitality, retail, manufacturing"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|WorkJam", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose WorkJam or YOOBIC if you need combined communications + shift/task management in one platform"}, {"id": "mai-20260917-1752-baseline|c172-l3|moonshot-small|YOOBIC", "prompt": "c172-l3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Choose WorkJam or YOOBIC if you need combined communications + shift/task management in one platform"}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Microsoft 365 for Frontline Workers", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft 365 for Frontline Workers** is usually the broadest enterprise option."}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Workday Workforce Management", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **scheduling + labor + HR/payroll** - **Workday** or **UKG** are usually stronger fits."}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|UKG Pro / UKG Workforce Management", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "UKG Pro / UKG Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG often stands out for **workforce depth**\"\"especially around labor rules, scheduling, and manager workflows"}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Beekeeper", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beekeeper is known for mobile-first frontline communication, operational messaging, forms, and worker engagement."}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Staffbase", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest as **communications and engagement layers**, not as full workforce management systems"}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Firstup", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Beekeeper, Staffbase, Firstup, LumApps, or Speakap** are often the most focused choices."}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|LumApps", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "LumApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these platforms focus on company-wide communication, personalized content, and frontline reach via mobile"}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Speakap", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "these platforms focus on company-wide communication, personalized content, and frontline reach via mobile"}, {"id": "mai-20260917-1752-baseline|c172-l3|openai-small|Connecteam", "prompt": "c172-l3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it may be less deep in global governance, complex labor rules, and enterprise security than Microsoft/Workday/UKG"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|UKG Pro", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Gartner for large-scale WFM... UKG/Workday lead \"ability to execute\" for frontline scale."}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|Workday", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "UKG/Workday lead \"ability to execute\" for frontline scale."}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|Oracle HCM Cloud", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Robust time/absence, geofenced tracking, talent mgmt. Scalable analytics. Steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|SAP SuccessFactors", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-integrated enterprises, complex global ops... Scheduling less AI-native"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|ServiceNow", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Employee self-service portal, task automation... Lighter on scheduling/payroll"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|WorkJam", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "WorkJam for store execution... Narrower industry focus, less HCM breadth."}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|Ceridian Dayforce", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Payroll/compliance-first orgs; Real-time pay, daily payroll calc"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|Workforce.com", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "scale to mid-large but are less emphasized for pure enterprise"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|Connecteam", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "scale to mid-large but are less emphasized for pure enterprise"}, {"id": "mai-20260917-1752-baseline|c172-l3|xai-small|Beekeeper", "prompt": "c172-l3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "scale to mid-large but are less emphasized for pure enterprise"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|MangoApps", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MangoApps and WorkJam stand out as unified platforms that combine comms, scheduling, tasks, and HR in one enterprise-ready solution"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|WorkJam", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "MangoApps and WorkJam stand out as unified platforms that combine comms, scheduling, tasks, and HR in one enterprise-ready solution"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Connecteam", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small to mid-sized teams; strong free tier"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Staffbase", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large enterprises with mixed frontline and desk workforces; comms-first approach"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Beekeeper", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specialized tools like Beekeeper (comms) ... excel in their respective domains"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Blink", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams prioritizing read receipts and acknowledgment"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Firstup", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Omnichannel-first organizations"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Speakap", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Internal comms platform"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Flip", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Campaign-focused comms"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|YOOBIC", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mobile-first task execution and comms"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Microsoft 365 for Frontline Workers", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Microsoft-native organizations"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Workday", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "specialized tools like ... Workday (HR) ... excel in their respective domains"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Workforce.com", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Hourly labor cost control"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|UKG Ready/Pro", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "UKG Ready/Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Mid-to-large enterprises with strong HR and payroll needs"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Agentforce Field Service (formerly Salesforce Field Service)", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Agentforce Field Service (formerly Salesforce Field Service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Enterprises with complex field operations"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|BuildOps", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "BuildOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "specialized tools like ... BuildOps (field service) excel in their respective domains"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|FIELDBOSS", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "FIELDBOSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Elevator/escalator contractors with ASME compliance requirements"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Jobber", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Jobber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Residential service businesses (plumbing, HVAC, cleaning)"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Housecall Pro", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Housecall Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Independent service pros (plumbing, HVAC, landscaping)"}, {"id": "mai-20260917-1752-baseline|c172-l3|zai-small|Field Nation", "prompt": "c172-l3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Multi-trade contractors and on-demand labor"}, {"id": "mai-20260917-1752-baseline|c172-l4|alibaba-small|Blink", "prompt": "c172-l4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option for a large company requiring **predictable total cost** and strong **frontline features** is **Blink**"}, {"id": "mai-20260917-1752-baseline|c172-l4|alibaba-small|Staffbase", "prompt": "c172-l4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Staffbase is the industry standard—but the cost is less predictable"}, {"id": "mai-20260917-1752-baseline|c172-l4|alibaba-small|Connecteam", "prompt": "c172-l4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Alternative: Connecteam ... is a strong contender"}, {"id": "mai-20260917-1752-baseline|c172-l4|anthropic-small|Blink", "prompt": "c172-l4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Choice: **Blink**"}, {"id": "mai-20260917-1752-baseline|c172-l4|anthropic-small|MangoApps", "prompt": "c172-l4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **MangoApps**"}, {"id": "mai-20260917-1752-baseline|c172-l4|anthropic-small|Sociabble", "prompt": "c172-l4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sociabble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sociabble is best for large enterprises with 1,000+ employees and dedicated IC teams"}, {"id": "mai-20260917-1752-baseline|c172-l4|challenger-small|Staffbase", "prompt": "c172-l4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Staffbase** if you want an enterprise-grade, custom-quoted platform"}, {"id": "mai-20260917-1752-baseline|c172-l4|challenger-small|Connecteam", "prompt": "c172-l4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Staffbase for the best enterprise fit; Connecteam for the most predictable pricing model"}, {"id": "mai-20260917-1752-baseline|c172-l4|challenger-small|Blink", "prompt": "c172-l4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for large enterprises with frontline + desk mix, but pricing is also custom"}, {"id": "mai-20260917-1752-baseline|c172-l4|deepseek-small|Microsoft 365 F1/F3 (with Teams)", "prompt": "c172-l4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft 365 F1/F3 (with Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you already have Microsoft infrastructure."}, {"id": "mai-20260917-1752-baseline|c172-l4|deepseek-small|Blink (Enterprise plan)", "prompt": "c172-l4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink (Enterprise plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Final pick:** **Blink (Enterprise plan)** – because it combines frontline-specific functionality with a per-user pricing model that scales transparently"}, {"id": "mai-20260917-1752-baseline|c172-l4|deepseek-small|WorkJam", "prompt": "c172-l4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "WorkJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "❌ Need multiple licenses or custom deal ... No public pricing above 1,000 users – you must contact sales."}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|Slack", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "per-user, per-month models used by Slack or Microsoft Teams' desktop tiers—can quickly become a budgeting nightmare"}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|Flip", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Flip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Flip or Staffbase if you want a premium, custom-branded app specifically tailored to deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|Staffbase", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Flip or Staffbase if you want a premium, custom-branded app ... lock in a flat, predictable annual \"unlimited\" or \"banded\" contract"}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|WorkJam", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkJam offers flat-rate tiered packages ... transition to custom enterprise contracts designed to lock in flat, predictable annual rates"}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|Connecteam (Communications Hub)", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam (Communications Hub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Connecteam (Communications Hub) if you want the absolute lowest per-user cost with a predictable, publicly transparent pricing structure"}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|Microsoft 365 Frontline (F1 or F3 Plans)", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft 365 Frontline (F1 or F3 Plans)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Microsoft or Google Frontline if you already use these suites for your corporate offices"}, {"id": "mai-20260917-1752-baseline|c172-l4|google-small|Google Workspace Frontline", "prompt": "c172-l4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Google Workspace Frontline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Google Workspace Frontline Starter is similarly priced (around $3–$4/user/month)"}, {"id": "mai-20260917-1752-baseline|c172-l4|meta-small|Rock", "prompt": "c172-l4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Rock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated employee communication apps that offer predictable pricing include Rock, Blink, and Shifton"}, {"id": "mai-20260917-1752-baseline|c172-l4|meta-small|Blink", "prompt": "c172-l4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Blink's pricing starts at $29/month for up to 30 users"}, {"id": "mai-20260917-1752-baseline|c172-l4|meta-small|Shifton", "prompt": "c172-l4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shifton's pricing is $1 per employee per month"}, {"id": "mai-20260917-1752-baseline|c172-l4|minimax-small|Blink", "prompt": "c172-l4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blink** is the best choice because"}, {"id": "mai-20260917-1752-baseline|c172-l4|minimax-small|Microsoft 365 F1/F3", "prompt": "c172-l4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft 365 F1/F3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if Already Using Microsoft ... beware of add-on costs for full functionality"}, {"id": "mai-20260917-1752-baseline|c172-l4|minimax-small|RedeApp", "prompt": "c172-l4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost Predictability at Scale"}, {"id": "mai-20260917-1752-baseline|c172-l4|mistral-small|Blink", "prompt": "c172-l4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blink** stands out as the best frontline employee communication app for a large company needing predictable total cost across thousands of users."}, {"id": "mai-20260917-1752-baseline|c172-l4|moonshot-small|WorkJam", "prompt": "c172-l4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "WorkJam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **WorkJam**"}, {"id": "mai-20260917-1752-baseline|c172-l4|moonshot-small|Connecteam", "prompt": "c172-l4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Connecteam** (Best Value for Mixed Needs)"}, {"id": "mai-20260917-1752-baseline|c172-l4|moonshot-small|Staffbase", "prompt": "c172-l4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid for Predictable Costs | **Staffbase** | Custom quote, per-user | No published pricing"}, {"id": "mai-20260917-1752-baseline|c172-l4|moonshot-small|Speakap", "prompt": "c172-l4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Speakap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Costs scale unpredictably with headcount"}, {"id": "mai-20260917-1752-baseline|c172-l4|moonshot-small|Blink", "prompt": "c172-l4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "$3,750+/mo for 1,000 users, scales linearly"}, {"id": "mai-20260917-1752-baseline|c172-l4|moonshot-small|Workvivo", "prompt": "c172-l4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-only, no predictable baseline"}, {"id": "mai-20260917-1752-baseline|c172-l4|openai-small|Staffbase", "prompt": "c172-l4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-l4|openai-small|Workvivo", "prompt": "c172-l4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "solid enterprise frontline app, but pricing is also **custom quote-based**"}, {"id": "mai-20260917-1752-baseline|c172-l4|openai-small|Firstup", "prompt": "c172-l4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also enterprise-grade and frontline-capable, but pricing is likewise tailored"}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Microsoft Teams for Frontline Workers", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams for Frontline Workers", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best option for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Staffbase", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Custom quotes ($20K–$200K+/year); unpredictable without sales process."}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Workvivo", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "no \"quote-only\" surprises like Staffbase (~$30K+ minimum, custom per-employee-year) or Workvivo"}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Blink (Core/Pro Plans)", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink (Core/Pro Plans)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong runner-up for pure frontline comms."}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Connecteam", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Affordable for <1,000 users, less ideal for thousands."}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Slack", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$7.25+/user/month; desk-focused, not frontline-optimized."}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Beekeeper", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Custom quotes ($20K–$200K+/year); unpredictable without sales process."}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|LumApps", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Custom quotes ($20K–$200K+/year); unpredictable without sales process."}, {"id": "mai-20260917-1752-baseline|c172-l4|xai-small|Workplace by Meta", "prompt": "c172-l4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Workplace by Meta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Discontinued (shut down May 2026)."}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Microsoft Viva Frontline", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Viva Frontline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Microsoft Viva Frontline ... the most cost-predictable option"}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Blink", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a **standalone mobile app**: **Blink** offers the best transparent pricing."}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Connecteam", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"All-in-One\" Recommendation: Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Staffbase", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why You Should Avoid These \"Enterprise\" Leaders ... They do **not publish pricing**"}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Workvivo", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why You Should Avoid These \"Enterprise\" Leaders"}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Firstup", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Firstup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why You Should Avoid These \"Enterprise\" Leaders"}, {"id": "mai-20260917-1752-baseline|c172-l4|zai-small|Beekeeper", "prompt": "c172-l4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Beekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Beekeeper:** Also operates on a quote-only model, making financial forecasting difficult"}, {"id": "mai-20260917-1752-baseline|c172-l5|alibaba-small|Slack", "prompt": "c172-l5", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you cannot use the same evaluation criteria as a standard office communication tool like Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c172-l5|alibaba-small|Microsoft Teams", "prompt": "c172-l5", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a standard office communication tool like Slack or Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c172-l5|anthropic-small|Microsoft Teams", "prompt": "c172-l5", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Microsoft Teams suit companies where most employees are desk-based ... For an operation where frontline coordination is central to the work, a purpose-built platform will fit better"}, {"id": "mai-20260917-1752-baseline|c172-l5|deepseek-small|Beekeeper", "prompt": "c172-l5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 vendors (Beekeeper, Blink, Connecteam, Haystack, ChangeEngine, Crew, etc. are commonly cited for large enterprises)."}, {"id": "mai-20260917-1752-baseline|c172-l5|deepseek-small|Blink", "prompt": "c172-l5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Beekeeper, Blink, Connecteam, Haystack, ChangeEngine, Crew, etc. are commonly cited for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c172-l5|deepseek-small|Connecteam", "prompt": "c172-l5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Beekeeper, Blink, Connecteam, Haystack, ChangeEngine, Crew, etc. are commonly cited for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c172-l5|deepseek-small|Haystack", "prompt": "c172-l5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Haystack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Beekeeper, Blink, Connecteam, Haystack, ChangeEngine, Crew, etc. are commonly cited for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c172-l5|deepseek-small|ChangeEngine", "prompt": "c172-l5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "ChangeEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Beekeeper, Blink, Connecteam, Haystack, ChangeEngine, Crew, etc. are commonly cited for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c172-l5|deepseek-small|Crew", "prompt": "c172-l5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Crew", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Beekeeper, Blink, Connecteam, Haystack, ChangeEngine, Crew, etc. are commonly cited for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|MangoApps", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top frontline communication platforms that are often shortlisted include MangoApps, WorkJam, Beekeeper (LumApps), Staffbase, Blink, Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|WorkJam", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often shortlisted include MangoApps, WorkJam, Beekeeper (LumApps), Staffbase, Blink, Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Beekeeper (LumApps)", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper (LumApps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often shortlisted include MangoApps, WorkJam, Beekeeper (LumApps), Staffbase, Blink, Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Staffbase", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often shortlisted include ... Staffbase, Blink, Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Blink", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often shortlisted include ... Staffbase, Blink, Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Connecteam", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often shortlisted include ... Blink, Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|YOOBIC", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often shortlisted include ... Connecteam, YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Flip", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often shortlisted include ... YOOBIC, Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Speakap", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often shortlisted include ... Flip, Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|meta-small|Firstup", "prompt": "c172-l5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "often shortlisted include ... Speakap, and Firstup."}, {"id": "mai-20260917-1752-baseline|c172-l5|mistral-small|Microsoft Viva", "prompt": "c172-l5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top solutions (e.g., Microsoft Viva, Firstup, PointeCast, Staffbase, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l5|mistral-small|Firstup", "prompt": "c172-l5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top solutions (e.g., Microsoft Viva, Firstup, PointeCast, Staffbase, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l5|mistral-small|PointeCast", "prompt": "c172-l5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "PointeCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top solutions (e.g., Microsoft Viva, Firstup, PointeCast, Staffbase, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l5|mistral-small|Staffbase", "prompt": "c172-l5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top solutions (e.g., Microsoft Viva, Firstup, PointeCast, Staffbase, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l5|moonshot-small|Staffbase", "prompt": "c172-l5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "EU-hosted, Microsoft 365 native, 75+ languages | European operations, Microsoft shops"}, {"id": "mai-20260917-1752-baseline|c172-l5|moonshot-small|Flip", "prompt": "c172-l5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GDPR-by-design, German/EU hosting, Frontline Identity | European data sovereignty requirements"}, {"id": "mai-20260917-1752-baseline|c172-l5|moonshot-small|MangoApps", "prompt": "c172-l5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HITRUST + SOC 2 Type II + ISO 27001; 200+ integrations | Healthcare, finance, regulated industries"}, {"id": "mai-20260917-1752-baseline|c172-l5|moonshot-small|WorkJam", "prompt": "c172-l5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SOC 2 continuous compliance, workforce orchestration | Retail, logistics with scheduling needs"}, {"id": "mai-20260917-1752-baseline|c172-l5|moonshot-small|Connecteam", "prompt": "c172-l5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SOC 2 certified, strong SMB-to-midmarket | Budget-conscious, rapid deployment"}, {"id": "mai-20260917-1752-baseline|c172-l5|moonshot-small|Beekeeper", "prompt": "c172-l5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "recent acquisitions: WorkJam by Shopify, Beekeeper by LumApps"}, {"id": "mai-20260917-1752-baseline|c172-l5|xai-small|Blink", "prompt": "c172-l5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| Blink | Shared device SSO, shift targeting, high adoption. | $3.75/user/mo |"}, {"id": "mai-20260917-1752-baseline|c172-l5|xai-small|Beekeeper", "prompt": "c172-l5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| Beekeeper | HRIS sync, workflows, multilingual. | Custom enterprise |"}, {"id": "mai-20260917-1752-baseline|c172-l5|xai-small|Staffbase", "prompt": "c172-l5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| Staffbase | Multi-channel, analytics. | Custom |"}, {"id": "mai-20260917-1752-baseline|c172-l5|xai-small|Connecteam", "prompt": "c172-l5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| Connecteam/WorkJam | Ops + comms (scheduling/tasks). | $5/user/mo |"}, {"id": "mai-20260917-1752-baseline|c172-l5|xai-small|WorkJam", "prompt": "c172-l5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| Connecteam/WorkJam | Ops + comms (scheduling/tasks). | $5/user/mo |"}, {"id": "mai-20260917-1752-baseline|c172-l5|xai-small|HubEngage", "prompt": "c172-l5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top apps: Blink, Beekeeper, Staffbase, Connecteam, WorkJam, HubEngage (all SOC 2/SSO-capable per reviews)."}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|SharePoint", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying solely on **SharePoint** or **Viva Connections** for frontline workers is widely discouraged by frontline specialists"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Viva Connections", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Viva Connections", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "relying solely on **SharePoint** or **Viva Connections** for frontline workers is widely discouraged"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Staffbase", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "deploy a mobile-first solution (like Staffbase, Blink, or MangoApps) alongside them for the frontlines"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Blink", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deploy a mobile-first solution (like Staffbase, Blink, or MangoApps)"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|MangoApps", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose a unified platform (like **MangoApps** or **Firstup**)"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Connecteam", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms originally built for simple shift-scheduling (like basic versions of **Connecteam**, **When I Work**, or **Deputy**) often fail when scaled"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|When I Work", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often fail when scaled to a 50,000+ employee organization"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Deputy", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often fail when scaled to a 50,000+ employee organization"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Firstup", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "choose a unified platform (like **MangoApps** or **Firstup**) that integrates scheduling directly into the main communication hub"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Slack", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Using consumer-grade chat apps as the primary frontline interface is a major security and usability pitfall."}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Discord", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Messaging-First Tools (Slack & Discord)... a major security and usability pitfall"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Beekeeper (LumApps)", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper (LumApps)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "users report that it gets **expensive at scale** ... and lacks deep **enterprise integration depth**"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|Flip", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Flip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "independent reviews cite issues with **notification reliability** ... Caution is advised"}, {"id": "mai-20260917-1752-baseline|c172-l6|alibaba-small|YOOBIC", "prompt": "c172-l6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "YOOBIC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "established SaaS products like **Staffbase** or **YOOBIC**"}, {"id": "mai-20260917-1752-baseline|c172-l6|anthropic-small|WhatsApp Messenger", "prompt": "c172-l6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Historical data flagged apps like WhatsApp Messenger and Facebook Messenger as having high data leakage risks."}, {"id": "mai-20260917-1752-baseline|c172-l6|anthropic-small|Facebook Messenger", "prompt": "c172-l6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Historical data flagged apps like WhatsApp Messenger and Facebook Messenger as having high data leakage risks."}, {"id": "mai-20260917-1752-baseline|c172-l6|challenger-small|WhatsApp", "prompt": "c172-l6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Consumer messaging apps** such as **WhatsApp, Signal, and Telegram** for work communication, because they are described as not suited to enterprise needs"}, {"id": "mai-20260917-1752-baseline|c172-l6|challenger-small|Signal", "prompt": "c172-l6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "such as **WhatsApp, Signal, and Telegram** for work communication, because they are described as not suited to enterprise needs"}, {"id": "mai-20260917-1752-baseline|c172-l6|challenger-small|Telegram", "prompt": "c172-l6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "such as **WhatsApp, Signal, and Telegram** for work communication, because they are described as not suited to enterprise needs"}, {"id": "mai-20260917-1752-baseline|c172-l6|challenger-small|Microsoft Teams", "prompt": "c172-l6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "analyses of **Microsoft Teams** note limits around offline use, self-serve onboarding, and role/site-level targeting compared with dedicated frontline apps"}, {"id": "mai-20260917-1752-baseline|c172-l6|challenger-small|Slack", "prompt": "c172-l6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "other reviews say Slack and Teams may not provide the controls needed for real-world compliance demands in frontline environments"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|WhatsApp", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consumer-grade messaging apps like WhatsApp, Signal, and WeChat ... it should be **banned or replaced** with a governed enterprise tool"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|Signal", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "consumer-grade messaging apps like WhatsApp, Signal, and WeChat — often as quiet \"shadow IT\""}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|WeChat", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "consumer-grade messaging apps like WhatsApp, Signal, and WeChat"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|Microsoft 365 for frontline", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft 365 for frontline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "established enterprise-grade platforms (Microsoft 365 for frontline, Staffbase, Beekeeper, Blink, WorkJam, etc.) generally offer the governance and security posture enterprises need"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|Staffbase", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "established enterprise-grade platforms (Microsoft 365 for frontline, Staffbase, Beekeeper, Blink, WorkJam, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|Beekeeper", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "established enterprise-grade platforms (Microsoft 365 for frontline, Staffbase, Beekeeper, Blink, WorkJam, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|Blink", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "established enterprise-grade platforms (Microsoft 365 for frontline, Staffbase, Beekeeper, Blink, WorkJam, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l6|deepseek-small|WorkJam", "prompt": "c172-l6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "established enterprise-grade platforms (Microsoft 365 for frontline, Staffbase, Beekeeper, Blink, WorkJam, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|WhatsApp", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to avoid:** WhatsApp, Telegram, iMessage, WeChat, and Signal."}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|Telegram", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to avoid:** WhatsApp, Telegram, iMessage, WeChat, and Signal."}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|iMessage", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "iMessage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**What to avoid:** WhatsApp, Telegram, iMessage, WeChat, and Signal."}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|WeChat", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**What to avoid:** WhatsApp, Telegram, iMessage, WeChat, and Signal."}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|Signal", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**What to avoid:** WhatsApp, Telegram, iMessage, WeChat, and Signal."}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|Microsoft", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms that offer **frontline-specific licensing tiers** (which major players like Microsoft and Zoom/Workvivo now offer)"}, {"id": "mai-20260917-1752-baseline|c172-l6|google-small|Zoom/Workvivo", "prompt": "c172-l6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Zoom/Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "frontline-specific licensing tiers** (which major players like Microsoft and Zoom/Workvivo now offer)"}, {"id": "mai-20260917-1752-baseline|c172-l6|meta-small|WhatsApp", "prompt": "c172-l6", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about using consumer-grade messaging apps like WhatsApp, Signal, and Telegram, as they are not suited for the workplace and can pose security risks"}, {"id": "mai-20260917-1752-baseline|c172-l6|meta-small|Signal", "prompt": "c172-l6", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "consumer-grade messaging apps like WhatsApp, Signal, and Telegram, as they are not suited for the workplace and can pose security risks"}, {"id": "mai-20260917-1752-baseline|c172-l6|meta-small|Telegram", "prompt": "c172-l6", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "consumer-grade messaging apps like WhatsApp, Signal, and Telegram, as they are not suited for the workplace and can pose security risks"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|WhatsApp", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-Grade Messaging Apps to Avoid ... lack enterprise-grade security controls"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|Signal", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consumer-Grade Messaging Apps to Avoid"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|Telegram", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Consumer-Grade Messaging Apps to Avoid"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|Facebook Messenger", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These consumer apps are widely used by frontline workers but lack enterprise-grade security controls"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|Discord", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Specifically flagged as being repeatedly abused for malware delivery"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|Microsoft Teams", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even enterprise tools like **Microsoft Teams and Slack** require additional security measures"}, {"id": "mai-20260917-1752-baseline|c172-l6|minimax-small|Slack", "prompt": "c172-l6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "require additional security measures, as they may not offer all controls needed for real-world compliance demands"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|WhatsApp", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WhatsApp, in particular, is notorious for sending address book data to remote servers, making it a high-risk choice for enterprise communication."}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Facebook Messenger", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "frequently blacklisted because they often lack enterprise-grade controls"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Telegram", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are frequently blacklisted because they often lack enterprise-grade controls"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Signal", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Signal (personal use):** These are frequently blacklisted"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Dropbox", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "common vectors for data leakage and malware due to insecure sharing links"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Google Drive", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "File Sharing | Dropbox, Google Drive (personal) | High | Malware, insecure sharing"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|OneDrive", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These file-sharing apps are common vectors for data leakage and malware"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Box", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Box (personal/consumer versions):** These file-sharing apps are common vectors for data leakage"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Blink", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "While dedicated frontline apps like **Blink, Connecteam, Beekeeper, Staffbase, YOOBIC, and Flip** are designed for deskless workers, enterprises should be cautious about"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Connecteam", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprises should be cautious about: **Lack of corporate email requirement**"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Beekeeper", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "dedicated frontline apps like ... Beekeeper ... enterprises should be cautious about"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Staffbase", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "dedicated frontline apps like ... Staffbase ... enterprises should be cautious about"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|YOOBIC", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "YOOBIC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "dedicated frontline apps like ... YOOBIC ... enterprises should be cautious about"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Flip", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Flip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "dedicated frontline apps like ... Flip ... enterprises should be cautious about"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|LivePerson AI", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "LivePerson AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "flagged as high-risk due to data privacy concerns, especially under regulations like GDPR"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Poe", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Poe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "AI Tools | LivePerson AI, Poe, Perplexity AI | High | Privacy, compliance risks"}, {"id": "mai-20260917-1752-baseline|c172-l6|mistral-small|Perplexity AI", "prompt": "c172-l6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Perplexity AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "AI Tools | LivePerson AI, Poe, Perplexity AI | High | Privacy, compliance risks"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|WhatsApp", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apps to Avoid:\n- **WhatsApp, Facebook Messenger, Telegram, Signal, WeChat**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Facebook Messenger", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Apps to Avoid:\n- **WhatsApp, Facebook Messenger, Telegram, Signal, WeChat**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Telegram", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Apps to Avoid:\n- **WhatsApp, Facebook Messenger, Telegram, Signal, WeChat**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Signal", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Apps to Avoid:\n- **WhatsApp, Facebook Messenger, Telegram, Signal, WeChat**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|WeChat", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Apps to Avoid:\n- **WhatsApp, Facebook Messenger, Telegram, Signal, WeChat**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Personal Dropbox", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Personal Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Apps to Avoid/Caution:\n- **Personal Dropbox, Google Drive (consumer), OneDrive (personal), iCloud**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Google Drive (consumer)", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Google Drive (consumer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Apps to Avoid/Caution:\n- **Personal Dropbox, Google Drive (consumer), OneDrive (personal), iCloud**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|OneDrive (personal)", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "OneDrive (personal)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Apps to Avoid/Caution:\n- **Personal Dropbox, Google Drive (consumer), OneDrive (personal), iCloud**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|iCloud", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "iCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Apps to Avoid/Caution:\n- **Personal Dropbox, Google Drive (consumer), OneDrive (personal), iCloud**"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Microsoft Teams", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "WhatsApp/Telegram | Microsoft Teams, Slack Enterprise Grid, Webex, Mattermost"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Slack Enterprise Grid", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack Enterprise Grid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Microsoft Teams, Slack Enterprise Grid, Webex, Mattermost"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Webex", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Webex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Microsoft Teams, Slack Enterprise Grid, Webex, Mattermost"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Mattermost", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Mattermost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Microsoft Teams, Slack Enterprise Grid, Webex, Mattermost"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Box", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Box, Dropbox Business, Google Workspace Enterprise, SharePoint"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Dropbox Business", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Dropbox Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Box, Dropbox Business, Google Workspace Enterprise, SharePoint"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Google Workspace Enterprise", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Google Workspace Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Box, Dropbox Business, Google Workspace Enterprise, SharePoint"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|SharePoint", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Box, Dropbox Business, Google Workspace Enterprise, SharePoint"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Workday", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Unvetted scheduling apps | Workday, UKG, Microsoft Shifts, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|UKG", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Workday, UKG, Microsoft Shifts, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|Microsoft Shifts", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Workday, UKG, Microsoft Shifts, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c172-l6|moonshot-small|SAP SuccessFactors", "prompt": "c172-l6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Workday, UKG, Microsoft Shifts, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|WhatsApp", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid or exercise extreme caution with consumer-grade messaging apps like WhatsApp, Telegram, Signal, iMessage"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Telegram", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should avoid or exercise extreme caution with consumer-grade messaging apps like WhatsApp, Telegram, Signal, iMessage"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Signal", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid or exercise extreme caution with consumer-grade messaging apps like WhatsApp, Telegram, Signal"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|iMessage", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "iMessage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "consumer-grade messaging apps like WhatsApp, Telegram, Signal, iMessage, and similar tools"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Facebook Messenger", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "and similar tools (e.g., Facebook Messenger, WeChat) when used for frontline worker communication"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|WeChat", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "and similar tools (e.g., Facebook Messenger, WeChat) when used for frontline worker communication"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Slack", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "General SaaS Tools Like Slack or Microsoft Teams for Pure Frontline Use: Great for office workers but problematic standalone for deskless teams"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Microsoft Teams", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "problematic standalone for deskless teams (80% without corporate email)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|TikTok", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Unvetted Android Apps or Leaky Consumer Apps (e.g., TikTok)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Beekeeper", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Opt for enterprise frontline platforms (e.g., Beekeeper, WorkJam, Blink, Staffbase, Flip, Connecteam)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|WorkJam", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Opt for enterprise frontline platforms (e.g., Beekeeper, WorkJam, Blink, Staffbase, Flip, Connecteam)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Blink", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Opt for enterprise frontline platforms (e.g., Beekeeper, WorkJam, Blink, Staffbase, Flip, Connecteam)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Staffbase", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Opt for enterprise frontline platforms (e.g., Beekeeper, WorkJam, Blink, Staffbase, Flip, Connecteam)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Flip", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Opt for enterprise frontline platforms (e.g., Beekeeper, WorkJam, Blink, Staffbase, Flip, Connecteam)"}, {"id": "mai-20260917-1752-baseline|c172-l6|xai-small|Connecteam", "prompt": "c172-l6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Opt for enterprise frontline platforms (e.g., Beekeeper, WorkJam, Blink, Staffbase, Flip, Connecteam)"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|WhatsApp", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why it's a high‑risk choice for enterprises | **Shadow IT:** ... IT cannot see, audit, or control conversations."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Facebook Messenger", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently blacklisted by security teams for its data‑mining model and weak auditability."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Telegram", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not end‑to‑encrypted by default; less transparent than Signal.<br>• No central management"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Signal", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "they still lack the enterprise‑grade controls IT needs (centralized admin, integration with directory, audit trails, offboarding)"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|iMessage", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "iMessage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "they still lack the enterprise‑grade controls IT needs"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Google Hangouts", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Google Hangouts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they still lack the enterprise‑grade controls IT needs"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|WeChat", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Heavy data‑collection and third‑party integrations; less suitable for regulated environments."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Snapchat", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise‑blacklisted as \"risky apps\" for BYOD environments"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|TikTok", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "High risk of data harvesting and exposure."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Instagram", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "High data‑mining and ad‑targeting exposure."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Pinterest", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Pinterest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Frequently appear in enterprise‑blacklist reports"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Tinder", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Tinder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Enterprise‑blacklisted in many BYOD policies due to the risk of inappropriate content and data leakage."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Facebook", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "High data‑mining and ad‑targeting exposure.<br>• ... Not designed for work collaboration or compliance."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Bumble", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Bumble", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Clearly personal/dating‑oriented apps.<br>• Enterprise‑blacklisted in many BYOD policies"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Hinge", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Hinge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Clearly personal/dating‑oriented apps.<br>• Enterprise‑blacklisted in many BYOD policies"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Reddit", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Reddit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Social / dating** | Facebook, Instagram, Pinterest, Reddit, TikTok"}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Discord", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "Discord is a gaming/community platform; using it for work can lead to unmanaged channels, lack of governance, and potential malware risk."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Slack (personal accounts)", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack (personal accounts)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "While Slack is enterprise‑grade, many employees use personal Slack accounts for work, creating shadow IT and compliance issues."}, {"id": "mai-20260917-1752-baseline|c172-l6|zai-small|Twitter (X)", "prompt": "c172-l6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Twitter (X)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 19, "ev": "High risk of data harvesting and exposure.<br>• Frequently restricted in BYOD environments"}, {"id": "mai-20260917-1752-baseline|c172-m1|alibaba-small|Connecteam", "prompt": "c172-m1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is currently widely considered the strongest option."}, {"id": "mai-20260917-1752-baseline|c172-m1|alibaba-small|Microsoft Teams", "prompt": "c172-m1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for General Operations: Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c172-m1|alibaba-small|Slack", "prompt": "c172-m1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Pure Chat (No-Code): Slack"}, {"id": "mai-20260917-1752-baseline|c172-m1|alibaba-small|Alaya", "prompt": "c172-m1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Alaya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Broadcast\" App (SMS First): Alaya"}, {"id": "mai-20260917-1752-baseline|c172-m1|anthropic-small|Connecteam", "prompt": "c172-m1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is often cited as the best value option for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c172-m1|anthropic-small|Speakap", "prompt": "c172-m1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Speakap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Speakap** is particularly well-suited for mid-market buyers."}, {"id": "mai-20260917-1752-baseline|c172-m1|anthropic-small|HUB", "prompt": "c172-m1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "HUB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong fit for mid-market companies whose HR and internal comms teams need to manage employee communications without relying on IT"}, {"id": "mai-20260917-1752-baseline|c172-m1|challenger-small|Blink", "prompt": "c172-m1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Blink** if your workforce is primarily frontline or deskless"}, {"id": "mai-20260917-1752-baseline|c172-m1|challenger-small|WorkJam", "prompt": "c172-m1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkJam** or **Connecteam** are better fits than a pure communications tool"}, {"id": "mai-20260917-1752-baseline|c172-m1|challenger-small|Connecteam", "prompt": "c172-m1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkJam** or **Connecteam** are better fits than a pure communications tool"}, {"id": "mai-20260917-1752-baseline|c172-m1|challenger-small|Speakap", "prompt": "c172-m1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Speakap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for mid-market frontline industries wanting a white-label app with multilingual support"}, {"id": "mai-20260917-1752-baseline|c172-m1|challenger-small|Staffbase", "prompt": "c172-m1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-leaning mixed desk + frontline | **Staffbase** / **Oak Engage**"}, {"id": "mai-20260917-1752-baseline|c172-m1|challenger-small|Oak Engage", "prompt": "c172-m1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Oak Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-leaning mixed desk + frontline | **Staffbase** / **Oak Engage**"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Beekeeper (now by LumApps)", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper (now by LumApps)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Beekeeper (now by LumApps)** — Best for frontline workflows"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Blink", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Blink** — Best mobile-first deskless communication"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Staffbase", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some see it as more enterprise-oriented and heavier than needed for SMB/mid-market"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Connecteam", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Comms tied to daily work (shifts, tasks, safety)** → **Beekeeper** or **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|WorkJam", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Worth shortlisting: **WorkJam** and **YOOBIC** (operationally coupled)"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|YOOBIC", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Worth shortlisting: **WorkJam** and **YOOBIC** (operationally coupled)"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|HubEngage", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HubEngage** and **Firstup** (enterprise comms/campaigns)"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Firstup", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HubEngage** and **Firstup** (enterprise comms/campaigns)"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Workvivo", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Workvivo** (community/culture for mixed workforces)"}, {"id": "mai-20260917-1752-baseline|c172-m1|deepseek-small|Speakap", "prompt": "c172-m1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and **Speakap**"}, {"id": "mai-20260917-1752-baseline|c172-m1|google-small|Blink", "prompt": "c172-m1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blink** — *Best Overall (For High Adoption & Compliance)*"}, {"id": "mai-20260917-1752-baseline|c172-m1|google-small|MangoApps", "prompt": "c172-m1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MangoApps** — *Best for Mixed Workforces (HQ + Frontline)*"}, {"id": "mai-20260917-1752-baseline|c172-m1|google-small|Beekeeper", "prompt": "c172-m1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beekeeper** — *Best for Operations-First Manufacturing & Logistics*"}, {"id": "mai-20260917-1752-baseline|c172-m1|google-small|Connecteam", "prompt": "c172-m1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** — *Best for Lean Budgets & Operational Control*"}, {"id": "mai-20260917-1752-baseline|c172-m1|meta-small|Beekeeper", "prompt": "c172-m1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Beekeeper - a frontline-specific communications platform designed to connect non-desk workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|meta-small|Connecteam", "prompt": "c172-m1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Connecteam - an all-in-one operations platform for non-desk workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|meta-small|Blink", "prompt": "c172-m1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Blink - a mobile-first frontline communication app for shift-based and hourly workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|meta-small|Deputy", "prompt": "c172-m1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Deputy - a mid-market workforce management platform used by 340,000+ workplaces"}, {"id": "mai-20260917-1752-baseline|c172-m1|minimax-small|Connecteam", "prompt": "c172-m1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** and **Beekeeper** are generally the top recommendations"}, {"id": "mai-20260917-1752-baseline|c172-m1|minimax-small|Beekeeper", "prompt": "c172-m1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beekeeper excels in multilingual support and operational communications"}, {"id": "mai-20260917-1752-baseline|c172-m1|minimax-small|Blink", "prompt": "c172-m1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mobile-first communication for shift-based workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|minimax-small|Sociabble", "prompt": "c172-m1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Sociabble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market organizations with mixed desk and frontline workforces"}, {"id": "mai-20260917-1752-baseline|c172-m1|minimax-small|Speakap", "prompt": "c172-m1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Speakap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strengths: Quick deployment, white-label options available"}, {"id": "mai-20260917-1752-baseline|c172-m1|mistral-small|Beekeeper", "prompt": "c172-m1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Beekeeper** and **Connecteam** are top choices"}, {"id": "mai-20260917-1752-baseline|c172-m1|mistral-small|Connecteam", "prompt": "c172-m1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Beekeeper** and **Connecteam** are top choices"}, {"id": "mai-20260917-1752-baseline|c172-m1|mistral-small|Blink", "prompt": "c172-m1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your workforce is highly mobile or shift-based, **Blink** is also a strong contender."}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|Connecteam", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** ⭐ (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|Blink", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Blink** if your workforce is primarily deskless and mobile-first adoption is critical"}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|Beekeeper", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed from the ground up for frontline workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|Sociabble", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Sociabble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market organizations with mixed desk and frontline workforces"}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|Staffbase", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-to-large enterprises with mixed frontline and desk workforces"}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|Firstup", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms (Staffbase, Firstup) can run into five- and six-figure annual contracts"}, {"id": "mai-20260917-1752-baseline|c172-m1|moonshot-small|RedeApp Go", "prompt": "c172-m1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "RedeApp Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free options exist (RedeApp Go, Beekeeper's 30-user tier, Connecteam up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c172-m1|openai-small|Workvivo", "prompt": "c172-m1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around frontline employee communication app is usually **Workvivo**"}, {"id": "mai-20260917-1752-baseline|c172-m1|openai-small|WorkJam", "prompt": "c172-m1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **WorkJam** is often the better fit"}, {"id": "mai-20260917-1752-baseline|c172-m1|openai-small|Staffbase", "prompt": "c172-m1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Blink", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Blink stands out as the top recommendation for mid-market B2B companies with frontline teams."}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Connecteam", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demo Blink and Connecteam first (easiest entry)"}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Beekeeper", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Inline translation, scheduling; good for global teams | Acquired by LumApps; pricier for add-ons"}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Staffbase", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Branded app, AI tools, Gartner Leader; scales up | Quote-only pricing; enterprise-leaning"}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Workvivo", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Social features, video; integrates with Zoom | More desk-worker oriented"}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Slack", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "General tools to avoid for pure frontline: Slack/Teams ... low adoption among deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|xai-small|Teams", "prompt": "c172-m1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "General tools to avoid for pure frontline: Slack/Teams ... low adoption among deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|Blink", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Blink** is the best all‑round choice for a dedicated frontline communication app"}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|Staffbase", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need comms **plus** a full intranet or shift management, **Staffbase** or **Connecteam** are the top picks."}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|Connecteam", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Staffbase** or **Connecteam** are the top picks"}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|Beekeeper", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Standalone frontline communication (chat, news, forms) for hourly workforces"}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|WorkJam", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For regulated industries, **WorkJam** or **YOOBIC** add strong compliance features."}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|YOOBIC", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "YOOBIC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**WorkJam** or **YOOBIC** add strong compliance features"}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|ChangeEngine", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "ChangeEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already rely on Slack/Teams, **ChangeEngine** can help you reach frontline staff without a separate app."}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|Slack", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Slack / Teams are strong for messaging and collaboration** but limited in employee engagement features, governance, and frontline‑specific workflows."}, {"id": "mai-20260917-1752-baseline|c172-m1|zai-small|Microsoft Teams", "prompt": "c172-m1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why Not Slack or Microsoft Teams?"}, {"id": "mai-20260917-1752-baseline|c172-m2|alibaba-small|Connecteam", "prompt": "c172-m2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-m2|alibaba-small|WorkJam", "prompt": "c172-m2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Strong Contender: WorkJam"}, {"id": "mai-20260917-1752-baseline|c172-m2|alibaba-small|MangoApps", "prompt": "c172-m2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Notable Mentions\n*   **MangoApps:**"}, {"id": "mai-20260917-1752-baseline|c172-m2|alibaba-small|Skedulo", "prompt": "c172-m2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Skedulo:** A strong choice if your deskless workforce is almost entirely **field-based technicians**"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|Connecteam", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Connecteam** if your main need is a deskless workforce app"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|Homebase", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "one of the more **user-friendly** workforce apps alongside Homebase and Deputy"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|Deputy", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "one of the more **user-friendly** workforce apps alongside Homebase and Deputy"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|Skedulo", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Skedulo** if your team is more about **mobile field dispatch and route/visit scheduling**"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|ADP Workforce Now", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want a broader **HR/payroll/workforce suite** rather than a deskless-first app"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|Dayforce", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you want a broader **HR/payroll/workforce suite** rather than a deskless-first app"}, {"id": "mai-20260917-1752-baseline|c172-m2|challenger-small|Blink", "prompt": "c172-m2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Blink** if your priority is **frontline communication** more than workforce management"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|Connecteam", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized companies, **Connecteam** is the strongest all-around pick."}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|Skedulo", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Skedulo** or **BigChange** | Scheduled/dispatch to locations, job management, tracking, and invoicing"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|BigChange", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "BigChange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skedulo or BigChange** will serve you better on the dispatch side."}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|Deputy", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy** / **When I Work** | Deep scheduling, shift swaps, and time tracking"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|When I Work", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deputy** / **When I Work** | Deep scheduling, shift swaps, and time tracking"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|UKG", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade forecasting (likely overkill unless you have thousands of employees)"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|Ceridian Dayforce", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-grade forecasting (likely overkill unless you have thousands of employees)"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|Blink", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Blink** / **MangoApps** | Strong multi-site internal comms"}, {"id": "mai-20260917-1752-baseline|c172-m2|deepseek-small|MangoApps", "prompt": "c172-m2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Blink** / **MangoApps** | Strong multi-site internal comms"}, {"id": "mai-20260917-1752-baseline|c172-m2|google-small|Connecteam", "prompt": "c172-m2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam is widely regarded as the strongest all-around platform for mid-market deskless teams."}, {"id": "mai-20260917-1752-baseline|c172-m2|google-small|Beekeeper", "prompt": "c172-m2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beekeeper is the gold standard for mobile-first internal communications and operational alignment"}, {"id": "mai-20260917-1752-baseline|c172-m2|google-small|Blink", "prompt": "c172-m2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blink is a fantastic solution. It acts as a mobile-first \"front door\" intranet"}, {"id": "mai-20260917-1752-baseline|c172-m2|google-small|Microsoft Teams Frontline", "prompt": "c172-m2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Microsoft Teams Frontline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: The mobile interface can feel slightly clunky\\u2014like a desktop app adapted for mobile\\u2014which sometimes results in lower adoption rates"}, {"id": "mai-20260917-1752-baseline|c172-m2|meta-small|Connecteam", "prompt": "c172-m2", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best deskless workforce app for a mid-sized B2B company would be Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-m2|minimax-small|MangoApps", "prompt": "c172-m2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **MangoApps** or **Skedulo**"}, {"id": "mai-20260917-1752-baseline|c172-m2|minimax-small|Skedulo", "prompt": "c172-m2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Recommendation: **MangoApps** or **Skedulo**"}, {"id": "mai-20260917-1752-baseline|c172-m2|minimax-small|Connecteam", "prompt": "c172-m2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Strong Options: | **Connecteam** | Small/mid-sized teams |"}, {"id": "mai-20260917-1752-baseline|c172-m2|minimax-small|Deputy", "prompt": "c172-m2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Deputy** | Shift-based scheduling | Strong for retail/hospitality"}, {"id": "mai-20260917-1752-baseline|c172-m2|minimax-small|Blink", "prompt": "c172-m2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Blink** | Retail, hospitality, field services |"}, {"id": "mai-20260917-1752-baseline|c172-m2|mistral-small|Connecteam", "prompt": "c172-m2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple, integrated, and affordable solution, go with Connecteam."}, {"id": "mai-20260917-1752-baseline|c172-m2|mistral-small|Skedulo", "prompt": "c172-m2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need robust scheduling and dispatch for a larger or more complex field team, consider Skedulo."}, {"id": "mai-20260917-1752-baseline|c172-m2|moonshot-small|Connecteam", "prompt": "c172-m2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-m2|moonshot-small|Skedulo", "prompt": "c172-m2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "note that Skedulo has a ~$50k/year minimum and is better suited for larger organizations"}, {"id": "mai-20260917-1752-baseline|c172-m2|moonshot-small|Deputy", "prompt": "c172-m2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary need is shift-based scheduling for hourly workers in retail, hospitality, or healthcare."}, {"id": "mai-20260917-1752-baseline|c172-m2|moonshot-small|Blink", "prompt": "c172-m2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If internal communication and employee engagement are your top priorities"}, {"id": "mai-20260917-1752-baseline|c172-m2|moonshot-small|UKG", "prompt": "c172-m2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the complexity or cost of enterprise solutions like UKG or Oracle"}, {"id": "mai-20260917-1752-baseline|c172-m2|moonshot-small|Oracle", "prompt": "c172-m2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the complexity or cost of enterprise solutions like UKG or Oracle"}, {"id": "mai-20260917-1752-baseline|c172-m2|openai-small|Connecteam", "prompt": "c172-m2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-m2|openai-small|WorkJam", "prompt": "c172-m2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkJam** is another strong option"}, {"id": "mai-20260917-1752-baseline|c172-m2|openai-small|Rippling", "prompt": "c172-m2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rippling** if payroll/HR/IT unification matters more than frontline-specific workflow tools."}, {"id": "mai-20260917-1752-baseline|c172-m2|xai-small|Connecteam", "prompt": "c172-m2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Connecteam as the top choice."}, {"id": "mai-20260917-1752-baseline|c172-m2|xai-small|Blink", "prompt": "c172-m2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink**: If communication/engagement is priority over scheduling."}, {"id": "mai-20260917-1752-baseline|c172-m2|xai-small|Deputy", "prompt": "c172-m2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deputy excels in forecasting/labor costs (~$2-4/user/mo); good for variable shifts."}, {"id": "mai-20260917-1752-baseline|c172-m2|xai-small|When I Work", "prompt": "c172-m2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy or When I Work**: Scheduling/time-tracking focus for hourly B2B field teams."}, {"id": "mai-20260917-1752-baseline|c172-m2|xai-small|WorkJam", "prompt": "c172-m2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "WorkJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-leaning but works for mid-sized retail/hospitality B2B; quote-based"}, {"id": "mai-20260917-1752-baseline|c172-m2|xai-small|Skedulo", "prompt": "c172-m2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If heavy field service/dispatch (e.g., tech repairs); mid-market fit but custom pricing."}, {"id": "mai-20260917-1752-baseline|c172-m2|zai-small|Connecteam", "prompt": "c172-m2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Connecteam** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c172-m2|zai-small|Skedulo", "prompt": "c172-m2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Field service teams needing mobile dispatch and scheduling"}, {"id": "mai-20260917-1752-baseline|c172-m2|zai-small|Deputy", "prompt": "c172-m2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies wanting the most robust scheduling features"}, {"id": "mai-20260917-1752-baseline|c172-m2|zai-small|Blink", "prompt": "c172-m2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations prioritizing frontline communication and news"}, {"id": "mai-20260917-1752-baseline|c172-m2|zai-small|When I Work", "prompt": "c172-m2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple, cost-effective scheduling for SMBs"}, {"id": "mai-20260917-1752-baseline|c172-m2|zai-small|Staffbase", "prompt": "c172-m2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large global workforces needing multilingual support"}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|HubEngage", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "HubEngage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubEngage** is widely considered the best all-around platform because it unifies internal communications, HR benefits, and frontline-specific task management in one interface."}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Staffbase", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HubEngage** or **Staffbase** is the standard choice."}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Workvivo (Zoom)", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo (Zoom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workvivo** feels more like a social network (similar to Facebook/Slack) and focuses on building culture and engagement"}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Blink", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Blink** focuses primarily on communication and \"micro-learning\" (short training videos) specifically for the shop floor."}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Connecteam", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Connecteam** is often the top pick due to its robust feature set even at lower price points."}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Go90", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Go90", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Go90** (now part of Microsoft) sits in the middle, offering a balance between operational task tracking and communication."}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|ServiceNow (Employee Center)", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "ServiceNow (Employee Center)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms function like an internal IT Helpdesk or HR Ticketing system"}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Moveworks", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "They use AI chatbots to instantly resolve repetitive HR questions"}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Qualtrics EmployeeXM", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Qualtrics** and **Culture Amp** specialize in \"listening strategies\""}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Culture Amp", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Qualtrics** and **Culture Amp** specialize in \"listening strategies\""}, {"id": "mai-20260917-1752-baseline|c172-m3|alibaba-small|Lattice", "prompt": "c172-m3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Lattice** bridges the gap between performance reviews (usually for managers) and employee feedback."}, {"id": "mai-20260917-1752-baseline|c172-m3|anthropic-small|Connecteam", "prompt": "c172-m3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bundles chat, scheduling, time tracking, checklists, and training into one mobile app with fast setup, low price point"}, {"id": "mai-20260917-1752-baseline|c172-m3|anthropic-small|Workforce.com", "prompt": "c172-m3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for hourly labor cost control, with GPS time tracking and labor forecasting"}, {"id": "mai-20260917-1752-baseline|c172-m3|anthropic-small|Deputy", "prompt": "c172-m3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for shift scheduling discipline, designed for shift-based teams."}, {"id": "mai-20260917-1752-baseline|c172-m3|anthropic-small|Skedulo", "prompt": "c172-m3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Skedulo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for dispatch and routing, ideal for distributed field workers"}, {"id": "mai-20260917-1752-baseline|c172-m3|anthropic-small|WorkJam", "prompt": "c172-m3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines frontline comms with shift swapping, task management, and training in a single app"}, {"id": "mai-20260917-1752-baseline|c172-m3|anthropic-small|Nowsta", "prompt": "c172-m3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Nowsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Brings an AI-driven approach to scheduling with a mobile-first, self-service model"}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Blink", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Blink** or **Beekeeper** if your main problem is frontline communication."}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Beekeeper", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Blink** or **Beekeeper** if your main problem is frontline communication."}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Connecteam", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Connecteam** or **WorkJam** if you also need **scheduling and task execution**."}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|WorkJam", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Connecteam** or **WorkJam** if you also need **scheduling and task execution**."}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Staffbase", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Staffbase** or **MangoApps** if you want a broader **employee app/intranet**"}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|MangoApps", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Staffbase** or **MangoApps** if you want a broader **employee app/intranet**"}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Firstup", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Orchestrates omnichannel comms** across mobile, email, Teams, and SMS"}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Speakap", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**White-label / branded mobile app** with a frontline-first approach"}, {"id": "mai-20260917-1752-baseline|c172-m3|challenger-small|Yourco", "prompt": "c172-m3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Yourco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMS-first**, so workers can receive messages without downloading an app"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Connecteam", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need one app for scheduling + communication + tasks?** → **Connecteam** or **WorkJam**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|WorkJam", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need one app for scheduling + communication + tasks?** → **Connecteam** or **WorkJam**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Blink", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Primarily need to reach people with critical alerts/info?** → **Blink**, **Beekeeper**, or **Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Beekeeper (LumApps)", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (LumApps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ **Blink**, **Beekeeper**, or **Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Staffbase", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Staffbase** | Mid-to-large enterprises with mixed workforces | Enterprise-grade intranet + mobile app"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Firstup", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "→ **Blink**, **Beekeeper**, or **Firstup**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|HubEngage", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HubEngage** | Engagement + multichannel comms"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Workvivo", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workvivo** | Employee community"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Flip", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Flip** | Simpler communication | Lightweight intranet alternative"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Speakap", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Speakap** | European-market frontline teams"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Deputy", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Restaurant/hospitality shifts?** → **7shifts** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Workforce.com", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Workforce.com** | Hourly labor cost control"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|7shifts", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Restaurant/hospitality shifts?** → **7shifts** or **Deputy**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Homebase", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "small team on a budget?** → **Connecteam** (free tier), **Homebase**, or **Sling**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Sling", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "small team on a budget?** → ... **Homebase**, or **Sling**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|When I Work", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**When I Work** | Team scheduling"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Microsoft 365 Frontline", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 Frontline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Already Microsoft-based?** → **Microsoft 365 for Frontline Workers**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|YOOBIC", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Running retail stores with execution checklists?** → **YOOBIC** or **Zipline**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Zipline", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zipline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Running retail stores with execution checklists?** → **YOOBIC** or **Zipline**"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|Zelos", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Some tools allow **self-signup** (Zelos, Sling)"}, {"id": "mai-20260917-1752-baseline|c172-m3|deepseek-small|MangoApps", "prompt": "c172-m3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Mixed desk + frontline**: Staffbase, MangoApps, Workvivo, Firstup"}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|Connecteam", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Small-to-midmarket businesses (SMBs) needing a comprehensive, budget-friendly suite."}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|WorkJam", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Massive multi-location enterprises ... requiring strict operational compliance."}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|Beekeeper", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Operational communication in hospitality, manufacturing, and construction."}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|Staffbase", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Staffbase acts as an AI-native intranet and employee communication hub."}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|Blink", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Blink provides a highly streamlined interface that acts as a single point of entry for employees."}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|Firstup", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Firstup is an automated delivery engine."}, {"id": "mai-20260917-1752-baseline|c172-m3|google-small|Zello", "prompt": "c172-m3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zello is a digital push-to-talk (PTT) walkie-talkie app."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Zelos", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top frontline apps include Zelos, Connecteam, Sling, Homebase, When I Work, Deputy, 7shifts, Blink, Workvivo, Staffbase, Speakap, and Flip."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Connecteam", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top frontline apps include Zelos, Connecteam, Sling, Homebase..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Sling", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top frontline apps include Zelos, Connecteam, Sling, Homebase..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Homebase", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top frontline apps include Zelos, Connecteam, Sling, Homebase, When I Work..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|When I Work", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When I Work, Deputy, 7shifts, Blink..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Deputy", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When I Work, Deputy, 7shifts, Blink..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|7shifts", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "When I Work, Deputy, 7shifts, Blink..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Blink", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "7shifts, Blink, Workvivo, Staffbase..."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Workvivo", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Blink, Workvivo, Staffbase, Speakap, and Flip."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Staffbase", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Workvivo, Staffbase, Speakap, and Flip."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Speakap", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Staffbase, Speakap, and Flip."}, {"id": "mai-20260917-1752-baseline|c172-m3|meta-small|Flip", "prompt": "c172-m3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Speakap, and Flip."}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|Connecteam", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Smaller businesses often favor Connecteam for its free plan and modular pricing"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|WorkJam", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "large enterprises tend to gravitate toward WorkJam, Staffbase, or Firstup for deeper integrations and scalability"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|Beekeeper (now part of LumApps)", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (now part of LumApps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong mobile communication + SMS | Beekeeper"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|Staffbase", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Staffbase shines when organizations need a highly branded experience"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|Flip (formerly Known)", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip (formerly Known)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Employee experience + video content | Flip"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|Blink", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Blink is purpose-built for frontline workers with adoption-focused design"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|Firstup (formerly SocialChorus)", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup (formerly SocialChorus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Aggregated multi-system comms | Firstup"}, {"id": "mai-20260917-1752-baseline|c172-m3|minimax-small|MangoApps", "prompt": "c172-m3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MangoApps offers the broadest functional depth"}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Connecteam", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: All-in-one frontline operations (scheduling, time tracking, tasks, and chat)."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Blink", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Mobile-first frontline communication for shift-based and hourly workers."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Beekeeper (LumApps)", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (LumApps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Frontline-first communication and execution."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|MangoApps", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Enterprise-grade frontline communication with full workflow depth."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|WorkJam", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Enterprise retail and hospitality scheduling and tasks."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Microsoft 365 for Frontline Workers", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Organizations already using Microsoft tools."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Staffbase", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Mid-to-large enterprises with mixed frontline and desk workforces."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Deputy", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Shift scheduling discipline."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Workforce.com", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Hourly labor cost control."}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Flip", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flip, YOOBIC, Zipline, Speakap, Sociabble"}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|YOOBIC", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Flip, YOOBIC, Zipline, Speakap, Sociabble"}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Zipline", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zipline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Flip, YOOBIC, Zipline, Speakap, Sociabble"}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Speakap", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Flip, YOOBIC, Zipline, Speakap, Sociabble"}, {"id": "mai-20260917-1752-baseline|c172-m3|mistral-small|Sociabble", "prompt": "c172-m3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sociabble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Flip, YOOBIC, Zipline, Speakap, Sociabble"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Connecteam", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small business needing schedules + chat:** **Connecteam** (free plan available, fast setup)."}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Deputy", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shift-heavy teams worried about coverage:** **Deputy** or **Sling**."}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Sling", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shift-heavy teams worried about coverage:** **Deputy** or **Sling**."}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Homebase", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Homebase has a free plan but charges for chat"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|7shifts", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "7shifts is restaurant/hospitality focused"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|WorkJam", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Large enterprise wanting a single source of truth:** **Staffbase** or **WorkJam**."}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Staffbase", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Can scale into a full company intranet; strong analytics and governance. No free tier"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Beekeeper", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Frontline workers without corporate email/devices:** **Blink**, **Beekeeper**, or **RedeApp**"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Blink", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Social-media-style news feed + secure chat; often cheaper than enterprise intranets"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Workvivo", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Heavy focus on community and recognition; now part of Zoom."}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Firstup", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Distributes content across SMS, app, digital signage, and email"}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|RedeApp", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "RedeApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Can reach workers without app installs via text; has a true free tier for unlimited users."}, {"id": "mai-20260917-1752-baseline|c172-m3|moonshot-small|Microsoft 365 for Frontline Workers", "prompt": "c172-m3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Microsoft shop:** **Microsoft 365 for Frontline Workers**"}, {"id": "mai-20260917-1752-baseline|c172-m3|openai-small|Microsoft 365 for frontline workers / Teams + Shifts", "prompt": "c172-m3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for frontline workers / Teams + Shifts", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best when you want a broad collaboration platform for chat, scheduling, tasks, and access to business apps."}, {"id": "mai-20260917-1752-baseline|c172-m3|openai-small|Frontline Education", "prompt": "c172-m3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Frontline Education", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **K–12 education** frontline staff."}, {"id": "mai-20260917-1752-baseline|c172-m3|openai-small|TeamViewer Frontline Workplace", "prompt": "c172-m3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "TeamViewer Frontline Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **AR-guided workflows and remote support** in desk-free environments."}, {"id": "mai-20260917-1752-baseline|c172-m3|openai-small|Frontline EHS", "prompt": "c172-m3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Frontline EHS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **environment, health, and safety (EHS)** workflows."}, {"id": "mai-20260917-1752-baseline|c172-m3|openai-small|Connect Frontline", "prompt": "c172-m3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connect Frontline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **team communication** in distributed frontline organizations"}, {"id": "mai-20260917-1752-baseline|c172-m3|openai-small|Frontline AI", "prompt": "c172-m3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Frontline AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other niche “frontline” apps such as workforce-management tools named Frontline or Frontline AI"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Connecteam", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Connecteam** - All-in-one for SMB/mid-market."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Blink", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Blink** - Mobile-first intranet/comms for hourly teams."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Beekeeper (now part of LumApps)", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper (now part of LumApps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise comms with workflows."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Staffbase", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Staffbase** - Enterprise-wide for mixed desk/frontline."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|WorkJam", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**WorkJam** - Operations + comms for large deskless teams."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Deputy", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Deputy** - Shift scheduling specialist."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|7shifts", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**7shifts** - Tailored for restaurants/food service."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Homebase", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Affordable scheduling for small teams."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|When I Work", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Affordable scheduling for small teams."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Flip", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Flip** or **Speakap** - Simple intranet-style comms."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Speakap", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Flip** or **Speakap** - Simple intranet-style comms."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|MangoApps", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**MangoApps** - Full-suite for enterprises (comms + HR/ops)."}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Sling", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Others like Sling, YOOBIC, Firstup, or Tulip appear for niche needs"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|YOOBIC", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Others like Sling, YOOBIC, Firstup, or Tulip appear for niche needs"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Firstup", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Others like Sling, YOOBIC, Firstup, or Tulip appear for niche needs"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Tulip", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Tulip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Tulip (manufacturing with machine data)"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Workforce.com", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Deputy, 7shifts, Homebase, When I Work, Connecteam, Workforce.com"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Workvivo", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Blink, Staffbase, Beekeeper, Workvivo, Flip, Speakap"}, {"id": "mai-20260917-1752-baseline|c172-m3|xai-small|Poka", "prompt": "c172-m3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Poka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Tulip/Poka (manufacturing with machine data)"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Connecteam", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**One app for everything** (sched, time, tasks, chat) | **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|MangoApps", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unified platform for mixed desk + frontline staff with HR/learning integration** | **MangoApps**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|WorkJam", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Retail/hospitality with deep POS/ERP integrations** | **WorkJam**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Deputy", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Smart scheduling + GPS time-clock + labor analytics** | **Deputy**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Sling", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Simple, free scheduler for small teams** | **Sling**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Homebase", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Easy scheduling & time-clock for SMBs** | **Homebase**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|When I Work", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**When I Work** – Scheduling, shift-swap, employee self-service."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|7shifts", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**7shifts** – Restaurant-focused scheduling + labor forecasting."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Workforce.com", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Workforce.com** – Hourly labor cost control, payroll integration."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Blink", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Mobile-first comms where corporate email is unavailable** | **Blink**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Beekeeper", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Employee-self-service comms with polls & surveys** | **Beekeeper**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Staffbase", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Multichannel comms for large global orgs** | **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Speakap", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Speakap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Social intranet with employee-driven content** | **Speakap**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Flip", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Flip** – Social intranet, branding, employee engagement."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|YOOBIC", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "YOOBIC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Execution & mobile forms for frontline crews** | **YOOBIC**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Zipline", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zipline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Zipline** – Task execution and mobile forms."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Jolt", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Jolt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Daily restaurant operations with photo-based audits** | **Jolt**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Zenput", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zenput", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Food-safety checklists & compliance tracking** | **Zenput**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Xenia", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Xenia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Xenia** – Flexible inspections, checklists, issue tracking."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|SafetyCulture", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "SafetyCulture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Mobile inspections & issue tracking** | **SafetyCulture**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Operandio", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Operandio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Operandio** – Multi-site LMS, audits, corrective actions, comms."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Workday", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "**Full HCM, payroll, benefits, and planning** | **Workday**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Microsoft 365 for Frontline Workers", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft 365 for Frontline Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "**Native Microsoft ecosystem integration** | **Microsoft 365 for Frontline Workers**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Fountain", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Fountain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "**Fountain** – Hiring, onboarding, retention for large frontline workforces."}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|Crew Check", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Crew Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 25, "ev": "**SMS-only comms to avoid app adoption friction** | **Crew Check**"}, {"id": "mai-20260917-1752-baseline|c172-m3|zai-small|ChangeEngine", "prompt": "c172-m3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "ChangeEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 26, "ev": "(or **ChangeEngine** for HR-triggered campaigns)"}, {"id": "mai-20260917-1752-baseline|c172-m4|alibaba-small|Connecteam", "prompt": "c172-m4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is generally **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-m4|alibaba-small|Pumble", "prompt": "c172-m4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative 1: Pumble"}, {"id": "mai-20260917-1752-baseline|c172-m4|alibaba-small|Sling", "prompt": "c172-m4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative 2: Sling"}, {"id": "mai-20260917-1752-baseline|c172-m4|anthropic-small|Connecteam", "prompt": "c172-m4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam stands out as the most affordable purpose-built solution with a genuine free tier"}, {"id": "mai-20260917-1752-baseline|c172-m4|anthropic-small|Google Chat", "prompt": "c172-m4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Chat — free with any Google account, included in Workspace subscriptions"}, {"id": "mai-20260917-1752-baseline|c172-m4|anthropic-small|Slack", "prompt": "c172-m4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Slack free plan — unlimited messages searchable for 90 days, 10 app integrations"}, {"id": "mai-20260917-1752-baseline|c172-m4|anthropic-small|Microsoft Teams", "prompt": "c172-m4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Teams free — unlimited chat, 60-minute group meetings, 5GB cloud storage"}, {"id": "mai-20260917-1752-baseline|c172-m4|anthropic-small|Chanty", "prompt": "c172-m4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Chanty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable team messaging alternative to Slack with built-in task management; good for small teams on a budget"}, {"id": "mai-20260917-1752-baseline|c172-m4|challenger-small|Sling", "prompt": "c172-m4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best frontline employee communication app is usually **Sling** if your team is small and scheduling-centric"}, {"id": "mai-20260917-1752-baseline|c172-m4|challenger-small|Connecteam", "prompt": "c172-m4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is the strongest low-cost all-in-one option for small businesses, but its free tier is much smaller"}, {"id": "mai-20260917-1752-baseline|c172-m4|challenger-small|Blink", "prompt": "c172-m4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Blink** is widely recommended for deskless workers, with pricing reported around **$3.75 per user/month** and no free tier"}, {"id": "mai-20260917-1752-baseline|c172-m4|challenger-small|Pebb", "prompt": "c172-m4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pebb** — free for up to 15 users... though it appears to have a smaller market presence than larger competitors"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|RedeApp", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: **RedeApp** (free forever)"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Connecteam", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is the best value if you also need scheduling and workforce management bundled in"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Pumble", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free chat-only option: **Pumble**"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Zelos", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Zelos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free plan with chat, tasks, and shifts (self-signup)"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Sling", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good for shift-based teams; Sling has a free plan with chat"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Homebase", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sling / Homebase / When I Work – good for shift-based teams"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|When I Work", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sling / Homebase / When I Work – good for shift-based teams"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Blink", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "at $3.75/user/month (annual), but only a 14-day trial"}, {"id": "mai-20260917-1752-baseline|c172-m4|deepseek-small|Beekeeper", "prompt": "c172-m4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free tier for orgs under 30 users, then roughly $4–9/user/month (most robust enterprise option)"}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Slack", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional office tools like Slack or Microsoft Teams often fail"}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Microsoft Teams", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional office tools like Slack or Microsoft Teams often fail"}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|RedeApp (Go Plan)", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp (Go Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your budget is literally $0: Go with RedeApp (Go tier)."}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Connecteam", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have under 30 employees and need chat + scheduling: Go with Connecteam."}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Homebase", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you manage a single physical location... Go with Homebase."}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Blink", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Blink offers transparent, entry-level pricing."}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Beekeeper", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "giants like Beekeeper or Staffbase often require five-figure annual minimums and custom quotes"}, {"id": "mai-20260917-1752-baseline|c172-m4|google-small|Staffbase", "prompt": "c172-m4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "giants like Beekeeper or Staffbase often require five-figure annual minimums and custom quotes"}, {"id": "mai-20260917-1752-baseline|c172-m4|meta-small|Blink", "prompt": "c172-m4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Blink is a highly-rated app that is specifically designed for frontline or deskless workforces... It offers a free plan and paid plans starting at $3.75/user/month."}, {"id": "mai-20260917-1752-baseline|c172-m4|meta-small|RedeApp", "prompt": "c172-m4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RedeApp offers a free Go tier and paid plans starting at a competitive price."}, {"id": "mai-20260917-1752-baseline|c172-m4|meta-small|Connecteam", "prompt": "c172-m4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connecteam is another highly-rated app that is designed for frontline workers."}, {"id": "mai-20260917-1752-baseline|c172-m4|minimax-small|Slack", "prompt": "c172-m4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Slack** (Free Tier) - Free version is quite robust"}, {"id": "mai-20260917-1752-baseline|c172-m4|minimax-small|Microsoft Teams", "prompt": "c172-m4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for organizations already using Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c172-m4|minimax-small|Workvivo", "prompt": "c172-m4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed specifically for frontline employees - Often more affordable than enterprise solutions"}, {"id": "mai-20260917-1752-baseline|c172-m4|minimax-small|Staffbase", "prompt": "c172-m4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for frontline communications - Offers a free version for small teams"}, {"id": "mai-20260917-1752-baseline|c172-m4|minimax-small|Flip", "prompt": "c172-m4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mobile-first communication platform - Designed for deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-m4|minimax-small|Zoho Cliq", "prompt": "c172-m4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Zoho Cliq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very affordable messaging solution - Good for small businesses on a tight budget"}, {"id": "mai-20260917-1752-baseline|c172-m4|mistral-small|Connecteam", "prompt": "c172-m4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** stands out as the best all-in-one solution for small businesses"}, {"id": "mai-20260917-1752-baseline|c172-m4|mistral-small|Pebb", "prompt": "c172-m4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free alternative with more users:** Pebb (free for up to 15 users)"}, {"id": "mai-20260917-1752-baseline|c172-m4|mistral-small|Slack", "prompt": "c172-m4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they lack some of the frontline-specific features like GPS time tracking and shift management"}, {"id": "mai-20260917-1752-baseline|c172-m4|mistral-small|Microsoft Teams", "prompt": "c172-m4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they lack some of the frontline-specific features like GPS time tracking and shift management"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|Connecteam", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** ⭐ Best Overall Value"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|RedeApp", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For a truly limited budget:** Start with **RedeApp's free plan** - it has no user caps and is built specifically for frontline workers"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|Zelos", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zelos** ⭐ Best for Task-Focused Teams"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|Pumble", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cheapest chat-only option"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|Slack", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teams already familiar with Slack"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|Microsoft Teams", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies using Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c172-m4|moonshot-small|Sling", "prompt": "c172-m4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shift scheduling + basic communication"}, {"id": "mai-20260917-1752-baseline|c172-m4|openai-small|Connecteam", "prompt": "c172-m4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best bet is usually **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c172-m4|openai-small|Microsoft Teams", "prompt": "c172-m4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "already on **Microsoft 365**, then **Microsoft Teams** can be the cheapest option overall"}, {"id": "mai-20260917-1752-baseline|c172-m4|openai-small|Staffbase", "prompt": "c172-m4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Staffbase or Blink, but these are typically not the best budget choices"}, {"id": "mai-20260917-1752-baseline|c172-m4|openai-small|Blink", "prompt": "c172-m4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Staffbase or Blink, but these are typically not the best budget choices"}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|Connecteam", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam stands out as the best frontline employee communication app for companies with a limited budget.**"}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|RedeApp Go", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp Go", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If purely unlimited free chat suffices (no ops), go RedeApp or Pumble."}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|Pebb Standard", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pebb Standard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offline issues; lighter ops tools"}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|Pumble", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If purely unlimited free chat suffices (no ops), go RedeApp or Pumble."}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|Shifton", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small shift teams | One project only on free"}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|Slack Free", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack Free", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "General tools like Slack Free, MS Teams Free, or Google Chat work for basics but lack frontline polish"}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|MS Teams Free", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "MS Teams Free", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "work for basics but lack frontline polish"}, {"id": "mai-20260917-1752-baseline|c172-m4|xai-small|Google Chat", "prompt": "c172-m4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Google Chat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "work for basics but lack frontline polish"}, {"id": "mai-20260917-1752-baseline|c172-m4|zai-small|Connecteam", "prompt": "c172-m4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies with a limited budget and a frontline workforce, **Connecteam** is the strongest all‑in‑one choice (free up to 10 users)."}, {"id": "mai-20260917-1752-baseline|c172-m4|zai-small|Pumble", "prompt": "c172-m4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you only need simple messaging, **Pumble** offers a generous free plan with no seat cap."}, {"id": "mai-20260917-1752-baseline|c172-m4|zai-small|Shifton", "prompt": "c172-m4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For shift‑based operations, **Shifton** or **Homebase** provide excellent free options focused on scheduling."}, {"id": "mai-20260917-1752-baseline|c172-m4|zai-small|Homebase", "prompt": "c172-m4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For shift‑based operations, **Shifton** or **Homebase** provide excellent free options focused on scheduling."}, {"id": "mai-20260917-1752-baseline|c172-m4|zai-small|Blink", "prompt": "c172-m4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Blink** or **Connecteam** are purpose‑built for deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-m4|zai-small|Rock", "prompt": "c172-m4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Rock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rock** if you have multiple small teams and want a flat monthly fee."}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Homebase", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **Homebase** when shift scheduling is the core workflow"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Deputy", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Scheduling-centric tools** (Homebase, Deputy, Sling, When I Work, 7shifts)"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Sling", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Sling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Scheduling-centric tools** (Homebase, Deputy, Sling, When I Work, 7shifts)"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|When I Work", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scheduling-centric tools** (Homebase, Deputy, Sling, When I Work, 7shifts)"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|7shifts", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Scheduling-centric tools** (Homebase, Deputy, Sling, When I Work, 7shifts)"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Connecteam", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "recommend **Connecteam as the best all-in-one for most small-to-mid businesses**"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Blink", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the more you'd lean toward Blink, Staffbase, or Beekeeper"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Staffbase", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the more you'd lean toward Blink, Staffbase, or Beekeeper"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Beekeeper/LumApps", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper/LumApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the more you'd lean toward Blink, Staffbase, or Beekeeper"}, {"id": "mai-20260917-1752-baseline|c172-m5|deepseek-small|Microsoft Teams", "prompt": "c172-m5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Microsoft Teams** if you're already standardized on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|Slack", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Office tools like Slack or Microsoft Teams often fail on the frontline because they assume every worker has a laptop, corporate email"}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|Microsoft Teams", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Office tools like Slack or Microsoft Teams often fail on the frontline"}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|WhatsApp", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Unlike free consumer tools (like WhatsApp groups), a proper business tool should give management control over company data."}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|Connecteam", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look closely at mid-market/enterprise players like **Connecteam** (great for operational/HR utility)"}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|Beekeeper", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Beekeeper** or **Blink** (heavy on mobile-first employee experience)"}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|Blink", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Beekeeper** or **Blink** (heavy on mobile-first employee experience)"}, {"id": "mai-20260917-1752-baseline|c172-m5|google-small|Flip", "prompt": "c172-m5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Flip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Flip** (highly localized security/compliance)"}, {"id": "mai-20260917-1752-baseline|c172-m5|meta-small|RedeApp", "prompt": "c172-m5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "RedeApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top-rated frontline employee communication apps include RedeApp, Beekeeper, Blink, Staffbase, Firstup, and WorkJam."}, {"id": "mai-20260917-1752-baseline|c172-m5|meta-small|Beekeeper", "prompt": "c172-m5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top-rated frontline employee communication apps include RedeApp, Beekeeper, Blink, Staffbase, Firstup, and WorkJam."}, {"id": "mai-20260917-1752-baseline|c172-m5|meta-small|Blink", "prompt": "c172-m5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top-rated frontline employee communication apps include RedeApp, Beekeeper, Blink, Staffbase, Firstup, and WorkJam."}, {"id": "mai-20260917-1752-baseline|c172-m5|meta-small|Staffbase", "prompt": "c172-m5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top-rated frontline employee communication apps include RedeApp, Beekeeper, Blink, Staffbase, Firstup, and WorkJam."}, {"id": "mai-20260917-1752-baseline|c172-m5|meta-small|Firstup", "prompt": "c172-m5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top-rated frontline employee communication apps include RedeApp, Beekeeper, Blink, Staffbase, Firstup, and WorkJam."}, {"id": "mai-20260917-1752-baseline|c172-m5|meta-small|WorkJam", "prompt": "c172-m5", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some top-rated frontline employee communication apps include RedeApp, Beekeeper, Blink, Staffbase, Firstup, and WorkJam."}, {"id": "mai-20260917-1752-baseline|c172-m5|mistral-small|Microsoft Viva", "prompt": "c172-m5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Viva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors based on your needs (e.g., Microsoft Viva, Firstup, Staffbase, PointeCast, or others)."}, {"id": "mai-20260917-1752-baseline|c172-m5|mistral-small|Firstup", "prompt": "c172-m5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Microsoft Viva, Firstup, Staffbase, PointeCast, or others"}, {"id": "mai-20260917-1752-baseline|c172-m5|mistral-small|Staffbase", "prompt": "c172-m5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Microsoft Viva, Firstup, Staffbase, PointeCast, or others"}, {"id": "mai-20260917-1752-baseline|c172-m5|mistral-small|PointeCast", "prompt": "c172-m5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "PointeCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Microsoft Viva, Firstup, Staffbase, PointeCast, or others"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|RedeApp", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "RedeApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|Beekeeper", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|Blink", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|Staffbase", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|Firstup", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|WorkJam", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|MangoApps", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|Flip", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Based on current market leaders: **RedeApp, Beekeeper, Blink, Staffbase, Firstup, WorkJam, MangoApps, Flip, and Yourco**"}, {"id": "mai-20260917-1752-baseline|c172-m5|moonshot-small|Yourco", "prompt": "c172-m5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Yourco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and Yourco** (SMS-based option)"}, {"id": "mai-20260917-1752-baseline|c172-m5|xai-small|Blink", "prompt": "c172-m5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize mobile-first platforms like Blink, Beekeeper, Staffbase... (e.g., Blink for simplicity, Staffbase for enterprise depth)"}, {"id": "mai-20260917-1752-baseline|c172-m5|xai-small|Beekeeper", "prompt": "c172-m5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Prioritize mobile-first platforms like Blink, Beekeeper, Staffbase, HubEngage, WorkJam, or Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-m5|xai-small|Staffbase", "prompt": "c172-m5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Staffbase for enterprise depth"}, {"id": "mai-20260917-1752-baseline|c172-m5|xai-small|HubEngage", "prompt": "c172-m5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like Blink, Beekeeper, Staffbase, HubEngage, WorkJam, or Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-m5|xai-small|WorkJam", "prompt": "c172-m5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Blink, Beekeeper, Staffbase, HubEngage, WorkJam, or Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-m5|xai-small|Connecteam", "prompt": "c172-m5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like Blink, Beekeeper, Staffbase, HubEngage, WorkJam, or Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-m6|alibaba-small|Frontline Cloud", "prompt": "c172-m6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You should consider **avoiding** Frontline apps if: 1. **You are a micro-business** ... exercise **extreme caution**"}, {"id": "mai-20260917-1752-baseline|c172-m6|alibaba-small|Greenhouse", "prompt": "c172-m6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "less robust than dedicated best-of-breed competitors (like Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c172-m6|alibaba-small|Lever", "prompt": "c172-m6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "dedicated best-of-breed competitors (like Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c172-m6|alibaba-small|Workable", "prompt": "c172-m6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dedicated best-of-breed competitors (like Greenhouse, Lever, or Workable)"}, {"id": "mai-20260917-1752-baseline|c172-m6|alibaba-small|QuickBooks Payroll", "prompt": "c172-m6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You probably need QuickBooks Payroll or Gusto instead."}, {"id": "mai-20260917-1752-baseline|c172-m6|alibaba-small|Gusto", "prompt": "c172-m6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You probably need QuickBooks Payroll or Gusto instead."}, {"id": "mai-20260917-1752-baseline|c172-m6|anthropic-small|Frontline Wildfire Tracker", "prompt": "c172-m6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Wildfire Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This app is dangerous if relied upon for current information, as it does not provide up-to-date information and misses names of fires"}, {"id": "mai-20260917-1752-baseline|c172-m6|anthropic-small|Frontline Education App", "prompt": "c172-m6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "there are still major bugs, with users reporting error messages when clicking accept on available jobs."}, {"id": "mai-20260917-1752-baseline|c172-m6|challenger-small|WhatsApp", "prompt": "c172-m6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**WhatsApp, Signal, and Telegram** for workplace use, because they are consumer messenger apps and are described as *not suited to the workplace*"}, {"id": "mai-20260917-1752-baseline|c172-m6|challenger-small|Signal", "prompt": "c172-m6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**WhatsApp, Signal, and Telegram** for workplace use, because they are consumer messenger apps"}, {"id": "mai-20260917-1752-baseline|c172-m6|challenger-small|Telegram", "prompt": "c172-m6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**WhatsApp, Signal, and Telegram** for workplace use, because they are consumer messenger apps"}, {"id": "mai-20260917-1752-baseline|c172-m6|challenger-small|Frontline", "prompt": "c172-m6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the results here mainly show user dissatisfaction and concerns about third-party access, but they do not provide enough reliable evidence to judge the product broadly"}, {"id": "mai-20260917-1752-baseline|c172-m6|deepseek-small|Frontline Education", "prompt": "c172-m6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with: The legitimate Frontline Education app (due to glitches)"}, {"id": "mai-20260917-1752-baseline|c172-m6|deepseek-small|SubAlert", "prompt": "c172-m6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SubAlert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "like the old \"SubAlert\" alternative), note that it shut down"}, {"id": "mai-20260917-1752-baseline|c172-m6|deepseek-small|FRONTLINE MOBILE Pte. Ltd.", "prompt": "c172-m6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "FRONTLINE MOBILE Pte. Ltd.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "has publicly warned about scammers using their name to gather personal data"}, {"id": "mai-20260917-1752-baseline|c172-m6|deepseek-small|Frontline.io", "prompt": "c172-m6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they also collect device data, IP addresses, location, and usage stats automatically... still a data collection point"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Frontline Education", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you are a substitute teacher who uses the **Frontline Education** (formerly Aesop) platform to find work"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|SubSidekick", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SubSidekick", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to avoid/be cautious of:** Third-party notification and auto-booking tools like **SubSidekick**"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|SubAlert", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SubAlert", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "tools like **SubSidekick**, **SubAlert**, **Sub Hero**, and similar automated job-scraping apps"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Sub Hero", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Sub Hero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools like **SubSidekick**, **SubAlert**, **Sub Hero**, and similar automated job-scraping apps"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|WhatsApp", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid/be cautious of:** Using consumer-grade apps—such as **unapproved WhatsApp groups**"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Facebook Messenger", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "such as **unapproved WhatsApp groups**, **Facebook Messenger**, **WeChat**, or free, unvetted shift-scheduling apps—for business purposes"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|WeChat", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Facebook Messenger**, **WeChat**, or free, unvetted shift-scheduling apps—for business purposes"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Microsoft Teams", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Always stick to your company's officially supported, governed platforms (like Microsoft Teams, Slack, Staffbase, or Beekeeper)"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Slack", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "governed platforms (like Microsoft Teams, Slack, Staffbase, or Beekeeper)"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Staffbase", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "governed platforms (like Microsoft Teams, Slack, Staffbase, or Beekeeper)"}, {"id": "mai-20260917-1752-baseline|c172-m6|google-small|Beekeeper", "prompt": "c172-m6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "governed platforms (like Microsoft Teams, Slack, Staffbase, or Beekeeper)"}, {"id": "mai-20260917-1752-baseline|c172-m6|meta-small|Frontline", "prompt": "c172-m6", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One of the search results mentions that Frontline is \"terrible\" and has issues with third-party access."}, {"id": "mai-20260917-1752-baseline|c172-m6|minimax-small|Frontline Education App", "prompt": "c172-m6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main Frontline Education app has significant issues according to user reports:\n- **Frequent crashes and bugs**"}, {"id": "mai-20260917-1752-baseline|c172-m6|mistral-small|Frontline (by Frontline Education)", "prompt": "c172-m6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline (by Frontline Education)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "There are significant user complaints, such as a Reddit thread titled \"Frontline is terrible,\" citing issues with third-party access restrictions and overall poor user experience"}, {"id": "mai-20260917-1752-baseline|c172-m6|mistral-small|ChatGPT", "prompt": "c172-m6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many AI chat tools (like ChatGPT) can pose data security risks"}, {"id": "mai-20260917-1752-baseline|c172-m6|mistral-small|Microsoft Teams", "prompt": "c172-m6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "certain configurations of Microsoft Teams, may require corporate email for sign-on, have limited offline use, or require IT provisioning"}, {"id": "mai-20260917-1752-baseline|c172-m6|mistral-small|Flip", "prompt": "c172-m6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Flip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some frontline-focused apps (e.g., Flip) may not scale beyond frontline-only use cases"}, {"id": "mai-20260917-1752-baseline|c172-m6|mistral-small|Staffbase", "prompt": "c172-m6", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "consider platforms like Staffbase that offer more scalable solutions"}, {"id": "mai-20260917-1752-baseline|c172-m6|moonshot-small|Frontline Education", "prompt": "c172-m6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Proceed with caution.** While many school districts require employees to use it, there are documented red flags"}, {"id": "mai-20260917-1752-baseline|c172-m6|openai-small|Frontline Education", "prompt": "c172-m6", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Frontline's official materials say its software is designed around FERPA/COPPA/privacy controls, uses encryption and MFA, and that no system is perfectly secure."}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|Frontline Education", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Frontline Education", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consistent reports of glitches... Avoid if you need real-time reliability"}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|Connecteam", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Connecteam pinging location 20+ times on non-work days"}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|When I Work", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "When I Work has broad permissions (precise location, camera, Wi-Fi, notifications)"}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|Homebase", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Safer Alternatives: Zelos/Homebase get positive mentions for free plans"}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|WhatsApp", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Shadow IT warning: Workers often default to WhatsApp/Facebook (no oversight, compliance issues like GDPR)"}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|Facebook", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Workers often default to WhatsApp/Facebook (no oversight, compliance issues like GDPR)"}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|Zelos", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer Alternatives: Zelos/Homebase get positive mentions for free plans; test demos."}, {"id": "mai-20260917-1752-baseline|c172-m6|xai-small|frontlineapp.xyz", "prompt": "c172-m6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "frontlineapp.xyz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid unverified apps like \"frontlineapp.xyz\" (low trust scores)"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|WorkComposer", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WorkComposer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WorkComposer – Exposed 21 million screenshots of employee screens (emails, chats, credentials, API keys) in an unsecured Amazon S3 bucket"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|WebWork Tracker", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WebWork Tracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "WebWork Tracker – Also leaked 13+ million screenshots"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|WhatsApp", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid | WhatsApp, Messenger, Telegram"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|Facebook Messenger", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid | WhatsApp, Messenger, Telegram"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|Telegram", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid | WhatsApp, Messenger, Telegram"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|iMessage / SMS", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "iMessage / SMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These apps lack enterprise security controls, have poor end-to-end encryption"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|Gmail", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Gmail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Gmail – Collects 26 data types (location, app interactions, user IDs, etc.) and shares with third parties"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|Microsoft Teams", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Microsoft Teams – Harvests 25 data types"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|Google Meet", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Google Meet – Harvests 21 data types"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|Notion", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Notion – Shares the most personal data with third parties"}, {"id": "mai-20260917-1752-baseline|c172-m6|zai-small|ChatGPT", "prompt": "c172-m6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "ChatGPT (public), free translation apps"}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|Connecteam", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Connecteam**. It offers the best balance of communication, engagement, and operational utility for the lowest price point."}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|Staffbase", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Pure Communication & Newsfeed: **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|ShiftBase", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "ShiftBase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Scheduling-Heavy Teams: **ShiftBase**"}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|Slack", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These apps assume every user has a dedicated device and an internet connection. They struggle with \"Offline Mode\""}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|Microsoft Teams", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "They also lack the specific HR workflows (like shift approvals or clocking in/out) that dedicated frontline apps offer."}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|Mypointers", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Mypointers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms like **Mypointers** or large-scale Workday integrations"}, {"id": "mai-20260917-1752-baseline|c172-s1|alibaba-small|Workday", "prompt": "c172-s1", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms like **Mypointers** or large-scale Workday integrations"}, {"id": "mai-20260917-1752-baseline|c172-s1|anthropic-small|Connecteam", "prompt": "c172-s1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is the best frontline employee communication software for most small businesses in 2026"}, {"id": "mai-20260917-1752-baseline|c172-s1|anthropic-small|Blink", "prompt": "c172-s1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "though it's often positioned for larger organizations"}, {"id": "mai-20260917-1752-baseline|c172-s1|anthropic-small|Microsoft Teams", "prompt": "c172-s1", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Can cover a company that is mostly desk-based with a smaller frontline"}, {"id": "mai-20260917-1752-baseline|c172-s1|challenger-small|Connecteam", "prompt": "c172-s1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is the strongest all-around choice in the results"}, {"id": "mai-20260917-1752-baseline|c172-s1|challenger-small|Blink", "prompt": "c172-s1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** if you want a more purely **mobile-first communication** app"}, {"id": "mai-20260917-1752-baseline|c172-s1|challenger-small|Homebase", "prompt": "c172-s1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** if **scheduling and hourly-team management** matter more"}, {"id": "mai-20260917-1752-baseline|c172-s1|challenger-small|Microsoft Teams", "prompt": "c172-s1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your company is already standardized on **Microsoft 365**"}, {"id": "mai-20260917-1752-baseline|c172-s1|challenger-small|Yourco", "prompt": "c172-s1", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Yourco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you want **SMS-based** communication instead"}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Connecteam", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Blink", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** is the runner-up"}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Homebase", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if **scheduling and hourly-team management** are the center of your workflow rather than communication."}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Staffbase", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "probably overkill and pricier for a small company"}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Beekeeper", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "probably overkill and pricier for a small company"}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Microsoft Teams", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they aren't really built for deskless frontline workers"}, {"id": "mai-20260917-1752-baseline|c172-s1|deepseek-small|Slack", "prompt": "c172-s1", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they aren't really built for deskless frontline workers"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Slack", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Slack or MS Teams (for pure frontline workers)... often find the interface of these apps overwhelming, notification-heavy, and difficult to log into"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Microsoft Teams", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Standard tools like Slack or Microsoft Teams often fail frontline teams"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Connecteam", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Connecteam** is the market leader"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Blink", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Blink \\u2014 Best \"Comms-First\" & Mobile Intranet"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Homebase", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Homebase** is a highly popular, streamlined choice"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Beekeeper", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid as a Small B2B Company * **Beekeeper, Staffbase, and Firstup:** ... designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Staffbase", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid as a Small B2B Company * **Beekeeper, Staffbase, and Firstup:**"}, {"id": "mai-20260917-1752-baseline|c172-s1|google-small|Firstup", "prompt": "c172-s1", "model": "google-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Firstup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid as a Small B2B Company * **Beekeeper, Staffbase, and Firstup:**"}, {"id": "mai-20260917-1752-baseline|c172-s1|meta-small|Connecteam", "prompt": "c172-s1", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best frontline employee communication app for a small B2B company is Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-s1|minimax-small|Connecteam", "prompt": "c172-s1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best frontline employee communication app for a small B2B company is **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s1|minimax-small|Homebase", "prompt": "c172-s1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** - Better if scheduling and hourly-team management are the center of your workflow"}, {"id": "mai-20260917-1752-baseline|c172-s1|minimax-small|Blink", "prompt": "c172-s1", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Blink** - Good for frontline workers in industries like retail, logistics, healthcare, manufacturing"}, {"id": "mai-20260917-1752-baseline|c172-s1|mistral-small|Connecteam", "prompt": "c172-s1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is often the best overall choice due to its all-in-one approach and affordability"}, {"id": "mai-20260917-1752-baseline|c172-s1|mistral-small|Blink", "prompt": "c172-s1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** is a strong alternative if mobile-first communication and integrations are top priorities"}, {"id": "mai-20260917-1752-baseline|c172-s1|mistral-small|Homebase", "prompt": "c172-s1", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** is a good choice if scheduling and hourly-team management are central to your workflow."}, {"id": "mai-20260917-1752-baseline|c172-s1|moonshot-small|Connecteam", "prompt": "c172-s1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **Connecteam** — the free tier for up to 10 users is genuinely full-featured, and it's built specifically for the challenges frontline workers face"}, {"id": "mai-20260917-1752-baseline|c172-s1|moonshot-small|Blink", "prompt": "c172-s1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** – Best for Mobile-First Communication"}, {"id": "mai-20260917-1752-baseline|c172-s1|moonshot-small|Slack", "prompt": "c172-s1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not ideal for frontline workers without corporate email/devices; messages can get buried"}, {"id": "mai-20260917-1752-baseline|c172-s1|moonshot-small|Microsoft Teams", "prompt": "c172-s1", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is **mostly desk-based and already uses Microsoft 365**, **Microsoft Teams** offers the best value"}, {"id": "mai-20260917-1752-baseline|c172-s1|openai-small|Connecteam", "prompt": "c172-s1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, the best choice is usually **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s1|openai-small|Blink", "prompt": "c172-s1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** is a strong alternative: it's built specifically for frontline communication"}, {"id": "mai-20260917-1752-baseline|c172-s1|openai-small|Staffbase", "prompt": "c172-s1", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you expect to grow into a broader employee-experience platform:** **Staffbase**"}, {"id": "mai-20260917-1752-baseline|c172-s1|xai-small|Connecteam", "prompt": "c172-s1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam stands out as the best frontline employee communication app for a small B2B company.**"}, {"id": "mai-20260917-1752-baseline|c172-s1|xai-small|Slack", "prompt": "c172-s1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**General tools to skip for frontline**: Slack or standard Teams—reviews note they're \"cluttered\" and desktop-focused"}, {"id": "mai-20260917-1752-baseline|c172-s1|xai-small|Blink", "prompt": "c172-s1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strong alternatives if Connecteam doesn't fit**"}, {"id": "mai-20260917-1752-baseline|c172-s1|xai-small|Homebase", "prompt": "c172-s1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scheduling + basic chat for hourly/location-based teams"}, {"id": "mai-20260917-1752-baseline|c172-s1|xai-small|Microsoft Teams", "prompt": "c172-s1", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you're already on Microsoft 365 (but weaker mobile adoption for frontline)"}, {"id": "mai-20260917-1752-baseline|c172-s1|zai-small|Blink", "prompt": "c172-s1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Blink** \\u2013 the best all\\u2011round mobile\\u2011first frontline platform ... **Blink** is often the best starting point."}, {"id": "mai-20260917-1752-baseline|c172-s1|zai-small|Connecteam", "prompt": "c172-s1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is a strong choice"}, {"id": "mai-20260917-1752-baseline|c172-s1|zai-small|Beekeeper (now part of LumApps)", "prompt": "c172-s1", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "direct", "raw": "Beekeeper (now part of LumApps)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beekeeper (LumApps)** is worth exploring."}, {"id": "mai-20260917-1752-baseline|c172-s2|alibaba-small|Connecteam", "prompt": "c172-s2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall recommendation is usually **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s2|alibaba-small|Deputy", "prompt": "c172-s2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your biggest pain point is avoiding overtime disputes and managing complex shift swaps, Deputy is superior."}, {"id": "mai-20260917-1752-baseline|c172-s2|alibaba-small|Homebase", "prompt": "c172-s2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase is a popular, user-friendly choice. It has a very gentle learning curve."}, {"id": "mai-20260917-1752-baseline|c172-s2|alibaba-small|When I Work", "prompt": "c172-s2", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "this app excels at sending push notifications and keeping a \"company newsfeed\" going"}, {"id": "mai-20260917-1752-baseline|c172-s2|anthropic-small|Connecteam", "prompt": "c172-s2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Connecteam** ... Connecteam is the strongest all-round pick, and its free tier covers teams up to 10."}, {"id": "mai-20260917-1752-baseline|c172-s2|anthropic-small|Blink", "prompt": "c172-s2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A mobile-first employee app built specifically for frontline and deskless workers with 90%+ adoption across customers."}, {"id": "mai-20260917-1752-baseline|c172-s2|anthropic-small|Skedulo", "prompt": "c172-s2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for scheduling and dispatching mobile workers across service and healthcare — good if your B2B operations involve field-based teams."}, {"id": "mai-20260917-1752-baseline|c172-s2|anthropic-small|Deputy", "prompt": "c172-s2", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for retail, hospitality, and hourly teams, and starts at $5 per user per month."}, {"id": "mai-20260917-1752-baseline|c172-s2|challenger-small|Connecteam", "prompt": "c172-s2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Connecteam** as the best default choice"}, {"id": "mai-20260917-1752-baseline|c172-s2|challenger-small|When I Work", "prompt": "c172-s2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **When I Work** if your main need is **simple scheduling speed**"}, {"id": "mai-20260917-1752-baseline|c172-s2|challenger-small|Homebase", "prompt": "c172-s2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Homebase** if you run an **hourly team**"}, {"id": "mai-20260917-1752-baseline|c172-s2|challenger-small|Zoho People", "prompt": "c172-s2", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Zoho People** if you already use the **Zoho stack**"}, {"id": "mai-20260917-1752-baseline|c172-s2|deepseek-small|Connecteam", "prompt": "c172-s2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Connecteam ... is the strongest all-around deskless workforce app"}, {"id": "mai-20260917-1752-baseline|c172-s2|deepseek-small|Jobber", "prompt": "c172-s2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Jobber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jobber** is excellent. It focuses on customer-facing workflows"}, {"id": "mai-20260917-1752-baseline|c172-s2|deepseek-small|Deputy", "prompt": "c172-s2", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deputy** is a great all-rounder for shift scheduling and time tracking"}, {"id": "mai-20260917-1752-baseline|c172-s2|google-small|Connecteam", "prompt": "c172-s2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is highly recommended."}, {"id": "mai-20260917-1752-baseline|c172-s2|google-small|Jobber", "prompt": "c172-s2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Jobber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jobber** is a dominant player here."}, {"id": "mai-20260917-1752-baseline|c172-s2|google-small|ServiceTrade", "prompt": "c172-s2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "ServiceTrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Alternative to consider:* **ServiceTrade** if your B2B service involves heavy compliance"}, {"id": "mai-20260917-1752-baseline|c172-s2|google-small|Repsly", "prompt": "c172-s2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Repsly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B Field Sales & Account Representatives: **Repsly** or **Badger Maps**"}, {"id": "mai-20260917-1752-baseline|c172-s2|google-small|Badger Maps", "prompt": "c172-s2", "model": "google-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Badger Maps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Repsly** or **Badger Maps** if your deskless team is focused on hitting sales targets"}, {"id": "mai-20260917-1752-baseline|c172-s2|meta-small|Connecteam", "prompt": "c172-s2", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best deskless workforce app for a small B2B business would be Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-s2|minimax-small|Connecteam", "prompt": "c172-s2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Connecteam** for a small B2B business with a deskless workforce"}, {"id": "mai-20260917-1752-baseline|c172-s2|minimax-small|Blink", "prompt": "c172-s2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for internal communications and employee engagement, considered a top Connecteam alternative"}, {"id": "mai-20260917-1752-baseline|c172-s2|minimax-small|MangoApps", "prompt": "c172-s2", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for small businesses needing scheduling, time tracking, and communications; affordable"}, {"id": "mai-20260917-1752-baseline|c172-s2|mistral-small|Connecteam", "prompt": "c172-s2", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** stands out as a top recommendation"}, {"id": "mai-20260917-1752-baseline|c172-s2|moonshot-small|Connecteam", "prompt": "c172-s2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s2|moonshot-small|Deputy", "prompt": "c172-s2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scheduling-heavy operations | Superior shift optimization and labor cost controls"}, {"id": "mai-20260917-1752-baseline|c172-s2|moonshot-small|Skedulo", "prompt": "c172-s2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Skedulo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Skedulo** instead, as it's specifically built for dispatching and managing mobile workers"}, {"id": "mai-20260917-1752-baseline|c172-s2|moonshot-small|When I Work", "prompt": "c172-s2", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple scheduling needs | Very affordable ($2.50/user/month)"}, {"id": "mai-20260917-1752-baseline|c172-s2|openai-small|Connecteam", "prompt": "c172-s2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most often recommend **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s2|openai-small|Homebase", "prompt": "c172-s2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** is also worth a look"}, {"id": "mai-20260917-1752-baseline|c172-s2|openai-small|Deputy", "prompt": "c172-s2", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Deputy** if shift scheduling is the core problem"}, {"id": "mai-20260917-1752-baseline|c172-s2|xai-small|Jobber", "prompt": "c172-s2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Jobber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Jobber** as the top deskless workforce app."}, {"id": "mai-20260917-1752-baseline|c172-s2|xai-small|Connecteam", "prompt": "c172-s2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-s2|xai-small|ServiceTitan", "prompt": "c172-s2", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "ServiceTitan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-heavy tools like ServiceTitan—they're overkill/pricey for small teams."}, {"id": "mai-20260917-1752-baseline|c172-s2|zai-small|Jobber", "prompt": "c172-s2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Jobber", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Jobber** as your primary workforce app."}, {"id": "mai-20260917-1752-baseline|c172-s2|zai-small|Connecteam", "prompt": "c172-s2", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Connecteam** is also an excellent choice"}, {"id": "mai-20260917-1752-baseline|c172-s3|alibaba-small|Connecteam", "prompt": "c172-s3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Small teams needing an all-in-one operational tool ... Offers a genuinely robust free tier for up to 10 users"}, {"id": "mai-20260917-1752-baseline|c172-s3|alibaba-small|Homebase", "prompt": "c172-s3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Homebase if: Your biggest headache is managing shifts"}, {"id": "mai-20260917-1752-baseline|c172-s3|alibaba-small|Blink (formerly Blink App)", "prompt": "c172-s3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink (formerly Blink App)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Blink if: Your main goal is simply to communicate updates"}, {"id": "mai-20260917-1752-baseline|c172-s3|alibaba-small|Sling", "prompt": "c172-s3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sling if: You primarily need a better scheduling tool"}, {"id": "mai-20260917-1752-baseline|c172-s3|alibaba-small|WorkJam", "prompt": "c172-s3", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It has a steeper learning curve and higher price point than Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-s3|anthropic-small|Connecteam", "prompt": "c172-s3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam is an all-in-one employee management app that combines scheduling, time tracking, task management, forms, HR, and internal communication in one platform."}, {"id": "mai-20260917-1752-baseline|c172-s3|anthropic-small|Blink", "prompt": "c172-s3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Blink is available via a smartphone app and doesn't rely on email addresses or a complicated login process"}, {"id": "mai-20260917-1752-baseline|c172-s3|anthropic-small|MangoApps", "prompt": "c172-s3", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MangoApps reaches every employee through OneMango, a branded app workers download on the device they already carry"}, {"id": "mai-20260917-1752-baseline|c172-s3|challenger-small|Connecteam", "prompt": "c172-s3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Connecteam** if you want the **broadest small-business all-in-one app**"}, {"id": "mai-20260917-1752-baseline|c172-s3|challenger-small|Homebase", "prompt": "c172-s3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Homebase** if your team lives and dies by **scheduling, time clocks, and shift management**"}, {"id": "mai-20260917-1752-baseline|c172-s3|challenger-small|Sling", "prompt": "c172-s3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Sling** if you want **lightweight shift scheduling and team coordination**"}, {"id": "mai-20260917-1752-baseline|c172-s3|challenger-small|Blink", "prompt": "c172-s3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Blink** if your main goal is **frontline communication and engagement**"}, {"id": "mai-20260917-1752-baseline|c172-s3|challenger-small|Microsoft Teams for Frontline Workers", "prompt": "c172-s3", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft Teams for Frontline Workers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Microsoft Teams** if you already run on **Microsoft 365**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|Connecteam", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams that want *everything* in one app ... You need everything in one app → **Connecteam** or **Homebase**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|Homebase", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "You need everything in one app → **Connecteam** or **Homebase**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|Deputy", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams with **compliance-heavy shift work**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|When I Work", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You just need scheduling, nothing fancy → **When I Work**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|7shifts", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You're a restaurant → **7shifts**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|Sling", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Your priority is zero cost → **Sling** (30 free users)"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|Blink", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Your biggest problem is getting people to actually use the app → **Blink**"}, {"id": "mai-20260917-1752-baseline|c172-s3|deepseek-small|Zelos", "prompt": "c172-s3", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Your team swipes shifts themselves / high turnover → **Zelos** or **Sling**"}, {"id": "mai-20260917-1752-baseline|c172-s3|google-small|Slack", "prompt": "c172-s3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional office apps like Slack or Microsoft Teams often fall short here because they are desktop-first"}, {"id": "mai-20260917-1752-baseline|c172-s3|google-small|Microsoft Teams", "prompt": "c172-s3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional office apps like Slack or Microsoft Teams often fall short here because they are desktop-first"}, {"id": "mai-20260917-1752-baseline|c172-s3|google-small|Connecteam", "prompt": "c172-s3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Small businesses looking for a complete, all-in-one operations and HR suite."}, {"id": "mai-20260917-1752-baseline|c172-s3|google-small|Homebase", "prompt": "c172-s3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Homebase if you operate a shop, cafe, or restaurant, and your primary daily headache is managing shifts"}, {"id": "mai-20260917-1752-baseline|c172-s3|google-small|Breakroom App", "prompt": "c172-s3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Breakroom App", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small crews prioritizing high team engagement, instant messaging, and absolute simplicity."}, {"id": "mai-20260917-1752-baseline|c172-s3|google-small|Pebb", "prompt": "c172-s3", "model": "google-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Pebb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small, hybrid teams (frontline + desk-based staff) wanting to eliminate tool fragmentation."}, {"id": "mai-20260917-1752-baseline|c172-s3|meta-small|Connecteam", "prompt": "c172-s3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam: best for smaller frontline operations that need chat plus scheduling in one app."}, {"id": "mai-20260917-1752-baseline|c172-s3|meta-small|Homebase", "prompt": "c172-s3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If a team needs a scheduling tool, Homebase may be the best choice."}, {"id": "mai-20260917-1752-baseline|c172-s3|meta-small|Blink", "prompt": "c172-s3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best lightweight app for SMBs that want something simple, fast, and easy"}, {"id": "mai-20260917-1752-baseline|c172-s3|meta-small|MangoApps", "prompt": "c172-s3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a unified super app for mixed desk and frontline workforces"}, {"id": "mai-20260917-1752-baseline|c172-s3|meta-small|WorkJam", "prompt": "c172-s3", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise retail and hospitality scheduling and tasks"}, {"id": "mai-20260917-1752-baseline|c172-s3|minimax-small|Connecteam", "prompt": "c172-s3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small frontline teams, **Connecteam** offers the best balance of features, mobile-first design, and free tier"}, {"id": "mai-20260917-1752-baseline|c172-s3|minimax-small|Homebase", "prompt": "c172-s3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Homebase** if scheduling and payroll management are your primary needs"}, {"id": "mai-20260917-1752-baseline|c172-s3|minimax-small|Zelos", "prompt": "c172-s3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zelos** if you prefer shift self-signup and engagement features like gamification"}, {"id": "mai-20260917-1752-baseline|c172-s3|minimax-small|Slack", "prompt": "c172-s3", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consideration:** Not mobile-first for frontline; better as a complement to other tools"}, {"id": "mai-20260917-1752-baseline|c172-s3|mistral-small|Connecteam", "prompt": "c172-s3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Connecteam for a mobile-first, feature-rich app for deskless teams"}, {"id": "mai-20260917-1752-baseline|c172-s3|mistral-small|Homebase", "prompt": "c172-s3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase for US-based hourly teams needing payroll and POS"}, {"id": "mai-20260917-1752-baseline|c172-s3|mistral-small|Blink", "prompt": "c172-s3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blink for a modern, flexible communication and task tool"}, {"id": "mai-20260917-1752-baseline|c172-s3|mistral-small|Beekeeper", "prompt": "c172-s3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best for: Large frontline enterprises (but still usable for small teams)... Quote-based, typically for larger organizations"}, {"id": "mai-20260917-1752-baseline|c172-s3|mistral-small|WorkJam", "prompt": "c172-s3", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "WorkJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for: Enterprise retail, hospitality, and supply chain teams... Quote-based, aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline|c172-s3|moonshot-small|Connecteam", "prompt": "c172-s3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam ⭐ Best Overall for Small Businesses ... offers the best balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c172-s3|moonshot-small|Homebase", "prompt": "c172-s3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** or **Sling** work better if scheduling is your primary pain point"}, {"id": "mai-20260917-1752-baseline|c172-s3|moonshot-small|Sling", "prompt": "c172-s3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sling ⭐ Best Free Scheduling Option"}, {"id": "mai-20260917-1752-baseline|c172-s3|moonshot-small|Zelos", "prompt": "c172-s3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zelos ⭐ Best for Task & Shift Flexibility"}, {"id": "mai-20260917-1752-baseline|c172-s3|moonshot-small|Blink", "prompt": "c172-s3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Blink ⭐ Best Mobile-First Intranet"}, {"id": "mai-20260917-1752-baseline|c172-s3|moonshot-small|Microsoft Teams", "prompt": "c172-s3", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already using Microsoft 365 | **Microsoft Teams**"}, {"id": "mai-20260917-1752-baseline|c172-s3|openai-small|Frontline ONE (frontline.io)", "prompt": "c172-s3", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Frontline ONE (frontline.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want **guided work + remote expert help + training/knowledge in one platform**."}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Connecteam", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Connecteam's free tier for versatility"}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Homebase", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or Homebase for US hourly payroll"}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|When I Work", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the top 5 are Connecteam, Homebase, When I Work, Sling, and Deputy"}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Sling", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free up to 30 users... Budget king but lighter on ops/HR"}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Deputy", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deputy for complex shifts"}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Zelos", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zelos and 7shifts are strong niche contenders, especially free tiers."}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|7shifts", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zelos and 7shifts are strong niche contenders, especially free tiers."}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Blink", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Blink/Beekeeper (not top 5 here) excel at pure intranet/comms for larger ops."}, {"id": "mai-20260917-1752-baseline|c172-s3|xai-small|Beekeeper", "prompt": "c172-s3", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Blink/Beekeeper (not top 5 here) excel at pure intranet/comms for larger ops."}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Connecteam", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** is the best all‑in‑one choice for small teams"}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Homebase", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** is ideal for single‑location businesses that want payroll and compliance built‑in."}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Sling", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sling** is a great budget‑friendly option if you only need scheduling."}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Blink", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Blink** shines for frontline communication and engagement"}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|When I Work", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **When I Work** or **Deputy**, but be prepared to pay for them (no free plan)."}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Deputy", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong for mid‑size scheduling needs with compliance features"}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Workvivo", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workvivo** is best for culture and engagement in mixed teams."}, {"id": "mai-20260917-1752-baseline|c172-s3|zai-small|Flip", "prompt": "c172-s3", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "comparative", "raw": "Flip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Flip** | No | Per user/month | Content sharing & news feed | Simple frontline content sharing |"}, {"id": "mai-20260917-1752-baseline|c172-s4|alibaba-small|Connecteam", "prompt": "c172-s4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a professional platform for FREE:** Go with **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s4|alibaba-small|WhatsApp Business", "prompt": "c172-s4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "WhatsApp Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you just want quick, informal messaging:** Stick to **WhatsApp Business**"}, {"id": "mai-20260917-1752-baseline|c172-s4|alibaba-small|Telegram", "prompt": "c172-s4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Telegram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Telegram ... Best for:** Large teams where privacy is a concern."}, {"id": "mai-20260917-1752-baseline|c172-s4|alibaba-small|Deputy", "prompt": "c172-s4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Deputy ... Deputy is the industry standard."}, {"id": "mai-20260917-1752-baseline|c172-s4|alibaba-small|Slack", "prompt": "c172-s4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** **Slack** (the free version has a massive limit on search history"}, {"id": "mai-20260917-1752-baseline|c172-s4|alibaba-small|Microsoft Teams", "prompt": "c172-s4", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid ... **Microsoft Teams** (expensive for what you get; heavy on mobile data)"}, {"id": "mai-20260917-1752-baseline|c172-s4|anthropic-small|Connecteam", "prompt": "c172-s4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-s4|anthropic-small|Blink", "prompt": "c172-s4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Blink has personal phone number sign-in with no corporate email needed... However, it requires a paid plan."}, {"id": "mai-20260917-1752-baseline|c172-s4|anthropic-small|Google Chat", "prompt": "c172-s4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For desk-based teams, Google Chat is free with any Google account"}, {"id": "mai-20260917-1752-baseline|c172-s4|anthropic-small|Slack", "prompt": "c172-s4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slack's free plan offers unlimited messages searchable for 90 days with 10 app integrations"}, {"id": "mai-20260917-1752-baseline|c172-s4|anthropic-small|Microsoft Teams", "prompt": "c172-s4", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft Teams free provides unlimited chat and 60-minute group meetings"}, {"id": "mai-20260917-1752-baseline|c172-s4|challenger-small|Connecteam", "prompt": "c172-s4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best frontline employee communication app is usually **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s4|challenger-small|Blink", "prompt": "c172-s4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** if you want a simple, mobile-first communication tool for deskless teams"}, {"id": "mai-20260917-1752-baseline|c172-s4|challenger-small|Sling", "prompt": "c172-s4", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sling** if scheduling is the main need and you want a very low-cost option"}, {"id": "mai-20260917-1752-baseline|c172-s4|deepseek-small|Connecteam", "prompt": "c172-s4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Connecteam ... the standout choice for small teams on a budget because of its **genuinely free plan**"}, {"id": "mai-20260917-1752-baseline|c172-s4|deepseek-small|Blink", "prompt": "c172-s4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Alternative: Blink - Transparent per-user pricing from about **$3.75/user/month**"}, {"id": "mai-20260917-1752-baseline|c172-s4|deepseek-small|WhatsApp", "prompt": "c172-s4", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "WhatsApp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It costs nothing, but it quickly breaks down (no read tracking, no targeting, no audit trail, workers mute the noise)"}, {"id": "mai-20260917-1752-baseline|c172-s4|google-small|Connecteam", "prompt": "c172-s4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam: Best All-in-One App (Free for up to 10 users) ... Connecteam is the industry standard."}, {"id": "mai-20260917-1752-baseline|c172-s4|google-small|Sling", "prompt": "c172-s4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Sling if you have 11 to 30 employees, run on shifts, and need scheduling plus messaging on a $0 budget."}, {"id": "mai-20260917-1752-baseline|c172-s4|google-small|Homebase", "prompt": "c172-s4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Homebase: Best for Single-Location Hourly Teams (Free up to 20 users)"}, {"id": "mai-20260917-1752-baseline|c172-s4|google-small|Pumble", "prompt": "c172-s4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pumble if you want a free, Slack-style messaging app with no history limits"}, {"id": "mai-20260917-1752-baseline|c172-s4|google-small|Slack", "prompt": "c172-s4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slack's free plan hides your message history after 90 days."}, {"id": "mai-20260917-1752-baseline|c172-s4|google-small|Yourco", "prompt": "c172-s4", "model": "google-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Yourco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Yourco if your employees refuse to download new apps and you just want to text them efficiently."}, {"id": "mai-20260917-1752-baseline|c172-s4|meta-small|Connecteam", "prompt": "c172-s4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best frontline employee communication app for a small company with a tight budget is Connecteam."}, {"id": "mai-20260917-1752-baseline|c172-s4|meta-small|Homebase", "prompt": "c172-s4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option is Homebase, which is better suited for scheduling and hourly-team management."}, {"id": "mai-20260917-1752-baseline|c172-s4|meta-small|RedeApp Go", "prompt": "c172-s4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options to consider are RedeApp Go, Beekeeper, Staffbase, and Firstup"}, {"id": "mai-20260917-1752-baseline|c172-s4|meta-small|Beekeeper", "prompt": "c172-s4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to consider are RedeApp Go, Beekeeper, Staffbase, and Firstup"}, {"id": "mai-20260917-1752-baseline|c172-s4|meta-small|Staffbase", "prompt": "c172-s4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider are RedeApp Go, Beekeeper, Staffbase, and Firstup"}, {"id": "mai-20260917-1752-baseline|c172-s4|meta-small|Firstup", "prompt": "c172-s4", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options to consider are RedeApp Go, Beekeeper, Staffbase, and Firstup"}, {"id": "mai-20260917-1752-baseline|c172-s4|minimax-small|Connecteam", "prompt": "c172-s4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd go with **Connecteam** because: Truly free for up to 10 users"}, {"id": "mai-20260917-1752-baseline|c172-s4|minimax-small|RedeApp", "prompt": "c172-s4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RedeApp's** unlimited free plan is also excellent for pure communication needs."}, {"id": "mai-20260917-1752-baseline|c172-s4|minimax-small|Shifton", "prompt": "c172-s4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shifton** (Best for Shift-Based Teams)"}, {"id": "mai-20260917-1752-baseline|c172-s4|minimax-small|Yourco", "prompt": "c172-s4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Yourco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Yourco** (Best If Workers Have No Smartphones)"}, {"id": "mai-20260917-1752-baseline|c172-s4|minimax-small|Zelos", "prompt": "c172-s4", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zelos** (Best for Task Management)"}, {"id": "mai-20260917-1752-baseline|c172-s4|mistral-small|Blink", "prompt": "c172-s4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pricing starts at $3.75/user/month annually, making it accessible for small businesses... **Blink's $3.75/user/month plan** are your best bets."}, {"id": "mai-20260917-1752-baseline|c172-s4|mistral-small|Connecteam", "prompt": "c172-s4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need an all-in-one solution for communication, scheduling, and task management, **Connecteam** is highly recommended."}, {"id": "mai-20260917-1752-baseline|c172-s4|mistral-small|RedeApp", "prompt": "c172-s4", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the most affordable entry point, **RedeApp's free tier** or **Blink's $3.75/user/month plan** are your best bets."}, {"id": "mai-20260917-1752-baseline|c172-s4|moonshot-small|Connecteam", "prompt": "c172-s4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s4|moonshot-small|Pumble", "prompt": "c172-s4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Chat** or **Pumble** are solid low-cost alternatives"}, {"id": "mai-20260917-1752-baseline|c172-s4|moonshot-small|Google Chat", "prompt": "c172-s4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Google Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Chat** or **Pumble** are solid low-cost alternatives"}, {"id": "mai-20260917-1752-baseline|c172-s4|moonshot-small|Slack", "prompt": "c172-s4", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not designed for frontline workers without email"}, {"id": "mai-20260917-1752-baseline|c172-s4|openai-small|Connecteam", "prompt": "c172-s4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best frontline employee communication app is usually **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s4|openai-small|Microsoft Teams / Microsoft 365 F3", "prompt": "c172-s4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Microsoft Teams / Microsoft 365 F3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can also be a strong option, but it's generally better when you already have Microsoft licenses"}, {"id": "mai-20260917-1752-baseline|c172-s4|openai-small|Beekeeper", "prompt": "c172-s4", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Connecteam vs Teams vs Beekeeper**"}, {"id": "mai-20260917-1752-baseline|c172-s4|xai-small|Connecteam", "prompt": "c172-s4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam stands out as the best frontline employee communication app for a small company on a tight budget.**"}, {"id": "mai-20260917-1752-baseline|c172-s4|xai-small|Homebase", "prompt": "c172-s4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Homebase** (also excellent for hourly/shift teams): Free Basic plan"}, {"id": "mai-20260917-1752-baseline|c172-s4|xai-small|Shifton", "prompt": "c172-s4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shifton**: Free forever for up to 10 users"}, {"id": "mai-20260917-1752-baseline|c172-s4|xai-small|Pumble", "prompt": "c172-s4", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Pumble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best pure chat, but less frontline-specific (no built-in scheduling/time tools)"}, {"id": "mai-20260917-1752-baseline|c172-s4|zai-small|Connecteam", "prompt": "c172-s4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small, budget‑constrained company:** **Connecteam** – free for up to 10 users, hub pricing, and built for frontline teams."}, {"id": "mai-20260917-1752-baseline|c172-s4|zai-small|RedeApp", "prompt": "c172-s4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "RedeApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a free forever plan:** **RedeApp** – no user cap and solid feature set."}, {"id": "mai-20260917-1752-baseline|c172-s4|zai-small|Blink", "prompt": "c172-s4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you prefer per‑user pricing with transparent, upfront costs:** **Blink** (starting at ~$3.75/user/month)."}, {"id": "mai-20260917-1752-baseline|c172-s4|zai-small|Rock", "prompt": "c172-s4", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "budget", "raw": "Rock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rock** offers a free plan for up to 5 people per space."}, {"id": "mai-20260917-1752-baseline|c172-s5|alibaba-small|DailyHive", "prompt": "c172-s5", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "DailyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "frontline communication platforms (like DailyHive, Empuls, Mypal, 365Voice, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-s5|alibaba-small|Empuls", "prompt": "c172-s5", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Empuls", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "frontline communication platforms (like DailyHive, Empuls, Mypal, 365Voice, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-s5|alibaba-small|Mypal", "prompt": "c172-s5", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Mypal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "frontline communication platforms (like DailyHive, Empuls, Mypal, 365Voice, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-s5|alibaba-small|365Voice", "prompt": "c172-s5", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "365Voice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "frontline communication platforms (like DailyHive, Empuls, Mypal, 365Voice, etc.)"}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Slack", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your team is at desktops all day, first check whether Slack/Teams already covers you before spending anything."}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Microsoft Teams", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "first check whether Slack/Teams already covers you before spending anything"}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Google Chat", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Google Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "already have a chat tool (Slack, Microsoft Teams, Google Chat) included in what they pay for"}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Connecteam", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "free up to 10 users, ~$29/month for first 30 users (flat, not per-head). Often the strongest small-team fit."}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Beekeeper", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the two best-fit options are typically Connecteam ... or Blink/Beekeeper (more comms-focused, low per-user pricing)"}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Blink", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Blink/Beekeeper (more comms-focused, low per-user pricing)"}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Staffbase", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise, no public pricing (likely overkill for 30 people)"}, {"id": "mai-20260917-1752-baseline|c172-s5|deepseek-small|Workvivo", "prompt": "c172-s5", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise, no public pricing (likely overkill for 30 people)"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|WhatsApp", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "nor do you want a chaotic personal messaging app like WhatsApp, which can pose compliance risks"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|Connecteam", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Connecteam (Best \"All-in-One\" for Small Businesses) ... widely considered the gold standard for small-to-midsize frontline operations"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|Blink", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Blink (Best Comms-First Hub) ... Blink is top-tier"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|Homebase", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Homebase or 7shifts (Best for Shift-Heavy / Retail / Restaurants)"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|7shifts", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Homebase or 7shifts (Best for Shift-Heavy / Retail / Restaurants)"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|Zenzap", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Zenzap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zenzap or Pumble (Best for Simple, Professional Chat)"}, {"id": "mai-20260917-1752-baseline|c172-s5|google-small|Pumble", "prompt": "c172-s5", "model": "google-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Pumble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these are simple, low-cost alternatives"}, {"id": "mai-20260917-1752-baseline|c172-s5|minimax-small|Blink", "prompt": "c172-s5", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Blink** | All-in-one frontend platform, strong mobile UX"}, {"id": "mai-20260917-1752-baseline|c172-s5|minimax-small|Sociabble", "prompt": "c172-s5", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Sociabble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sociabble** | Unified comms + engagement + advocacy"}, {"id": "mai-20260917-1752-baseline|c172-s5|minimax-small|RedeApp", "prompt": "c172-s5", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "RedeApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**RedeApp** | Simple, mobile-first, transparent pricing"}, {"id": "mai-20260917-1752-baseline|c172-s5|minimax-small|Beekeeper", "prompt": "c172-s5", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Beekeeper** | Long-established, solid integrations"}, {"id": "mai-20260917-1752-baseline|c172-s5|minimax-small|Crew", "prompt": "c172-s5", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Crew", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Crew** | Smaller businesses, simplicity"}, {"id": "mai-20260917-1752-baseline|c172-s5|mistral-small|Slack", "prompt": "c172-s5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For simplicity: Try Slack, Microsoft Teams, or Workplace by Meta."}, {"id": "mai-20260917-1752-baseline|c172-s5|mistral-small|Microsoft Teams", "prompt": "c172-s5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For simplicity: Try Slack, Microsoft Teams, or Workplace by Meta."}, {"id": "mai-20260917-1752-baseline|c172-s5|mistral-small|Workplace by Meta", "prompt": "c172-s5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Workplace by Meta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For simplicity: Try Slack, Microsoft Teams, or Workplace by Meta."}, {"id": "mai-20260917-1752-baseline|c172-s5|mistral-small|PointeCast", "prompt": "c172-s5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "PointeCast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For frontline-specific needs: Consider tools like **PointeCast**, **Beekeeper**, or **Staffbase**."}, {"id": "mai-20260917-1752-baseline|c172-s5|mistral-small|Beekeeper", "prompt": "c172-s5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For frontline-specific needs: Consider tools like **PointeCast**, **Beekeeper**, or **Staffbase**."}, {"id": "mai-20260917-1752-baseline|c172-s5|mistral-small|Staffbase", "prompt": "c172-s5", "model": "mistral-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For frontline-specific needs: Consider tools like **PointeCast**, **Beekeeper**, or **Staffbase**."}, {"id": "mai-20260917-1752-baseline|c172-s5|moonshot-small|Connecteam", "prompt": "c172-s5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Connecteam** | SMBs under 200 employees | Communication + basic HR ops in one affordable tool"}, {"id": "mai-20260917-1752-baseline|c172-s5|moonshot-small|Blink", "prompt": "c172-s5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blink** | Mobile-first deskless communication | True mobile-native experience"}, {"id": "mai-20260917-1752-baseline|c172-s5|moonshot-small|Beekeeper", "prompt": "c172-s5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beekeeper** | Frontline workflows | Strong operational features"}, {"id": "mai-20260917-1752-baseline|c172-s5|moonshot-small|Staffbase", "prompt": "c172-s5", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Staffbase** | Mixed workforces | Good for companies with both desk and frontline workers"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|Blink", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Blink** | Mobile-first deskless comms | ~$3.75/user/mo | Offline mode, simple onboarding, free trial"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|Connecteam", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** | SMBs with scheduling/tasks | Free tier (<10 users), then ~$5/user | All-in-one (comms + shifts), easy mobile"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|Beekeeper", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Beekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beekeeper** | Shift targeting | Custom quote (SMB-friendly) | Multichannel, strong integrations"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|WorkJam", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "WorkJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~$800/mo min (500 users—may negotiate) | Tasks + comms, but check small-team fit"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|Staffbase", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom (~$30K/yr enterprise min) | Enterprise features; pilot first"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|HubEngage", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "HubEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., HubEngage, Firstup for multichannel"}, {"id": "mai-20260917-1752-baseline|c172-s5|xai-small|Firstup", "prompt": "c172-s5", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "scale", "raw": "Firstup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., HubEngage, Firstup for multichannel"}, {"id": "mai-20260917-1752-baseline|c172-s6|alibaba-small|Slack", "prompt": "c172-s6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These aren't inherently bad, but they become problematic when deployed as primary frontline communication channels"}, {"id": "mai-20260917-1752-baseline|c172-s6|alibaba-small|Teams", "prompt": "c172-s6", "model": "alibaba-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "They work well for desk-based staff but **require significant adaptation** to serve floor-level, shift-driven teams effectively."}, {"id": "mai-20260917-1752-baseline|c172-s6|anthropic-small|Staffbase", "prompt": "c172-s6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Staffbase is designed for mid-market and enterprise and is not suitable for small businesses or operations-heavy frontline teams"}, {"id": "mai-20260917-1752-baseline|c172-s6|anthropic-small|Blink", "prompt": "c172-s6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Blink, Staffbase, and Beekeeper/LumApps are stronger when the communication program is larger, more formal, or more enterprise-like"}, {"id": "mai-20260917-1752-baseline|c172-s6|anthropic-small|Beekeeper/LumApps", "prompt": "c172-s6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper/LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these may not be cost-effective choices for small businesses with simpler needs"}, {"id": "mai-20260917-1752-baseline|c172-s6|anthropic-small|Connecteam", "prompt": "c172-s6", "model": "anthropic-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the best frontline employee communication software for most small businesses in 2026 is Connecteam"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|Microsoft Teams", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "if your frontline workers do not already live in Microsoft 365, because it typically requires Microsoft identities/licensing and has more onboarding friction"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|Staffbase", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "when you need a lightweight frontline tool, because it is positioned more as an enterprise employee communications/intranet platform"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|WorkJam", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WorkJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "and similar enterprise-grade platforms, if your business is small... better suited to larger, more formal operations"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|Beekeeper/LumApps", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper/LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they can be more platform than a small business needs"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|Firstup", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Firstup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "and other full-suite employee communication platforms, if you do not need intranet governance"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|WhatsApp", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Consumer messenger apps like WhatsApp, Signal, or Telegram for business coordination, because they are not designed for workplace administration"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|Signal", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "not designed for workplace administration, control, or compliance"}, {"id": "mai-20260917-1752-baseline|c172-s6|challenger-small|Telegram", "prompt": "c172-s6", "model": "challenger-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "not designed for workplace administration, control, or compliance"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|WhatsApp", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid these for anything work-related."}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Telegram", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid these for anything work-related."}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Signal", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Avoid these for anything work-related."}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Slack", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid desktop-first tools as your frontline solution"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Microsoft Teams", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid desktop-first tools as your frontline solution"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Staffbase", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Verdict: Skip these unless you have multiple locations"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Blink", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Verdict: Skip these unless you have multiple locations"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Beekeeper", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Verdict: Skip these unless you have multiple locations"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|WorkJam", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WorkJam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Verdict: Skip these unless you have multiple locations"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|YOOBIC", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "YOOBIC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Verdict: Skip these unless you have multiple locations"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Workvivo", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Workvivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Verdict: Skip these unless you have multiple locations"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Connecteam", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "The right tool for a small business is usually a simple, mobile-first, frontline-specific app like Connecteam, Sling, Homebase, Deputy, 7shifts, or When I Work"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Sling", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "frontline-specific app like Connecteam, Sling, Homebase, Deputy, 7shifts, or When I Work"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Homebase", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "frontline-specific app like Connecteam, Sling, Homebase, Deputy, 7shifts, or When I Work"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Deputy", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "frontline-specific app like Connecteam, Sling, Homebase, Deputy, 7shifts, or When I Work"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|7shifts", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "frontline-specific app like Connecteam, Sling, Homebase, Deputy, 7shifts, or When I Work"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|When I Work", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "frontline-specific app like Connecteam, Sling, Homebase, Deputy, 7shifts, or When I Work"}, {"id": "mai-20260917-1752-baseline|c172-s6|deepseek-small|Zelos", "prompt": "c172-s6", "model": "deepseek-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Zelos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Zelos lacks traditional shift scheduling"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Microsoft Teams/365", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams/365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach with caution: Standard configurations of Microsoft Teams/365, Slack, or enterprise intranets."}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Slack", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach with caution: Standard configurations of Microsoft Teams/365, Slack, or enterprise intranets."}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Hubstaff", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid: Hubstaff, Time Doctor, or overly intrusive field service trackers"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Time Doctor", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Time Doctor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples to avoid: Hubstaff, Time Doctor, or overly intrusive field service trackers"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Workday", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples to approach with caution: Enterprise Resource Planning (ERP) integrations like Workday, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|SAP SuccessFactors", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "far too rigid, slow, and complex for a small business's frontline workforce"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Salesforce", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "highly customized Salesforce environments"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Connecteam", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Lightweight, agile, out-of-the-box frontline apps (like Connecteam, Homebase, or Deputy)"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Homebase", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Lightweight, agile, out-of-the-box frontline apps (like Connecteam, Homebase, or Deputy)"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Deputy", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Lightweight, agile, out-of-the-box frontline apps (like Connecteam, Homebase, or Deputy)"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|WhatsApp", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "The \"Shadow IT\" Trap (WhatsApp, iMessage, Facebook Messenger) ... Examples to avoid: Relying on personal messaging apps for official business operations."}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|iMessage", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "iMessage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "The \"Shadow IT\" Trap (WhatsApp, iMessage, Facebook Messenger)"}, {"id": "mai-20260917-1752-baseline|c172-s6|google-small|Facebook Messenger", "prompt": "c172-s6", "model": "google-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "The \"Shadow IT\" Trap (WhatsApp, iMessage, Facebook Messenger)"}, {"id": "mai-20260917-1752-baseline|c172-s6|meta-small|Connecteam", "prompt": "c172-s6", "model": "meta-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results suggest that Connecteam is a popular choice for small businesses, offering a range of features such as scheduling, chat, tasks, training, and HR management."}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Microsoft Teams", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too heavy andcluttered for deskless workers"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Slack", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it causes notification fatigue and lacks essential operational tools"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Staffbase", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be overkill for small businesses with simpler needs"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Beekeeper", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Beekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill for small businesses with simpler needs"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|LumApps", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "LumApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be overkill for small businesses with simpler needs"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|TeamViewer Frontline", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "TeamViewer Frontline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Users report frequent crashes, high costs, and slow performance"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Front (email management)", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Front (email management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Small businesses cite limited features relative to high pricing"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Connecteam", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Consider starting with apps that offer free plans... **Connecteam**"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Zelos", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Zelos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "all offer free tiers specifically tailored to smaller teams"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|Homebase", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "all offer free tiers specifically tailored to smaller teams"}, {"id": "mai-20260917-1752-baseline|c172-s6|minimax-small|When I Work", "prompt": "c172-s6", "model": "minimax-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "all offer free tiers specifically tailored to smaller teams"}, {"id": "mai-20260917-1752-baseline|c172-s6|moonshot-small|WhatsApp", "prompt": "c172-s6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Specific examples to avoid:** WhatsApp, standard SMS/text chains, Facebook Messenger, personal email accounts."}, {"id": "mai-20260917-1752-baseline|c172-s6|moonshot-small|Facebook Messenger", "prompt": "c172-s6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Specific examples to avoid:** WhatsApp, standard SMS/text chains, Facebook Messenger, personal email accounts."}, {"id": "mai-20260917-1752-baseline|c172-s6|moonshot-small|Slack", "prompt": "c172-s6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slack and Teams, for example, are powerful but don't always meet compliance demands out-of-the-box for regulated industries unless properly configured."}, {"id": "mai-20260917-1752-baseline|c172-s6|moonshot-small|Teams", "prompt": "c172-s6", "model": "moonshot-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Slack and Teams, for example, are powerful but don't always meet compliance demands out-of-the-box for regulated industries unless properly configured."}, {"id": "mai-20260917-1752-baseline|c172-s6|openai-small|Front", "prompt": "c172-s6", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Front", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Front, for example, starts at **$25/user/month**, and reviewers note that pricing can be high for smaller teams."}, {"id": "mai-20260917-1752-baseline|c172-s6|openai-small|Crew", "prompt": "c172-s6", "model": "openai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Crew", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notes user concern about data security in some apps, including lack of encryption in Crew"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Twilio Frontline", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Twilio Frontline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Low app ratings (3.3/5 on Google Play... Freezes, delayed notifications, privacy concerns... high costs/overages that cripple small ops"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|TeamViewer Frontline", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "TeamViewer Frontline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Glitches, crashes, slow performance (especially on unstable internet), and expensive add-ons."}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Zendesk", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Often called \"horrible\" in Reddit threads; poor support, high pricing for features SMBs need"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Square (POS/CRM elements)", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Square (POS/CRM elements)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "ConsumerAffairs reviews slam fund holds, labeling it \"thieves\" for small businesses—risky for cash flow."}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Front App", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Front App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "High cost per seat doesn't match value for SMBs"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Dialpad", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Dialpad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Capterra has \"avoid at all costs\" reviews; unreliable for sales/customer service calls."}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Salesforce", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overly Complex CRMs (e.g., Salesforce, some HubSpot tiers): 50%+ failure rate in SMBs due to low adoption"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|HubSpot", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overly Complex CRMs (e.g., Salesforce, some HubSpot tiers): 50%+ failure rate in SMBs"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Calendly", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Free/Low-Cost Apps with Hidden Limits (e.g., some Calendly free tiers...): Caps on bookings/SMS lead to surprise costs"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|JivoChat", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "JivoChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Trustpilot rates JivoChat 1.6/5 for service."}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Clover/Fiserv", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Clover/Fiserv", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Worst-in-class support per LinkedIn/merchant feedback; delays in payouts hurt small retail."}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Connecteam", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Safer Alternatives: Connecteam (affordable all-in-one)"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Blink", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Blink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Connecteam, Blink, or When I Work score high for frontline/desless teams"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|When I Work", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Connecteam, Blink, or When I Work score high for frontline/desless teams"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Zelos", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Zelos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Zelos (free tasks/shifts)"}, {"id": "mai-20260917-1752-baseline|c172-s6|xai-small|Crew Check", "prompt": "c172-s6", "model": "xai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Crew Check", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Crew Check (SMS-based, low friction)"}, {"id": "mai-20260917-1752-baseline|c172-s6|zai-small|WhatsApp", "prompt": "c172-s6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid consumer-grade messaging tools (WhatsApp, Messenger, personal email)"}, {"id": "mai-20260917-1752-baseline|c172-s6|zai-small|Facebook Messenger", "prompt": "c172-s6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Facebook Messenger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Owned by Meta; data harvesting concerns; no corporate oversight or data control"}, {"id": "mai-20260917-1752-baseline|c172-s6|zai-small|Telegram", "prompt": "c172-s6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "While encrypted, lacks enterprise controls and can be problematic for business use"}, {"id": "mai-20260917-1752-baseline|c172-s6|zai-small|Signal", "prompt": "c172-s6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Signal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excellent privacy, but creates **digital identity problems**"}, {"id": "mai-20260917-1752-baseline|c172-s6|zai-small|Private Gmail / Outlook personal accounts", "prompt": "c172-s6", "model": "zai-small", "cat": "frontline-employee-apps", "variant": "negative", "raw": "Private Gmail / Outlook personal accounts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "No data control, no compliance tracking, high risk of data leakage"}, {"id": "mai-20260917-1752-baseline|c173-l1|alibaba-small|Leena AI", "prompt": "c173-l1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for End-to-End Employee Experience & Service: **Leena AI** ... has emerged as a leader in \"Agentic AI\" for large enterprises"}, {"id": "mai-20260917-1752-baseline|c173-l1|alibaba-small|Paradox AI", "prompt": "c173-l1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume Recruiting: **Paradox AI** ... this is the industry standard"}, {"id": "mai-20260917-1752-baseline|c173-l1|alibaba-small|Visier (by Workday)", "prompt": "c173-l1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Visier (by Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for HR Operations & Data Analytics: **Visier (by Workday)**"}, {"id": "mai-20260917-1752-baseline|c173-l1|alibaba-small|OneVantage", "prompt": "c173-l1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "OneVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Visier (by Workday)** or **OneVantage**"}, {"id": "mai-20260917-1752-baseline|c173-l1|alibaba-small|Glean", "prompt": "c173-l1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Glean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Internal Knowledge & Onboarding: **Glean**"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|Moveworks", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around AI assistant for HR teams is usually **Moveworks** or **ServiceNow**"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|ServiceNow", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best all-around AI assistant for HR teams is usually **Moveworks** or **ServiceNow**"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|Leena AI", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leena AI** is often the strongest pure HR-service option for multilingual, enterprise-scale HR support"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|CustomGPT.ai", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "CustomGPT.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you want trustworthy answers from approved HR docs and knowledge bases"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|Microsoft Copilot Studio", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Microsoft Copilot Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if your company is standardized on Microsoft tooling"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|Windmill", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better for reviews, 1:1s, continuous feedback, and leadership workflows"}, {"id": "mai-20260917-1752-baseline|c173-l1|challenger-small|Teamspective", "prompt": "c173-l1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Teamspective", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better for reviews, 1:1s, continuous feedback, and leadership workflows"}, {"id": "mai-20260917-1752-baseline|c173-l1|deepseek-small|Leena AI", "prompt": "c173-l1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start-first recommendation:** **Leena AI** for a dedicated, proven enterprise HR assistant, or **Moveworks**"}, {"id": "mai-20260917-1752-baseline|c173-l1|deepseek-small|Moveworks", "prompt": "c173-l1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Moveworks** if you want to unify HR/IT/Finance with strong security."}, {"id": "mai-20260917-1752-baseline|c173-l1|deepseek-small|Workday Illuminate", "prompt": "c173-l1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday Illuminate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're a Workday shop:** go with **Workday Illuminate** for native integration and lower complexity."}, {"id": "mai-20260917-1752-baseline|c173-l1|deepseek-small|Rippling", "prompt": "c173-l1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling — *Best for a unified HR + IT + payroll data model*"}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Leena AI", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Leena AI** (for flexibility and ease of setup) or **Moveworks** (for advanced, multi-system enterprise reasoning)"}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|ServiceNow Moveworks", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose **Leena AI** (for flexibility and ease of setup) or **Moveworks** (for advanced, multi-system enterprise reasoning)"}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Joule (SAP SuccessFactors)", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Joule (SAP SuccessFactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is run on SAP, Joule is the natural copilot."}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Workday AI", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday’s embedded AI is exceptional for enterprise-scale workforce planning"}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Rippling AI", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for high-growth B2B companies looking for deep cross-functional automation"}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Paradox (Olivia)", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "widely regarded as the best conversational recruiting assistant"}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Eightfold AI", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A pioneer in talent intelligence."}, {"id": "mai-20260917-1752-baseline|c173-l1|google-small|Teamspective", "prompt": "c173-l1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Teamspective", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teamspective acts as an AI assistant for *leaders*"}, {"id": "mai-20260917-1752-baseline|c173-l1|meta-small|Workativ", "prompt": "c173-l1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI assistant for HR teams for an enterprise B2B company is Workativ, as it ranks as the best overall HR AI agent for 2026"}, {"id": "mai-20260917-1752-baseline|c173-l1|meta-small|Moveworks", "prompt": "c173-l1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Moveworks, which is considered best for enterprise HR ticket deflection"}, {"id": "mai-20260917-1752-baseline|c173-l1|meta-small|Sana Labs", "prompt": "c173-l1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Sana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sana Labs, which offers enterprise-grade security and scalability"}, {"id": "mai-20260917-1752-baseline|c173-l1|minimax-small|Leena AI", "prompt": "c173-l1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leena AI** or **Moveworks** would be the top choices, with Leena AI being slightly more focused on HR-specific automation"}, {"id": "mai-20260917-1752-baseline|c173-l1|minimax-small|Moveworks", "prompt": "c173-l1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Leena AI** or **Moveworks** would be the top choices"}, {"id": "mai-20260917-1752-baseline|c173-l1|minimax-small|Workday", "prompt": "c173-l1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already heavily invested in Workday, their native AI agents are also excellent."}, {"id": "mai-20260917-1752-baseline|c173-l1|minimax-small|Humand", "prompt": "c173-l1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Humand** (Best AI-First Platform)"}, {"id": "mai-20260917-1752-baseline|c173-l1|minimax-small|ServiceNow", "prompt": "c173-l1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ServiceNow** (Best for Existing ServiceNow Users)"}, {"id": "mai-20260917-1752-baseline|c173-l1|mistral-small|Leena AI", "prompt": "c173-l1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises needing an autonomous, conversational AI colleague to automate HR, IT, and finance workflows"}, {"id": "mai-20260917-1752-baseline|c173-l1|mistral-small|Moveworks", "prompt": "c173-l1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both are leading choices for enterprise B2B HR teams in 2024"}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Workday AI / Illuminate", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday AI / Illuminate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Use Workday AI / SAP Joule / Oracle AI if you are already invested in one of those ecosystems"}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Joule", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Joule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Joule acts as a cross-suite conversational copilot for retrieving policies and initiating HR transactions."}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Oracle AI (Embedded)", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Oracle AI (Embedded)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle-centric enterprises. AI is woven directly into workflows"}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Leena AI", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Frequently rated as the top standalone enterprise AI virtual HR assistant."}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Moveworks", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use Leena AI or Moveworks if you are looking for a best-of-breed conversational HR assistant"}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Workativ", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong no-code deployment for HR + IT support automation"}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Aisera", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Aisera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "General enterprise service automation with HR use cases."}, {"id": "mai-20260917-1752-baseline|c173-l1|moonshot-small|Humand", "prompt": "c173-l1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use Humand if your biggest gap is reaching non-desk employees."}, {"id": "mai-20260917-1752-baseline|c173-l1|openai-small|ServiceNow Now Assist for HR / Employee Center", "prompt": "c173-l1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow Now Assist for HR / Employee Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI assistant for HR teams is usually **ServiceNow Now Assist for HR / Employee Center**"}, {"id": "mai-20260917-1752-baseline|c173-l1|openai-small|Workday AI agents / Workday + Google Cloud", "prompt": "c173-l1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday AI agents / Workday + Google Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you run Workday as your core HCM**, **Workday AI agents / Workday + Google Cloud** is a very strong option"}, {"id": "mai-20260917-1752-baseline|c173-l1|openai-small|Moveworks", "prompt": "c173-l1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Moveworks** is often a top contender because it focuses on conversational self-service across HR, IT"}, {"id": "mai-20260917-1752-baseline|c173-l1|openai-small|MeBeBot", "prompt": "c173-l1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "MeBeBot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like **MeBeBot** can be worth evaluating, though they're typically less \"platform-wide enterprise\""}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Workday (with Illuminate AI agents)", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday (with Illuminate AI agents)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strongest overall for large B2B enterprises**"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|SAP SuccessFactors", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives if not on Workday**: SAP SuccessFactors or Oracle Fusion HCM"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Oracle Fusion HCM", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternatives if not on Workday**: SAP SuccessFactors or Oracle Fusion HCM (also Gartner Leaders"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Moveworks", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best conversational AI agent for HR/IT service desk**"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Leena AI", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HR helpdesk specialists** - Leena: Mobile-first, agentic AI for global teams"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|ServiceNow (HR Service Delivery with AI)", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow (HR Service Delivery with AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ServiceNow: If your B2B stack includes it, AI-powered workflows integrate seamlessly."}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Eightfold AI", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Eightfold AI** | Talent intelligence/recruiting |"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Paradox (Olivia)", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Paradox (Olivia)** | Recruiting automation |"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Humand", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Humand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Humand or Lattice** | Mid-to-large engagement |"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Lattice", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Humand or Lattice** | Mid-to-large engagement |"}, {"id": "mai-20260917-1752-baseline|c173-l1|xai-small|Darwinbox", "prompt": "c173-l1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "is rising fast for APAC/global B2B with AI like \"Sense\" for insights/bias reduction"}, {"id": "mai-20260917-1752-baseline|c173-l1|zai-small|Leena AI", "prompt": "c173-l1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general enterprise HR service desk with strong agentic capabilities, **Leena AI** is currently the standout choice."}, {"id": "mai-20260917-1752-baseline|c173-l1|zai-small|Workday Illuminate", "prompt": "c173-l1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday Illuminate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already heavily invested in **Workday**, **Workday Illuminate** is the most seamless path forward."}, {"id": "mai-20260917-1752-baseline|c173-l1|zai-small|Rippling AI", "prompt": "c173-l1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling AI** offers a powerful, action-oriented AI layer."}, {"id": "mai-20260917-1752-baseline|c173-l1|zai-small|Paradox (Olivia)", "prompt": "c173-l1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **high-volume recruiting**, **Paradox (Olivia)** remains a specialized leader"}, {"id": "mai-20260917-1752-baseline|c173-l1|zai-small|Moveworks", "prompt": "c173-l1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cross-Functional Service Desk (HR + IT + Finance)"}, {"id": "mai-20260917-1752-baseline|c173-l2|alibaba-small|Leena AI", "prompt": "c173-l2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Dedicated HR Specialist: **Leena AI** ... widely considered the market leader for large enterprises."}, {"id": "mai-20260917-1752-baseline|c173-l2|alibaba-small|Moveworks", "prompt": "c173-l2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified Support (IT + HR + Finance): **Moveworks** ... Moveworks is the strongest option."}, {"id": "mai-20260917-1752-baseline|c173-l2|alibaba-small|Microsoft Viva Answers", "prompt": "c173-l2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Microsoft Viva Answers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Companies: **Microsoft Viva Answers** ... often the easiest immediate deployment."}, {"id": "mai-20260917-1752-baseline|c173-l2|anthropic-small|Leena AI", "prompt": "c173-l2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Leena AI** (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline|c173-l2|anthropic-small|Espressive Barista", "prompt": "c173-l2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Espressive Barista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Espressive Barista** (Best for Combined HR & IT Support)"}, {"id": "mai-20260917-1752-baseline|c173-l2|anthropic-small|Moveworks", "prompt": "c173-l2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Moveworks is ideal for large enterprises requiring centralized AI automation across HR and IT service environments"}, {"id": "mai-20260917-1752-baseline|c173-l2|challenger-small|Moveworks", "prompt": "c173-l2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Moveworks** as the default choice"}, {"id": "mai-20260917-1752-baseline|c173-l2|challenger-small|Leena AI", "prompt": "c173-l2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Leena AI** as the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c173-l2|challenger-small|Espressive Barista", "prompt": "c173-l2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Espressive Barista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Espressive Barista** if you want one platform to unify HR and IT service desk requests."}, {"id": "mai-20260917-1752-baseline|c173-l2|challenger-small|ServiceNow HRSD", "prompt": "c173-l2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ServiceNow HRSD** if your organization is very large and already standardized on ServiceNow-like enterprise workflows."}, {"id": "mai-20260917-1752-baseline|c173-l2|deepseek-small|Leena AI", "prompt": "c173-l2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Leena AI** for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c173-l2|deepseek-small|Moveworks", "prompt": "c173-l2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Alternative 1: **Moveworks** (Best if you also need IT/Finance self-service)"}, {"id": "mai-20260917-1752-baseline|c173-l2|deepseek-small|ServiceNow HRSD + Virtual Agent", "prompt": "c173-l2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow HRSD + Virtual Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Alternative 2: **ServiceNow HRSD + Virtual Agent** (Best if you already run ServiceNow)"}, {"id": "mai-20260917-1752-baseline|c173-l2|google-small|Moveworks", "prompt": "c173-l2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Moveworks** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c173-l2|google-small|Leena AI", "prompt": "c173-l2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leena AI** is a highly recommended solution."}, {"id": "mai-20260917-1752-baseline|c173-l2|google-small|MeBeBot", "prompt": "c173-l2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MeBeBot** is an excellent mid-market to enterprise choice."}, {"id": "mai-20260917-1752-baseline|c173-l2|google-small|Rezolve.ai", "prompt": "c173-l2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Rezolve.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rezolve.ai** is highly competitive."}, {"id": "mai-20260917-1752-baseline|c173-l2|meta-small|Moveworks", "prompt": "c173-l2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Moveworks - Best for large enterprises requiring unified HR and IT automation."}, {"id": "mai-20260917-1752-baseline|c173-l2|meta-small|Miniloop", "prompt": "c173-l2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Miniloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Miniloop - Best for large organizations wanting comprehensive employee support."}, {"id": "mai-20260917-1752-baseline|c173-l2|minimax-small|Leena AI", "prompt": "c173-l2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leena AI** would be my top recommendation for a large B2B company"}, {"id": "mai-20260917-1752-baseline|c173-l2|minimax-small|Moveworks", "prompt": "c173-l2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Moveworks** is another strong contender... though deployment typically takes months and requires post-tuning"}, {"id": "mai-20260917-1752-baseline|c173-l2|mistral-small|Moveworks", "prompt": "c173-l2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Moveworks** or **Leena AI**. Both are enterprise-grade HR chatbots"}, {"id": "mai-20260917-1752-baseline|c173-l2|mistral-small|Leena AI", "prompt": "c173-l2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Moveworks** or **Leena AI**. Both are enterprise-grade HR chatbots"}, {"id": "mai-20260917-1752-baseline|c173-l2|moonshot-small|Moveworks", "prompt": "c173-l2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice: Moveworks** if you want: - The highest automation rates"}, {"id": "mai-20260917-1752-baseline|c173-l2|moonshot-small|Leena AI", "prompt": "c173-l2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: Leena AI** if you want: - A solution laser-focused on HR"}, {"id": "mai-20260917-1752-baseline|c173-l2|moonshot-small|ServiceNow HR Service Delivery (with AI Agents)", "prompt": "c173-l2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery (with AI Agents)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with ServiceNow or Workday** only if you're already deeply invested in those platforms"}, {"id": "mai-20260917-1752-baseline|c173-l2|moonshot-small|Workday Assistant (Sana)", "prompt": "c173-l2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workday Assistant (Sana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies already running Workday HCM"}, {"id": "mai-20260917-1752-baseline|c173-l2|openai-small|ServiceNow Employee Center / EmployeeWorks", "prompt": "c173-l2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow Employee Center / EmployeeWorks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **ServiceNow Employee Center / EmployeeWorks** or **Workday HR Service Agent** as the top choices"}, {"id": "mai-20260917-1752-baseline|c173-l2|openai-small|Workday HR Service Agent", "prompt": "c173-l2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workday HR Service Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Workday HR Service Agent** as the top choices, with the better pick depending on your core HR stack"}, {"id": "mai-20260917-1752-baseline|c173-l2|openai-small|Employee Self-Service Agent", "prompt": "c173-l2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Employee Self-Service Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft's **Employee Self-Service Agent** is compelling, especially for organizations standardized on Microsoft"}, {"id": "mai-20260917-1752-baseline|c173-l2|openai-small|Zendesk", "prompt": "c173-l2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendor comparison table** for **Workday vs ServiceNow vs Microsoft vs Zendesk vs Moveworks**"}, {"id": "mai-20260917-1752-baseline|c173-l2|openai-small|Moveworks", "prompt": "c173-l2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendor comparison table** for **Workday vs ServiceNow vs Microsoft vs Zendesk vs Moveworks**"}, {"id": "mai-20260917-1752-baseline|c173-l2|xai-small|Leena AI", "prompt": "c173-l2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Leena AI or ServiceNow HR Virtual Agent"}, {"id": "mai-20260917-1752-baseline|c173-l2|xai-small|ServiceNow HR Virtual Agent", "prompt": "c173-l2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow HR Virtual Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Leena AI or ServiceNow HR Virtual Agent (especially if enhanced with Moveworks post-acquisition)"}, {"id": "mai-20260917-1752-baseline|c173-l2|xai-small|Moveworks", "prompt": "c173-l2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Moveworks**: Great for unified HR/IT (4.6/5 G2), but now ties into ServiceNow ecosystem."}, {"id": "mai-20260917-1752-baseline|c173-l2|xai-small|Espressive Barista", "prompt": "c173-l2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Espressive Barista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid for ticket deflection in enterprises, but less HR-transaction depth."}, {"id": "mai-20260917-1752-baseline|c173-l2|xai-small|BambooHR bots", "prompt": "c173-l2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR bots", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid SMB-focused (e.g., BambooHR bots)"}, {"id": "mai-20260917-1752-baseline|c173-l2|xai-small|Paradox", "prompt": "c173-l2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid SMB-focused ... or recruiting-only (Paradox)."}, {"id": "mai-20260917-1752-baseline|c173-l2|zai-small|Leena AI", "prompt": "c173-l2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Leena AI**"}, {"id": "mai-20260917-1752-baseline|c173-l2|zai-small|Workativ", "prompt": "c173-l2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Workativ**"}, {"id": "mai-20260917-1752-baseline|c173-l2|zai-small|Moveworks", "prompt": "c173-l2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Notable Enterprise Options"}, {"id": "mai-20260917-1752-baseline|c173-l2|zai-small|Espressive Barista", "prompt": "c173-l2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Espressive Barista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trained on millions of employee-phrased questions"}, {"id": "mai-20260917-1752-baseline|c173-l2|zai-small|Space HR", "prompt": "c173-l2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Space HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SSO, multi-cloud deployment, 40+ languages, 99.9% SLA, SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Moveworks", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **\"one assistant for everything\"** (IT+HR+Finance), look at **Moveworks**."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Oracle Fusion Agentic Applications", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Fusion Agentic Applications", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built natively for massive organizations with thousands of distinct job profiles and complex global reporting structures."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Leena AI", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want to **reduce HR admin burden**, look at **Leena AI** or **Druid**."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Druid AI", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Druid AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to **reduce HR admin burden**, look at **Leena AI** or **Druid**."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Paradox (Olivia)", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your main pain point is **recruiting speed**, look at **Paradox**."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Eightfold AI", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need **deep workforce planning** analytics, look at **Eightfold** or **Workday AI**."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Workday AI", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need **deep workforce planning** analytics, look at **Eightfold** or **Workday AI**."}, {"id": "mai-20260917-1752-baseline|c173-l3|alibaba-small|Rippling (Talent Sig)", "prompt": "c173-l3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling (Talent Sig)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An AI system integrated into a unified HR/IT platform, focusing on automating the \"hire-to-onboard\" flow"}, {"id": "mai-20260917-1752-baseline|c173-l3|anthropic-small|Moveworks (Now ServiceNow)", "prompt": "c173-l3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks (Now ServiceNow)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Moveworks stands out with a dedicated Reasoning Engine that converts natural-language HR requests into permission-aware, multi-step workflows"}, {"id": "mai-20260917-1752-baseline|c173-l3|anthropic-small|Leena AI", "prompt": "c173-l3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leena AI focuses specifically on HR service delivery, offering pre-built workflows for common requests"}, {"id": "mai-20260917-1752-baseline|c173-l3|anthropic-small|Workday Illuminate", "prompt": "c173-l3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday builds AI agents directly into the HCM suite, with its Illuminate platform adding six new HR agents in 2026"}, {"id": "mai-20260917-1752-baseline|c173-l3|anthropic-small|Leapsome", "prompt": "c173-l3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The AI Review Assistant can generate evidence-based draft feedback using past performance data"}, {"id": "mai-20260917-1752-baseline|c173-l3|anthropic-small|Eightfold", "prompt": "c173-l3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eightfold takes a talent intelligence approach, using AI to match candidates to roles"}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Moveworks", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for employee HR self-service:** Moveworks or Leena AI."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Leena AI", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for employee HR self-service:** Moveworks or Leena AI."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|ServiceNow Virtual Agent / Now Assist", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow Virtual Agent / Now Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest when HR service is already run on ServiceNow."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Workday AI agents / Illuminate", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday AI agents / Illuminate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for governed workflows inside Workday HCM, not a broad external assistant."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|SAP SuccessFactors / Joule agents", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors / Joule agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for organizations already standardized on SAP."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Oracle AI Agent Studio / Fusion HCM AI agents", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle AI Agent Studio / Fusion HCM AI agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most useful when HR processes already sit inside Oracle."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Microsoft Copilot Studio", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Microsoft Copilot Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very flexible, but more platform than purpose-built HR product."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Paradox Olivia", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox Olivia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for recruiting automation:** Paradox Olivia."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Eightfold AI", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for talent intelligence/internal mobility:** Eightfold AI."}, {"id": "mai-20260917-1752-baseline|c173-l3|challenger-small|Phenom", "prompt": "c173-l3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Broader talent platform, especially strong in recruiting and mobility."}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Workday AI (Illuminate Agents & Sana)", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday AI (Illuminate Agents & Sana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises already running on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|ServiceNow HRSD (HR Service Delivery)", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow HRSD (HR Service Delivery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when you want one platform handling both IT and HR service tickets"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Moveworks", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want one AI for IT + HR → ServiceNow HRSD, Aisera, or Moveworks (now part of ServiceNow)"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Oracle Fusion HCM AI Agents", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Fusion HCM AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Oracle-centric enterprises seeking hire-to-retire coverage"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|IBM watsonx Orchestrate", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "IBM watsonx Orchestrate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you operate a complex, multi-HRIS environment → IBM watsonx Orchestrate or Leena AI offer vendor-neutral orchestration"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|SAP SuccessFactors (AI Assistants/Agents)", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors (AI Assistants/Agents)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SAP-centric enterprises"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Leena AI", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "IBM watsonx Orchestrate or Leena AI offer vendor-neutral orchestration"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Aisera", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Aisera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Can be more complex to set up and has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Workativ", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Often cited as a strong alternative to Leena AI with a 4.7/5 G2 rating"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Rippling", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're mid-market and want unified HR/IT/Finance → Rippling is the frontrunner"}, {"id": "mai-20260917-1752-baseline|c173-l3|deepseek-small|Humand", "prompt": "c173-l3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you have frontline/deskless workers → Humand is the standout"}, {"id": "mai-20260917-1752-baseline|c173-l3|google-small|Workday Illuminate", "prompt": "c173-l3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Workday Illuminate or SAP Joule** if your organization is heavily consolidated into a single ERP ecosystem."}, {"id": "mai-20260917-1752-baseline|c173-l3|google-small|Paradox", "prompt": "c173-l3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Paradox or Phenom** if your organization faces high-volume hourly hiring"}, {"id": "mai-20260917-1752-baseline|c173-l3|google-small|SAP SuccessFactors Joule", "prompt": "c173-l3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors Joule", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Workday Illuminate or SAP Joule** if your organization is heavily consolidated into a single ERP ecosystem."}, {"id": "mai-20260917-1752-baseline|c173-l3|google-small|ServiceNow Now Assist for HRSD", "prompt": "c173-l3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow Now Assist for HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ServiceNow Now Assist** if you have a massive, complex internal global shared services unit."}, {"id": "mai-20260917-1752-baseline|c173-l3|google-small|Moveworks", "prompt": "c173-l3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Moveworks** if you want to deflect support tickets from your HR team"}, {"id": "mai-20260917-1752-baseline|c173-l3|google-small|Phenom", "prompt": "c173-l3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Paradox or Phenom** if your organization faces high-volume hourly hiring"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Moveworks", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade HR AI assistants include Moveworks, Coworker AI, Phenom, SAP SuccessFactors..."}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Coworker AI", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Coworker AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Moveworks, Coworker AI, Phenom"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Phenom", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Coworker AI, Phenom, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|SAP SuccessFactors", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Phenom, SAP SuccessFactors, GoodTime"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|GoodTime", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP SuccessFactors, GoodTime, Rippling"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Rippling", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GoodTime, Rippling, Workday Illuminate"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Workday Illuminate", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling, Workday Illuminate, Lattice"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Lattice", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday Illuminate, Lattice, Macorva"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Macorva", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Macorva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lattice, Macorva, Visier"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Visier", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Macorva, Visier, ChartHop"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|ChartHop", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Visier, ChartHop, and Leena AI"}, {"id": "mai-20260917-1752-baseline|c173-l3|meta-small|Leena AI", "prompt": "c173-l3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ChartHop, and Leena AI"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Leena AI", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Leena AI**\n- **Best for:** Mid-to-large enterprises wanting a dedicated HR assistant"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Espressive Barista", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Espressive Barista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Large enterprises with complex policy environments"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Moveworks", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large organizations wanting cross-departmental support (HR + IT + Finance)"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Paradox (Olivia)", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** High-volume recruitment and candidate engagement"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Workativ", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations needing workflow automation for PTO, benefits, payroll"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|ServiceNow HRSD", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ServiceNow HRSD** – Full HR service delivery for existing ServiceNow shops"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|MeBeBot", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**MeBeBot** – Mid-market to enterprise (HR + IT + Ops), 93% accuracy out of the box"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Humand", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Humand** – AI-first HR platform for desk and deskless workers"}, {"id": "mai-20260917-1752-baseline|c173-l3|minimax-small|Rippling", "prompt": "c173-l3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Rippling** – Unified HR + IT + Finance with AI agent"}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Leena AI", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Leena AI**\n- **Best for:** Enterprise multilingual HR support with deep HRIS integrations."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Paradox (Olivia)", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** High-volume recruitment and candidate engagement automation."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Moveworks", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agentic AI that can take action across multiple enterprise systems, not just HR."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|IBM Watsonx Orchestrate", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "IBM Watsonx Orchestrate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in enterprise orchestration and integration with large-scale data environments."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Oracle Fusion Agentic Applications", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Fusion Agentic Applications", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for organizations already using Oracle, providing seamless workflow integration."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Espressive Barista", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Espressive Barista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on how employees actually ask questions, improving accuracy and user experience."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|SeekOut", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specialized for talent acquisition and diversity hiring."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Workday AI Agents", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native integration with Workday, ideal for existing Workday customers."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Druid AI", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Druid AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focus on self-service and reducing HR ticket volume."}, {"id": "mai-20260917-1752-baseline|c173-l3|mistral-small|Humand", "prompt": "c173-l3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Unique focus on deskless and frontline workers, not just office-based staff."}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|Workday Illuminate / Agent-Ready Tools", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate / Agent-Ready Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large global enterprises (1,000+ employees) already in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|SAP SuccessFactors with Joule", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors with Joule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "$1.50–$3.00 PEPM additional uplift for Joule HCM bundle—explicit AI cost that competitors don't charge"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|Oracle Cloud HCM AI / Fusion Agentic Applications", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Cloud HCM AI / Fusion Agentic Applications", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most aggressive AI-inclusive pricing strategy—600+ autonomous AI agents at no additional cost"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|UKG Pro with Bryte AI", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "UKG Pro with Bryte AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Frontline workforce focus? UKG Pro with Bryte AI"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|Moveworks", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need cross-system automation? Moveworks for reasoning-driven orchestration"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|Leena AI", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want fastest deployment with broad integrations? Leena AI"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|ServiceNow HR Service Delivery", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Large enterprises already using ServiceNow platform"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|MeBeBot", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Budget-conscious mid-market? MeBeBot for quick ROI"}, {"id": "mai-20260917-1752-baseline|c173-l3|moonshot-small|Darwinbox", "prompt": "c173-l3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: APAC-headquartered enterprises"}, {"id": "mai-20260917-1752-baseline|c173-l3|openai-small|SAP Joule", "prompt": "c173-l3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP Joule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The main ones are **SAP Joule**, **Oracle Fusion AI / agentic HR applications**, and **Workday Illuminate**."}, {"id": "mai-20260917-1752-baseline|c173-l3|openai-small|Oracle Fusion AI / agentic HR applications", "prompt": "c173-l3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Fusion AI / agentic HR applications", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle = most clearly **agentic**, with many HR-specific assistants that can execute actions."}, {"id": "mai-20260917-1752-baseline|c173-l3|openai-small|Workday Illuminate", "prompt": "c173-l3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday Illuminate = **enterprise AI platform** with HR agents optimized for Workday context"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Moveworks", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cross-functional employee support (HR + IT/Finance) ... Broadest orchestration but IT-heavy; long setup (months); high cost for pure HR."}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Leena AI", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "employee queries → Leena/Moveworks"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Paradox (Olivia)", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recruiting volume → Paradox/Phenom"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Workday AI (Illuminate/Beam)", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday AI (Illuminate/Beam)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "full HCM → Workday"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Eightfold AI", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Skills-based talent intelligence ... expensive for non-recruiting ($100K+)"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Phenom", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "End-to-end talent experience ... Broader lifecycle than Eightfold; strong UX"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|ServiceNow Now Assist for HR", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow Now Assist for HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HR service delivery in ITSM stack ... best if using ServiceNow already"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|Oracle", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HCM-embedded (Workday/Oracle/SAP Joule for analytics/planning)"}, {"id": "mai-20260917-1752-baseline|c173-l3|xai-small|SAP Joule", "prompt": "c173-l3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP Joule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HCM-embedded (Workday/Oracle/SAP Joule for analytics/planning)"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Leena AI", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Built from day one for HR**; pre‑built \"AI colleagues\" live in 45 days"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Moveworks (now part of ServiceNow)", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks (now part of ServiceNow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Agentic AI for IT‑helpdesk that expanded into HR"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|IBM watsonx Orchestrate", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "IBM watsonx Orchestrate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise‑grade agentic AI orchestrator (HR agents + other functions)"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Workativ", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No‑code AI HR/IT chatbot with agentic RAG"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Workday Illuminate", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive, slow implementation; AI only as good as master HR data"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|SAP SuccessFactors Joule", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors Joule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Generative AI copilot within SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Oracle Fusion AI Agents", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Fusion AI Agents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Agentic AI across Oracle Cloud HCM suite"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Microsoft Viva Insights", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Microsoft Viva Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Productivity & wellbeing within Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Workhuman", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Social recognition, performance, wellbeing"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Culture Amp", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Employee engagement, pulse surveys, 1:1s"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Paradox Olivia", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox Olivia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Conversational AI for high‑volume recruiting"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Greenhouse AI", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Greenhouse AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Structured hiring with AI assist"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Eightfold Talent Intelligence", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold Talent Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Skills‑based talent matching at massive scale"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|HireVue", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Video‑interview AI & candidate scoring"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|ServiceNow Virtual Agent", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow Virtual Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Unified IT & HR service delivery"}, {"id": "mai-20260917-1752-baseline|c173-l3|zai-small|Visier", "prompt": "c173-l3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Expensive (six‑figures annually); requires clean HR data"}, {"id": "mai-20260917-1752-baseline|c173-l4|alibaba-small|Kinfolk", "prompt": "c173-l4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kinfolk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Max Budget Certainty** | **Kinfolk** | One flat annual fee; **unlimited** usage/conversations; no hidden token costs."}, {"id": "mai-20260917-1752-baseline|c173-l4|alibaba-small|IBM watsonx Orchestrate", "prompt": "c173-l4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "IBM watsonx Orchestrate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flat fee** ($6k+/yr); does not scale up with thousands of users."}, {"id": "mai-20260917-1752-baseline|c173-l4|alibaba-small|Workativ", "prompt": "c173-l4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Session-based**; you only pay for actual interactions"}, {"id": "mai-20260917-1752-baseline|c173-l4|alibaba-small|CoWorker.ai / Slalom Connect", "prompt": "c173-l4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "CoWorker.ai / Slalom Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often priced at a standard **$30/user/month** flat rate. While this is a per-seat model, it is fully transparent and predictable."}, {"id": "mai-20260917-1752-baseline|c173-l4|alibaba-small|Microsoft Copilot", "prompt": "c173-l4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Standard Enterprise** | **Microsoft Copilot** | **$30/user/mo**; highly predictable if you mandate adoption"}, {"id": "mai-20260917-1752-baseline|c173-l4|anthropic-small|Workday Assistant", "prompt": "c173-l4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For Workday-based organizations: Workday Assistant provides native access to core HR data while simplifying daily activities and inherits your existing role-based permissions"}, {"id": "mai-20260917-1752-baseline|c173-l4|anthropic-small|Microsoft Copilot inside Viva", "prompt": "c173-l4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft Copilot inside Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the right pick for any organization already deep in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c173-l4|anthropic-small|Moveworks", "prompt": "c173-l4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is custom, typically starting at $100K+/year for enterprise deployments"}, {"id": "mai-20260917-1752-baseline|c173-l4|anthropic-small|ChatGPT Enterprise", "prompt": "c173-l4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "remains the strongest general-purpose assistant for HR teams... This offers more predictable per-user pricing"}, {"id": "mai-20260917-1752-baseline|c173-l4|anthropic-small|Coworker AI", "prompt": "c173-l4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Coworker AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coworker AI offers $29.99/user/month pricing, which provides clear, scalable economics for large deployments"}, {"id": "mai-20260917-1752-baseline|c173-l4|challenger-small|Workativ", "prompt": "c173-l4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **Workativ**"}, {"id": "mai-20260917-1752-baseline|c173-l4|challenger-small|CustomGPT.ai", "prompt": "c173-l4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "CustomGPT.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CustomGPT.ai** \\u2014 best if the main use case is answering HR policy, benefits, and onboarding questions"}, {"id": "mai-20260917-1752-baseline|c173-l4|challenger-small|Moveworks", "prompt": "c173-l4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong for large enterprises ... but enterprise pricing is typically custom"}, {"id": "mai-20260917-1752-baseline|c173-l4|challenger-small|Leena AI", "prompt": "c173-l4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally quote-based and can be expensive at scale"}, {"id": "mai-20260917-1752-baseline|c173-l4|challenger-small|ServiceNow", "prompt": "c173-l4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally quote-based and can be expensive at scale"}, {"id": "mai-20260917-1752-baseline|c173-l4|challenger-small|Workday", "prompt": "c173-l4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally quote-based and can be expensive at scale"}, {"id": "mai-20260917-1752-baseline|c173-l4|deepseek-small|Leena AI (Universal Assistant)", "prompt": "c173-l4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI (Universal Assistant)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leena AI's Universal Assistant** is the best fit because it offers a **flat, per-employee, unlimited, never-metered license**"}, {"id": "mai-20260917-1752-baseline|c173-l4|deepseek-small|Microsoft 365 Copilot (Enterprise)", "prompt": "c173-l4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft 365 Copilot (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: **Microsoft 365 Copilot (Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c173-l4|deepseek-small|Workday Illuminate", "prompt": "c173-l4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday Illuminate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "capable and flat-ish, but expensive, slow to implement, and overkill unless you're already deep in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c173-l4|google-small|Microsoft Copilot Studio", "prompt": "c173-l4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft Copilot Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "consumption-based (e.g., pay-per-token or pay-per-query, like Microsoft Copilot Studio's credit system)"}, {"id": "mai-20260917-1752-baseline|c173-l4|google-small|Leena AI", "prompt": "c173-l4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for HR-Centric Lifecycle & Flat Licensing"}, {"id": "mai-20260917-1752-baseline|c173-l4|google-small|MeBeBot", "prompt": "c173-l4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rapid Deployment & Highly Transparent PEPM Tiers"}, {"id": "mai-20260917-1752-baseline|c173-l4|google-small|Moveworks", "prompt": "c173-l4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an industry leader in enterprise-wide automation"}, {"id": "mai-20260917-1752-baseline|c173-l4|google-small|Workday AI", "prompt": "c173-l4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative: Native HCM Assistants (Workday AI / SAP Joule)"}, {"id": "mai-20260917-1752-baseline|c173-l4|google-small|SAP Joule", "prompt": "c173-l4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "SAP Joule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "leverage their native AI copilots (such as Workday AI or SAP's Joule)"}, {"id": "mai-20260917-1752-baseline|c173-l4|meta-small|MeBeBot One", "prompt": "c173-l4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "MeBeBot One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI assistant for HR teams ... is MeBeBot One, which uses published PEPM pricing starting at $1.50/employee/month."}, {"id": "mai-20260917-1752-baseline|c173-l4|meta-small|Moveworks", "prompt": "c173-l4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also a capable option, but it is designed for large enterprises with 1,000+ employees and has a high cost and implementation commitment"}, {"id": "mai-20260917-1752-baseline|c173-l4|meta-small|Leena AI", "prompt": "c173-l4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Leena AI, which offers pre-built \"AI colleagues\" that auto-resolve routine HR tickets"}, {"id": "mai-20260917-1752-baseline|c173-l4|meta-small|Workativ", "prompt": "c173-l4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workativ, which charges by automated session rather than per employee"}, {"id": "mai-20260917-1752-baseline|c173-l4|minimax-small|MeBeBot", "prompt": "c173-l4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Choice for Predictable Costs: **MeBeBot**"}, {"id": "mai-20260917-1752-baseline|c173-l4|minimax-small|Kinfolk", "prompt": "c173-l4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kinfolk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Predictable but pricing not publicly published"}, {"id": "mai-20260917-1752-baseline|c173-l4|minimax-small|Workday", "prompt": "c173-l4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive but includes full HRIS functionality"}, {"id": "mai-20260917-1752-baseline|c173-l4|minimax-small|IBM watsonx Orchestrate", "prompt": "c173-l4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "IBM watsonx Orchestrate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Very predictable but limited HR-specific features"}, {"id": "mai-20260917-1752-baseline|c173-l4|mistral-small|Workativ HR AI Agent", "prompt": "c173-l4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ HR AI Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI assistant for HR teams is **Workativ HR AI Agent**"}, {"id": "mai-20260917-1752-baseline|c173-l4|mistral-small|Workday Illuminate", "prompt": "c173-l4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday Illuminate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically use per-employee or custom quote pricing, which can be less predictable for large-scale deployments"}, {"id": "mai-20260917-1752-baseline|c173-l4|mistral-small|Leena AI", "prompt": "c173-l4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically use per-employee or custom quote pricing, which can be less predictable for large-scale deployments"}, {"id": "mai-20260917-1752-baseline|c173-l4|mistral-small|Visier", "prompt": "c173-l4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically use per-employee or custom quote pricing, which can be less predictable for large-scale deployments"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|UKG Pro with Bryte AI", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "UKG Pro with Bryte AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. UKG Pro with Bryte AI (Best for Predictable Per-Employee Pricing)"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Workday Illuminate", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday Illuminate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "both offer true per-employee pricing you can budget for"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Microsoft Copilot for Microsoft 365", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft Copilot for Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If augmenting existing HRIS: Microsoft Copilot — lowest friction, fixed per-user cost"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Leena AI", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Predictable TCO ... Custom quotes only; $150/employee/year floor"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Moveworks", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "~$130K/year median; now part of ServiceNow; complex enterprise negotiations"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Paradox/Olivia", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Paradox/Olivia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Volume-based pricing; no public rates"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Guru", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Guru", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise switches to usage-based billing"}, {"id": "mai-20260917-1752-baseline|c173-l4|moonshot-small|Workativ", "prompt": "c173-l4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider Workativ (session-based pricing, 50–several thousand employees)"}, {"id": "mai-20260917-1752-baseline|c173-l4|openai-small|ServiceNow Now Assist for HR / HR Service Delivery", "prompt": "c173-l4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ServiceNow Now Assist for HR / HR Service Delivery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable total cost at scale for HR:** **ServiceNow Now Assist for HR**"}, {"id": "mai-20260917-1752-baseline|c173-l4|openai-small|Microsoft 365 Copilot", "prompt": "c173-l4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft 365 Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest general-purpose alternative is **Microsoft 365 Copilot**, but its published pricing is **$30 per user/month paid yearly**"}, {"id": "mai-20260917-1752-baseline|c173-l4|openai-small|Gemini for Google Workspace / Gemini Enterprise", "prompt": "c173-l4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gemini for Google Workspace / Gemini Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is also a plausible option, but ... you typically **contact sales** ... less straightforward for total-cost predictability"}, {"id": "mai-20260917-1752-baseline|c173-l4|xai-small|Microsoft 365 Copilot", "prompt": "c173-l4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft 365 Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft 365 Copilot stands out as the best AI assistant for HR teams in large companies needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c173-l4|xai-small|ServiceNow Now Assist for HR", "prompt": "c173-l4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ServiceNow Now Assist for HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For pure HR service desks, ServiceNow edges out if you're invested there."}, {"id": "mai-20260917-1752-baseline|c173-l4|xai-small|Workday Illuminate/Agents", "prompt": "c173-l4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday Illuminate/Agents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unpredictable as usage grows; enterprise custom"}, {"id": "mai-20260917-1752-baseline|c173-l4|xai-small|Rippling AI", "prompt": "c173-l4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Rippling AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-employee (costs rise with headcount, not users); better for mid-market"}, {"id": "mai-20260917-1752-baseline|c173-l4|zai-small|IBM watsonx Orchestrate", "prompt": "c173-l4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "IBM watsonx Orchestrate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is **IBM watsonx Orchestrate**"}, {"id": "mai-20260917-1752-baseline|c173-l4|zai-small|Microsoft 365 Copilot", "prompt": "c173-l4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft 365 Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner Up: Microsoft 365 Copilot"}, {"id": "mai-20260917-1752-baseline|c173-l4|zai-small|Google Gemini Enterprise", "prompt": "c173-l4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Google Gemini Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Runner Up: Google Gemini Enterprise"}, {"id": "mai-20260917-1752-baseline|c173-l4|zai-small|Leena AI", "prompt": "c173-l4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should avoid tools like **Leena AI** or **Workativ** for this specific need"}, {"id": "mai-20260917-1752-baseline|c173-l4|zai-small|Workativ", "prompt": "c173-l4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should avoid tools like **Leena AI** or **Workativ** for this specific need"}, {"id": "mai-20260917-1752-baseline|c173-l5|meta-small|Vikk AI Business Premium", "prompt": "c173-l5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Vikk AI Business Premium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some AI assistants that may meet your requirements include:\n\n1. Vikk AI Business Premium"}, {"id": "mai-20260917-1752-baseline|c173-l5|meta-small|ChatFlow", "prompt": "c173-l5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "ChatFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. ChatFlow"}, {"id": "mai-20260917-1752-baseline|c173-l5|meta-small|CustomGPT.ai", "prompt": "c173-l5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "CustomGPT.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. CustomGPT.ai"}, {"id": "mai-20260917-1752-baseline|c173-l5|meta-small|greytHR NAVOS", "prompt": "c173-l5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "greytHR NAVOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. greytHR NAVOS"}, {"id": "mai-20260917-1752-baseline|c173-l5|openai-small|OpenAI", "prompt": "c173-l5", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "OpenAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you're evaluating OpenAI specifically\nOpenAI says business data is not used to train models by default, offers SSO/SCIM and admin controls, has SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline|c173-l5|xai-small|Coworker AI", "prompt": "c173-l5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Coworker AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coworker AI | HR-focused, 50+ integrations (Slack/Workday), no training on data | Enterprise memory from company data"}, {"id": "mai-20260917-1752-baseline|c173-l5|xai-small|Avante", "prompt": "c173-l5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Avante", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avante | Benefits intel, HIPAA/GDPR, SSO | Fortune 2000 refs"}, {"id": "mai-20260917-1752-baseline|c173-l5|xai-small|Space HR", "prompt": "c173-l5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Space HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Space HR | HR chatbot, Workday/SAP sync, multi-lang | Private cloud option"}, {"id": "mai-20260917-1752-baseline|c173-l5|xai-small|CustomGPT.ai", "prompt": "c173-l5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "CustomGPT.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CustomGPT.ai | Flexible, full compliance stack | Vendor comparison leader"}, {"id": "mai-20260917-1752-baseline|c173-l5|xai-small|IBM Watson", "prompt": "c173-l5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "IBM Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others (e.g., IBM Watson, Noon for recruiting) | Broader AI, but check HR depth"}, {"id": "mai-20260917-1752-baseline|c173-l5|xai-small|Noon", "prompt": "c173-l5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Noon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others (e.g., IBM Watson, Noon for recruiting) | Broader AI, but check HR depth"}, {"id": "mai-20260917-1752-baseline|c173-l6|alibaba-small|Workday", "prompt": "c173-l6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most major HR tech platforms (like Workday, SAP SuccessFactors, and Oracle) are investing heavily in responsible AI"}, {"id": "mai-20260917-1752-baseline|c173-l6|alibaba-small|SAP SuccessFactors", "prompt": "c173-l6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most major HR tech platforms (like Workday, SAP SuccessFactors, and Oracle) are investing heavily in responsible AI"}, {"id": "mai-20260917-1752-baseline|c173-l6|alibaba-small|Oracle", "prompt": "c173-l6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most major HR tech platforms (like Workday, SAP SuccessFactors, and Oracle) are investing heavily in responsible AI"}, {"id": "mai-20260917-1752-baseline|c173-l6|alibaba-small|Amazon’s scrapped internal AI recruiting tool", "prompt": "c173-l6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon’s scrapped internal AI recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The most infamous example is Amazon’s scrapped internal AI recruiting tool, which learned to penalize resumes containing the word \"women’s\""}, {"id": "mai-20260917-1752-baseline|c173-l6|anthropic-small|Amazon's AI recruitment tool", "prompt": "c173-l6", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon's AI recruitment tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Amazon's AI recruitment tool discriminated against applicants on the basis of gender because of the data it trained on"}, {"id": "mai-20260917-1752-baseline|c173-l6|challenger-small|Ask BambooHR", "prompt": "c173-l6", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Ask BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ask BambooHR is described as useful only if BambooHR is your HRIS"}, {"id": "mai-20260917-1752-baseline|c173-l6|challenger-small|Paradox", "prompt": "c173-l6", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Recruiting-only assistants like Paradox are not full HR assistants"}, {"id": "mai-20260917-1752-baseline|c173-l6|challenger-small|EVA.ai", "prompt": "c173-l6", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "EVA.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "EVA.ai is described as \"heavy\" and \"slow\" for fast-answer use cases"}, {"id": "mai-20260917-1752-baseline|c173-l6|challenger-small|Microsoft Copilot", "prompt": "c173-l6", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "cautions against enterprise-wide tools like Microsoft Copilot when they are not tuned for HR-specific use cases"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|Workday AI Agents", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday AI Agents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: Workday is the target of the landmark Mobley v. Workday class action."}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|HireVue", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid AI video-interview tools that score candidates based on voice tone, speech patterns, or body language."}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|Eightfold AI", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A proposed class action alleges Eightfold scraped data on over one billion workers"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|ChatGPT", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid letting your HR teams use consumer-grade AI chatbots (like the free version of ChatGPT, Gemini, or Claude) for HR-sensitive tasks."}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|Gemini", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid letting your HR teams use consumer-grade AI chatbots (like the free version of ChatGPT, Gemini, or Claude)"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|Claude", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid letting your HR teams use consumer-grade AI chatbots (like the free version of ChatGPT, Gemini, or Claude)"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|Oracle", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "prioritize AI assistants that are built into robust HCM platforms (Oracle, Workday, SAP) with native governance"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|SAP", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "built into robust HCM platforms (Oracle, Workday, SAP) with native governance"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|IBM watsonx Orchestrate", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "IBM watsonx Orchestrate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "orchestrate across systems with clear role-based permissions (e.g., IBM watsonx Orchestrate, Moveworks for enterprise service delivery)"}, {"id": "mai-20260917-1752-baseline|c173-l6|deepseek-small|Moveworks", "prompt": "c173-l6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "e.g., IBM watsonx Orchestrate, Moveworks for enterprise service delivery"}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Workday", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Workday is the target of a major, ongoing class-action lawsuit (*Mobley v. Workday*)... The Verdict: Do not buy \"black-box\" recruiting assistants."}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Eightfold AI", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sued in a proposed class action alleging that its candidate-scoring platform unlawfully compiled sensitive personal data on over a billion workers without consent"}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|HireVue", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "famously faced immense regulatory and public backlash over its facial analysis features... Avoid tools that claim to evaluate \"personality,\" \"honesty,\" or \"emotion\" via video"}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|ChatGPT", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Explicitly block employee access to public consumer AI models for corporate work."}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Claude", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Explicitly block employee access to public consumer AI models for corporate work."}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Gemini", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Explicitly block employee access to public consumer AI models for corporate work."}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Otter.ai", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enforce a strict corporate policy banning AI notetakers during internal HR investigations"}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Read.ai", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Read.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enforce a strict corporate policy banning AI notetakers during internal HR investigations"}, {"id": "mai-20260917-1752-baseline|c173-l6|google-small|Zoom's AI Companion", "prompt": "c173-l6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Zoom's AI Companion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enforce a strict corporate policy banning AI notetakers during internal HR investigations"}, {"id": "mai-20260917-1752-baseline|c173-l6|minimax-small|Amazon AI recruiting tool", "prompt": "c173-l6", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon AI recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Amazon scrapped its AI recruiting tool in 2018 after it learned to systematically discriminate against women candidates"}, {"id": "mai-20260917-1752-baseline|c173-l6|minimax-small|Workday", "prompt": "c173-l6", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday faces a landmark federal discrimination lawsuit over AI screening tools that allegedly discriminated against applicants based on disability, race, age, and gender"}, {"id": "mai-20260917-1752-baseline|c173-l6|moonshot-small|Workday (AI Screening Features)", "prompt": "c173-l6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday (AI Screening Features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "exercise extreme caution with its AI-driven candidate screening and filtering modules"}, {"id": "mai-20260917-1752-baseline|c173-l6|moonshot-small|HireVue", "prompt": "c173-l6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "HireVue has faced multiple regulatory complaints over its use of **facial expression analysis and \"affect recognition\"** AI"}, {"id": "mai-20260917-1752-baseline|c173-l6|moonshot-small|Aon Consulting Assessment Tools", "prompt": "c173-l6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Aon Consulting Assessment Tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the ACLU filed complaints with both the **EEOC and FTC** targeting three Aon AI hiring tools"}, {"id": "mai-20260917-1752-baseline|c173-l6|moonshot-small|Amazon's infamous scrapped internal tool", "prompt": "c173-l6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon's infamous scrapped internal tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Like Amazon's infamous scrapped internal tool (which taught itself to penalize resumes containing \"women's\")"}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|Eightfold AI", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Caution Tools Due to Ongoing Litigation: Eightfold AI ... secrecy and data practices raise enterprise privacy/compliance risks."}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|Workday", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple lawsuits (e.g., Mobley v. Workday, 2023-2026) claim its tools discriminate by race, age, disability, and gender"}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|HireVue", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Faced 2021 FTC investigation and bias complaints for disadvantaging non-traditional candidates."}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|Amazon's scrapped 2018 tool", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon's scrapped 2018 tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historical cases like Amazon's scrapped 2018 tool (penalized women's resumes)"}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|IBM", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "IBM's alleged AI blocking older applicants (e.g., Swanson v. IBM, 2026)"}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|ChatGPT", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"shadow AI\" (unauthorized tools like ChatGPT) risks dominate"}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|Rippling", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer Alternatives: Reviews highlight Rippling, Leapsome, or Humand for strong ratings/integration, but vet all."}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|Leapsome", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Reviews highlight Rippling, Leapsome, or Humand for strong ratings/integration"}, {"id": "mai-20260917-1752-baseline|c173-l6|xai-small|Humand", "prompt": "c173-l6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Reviews highlight Rippling, Leapsome, or Humand for strong ratings/integration"}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|HireVue", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**One‑way video interview platforms** (e.g., HireVue, ...) that auto‑score candidates ... Decisions are opaque"}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|Amazon’s internal recruiting engine", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon’s internal recruiting engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Amazon scrapped a secret AI recruiting tool in 2018 because it penalized resumes from women for technical roles."}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|ChatGPT", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**ChatGPT, Claude, Gemini, Copilot (and other consumer‑grade LLMs)** used by employees for 1:1 coaching ... avoid"}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|Claude", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Generic consumer AI assistants** (ChatGPT, Claude, etc.) used for employee coaching or HR support without enterprise governance."}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|Gemini", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**ChatGPT, Claude, Gemini, Copilot (and other consumer‑grade LLMs)** used by employees for 1:1 coaching"}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|Copilot", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**ChatGPT, Claude, Gemini, Copilot (and other consumer‑grade LLMs)** used by employees for 1:1 coaching"}, {"id": "mai-20260917-1752-baseline|c173-l6|zai-small|Workday (AI‑powered applicant screening tools)", "prompt": "c173-l6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday (AI‑powered applicant screening tools)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Vendors with documented bias issues or pending discrimination lawsuits** (e.g., Workday AI screening tools in the Mobley case)."}, {"id": "mai-20260917-1752-baseline|c173-m1|alibaba-small|HiBob", "prompt": "c173-m1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Around AI Assistant: **HiBob** ... frequently cited as the top pick for mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|alibaba-small|Workday", "prompt": "c173-m1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It bridges the gap between complex Enterprise solutions (like Workday) and simple small-business tools."}, {"id": "mai-20260917-1752-baseline|c173-m1|alibaba-small|Greenhouse", "prompt": "c173-m1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Hiring & Recruiting: **Greenhouse**"}, {"id": "mai-20260917-1752-baseline|c173-m1|alibaba-small|BambooHR", "prompt": "c173-m1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Policy Q&A: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-m1|alibaba-small|Lattice", "prompt": "c173-m1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Management & Development: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|Rippling", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rippling, Paycom, and BambooHR serve tech-forward, mid-market, and growing teams"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|Paycom", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rippling, Paycom, and BambooHR serve tech-forward, mid-market, and growing teams"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|BambooHR", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rippling, Paycom, and BambooHR serve tech-forward, mid-market, and growing teams"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|Moveworks", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Moveworks leads for mid-market organizations and plugs into Workday, ServiceNow, and Slack"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|Leena AI", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leena AI is the right pick for organizations on Microsoft Teams or Google Workspace that want a faster setup"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|Leapsome", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leapsome is a strong fit for mid-size to enterprise HR teams looking for a unified platform"}, {"id": "mai-20260917-1752-baseline|c173-m1|anthropic-small|Paycor", "prompt": "c173-m1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Paycor is a strong fit for mid-sized organizations with dedicated HR teams that need workforce analytics"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|Moveworks", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **AI assistant for HR teams** is usually **Moveworks**"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|Leena AI", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leena AI** and **Workativ** are the strongest mid-market employee-support alternatives"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|Workativ", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for mid-market HR and IT automation, especially in Slack/Teams-native environments"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|ChatGPT Enterprise", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ChatGPT Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good if you need a private workspace, but it is not HR-specific"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|Lattice", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Lattice** if your HR team mainly needs **performance and engagement support**"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|HiBob", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly recommended for broader HRIS use cases in mid-market companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|Rippling", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "commonly recommended for broader HRIS use cases in mid-market companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|challenger-small|BambooHR", "prompt": "c173-m1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "commonly recommended for broader HRIS use cases in mid-market companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|HiBob (Bob)", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HiBob** is the standout recommendation"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|Lattice", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If performance management is the priority, choose **Lattice**"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|Leena AI", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leena AI** is the best-performing dedicated assistant"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|Rippling", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI across the whole stack if you want one system for everything"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|Paradox", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best-in-class for high-volume screening, scheduling, and offers"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|BambooHR", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already have an HRIS (like BambooHR, Workday, or a payroll system)"}, {"id": "mai-20260917-1752-baseline|c173-m1|deepseek-small|Workday", "prompt": "c173-m1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you already have an HRIS (like BambooHR, Workday, or a payroll system)"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|ServiceNow", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you cannot afford the complex, months-long rollouts of massive enterprise platforms (like ServiceNow or Moveworks)"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|Moveworks", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise giants like Moveworks are built for Fortune 500 budgets"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|Workativ", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Workativ (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|MeBeBot", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MeBeBot (Best for Quick Setup & Low Maintenance)"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|Leena AI", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leena AI (Best for Deep HR Service Delivery)"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|Rippling", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling is the gold standard HRIS for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|BambooHR / Bamboo AI", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR / Bamboo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BambooHR is the most popular mid-market HRIS"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|Juicebox.ai / PeopleGPT", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Juicebox.ai / PeopleGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Candidate Sourcing"}, {"id": "mai-20260917-1752-baseline|c173-m1|google-small|Paradox / Olivia", "prompt": "c173-m1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox / Olivia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Olivia, is the industry leader for conversational scheduling and candidate screening"}, {"id": "mai-20260917-1752-baseline|c173-m1|meta-small|Lattice", "prompt": "c173-m1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice - Best for mid-market teams focused on continuous feedback, goal alignment, and performance management."}, {"id": "mai-20260917-1752-baseline|c173-m1|meta-small|HiBob", "prompt": "c173-m1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HiBob - Best for scaling mid-size companies that need clear visibility into attrition risks and core HR operations."}, {"id": "mai-20260917-1752-baseline|c173-m1|meta-small|Paycor", "prompt": "c173-m1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor - Best for mid-market teams leading with data-driven retention and compensation equity."}, {"id": "mai-20260917-1752-baseline|c173-m1|meta-small|Windmill", "prompt": "c173-m1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Windmill - Best for full-lifecycle coverage in a single assistant"}, {"id": "mai-20260917-1752-baseline|c173-m1|meta-small|Leena AI", "prompt": "c173-m1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leena AI - Best for suite-neutral employee support, covering employee self-service across HR, IT, and finance."}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|HiBob", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob and Lattice appear to be particularly well-suited for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|Lattice", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HiBob and Lattice appear to be particularly well-suited for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|Monday.com AI Agents", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Monday.com AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Recruiting workflow automation"}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|HelpJet", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HelpJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Practical, affordable HR support"}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|Moveworks", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to enterprise solutions like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|Workday Assistant", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to enterprise solutions like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-m1|minimax-small|Paycor", "prompt": "c173-m1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Data-driven retention and compensation"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|Leena AI", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leena AI** or **Workativ** are the most recommended for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|Workativ", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Leena AI** or **Workativ** are the most recommended for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|Moveworks", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost-effective compared to enterprise solutions like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|Workday Assistant", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday Assistant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cost-effective compared to enterprise solutions like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|Lattice", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for mid-market teams focused on continuous feedback, goal alignment, and performance management"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|HiBob", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for scaling mid-size companies needing visibility into attrition risks"}, {"id": "mai-20260917-1752-baseline|c173-m1|mistral-small|Paycor", "prompt": "c173-m1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Suited for mid-market teams that want data-driven retention and compensation equity"}, {"id": "mai-20260917-1752-baseline|c173-m1|moonshot-small|MeBeBot", "prompt": "c173-m1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B HR teams, **MeBeBot** offers the best combination of mid-market pricing, speed to value, and out-of-the-box accuracy"}, {"id": "mai-20260917-1752-baseline|c173-m1|moonshot-small|Lattice", "prompt": "c173-m1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is more focused on talent development than helpdesk queries, **Lattice** is the stronger choice."}, {"id": "mai-20260917-1752-baseline|c173-m1|moonshot-small|Moveworks", "prompt": "c173-m1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** It is more expensive (median contract around **$130,000/year**)"}, {"id": "mai-20260917-1752-baseline|c173-m1|moonshot-small|Paradox (Olivia)", "prompt": "c173-m1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Recruiting & Onboarding: **Paradox (Olivia)**"}, {"id": "mai-20260917-1752-baseline|c173-m1|moonshot-small|Leena AI", "prompt": "c173-m1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It leans more enterprise-focused with custom pricing and weeks-long deployment"}, {"id": "mai-20260917-1752-baseline|c173-m1|openai-small|BambooHR with Bamboo AI / Ask BambooHR", "prompt": "c173-m1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR with Bamboo AI / Ask BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: **BambooHR with Bamboo AI / Ask BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-m1|openai-small|Workday", "prompt": "c173-m1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong enterprise/mid-market alternative: **Workday**"}, {"id": "mai-20260917-1752-baseline|c173-m1|openai-small|Paylocity", "prompt": "c173-m1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Paylocity / Rippling / HiBob** — worth considering if your priority is a broader HR suite with AI features"}, {"id": "mai-20260917-1752-baseline|c173-m1|openai-small|Rippling", "prompt": "c173-m1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if your priority is a broader HR suite with AI features, though the exact “assistant” depth varies"}, {"id": "mai-20260917-1752-baseline|c173-m1|openai-small|HiBob", "prompt": "c173-m1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights Rippling, HiBob HRIS, and BambooHR among the strongest core HR platforms"}, {"id": "mai-20260917-1752-baseline|c173-m1|xai-small|Rippling", "prompt": "c173-m1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (Highest Overall Ratings: 4.8-4.9/5 on G2/Capterra... G2's top mid-market core HR pick."}, {"id": "mai-20260917-1752-baseline|c173-m1|xai-small|BambooHR", "prompt": "c173-m1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "User-friendly HRIS for 50-500 employees, with AI Q&A... Affordable and intuitive"}, {"id": "mai-20260917-1752-baseline|c173-m1|xai-small|Lattice", "prompt": "c173-m1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in people management for tech/knowledge B2B teams—performance reviews, engagement, goals."}, {"id": "mai-20260917-1752-baseline|c173-m1|xai-small|ADP Workforce Now", "prompt": "c173-m1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ADP Workforce Now (G2 mid-market winner, AI compliance/onboarding; enterprise-leaning)"}, {"id": "mai-20260917-1752-baseline|c173-m1|xai-small|Humand", "prompt": "c173-m1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Humand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Humand (AI-first for mixed workforces, 4.9/5 but newer)"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Lattice", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is widely regarded as the best AI‑driven HR assistant for mid‑market B2B teams."}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Workativ", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best employee‑facing agentic assistant:** **Workativ** (top overall HR AI agent)"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Leena AI", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leena AI** (multilingual, deep integrations)"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|BambooHR", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best full‑stack HRIS with AI:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Humand", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid‑market companies with mixed workforces (desk + deskless)."}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Rippling", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Heavier on IT automation; may be overkill if you just need HR/People tools."}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Gusto", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best AI‑Enhanced HR for Small–Mid‑Market"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Greenhouse AI", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Greenhouse AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For mid‑market B2B, Greenhouse AI is often the sweet spot for structured, quality‑focused hiring."}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Paradox (Olivia)", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Conversational AI, SMS/chat screening, interview scheduling | High‑volume recruiting"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Eightfold Talent Intelligence", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Eightfold Talent Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Skills‑based talent matching at scale | Large‑scale talent acquisition"}, {"id": "mai-20260917-1752-baseline|c173-m1|zai-small|Fetcher", "prompt": "c173-m1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Passive candidate sourcing + personalized outreach"}, {"id": "mai-20260917-1752-baseline|c173-m2|alibaba-small|Workativ Assistant", "prompt": "c173-m2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Workativ Assistant**"}, {"id": "mai-20260917-1752-baseline|c173-m2|alibaba-small|Capacity", "prompt": "c173-m2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Capacity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Handles HR + IT + Facilities; highly customizable workflows; strong analytics"}, {"id": "mai-20260917-1752-baseline|c173-m2|alibaba-small|Talla", "prompt": "c173-m2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Talla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specializes in turning HR docs into conversational answers; excellent Slack/Teams integration"}, {"id": "mai-20260917-1752-baseline|c173-m2|alibaba-small|WotNot", "prompt": "c173-m2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "WotNot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at $29/month; flexible builder; good if HRIS integration isn't a must-have yet"}, {"id": "mai-20260917-1752-baseline|c173-m2|alibaba-small|Paradox (Olivia)", "prompt": "c173-m2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Industry leader for candidate screening & scheduling; less ideal for internal HR FAQs"}, {"id": "mai-20260917-1752-baseline|c173-m2|alibaba-small|Simular Pro", "prompt": "c173-m2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Simular Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid Right Now ... **not optimized for HR**"}, {"id": "mai-20260917-1752-baseline|c173-m2|anthropic-small|MeBeBot", "prompt": "c173-m2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MeBeBot** stands out as the top recommendation for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c173-m2|anthropic-small|Leena AI", "prompt": "c173-m2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leena AI** is another solid choice if you need more advanced capabilities."}, {"id": "mai-20260917-1752-baseline|c173-m2|anthropic-small|BambooHR", "prompt": "c173-m2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** works well if you're already using their HR platform."}, {"id": "mai-20260917-1752-baseline|c173-m2|challenger-small|Workativ", "prompt": "c173-m2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workativ** if your main goal is **employee HR support and internal workflow automation**"}, {"id": "mai-20260917-1752-baseline|c173-m2|challenger-small|Leena AI", "prompt": "c173-m2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need a more **enterprise-style employee self-service** platform"}, {"id": "mai-20260917-1752-baseline|c173-m2|challenger-small|MeBeBot", "prompt": "c173-m2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical choice for mid-sized teams that want quick deployment"}, {"id": "mai-20260917-1752-baseline|c173-m2|challenger-small|CustomGPT.ai", "prompt": "c173-m2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "CustomGPT.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your priority is a chatbot grounded in **trusted internal documents**"}, {"id": "mai-20260917-1752-baseline|c173-m2|deepseek-small|MeBeBot", "prompt": "c173-m2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: MeBeBot ... is the strongest all-around choice"}, {"id": "mai-20260917-1752-baseline|c173-m2|deepseek-small|Ask BambooHR", "prompt": "c173-m2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Ask BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Ask BambooHR** (if you already use or plan to use BambooHR as your HRIS)"}, {"id": "mai-20260917-1752-baseline|c173-m2|deepseek-small|Workativ Assistant", "prompt": "c173-m2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workativ** is worth a serious look"}, {"id": "mai-20260917-1752-baseline|c173-m2|deepseek-small|MyHRSVP / Leena AI", "prompt": "c173-m2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MyHRSVP / Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deeper HR lifecycle management and analytics | Custom"}, {"id": "mai-20260917-1752-baseline|c173-m2|deepseek-small|Capacity", "prompt": "c173-m2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Capacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-department internal support (HR + IT + facilities)"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|ServiceNow", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It shouldn't require a massive enterprise IT department to deploy (like ServiceNow or Workday Assistant)"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|Workday Assistant", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workday Assistant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It shouldn't require a massive enterprise IT department to deploy (like ServiceNow or Workday Assistant)"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|Leena AI", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Mid-Market: **Leena AI**"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|Workativ", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget & Fast Setup: **Workativ**"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|Risotto", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High Ticket Resolution in Slack: **Risotto**"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|BambooHR (\"Ask BambooHR\")", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR (\"Ask BambooHR\")", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "they have layered conversational AI directly into their platform to answer employee policy and PTO questions"}, {"id": "mai-20260917-1752-baseline|c173-m2|google-small|HiBob / Rippling", "prompt": "c173-m2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "HiBob / Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Both platforms feature native, lightweight AI capabilities to help employees search directories, policies, and benefits"}, {"id": "mai-20260917-1752-baseline|c173-m2|meta-small|WotNot", "prompt": "c173-m2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "WotNot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WotNot - Offers an affordable, no-code chatbot for employee FAQs, candidate screening, and onboarding across multiple channels."}, {"id": "mai-20260917-1752-baseline|c173-m2|meta-small|Workativ", "prompt": "c173-m2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workativ - Provides a range of HR chatbots for SMBs to automate employee support."}, {"id": "mai-20260917-1752-baseline|c173-m2|meta-small|ChatBot", "prompt": "c173-m2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ChatBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ChatBot - Provides a list of top HR chatbots with examples and use cases."}, {"id": "mai-20260917-1752-baseline|c173-m2|minimax-small|Leena AI", "prompt": "c173-m2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Leena AI** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c173-m2|minimax-small|Chatling", "prompt": "c173-m2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Chatling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "requesting demos from Leena AI and Chatling (since Chatling has a free tier you can test)"}, {"id": "mai-20260917-1752-baseline|c173-m2|minimax-small|Workativ", "prompt": "c173-m2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workflow automation for PTO, benefits, payroll"}, {"id": "mai-20260917-1752-baseline|c173-m2|minimax-small|peopleHum Phia", "prompt": "c173-m2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "peopleHum Phia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employee experience & HR helpdesk"}, {"id": "mai-20260917-1752-baseline|c173-m2|minimax-small|Moveworks", "prompt": "c173-m2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong ITSM use cases (if you need IT + HR) | Enterprise-only"}, {"id": "mai-20260917-1752-baseline|c173-m2|mistral-small|Workativ Assistant", "prompt": "c173-m2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workativ Assistant** and **Capacity** are the most highly rated and scalable options"}, {"id": "mai-20260917-1752-baseline|c173-m2|mistral-small|Capacity", "prompt": "c173-m2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Capacity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workativ Assistant** and **Capacity** are the most highly rated and scalable options"}, {"id": "mai-20260917-1752-baseline|c173-m2|mistral-small|WotNot", "prompt": "c173-m2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "WotNot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WotNot** is a good budget-friendly alternative if you want to start small."}, {"id": "mai-20260917-1752-baseline|c173-m2|moonshot-small|MeBeBot", "prompt": "c173-m2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MeBeBot** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c173-m2|moonshot-small|Workativ", "prompt": "c173-m2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workativ** – Best for Workflow Automation"}, {"id": "mai-20260917-1752-baseline|c173-m2|moonshot-small|Intercom Fin", "prompt": "c173-m2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Intercom Fin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Already Use Intercom"}, {"id": "mai-20260917-1752-baseline|c173-m2|moonshot-small|Moveworks", "prompt": "c173-m2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-focused with six-figure annual contracts; overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c173-m2|moonshot-small|Leena AI", "prompt": "c173-m2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Custom enterprise pricing, typically requires 500+ employees; better for large enterprises"}, {"id": "mai-20260917-1752-baseline|c173-m2|moonshot-small|ServiceNow", "prompt": "c173-m2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Heavy implementation (4–12 months), requires 3–5 IT admins; excessive for mid-market needs"}, {"id": "mai-20260917-1752-baseline|c173-m2|openai-small|Microsoft’s HR policy/self-service agent approach", "prompt": "c173-m2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Microsoft’s HR policy/self-service agent approach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most mid-sized B2B firms:** **Microsoft-based HR chatbot**"}, {"id": "mai-20260917-1752-baseline|c173-m2|openai-small|Workday HR Service Agent", "prompt": "c173-m2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workday HR Service Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday HR Service Agent** is a solid pick, especially if Workday is already your system of record"}, {"id": "mai-20260917-1752-baseline|c173-m2|openai-small|ServiceNow AI Agents / Employee Service", "prompt": "c173-m2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow AI Agents / Employee Service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviews note it can be more complex and expensive than more specialized HR-first tools"}, {"id": "mai-20260917-1752-baseline|c173-m2|xai-small|MeBeBot", "prompt": "c173-m2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend MeBeBot as the top HR chatbot for handling employee questions"}, {"id": "mai-20260917-1752-baseline|c173-m2|xai-small|Paradox/Olivia", "prompt": "c173-m2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Paradox/Olivia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "without recruiting focus (unlike Paradox/Olivia)"}, {"id": "mai-20260917-1752-baseline|c173-m2|xai-small|Workativ Assistant", "prompt": "c173-m2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternatives ... Workativ Assistant | You want no-code workflows"}, {"id": "mai-20260917-1752-baseline|c173-m2|xai-small|Leena AI", "prompt": "c173-m2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deeper HRIS integrations (Workday/SAP) and analytics ... but pricier setup"}, {"id": "mai-20260917-1752-baseline|c173-m2|zai-small|Workativ Assistant", "prompt": "c173-m2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workativ Assistant** for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c173-m2|zai-small|Talla", "prompt": "c173-m2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Talla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Talla** might be better if: Your primary need is knowledge management"}, {"id": "mai-20260917-1752-baseline|c173-m2|zai-small|HiOperator", "prompt": "c173-m2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "HiOperator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiOperator** could work if: You prefer a hybrid AI + human support model"}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Leena AI", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Large enterprises needing multilingual support and high-volume automation."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Humand", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Humand is mobile-first and built from the ground up for frontline workers."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Rippling", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling’s AI is embedded directly into workflow automation."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|HiBob (Bob)", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bob’s AI Assistant focuses on generating insights from data."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Paradox", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Its AI agent, \"Olivia,\" acts as a virtual recruiter."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Kona", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Kona", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Manager coaching and performance management."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Lattice", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most (Lattice, Leena) target knowledge workers."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Workday Joule", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Joule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose Leena AI or Workday Joule."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Eightfold", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For recruiting automation: Choose Paradox or Eightfold."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|15Five", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Choose Kona, Lattice, or 15Five."}, {"id": "mai-20260917-1752-baseline|c173-m3|alibaba-small|Deputy", "prompt": "c173-m3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For deskless/workforce management: Choose Humand or Deputy."}, {"id": "mai-20260917-1752-baseline|c173-m3|anthropic-small|Sana", "prompt": "c173-m3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sana combines a conversational AI assistant with a learning platform"}, {"id": "mai-20260917-1752-baseline|c173-m3|anthropic-small|Leena AI", "prompt": "c173-m3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leena AI is an AI-powered HR virtual assistant that handles employee queries around the clock"}, {"id": "mai-20260917-1752-baseline|c173-m3|anthropic-small|Moveworks", "prompt": "c173-m3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Advanced agentic enterprise AI assistants like Moveworks use sophisticated large language models"}, {"id": "mai-20260917-1752-baseline|c173-m3|anthropic-small|Wisq Harper", "prompt": "c173-m3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Wisq Harper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Harper is powered by a proprietary Human Resources Language Model"}, {"id": "mai-20260917-1752-baseline|c173-m3|anthropic-small|Teamflect", "prompt": "c173-m3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Teamflect Agent takes action by generating OKRs from strategy inputs"}, {"id": "mai-20260917-1752-baseline|c173-m3|anthropic-small|Paylocity", "prompt": "c173-m3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paylocity's retention risk feature surfaces at-risk employees"}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Leena AI", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best overall HR assistant for employee support**, **Leena AI** is the most consistently positioned option across the sources."}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Moveworks", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong when HR support is part of a broader employee-service layer, not just HR."}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|ServiceNow HR Service Delivery", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already standardized on ServiceNow’s enterprise workflow stack."}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Paradox Olivia", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox Olivia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want the **best recruiting assistant**, **Paradox Olivia** is the clearest specialist."}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Eightfold AI", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses more on **talent intelligence** than conversational employee support."}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Lattice AI", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lattice** or **Windmill** are the strongest fits depending on whether you want a broader people platform"}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Windmill", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stands out as a **single assistant** covering the performance lifecycle."}, {"id": "mai-20260917-1752-baseline|c173-m3|challenger-small|Workday Illuminate", "prompt": "c173-m3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Illuminate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when you want AI embedded in the core HR system rather than a separate tool."}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Leena AI", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leena AI** and **Moveworks** lead the *enterprise helpdesk/agentic* category — Leena is HR-first and independent"}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Moveworks", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Leena AI** and **Moveworks** lead the *enterprise helpdesk/agentic* category"}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Workday", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday** and **SAP** lead if you want AI inside the HRIS you already run."}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|SAP SuccessFactors", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A connected network of specialized agents inside the full HR suite"}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Lattice", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice/Leapsome** are best for performance/engagement-focused teams."}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Leapsome", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lattice/Leapsome** are best for performance/engagement-focused teams."}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Rippling", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling/Darwinbox** lead when you need one agent spanning HR, IT, and finance."}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Darwinbox", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling/Darwinbox** lead when you need one agent spanning HR, IT, and finance."}, {"id": "mai-20260917-1752-baseline|c173-m3|deepseek-small|Windmill", "prompt": "c173-m3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Windmill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A single, unified Slack-native agent covering the full performance and feedback lifecycle"}, {"id": "mai-20260917-1752-baseline|c173-m3|google-small|Moveworks", "prompt": "c173-m3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Moveworks** (for heavy, complex integrations)... Unmatched enterprise-grade security and actionability."}, {"id": "mai-20260917-1752-baseline|c173-m3|google-small|Leena AI", "prompt": "c173-m3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leena AI** (for faster, pre-built HR scenarios)"}, {"id": "mai-20260917-1752-baseline|c173-m3|google-small|Paradox (Olivia)", "prompt": "c173-m3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are struggling to hire at scale:** Choose **Paradox**"}, {"id": "mai-20260917-1752-baseline|c173-m3|google-small|Eightfold AI", "prompt": "c173-m3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Eightfold AI** to analyze skills data."}, {"id": "mai-20260917-1752-baseline|c173-m3|google-small|Humand (Sammy AI)", "prompt": "c173-m3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand (Sammy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your workers don't have corporate laptops:** Choose **Humand**"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Teamspective", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Teamspective", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top HR AI assistants include Teamspective, Workativ, Humand, Lattice, Leapsome, Leena AI, Moveworks, Workday, ServiceNow, IBM, Aisera, Glean, Espressive, and SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Workativ", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top HR AI assistants include Teamspective, Workativ, Humand, Lattice, Leapsome..."}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Humand", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Teamspective, Workativ, Humand, Lattice"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Lattice", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Humand, Lattice, Leapsome, Leena AI"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Leapsome", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice, Leapsome, Leena AI, Moveworks"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Leena AI", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leapsome, Leena AI, Moveworks, Workday"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Moveworks", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leena AI, Moveworks, Workday, ServiceNow"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Workday", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Moveworks, Workday, ServiceNow, IBM"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|ServiceNow", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workday, ServiceNow, IBM, Aisera"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|IBM", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ServiceNow, IBM, Aisera, Glean"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Aisera", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Aisera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "IBM, Aisera, Glean, Espressive"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Glean", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Glean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Aisera, Glean, Espressive, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|Espressive", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Espressive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Glean, Espressive, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c173-m3|meta-small|SAP SuccessFactors", "prompt": "c173-m3", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Espressive, and SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c173-m3|minimax-small|Wonderchat", "prompt": "c173-m3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Wonderchat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Wonderchat**\n- Best for: Building secure, custom AI assistants from internal HR knowledge bases"}, {"id": "mai-20260917-1752-baseline|c173-m3|minimax-small|Paradox (Olivia)", "prompt": "c173-m3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-volume recruitment and candidate engagement"}, {"id": "mai-20260917-1752-baseline|c173-m3|minimax-small|Humand", "prompt": "c173-m3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Only AI-first HR platform built for both desk and deskless workers"}, {"id": "mai-20260917-1752-baseline|c173-m3|minimax-small|Lattice", "prompt": "c173-m3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market people management"}, {"id": "mai-20260917-1752-baseline|c173-m3|minimax-small|Leena AI", "prompt": "c173-m3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprise multilingual HR support"}, {"id": "mai-20260917-1752-baseline|c173-m3|minimax-small|SeekOut", "prompt": "c173-m3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Enterprise talent sourcing and diversity initiatives"}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Paradox (Olivia)", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: High-volume recruitment and candidate engagement automation."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Lattice", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Performance management and employee engagement."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Leena AI", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leena AI is best for multilingual, global enterprises."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Humand", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Humand stands out for supporting both desk and deskless workers"}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|SeekOut", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Enterprise-level talent sourcing and diversity initiatives."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Textio", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Textio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Writing inclusive and effective job descriptions and performance feedback."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|IBM Watsonx Orchestrate", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "IBM Watsonx Orchestrate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Automating complex HR workflows and processes."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Peoplebox.ai (Nova)", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Peoplebox.ai (Nova)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Unified AI hiring and performance management."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Monday Agents", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Monday Agents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Full recruiting workflow automation."}, {"id": "mai-20260917-1752-baseline|c173-m3|mistral-small|Wonderchat", "prompt": "c173-m3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Wonderchat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Building secure, custom AI assistants for internal HR knowledge bases."}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Rippling", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "comprehensive HR automation (Rippling/Workday)"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|HiBob", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**HiBob** | Mid-sized companies focused on engagement"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Workday", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comprehensive HR automation (Rippling/Workday)"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Leena AI", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "employee support automation (Moveworks/Leena AI)"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Moveworks", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "employee support automation (Moveworks/Leena AI)"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|MeBeBot", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "quick deployment (MeBeBot)"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Espressive Barista", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Espressive Barista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consumer-style self-service | High accuracy post-tuning"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Paradox (Olivia)", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "recruiting efficiency (Paradox)"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Phenom", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Recruiting automation → Paradox Olivia, Phenom"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Eightfold AI", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise talent intelligence | Skills-graph AI covering 1B+ talent profiles"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Amber by inFeedo", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Amber by inFeedo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Employee engagement & retention"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Humanly.io", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humanly.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Candidate screening | Automates screening conversations"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Humand", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Deskless workforce → Humand"}, {"id": "mai-20260917-1752-baseline|c173-m3|moonshot-small|Lattice", "prompt": "c173-m3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Performance management | AI review writing"}, {"id": "mai-20260917-1752-baseline|c173-m3|openai-small|Workday Sana", "prompt": "c173-m3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Sana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for broader enterprise automation:** Workday Sana."}, {"id": "mai-20260917-1752-baseline|c173-m3|openai-small|Dayforce AI Assistant / Dayforce AI Agents", "prompt": "c173-m3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Dayforce AI Assistant / Dayforce AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Dayforce customers:** **Dayforce AI Assistant + Agents**."}, {"id": "mai-20260917-1752-baseline|c173-m3|openai-small|UKG Bryte", "prompt": "c173-m3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "UKG Bryte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for frontline-heavy teams:** **UKG Bryte**."}, {"id": "mai-20260917-1752-baseline|c173-m3|openai-small|SAP Joule for HR", "prompt": "c173-m3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SAP Joule for HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I didn’t pull official SAP sources in this pass, so I’d want to verify exact current HR capabilities before using it in a shortlist."}, {"id": "mai-20260917-1752-baseline|c173-m3|openai-small|Oracle Digital Assistant / Oracle AI for HCM", "prompt": "c173-m3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Oracle Digital Assistant / Oracle AI for HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Like SAP, I’d verify current feature details before making a buying recommendation."}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Paradox (Olivia)", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on pain points—e.g., recruiting volume (Paradox)"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Leena AI", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "global teams (Leena)"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Moveworks", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agentic AI for IT/HR ticket resolution and workflows"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Humand (Sammy AI)", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand (Sammy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mobile-first for deskless and desk workers"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Lattice", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Performance management with AI insights"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Rippling AI", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "unified ops (Rippling)"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|SeekOut", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like SeekOut (talent sourcing)... appear often but are more specialized."}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Textio", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Textio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Textio (inclusive writing)... more specialized"}, {"id": "mai-20260917-1752-baseline|c173-m3|xai-small|Workday's integrated agents", "prompt": "c173-m3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday's integrated agents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workday's integrated agents (post-Paradox acquisition) appear often but are more specialized"}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|Moveworks", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to stop spending 80% of your time answering repetitive questions: Choose **Leena AI** or **Moveworks**."}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|Leena AI", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Leena AI** or **Moveworks**."}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|Paradox (Olivia)", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are hiring thousands of people and need to speed up your funnel: Choose **Paradox (Olivia)**."}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|Deel AI", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Deel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a global company needing visa/compliance help: Choose **Deel AI**."}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|Humand", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a mix of office and warehouse staff: Choose **Humand**."}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|Lattice", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-market companies focused on performance management and employee engagement."}, {"id": "mai-20260917-1752-baseline|c173-m3|zai-small|ChatGPT (Business/Enterprise)", "prompt": "c173-m3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ChatGPT (Business/Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lacks the security, audit trails, and data integration of the tools listed above"}, {"id": "mai-20260917-1752-baseline|c173-m4|alibaba-small|Orimon AI", "prompt": "c173-m4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Orimon AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick:** **Orimon AI**"}, {"id": "mai-20260917-1752-baseline|c173-m4|alibaba-small|Leena AI", "prompt": "c173-m4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner Up:** **Leena AI**"}, {"id": "mai-20260917-1752-baseline|c173-m4|alibaba-small|Effy", "prompt": "c173-m4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top Pick:** **Effy** (by Peoplebox)"}, {"id": "mai-20260917-1752-baseline|c173-m4|alibaba-small|ChatGPT (Plus)", "prompt": "c173-m4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT (Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Top Pick:** **ChatGPT (Plus) or Claude**"}, {"id": "mai-20260917-1752-baseline|c173-m4|alibaba-small|Claude", "prompt": "c173-m4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Top Pick:** **ChatGPT (Plus) or Claude**"}, {"id": "mai-20260917-1752-baseline|c173-m4|anthropic-small|Gusto with \"Gus\" Assistant", "prompt": "c173-m4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto with \"Gus\" Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** or **PeopleHR** are particularly well-suited because they provide comprehensive HR functions with built-in AI assistance at affordable, transparent pricing"}, {"id": "mai-20260917-1752-baseline|c173-m4|anthropic-small|PeopleHR", "prompt": "c173-m4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "PeopleHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** or **PeopleHR** are particularly well-suited"}, {"id": "mai-20260917-1752-baseline|c173-m4|anthropic-small|Google Gemini", "prompt": "c173-m4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Google Gemini", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Gemini offers a free tier with any Google account and a Pro tier at $20/month, best for teams already in Google Workspace"}, {"id": "mai-20260917-1752-baseline|c173-m4|anthropic-small|Textio", "prompt": "c173-m4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Textio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Textio is a free JD analyzer that scores job descriptions for bias and inclusivity"}, {"id": "mai-20260917-1752-baseline|c173-m4|anthropic-small|Zoho People", "prompt": "c173-m4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho People offers a free tier for up to 5 users with tiered plans that start very low per user, making it accessible to budget-conscious teams"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|ChatGPT", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI assistant for an HR team is usually **ChatGPT or Claude for drafting and internal support tasks**"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|Claude", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "usually **ChatGPT or Claude for drafting and internal support tasks**"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|HRStak", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "HRStak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HRStak** is the best budget-friendly dedicated HR AI assistant in the results because it uses a flat price"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|Gusto", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gusto** is the safest all-around pick for SMBs"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|Effy", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Effy** or **Bonusly** if your budget is very tight and you mainly need lightweight HR functions"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|Bonusly", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if your budget is very tight and you mainly need lightweight HR functions like feedback or recognition"}, {"id": "mai-20260917-1752-baseline|c173-m4|challenger-small|BambooHR", "prompt": "c173-m4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BambooHR + ChatGPT Business** if you want a practical budget-first stack ... though this is more of a *combination* than a single assistant"}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Gusto (Gus AI)", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto (Gus AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for small businesses... If that's payroll/compliance, choose Gusto."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Playroll Orbit (HR-GPT)", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit (HR-GPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free forever for basic queries (pro starts at $19/mo). Excellent for global compliance and payroll checks."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|HelpJet", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "HelpJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If it's answering repetitive employee policy questions, choose HelpJet."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Moveworks", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small/mid teams that can't justify enterprise tools like Moveworks"}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Leena AI", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid HR chatbot for employee support; has affordable tiers"}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Manatal", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low-cost AI ATS from $15/user/month"}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Zoho Recruit", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Has a genuinely free tier for recruiting."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|InterviewFlowAI", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "InterviewFlowAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Screening at ~$0.99/interview"}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Bonusly", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Peer recognition with AI analytics, from $2/seat/month."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Leapsome", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI pulse surveys tied to performance, $3–7/employee/month."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Knowlix", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Knowlix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "One platform with AI from $24.90/seat/month."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|ChatGPT", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "A general-purpose writing assistant (ChatGPT or Claude) — The cheapest and most flexible option."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Claude", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "A general-purpose writing assistant (ChatGPT or Claude) — The cheapest and most flexible option."}, {"id": "mai-20260917-1752-baseline|c173-m4|deepseek-small|Kvistly", "prompt": "c173-m4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kvistly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Many free tiers (Playroll, Zoho Recruit, Kvistly) give you 70–80% of the value"}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|Google NotebookLM", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Google NotebookLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is a massive \"secret weapon\" for budget-conscious HR teams."}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|ChatGPT", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "standard generative AI is unmatched in ROI"}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|Claude", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "standard generative AI is unmatched in ROI"}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|AI HR Pilot", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "AI HR Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI HR Pilot (Starts at $99/month): Specifically built for mid-sized teams (50–500 employees)"}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|Workativ", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workativ is a great bridge between IT and HR... The free tier includes up to 100 workflow executions per month"}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|Risotto", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed specifically for Slack, Risotto reads your existing company documents"}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|PeopleHR", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "PeopleHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Widely recognized as one of the best budget-friendly HRIS platforms for small and mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c173-m4|google-small|BambooHR", "prompt": "c173-m4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "their native AI assistant, \"Ask BambooHR,\" allows employees to ask questions directly via desktop, mobile, or Slack"}, {"id": "mai-20260917-1752-baseline|c173-m4|meta-small|Effy", "prompt": "c173-m4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Effy (free tier)"}, {"id": "mai-20260917-1752-baseline|c173-m4|meta-small|Bonusly", "prompt": "c173-m4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Bonusly (from $2/seat)"}, {"id": "mai-20260917-1752-baseline|c173-m4|meta-small|360Learning", "prompt": "c173-m4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. 360Learning (from $8/user)"}, {"id": "mai-20260917-1752-baseline|c173-m4|meta-small|Leena AI", "prompt": "c173-m4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Leena AI (free tier)"}, {"id": "mai-20260917-1752-baseline|c173-m4|meta-small|Heroic Knowledge Base (Heroic AI Assistant)", "prompt": "c173-m4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Heroic Knowledge Base (Heroic AI Assistant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Policy Q&A on a Budget"}, {"id": "mai-20260917-1752-baseline|c173-m4|minimax-small|Effy", "prompt": "c173-m4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Effy** - Offers a free tier, making it great for very limited budgets"}, {"id": "mai-20260917-1752-baseline|c173-m4|minimax-small|Bonusly", "prompt": "c173-m4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Starts at around $2/seat/month, very affordable for small teams"}, {"id": "mai-20260917-1752-baseline|c173-m4|minimax-small|360Learning", "prompt": "c173-m4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at around $8/user/month, offers learning management features"}, {"id": "mai-20260917-1752-baseline|c173-m4|minimax-small|ChatGPT", "prompt": "c173-m4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Free version) - Can be used for generating job descriptions, policy templates, emails, and employee recognition ideas at no cost"}, {"id": "mai-20260917-1752-baseline|c173-m4|minimax-small|Leena AI", "prompt": "c173-m4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Starts at around $67/year (though AI features require higher plans)"}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|Effy", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Effy** (free tier available) and **Bonusly** (from $2/seat/month) are excellent for small teams and startups."}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|Bonusly", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bonusly** (from $2/seat/month) are excellent for small teams and startups."}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|360Learning", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** (from $8/user/month) is another affordable option, especially for learning and development."}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|Gusto", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gusto** is highlighted as the best AI-enhanced HR platform for small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|Playroll Orbit", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For very small teams or startups, **Playroll Orbit** and **Kvistly** both offer free plans"}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|Kvistly", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kvistly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Playroll Orbit** and **Kvistly** both offer free plans"}, {"id": "mai-20260917-1752-baseline|c173-m4|mistral-small|Leena.ai", "prompt": "c173-m4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Leena.ai** has a free tier as well"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|ChatGPT (Free Tier)", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most limited budgets:** Start with **ChatGPT (free)** for content creation"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|Leena AI", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** HR chatbot and employee support"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|MeBeBot", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Employee support for small companies (20-200 employees)"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|Kvistly", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kvistly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "and **Kvistly (free tier)** for employee engagement, then upgrade as your needs grow"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|DianaHR", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "DianaHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** All-in-one SMB HR management"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|Gusto", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto (AI-enhanced) or Factorial | ~$6-12/user/month"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|Factorial", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto (AI-enhanced) or Factorial | ~$6-12/user/month"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|BambooHR", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leena AI (free tier) + BambooHR | $0-19/user/month"}, {"id": "mai-20260917-1752-baseline|c173-m4|moonshot-small|Claude", "prompt": "c173-m4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ChatGPT/Claude can handle policy writing, job descriptions, and screening questions at no cost"}, {"id": "mai-20260917-1752-baseline|c173-m4|openai-small|AskTheChamp for HR", "prompt": "c173-m4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "AskTheChamp for HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AskTheChamp for HR** if you want a simple standalone HR knowledge assistant"}, {"id": "mai-20260917-1752-baseline|c173-m4|openai-small|Microsoft Copilot Studio / Teams-based HR agent", "prompt": "c173-m4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft Copilot Studio / Teams-based HR agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**A Teams/Microsoft-based HR assistant** if you already use Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c173-m4|openai-small|Ask BambooHR", "prompt": "c173-m4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Ask BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already on BambooHR:** use **Ask BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-m4|openai-small|Workday", "prompt": "c173-m4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would generally avoid starting with a full HR suite add-on like **Workday**"}, {"id": "mai-20260917-1752-baseline|c173-m4|openai-small|Dynamics 365 Human Resources", "prompt": "c173-m4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Dynamics 365 Human Resources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid starting with a full HR suite add-on like ... **Dynamics 365 Human Resources**"}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|ChatGPT (free tier)", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT (free tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why ChatGPT Free Tier Stands Out as the Top Budget Pick"}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Claude", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or similar general-purpose AI like Claude or Google Gemini"}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Google Gemini", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Google Gemini", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or similar general-purpose AI like Claude or Google Gemini"}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Playroll Orbit (HR-GPT)", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit (HR-GPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top-ranked free HR AI in SMB guides... Perfect for remote/global teams."}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Effy AI", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"AI-first\" for lean teams; no card needed."}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Leena.ai", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for queries/onboarding; free tier viable for tiny teams."}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Factorial", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free elements useful, but scales with team size."}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Gusto", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best if payroll is priority—very small teams"}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Bonusly", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ultra-cheap add-on for morale."}, {"id": "mai-20260917-1752-baseline|c173-m4|xai-small|Zoho Recruit", "prompt": "c173-m4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Zoho Recruit free (for basic ATS)"}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Playroll Orbit (HR-GPT)", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit (HR-GPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall AI HR assistant for a limited budget:** **Playroll Orbit (HR‑GPT)**."}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|ChatGPT", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best writing assistant:** **ChatGPT or Claude** (free tiers)."}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Claude", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best writing assistant:** **ChatGPT or Claude** (free tiers)."}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|AeroChat", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "AeroChat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best employee chatbot:** **AeroChat** (free, HR‑focused)."}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Workativ Assistant", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "add **Workativ Assistant** (free plan available)"}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Leena.ai", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leena.ai | HR chatbot & support | 50 conversations/month | $19/user/month"}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|NavioHQ", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "NavioHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "add **NavioHQ** for free JDs and interview questions"}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Grammarly", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Grammarly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Grammarly** (free) | Polish tone and clarity in HR communications"}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Factorial", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best all‑in‑one HR platform:** **Factorial** (free tier + low cost)."}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Gusto", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Gusto** | Payroll, benefits, time tracking with AI automation"}, {"id": "mai-20260917-1752-baseline|c173-m4|zai-small|Rippling AI", "prompt": "c173-m4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Rippling AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Rippling AI** | Onboarding & people ops with AI workflows"}, {"id": "mai-20260917-1752-baseline|c173-m5|alibaba-small|Sana", "prompt": "c173-m5", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When demoing potential tools (like **Sana**, **Leena**, **Monday Agents**, or **HRTailor**)"}, {"id": "mai-20260917-1752-baseline|c173-m5|alibaba-small|Leena", "prompt": "c173-m5", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Leena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When demoing potential tools (like **Sana**, **Leena**, **Monday Agents**, or **HRTailor**)"}, {"id": "mai-20260917-1752-baseline|c173-m5|alibaba-small|Monday Agents", "prompt": "c173-m5", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Monday Agents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When demoing potential tools (like **Sana**, **Leena**, **Monday Agents**, or **HRTailor**)"}, {"id": "mai-20260917-1752-baseline|c173-m5|alibaba-small|HRTailor", "prompt": "c173-m5", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "HRTailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When demoing potential tools (like **Sana**, **Leena**, **Monday Agents**, or **HRTailor**)"}, {"id": "mai-20260917-1752-baseline|c173-m5|deepseek-small|Zendesk", "prompt": "c173-m5", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Adapted general-purpose** (Zendesk with HR templates)."}, {"id": "mai-20260917-1752-baseline|c173-m5|deepseek-small|Moveworks", "prompt": "c173-m5", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Enterprise platforms** (Moveworks, Leena AI, ServiceNow, etc.) — $50K+/yr, usually overkill"}, {"id": "mai-20260917-1752-baseline|c173-m5|deepseek-small|Leena AI", "prompt": "c173-m5", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Enterprise platforms** (Moveworks, Leena AI, ServiceNow, etc.) — $50K+/yr, usually overkill"}, {"id": "mai-20260917-1752-baseline|c173-m5|deepseek-small|ServiceNow", "prompt": "c173-m5", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Enterprise platforms** (Moveworks, Leena AI, ServiceNow, etc.) — $50K+/yr, usually overkill and often require annual contracts"}, {"id": "mai-20260917-1752-baseline|c173-m5|google-small|Moveworks", "prompt": "c173-m5", "model": "google-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you sit down with vendors (such as **Moveworks, Sana, or native AI modules in Rippling/BambooHR**), ask these four specific questions"}, {"id": "mai-20260917-1752-baseline|c173-m5|google-small|Sana", "prompt": "c173-m5", "model": "google-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors (such as **Moveworks, Sana, or native AI modules in Rippling/BambooHR**)"}, {"id": "mai-20260917-1752-baseline|c173-m5|google-small|Rippling", "prompt": "c173-m5", "model": "google-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "native AI modules in Rippling/BambooHR"}, {"id": "mai-20260917-1752-baseline|c173-m5|google-small|BambooHR", "prompt": "c173-m5", "model": "google-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "native AI modules in Rippling/BambooHR"}, {"id": "mai-20260917-1752-baseline|c173-m5|meta-small|AI HR Pilot", "prompt": "c173-m5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "AI HR Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential AI assistants to consider include:\n- AI HR Pilot"}, {"id": "mai-20260917-1752-baseline|c173-m5|meta-small|Workativ", "prompt": "c173-m5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some potential AI assistants to consider include: ... Workativ"}, {"id": "mai-20260917-1752-baseline|c173-m5|meta-small|Wonderchat", "prompt": "c173-m5", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Wonderchat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some potential AI assistants to consider include: ... Wonderchat"}, {"id": "mai-20260917-1752-baseline|c173-m5|minimax-small|Moveworks", "prompt": "c173-m5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Moveworks** – Strong for employee service (IT/HR/Finance)"}, {"id": "mai-20260917-1752-baseline|c173-m5|minimax-small|Leena AI", "prompt": "c173-m5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Leena AI** – Enterprise-grade employee experience"}, {"id": "mai-20260917-1752-baseline|c173-m5|minimax-small|Workday", "prompt": "c173-m5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday** – If you're already on Workday, their AI agents integrate deeply"}, {"id": "mai-20260917-1752-baseline|c173-m5|minimax-small|Lattice", "prompt": "c173-m5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lattice** – Strong for performance management and engagement"}, {"id": "mai-20260917-1752-baseline|c173-m5|minimax-small|Humand", "prompt": "c173-m5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Humand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Humand** – AI-first platform for desk and deskless workers"}, {"id": "mai-20260917-1752-baseline|c173-m5|xai-small|Leena AI", "prompt": "c173-m5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Leena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Filter by size fit (e.g., Leena AI, Moveworks, Omni HR, Sana Labs)"}, {"id": "mai-20260917-1752-baseline|c173-m5|xai-small|Moveworks", "prompt": "c173-m5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Filter by size fit (e.g., Leena AI, Moveworks, Omni HR, Sana Labs)"}, {"id": "mai-20260917-1752-baseline|c173-m5|xai-small|Omni HR", "prompt": "c173-m5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Omni HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Filter by size fit (e.g., Leena AI, Moveworks, Omni HR, Sana Labs)"}, {"id": "mai-20260917-1752-baseline|c173-m5|xai-small|Sana Labs", "prompt": "c173-m5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Sana Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Filter by size fit (e.g., Leena AI, Moveworks, Omni HR, Sana Labs)"}, {"id": "mai-20260917-1752-baseline|c173-m6|alibaba-small|Workday", "prompt": "c173-m6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid/caution: You are legally required to scrutinize Workday's AI screening capabilities following the landmark case *Mobley v. Workday*.  Risk Level: High."}, {"id": "mai-20260917-1752-baseline|c173-m6|alibaba-small|Eightfold AI", "prompt": "c173-m6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Eightfold is currently being sued in a class-action lawsuit filed by job applicants who claim their automated screening functions as an \"undisclosed consumer report.\""}, {"id": "mai-20260917-1752-baseline|c173-m6|alibaba-small|Amazon (Internal/Proprietary Systems)", "prompt": "c173-m6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon (Internal/Proprietary Systems)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Amazon\\u2019s history of \"alleged AI employment biases\" serves as a primary cautionary tale."}, {"id": "mai-20260917-1752-baseline|c173-m6|anthropic-small|Workday", "prompt": "c173-m6", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Workday's AI tools are the subject of the notable class action lawsuit Mobley v. Workday, where the plaintiff claims the company's AI tools automatically rejected him and other applicants"}, {"id": "mai-20260917-1752-baseline|c173-m6|anthropic-small|HiredScore AI", "prompt": "c173-m6", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HiredScore AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "expanded the case to include applicants screened by HiredScore AI, another Workday AI tool"}, {"id": "mai-20260917-1752-baseline|c173-m6|anthropic-small|Sirius XM Radio", "prompt": "c173-m6", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Sirius XM Radio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "suing Sirius XM Radio, claiming the company's AI-powered hiring tool discriminated against him based on his race"}, {"id": "mai-20260917-1752-baseline|c173-m6|anthropic-small|HireVue", "prompt": "c173-m6", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "An ACLU complaint was brought ... against HireVue, alleging that the AI interview tool was inaccessible to deaf applicants"}, {"id": "mai-20260917-1752-baseline|c173-m6|deepseek-small|Eightfold AI", "prompt": "c173-m6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Currently being sued in California in a **class action (Kistler v. Eightfold AI)** ... I wouldn't blanket-ban all these tools — Workday and Eightfold are widely used and can work responsibly."}, {"id": "mai-20260917-1752-baseline|c173-m6|deepseek-small|Workday", "prompt": "c173-m6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Embroiled in **Mobley v. Workday**, the most consequential AI hiring bias case in U.S. history."}, {"id": "mai-20260917-1752-baseline|c173-m6|deepseek-small|Amazon's (now-defunct) recruiting engine", "prompt": "c173-m6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon's (now-defunct) recruiting engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "learned to penalize women ... Amazon scrapped it in 2018, but it remains the textbook example of **training-data bias**"}, {"id": "mai-20260917-1752-baseline|c173-m6|google-small|Workday, Inc.", "prompt": "c173-m6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "plaintiffs alleged that Workday's applicant-screening tools discriminated based on race, age, and disability"}, {"id": "mai-20260917-1752-baseline|c173-m6|google-small|Eightfold AI", "prompt": "c173-m6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A class-action lawsuit filed against Eightfold AI alleged that the platform acted as an unregistered \"Consumer Reporting Agency\""}, {"id": "mai-20260917-1752-baseline|c173-m6|google-small|HireVue", "prompt": "c173-m6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HireVue, a video interview platform, historically used \"facial analysis\" to score candidates' traits... alleging the technology was deceptive and biased"}, {"id": "mai-20260917-1752-baseline|c173-m6|meta-small|Ask BambooHR", "prompt": "c173-m6", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Ask BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "an employee support tool that is only useful if BambooHR is your HRIS"}, {"id": "mai-20260917-1752-baseline|c173-m6|meta-small|Paradox", "prompt": "c173-m6", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a recruiting tool that is not an HR assistant"}, {"id": "mai-20260917-1752-baseline|c173-m6|meta-small|HONO HR Assistant", "prompt": "c173-m6", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HONO HR Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an AI assistant that is designed with guardrails to prevent it from answering sensitive or inappropriate questions"}, {"id": "mai-20260917-1752-baseline|c173-m6|minimax-small|Workday", "prompt": "c173-m6", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A federal judge recently ruled that a landmark AI hiring discrimination case against **Workday** can proceed (Mobley v. Workday).† The lawsuit alleges their AI screening tools discriminated"}, {"id": "mai-20260917-1752-baseline|c173-m6|moonshot-small|HireVue", "prompt": "c173-m6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "remains controversial due to opaque algorithms and \"black box\" scoring"}, {"id": "mai-20260917-1752-baseline|c173-m6|moonshot-small|Pymetrics (now part of Harver)", "prompt": "c173-m6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Pymetrics (now part of Harver)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A 2024 Stanford study found significant racial bias when tested properly under EEOC guidelines"}, {"id": "mai-20260917-1752-baseline|c173-m6|moonshot-small|Workday", "prompt": "c173-m6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Currently facing a major class-action lawsuit (*Mobley v. Workday*) alleging AI screening tools discriminate"}, {"id": "mai-20260917-1752-baseline|c173-m6|moonshot-small|Eightfold AI", "prompt": "c173-m6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Facing a lawsuit (*Kistler v. Eightfold AI*) alleging the company scraped data on over one billion workers"}, {"id": "mai-20260917-1752-baseline|c173-m6|xai-small|Workday", "prompt": "c173-m6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with these HR AI assistants... Ongoing class-action lawsuits (e.g., Mobley v. Workday...) allege its AI screening tools discriminate"}, {"id": "mai-20260917-1752-baseline|c173-m6|xai-small|Eightfold AI", "prompt": "c173-m6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Class-action lawsuit (Kistler et al. v. Eightfold AI, 2026) claims it acts as an undisclosed consumer reporting agency under FCRA"}, {"id": "mai-20260917-1752-baseline|c173-m6|xai-small|HireVue", "prompt": "c173-m6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Faced FTC complaints (EPIC, 2019) over biased facial analysis in video interviews... Ongoing suits and investigations for FCRA violations"}, {"id": "mai-20260917-1752-baseline|c173-m6|xai-small|Paradox (Olivia AI)", "prompt": "c173-m6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Paradox (Olivia AI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Recent 2025 data exposure incident due to poor authentication, exposing applicant data."}, {"id": "mai-20260917-1752-baseline|c173-m6|xai-small|Amazon's recruiting AI", "prompt": "c173-m6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon's recruiting AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Infamous for gender bias—downgraded women's resumes... Not current, but a cautionary example."}, {"id": "mai-20260917-1752-baseline|c173-m6|xai-small|BambooHR", "prompt": "c173-m6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like BambooHR have AI features (e.g., policy Q&A) with fewer specific scandals but general complaints on limitations/integrations."}, {"id": "mai-20260917-1752-baseline|c173-m6|zai-small|Amazon", "prompt": "c173-m6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Amazon’s 2018 AI recruiting tool **systematically discriminated against women**"}, {"id": "mai-20260917-1752-baseline|c173-m6|zai-small|Workday", "prompt": "c173-m6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Recent lawsuits (e.g., Workday AI bias case) allege discrimination based on disability, race, age, and gender"}, {"id": "mai-20260917-1752-baseline|c173-m6|zai-small|ChatGPT", "prompt": "c173-m6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "OpenAI, ChatGPT, or similar consumer tools used by HR without proper governance - **Why to avoid**: Lack of confidentiality, privacy, accuracy, and accountability safeguards"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|Gusto (with \"Gus AI\")", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto (with \"Gus AI\")", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Gusto (with \"Gus AI\")... Why it's the top pick"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|Rippling", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Workflow & Tech Integration: Rippling"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|Personio", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Process Automation: Personio"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|Workday", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use a major system like Workday or BambooHR and find the built-in AI lacking"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|BambooHR", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use a major system like Workday or BambooHR and find the built-in AI lacking"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|Tars", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Tars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you might look into an overlay bot like **Tars** or **Zendesk Sunshine Conversations**"}, {"id": "mai-20260917-1752-baseline|c173-s1|alibaba-small|Zendesk Sunshine Conversations", "prompt": "c173-s1", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Zendesk Sunshine Conversations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "an overlay bot like **Tars** or **Zendesk Sunshine Conversations**"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|BambooHR", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams: BambooHR"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Workable", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workable remains the strongest fit for small and mid-market HR teams"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Ashby", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ashby (all-in-one with strong scheduling)"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Greenhouse", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Greenhouse (structured hiring)"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Paradox (Olivia)", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Paradox (Olivia) for automated interview scheduling and candidate screening"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Moveworks", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Moveworks, Leena AI, and Microsoft Copilot inside Viva handle the heavy lifting"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Leena AI", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Moveworks, Leena AI, and Microsoft Copilot inside Viva handle the heavy lifting"}, {"id": "mai-20260917-1752-baseline|c173-s1|anthropic-small|Microsoft Copilot inside Viva", "prompt": "c173-s1", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Microsoft Copilot inside Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft Copilot inside Viva handle the heavy lifting"}, {"id": "mai-20260917-1752-baseline|c173-s1|challenger-small|Gusto", "prompt": "c173-s1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *overall* AI assistant for HR teams is usually **Gusto**"}, {"id": "mai-20260917-1752-baseline|c173-s1|challenger-small|BambooHR", "prompt": "c173-s1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the better pick if you want a dedicated SMB HRIS with AI support"}, {"id": "mai-20260917-1752-baseline|c173-s1|challenger-small|CustomGPT.ai", "prompt": "c173-s1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "CustomGPT.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if your main pain point is answering employee HR-policy and onboarding questions"}, {"id": "mai-20260917-1752-baseline|c173-s1|challenger-small|Wisq's Harper", "prompt": "c173-s1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Wisq's Harper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for HR service delivery and employee support"}, {"id": "mai-20260917-1752-baseline|c173-s1|challenger-small|Workativ", "prompt": "c173-s1", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a better fit when you want lightweight workflow automation and fast deployment"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|Gusto", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Gusto** if you don't already have a system — it's the most affordable, easiest"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|Rippling", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need HR + IT together: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|BambooHR", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "~$250/month floor for under 25 staff (so costlier at very small sizes)"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|Workativ Assistant", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workativ Assistant** — no-code, $349/month (free plan available)"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|Leena AI", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Leena AI** — strong but more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|Capacity", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Capacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Capacity** — knowledge-base chatbot"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|ChatGPT", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Start with **ChatGPT** or **Claude** for drafting policies"}, {"id": "mai-20260917-1752-baseline|c173-s1|deepseek-small|Claude", "prompt": "c173-s1", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Claude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Start with **ChatGPT** or **Claude** for drafting policies"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|Moveworks", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small B2B teams lack the budget and massive IT departments required to implement enterprise-grade HR AI (like Moveworks or ServiceNow)"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|ServiceNow", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lack the budget and massive IT departments required to implement enterprise-grade HR AI (like Moveworks or ServiceNow)"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|Workativ", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your biggest headache is **repetitive Slack/Teams questions**, go with **Workativ**."}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|WotNot", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "WotNot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Top Pick: Workativ or WotNot**"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|Rippling", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your biggest headache is **onboarding logistics, shipping laptops, and managing payroll compliance**, go with **Rippling**."}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|Slite Agent", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Slite Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick: Slite Agent or Notion AI"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|Notion AI", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Notion AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "their native AI assistants act as instant internal HR search engines"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|Claude (Anthropic)", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Claude (Anthropic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Claude is widely considered the best AI assistant for long-form, highly professional, and nuanced business writing"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|ChatGPT", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "While ChatGPT is a great generalist tool"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|tl;dv", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "tl;dv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best AI Assistant for Recruiting & Hiring \n**Top Pick: tl;dv or MeetGeek**"}, {"id": "mai-20260917-1752-baseline|c173-s1|google-small|MeetGeek", "prompt": "c173-s1", "model": "google-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "MeetGeek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Top Pick: tl;dv or MeetGeek**"}, {"id": "mai-20260917-1752-baseline|c173-s1|meta-small|Gusto", "prompt": "c173-s1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI assistant for HR teams for a small B2B company is Gusto"}, {"id": "mai-20260917-1752-baseline|c173-s1|meta-small|Windmill", "prompt": "c173-s1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Windmill, Leena AI, and Paradox"}, {"id": "mai-20260917-1752-baseline|c173-s1|meta-small|Leena AI", "prompt": "c173-s1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Windmill, Leena AI, and Paradox"}, {"id": "mai-20260917-1752-baseline|c173-s1|meta-small|Paradox", "prompt": "c173-s1", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Windmill, Leena AI, and Paradox"}, {"id": "mai-20260917-1752-baseline|c173-s1|minimax-small|Leena AI", "prompt": "c173-s1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leena AI and Windmill seem to be frequently mentioned as strong options for lean teams"}, {"id": "mai-20260917-1752-baseline|c173-s1|minimax-small|Paradox", "prompt": "c173-s1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main pain point is recruiting, Paradox specializes in screening, scheduling, and offer management."}, {"id": "mai-20260917-1752-baseline|c173-s1|minimax-small|Windmill", "prompt": "c173-s1", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Windmill", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Leena AI and Windmill seem to be frequently mentioned as strong options for lean teams"}, {"id": "mai-20260917-1752-baseline|c173-s1|mistral-small|Windmill", "prompt": "c173-s1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Windmill", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Windmill** or **Gusto** are the best choices due to their ease of use, broad HR coverage"}, {"id": "mai-20260917-1752-baseline|c173-s1|mistral-small|Gusto", "prompt": "c173-s1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Windmill** or **Gusto** are the best choices due to their ease of use, broad HR coverage, and focus on small business needs"}, {"id": "mai-20260917-1752-baseline|c173-s1|mistral-small|Leena AI", "prompt": "c173-s1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers an independent agentic platform that supports employee self-service across HR, IT, and finance"}, {"id": "mai-20260917-1752-baseline|c173-s1|mistral-small|Paradox", "prompt": "c173-s1", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If recruiting is your main challenge, **Paradox** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c173-s1|moonshot-small|Workativ Assistant", "prompt": "c173-s1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workativ Assistant** – Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline|c173-s1|moonshot-small|BambooHR", "prompt": "c173-s1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** if you need a complete HR platform"}, {"id": "mai-20260917-1752-baseline|c173-s1|moonshot-small|Gusto", "prompt": "c173-s1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** – Best for AI-enhanced payroll + HR"}, {"id": "mai-20260917-1752-baseline|c173-s1|moonshot-small|Paradox (Olivia)", "prompt": "c173-s1", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing is custom/enterprise-focused, may be less suitable for very small teams"}, {"id": "mai-20260917-1752-baseline|c173-s1|openai-small|BambooHR", "prompt": "c173-s1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're **under ~200 employees** and want **easy adoption**, start with **BambooHR**."}, {"id": "mai-20260917-1752-baseline|c173-s1|openai-small|Workday GO / Workday Self-Service Agent", "prompt": "c173-s1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workday GO / Workday Self-Service Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're a **slightly larger small/mid-size company** and want a more powerful AI assistant"}, {"id": "mai-20260917-1752-baseline|c173-s1|openai-small|Leena AI", "prompt": "c173-s1", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your main need is a **standalone HR service assistant** for employee support and ticket deflection"}, {"id": "mai-20260917-1752-baseline|c173-s1|xai-small|Gusto", "prompt": "c173-s1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto (Top Pick for Most Small B2B Teams)"}, {"id": "mai-20260917-1752-baseline|c173-s1|xai-small|BambooHR", "prompt": "c173-s1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR (Best for Core HR Management)"}, {"id": "mai-20260917-1752-baseline|c173-s1|xai-small|Workativ Assistant", "prompt": "c173-s1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pure AI Chatbot/Assistant... Affordable, no-code HR chatbots"}, {"id": "mai-20260917-1752-baseline|c173-s1|xai-small|MeBeBot", "prompt": "c173-s1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workativ Assistant or MeBeBot (Best Pure AI Chatbot/Assistant)"}, {"id": "mai-20260917-1752-baseline|c173-s1|xai-small|Rippling", "prompt": "c173-s1", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricier (~$8+/employee + modules, quote-based) and better for 50+ employees—skip if budget-tight"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Gusto", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall AI assistant for small B2B HR teams: Gusto"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Rippling", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unifies HR, payroll, device management, and app provisioning in one platform."}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Factorial / BambooHR", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Factorial / BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All‑in‑one HR platforms with AI features (performance, onboarding, policy writing)."}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Pin", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for recruiting‑heavy needs: Pin (free tier) or Workable."}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|HireVue", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Video interview screening & candidate assessment"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Workable", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for recruiting‑heavy needs: Pin (free tier) or Workable."}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Zoho Recruit", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget ATS with AI"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Manatal", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget ATS for small teams"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|ChatGPT / Claude", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "ChatGPT / Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use ChatGPT or Claude as a complementary tool to any HR platform for quick drafts and brainstorming."}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|TestGorilla", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Add TestGorilla or Textio if you want to improve hiring quality or inclusivity"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Textio Loop", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Textio Loop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for specialized tasks: TestGorilla (screening), Textio Loop (inclusive job posts)"}, {"id": "mai-20260917-1752-baseline|c173-s1|zai-small|Espressive", "prompt": "c173-s1", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "direct", "raw": "Espressive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Espressive if you need a dedicated employee‑facing chatbot"}, {"id": "mai-20260917-1752-baseline|c173-s2|alibaba-small|BambooHR", "prompt": "c173-s2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Ecosystem Fit: **BambooHR** ... BambooHR is the top recommendation for SMBs"}, {"id": "mai-20260917-1752-baseline|c173-s2|alibaba-small|MeBeBot", "prompt": "c173-s2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Affordable Standalone Solution: **MeBeBot** ... highly rated for its low barrier to entry"}, {"id": "mai-20260917-1752-baseline|c173-s2|alibaba-small|Slack or MS Teams AI Integrations", "prompt": "c173-s2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Slack or MS Teams AI Integrations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Communication-Native Teams: **Slack or MS Teams AI Integrations**"}, {"id": "mai-20260917-1752-baseline|c173-s2|alibaba-small|Gretel", "prompt": "c173-s2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Gretel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look into apps like **Gretel**, **Chatbase**"}, {"id": "mai-20260917-1752-baseline|c173-s2|alibaba-small|Chatbase", "prompt": "c173-s2", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Chatbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look into apps like **Gretel**, **Chatbase**"}, {"id": "mai-20260917-1752-baseline|c173-s2|anthropic-small|MeBeBot", "prompt": "c173-s2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **MeBeBot** for its small-business focus, quick deployment, and built-in HR knowledge base"}, {"id": "mai-20260917-1752-baseline|c173-s2|anthropic-small|ChatBot", "prompt": "c173-s2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ChatBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "no-code platforms with pre-built templates are usually the best fit, with ChatBot, MeBeBot, and Workativ all letting you launch in days"}, {"id": "mai-20260917-1752-baseline|c173-s2|anthropic-small|Workativ", "prompt": "c173-s2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "with ChatBot, MeBeBot, and Workativ all letting you launch in days rather than months"}, {"id": "mai-20260917-1752-baseline|c173-s2|anthropic-small|BambooHR", "prompt": "c173-s2", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **BambooHR's chatbot** if you're already using that platform"}, {"id": "mai-20260917-1752-baseline|c173-s2|challenger-small|MeBeBot", "prompt": "c173-s2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **MeBeBot** as the best starting point for an HR chatbot"}, {"id": "mai-20260917-1752-baseline|c173-s2|challenger-small|Workativ", "prompt": "c173-s2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a broader no-code HR automation platform with more workflow emphasis and are comfortable with a higher SMB price point"}, {"id": "mai-20260917-1752-baseline|c173-s2|challenger-small|Leena AI", "prompt": "c173-s2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you expect your HR support needs to grow into more complex self-service and workflows later"}, {"id": "mai-20260917-1752-baseline|c173-s2|challenger-small|Heyy", "prompt": "c173-s2", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Heyy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heyy** if your employees mainly use **WhatsApp** rather than Slack or Teams"}, {"id": "mai-20260917-1752-baseline|c173-s2|deepseek-small|MeBeBot", "prompt": "c173-s2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **MeBeBot** (best all-around for small businesses)"}, {"id": "mai-20260917-1752-baseline|c173-s2|deepseek-small|BambooHR's built-in AI assistant", "prompt": "c173-s2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR's built-in AI assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **BambooHR's native assistant** if you'd prefer to consolidate HR software into one platform"}, {"id": "mai-20260917-1752-baseline|c173-s2|deepseek-small|Heyy", "prompt": "c173-s2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Heyy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if your employees primarily communicate via **WhatsApp**"}, {"id": "mai-20260917-1752-baseline|c173-s2|deepseek-small|Workativ", "prompt": "c173-s2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good no-code option with prebuilt HR workflows and flexible **session-based pricing**"}, {"id": "mai-20260917-1752-baseline|c173-s2|deepseek-small|Moveworks", "prompt": "c173-s2", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some tools (like Moveworks) are disproportionately expensive/complex for small teams."}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|Workday", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Recent consolidation in the HR tech space (such as Workday acquiring Paradox and ServiceNow acquiring Moveworks) has pushed many legacy HR bots into expensive enterprise-only suites."}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|Paradox", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "has pushed many legacy HR bots into expensive enterprise-only suites"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|ServiceNow", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ServiceNow acquiring Moveworks"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|Moveworks", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has pushed many legacy HR bots into expensive enterprise-only suites"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|CultureBot (AI Employee Assistant)", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "CultureBot (AI Employee Assistant)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for Slack-First Teams: **CultureBot (AI Employee Assistant)** ... CultureBot is an excellent, lightweight option."}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|MeBeBot", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Instant, Out-of-the-Box Setup: **MeBeBot**"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|AskHR", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "AskHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Pure Policy Q&A & Escalation: **AskHR**"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|eesel AI", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if Your Knowledge is Spread Across Wikis (Notion, Google Drive): **eesel AI** or **Guru**"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|Guru", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tools like eesel AI and Guru act as AI knowledge agents"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|BambooHR", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BambooHR has built-in self-service options that might meet your basic needs without requiring a third-party tool"}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|Rippling", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "If you use a modern SMB HRIS like **BambooHR, Rippling, or Gusto**, check if they offer native chat assistants first."}, {"id": "mai-20260917-1752-baseline|c173-s2|google-small|Gusto", "prompt": "c173-s2", "model": "google-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "check if they offer native chat assistants first"}, {"id": "mai-20260917-1752-baseline|c173-s2|meta-small|MeBeBot", "prompt": "c173-s2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best HR chatbot for a small B2B business is MeBeBot"}, {"id": "mai-20260917-1752-baseline|c173-s2|meta-small|ChatBot", "prompt": "c173-s2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ChatBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are ChatBot, Workativ, and BambooHR."}, {"id": "mai-20260917-1752-baseline|c173-s2|meta-small|Workativ", "prompt": "c173-s2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are ChatBot, Workativ, and BambooHR."}, {"id": "mai-20260917-1752-baseline|c173-s2|meta-small|BambooHR", "prompt": "c173-s2", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are ChatBot, Workativ, and BambooHR."}, {"id": "mai-20260917-1752-baseline|c173-s2|minimax-small|MeBeBot", "prompt": "c173-s2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **MeBeBot** as a solid starting point"}, {"id": "mai-20260917-1752-baseline|c173-s2|minimax-small|Heyy", "prompt": "c173-s2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Heyy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heyy** - Best if your team uses WhatsApp primarily"}, {"id": "mai-20260917-1752-baseline|c173-s2|minimax-small|Workativ", "prompt": "c173-s2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you want no-code deployment with prebuilt workflows"}, {"id": "mai-20260917-1752-baseline|c173-s2|minimax-small|AeroChat", "prompt": "c173-s2", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "AeroChat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong free option if budget is tight"}, {"id": "mai-20260917-1752-baseline|c173-s2|mistral-small|MeBeBot", "prompt": "c173-s2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **MeBeBot** is the top recommendation due to its SMB focus, quick setup, and affordable pricing."}, {"id": "mai-20260917-1752-baseline|c173-s2|mistral-small|Workativ Assistant", "prompt": "c173-s2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workativ Assistant is a strong alternative if you need more integrations and a free tier."}, {"id": "mai-20260917-1752-baseline|c173-s2|mistral-small|BambooHR (Built-in Chatbot)", "prompt": "c173-s2", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR (Built-in Chatbot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using BambooHR, its built-in chatbot is a natural fit."}, {"id": "mai-20260917-1752-baseline|c173-s2|moonshot-small|MeBeBot", "prompt": "c173-s2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: MeBeBot**"}, {"id": "mai-20260917-1752-baseline|c173-s2|moonshot-small|Heeya", "prompt": "c173-s2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Heeya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Heeya**"}, {"id": "mai-20260917-1752-baseline|c173-s2|moonshot-small|Workativ", "prompt": "c173-s2", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Also Worth Considering: Workativ**"}, {"id": "mai-20260917-1752-baseline|c173-s2|openai-small|BambooHR's Ask BambooHR", "prompt": "c173-s2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR's Ask BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR's Ask BambooHR** if your main need is answering routine employee HR questions"}, {"id": "mai-20260917-1752-baseline|c173-s2|openai-small|Workday Self-Service Agent", "prompt": "c173-s2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workday Self-Service Agent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "very capable, but it's best suited to organizations already inside Workday rather than a typical small business"}, {"id": "mai-20260917-1752-baseline|c173-s2|openai-small|Zendesk Employee Service", "prompt": "c173-s2", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Zendesk Employee Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zendesk Employee Service** is another solid option"}, {"id": "mai-20260917-1752-baseline|c173-s2|xai-small|MeBeBot", "prompt": "c173-s2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend MeBeBot as the top HR chatbot for handling employee questions."}, {"id": "mai-20260917-1752-baseline|c173-s2|xai-small|Ask BambooHR", "prompt": "c173-s2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Ask BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Ask BambooHR**—it's built-in, free with your subscription"}, {"id": "mai-20260917-1752-baseline|c173-s2|xai-small|Workativ Assistant", "prompt": "c173-s2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workativ Assistant** ($99–$349/month starter plans, session-based so cheap for low volume; G2 4.7/5)"}, {"id": "mai-20260917-1752-baseline|c173-s2|xai-small|WotNot", "prompt": "c173-s2", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "WotNot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ultra-budget option**: **WotNot** ($29/month Lite for 1,000 chats)"}, {"id": "mai-20260917-1752-baseline|c173-s2|zai-small|Workativ Assistant", "prompt": "c173-s2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Workativ Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Workativ Assistant** as your primary HR chatbot."}, {"id": "mai-20260917-1752-baseline|c173-s2|zai-small|MeBeBot", "prompt": "c173-s2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a **plug\\u2011and\\u2011play** experience with a pre\\u2011loaded HR content library, **MeBeBot** works well."}, {"id": "mai-20260917-1752-baseline|c173-s2|zai-small|Heeya", "prompt": "c173-s2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "Heeya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Heeya** is a solid alternative"}, {"id": "mai-20260917-1752-baseline|c173-s2|zai-small|ChatBot", "prompt": "c173-s2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "ChatBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you need **robust analytics** and a flexible platform that can be extended beyond HR."}, {"id": "mai-20260917-1752-baseline|c173-s2|zai-small|BambooHR", "prompt": "c173-s2", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use BambooHR and want a **single\\u2011source** HR platform."}, {"id": "mai-20260917-1752-baseline|c173-s3|alibaba-small|Lattice", "prompt": "c173-s3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice (Best for Performance & Culture)** ... Prioritize **Lattice AI** to help managers support their direct reports effectively."}, {"id": "mai-20260917-1752-baseline|c173-s3|alibaba-small|workday sAna", "prompt": "c173-s3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "workday sAna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need **Sana** (if you use Workday) or a similar automation agent."}, {"id": "mai-20260917-1752-baseline|c173-s3|alibaba-small|hireEZ", "prompt": "c173-s3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are hiring aggressively:** Start with **hireEZ** to get bodies in seats."}, {"id": "mai-20260917-1752-baseline|c173-s3|alibaba-small|Humand", "prompt": "c173-s3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Humand (Best for Deskless/Shift Workers)** ... Built specifically for mobile-first environments."}, {"id": "mai-20260917-1752-baseline|c173-s3|alibaba-small|HelpJet", "prompt": "c173-s3", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "HelpJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HelpJet (Best for Pure Policy Support)** ... this is the \"fastest\" solution."}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|BambooHR", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR with AI features is the sweet spot."}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|Gusto", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is a top contender for the best HR software for small business"}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|Justworks", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a good fit for small to midsize businesses that want a unified platform"}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|PeopleHR", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "PeopleHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an integrated AI copilot that helps automate repetitive tasks, draft HR documents"}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|Kvistly", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Kvistly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kvistly, Mentimeter, and Slido all have free plans"}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|Mentimeter", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Mentimeter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kvistly, Mentimeter, and Slido all have free plans"}, {"id": "mai-20260917-1752-baseline|c173-s3|anthropic-small|Slido", "prompt": "c173-s3", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Slido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kvistly, Mentimeter, and Slido all have free plans"}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Leena AI", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall HR assistant:** **Leena AI** for employee Q&A and onboarding support."}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|BambooHR (Ask BambooHR)", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR (Ask BambooHR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want AI inside a simple HRIS:** **BambooHR**."}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Gusto", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best payroll-first choice:** **Gusto**."}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Workativ Assistant", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget-practical option:** **Workativ Assistant** for no-code support automation."}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|HelpJet", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "HelpJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positioned as a refreshingly practical option for teams that cannot justify enterprise tools"}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Moveworks", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "teams that cannot justify enterprise tools like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Workday Assistant", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday Assistant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "teams that cannot justify enterprise tools like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Paradox (Olivia)", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best if recruiting is the priority:** **Paradox (Olivia)**."}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Lattice", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for reviews, goals, feedback, and manager workflows, not day-to-day HR service."}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|Paycom", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "G2's small-business category highlights Paycom as leader"}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|UKG Pro", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "UKG Pro as easiest to use"}, {"id": "mai-20260917-1752-baseline|c173-s3|challenger-small|MeBeBot", "prompt": "c173-s3", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "MeBeBot as highest performer"}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Gusto", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If payroll is your biggest headache:** Choose **Gusto**—it simplifies the most complex regulatory part for you."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|BambooHR", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small businesses (20-100 employees) that need a digital HRIS with an AI assistant."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Rippling", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is more expensive and complex than Gusto, but if you want HR + IT in one AI-driven package, it's the go-to."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Humand", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your team isn't glued to laptops, this is a standout."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Workativ", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "it’s the AI agent that lives inside your current workflow, making it a low-cost add-on rather than a replacement."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Lattice", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you want to build culture and manage performance as you hit 30+ employees:** Choose **Lattice**."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Leapsome", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Similar to Lattice but leans **people-enablement** and has a deeper competency framework."}, {"id": "mai-20260917-1752-baseline|c173-s3|deepseek-small|Sana (by Workday)", "prompt": "c173-s3", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Sana (by Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it might be overkill for a team under 50 unless you are already in the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|Moveworks", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade HR AI assistants (such as Moveworks or Leena AI) are typically too expensive, complex, and time-consuming to set up"}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|Leena AI", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Moveworks or Leena AI) are typically too expensive, complex, and time-consuming to set up"}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|Gusto", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Natively handles backend HR operations and catches errors before they happen."}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|Rippling", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest cross-system and IT-to-HR workflow automation on the market."}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|MeBeBot", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "comes **pre-loaded** with hundreds of the most common workplace questions"}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|Risotto", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Risotto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An incredibly lightweight AI support assistant that hooks directly into your team's existing internal documentation"}, {"id": "mai-20260917-1752-baseline|c173-s3|google-small|Workable", "prompt": "c173-s3", "model": "google-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI automates the time-consuming tasks of drafting, sourcing, and screening candidates."}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|Gusto", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For all-in-one simplicity**: Gusto (payroll + HR + AI)"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|PeopleHR", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "PeopleHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Small teams wanting affordable automation | AI copilot for drafting documents"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|Factorial", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lean teams needing broad coverage | AI for document management, onboarding, time-off requests"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|BambooHR", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small teams wanting comprehensive HR | AI-powered analytics, automated workflows"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|MeBeBot", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**For tight budgets**: Gusto or MeBeBot (free tiers available)"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|Leena AI", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For employee support focus**: MeBeBot or Leena AI"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|Workativ Assistant", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HR & IT support automation | No-code chatbot, workflow automation"}, {"id": "mai-20260917-1752-baseline|c173-s3|minimax-small|Paradox (Olivia)", "prompt": "c173-s3", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For recruiting-heavy needs**: Paradox Olivia"}, {"id": "mai-20260917-1752-baseline|c173-s3|mistral-small|MeBeBot Intelligent Assistant", "prompt": "c173-s3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "MeBeBot Intelligent Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team uses Slack or Teams and needs HR/IT support, **MeBeBot** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c173-s3|mistral-small|Humand", "prompt": "c173-s3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For non-desk workers or mobile-first teams, **Humand** is ideal."}, {"id": "mai-20260917-1752-baseline|c173-s3|mistral-small|Gusto", "prompt": "c173-s3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For small businesses wanting payroll and HR in one place, **Gusto** is the most integrated."}, {"id": "mai-20260917-1752-baseline|c173-s3|mistral-small|HelpJet", "prompt": "c173-s3", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "HelpJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the simplest, most affordable solution, consider **HelpJet**."}, {"id": "mai-20260917-1752-baseline|c173-s3|moonshot-small|Leena AI", "prompt": "c173-s3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Leena AI** - **Best for:** Enterprise-grade AI automation within smaller teams ... Leena AI is the most flexible for tailoring the employee experience"}, {"id": "mai-20260917-1752-baseline|c173-s3|moonshot-small|Gusto", "prompt": "c173-s3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Differentiator:** Industry-leading payroll with simple pricing; best if payroll is your #1 need"}, {"id": "mai-20260917-1752-baseline|c173-s3|moonshot-small|BambooHR", "prompt": "c173-s3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for managing the full employee lifecycle when HR (not payroll) is the priority"}, {"id": "mai-20260917-1752-baseline|c173-s3|moonshot-small|Factorial", "prompt": "c173-s3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable with a free tier; good balance of features for very small teams"}, {"id": "mai-20260917-1752-baseline|c173-s3|moonshot-small|FirstHR", "prompt": "c173-s3", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built specifically with AI at the core for 5–50 employee teams"}, {"id": "mai-20260917-1752-baseline|c173-s3|openai-small|BambooHR + Bamboo AI", "prompt": "c173-s3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR + Bamboo AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want the easiest all-in-one HR option?** → **BambooHR + Bamboo AI**"}, {"id": "mai-20260917-1752-baseline|c173-s3|openai-small|Leena AI", "prompt": "c173-s3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want a focused HR helpdesk / employee Q&A assistant?** → **Leena AI**"}, {"id": "mai-20260917-1752-baseline|c173-s3|openai-small|Moveworks for HR", "prompt": "c173-s3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Moveworks for HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Typically more than a very small team needs unless you want an enterprise-style service layer."}, {"id": "mai-20260917-1752-baseline|c173-s3|openai-small|Rippling AI", "prompt": "c173-s3", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often best when you want Rippling as the system of record, not just an assistant."}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|Gusto", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Gusto if payroll is your pain point"}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|BambooHR", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BambooHR for general HR"}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|Rippling", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unifies HR+IT+Finance; scales fast for growing teams. More complex setup, higher cost at scale."}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|Workativ Assistant", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Workativ for instant chatbot support"}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|Lattice", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for knowledge workers & reviews; analytics-driven. Not ideal for payroll/recruiting basics."}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|Workday", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy like Workday/Paradox (custom pricing, recruiting-focused)"}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|Paradox", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy like Workday/Paradox"}, {"id": "mai-20260917-1752-baseline|c173-s3|xai-small|ChatGPT", "prompt": "c173-s3", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free add-ons like ChatGPT can supplement for policies/interviews."}, {"id": "mai-20260917-1752-baseline|c173-s3|zai-small|Gusto (with \"Gus\")", "prompt": "c173-s3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Gusto (with \"Gus\")", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Small business owners and HR admins who want an all-in-one platform for payroll, benefits, and compliance."}, {"id": "mai-20260917-1752-baseline|c173-s3|zai-small|Humand (with \"Sammy AI\")", "prompt": "c173-s3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Humand (with \"Sammy AI\")", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Humand if you have employees who don't sit at desks"}, {"id": "mai-20260917-1752-baseline|c173-s3|zai-small|Leena AI", "prompt": "c173-s3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Leena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Leena AI if your biggest problem is your HR inbox overflowing with the same questions every day."}, {"id": "mai-20260917-1752-baseline|c173-s3|zai-small|Windmill (Windy)", "prompt": "c173-s3", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "comparative", "raw": "Windmill (Windy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Windmill if you want to automate your performance review process"}, {"id": "mai-20260917-1752-baseline|c173-s4|alibaba-small|Gusto", "prompt": "c173-s4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-in-One AI Platform: Gusto ... is widely considered the best option for small businesses"}, {"id": "mai-20260917-1752-baseline|c173-s4|alibaba-small|Playroll Orbit", "prompt": "c173-s4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Dedicated AI Assistant (Employee Q&A): Playroll Orbit ... is a top contender for low budgets"}, {"id": "mai-20260917-1752-baseline|c173-s4|alibaba-small|Deel", "prompt": "c173-s4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Alternative for Remote/Globally Distributed Teams: Deel"}, {"id": "mai-20260917-1752-baseline|c173-s4|alibaba-small|ChatGPT (Free/Tier)", "prompt": "c173-s4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT (Free/Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the absolute tightest budget ... **ChatGPT (Free/Tier)** or **Claude**"}, {"id": "mai-20260917-1752-baseline|c173-s4|alibaba-small|Claude", "prompt": "c173-s4", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ChatGPT (Free/Tier)** or **Claude**"}, {"id": "mai-20260917-1752-baseline|c173-s4|anthropic-small|BambooHR", "prompt": "c173-s4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small HR teams with tight budgets, **BambooHR** offers the best balance"}, {"id": "mai-20260917-1752-baseline|c173-s4|anthropic-small|Gusto", "prompt": "c173-s4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is the go-to SMB payroll platform, with an AI assistant that answers payroll and benefits questions."}, {"id": "mai-20260917-1752-baseline|c173-s4|anthropic-small|ChatGPT", "prompt": "c173-s4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChatGPT's free tier is hard to beat for initial exploration"}, {"id": "mai-20260917-1752-baseline|c173-s4|anthropic-small|Gemini", "prompt": "c173-s4", "model": "anthropic-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gemini", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for SMBs already on Google Workspace, it's the most immediate AI upgrade available"}, {"id": "mai-20260917-1752-baseline|c173-s4|challenger-small|Gusto", "prompt": "c173-s4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single choice is usually **Gusto**"}, {"id": "mai-20260917-1752-baseline|c173-s4|challenger-small|ChatGPT", "prompt": "c173-s4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChatGPT or Claude** is the cheapest practical option"}, {"id": "mai-20260917-1752-baseline|c173-s4|challenger-small|Claude", "prompt": "c173-s4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChatGPT or Claude** is the cheapest practical option"}, {"id": "mai-20260917-1752-baseline|c173-s4|challenger-small|BambooHR", "prompt": "c173-s4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best dedicated small-business HRIS alternative:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s4|challenger-small|Playroll Orbit", "prompt": "c173-s4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Playroll Orbit**, **Kvistly**, or similar free-tier tools, but these are usually better for specific tasks"}, {"id": "mai-20260917-1752-baseline|c173-s4|challenger-small|Kvistly", "prompt": "c173-s4", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kvistly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Playroll Orbit**, **Kvistly**, or similar free-tier tools, but these are usually better for specific tasks"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Gusto", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-in-one value (payroll + HR) ... the AI is bundled in"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|MeBeBot", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "MeBeBot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Playroll Orbit (free) or MeBeBot (~$3.5–4/employee/mo) for HR employee support"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Playroll Orbit (HR-GPT)", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit (HR-GPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Playroll Orbit (free) ... for HR employee support — this is the fastest ROI"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Workativ Assistant", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible no-code option ... Free plan available; Business plan from ~$99/month"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Leena AI", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Leena AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "starts around $50K/year; enterprise-only, way out of range for a small company"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Rippling", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "quote-based, priced for mid-market/enterprise, not tight budgets"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|HiBob", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "quote-based, priced for mid-market/enterprise, not tight budgets"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Paylocity", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "quote-based, priced for mid-market/enterprise, not tight budgets"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Paycom", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "quote-based, priced for mid-market/enterprise, not tight budgets"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Moveworks", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "enterprise-scale, expensive"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Aisera", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Aisera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "enterprise-scale, expensive"}, {"id": "mai-20260917-1752-baseline|c173-s4|deepseek-small|Espressive", "prompt": "c173-s4", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Espressive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "enterprise-scale, expensive"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|Moveworks", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rather than buying an expensive, enterprise-grade HR suite (like Moveworks or Workday)"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|Workday", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rather than buying an expensive, enterprise-grade HR suite (like Moveworks or Workday)"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|Google NotebookLM", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Google NotebookLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your budget is literally $0:** Set up a private **Google NotebookLM**"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|Workativ", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Dedicated Tool: Workativ"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|Claude", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Get a **Claude Pro or Team** license ($20–$30/month)"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|ChatGPT", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "While standard ChatGPT is great, Claude stands out for long-document writing"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|TalentHR", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TalentHR is arguably the most budget-friendly HRIS on the market"}, {"id": "mai-20260917-1752-baseline|c173-s4|google-small|Gusto", "prompt": "c173-s4", "model": "google-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Gusto has some of the best built-in, no-extra-cost AI features for small businesses"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|Effy", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Effy (free tier)"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|Bonusly", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Bonusly (from $2/seat)"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|360Learning", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. 360Learning (from $8/user)"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|Gusto", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Gusto (all-in-one HR with AI)"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|Factorial", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Factorial (all-in-one HR with AI)"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|FirstHR", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. FirstHR (onboarding-first tool)"}, {"id": "mai-20260917-1752-baseline|c173-s4|meta-small|Heroic Knowledge Base (Heroic AI Assistant)", "prompt": "c173-s4", "model": "meta-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Heroic Knowledge Base (Heroic AI Assistant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Heroic Knowledge Base (Heroic AI Assistant) — Best for Policy Q&A on a Budget"}, {"id": "mai-20260917-1752-baseline|c173-s4|minimax-small|Gusto", "prompt": "c173-s4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, I'd recommend starting with **Gusto** if you need payroll + AI assistance"}, {"id": "mai-20260917-1752-baseline|c173-s4|minimax-small|Effy", "prompt": "c173-s4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy/Bonusly** if your primary needs are performance management and employee engagement at the lowest cost"}, {"id": "mai-20260917-1752-baseline|c173-s4|minimax-small|Bonusly", "prompt": "c173-s4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Effy/Bonusly** if your primary needs are performance management and employee engagement at the lowest cost"}, {"id": "mai-20260917-1752-baseline|c173-s4|minimax-small|360Learning", "prompt": "c173-s4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**360Learning** - Best for onboarding and learning"}, {"id": "mai-20260917-1752-baseline|c173-s4|minimax-small|BambooHR (Ask BambooHR)", "prompt": "c173-s4", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR (Ask BambooHR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for HR data queries"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|HelpJet", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "HelpJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for budget:** HelpJet (for policy Q&A and automation)"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|Moveworks", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Moveworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "teams that can't justify the cost of enterprise-level solutions like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|Workday Assistant", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workday Assistant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can't justify the cost of enterprise-level solutions like Moveworks or Workday Assistant"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|Heroic Knowledge Base (Heroic AI Assistant)", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Heroic Knowledge Base (Heroic AI Assistant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another option is **Heroic Knowledge Base (Heroic AI Assistant)**, which is recommended for policy Q&A on a budget."}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|ChatGPT", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For content tasks:** ChatGPT or Claude (free/low-cost)"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|Claude", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For content tasks:** ChatGPT or Claude (free/low-cost)"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|Gusto", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For all-in-one HR + AI:** Gusto or Factorial (affordable, scalable)"}, {"id": "mai-20260917-1752-baseline|c173-s4|mistral-small|Factorial", "prompt": "c173-s4", "model": "mistral-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For all-in-one HR + AI:** Gusto or Factorial (affordable, scalable)"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|Gusto", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Gusto** — Best All-in-One HR + AI Assistant"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|Homebase", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Homebase** — Best Free Option"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|ChatGPT", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChatGPT / Claude (Free Tiers)** — Best for Content Creation"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|Claude", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ChatGPT / Claude (Free Tiers)** — Best for Content Creation"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|Grammarly", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Grammarly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pair with free tools like Grammarly for polished HR communications"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|Factorial", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Factorial** — Best Budget All-in-One with AI ATS"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|Effy", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Effy** — Best Free Performance Management AI"}, {"id": "mai-20260917-1752-baseline|c173-s4|moonshot-small|TestGorilla", "prompt": "c173-s4", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Factorial** or **TestGorilla** (free tier)"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|ChatGPT", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use ChatGPT/Copilot for drafting and HR admin tasks"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|Microsoft Copilot", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Microsoft Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use ChatGPT/Copilot for drafting and HR admin tasks"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|Gusto", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair it with a **basic HR platform** like **Gusto** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|Rippling", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Need HR operations + AI?** Gusto, Rippling, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|BambooHR", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pair it with a **basic HR platform** like **Gusto** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|Notion AI", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Notion AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need ultra-cheap knowledge/workflow help?** Notion AI"}, {"id": "mai-20260917-1752-baseline|c173-s4|openai-small|Google Workspace AI", "prompt": "c173-s4", "model": "openai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Google Workspace AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Notion AI or Google Workspace AI"}, {"id": "mai-20260917-1752-baseline|c173-s4|xai-small|Playroll Orbit (HR-GPT)", "prompt": "c173-s4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit (HR-GPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Playroll Orbit (HR-GPT)** – Best Free Option"}, {"id": "mai-20260917-1752-baseline|c173-s4|xai-small|Gusto (with Gus AI Assistant)", "prompt": "c173-s4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto (with Gus AI Assistant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **Gusto (with Gus AI Assistant)**"}, {"id": "mai-20260917-1752-baseline|c173-s4|xai-small|Factorial", "prompt": "c173-s4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Budget-Friendly Alternatives:... All-in-one HR + AI ATS"}, {"id": "mai-20260917-1752-baseline|c173-s4|xai-small|ChatGPT/Claude (Free tiers)", "prompt": "c173-s4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT/Claude (Free tiers)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "General AI—upload your handbook for custom HR bot. Not HR-specific."}, {"id": "mai-20260917-1752-baseline|c173-s4|xai-small|Rippling AI", "prompt": "c173-s4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Rippling AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Comprehensive but scales up fast."}, {"id": "mai-20260917-1752-baseline|c173-s4|xai-small|Workativ/HelpJet", "prompt": "c173-s4", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Workativ/HelpJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HR/IT chatbots | Free plans available; $349/mo business"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Deelo AI Assistant", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Deelo AI Assistant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Deelo AI Assistant (Free)** as your HR assistant."}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Gusto", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Gusto** if you're in the U.S. and need payroll + HR in one place"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Factorial", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Factorial** if you prefer a leaner, more AI‑focused SMB suite"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Rippling", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling is a strong alternative if you also want IT and payroll tightly integrated."}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Manatal", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "start with **Manatal** for a small budget"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Eightfold / Paradox / HireVue", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Eightfold / Paradox / HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More suited to mid‑market/enterprise; higher cost and complexity for very small teams."}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Effy AI", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Effy AI (freemium)** for performance management if you want to keep costs low"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Lattice", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "upgrade to Lattice only if you need deeper analytics"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|ChatGPT / Claude", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "ChatGPT / Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use **ChatGPT/Claude** (free) for writing"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Kvistly / Mentimeter / Slido", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Kvistly / Mentimeter / Slido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI‑generated surveys, quizzes, engagement activities"}, {"id": "mai-20260917-1752-baseline|c173-s4|zai-small|Playroll Orbit (HR‑GPT)", "prompt": "c173-s4", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "budget", "raw": "Playroll Orbit (HR‑GPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a free compliance helper (Playroll Orbit) to keep costs near zero"}, {"id": "mai-20260917-1752-baseline|c173-s5|minimax-small|Rippling AI", "prompt": "c173-s5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Rippling AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Top options to consider**: Rippling AI, Gusto, BambooHR's AI features, or purpose-built assistants like AskBambooHR."}, {"id": "mai-20260917-1752-baseline|c173-s5|minimax-small|Gusto", "prompt": "c173-s5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Top options to consider**: Rippling AI, Gusto, BambooHR's AI features"}, {"id": "mai-20260917-1752-baseline|c173-s5|minimax-small|BambooHR's AI features", "prompt": "c173-s5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "BambooHR's AI features", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Top options to consider**: Rippling AI, Gusto, BambooHR's AI features"}, {"id": "mai-20260917-1752-baseline|c173-s5|minimax-small|AskBambooHR", "prompt": "c173-s5", "model": "minimax-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "AskBambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "purpose-built assistants like AskBambooHR"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Eightfold", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some enterprise tools (like Eightfold or Workday) have 500+ employee minimums—avoid these."}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Workday", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some enterprise tools (like Eightfold or Workday) have 500+ employee minimums—avoid these."}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Rippling", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**All-in-One HRIS with AI** | Replacing multiple tools | Rippling, BambooHR, Gusto"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|BambooHR", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rippling, BambooHR, Gusto"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Gusto", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling, BambooHR, Gusto"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|FirstHR", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AI-Native Onboarding** | Streamlining new hire experience | FirstHR"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Workativ", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HR Chatbots** | Employee self-service | Workativ, Wotnot"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Wotnot", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Wotnot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HR Chatbots** | Employee self-service | Workativ, Wotnot"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Lattice", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Performance & Engagement** | Culture-focused teams | Lattice, Hibob"}, {"id": "mai-20260917-1752-baseline|c173-s5|moonshot-small|Hibob", "prompt": "c173-s5", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Hibob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Performance & Engagement** | Culture-focused teams | Lattice, Hibob"}, {"id": "mai-20260917-1752-baseline|c173-s5|xai-small|Workativ", "prompt": "c173-s5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Workativ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider SMB-friendly options like those integrating with BambooHR/Gusto (e.g., HR chatbots from Workativ, or agentic tools like Sana Labs/Moveworks pilots scaled down)"}, {"id": "mai-20260917-1752-baseline|c173-s5|xai-small|Sana Labs", "prompt": "c173-s5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Sana Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "agentic tools like Sana Labs/Moveworks pilots scaled down"}, {"id": "mai-20260917-1752-baseline|c173-s5|xai-small|Moveworks", "prompt": "c173-s5", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "scale", "raw": "Moveworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "agentic tools like Sana Labs/Moveworks pilots scaled down"}, {"id": "mai-20260917-1752-baseline|c173-s6|alibaba-small|Workday", "prompt": "c173-s6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** You are currently exposed to active litigation."}, {"id": "mai-20260917-1752-baseline|c173-s6|alibaba-small|HireVue", "prompt": "c173-s6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** HireVue faces ongoing investigations and lawsuits regarding \"facial analysis\""}, {"id": "mai-20260917-1752-baseline|c173-s6|alibaba-small|Eightfold AI", "prompt": "c173-s6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to Avoid:** Eightfold is facing its first major class-action lawsuit over \"black box\" hiring practices."}, {"id": "mai-20260917-1752-baseline|c173-s6|alibaba-small|Lattice", "prompt": "c173-s6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why to Approach with Caution:** While Lattice is a popular performance platform, they recently faced a massive public relations failure"}, {"id": "mai-20260917-1752-baseline|c173-s6|alibaba-small|Amazon", "prompt": "c173-s6", "model": "alibaba-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Amazon famously scrapped an internal recruiting engine because it learned to penalize resumes containing the word \"women's\""}, {"id": "mai-20260917-1752-baseline|c173-s6|challenger-small|Paradox", "prompt": "c173-s6", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms built for large workforces** such as **Paradox**, **Workday**, and similar heavy-duty tools, unless you are hiring at scale"}, {"id": "mai-20260917-1752-baseline|c173-s6|challenger-small|Workday", "prompt": "c173-s6", "model": "challenger-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms built for large workforces** such as **Paradox**, **Workday**, and similar heavy-duty tools, unless you are hiring at scale"}, {"id": "mai-20260917-1752-baseline|c173-s6|deepseek-small|Alex/Apriora", "prompt": "c173-s6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Alex/Apriora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Live AI interviewer bots** (e.g., **Alex/Apriora, HeyMilo, EasyHire**) ... reviews specifically recommend small businesses **skip** these"}, {"id": "mai-20260917-1752-baseline|c173-s6|deepseek-small|HeyMilo", "prompt": "c173-s6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HeyMilo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "reviews specifically recommend small businesses **skip** these"}, {"id": "mai-20260917-1752-baseline|c173-s6|deepseek-small|EasyHire", "prompt": "c173-s6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "reviews specifically recommend small businesses **skip** these"}, {"id": "mai-20260917-1752-baseline|c173-s6|deepseek-small|Workday", "prompt": "c173-s6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Watch especially for the **Workday** lawsuit: a class action alleging its AI applicant-screening discriminated"}, {"id": "mai-20260917-1752-baseline|c173-s6|deepseek-small|Eightfold", "prompt": "c173-s6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Enterprise tools like Workday and Eightfold have de facto 500-seat minimums** ... often a poor fit on cost/complexity, which is its own avoidance trigger"}, {"id": "mai-20260917-1752-baseline|c173-s6|deepseek-small|HireVue", "prompt": "c173-s6", "model": "deepseek-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Eightfold** and **HireVue** also sit in this \"high risk, enterprise-grade analytics\" bucket."}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Workday", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them: These tools are engineered for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Paradox", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "including its high-volume recruiting AI, *Paradox*"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Oracle Cloud HCM", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid them: These tools are engineered for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|SAP SuccessFactors", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid them: These tools are engineered for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Teramind", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "certain intensive settings in software like **Teramind** or **Hubstaff** ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Hubstaff", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "certain intensive settings in software like **Teramind** or **Hubstaff** ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|HireVue", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even industry giant **HireVue** discontinued facial analysis screening in its tools following major FTC and legal complaints"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|ChatGPT", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Using raw, public-facing LLMs (like the free versions of **ChatGPT**...) as makeshift HR assistants ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Claude", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "free versions of **ChatGPT**, **Claude**, or **Gemini** ... Data Privacy Violations"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Gemini", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "free versions of **ChatGPT**, **Claude**, or **Gemini** ... Data Privacy Violations"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Rippling", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "rely on built-in AI features of small-to-midmarket HR systems like **Rippling**, **Gusto**, **HiBob**, or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|Gusto", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "rely on built-in AI features of small-to-midmarket HR systems like **Rippling**, **Gusto**, **HiBob**, or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|HiBob", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "small-to-midmarket HR systems like **Rippling**, **Gusto**, **HiBob**, or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s6|google-small|BambooHR", "prompt": "c173-s6", "model": "google-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "small-to-midmarket HR systems like **Rippling**, **Gusto**, **HiBob**, or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c173-s6|moonshot-small|ChatGPT", "prompt": "c173-s6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic Consumer-Grade AI (ChatGPT, Free Claude, etc.) - **Never paste into these tools**"}, {"id": "mai-20260917-1752-baseline|c173-s6|moonshot-small|Free Claude", "prompt": "c173-s6", "model": "moonshot-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Free Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic Consumer-Grade AI (ChatGPT, Free Claude, etc.) - **Never paste into these tools**"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|ChatGPT", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic/Public Chatbots (e.g., ChatGPT, Claude, Gemini, Copilot free tiers): - **Why avoid?** Major data privacy risks"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Claude", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic/Public Chatbots (e.g., ChatGPT, Claude, Gemini, Copilot free tiers): - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Gemini", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic/Public Chatbots (e.g., ChatGPT, Claude, Gemini, Copilot free tiers): - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Copilot", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic/Public Chatbots (e.g., ChatGPT, Claude, Gemini, Copilot free tiers): - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|HireVue", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "HireVue faces EEOC/ACLU charges (e.g., 2025 Intuit case blocking deaf applicant)"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Pymetrics", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Off-the-Shelf/Black-Box AI Hiring/Screening Tools (e.g., HireVue, Pymetrics, Workday AI features): - **Why avoid?** Frequent bias lawsuits"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Workday AI", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "class actions probe Workday, Greenhouse for age/race bias"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Greenhouse", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "class actions probe Workday, Greenhouse for age/race bias"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|BambooHR", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Safer Alternatives for Small Businesses: - **Human-augmented tools:** BambooHR (simple AI workflows)"}, {"id": "mai-20260917-1752-baseline|c173-s6|xai-small|Rippling", "prompt": "c173-s6", "model": "xai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Rippling (integrated payroll/IT)"}, {"id": "mai-20260917-1752-baseline|c173-s6|zai-small|Amazon's \"Men-Only\" Hiring Model", "prompt": "c173-s6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Amazon's \"Men-Only\" Hiring Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Any recruiting AI that has documented bias problems... The system penalized resumes containing \"women\" references"}, {"id": "mai-20260917-1752-baseline|c173-s6|zai-small|iTutorGroup", "prompt": "c173-s6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "iTutorGroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "iTutorGroup's Age Discrimination (2022-2023): An AI tool automatically rejected teaching applicants over a certain age."}, {"id": "mai-20260917-1752-baseline|c173-s6|zai-small|OpenAI GPT-3.5", "prompt": "c173-s6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "OpenAI GPT-3.5", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "OpenAI GPT-3.5 Resume Ranking (2024): Tests showed GPT-3.5 systematically favored candidates with certain names"}, {"id": "mai-20260917-1752-baseline|c173-s6|zai-small|Workday", "prompt": "c173-s6", "model": "zai-small", "cat": "hr-ai-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Workday AI Screening Lawsuit (2024): A federal court ruled that AI screening tools can be considered employers under discrimination law"}, {"id": "mai-20260917-1752-baseline|c174-l1|alibaba-small|Workday HCM Performance", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the gold standard for global enterprises... If you are a Fortune 500 / Global Multinational: Start with **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c174-l1|alibaba-small|SAP SuccessFactors Employee Central Performance", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors Employee Central Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Workday** or **SAP SuccessFactors**. Their depth of compliance and global reach is unmatched."}, {"id": "mai-20260917-1752-baseline|c174-l1|alibaba-small|Oracle Cloud HCM", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong contender if your IT infrastructure already relies heavily on Oracle databases and cloud services."}, {"id": "mai-20260917-1752-baseline|c174-l1|alibaba-small|Lattice", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Lattice** or **Culture Amp**. They offer better user adoption rates and modern workflows"}, {"id": "mai-20260917-1752-baseline|c174-l1|alibaba-small|Culture Amp", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Culture Amp has evolved into a full performance and feedback platform"}, {"id": "mai-20260917-1752-baseline|c174-l1|alibaba-small|Betterworks", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pioneered OKR ... tracking at scale. If your B2B strategy is heavily driven by OKRs, this is a top choice."}, {"id": "mai-20260917-1752-baseline|c174-l1|anthropic-small|Betterworks", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks is a strong fit for mid-to-large enterprises that need a structured, scalable approach to connecting individual performance with company-wide goals"}, {"id": "mai-20260917-1752-baseline|c174-l1|anthropic-small|Workday Performance & Talent Management", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Performance & Talent Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday is best for enterprises with 1,000+ employees needing performance management within a comprehensive HCM suite"}, {"id": "mai-20260917-1752-baseline|c174-l1|anthropic-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for multinational enterprises needing performance management across countries and regulatory environments"}, {"id": "mai-20260917-1752-baseline|c174-l1|anthropic-small|Lattice", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a best-of-breed approach, Lattice at enterprise scale is among the strongest options."}, {"id": "mai-20260917-1752-baseline|c174-l1|challenger-small|Workday Performance", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Workday Performance**"}, {"id": "mai-20260917-1752-baseline|c174-l1|challenger-small|Betterworks", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** is a top enterprise option"}, {"id": "mai-20260917-1752-baseline|c174-l1|challenger-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PCMag’s Editors’ Choice for performance management"}, {"id": "mai-20260917-1752-baseline|c174-l1|challenger-small|Lattice", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more often associated with mid-market use than the deepest enterprise deployments"}, {"id": "mai-20260917-1752-baseline|c174-l1|challenger-small|Leapsome", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frequently rated well, but the results do not position it as the primary enterprise-first choice"}, {"id": "mai-20260917-1752-baseline|c174-l1|deepseek-small|Lattice", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Lattice** if you want the best overall, well-rounded platform"}, {"id": "mai-20260917-1752-baseline|c174-l1|deepseek-small|Betterworks", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Betterworks** if you're an OKR-driven enterprise that needs tight strategy alignment and robust calibration at scale"}, {"id": "mai-20260917-1752-baseline|c174-l1|deepseek-small|Workday", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for very large, complex enterprises... costly and heavier than a specialized performance tool"}, {"id": "mai-20260917-1752-baseline|c174-l1|deepseek-small|Leapsome", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-in-one for scaling global teams"}, {"id": "mai-20260917-1752-baseline|c174-l1|deepseek-small|Culture Amp", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when engagement + performance matter together"}, {"id": "mai-20260917-1752-baseline|c174-l1|deepseek-small|15Five", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Continuous check-ins and manager coaching → **15Five**"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Betterworks", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks (Best for OKR-Led Strategic Alignment): Why it wins: Betterworks is built specifically for enterprises where OKRs are the foundation of the performance culture"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Workday HCM / SAP SuccessFactors", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM / SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Core HR Consolidation ... While they may lack the nimble, modern UX of dedicated performance platforms, they offer unparalleled data integrity"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Lattice", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Betterworks (if OKR-heavy) or Lattice (if culture and engagement-focused)"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Teamflect", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teamflect (Best for Microsoft-Centric Organizations)"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|CaptivateIQ", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CaptivateIQ is the premier choice for scaling and enterprise B2B sales teams"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Xactly / Varicent", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Xactly / Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Complex, Legacy Enterprise Compliance ... these platforms are the industry standard"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Salesforce Spiff", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Salesforce Spiff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Salesforce-Native Sales Teams"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Anaplan", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Anaplan is the gold standard for large B2B enterprises"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|OneStream", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "OneStream unifies complex financial reporting with ease"}, {"id": "mai-20260917-1752-baseline|c174-l1|google-small|Vena", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Vena (Best for Excel-Heavy Finance Teams)"}, {"id": "mai-20260917-1752-baseline|c174-l1|meta-small|Workday", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for an enterprise B2B company is Workday"}, {"id": "mai-20260917-1752-baseline|c174-l1|meta-small|15Five", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include 15Five, Performance Pro, and Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-l1|meta-small|Performance Pro", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Performance Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include 15Five, Performance Pro, and Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-l1|meta-small|Betterworks", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include 15Five, Performance Pro, and Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-l1|minimax-small|Workday", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday** as the top choice due to its comprehensive enterprise features"}, {"id": "mai-20260917-1752-baseline|c174-l1|minimax-small|Betterworks", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** would be an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c174-l1|minimax-small|Performance Pro", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Performance Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for enterprise and finance teams that value simplicity"}, {"id": "mai-20260917-1752-baseline|c174-l1|mistral-small|Betterworks", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** and **Workday** are often cited as the top choices due to their scalability, depth of features"}, {"id": "mai-20260917-1752-baseline|c174-l1|mistral-small|15Five", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "praised for its user-friendly interface and strong focus on continuous feedback"}, {"id": "mai-20260917-1752-baseline|c174-l1|mistral-small|Lattice", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recognized for its comprehensive performance management features"}, {"id": "mai-20260917-1752-baseline|c174-l1|mistral-small|Workday", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Betterworks** and **Workday** are often cited as the top choices"}, {"id": "mai-20260917-1752-baseline|c174-l1|mistral-small|BambooHR", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "While often associated with SMBs, BambooHR's performance management module is scalable and user-friendly"}, {"id": "mai-20260917-1752-baseline|c174-l1|moonshot-small|Workday HCM", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For large enterprises (5,000+ employees)** needing comprehensive HCM: **Workday HCM** or **Oracle Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c174-l1|moonshot-small|Oracle Enterprise Performance Management Cloud", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle Enterprise Performance Management Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "needing comprehensive HCM: **Workday HCM** or **Oracle Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c174-l1|moonshot-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises with complex global requirements"}, {"id": "mai-20260917-1752-baseline|c174-l1|moonshot-small|Lattice", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For growth-stage to mid-market enterprises** wanting modern, continuous performance management: **Lattice** or **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c174-l1|moonshot-small|Betterworks", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise OKR-led programs (500–100k+ employees)"}, {"id": "mai-20260917-1752-baseline|c174-l1|moonshot-small|15Five", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For manager-centric cultures** focused on continuous feedback: **15Five**"}, {"id": "mai-20260917-1752-baseline|c174-l1|openai-small|Workday HCM", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **large enterprise B2B company** and want the least-risk, most scalable choice: **Workday HCM**."}, {"id": "mai-20260917-1752-baseline|c174-l1|openai-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex global enterprises:** **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c174-l1|openai-small|Lattice", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you only care about **performance management** and want higher manager adoption: **Lattice**."}, {"id": "mai-20260917-1752-baseline|c174-l1|openai-small|Leapsome", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best performance-management-first tool:** **Lattice** or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c174-l1|openai-small|Avature", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for highly customized workflows:** **Avature**"}, {"id": "mai-20260917-1752-baseline|c174-l1|xai-small|Workday", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pure enterprise play:** Workday or SuccessFactors for seamless HR/performance."}, {"id": "mai-20260917-1752-baseline|c174-l1|xai-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pure enterprise play:** Workday or SuccessFactors for seamless HR/performance."}, {"id": "mai-20260917-1752-baseline|c174-l1|xai-small|Betterworks", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Layer on Betterworks for advanced performance (it integrates well)"}, {"id": "mai-20260917-1752-baseline|c174-l1|xai-small|Lattice", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**B2B agility/OKRs:** Betterworks or Lattice—strong for sales-driven teams."}, {"id": "mai-20260917-1752-baseline|c174-l1|xai-small|15Five", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **15Five** | Continuous feedback & check-ins | Manager enablement, OKRs; quick implementation."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Oracle EPM", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise with complex financial planning** | Oracle EPM or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Workday Adaptive Planning", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Overall Best:** Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Anaplan", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Anaplan** for complex, model-driven planning."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Planful", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Planful** if you're in retail"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|OneStream", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Consolidations:** OneStream"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Pigment", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-native platform; aligns finance, revenue, people, and operations in one governed model"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Vena Solutions", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best AI-Powered:** Vena Solutions"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Infor EPM", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Infor EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "leader quadrant in usability & functionality"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Lattice", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Choose Lattice** for enterprise-scale, comprehensive coverage."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|15Five", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose 15Five** if you want a strong focus on manager coaching."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Leapsome", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Choose Leapsome** if you want performance tightly integrated with learning."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|BambooHR", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Choose BambooHR** if you need an all-in-one HRIS with performance."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|PeopleGoal", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Choose PeopleGoal** for highly customizable workflows."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|HiBob (Bob)", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Modern HR platform with performance, goals, and engagement"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Tability", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Top Pick:** Tability (overall best)"}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Mooncamp", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Mooncamp** for enterprise-scale OKRs with granular permissions."}, {"id": "mai-20260917-1752-baseline|c174-l1|zai-small|Tempo Timesheets", "prompt": "c174-l1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Tempo Timesheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Tempo Timesheets** if you want time-tracking integration."}, {"id": "mai-20260917-1752-baseline|c174-l2|alibaba-small|Workday", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Choice for Scalability & Integration: **Workday** ... is the gold standard."}, {"id": "mai-20260917-1752-baseline|c174-l2|alibaba-small|Lattice", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Lattice** if you want to improve manager quality, goal alignment (OKRs), and employee satisfaction scores."}, {"id": "mai-20260917-1752-baseline|c174-l2|alibaba-small|Leapsome", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome:** Stronger focus on culture and engagement; great for facilitating 1-on-1s and automated review cycles."}, {"id": "mai-20260917-1752-baseline|c174-l2|anthropic-small|Workday", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend evaluating **Workday** (if you want an all-in-one suite) or **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c174-l2|anthropic-small|Betterworks", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** (if you need the most flexible performance management platform with strong enterprise governance)"}, {"id": "mai-20260917-1752-baseline|c174-l2|anthropic-small|Culture Amp", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-sized and enterprise teams running continuous feedback cycles"}, {"id": "mai-20260917-1752-baseline|c174-l2|anthropic-small|Lattice", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connects performance management, goal tracking, engagement surveys, and compensation planning in one place"}, {"id": "mai-20260917-1752-baseline|c174-l2|anthropic-small|Cornerstone", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built for enterprises with 6,000+ customers and 75 million users"}, {"id": "mai-20260917-1752-baseline|c174-l2|challenger-small|Workday Performance", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my first recommendation would be **Workday Performance** if you already use Workday"}, {"id": "mai-20260917-1752-baseline|c174-l2|challenger-small|Betterworks", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** if you want a dedicated performance platform built for enterprise-scale goal alignment"}, {"id": "mai-20260917-1752-baseline|c174-l2|challenger-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "another describing Workday/SAP SuccessFactors as built for companies with **thousands of employees**"}, {"id": "mai-20260917-1752-baseline|c174-l2|challenger-small|Lattice", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** is also a strong contender, but some sources frame it as better for **200–5,000+ employees**"}, {"id": "mai-20260917-1752-baseline|c174-l2|deepseek-small|Workday", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I'd recommend either Workday or SAP SuccessFactors as the primary recommendation *if* they don't already have a core HR system"}, {"id": "mai-20260917-1752-baseline|c174-l2|deepseek-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best pick if you're already an SAP shop or have complex global compliance/multi-country needs."}, {"id": "mai-20260917-1752-baseline|c174-l2|deepseek-small|Lattice", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "if your company already has a solid HRIS in place (which most large companies do), I'd recommend Lattice or Betterworks as a best-of-breed performance layer"}, {"id": "mai-20260917-1752-baseline|c174-l2|deepseek-small|Betterworks", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend **Lattice or Betterworks** as a best-of-breed performance layer"}, {"id": "mai-20260917-1752-baseline|c174-l2|deepseek-small|Culture Amp", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent if you care deeply about engagement-to-performance linkage and AI sentiment analysis on top of reviews."}, {"id": "mai-20260917-1752-baseline|c174-l2|google-small|Betterworks", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B organization is complex, global, and highly focused on aligning individual work to high-level company objectives, **Betterworks** is the premier choice."}, {"id": "mai-20260917-1752-baseline|c174-l2|google-small|Culture Amp", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c174-l2|google-small|Lattice", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is highly recommended."}, {"id": "mai-20260917-1752-baseline|c174-l2|google-small|Teamflect", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teamflect** is built natively into Microsoft Teams and Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c174-l2|google-small|Workday Performance", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "using their native performance module is the standard enterprise route"}, {"id": "mai-20260917-1752-baseline|c174-l2|google-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you already use **Workday** (or **SAP SuccessFactors**) as your core HRIS"}, {"id": "mai-20260917-1752-baseline|c174-l2|meta-small|Betterworks", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks - Best for continuous performance evaluation tied to strategy, ideal for mid-market to enterprise companies (500-100k+ employees)."}, {"id": "mai-20260917-1752-baseline|c174-l2|meta-small|Lattice", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice - Best for performance tied to employee growth and engagement, ideal for mid-market to large companies"}, {"id": "mai-20260917-1752-baseline|c174-l2|meta-small|Darwinbox", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large and multinational organizations needing highly configurable performance management."}, {"id": "mai-20260917-1752-baseline|c174-l2|meta-small|PeopleStrong", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for mid-sized and large India/APAC organizations seeking performance within a broader HCM suite."}, {"id": "mai-20260917-1752-baseline|c174-l2|meta-small|HiBob HRIS", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HiBob HRIS - Best for mid-sized teams running structured reviews."}, {"id": "mai-20260917-1752-baseline|c174-l2|meta-small|Performance Pro", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Performance Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Performance Pro - Best for enterprise and finance teams that value simplicity."}, {"id": "mai-20260917-1752-baseline|c174-l2|minimax-small|Lattice", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **Lattice** or **Workday** as top choices"}, {"id": "mai-20260917-1752-baseline|c174-l2|minimax-small|Workday", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd particularly recommend **Lattice** or **Workday** as top choices"}, {"id": "mai-20260917-1752-baseline|c174-l2|minimax-small|BetterWorks", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Goal-oriented performance management"}, {"id": "mai-20260917-1752-baseline|c174-l2|minimax-small|PeopleGoal", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Customizable performance review processes"}, {"id": "mai-20260917-1752-baseline|c174-l2|mistral-small|15Five", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five** or **Lattice** are often top choices due to their scalability, strong integration ecosystems, and robust analytics"}, {"id": "mai-20260917-1752-baseline|c174-l2|mistral-small|Lattice", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**15Five** or **Lattice** are often top choices due to their scalability, strong integration ecosystems, and robust analytics"}, {"id": "mai-20260917-1752-baseline|c174-l2|mistral-small|Betterworks", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Betterworks** is also highly regarded for aligning performance with strategic business goals"}, {"id": "mai-20260917-1752-baseline|c174-l2|mistral-small|Workday Performance Management", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if your company already uses Workday for HR, as it offers seamless integration and enterprise-level support"}, {"id": "mai-20260917-1752-baseline|c174-l2|moonshot-small|Workday", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c174-l2|moonshot-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c174-l2|moonshot-small|Betterworks", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative Worth Considering: **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c174-l2|moonshot-small|Lattice", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most mid-market tools (like Lattice or 15Five) ... they're often too light."}, {"id": "mai-20260917-1752-baseline|c174-l2|moonshot-small|15Five", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most mid-market tools (like Lattice or 15Five) ... they're often too light."}, {"id": "mai-20260917-1752-baseline|c174-l2|openai-small|Workday", "prompt": "c174-l2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation**, it would be **Workday** for a company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c174-l2|openai-small|Lattice", "prompt": "c174-l2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** if your priority is a more modern performance-review experience with strong manager/employee workflows"}, {"id": "mai-20260917-1752-baseline|c174-l2|openai-small|Cornerstone", "prompt": "c174-l2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Cornerstone** if you care most about a very large, mature enterprise footprint and global scale."}, {"id": "mai-20260917-1752-baseline|c174-l2|xai-small|Workday", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday as the top performance review tool."}, {"id": "mai-20260917-1752-baseline|c174-l2|xai-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP SuccessFactors or Oracle HCM are close runners-up if you use their ecosystems"}, {"id": "mai-20260917-1752-baseline|c174-l2|xai-small|Oracle HCM Cloud", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP SuccessFactors or Oracle HCM are close runners-up"}, {"id": "mai-20260917-1752-baseline|c174-l2|zai-small|Workday", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deep HRIS integration, performance lives within the employee record; proven scalability to 2,000+ employees and beyond"}, {"id": "mai-20260917-1752-baseline|c174-l2|zai-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Organizations with SAP investment needing global compliance"}, {"id": "mai-20260917-1752-baseline|c174-l2|zai-small|Betterworks", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OKR-driven, strategy-focused performance programs"}, {"id": "mai-20260917-1752-baseline|c174-l2|zai-small|Lattice", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "People‑first cultures with a strong emphasis on growth & engagement"}, {"id": "mai-20260917-1752-baseline|c174-l2|zai-small|Culture Amp", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Engagement‑driven organizations"}, {"id": "mai-20260917-1752-baseline|c174-l2|zai-small|Darwinbox", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly configurable performance management for multinational orgs"}, {"id": "mai-20260917-1752-baseline|c174-l3|alibaba-small|Betterworks", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Large Enterprises seeking rigorous goal alignment via OKRs."}, {"id": "mai-20260917-1752-baseline|c174-l3|alibaba-small|Workday", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday/SAP if your primary constraint is maintaining a single source of truth for HR data and compliance."}, {"id": "mai-20260917-1752-baseline|c174-l3|alibaba-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Mid-to-Large enterprises deeply integrated into the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c174-l3|alibaba-small|Lattice", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Lattice if you want to modernize your culture with continuous feedback and customizable review flows"}, {"id": "mai-20260917-1752-baseline|c174-l3|alibaba-small|Leapsome", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Culturally driven enterprises focusing on engagement."}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Workday Performance & Talent Management", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance & Talent Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "These include Workday Performance & Talent Management, SAP SuccessFactors Performance & Goals, and Oracle Fusion Cloud HCM."}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP SuccessFactors HCM is known for its centralized HR management capabilities"}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "These include Workday Performance & Talent Management, SAP SuccessFactors Performance & Goals, and Oracle Fusion Cloud HCM."}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Vena", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top options include Vena (best for automating administrative tasks)"}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|OneStream XF", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream XF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneStream XF (best for manufacturing operations)"}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Jedox", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jedox (best for AI-supported planning and forecasting)"}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday Adaptive Planning (best for versioning and scenario analysis)"}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Board International", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Board International combines business intelligence, predictive analytics, and enterprise performance management in a single low-code platform"}, {"id": "mai-20260917-1752-baseline|c174-l3|anthropic-small|Oracle Fusion Cloud EPM", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Oracle Fusion Cloud EPM helps move finance toward autonomous operations with AI agents embedded across connected planning"}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|Betterworks", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strongest **enterprise best-of-breed** option for connecting goals to business outcomes."}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|Workday Performance", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when performance management must live inside a broader **HR system of record**."}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies that want **performance as part of an enterprise suite**"}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also ranking highly for enterprises already standardized on Oracle"}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|Lattice", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically less deep for complex enterprise operating models"}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|15Five", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More focused on **manager enablement and feedback cadence** than enterprise strategy alignment."}, {"id": "mai-20260917-1752-baseline|c174-l3|challenger-small|Leapsome", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broad and modular; often chosen where teams want **more than reviews**"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Oracle Fusion Cloud EPM", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The broadest, deepest full EPM suite ... Differentiator: Functional breadth; \"best value for suite-depth EPM.\""}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|SAP Analytics Cloud", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep integration with SAP S/4HANA and BW; unified BI + planning."}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easiest to adopt and best alignment for Workday HCM/Financials customers"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Anaplan", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The most flexible modeling engine and strongest at connecting finance to operations."}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|OneStream", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Most comprehensive suite + deep consolidation/compliance | **Oracle EPM** or **OneStream**"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Wolters Kluwer CCH Tagetik", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong ESG/regulatory reporting | **CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Board International", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unified BI + planning + close with strong interactive dashboards and enterprise scalability."}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|IBM Planning Analytics", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Complex modeling from large datasets | **IBM Planning Analytics**"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Infor EPM", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Infor EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also strong: IBM Planning Analytics, Infor EPM, Planful, Vena, Prophix, Pigment, Jedox"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Planful", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Also strong: IBM Planning Analytics, Infor EPM, Planful, Vena, Prophix, Pigment, Jedox"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Vena", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Workday Adaptive and Vena are faster to deploy"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Prophix", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Also strong: ... Prophix, Pigment, Jedox"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Pigment", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Also strong: ... Pigment, Jedox"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Jedox", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Also strong: ... Prophix, Pigment, Jedox"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Betterworks", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "the top enterprise-grade platforms are different — Workday (built into HCM), Betterworks, Lattice, CultureAmp, 15Five, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Lattice", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Betterworks, Lattice, CultureAmp, 15Five, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|CultureAmp", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "CultureAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Betterworks, Lattice, CultureAmp, 15Five, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|15Five", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Betterworks, Lattice, CultureAmp, 15Five, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-l3|deepseek-small|Leapsome", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Betterworks, Lattice, CultureAmp, 15Five, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Workday (Talent Management module)", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday (Talent Management module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises that already use Workday as their core HRIS."}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|SAP SuccessFactors (Performance & Goals)", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors (Performance & Goals)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Global, SAP-centric enterprises with highly complex, matrixed workforces."}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Betterworks", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Enterprises where OKRs (Objectives and Key Results) are the primary driver of performance."}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Lattice", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lattice is a highly polished, standalone suite that combines performance reviews, OKRs, engagement surveys"}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Anaplan", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Anaplan (The gold standard for complex, multi-dimensional, and cross-functional mathematical modeling)"}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|OneStream", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Large, global, multi-entity enterprises requiring deep financial consolidation"}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Mid-to-large enterprises seeking highly agile, business-led FP&A scenario modeling."}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Oracle Fusion Cloud EPM", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Global enterprises already anchored in Oracle's ERP ecosystem."}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Planful", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Mid-market to enterprise finance teams looking for rapid deployment"}, {"id": "mai-20260917-1752-baseline|c174-l3|google-small|Culture Amp", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lattice or Culture Amp (Beautiful UI that drives high participation, paired with strong engagement analytics)"}, {"id": "mai-20260917-1752-baseline|c174-l3|meta-small|Workday", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is considered the best overall due to its comprehensive feature set"}, {"id": "mai-20260917-1752-baseline|c174-l3|meta-small|Lattice", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice and 15Five are popular for their mid-market and engagement-first culture focus"}, {"id": "mai-20260917-1752-baseline|c174-l3|meta-small|15Five", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice and 15Five are popular for their mid-market and engagement-first culture focus"}, {"id": "mai-20260917-1752-baseline|c174-l3|meta-small|Culture Amp", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Workday, Lattice, 15Five, Culture Amp, and Betterworks"}, {"id": "mai-20260917-1752-baseline|c174-l3|meta-small|Betterworks", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Betterworks is known for its OKR-led programs and enterprise readiness."}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Workday", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** | Overall enterprise needs | Comprehensive feature set, enterprise security, 24/7 support"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Betterworks", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** | Large enterprises | Advanced goal management & OKR tracking"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|BambooHR", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BambooHR** | Data visualization | User-friendly dashboards & analytics"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Engagedly", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Engagedly** | Feedback collection | Continuous feedback & peer reviews"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Leapsome", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Leapsome** | Scaling businesses | Learning integration & performance reviews"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Hibob", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Hibob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hibob** | Ease of use | Intuitive interface & employee experience"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Anaplan", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Anaplan** | Enterprise-wide scenario planning | 4.6/5 | ~6 months"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|OneStream", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**OneStream** | Complex finance processes | 4.6/5 | ~8 months"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Pigment", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Pigment** | Fast implementation | 4.6/5 | ~4 months"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Oracle EPM Cloud", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Oracle EPM Cloud** | Large organizations | 4/5 | Varies"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Workday Adaptive Planning** | Integrated workforce & financial planning | 4.3/5 | ~5 months"}, {"id": "mai-20260917-1752-baseline|c174-l3|minimax-small|Planful", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Planful** | Financial consolidation | 4.3/5 | ~5 months"}, {"id": "mai-20260917-1752-baseline|c174-l3|mistral-small|Workday Performance Management", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises (10,000+ employees) seeking a comprehensive HCM suite with integrated performance management."}, {"id": "mai-20260917-1752-baseline|c174-l3|mistral-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a full HCM suite, choose Workday or SAP/Oracle."}, {"id": "mai-20260917-1752-baseline|c174-l3|mistral-small|Oracle Fusion Cloud HCM", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a full HCM suite, choose Workday or SAP/Oracle."}, {"id": "mai-20260917-1752-baseline|c174-l3|mistral-small|Betterworks", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want best-of-breed performance management, choose Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-l3|mistral-small|Lattice", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a balance of performance and engagement, choose Lattice."}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|Pigment", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Pigment** (9.3/10 rating)"}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|Anaplan", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Anaplan** if you have extremely complex, large-scale planning requirements"}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|OneStream", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose OneStream** if you want consolidation and planning in one unified platform"}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|Oracle Enterprise Performance Management Cloud", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Enterprise Performance Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Oracle** if you're deeply invested in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Workday Adaptive** if you're already using Workday and want fast deployment"}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|Planful", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Planful** if you want finance-friendly tools with fast time-to-value"}, {"id": "mai-20260917-1752-baseline|c174-l3|moonshot-small|Board International", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Board** if you need strong BI/reporting integrated with planning"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Oracle Cloud EPM", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Oracle = broadest enterprise EPM suite"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|OneStream", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OneStream = strongest finance consolidation/CPM specialist"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|IBM Planning Analytics", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IBM Planning Analytics = powerful modeling engine"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Anaplan", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Anaplan = connected planning platform"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday Adaptive = cloud planning for finance teams"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Planful", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Planful / Vena = faster, more approachable enterprise FP&A"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|SAP Analytics Cloud / Group Reporting", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud / Group Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP = best in SAP-native environments"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Pigment", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pigment = modern planning experience"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Vena", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel-first finance organizations that want enterprise controls"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Prophix", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "generally positioned a tier below the largest suite vendors"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|Jedox", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "generally positioned a tier below the largest suite vendors"}, {"id": "mai-20260917-1752-baseline|c174-l3|openai-small|CCH Tagetik", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "credible enterprise options, but generally positioned a tier below the largest suite vendors"}, {"id": "mai-20260917-1752-baseline|c174-l3|xai-small|Workday", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Continuous feedback, goals/OKRs, talent reviews, AI-driven insights (Illuminate), calibration tools. Unified HCM-finance view.... Gartner Leader (9th year)"}, {"id": "mai-20260917-1752-baseline|c174-l3|xai-small|Oracle Fusion Cloud HCM", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Custom; mid-large enterprises, esp. Oracle users. Gartner Leader (9th year, furthest Vision)."}, {"id": "mai-20260917-1752-baseline|c174-l3|xai-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Custom; global SAP-centric orgs (5,000+). Gartner Leader (9th year)."}, {"id": "mai-20260917-1752-baseline|c174-l3|xai-small|UKG Pro", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less emphasis on OKRs/continuous vs. HCM peers; stronger in scheduling/payroll."}, {"id": "mai-20260917-1752-baseline|c174-l3|xai-small|Betterworks", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized tools like **Betterworks** also target enterprises for OKR-driven performance, but HCM giants dominate"}, {"id": "mai-20260917-1752-baseline|c174-l3|xai-small|Lattice", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Vs. Mid-Market Tools** (e.g., Lattice/Betterworks): Enterprises prefer HCM depth"}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|OneStream XF", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream XF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream XF** is the standout choice."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Anaplan", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anaplan** is the market leader."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Oracle EPM Cloud (Fusion)", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle EPM Cloud (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already heavily invested in Oracle or SAP, their native EPM suites are the most integrated options."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|SAP EPM (Analytics Cloud)", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP EPM (Analytics Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight integration with SAP S/4HANA and SAP ERP... Best when SAP is core; less suited for non-SAP ecosystems."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a Workday customer, **Workday Adaptive Planning** offers the fastest integration and agile planning."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Pigment", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pigment** is a strong modern alternative."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Planful", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you prioritize finance-led speed and reporting, **Planful** and **Board** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Board", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Planful** and **Board** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Vena", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your team lives in Excel, **Vena** provides Excel-native workflows with enterprise controls."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Prophix", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for mid-market with complex consolidation needs. | UI and experience less modern"}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Jedox", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you need AI-supported forecasting, **Jedox** and **Pigment** are leading options."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Infor d/EPM", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Infor d/EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Smaller market presence; ecosystem less extensive than Oracle/SAP/Anaplan/OneStream."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|EPM Live", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "EPM Live", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Limited beyond SharePoint ecosystem; less modern cloud-native experience."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Axiom", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Axiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Designed for finance teams; good for FP&A-focused use cases."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Planview Enterprise One", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Planview Enterprise One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Less focused on pure financial planning and consolidation."}, {"id": "mai-20260917-1752-baseline|c174-l3|zai-small|Epicor", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Epicor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Primarily a vertical ERP; limited as a standalone EPM platform."}, {"id": "mai-20260917-1752-baseline|c174-l4|alibaba-small|Betterworks", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Betterworks **Best for:** Large, global enterprises prioritizing OKRs and alignment... scales exceptionally well to thousands of users"}, {"id": "mai-20260917-1752-baseline|c174-l4|alibaba-small|Lattice", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice is renowned for its intuitive interface, which ensures high adoption rates even across thousands of non-HR employees"}, {"id": "mai-20260917-1752-baseline|c174-l4|alibaba-small|Workday (Workday HCM)", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Workday (Workday HCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already an enterprise Workday customer, **this is mathematically the most predictable option.**"}, {"id": "mai-20260917-1752-baseline|c174-l4|alibaba-small|15Five", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations seeking a cost-effective solution for massive headcount"}, {"id": "mai-20260917-1752-baseline|c174-l4|alibaba-small|Culture Amp", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often more affordable on a per-user basis than competitors like Betterworks or Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-l4|anthropic-small|Betterworks", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Betterworks** (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline|c174-l4|anthropic-small|Workleap (Officevibe)", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Workleap (Officevibe)** (Best for Predictable Costs)"}, {"id": "mai-20260917-1752-baseline|c174-l4|anthropic-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. SAP SuccessFactors or Dayforce** (Enterprise Suites)"}, {"id": "mai-20260917-1752-baseline|c174-l4|anthropic-small|Dayforce", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dayforce costs $171.96/employee/year for the platform plus $33.96/employee/year for performance"}, {"id": "mai-20260917-1752-baseline|c174-l4|anthropic-small|Lattice", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "platforms like Lattice have insufficient calibration and analytics depth for complex talent planning at scale"}, {"id": "mai-20260917-1752-baseline|c174-l4|challenger-small|Workday Performance", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Performance** is the strongest overall choice"}, {"id": "mai-20260917-1752-baseline|c174-l4|challenger-small|Betterworks", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** — strong for large enterprises needing alignment across distributed teams"}, {"id": "mai-20260917-1752-baseline|c174-l4|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want broad enterprise HCM plus performance, with custom module-based pricing"}, {"id": "mai-20260917-1752-baseline|c174-l4|challenger-small|Darwinbox", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for multinational organizations needing highly configurable performance management"}, {"id": "mai-20260917-1752-baseline|c174-l4|challenger-small|PeopleGoal", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less clearly the default choice for the largest, most complex deployments than Workday"}, {"id": "mai-20260917-1752-baseline|c174-l4|deepseek-small|Leapsome", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The winner: Leapsome** — primarily because it is one of the few enterprise platforms that explicitly markets **\"all-inclusive pricing\"**"}, {"id": "mai-20260917-1752-baseline|c174-l4|deepseek-small|Betterworks", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Why it's a strong contender:* Betterworks has recently moved to **publish list prices**"}, {"id": "mai-20260917-1752-baseline|c174-l4|deepseek-small|Workday", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The **total cost of ownership is high** if you're *not* already on Workday."}, {"id": "mai-20260917-1752-baseline|c174-l4|deepseek-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Why it's not the top pick:* ... implementation and consulting costs are where things balloon"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|emPerform", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "emPerform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **emPerform** if you want to avoid modular upcharges and get a single, predictable price."}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|PerformYard", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **PerformYard** if you want a dedicated specialist tool with flat, negotiated enterprise-wide contracts"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Lattice", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "deploying a standalone performance management tool (like Lattice, 15Five, or Leapsome) on top of your Core HRIS can lead to complex integration costs"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Culture Amp", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike competitors like Lattice or Culture Amp, PerformYard includes onboarding"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|15Five", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can lead to complex integration costs and separate billing cycles"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Leapsome", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can lead to complex integration costs and separate billing cycles"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Workday", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise giants like **Workday** or **SAP SuccessFactors** allow you to negotiate an **Enterprise License Agreement (ELA)**"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise giants like **Workday** or **SAP SuccessFactors** allow you to negotiate an **Enterprise License Agreement (ELA)**"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|OneStream", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Go with **OneStream** for deep scalability under a unified, predictable licensing agreement."}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Planful", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Planful (formerly Host Analytics) is an EPM platform known for offering a more accessible and predictable pricing framework"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Oracle Hyperion", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "you avoid the \"hidden integrations tax\" associated with Oracle Hyperion or SAP"}, {"id": "mai-20260917-1752-baseline|c174-l4|google-small|Anaplan", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "more accessible and predictable pricing framework than rivals like Anaplan"}, {"id": "mai-20260917-1752-baseline|c174-l4|meta-small|Betterworks", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Betterworks - Starting price: $8 per user, per month (currently available for $1 per user, per month for the first year of a three-year contract)"}, {"id": "mai-20260917-1752-baseline|c174-l4|meta-small|Workday HCM", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Workday HCM - Custom pricing based on selected products, organisation size and deployment scope"}, {"id": "mai-20260917-1752-baseline|c174-l4|meta-small|Darwinbox", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Darwinbox - Custom pricing"}, {"id": "mai-20260917-1752-baseline|c174-l4|meta-small|PeopleStrong", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "PeopleStrong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. PeopleStrong - Custom pricing"}, {"id": "mai-20260917-1752-baseline|c174-l4|meta-small|Oracle Fusion Cloud HCM", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Oracle Fusion Cloud HCM - Custom pricing"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|WorkSpark", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "WorkSpark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Consider WorkSpark** if you want simplicity at ~$4/user with everything included (no module stacking)"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|KS-Agents 360° Unlimited", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "KS-Agents 360° Unlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "€49/month flat (unlimited users) | European companies, small-to-mid scale"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|OKRs Tool", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Teams 50-200 (scales awkwardly at thousands)"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Custom pricing, but can negotiate caps"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|Workday", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Get quotes for flat-rate/fixed annual contracts from Betterworks, Darwinbox, or Workday"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|Betterworks", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Get quotes for flat-rate/fixed annual contracts from Betterworks, Darwinbox, or Workday"}, {"id": "mai-20260917-1752-baseline|c174-l4|minimax-small|Darwinbox", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large/multinational orgs, configurable pricing"}, {"id": "mai-20260917-1752-baseline|c174-l4|mistral-small|Betterworks", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** is highly recommended for large enterprises, offering custom enterprise pricing and a predictable cost structure."}, {"id": "mai-20260917-1752-baseline|c174-l4|mistral-small|Leapsome", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** and **Culture Amp** also provide custom enterprise pricing, which is ideal for large organizations"}, {"id": "mai-20260917-1752-baseline|c174-l4|mistral-small|Culture Amp", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** and **Culture Amp** also provide custom enterprise pricing, which is ideal for large organizations"}, {"id": "mai-20260917-1752-baseline|c174-l4|mistral-small|Workday", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** is another strong contender, known for its enterprise-grade performance management with custom pricing and scalability."}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|Workday", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday is known for holding firm on their rates."}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better pricing when bundled with other SAP products; can negotiate annual flat fees"}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|Oracle HCM Cloud", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Oracle HCM Cloud typically offers the most flexibility here"}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|Lattice", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Lattice** | PEPM | $11+ per employee/month |"}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|PerformYard", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lower PEPM rates ($4-8) with volume pricing; simpler feature set but cost-effective"}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|IceHrm Pro", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "IceHrm Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "One-time flat license (~$2,499) for unlimited employees, self-hosted"}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|15Five", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starts at $4/user/month for basic features"}, {"id": "mai-20260917-1752-baseline|c174-l4|moonshot-small|Microsoft Viva Glint", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$2/user/month for engagement/feedback"}, {"id": "mai-20260917-1752-baseline|c174-l4|openai-small|Betterworks Enterprise", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Betterworks Enterprise**"}, {"id": "mai-20260917-1752-baseline|c174-l4|openai-small|15Five", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the **easiest to forecast from public pricing**: **15Five**"}, {"id": "mai-20260917-1752-baseline|c174-l4|openai-small|Lattice", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison table** for Betterworks vs 15Five vs Lattice vs Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-l4|openai-small|Culture Amp", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Betterworks vs 15Five vs Lattice vs Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-l4|xai-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP SuccessFactors Performance & Goals stands out as the top recommendation for a large company needing predictable total costs"}, {"id": "mai-20260917-1752-baseline|c174-l4|xai-small|PerformYard", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Favor pure PEPM tools like SAP or PerformYard over custom-quote heavies"}, {"id": "mai-20260917-1752-baseline|c174-l4|xai-small|Betterworks", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Custom enterprise tier with volume discounts; optimized for 500+ users"}, {"id": "mai-20260917-1752-baseline|c174-l4|xai-small|Dayforce (Performance Module)", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Dayforce (Performance Module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All-in PEPM for enterprises; partner-led for thousands | Bundled HCM with performance | $1M+ total"}, {"id": "mai-20260917-1752-baseline|c174-l4|xai-small|Workday", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "custom-quote heavies (e.g., Workday full suite, which can hit $100+ PEPM all-in but discounts 20-40% at scale)"}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best performance management software options are **SAP SuccessFactors** and **Dayforce**"}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|Dayforce", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your primary goal is **pricing transparency** and ease of calculation, go with **Dayforce**."}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|Workday", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they either lack transparent pricing (Workday)"}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|Lattice", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "are too mid-market (Lattice/BambooHR)"}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|BambooHR", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are too mid-market (Lattice/BambooHR)"}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|Workhuman", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "require expensive custom quotes (Workhuman)"}, {"id": "mai-20260917-1752-baseline|c174-l4|zai-small|Betterworks", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "3. Betterworks (Best for Mid-to-Large Enterprise Features)"}, {"id": "mai-20260917-1752-baseline|c174-l5|challenger-small|Workday Performance", "prompt": "c174-l5", "model": "challenger-small", "cat": "performance-management", "variant": "scale", "raw": "Workday Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Better when you already use a large HCM suite and need standardized enterprise reviews."}, {"id": "mai-20260917-1752-baseline|c174-l5|challenger-small|SAP SuccessFactors", "prompt": "c174-l5", "model": "challenger-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Performance**, **SAP SuccessFactors** | Better when you already use a large HCM suite"}, {"id": "mai-20260917-1752-baseline|c174-l5|challenger-small|Betterworks", "prompt": "c174-l5", "model": "challenger-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for **OKR-to-review alignment** and enterprise-style performance programs."}, {"id": "mai-20260917-1752-baseline|c174-l5|challenger-small|Lattice", "prompt": "c174-l5", "model": "challenger-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Common fit for mid-market to large companies, with performance, engagement, and compensation together."}, {"id": "mai-20260917-1752-baseline|c174-l5|challenger-small|Leapsome", "prompt": "c174-l5", "model": "challenger-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you want reviews tied closely to learning and skill development."}, {"id": "mai-20260917-1752-baseline|c174-l5|challenger-small|PerformYard", "prompt": "c174-l5", "model": "challenger-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better if your process is centered on structured review cycles and templates."}, {"id": "mai-20260917-1752-baseline|c174-l5|meta-small|Lattice", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice: Best overall for companies with 100+ employees."}, {"id": "mai-20260917-1752-baseline|c174-l5|meta-small|Leapsome", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leapsome: Best for European and global teams."}, {"id": "mai-20260917-1752-baseline|c174-l5|meta-small|Oracle HCM Cloud", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle HCM Cloud: Suitable for large enterprises with Oracle infrastructure."}, {"id": "mai-20260917-1752-baseline|c174-l5|meta-small|MangoApps", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MangoApps: Offers a complete performance and learning suite with enterprise security and compliance features"}, {"id": "mai-20260917-1752-baseline|c174-l5|moonshot-small|Lattice", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lattice** | 100–5,000 employees | Unified performance + goals + compensation; strong UX | Higher price point"}, {"id": "mai-20260917-1752-baseline|c174-l5|moonshot-small|Culture Amp", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Performance management is secondary strength"}, {"id": "mai-20260917-1752-baseline|c174-l5|moonshot-small|15Five", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "May need to verify scale readiness for 5K"}, {"id": "mai-20260917-1752-baseline|c174-l5|moonshot-small|SAP SuccessFactors", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "1,000+ employees | Deep enterprise HCM integration; works council support | Higher complexity"}, {"id": "mai-20260917-1752-baseline|c174-l5|moonshot-small|Workday", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Native integration with Workday HCM | Premium pricing; may be overkill if standalone PM needed"}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|Workday", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday, SAP SuccessFactors, Oracle HCM**: Best for suite-integrated, highly compliant globals."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|SAP SuccessFactors", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday, SAP SuccessFactors, Oracle HCM**: Best for suite-integrated, highly compliant globals."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|Oracle HCM", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday, SAP SuccessFactors, Oracle HCM**: Best for suite-integrated, highly compliant globals."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|Betterworks", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Betterworks, Lattice, 15Five**: Strong performance focus, SSO/SCIM, SOC 2."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|Lattice", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Betterworks, Lattice, 15Five**: Strong performance focus, SSO/SCIM, SOC 2."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|15Five", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Betterworks, Lattice, 15Five**: Strong performance focus, SSO/SCIM, SOC 2."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|Culture Amp", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Culture Amp, Workhuman**: Analytics-heavy, scale-proven."}, {"id": "mai-20260917-1752-baseline|c174-l5|xai-small|Workhuman", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Culture Amp, Workhuman**: Analytics-heavy, scale-proven."}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Monday.com", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Vendors to Avoid:** *Monday.com, Asana, Trello, Jira, Smartsheet*"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Asana", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Vendors to Avoid:** *Monday.com, Asana, Trello, Jira, Smartsheet*"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Trello", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Vendors to Avoid:** *Monday.com, Asana, Trello, Jira, Smartsheet*"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Jira", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Vendors to Avoid:** *Monday.com, Asana, Trello, Jira, Smartsheet*"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Smartsheet", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Vendors to Avoid:** *Monday.com, Asana, Trello, Jira, Smartsheet*"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|PeopleSoft (Oracle)", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "PeopleSoft (Oracle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Vendors to Be Cautious Of:** *Traditional on-premise configurations of PeopleSoft (Oracle)"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|SAP", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "huge legacy SAP deployments"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Workday", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "heavily customized Workday instances... proceed with caution"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Lattice", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Vendors to Avoid:** *Certain smaller SaaS providers (e.g., basic tiers of Lattice, Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Culture Amp", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Vendors to Avoid:** *Certain smaller SaaS providers (e.g., basic tiers of Lattice, Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Qualtrics", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Vendors to be Cautious Of:** *Pure-survey tools (like some iterations of Qualtrics or Glint standalone)*"}, {"id": "mai-20260917-1752-baseline|c174-l6|alibaba-small|Glint", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Vendors to be Cautious Of:** *Pure-survey tools (like some iterations of Qualtrics or Glint standalone)*"}, {"id": "mai-20260917-1752-baseline|c174-l6|anthropic-small|BambooHR", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BambooHR, while excellent for small to medium businesses, may face limitations when scaled to large organizations."}, {"id": "mai-20260917-1752-baseline|c174-l6|anthropic-small|Workday", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While it serves large enterprises, it has notable drawbacks... interface can feel dated"}, {"id": "mai-20260917-1752-baseline|c174-l6|anthropic-small|Lattice", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise buyers at 1,000+ employees, however, often find calibration and analytics depth insufficient"}, {"id": "mai-20260917-1752-baseline|c174-l6|anthropic-small|Culture Amp", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users note limitations with the platform's navigation and limited customization."}, {"id": "mai-20260917-1752-baseline|c174-l6|anthropic-small|Leapsome", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some have noted a steep learning curve and hefty navigation challenges."}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Motivosity", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "explicitly called out as *not a good fit* for large or complex organizations"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Teamflect", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "described as hard-tied to Microsoft, which can be limiting"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Workleap Performance", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workleap Performance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned in the entry/simpler end of the market, with review-cycle functionality that is competent but limited"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Small Improvements", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned in the entry/simpler end of the market"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|ThriveSparrow", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "grouped with lower-cost entry tools that \"run review cycles competently and stop there\""}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|15Five", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better aligned to smaller or mid-market needs than to highly complex enterprise performance operations"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Lattice", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it deserves caution if you need very deep calibration, global compliance, or extensive hierarchy control"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Betterworks", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "sources consistently point to **Betterworks, Workday, SAP SuccessFactors, and Oracle Fusion Cloud HCM** as more enterprise-oriented choices"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Workday", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "more enterprise-oriented choices for large organizations"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "more enterprise-oriented choices for large organizations"}, {"id": "mai-20260917-1752-baseline|c174-l6|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "more enterprise-oriented choices for large organizations"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SAP SuccessFactors consistently receives complaints about cryptic navigation, a 2005-era interface, and confusing workflow states"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|Workday", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday’s native performance module lacks built-in continuous feedback and OKR alignment"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|Oracle HCM", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy HCM “modules” (SAP SuccessFactors, Workday, Oracle HCM) ... approach with caution"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|Betterworks", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider a separate best-of-breed tool (e.g., Betterworks, Lattice) rather than forcing the native module to work"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|Lattice", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider a separate best-of-breed tool (e.g., Betterworks, Lattice)"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|BambooHR", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid as your primary enterprise platform unless you have <500 employees"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|Gusto", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "BambooHR and Gusto are repeatedly flagged for limited feature depth, limited reporting, and restricted customization"}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|PerformYard", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "live review-cycle reporting broke. That kind of instability is unacceptable for a large org."}, {"id": "mai-20260917-1752-baseline|c174-l6|deepseek-small|Culture Amp", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Use Culture Amp for engagement surveys, not for enterprise-wide performance management"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Workday Performance & Talent", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Workday Performance & Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to Be Cautious: The \"Tick-the-Box\" Culture: These platforms were built as systems of record for HR administrators and compliance"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy ERP/HCM \"Default\" Modules (The Convenience Trap)... Why to Be Cautious"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Oracle Cloud HCM", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy ERP/HCM \"Default\" Modules (The Convenience Trap)... Why to Be Cautious"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|15Five", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like **15Five** were built around a weekly check-in ... often results in extreme \"feedback fatigue\" and administrative resistance."}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Leapsome", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMB/Mid-Market Platforms Attempting to \"Go Upmarket\" (The Scale Limit)"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|PerformYard", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SMB/Mid-Market Platforms Attempting to \"Go Upmarket\" (The Scale Limit)"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Lattice", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprises using Lattice must be prepared to build and maintain robust integrations with their primary HRIS, and they may run into \"calibration constraints\""}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Culture Amp", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "their transition into a fully functional *performance appraisal* system can sometimes feel retrofitted"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Betterworks", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "layer an enterprise-ready, purpose-built performance tool (such as **Betterworks** or **Cornerstone**) on top"}, {"id": "mai-20260917-1752-baseline|c174-l6|google-small|Cornerstone", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "layer an enterprise-ready, purpose-built performance tool (such as **Betterworks** or **Cornerstone**) on top"}, {"id": "mai-20260917-1752-baseline|c174-l6|meta-small|Workhuman", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workhuman: If they are only looking for a lightweight annual review tool."}, {"id": "mai-20260917-1752-baseline|c174-l6|meta-small|Betterworks", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may find it difficult to master the platform's steep learning curve"}, {"id": "mai-20260917-1752-baseline|c174-l6|meta-small|Lattice", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its dashboards and historical data sit at or below category average"}, {"id": "mai-20260917-1752-baseline|c174-l6|meta-small|15Five", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "add-ons push the real bill toward $22/user/mo"}, {"id": "mai-20260917-1752-baseline|c174-l6|meta-small|PerformYard", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is narrow by design, and every evaluation starts with a sales call"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|Workday", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users report \"enterprise-dated\" UX and note that continuous performance management features lag behind newer competitors like Lattice"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|Lattice", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "lag behind newer competitors like Lattice"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|BambooHR", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited features and customization options hinder functionality for larger organizations"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|Gusto", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Definitely avoid for large enterprises—it's designed for small businesses"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extremely complex implementation requiring 1-4 months per module with \"copious resources\" for training"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|Betterworks", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Even top-rated platforms like Betterworks, Cornerstone OnDemand, or Oracle HCM can fail without proper change management"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|Cornerstone OnDemand", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Even top-rated platforms like Betterworks, Cornerstone OnDemand, or Oracle HCM can fail without proper change management"}, {"id": "mai-20260917-1752-baseline|c174-l6|minimax-small|Oracle HCM", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Even top-rated platforms like Betterworks, Cornerstone OnDemand, or Oracle HCM can fail without proper change management"}, {"id": "mai-20260917-1752-baseline|c174-l6|mistral-small|Betterworks", "prompt": "c174-l6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why avoid/be cautious: It has a steep learning curve, especially for organizations new to OKR"}, {"id": "mai-20260917-1752-baseline|c174-l6|mistral-small|15Five", "prompt": "c174-l6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "15Five's pricing can become high due to numerous add-ons"}, {"id": "mai-20260917-1752-baseline|c174-l6|mistral-small|PerformYard", "prompt": "c174-l6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Its narrow focus means it lacks the depth and scalability required by larger, more complex organizations"}, {"id": "mai-20260917-1752-baseline|c174-l6|moonshot-small|Workday (Native Performance Module)", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Workday (Native Performance Module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its **native performance management module has significant gaps** for continuous performance management"}, {"id": "mai-20260917-1752-baseline|c174-l6|moonshot-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Known ongoing issues** with performance form routing, calibration sessions, and data transfers"}, {"id": "mai-20260917-1752-baseline|c174-l6|moonshot-small|15Five", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excel for **mid-market companies** (under 1,000 employees) but often **struggle at true enterprise scale**"}, {"id": "mai-20260917-1752-baseline|c174-l6|moonshot-small|Lattice", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excel for **mid-market companies** (under 1,000 employees) but often **struggle at true enterprise scale**"}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|BambooHR", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently criticized for **limited features, customization, and reporting**... unsuitable beyond mid-market."}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Lattice", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "reviewers note **scalability caps** for very large orgs"}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|15Five", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Customization and ease-of-use complaints** dominate... Ideal for <1,000 users, not enterprise sprawl."}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|PerformYard", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "PerformYard gets dinged for clunky interfaces at scale. Ideal for <1,000 users, not enterprise sprawl."}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Teamflect", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Teamflect shines in Microsoft Teams but lacks core HR depth."}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Workday", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**implementation stretches 6–12+ months**, UI complexity requires heavy training, and support is \"slow/inconsistent.\""}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "users report **cumbersome interfaces**, integration hurdles, and \"not intuitive\""}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Ceridian Dayforce", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**expensive implementation** and \"inconsistent support\" are common"}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Engagedly", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Engagedly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "SMB-Focused Tools: Anything pitched for \"high-growth startups\" (e.g., Engagedly, Culture Amp for smaller teams) often has **admin complexity at scale**"}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Culture Amp", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "(e.g., Engagedly, Culture Amp for smaller teams) often has **admin complexity at scale** or manual sync issues"}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Betterworks", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Safer Enterprise Bets** (from reviews): Betterworks (OKR-strong for 1,000+)"}, {"id": "mai-20260917-1752-baseline|c174-l6|xai-small|Darwinbox", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Darwinbox (APAC/global scale)"}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|Lattice", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Lattice ... offers the safest bet for scalability"}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|Workday", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It bridges the gap between simple review tools and enterprise-heavy systems like Workday."}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|15Five", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Continuous Feedback & Culture: 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|Betterworks", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"We need rigorous OKR tracking for our product/engineering teams.\" | Betterworks or Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|HiBob", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Data-Driven B2B Tech: HiBob"}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|Rippling", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HiBob (or Rippling)"}, {"id": "mai-20260917-1752-baseline|c174-m1|alibaba-small|Leapsome", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Betterworks or Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|Lattice", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the US mid-market default for reviews, goals, and one-on-ones in one system"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|Leapsome", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other purpose-built performance tools worth considering include Leapsome, Betterworks, PerformYard, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|Betterworks", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other purpose-built performance tools worth considering include Leapsome, Betterworks, PerformYard, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|PerformYard", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other purpose-built performance tools worth considering include Leapsome, Betterworks, PerformYard, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|15Five", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "15Five is built around making managers better rather than just running cycles"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|Culture Amp", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Culture Amp pairs performance with the strongest engagement analytics"}, {"id": "mai-20260917-1752-baseline|c174-m1|anthropic-small|HiBob HRIS", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HiBob HRIS is best for mid-sized teams running structured reviews"}, {"id": "mai-20260917-1752-baseline|c174-m1|challenger-small|Lattice", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-m1|challenger-small|HiBob HRIS", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **HiBob HRIS** if you want a broader HRIS with structured reviews built in"}, {"id": "mai-20260917-1752-baseline|c174-m1|challenger-small|Leapsome", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Leapsome** if your company wants performance plus OKRs plus learning"}, {"id": "mai-20260917-1752-baseline|c174-m1|challenger-small|Betterworks", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Betterworks** if you need heavier **continuous performance management**"}, {"id": "mai-20260917-1752-baseline|c174-m1|challenger-small|15Five", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **15Five** if you want a simpler, lightweight feedback and manager-rhythm tool"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|Lattice", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice is the safest, highest-rated default"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|Leapsome", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is **Europe-based** ... **Leapsome** is the stronger choice"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|Culture Amp", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combining engagement + performance, culture-driven"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|Betterworks", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OKR-first, AI-native continuous feedback at scale"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|15Five", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manager coaching and weekly check-in cadence"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|PerformYard", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious, flexible custom review cycles"}, {"id": "mai-20260917-1752-baseline|c174-m1|deepseek-small|HiBob", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you want HRIS + performance in one tool"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|Workday", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too agile to tolerate the heavy administrative bloat and months-long implementation of legacy enterprise systems like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|SAP SuccessFactors", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too agile to tolerate the heavy administrative bloat and months-long implementation of legacy enterprise systems like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|Lattice", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lattice: Best Overall for Balanced Performance & Goal Alignment... widely considered the gold-standard platform for mid-market, tech-forward B2B companies"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|Leapsome", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Teams & All-In-One Talent Enablement"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|15Five", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Developing Managers & Continuous Feedback"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|Betterworks", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Complex, OKR-Heavy B2B Orgs"}, {"id": "mai-20260917-1752-baseline|c174-m1|google-small|HiBob", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you want Performance + Core HR combined"}, {"id": "mai-20260917-1752-baseline|c174-m1|meta-small|Lattice", "prompt": "c174-m1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for a mid-market B2B company is Lattice, HiBob HRIS, or Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-m1|meta-small|HiBob HRIS", "prompt": "c174-m1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best performance management software for a mid-market B2B company is Lattice, HiBob HRIS, or Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-m1|meta-small|Betterworks", "prompt": "c174-m1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best performance management software for a mid-market B2B company is Lattice, HiBob HRIS, or Betterworks."}, {"id": "mai-20260917-1752-baseline|c174-m1|minimax-small|Lattice", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is generally the top recommendation due to its balance of features, scalability, and G2 ratings"}, {"id": "mai-20260917-1752-baseline|c174-m1|minimax-small|Engagedly", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good AI-forward option for mid-market, with pricing around $5/user/month"}, {"id": "mai-20260917-1752-baseline|c174-m1|minimax-small|Paylocity", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you want performance management + payroll in one system"}, {"id": "mai-20260917-1752-baseline|c174-m1|mistral-small|Lattice", "prompt": "c174-m1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is widely regarded as the best performance management software for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c174-m1|mistral-small|15Five", "prompt": "c174-m1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for smaller teams (under 100 employees)... but less comprehensive for full performance management."}, {"id": "mai-20260917-1752-baseline|c174-m1|mistral-small|Culture Amp", "prompt": "c174-m1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for companies prioritizing employee engagement and people analytics, especially at larger sizes"}, {"id": "mai-20260917-1752-baseline|c174-m1|moonshot-small|Lattice", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c174-m1|moonshot-small|Leapsome", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If learning/development integration is key, Leapsome edges ahead."}, {"id": "mai-20260917-1752-baseline|c174-m1|moonshot-small|15Five", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** (Best for Lightweight/Continuous Approach)"}, {"id": "mai-20260917-1752-baseline|c174-m1|moonshot-small|PerformYard", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PerformYard** (Best for Review-Focused Organizations)"}, {"id": "mai-20260917-1752-baseline|c174-m1|moonshot-small|Culture Amp", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Culture Amp** (Best for Engagement-First)"}, {"id": "mai-20260917-1752-baseline|c174-m1|openai-small|Lattice", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-m1|openai-small|Mitratech Perform", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Mitratech Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mitratech Perform** is also a solid mid-market pick"}, {"id": "mai-20260917-1752-baseline|c174-m1|openai-small|BambooHR", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider platforms like **BambooHR, Rippling, or Workday HCM** depending on your HR stack"}, {"id": "mai-20260917-1752-baseline|c174-m1|openai-small|Rippling", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider platforms like **BambooHR, Rippling, or Workday HCM**"}, {"id": "mai-20260917-1752-baseline|c174-m1|openai-small|Workday HCM", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider platforms like **BambooHR, Rippling, or Workday HCM**"}, {"id": "mai-20260917-1752-baseline|c174-m1|xai-small|Lattice", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice stands out as a top choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c174-m1|xai-small|15Five", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... 15Five | Continuous feedback & manager coaching"}, {"id": "mai-20260917-1752-baseline|c174-m1|xai-small|Leapsome", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leapsome | OKR-driven teams & learning"}, {"id": "mai-20260917-1752-baseline|c174-m1|xai-small|HiBob", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HiBob | Structured reviews in HRIS"}, {"id": "mai-20260917-1752-baseline|c174-m1|xai-small|Paylocity", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paylocity | Performance + payroll"}, {"id": "mai-20260917-1752-baseline|c174-m1|xai-small|Workday", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "closest is Cloud HCM like Workday, better for enterprises"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Lattice", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Lattice** if you want a full‑featured, people‑first platform with strong analytics."}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Leapsome", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Leapsome** when you need tight L&D integration."}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|15Five", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **15Five** if you want a lightweight, continuous‑feedback focus."}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|HiBob (Bob)", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **HiBob** if you need an all‑in‑one HRIS with performance built‑in."}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Rippling", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Rippling** when performance must directly affect payroll and IT."}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Culture Amp", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Culture Amp** if you prioritize employee engagement surveys plus performance insights."}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|BambooHR", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple, HRIS‑centric reviews & goals; great for small‑to‑mid‑sized US‑only orgs"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|PerformYard", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flexible review cycles + lightweight goals"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|BetterWorks", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "BetterWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Continuous performance + OKRs; good for organizations transitioning from annual to continuous reviews"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Reflektive", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Reflektive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focus on manager‑driven continuous feedback & real‑time goal tracking"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|PeopleStrong", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Integrated performance within broader HCM suite; OKRs, 360°, 9‑box analysis"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Zimyo", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Zimyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HR + payroll + performance in one system; strong local support"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|Workday HCM", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "consider **Workday HCM** or **SAP SuccessFactors** (more enterprise‑focused) if you already have a large HRIS footprint"}, {"id": "mai-20260917-1752-baseline|c174-m1|zai-small|SAP SuccessFactors", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "consider **Workday HCM** or **SAP SuccessFactors** (more enterprise‑focused)"}, {"id": "mai-20260917-1752-baseline|c174-m2|alibaba-small|Betterworks", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Strategy & Goal Alignment: **Betterworks** ... Betterworks is excellent for solving this."}, {"id": "mai-20260917-1752-baseline|c174-m2|alibaba-small|HiBob", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Modern HR Platform: **HiBob** ... HiBob is a strong contender."}, {"id": "mai-20260917-1752-baseline|c174-m2|alibaba-small|Lattice", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice remains the gold standard for many mid-sized tech and service companies."}, {"id": "mai-20260917-1752-baseline|c174-m2|alibaba-small|Trakstar Perform", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity / Documentation: **Trakstar Perform**"}, {"id": "mai-20260917-1752-baseline|c174-m2|anthropic-small|HiBob HRIS", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-sized teams running structured reviews... a smart, modern choice if you want to level up reviews without adding another separate tool"}, {"id": "mai-20260917-1752-baseline|c174-m2|anthropic-small|ThriveSparrow", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong fit for mid-sized companies looking to move beyond manual review cycles"}, {"id": "mai-20260917-1752-baseline|c174-m2|anthropic-small|BambooHR", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Makes it simple to launch review cycles and track completion without overcomplicating things for lean HR teams"}, {"id": "mai-20260917-1752-baseline|c174-m2|anthropic-small|Namely", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-sized companies wanting integrated HR and performance management"}, {"id": "mai-20260917-1752-baseline|c174-m2|challenger-small|Lattice", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-m2|challenger-small|Betterworks", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** is the stronger choice for **OKR-to-review alignment**"}, {"id": "mai-20260917-1752-baseline|c174-m2|challenger-small|15Five", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your culture depends on **weekly check-ins, continuous feedback**"}, {"id": "mai-20260917-1752-baseline|c174-m2|challenger-small|PerformYard", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **highly configurable review workflows**"}, {"id": "mai-20260917-1752-baseline|c174-m2|challenger-small|BambooHR", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if performance reviews are only one part of a broader **HRIS consolidation**"}, {"id": "mai-20260917-1752-baseline|c174-m2|deepseek-small|Lattice", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company (roughly 50–1,000 employees), **Lattice** is the strongest overall choice."}, {"id": "mai-20260917-1752-baseline|c174-m2|deepseek-small|Leapsome", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if EU compliance is critical, lean toward **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c174-m2|deepseek-small|15Five", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Engagement-forward culture; weekly check-ins & OKRs (50–1,000)"}, {"id": "mai-20260917-1752-baseline|c174-m2|deepseek-small|HiBob HRIS", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want reviews built into a modern HRIS with structured cycles"}, {"id": "mai-20260917-1752-baseline|c174-m2|deepseek-small|Culture Amp", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want deep engagement/text analytics; strong EU data residency"}, {"id": "mai-20260917-1752-baseline|c174-m2|deepseek-small|BambooHR", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HRIS-first, simpler/more lightweight"}, {"id": "mai-20260917-1752-baseline|c174-m2|google-small|Lattice", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Recommendation: Lattice ... **Lattice** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c174-m2|google-small|Leapsome", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** is the strongest competitor to Lattice."}, {"id": "mai-20260917-1752-baseline|c174-m2|google-small|Teamflect", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Workforces: Teamflect"}, {"id": "mai-20260917-1752-baseline|c174-m2|google-small|15Five", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** is the ideal choice."}, {"id": "mai-20260917-1752-baseline|c174-m2|google-small|Rippling", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One Option (HRIS-Native): Rippling or HiBob"}, {"id": "mai-20260917-1752-baseline|c174-m2|google-small|HiBob", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at the native performance modules of modern HRIS platforms like **Rippling** or **HiBob**"}, {"id": "mai-20260917-1752-baseline|c174-m2|meta-small|HiBob HRIS", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob HRIS: Best for mid-sized teams running structured reviews."}, {"id": "mai-20260917-1752-baseline|c174-m2|meta-small|Engagedly", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Engagedly: Best for mid-sized companies scaling their people programs."}, {"id": "mai-20260917-1752-baseline|c174-m2|meta-small|Betterworks", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for continuous performance evaluation tied to strategy, ideal for mid-market to enterprise companies."}, {"id": "mai-20260917-1752-baseline|c174-m2|meta-small|Trakstar Perform", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A dedicated performance review platform aimed at small-to-mid-sized organizations."}, {"id": "mai-20260917-1752-baseline|c174-m2|minimax-small|PerformYard", "prompt": "c174-m2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **PerformYard**"}, {"id": "mai-20260917-1752-baseline|c174-m2|minimax-small|Lattice", "prompt": "c174-m2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Lattice** ... strong but typically costs more"}, {"id": "mai-20260917-1752-baseline|c174-m2|mistral-small|PerformYard", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **PerformYard** as a top performance review tool"}, {"id": "mai-20260917-1752-baseline|c174-m2|mistral-small|Betterworks", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Betterworks** for continuous performance evaluation tied to strategic OKRs"}, {"id": "mai-20260917-1752-baseline|c174-m2|mistral-small|Trakstar Perform", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trakstar Perform** for documented review cycles without unnecessary complexity"}, {"id": "mai-20260917-1752-baseline|c174-m2|moonshot-small|PerformYard", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-m2|moonshot-small|Lattice", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Lattice"}, {"id": "mai-20260917-1752-baseline|c174-m2|moonshot-small|15Five", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Continuous Feedback Culture: 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m2|openai-small|15Five Perform", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five Perform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **15Five Perform**"}, {"id": "mai-20260917-1752-baseline|c174-m2|openai-small|PerformYard", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I\\u2019d put **PerformYard** at the top of the shortlist"}, {"id": "mai-20260917-1752-baseline|c174-m2|openai-small|Culture Amp", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** is also worth considering, but it\\u2019s usually the better fit when engagement analytics are as important as reviews"}, {"id": "mai-20260917-1752-baseline|c174-m2|xai-small|15Five", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend 15Five as the top performance review tool."}, {"id": "mai-20260917-1752-baseline|c174-m2|xai-small|Lattice", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive (reviews + engagement + OKRs) ... Polished for tech/B2B; modular but pricier for full use"}, {"id": "mai-20260917-1752-baseline|c174-m2|xai-small|PerformYard", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly flexible; great for structured B2B cycles; mid-market focus."}, {"id": "mai-20260917-1752-baseline|c174-m2|xai-small|Leapsome", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Value for development-focused teams; strong EU/B2B adoption."}, {"id": "mai-20260917-1752-baseline|c174-m2|xai-small|ThriveSparrow", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly; top Forbes pick for most SMBs."}, {"id": "mai-20260917-1752-baseline|c174-m2|xai-small|BambooHR", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Full HR Integration**: Lattice or BambooHR (if you need payroll too)."}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Lattice", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for a mid-sized B2B company: Lattice."}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|15Five", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: 15Five if you want a more informal, weekly rhythm"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|BambooHR", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that want a single HR-performance hub (HRIS + reviews), BambooHR or Rippling are solid choices."}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Rippling", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR or Rippling are solid choices"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Leapsome", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly alternative: Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Teamflect", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teamflect if you're a Microsoft-365 shop"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Betterworks", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Governance-heavy, OKR-led processes for larger, regulated environments | Betterworks or Profit.co"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|HiBob HRIS", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-sized teams needing structured reviews alongside core HR features"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|ThriveSparrow", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most SMBs (incl. mid-market) wanting a comprehensive, easy-to-use performance suite"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Profit.co", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Governance-heavy orgs ... needing compliance-focused reviews"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Effy AI", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Start-ups or lean teams that need a fast-set-up, AI-driven review tool"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|AssessTEAM", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "AssessTEAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Budget-conscious teams that want lowest published price"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|Small Improvements", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Small-to-mid-size teams that need simple, low-cost reviews"}, {"id": "mai-20260917-1752-baseline|c174-m2|zai-small|PerformYard", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Organizations needing custom review workflows"}, {"id": "mai-20260917-1752-baseline|c174-m3|alibaba-small|Workday", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Workday/SAP** if you are a Fortune 500 company where data privacy and audit trails are your #1 priority."}, {"id": "mai-20260917-1752-baseline|c174-m3|alibaba-small|Lattice", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Lattice** if you are a fast-growing company (Seed to Series C/D) that wants to manage reviews, promotions, and salary adjustments in one easy-to-use place."}, {"id": "mai-20260917-1752-baseline|c174-m3|alibaba-small|Betterworks", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Betterworks** if you are a mature organization trying to fix \"execution gaps\""}, {"id": "mai-20260917-1752-baseline|c174-m3|alibaba-small|15Five", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies prioritizing culture, employee engagement, and frequent feedback"}, {"id": "mai-20260917-1752-baseline|c174-m3|alibaba-small|SAP SuccessFactors", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an enterprise giant best suited for organizations already heavily invested in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c174-m3|alibaba-small|BambooHR", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "handles basic performance workflows well but is primarily an HRIS ... performance second"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|HiBob HRIS", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading platforms include HiBob HRIS, BambooHR, Rippling, Lattice, HROne, Paylocity, Leapsome, and Performance Pro"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|BambooHR", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading platforms include HiBob HRIS, BambooHR, Rippling, Lattice..."}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Rippling", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading platforms include HiBob HRIS, BambooHR, Rippling, Lattice..."}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Lattice", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice has become one of the most popular performance management platforms for growth-stage companies"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|HROne", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading platforms include ... HROne, Paylocity, Leapsome, and Performance Pro"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Paylocity", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leading platforms include ... Paylocity, Leapsome, and Performance Pro"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Leapsome", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leapsome bundles performance reviews, goals, engagement surveys, and a learning module ... frequent pick for EU-headquartered teams"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Performance Pro", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Performance Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The leading platforms include ... Leapsome, and Performance Pro"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Workday Performance & Talent Management", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance & Talent Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "are HR suite modules that give you a single contract, one data model, and enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "HR suite modules that give you a single contract, one data model, and enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "HR suite modules that give you a single contract, one data model, and enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|15Five", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "15Five focuses on the manager-employee relationship with its weekly check-in model"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|PerformYard", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "PerformYard stands out for having the most flexible review form builder in the category"}, {"id": "mai-20260917-1752-baseline|c174-m3|anthropic-small|Betterworks", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Betterworks focuses on goal alignment for large organizations with cascading OKRs"}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|Lattice", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Lattice** if you want the most balanced **all-around mid-market** option."}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|Betterworks", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Betterworks** if you need **enterprise OKRs and strategy execution**."}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|Workday", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Performance as part of a broader **enterprise HCM** and talent-planning stack"}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|15Five", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **15Five** if manager coaching and continuous feedback are the priority."}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|Leapsome", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Leapsome** if you want **performance + learning** in one system."}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|BambooHR", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **BambooHR** if you already use BambooHR and want a simpler add-on."}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|Culture Amp", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong **people analytics** and survey capability"}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|PerformYard", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **PerformYard** if you need **highly customizable review workflows**."}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|Engagedly", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broad suite spanning **performance, learning, engagement, and recognition**"}, {"id": "mai-20260917-1752-baseline|c174-m3|challenger-small|HiBob", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Performance tied closely to broader **HR and people operations**"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|Lattice", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The closest thing to a \"performance operating system.\""}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|15Five", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're building a coaching/feedback culture affordably → 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|Leapsome", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If OKRs + learning + engagement matter most (and you're in Europe) → Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|Culture Amp", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If engagement data and analytics are your priority → Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|Betterworks", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need enterprise-grade OKR alignment → Betterworks"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|HiBob / Bob", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob / Bob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you prefer a simple HRIS-first tool → HiBob, BambooHR, or Rippling"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|ThriveSparrow", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Praised by Forbes as best for most SMBs thanks to a large feature set plus AI features."}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|Profit.co", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(and others like Profit.co, BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|BambooHR", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Simple, great for small and growing businesses formalizing reviews"}, {"id": "mai-20260917-1752-baseline|c174-m3|deepseek-small|Rippling", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Distinct for connecting performance ratings to payroll and IT in one all-in-one system."}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|Lattice", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice is widely considered the market leader for fast-growing and mid-market organizations."}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|15Five", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Companies that prioritize employee development, continuous feedback, and training managers to be better coaches."}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|Culture Amp", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Data-driven companies with dedicated People Operations teams"}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|Leapsome", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a European-built platform that has gained massive global popularity"}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|Betterworks", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "designed for large enterprises that need to align thousands of employees"}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|PerformYard", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High customizability and price-to-value."}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|Teamflect", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Seamless Microsoft integration."}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|HiBob", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "all-in-one HRIS databases like HiBob or BambooHR offer native performance modules"}, {"id": "mai-20260917-1752-baseline|c174-m3|google-small|BambooHR", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "these modules are generally less robust than dedicated tools"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Lattice", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Lattice is best for mid-market, people-first organizations"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Betterworks", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Betterworks is best for enterprise OKR-led programs"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|OKRs Tool", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OKRs Tool is best for growing teams"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|BambooHR", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BambooHR is best for HRIS-first teams"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|15Five", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include Lattice, Betterworks, OKRs Tool, BambooHR, 15Five"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Leapsome", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include ... Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Culture Amp", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top platforms include ... Culture Amp"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Rippling", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top platforms include ... Rippling"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Profit.co", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top platforms include ... Profit.co"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Peoplebox", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top platforms include ... Peoplebox"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|PerformYard", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some of the top platforms include ... PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Teamflect", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some of the top platforms include ... Teamflect"}, {"id": "mai-20260917-1752-baseline|c174-m3|meta-small|Primalogik", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some of the top platforms include ... and Primalogik"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|HiBob", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Mid-sized companies scaling HR processes"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|BambooHR", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Small and medium businesses (SMBs)"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Lattice", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most SMBs, ThriveSparrow and Lattice are often recommended"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Betterworks", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprises typically gravitate toward Betterworks or Rippling"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Deel HR", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Continuous 1:1 performance feedback"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|ThriveSparrow", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For most SMBs, ThriveSparrow and Lattice are often recommended"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Teamflect", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teamflect specializes in Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Culture Amp", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Engagement-driven teams"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Rippling", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "enterprises typically gravitate toward Betterworks or Rippling"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|PerformYard", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Customized performance review processes"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Factorial", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some cater to SMBs (BambooHR, Factorial)"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Peoplebox", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some emphasize OKRs/goals (Betterworks, Peoplebox)"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|15Five", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "others on engagement (Culture Amp, 15Five)"}, {"id": "mai-20260917-1752-baseline|c174-m3|minimax-small|Leapsome", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Leapsome targets European mid-market"}, {"id": "mai-20260917-1752-baseline|c174-m3|mistral-small|Workday", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Workday is the most comprehensive and enterprise-focused."}, {"id": "mai-20260917-1752-baseline|c174-m3|mistral-small|BambooHR", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BambooHR is best for smaller teams needing simplicity."}, {"id": "mai-20260917-1752-baseline|c174-m3|mistral-small|Engagedly", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Engagedly excels at feedback and engagement."}, {"id": "mai-20260917-1752-baseline|c174-m3|mistral-small|Betterworks", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Betterworks is ideal for goal and OKR-driven organizations."}, {"id": "mai-20260917-1752-baseline|c174-m3|mistral-small|Leapsome", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leapsome offers the most integrated approach"}, {"id": "mai-20260917-1752-baseline|c174-m3|mistral-small|Hibob (HiBob)", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Hibob (HiBob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hibob is the easiest to use and fastest to implement."}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|Lattice", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** - Best for Comprehensive Talent Management"}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|15Five", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Continuous Feedback & Manager Coaching"}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|Leapsome", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for OKR-Driven Teams & European Companies"}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|BambooHR", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small to Mid-Size Companies"}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|Rippling", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech-Forward, Integrated Operations"}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|Workday", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "most robust but also most complex to implement"}, {"id": "mai-20260917-1752-baseline|c174-m3|moonshot-small|Culture Amp", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Engagement-First Approach"}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|Lattice", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Lattice** if you want a polished continuous performance experience."}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|15Five", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **15Five** if you want strong check-ins + OKRs + reviews + engagement in one system."}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|Culture Amp", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Culture Amp** if engagement and people analytics matter as much as reviews."}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|Workday", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday is usually the choice for large enterprises"}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|SAP SuccessFactors", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "typically selected as part of a broader HCM strategy"}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|Oracle HCM", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "another suite-based option for organizations"}, {"id": "mai-20260917-1752-baseline|c174-m3|openai-small|Betterworks", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **Betterworks** if your program is fundamentally OKR-driven."}, {"id": "mai-20260917-1752-baseline|c174-m3|xai-small|Rippling", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Rippling** (G2: 4.8/5) – All-in-one HR/IT/payroll platform with performance add-ons."}, {"id": "mai-20260917-1752-baseline|c174-m3|xai-small|Lattice", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lattice for mid-market balance, Rippling if consolidating HR tools"}, {"id": "mai-20260917-1752-baseline|c174-m3|xai-small|Leapsome", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Leapsome** (G2: 4.8/5) – Performance tied to learning/development."}, {"id": "mai-20260917-1752-baseline|c174-m3|xai-small|15Five", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five** (G2: 4.6/5) – Focus on continuous feedback/check-ins."}, {"id": "mai-20260917-1752-baseline|c174-m3|xai-small|BambooHR", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HRIS with performance module for SMBs"}, {"id": "mai-20260917-1752-baseline|c174-m3|xai-small|Workday", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, 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"pos": 5, "ev": "free options such as Profit.co, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-m4|meta-small|Lattice", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free options such as Profit.co, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-m4|meta-small|Google Sheets templates", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Google Sheets templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "simpler solutions like Google Sheets templates"}, {"id": "mai-20260917-1752-baseline|c174-m4|meta-small|Notion's performance templates", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Notion's performance templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Notion's performance templates"}, {"id": "mai-20260917-1752-baseline|c174-m4|meta-small|Trello", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trello boards with custom workflows"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|Effy AI", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Effy AI** – Best Overall for Small Business"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|Small Improvements", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Low Cost ... Cheapest credible option for small teams"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|BambooHR", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need full HR suite - More comprehensive, but higher price point"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|Profit.co", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with **Effy AI** ($3/user/month) or **Profit.co's free tier** if you have a very small team"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|GreytHR", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "GreytHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GreytHR** – Full-suite HRMS with free tier"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|Google Sheets/Notion templates", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Google Sheets/Notion templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free DIY solution"}, {"id": "mai-20260917-1752-baseline|c174-m4|minimax-small|Trello", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Trello** – Free with custom boards for tracking"}, {"id": "mai-20260917-1752-baseline|c174-m4|mistral-small|Small Improvements", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the cheapest credible option at $3/user/month, making it ideal for small businesses"}, {"id": "mai-20260917-1752-baseline|c174-m4|mistral-small|Effy AI", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for its affordability and flexibility, with no minimum seat requirement or long-term contracts."}, {"id": "mai-20260917-1752-baseline|c174-m4|mistral-small|Trakstar", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Noted for being budget-friendly and suitable for small companies"}, {"id": "mai-20260917-1752-baseline|c174-m4|mistral-small|15Five", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Praised for its ease of use and effectiveness"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Profit.co", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Very tight budget, <5 employees | Profit.co (free tier) or OrangeHRM"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Teamflect", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Teamflect** | Small teams | Up to 10 users"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Bitrix24", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bitrix24** | Collaboration needs | Unlimited users (basic)"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|OrangeHRM", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very tight budget, <5 employees | Profit.co (free tier) or OrangeHRM"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Synergita PMS", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Synergita PMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**$0.35/user/month** \\u2b50 | Lowest cost option with SMART goals"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Small Improvements", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cheapest credible option (but has seat minimums)"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|EvalFlow", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "EvalFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**EvalFlow** ($6/user/month) is another strong contender"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Zoho People", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good if you already use Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Effy AI", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Effy AI** is frequently recommended as the best choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|BambooHR Pro", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Already using Zoho/BambooHR | Zoho People or BambooHR Pro"}, {"id": "mai-20260917-1752-baseline|c174-m4|moonshot-small|Lattice", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Watch Out For: Minimum seat requirements (e.g., Lattice requires $4,000/year minimum)"}, {"id": "mai-20260917-1752-baseline|c174-m4|openai-small|Perform", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Perform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Perform** if you want a true performance-management tool with a **free plan for very small teams**"}, {"id": "mai-20260917-1752-baseline|c174-m4|openai-small|PerformYard", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PerformYard** is another strong budget-friendly option, with pricing starting at **$5 per user per month**"}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|AssessTEAM", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **ultra-low budget (<50 employees)**, start with **AssessTEAM** or **Performance Pro**—pure performance at rock-bottom prices."}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|Zoho People", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full performance suite (goals, OKRs, 360 feedback, appraisals) in a broader HR tool."}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|Performance Pro", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Performance Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **AssessTEAM** or **Performance Pro**—pure performance at rock-bottom prices"}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|WebHR", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "WebHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modular—pay only for what you need. Covers reviews, OKRs, 360 feedback."}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|Small Improvements", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easy reviews, praise walls, 1:1s. High ratings for usability."}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|Profit.co Free Tier", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co Free Tier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Profit.co Free Tier**: OKRs/goals (limited scale)."}, {"id": "mai-20260917-1752-baseline|c174-m4|xai-small|GreytHR Free Tier", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "GreytHR Free Tier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**GreytHR Free Tier**: Basic HRMS with performance (India-focused)."}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Effy AI", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest & simplest for a small team**: Effy AI (free up to 5 users, then $2–3/seat/month)."}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Small Improvements", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for 20+ employees with a structured approach**: Small Improvements ($3/user/month, 20-seat minimum)."}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|PerformYard", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most flexible/customizable**: PerformYard ($5–10/person/month)."}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|AssessTEAM", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lowest published price, no minimum team size"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Profit.co", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is tight and you’re under 10 people**: Start with Profit.co (free)"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|GreytHR", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "GreytHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Organizations already using GreytHR"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Worxmate", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Worxmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free trial (up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Bitrix24", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Very small teams that need something “good enough”"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|OrangeHRM", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source version | Self-hosted; requires technical skills"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Google Sheets", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Google Sheets** with performance templates"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Notion", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Notion** with performance tracking templates"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Trello/Asana", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Trello/Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Trello/Asana** with custom workflows"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|15Five", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "PerformYard, 15Five, Lattice, or Effy AI (scaled)"}, {"id": "mai-20260917-1752-baseline|c174-m4|zai-small|Lattice", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "PerformYard, 15Five, Lattice, or Effy AI (scaled)"}, {"id": "mai-20260917-1752-baseline|c174-m5|alibaba-small|Workday", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too lean to justify the cost and complexity of \"enterprise\" suites like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m5|alibaba-small|SAP SuccessFactors", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too lean to justify the cost and complexity of \"enterprise\" suites like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m5|alibaba-small|Lattice", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need a modern **Mid-Market** solution (like Lattice, Culture Amp, 15Five, or Divalent)."}, {"id": "mai-20260917-1752-baseline|c174-m5|alibaba-small|Culture Amp", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need a modern **Mid-Market** solution (like Lattice, Culture Amp, 15Five, or Divalent)."}, {"id": "mai-20260917-1752-baseline|c174-m5|alibaba-small|15Five", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You need a modern **Mid-Market** solution (like Lattice, Culture Amp, 15Five, or Divalent)."}, {"id": "mai-20260917-1752-baseline|c174-m5|alibaba-small|Divalent", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Divalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need a modern **Mid-Market** solution (like Lattice, Culture Amp, 15Five, or Divalent)."}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|Workday", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not so big that you need enterprise-grade complexity (Workday, SAP) or a six-month implementation"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|SAP", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not so big that you need enterprise-grade complexity (Workday, SAP) or a six-month implementation"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|Lattice", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Lattice** (200–5,000+ employees) — performance + engagement + compensation in one platform"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|Betterworks", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Betterworks** (500–100k) — continuous performance tied to OKRs, AI nudges & coaching"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|15Five", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong continuous feedback/engagement layer, great manager rhythm"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|Trakstar", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trakstar / PerformYard / BambooHR — solid mid-market options"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|PerformYard", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trakstar / PerformYard / BambooHR — solid mid-market options"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|BambooHR", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trakstar / PerformYard / BambooHR — solid mid-market options"}, {"id": "mai-20260917-1752-baseline|c174-m5|deepseek-small|EvalFlow", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**EvalFlow** — lighter-weight AI-driven option if you want fast, low-admin setup"}, {"id": "mai-20260917-1752-baseline|c174-m5|google-small|Lattice", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leaders in this category typically include **Lattice, Culture Amp, 15Five, Leapsome,** and **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c174-m5|google-small|Culture Amp", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leaders in this category typically include **Lattice, Culture Amp, 15Five, Leapsome,** and **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c174-m5|google-small|15Five", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Leaders in this category typically include **Lattice, Culture Amp, 15Five, Leapsome,** and **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c174-m5|google-small|Leapsome", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Leaders in this category typically include **Lattice, Culture Amp, 15Five, Leapsome,** and **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c174-m5|google-small|PerformYard", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Leaders in this category typically include **Lattice, Culture Amp, 15Five, Leapsome,** and **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c174-m5|google-small|Workday Performance", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Workday Performance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "(Avoid enterprise monsters like Workday Performance unless you are already fully committed to the broader Workday ecosystem, as they are often too rigid and expensive"}, {"id": "mai-20260917-1752-baseline|c174-m5|meta-small|Betterworks", "prompt": "c174-m5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top performance management software options for a company of your size include Betterworks, Leapsome, Lattice, 15Five, and ClearCompany."}, {"id": "mai-20260917-1752-baseline|c174-m5|meta-small|Leapsome", "prompt": "c174-m5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options for a company of your size include Betterworks, Leapsome, Lattice, 15Five, and ClearCompany"}, {"id": "mai-20260917-1752-baseline|c174-m5|meta-small|Lattice", "prompt": "c174-m5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options for a company of your size include Betterworks, Leapsome, Lattice, 15Five, and ClearCompany"}, {"id": "mai-20260917-1752-baseline|c174-m5|meta-small|15Five", "prompt": "c174-m5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options for a company of your size include Betterworks, Leapsome, Lattice, 15Five, and ClearCompany"}, {"id": "mai-20260917-1752-baseline|c174-m5|meta-small|ClearCompany", "prompt": "c174-m5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "options for a company of your size include Betterworks, Leapsome, Lattice, 15Five, and ClearCompany"}, {"id": "mai-20260917-1752-baseline|c174-m5|minimax-small|Lattice", "prompt": "c174-m5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include: Lattice, 15Five, CultureAmp, Workhuman, and Reflektive."}, {"id": "mai-20260917-1752-baseline|c174-m5|minimax-small|15Five", "prompt": "c174-m5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include: Lattice, 15Five, CultureAmp, Workhuman, and Reflektive."}, {"id": "mai-20260917-1752-baseline|c174-m5|minimax-small|CultureAmp", "prompt": "c174-m5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "CultureAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include: Lattice, 15Five, CultureAmp, Workhuman, and Reflektive."}, {"id": "mai-20260917-1752-baseline|c174-m5|minimax-small|Workhuman", "prompt": "c174-m5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options include: Lattice, 15Five, CultureAmp, Workhuman, and Reflektive."}, {"id": "mai-20260917-1752-baseline|c174-m5|minimax-small|Reflektive", "prompt": "c174-m5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Reflektive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options include: Lattice, 15Five, CultureAmp, Workhuman, and Reflektive."}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|Betterworks", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Based on your core needs (e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome)."}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|15Five", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|Lattice", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|BambooHR Performance", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|Workday Performance", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Workday Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|Culture Amp", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m5|mistral-small|Leapsome", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Betterworks, 15Five, Lattice, BambooHR Performance, Workday Performance, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|Lattice", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Lattice for usability"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|15Five", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lattice, 15Five, ClearCompany"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|ClearCompany", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lattice, 15Five, ClearCompany"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|Betterworks", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Betterworks for strategy alignment"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|Leapsome", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Betterworks, Leapsome, HiBob"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|HiBob", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Betterworks, Leapsome, HiBob"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|Workday", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|SAP SuccessFactors", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-Grade | Complex org structures, heavy compliance needs | Workday, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|PerformYard", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "PerformYard for flexibility"}, {"id": "mai-20260917-1752-baseline|c174-m5|moonshot-small|PeopleGoal", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "PeopleGoal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PerformYard, PeopleGoal"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|Lattice", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Lattice, Leapsome, Betterworks, 15Five, PerformYard, and HRIS extensions like BambooHR or Workday"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|Leapsome", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Lattice, Leapsome, Betterworks, 15Five, PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|Betterworks", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include Lattice, Leapsome, Betterworks, 15Five, PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|15Five", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Lattice, Leapsome, Betterworks, 15Five, PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|PerformYard", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include ... PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|BambooHR", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HRIS extensions like BambooHR or Workday"}, {"id": "mai-20260917-1752-baseline|c174-m5|xai-small|Workday", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HRIS extensions like BambooHR or Workday"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|Betterworks", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Betterworks | Transformational – strategy‑driven, enterprise‑ready | Deep OKR/goal management... Higher complexity, more suited to larger orgs"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|Workday Performance Layer", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "Workday Performance Layer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steeper learning curve, more suited to enterprise"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|SAP SuccessFactors", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill for mid‑market, higher cost and complexity"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|Lattice", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Lattice | Mid‑market, continuous feedback + development | User‑friendly, continuous feedback, development tools, strong UX"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|15Five", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "15Five | Continuous feedback, simple review process | Lightweight check‑ins, simple UX, strong adoption"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|ClearCompany", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ClearCompany | Mid‑market, HRIS + performance | Good HRIS integration, customizable workflows"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|Leapsome", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leapsome | Both – program building + usability | Balanced feature set, good UX, integrations"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|HiBob", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HiBob | Mid‑market HRIS + performance | Performance features less deep than dedicated PM tools"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|BambooHR", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited advanced features, less suited for complex calibration"}, {"id": "mai-20260917-1752-baseline|c174-m5|zai-small|Rippling", "prompt": "c174-m5", "model": "zai-small", "cat": "performance-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Rippling | Mid‑market, payroll + performance sync | Performance features less deep than dedicated PM tools"}, {"id": "mai-20260917-1752-baseline|c174-m6|alibaba-small|BambooHR", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reviews frequently cite \"limited features\"... Verdict: Avoid if you need actionable data, detailed analytics, or a flexible review process."}, {"id": "mai-20260917-1752-baseline|c174-m6|alibaba-small|Gusto", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report a lack of intuitive features within the performance module... Verdict: Avoid if you need actionable data"}, {"id": "mai-20260917-1752-baseline|c174-m6|alibaba-small|BetterWorks", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "BetterWorks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to Be Cautious About: BetterWorks... criticism for its pricing model"}, {"id": "mai-20260917-1752-baseline|c174-m6|alibaba-small|Oracle HCM", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy systems like Oracle HCM or SAP SuccessFactors (for smaller firms)"}, {"id": "mai-20260917-1752-baseline|c174-m6|alibaba-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "legacy systems like Oracle HCM or SAP SuccessFactors (for smaller firms)"}, {"id": "mai-20260917-1752-baseline|c174-m6|anthropic-small|BambooHR", "prompt": "c174-m6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While BambooHR is appreciated by most users, there are complaints about the software's lack of customization options, issues with integrations and the overall cost"}, {"id": "mai-20260917-1752-baseline|c174-m6|anthropic-small|ThriveSparrow", "prompt": "c174-m6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some ThriveSparrow users wish the software offered more customization options, more integrations and that the customer support team was more consistent"}, {"id": "mai-20260917-1752-baseline|c174-m6|challenger-small|Workday", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Enterprise suites** like Workday or SAP SuccessFactors | They can be powerful, but are often best only if you already want the broader HCM stack and can handle implementation complexity."}, {"id": "mai-20260917-1752-baseline|c174-m6|challenger-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Enterprise suites** like Workday or SAP SuccessFactors | They can be powerful, but are often best only if you already want the broader HCM stack and can handle implementation complexity."}, {"id": "mai-20260917-1752-baseline|c174-m6|challenger-small|BambooHR", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**HRIS-first tools** like BambooHR or Rippling | ... they may be less ideal if your main need is best-in-class performance management"}, {"id": "mai-20260917-1752-baseline|c174-m6|challenger-small|Rippling", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**HRIS-first tools** like BambooHR or Rippling | ... they may be less ideal if your main need is best-in-class performance management"}, {"id": "mai-20260917-1752-baseline|c174-m6|challenger-small|Lattice", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Performance-first tools with limits** like Lattice or 15Five | ... you should check for pricing opacity, contract minimums"}, {"id": "mai-20260917-1752-baseline|c174-m6|challenger-small|15Five", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Performance-first tools with limits** like Lattice or 15Five | ... you should check for pricing opacity, contract minimums"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Workday", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict: Avoid unless you are a large enterprise with a dedicated HR tech team and a 7-figure budget.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Steep learning curve, poor UI, rigid customization | Non-technical HR teams. Avoid unless you have consultants on retainer."}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Cornerstone OnDemand", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict: Avoid if you want an agile, modern experience.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Mitratech Perform", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Mitratech Perform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict: Avoid if you want an agile, modern experience.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|PerformYard", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict: Be cautious if you need flexibility.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|AssessTEAM", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "AssessTEAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Forbes gives it a 2/10 for Customer Support and 3/10 for Customization"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Lattice", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict: Avoid if you're a small team (under ~50 people); otherwise, they are top-tier.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Leapsome", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Leapsome** gates implementation support behind a **$6,000 contract**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|BambooHR", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Verdict: Caution if you're buying them *primarily* for performance management.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Gusto", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "its performance module feels like an afterthought per user feedback on G2"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Keka", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Verdict: Avoid if you need a robust tool; it's fine for basic HR in small Indian companies.**"}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|Teamflect", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Modern tools (like Teamflect, Leapsome, or 15Five) can deploy in days, not months."}, {"id": "mai-20260917-1752-baseline|c174-m6|deepseek-small|15Five", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Modern tools (like Teamflect, Leapsome, or 15Five) can deploy in days, not months."}, {"id": "mai-20260917-1752-baseline|c174-m6|google-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Exercise High Caution: \"Enterprise Goliaths\" (For SMBs & Mid-Market Teams) Platforms like SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c174-m6|google-small|Workday Talent Management", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Workday Talent Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notoriously steep learning curves and clunky, unintuitive user interfaces"}, {"id": "mai-20260917-1752-baseline|c174-m6|google-small|Oracle HCM", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if your company has fewer than 1,000 employees, adopting these platforms for performance management is often a recipe for frustration"}, {"id": "mai-20260917-1752-baseline|c174-m6|google-small|Lattice", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Even when looking at highly rated, modern tools (like Lattice or 15Five), look out for specific red flags"}, {"id": "mai-20260917-1752-baseline|c174-m6|google-small|15Five", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highly rated, modern tools (like Lattice or 15Five)"}, {"id": "mai-20260917-1752-baseline|c174-m6|meta-small|Lattice", "prompt": "c174-m6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lattice: has dashboards and historical data that sit at or below category average."}, {"id": "mai-20260917-1752-baseline|c174-m6|meta-small|Leapsome", "prompt": "c174-m6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Leapsome: has a real admin learning curve and thinner native integrations than peers."}, {"id": "mai-20260917-1752-baseline|c174-m6|meta-small|15Five", "prompt": "c174-m6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "15Five: has add-ons that push the real bill toward $22/user/mo."}, {"id": "mai-20260917-1752-baseline|c174-m6|meta-small|PerformYard", "prompt": "c174-m6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "PerformYard: has limited and complex reporting options."}, {"id": "mai-20260917-1752-baseline|c174-m6|mistral-small|Namely", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Namely has been flagged for inconsistent and slow customer service, as well as reliability issues with payroll integration."}, {"id": "mai-20260917-1752-baseline|c174-m6|mistral-small|Reflektive", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Reflektive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reflektive has received criticism for slow and inconsistent support experiences, limited and complex reporting options, and cumbersome workflows and setup processes."}, {"id": "mai-20260917-1752-baseline|c174-m6|mistral-small|CultureAmp", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "CultureAmp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some users find its reporting and integration capabilities less robust compared to dedicated performance management systems."}, {"id": "mai-20260917-1752-baseline|c174-m6|mistral-small|HelloTeam", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "HelloTeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HelloTeam is another platform that has received mixed feedback, with some users expressing concerns about its usability and support."}, {"id": "mai-20260917-1752-baseline|c174-m6|moonshot-small|Lattice", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Steep learning curve** - frequently cited as confusing for initial tasks ... **Expensive** - minimum $4,000 annual agreement"}, {"id": "mai-20260917-1752-baseline|c174-m6|moonshot-small|15Five", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Limited customization options** - difficult to adapt to diverse team needs ... **No advanced analytics**"}, {"id": "mai-20260917-1752-baseline|c174-m6|moonshot-small|Betterworks", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Very expensive** - not suitable for budget-minded teams or small teams"}, {"id": "mai-20260917-1752-baseline|c174-m6|moonshot-small|BambooHR", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Performance management is not their core product** - it's an add-on to their HRIS"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|Workday", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday's performance module, for instance, lacks flexibility for continuous feedback or OKRs, leading to bottlenecks in reviews."}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|UKG Pro", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise/Legacy Systems (e.g., Workday, UKG Pro, ADP Workforce Now) - Why be cautious?"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|ADP Workforce Now", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise/Legacy Systems (e.g., Workday, UKG Pro, ADP Workforce Now)"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|BambooHR", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BambooHR's performance add-on ($3–$8/user/mo extra) is basic—lacks advanced 360 feedback, OKR tracking, or deep analytics."}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|Gusto", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HRIS Add-Ons with Weak Performance Modules (e.g., BambooHR, Gusto, Rippling)"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|Rippling", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HRIS Add-Ons with Weak Performance Modules (e.g., BambooHR, Gusto, Rippling)"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|15Five", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer bets: Lattice, 15Five, Leapsome, or PerformYard (4.6–4.8/5 averages) for mid-market"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|Lattice", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer bets: Lattice, 15Five, Leapsome, or PerformYard (4.6–4.8/5 averages) for mid-market"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|Leapsome", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "admin-heavy setup (e.g., Leapsome's learning curve)"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|PerformYard", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Safer bets: Lattice, 15Five, Leapsome, or PerformYard (4.6–4.8/5 averages)"}, {"id": "mai-20260917-1752-baseline|c174-m6|xai-small|Teamflect", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Teamflect if you're Microsoft 365-heavy"}, {"id": "mai-20260917-1752-baseline|c174-m6|zai-small|BambooHR", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms Frequently Cited as Problematic | **BambooHR** | Limited features for advanced management, poor customization, integration issues"}, {"id": "mai-20260917-1752-baseline|c174-m6|zai-small|Deel", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Deel** | Very expensive, not suitable for small teams, limited HR functionality, no mobile app"}, {"id": "mai-20260917-1752-baseline|c174-m6|zai-small|Mitratech Perform", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Mitratech Perform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Mitratech Perform** | Difficult navigation, slow application performance, time-consuming, lacks real integration"}, {"id": "mai-20260917-1752-baseline|c174-m6|zai-small|Betterworks", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Betterworks** | Extremely expensive, poor integration across multiple systems, unresponsive customer service"}, {"id": "mai-20260917-1752-baseline|c174-s1|alibaba-small|Lattice", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice (Best Overall for Startups & Scale-ups)... arguably the most popular tool for modern, growing companies"}, {"id": "mai-20260917-1752-baseline|c174-s1|alibaba-small|15Five", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "15Five (Best for Culture & Continuous Feedback)"}, {"id": "mai-20260917-1752-baseline|c174-s1|alibaba-small|BambooHR", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR (Best All-in-One HR Core)... though not as granular as Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s1|alibaba-small|WorkRamp", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "look at **WorkRamp** if you specifically need to train your sales team"}, {"id": "mai-20260917-1752-baseline|c174-s1|anthropic-small|15Five", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five** - Best fit for weekly check-ins and manager rhythm, with a lightweight continuous approach to performance"}, {"id": "mai-20260917-1752-baseline|c174-s1|anthropic-small|Lattice", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small to midsize companies seeking a modern, easy-to-adopt platform"}, {"id": "mai-20260917-1752-baseline|c174-s1|anthropic-small|PerformYard", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for flexible review cycles, with automation for the review process"}, {"id": "mai-20260917-1752-baseline|c174-s1|anthropic-small|BambooHR", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An excellent choice for companies looking for a system that handles both HR tasks and performance management"}, {"id": "mai-20260917-1752-baseline|c174-s1|anthropic-small|Small Improvements", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers transparent pricing starting at $3/user/month"}, {"id": "mai-20260917-1752-baseline|c174-s1|challenger-small|BambooHR", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest single pick is **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c174-s1|challenger-small|Effy AI", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy AI** is the strongest choice if you want the fastest, lightest setup"}, {"id": "mai-20260917-1752-baseline|c174-s1|challenger-small|Zoho People", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when cost is the main constraint"}, {"id": "mai-20260917-1752-baseline|c174-s1|challenger-small|ThriveSparrow", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Forbes' top SMB pick overall, with strong AI and usability"}, {"id": "mai-20260917-1752-baseline|c174-s1|challenger-small|Profit.co", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good option if your company is strategy-driven and you care a lot about OKRs"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|BambooHR", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams (<100 employees)... **15Five** (best value) or **BambooHR** (if you also need HRIS functionality)"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|Lattice", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're 50–150 employees:** **Lattice** or **Leapsome** are the sweet spot"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|Leapsome", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One (Performance + Engagement + Learning)"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|15Five", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you're under ~50 employees:** **15Five** (best value)"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|ThriveSparrow", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ThriveSparrow** is worth a demo"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|Zoho People", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for non-US teams on a strict budget"}, {"id": "mai-20260917-1752-baseline|c174-s1|deepseek-small|Effy AI", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$3/seat/month, free up to 5 users — great if you want reviews running this week with no contract"}, {"id": "mai-20260917-1752-baseline|c174-s1|google-small|Teamflect", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B company runs on Microsoft 365, Teams, and Outlook, Teamflect is the strongest option."}, {"id": "mai-20260917-1752-baseline|c174-s1|google-small|15Five", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you want to focus heavily on weekly check-ins and manager-employee coaching, 15Five is highly recommended"}, {"id": "mai-20260917-1752-baseline|c174-s1|google-small|Effy AI", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Effy AI is an excellent, agile tool"}, {"id": "mai-20260917-1752-baseline|c174-s1|google-small|BambooHR", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Need a Full HR platform: BambooHR ... is a market leader"}, {"id": "mai-20260917-1752-baseline|c174-s1|google-small|Lattice", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it requires a minimum annual spend of $4,000 ... avoid enterprise platforms with high annual contract minimums"}, {"id": "mai-20260917-1752-baseline|c174-s1|meta-small|ThriveSparrow", "prompt": "c174-s1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for a small B2B company is ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c174-s1|meta-small|BambooHR", "prompt": "c174-s1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include BambooHR, which is ideal for small and growing businesses formalizing performance reviews."}, {"id": "mai-20260917-1752-baseline|c174-s1|minimax-small|ThriveSparrow", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. ThriveSparrow** (Forbes' top pick for SMBs)"}, {"id": "mai-20260917-1752-baseline|c174-s1|minimax-small|Effy AI", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Effy AI** or **BambooHR** would be your best bets depending on your needs"}, {"id": "mai-20260917-1752-baseline|c174-s1|minimax-small|BambooHR", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Effy AI** or **BambooHR** would be your best bets depending on your needs"}, {"id": "mai-20260917-1752-baseline|c174-s1|minimax-small|Zoho People", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Zoho People** (Best budget option)"}, {"id": "mai-20260917-1752-baseline|c174-s1|mistral-small|ThriveSparrow", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's a top pick for most small to midsize businesses due to its ease of use and effectiveness."}, {"id": "mai-20260917-1752-baseline|c174-s1|mistral-small|Effy AI", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ThriveSparrow** or **Effy AI** are excellent starting points"}, {"id": "mai-20260917-1752-baseline|c174-s1|mistral-small|BambooHR", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're looking to replace your entire HR stack and can invest in a more comprehensive system."}, {"id": "mai-20260917-1752-baseline|c174-s1|mistral-small|Zoho People", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A cost-effective option, especially if you're outside the US or have budget constraints."}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|ThriveSparrow", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ThriveSparrow** — *Best Overall for SMBs*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|15Five", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. 15Five** — *Best for Continuous Feedback*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|Effy AI", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Effy AI** — *Best for Getting Started Fast*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|Lattice", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Lattice** — *Best for Growing Companies (50–300 employees)*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|BambooHR", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. BambooHR** — *Best All-in-One HR Suite*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|Small Improvements", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Small Improvements** — *Best Budget Option*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|PerformYard", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. PerformYard** — *Best for Customization*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|Zoho People", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**8. Zoho People** — *Best for Tight Budgets*"}, {"id": "mai-20260917-1752-baseline|c174-s1|moonshot-small|Homebase", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Hourly/shift-based teams** | Homebase"}, {"id": "mai-20260917-1752-baseline|c174-s1|openai-small|Leapsome", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **overall** pick is usually **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c174-s1|openai-small|Lattice", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a more structured performance process"}, {"id": "mai-20260917-1752-baseline|c174-s1|openai-small|BambooHR", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good choice if you want performance management as part of a broader HR platform"}, {"id": "mai-20260917-1752-baseline|c174-s1|openai-small|Teamflect", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team lives in Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c174-s1|openai-small|AssessTEAM", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best low-cost option if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|Lattice", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize ease & adoption: Lattice or 15Five shine here"}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|15Five", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lattice or 15Five shine here—managers actually use them without heavy training."}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|BambooHR", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small teams needing full HR + performance ... Performance features require higher tier; not pure-play perf tool."}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|PerformYard", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Customizable review cycles | 4.7/5 (G2) | $5–10/user/mo | Highly flexible workflows"}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|Effy AI", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fewer integrations; newer/less proven at scale."}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|ThriveSparrow", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fewer integrations; newer/less proven at scale."}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|Small Improvements", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Min user requirement; basic compared to Lattice."}, {"id": "mai-20260917-1752-baseline|c174-s1|xai-small|Profit.co", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "B2B sales/OKR focus: Profit.co or Lattice for strategy alignment."}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Leapsome", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently rated as the best overall for small businesses (Capterra, G2)"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|BambooHR", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small and growing businesses formalizing performance reviews"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|ThriveSparrow", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall for most SMBs (Forbes Advisor 2026)"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Lattice", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for structured goals and feedback (Capterra)"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Zoho People", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most affordable, especially outside the US"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|AssessTEAM", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for flexible, low-cost evaluations"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Primalogik", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Easy deployment, ideal for small to medium businesses"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Rippling", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for teams needing review status tracking with payroll sync"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Paylocity", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for mid-sized teams managing performance and payroll together"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Hrider", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Hrider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for Spanish-speaking HR teams and value"}, {"id": "mai-20260917-1752-baseline|c174-s1|zai-small|Effy AI", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Reviews and goals running within a week, no minimum commitment or contract"}, {"id": "mai-20260917-1752-baseline|c174-s2|alibaba-small|BambooHR", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Recommendation: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c174-s2|alibaba-small|Effy AI", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Modern/AI-Assisted Reviews: **Effy AI**"}, {"id": "mai-20260917-1752-baseline|c174-s2|alibaba-small|ThriveSparrow", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Employee Engagement & Wellness: **ThriveSparrow**"}, {"id": "mai-20260917-1752-baseline|c174-s2|alibaba-small|QuotaPath", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider a dedicated Sales Performance Management (SPM) tool like **QuotaPath**"}, {"id": "mai-20260917-1752-baseline|c174-s2|anthropic-small|15Five", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "here are some popular options generally well-suited for small B2B businesses"}, {"id": "mai-20260917-1752-baseline|c174-s2|anthropic-small|BambooHR", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Simple, affordable all-in-one HR platform with built-in performance reviews"}, {"id": "mai-20260917-1752-baseline|c174-s2|anthropic-small|Lattice", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for engagement and development; scales well as you grow"}, {"id": "mai-20260917-1752-baseline|c174-s2|anthropic-small|Guidepoint", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Affordable and straightforward for smaller teams"}, {"id": "mai-20260917-1752-baseline|c174-s2|anthropic-small|Google Forms/Sheets", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Google Forms/Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ultra-budget option if you want to build something custom"}, {"id": "mai-20260917-1752-baseline|c174-s2|challenger-small|BambooHR", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the safest default choice"}, {"id": "mai-20260917-1752-baseline|c174-s2|challenger-small|Effy AI", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy AI** is the strongest alternative for many small businesses"}, {"id": "mai-20260917-1752-baseline|c174-s2|challenger-small|Small Improvements", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Small Improvements** or **Workleap** if you want a lightweight cycle"}, {"id": "mai-20260917-1752-baseline|c174-s2|challenger-small|Workleap", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Small Improvements** or **Workleap** if you want a lightweight cycle"}, {"id": "mai-20260917-1752-baseline|c174-s2|deepseek-small|Lattice", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Lattice ... the most complete all-in-one platform"}, {"id": "mai-20260917-1752-baseline|c174-s2|deepseek-small|Effy AI", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have fewer than 30 employees: Go with Effy AI"}, {"id": "mai-20260917-1752-baseline|c174-s2|deepseek-small|BambooHR", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need payroll and HR in one place: Choose BambooHR"}, {"id": "mai-20260917-1752-baseline|c174-s2|deepseek-small|15Five", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Goal-Driven B2B Sales Teams: 15Five or Profit.co"}, {"id": "mai-20260917-1752-baseline|c174-s2|deepseek-small|Profit.co", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Profit.co is built specifically around OKRs feeding into evaluations"}, {"id": "mai-20260917-1752-baseline|c174-s2|google-small|Lattice", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Growth-Oriented B2B Teams... Lattice is the gold standard for connecting performance reviews directly to company-wide goals and OKRs."}, {"id": "mai-20260917-1752-baseline|c174-s2|google-small|Leapsome", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Customizing Competency & Skill Frameworks"}, {"id": "mai-20260917-1752-baseline|c174-s2|google-small|Teamflect", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Companies Already Embedded in Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c174-s2|google-small|PerformYard", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget-Friendliness and Traditional Flexibility"}, {"id": "mai-20260917-1752-baseline|c174-s2|google-small|HubSpot", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some small businesses use their existing **B2B CRM (like HubSpot or Pipedrive)** to track performance"}, {"id": "mai-20260917-1752-baseline|c174-s2|google-small|Pipedrive", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some small businesses use their existing **B2B CRM (like HubSpot or Pipedrive)** to track performance"}, {"id": "mai-20260917-1752-baseline|c174-s2|meta-small|Lattice", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice is considered the best overall all-in-one performance review tool"}, {"id": "mai-20260917-1752-baseline|c174-s2|meta-small|Trakstar", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trakstar is considered the best for small companies, with a simple talent development suite."}, {"id": "mai-20260917-1752-baseline|c174-s2|meta-small|ThriveSparrow", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ThriveSparrow is considered the best performance management software for most SMBs"}, {"id": "mai-20260917-1752-baseline|c174-s2|minimax-small|Effy AI", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Effy AI** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-s2|minimax-small|Lattice", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Effy AI** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-s2|minimax-small|ThriveSparrow", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forbes' Top Pick - Rated 4.8 stars - Excellent for most SMBs"}, {"id": "mai-20260917-1752-baseline|c174-s2|minimax-small|EvalFlow", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "EvalFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is the main concern, **EvalFlow** at $6/user/month is a solid, straightforward option."}, {"id": "mai-20260917-1752-baseline|c174-s2|minimax-small|BambooHR", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're looking to replace your entire HR system"}, {"id": "mai-20260917-1752-baseline|c174-s2|mistral-small|Lattice", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Lattice** as the best overall all-in-one performance review tool"}, {"id": "mai-20260917-1752-baseline|c174-s2|mistral-small|ThriveSparrow", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ThriveSparrow**: Best for most SMBs, with a 4.8-star rating."}, {"id": "mai-20260917-1752-baseline|c174-s2|mistral-small|Effy AI", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for getting reviews and goals up and running quickly with no minimum or contract."}, {"id": "mai-20260917-1752-baseline|c174-s2|mistral-small|BambooHR", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want to replace your entire HR stack."}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|ThriveSparrow", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|Effy AI", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with Effy AI if you want something affordable and quick to implement"}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|15Five", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose 15Five if you value simplicity and want to build a culture of continuous feedback"}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|Leapsome", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leapsome | $8/emp/mo | European companies; built-in compensation tools"}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|Lattice", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice | $11/emp/mo | Structured goals and feedback"}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|BambooHR", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR | Varies | If you also need to replace your whole HR stack"}, {"id": "mai-20260917-1752-baseline|c174-s2|moonshot-small|PerformYard", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PerformYard | $5-10/person/mo | Companies with existing review processes"}, {"id": "mai-20260917-1752-baseline|c174-s2|openai-small|Lattice", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B team:** **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-s2|openai-small|15Five", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want simpler manager coaching + check-ins:** **15Five**"}, {"id": "mai-20260917-1752-baseline|c174-s2|openai-small|Leapsome", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want something more lightweight and affordable:** **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c174-s2|openai-small|Culture Amp", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Culture Amp** only if you also want broader engagement/people analytics"}, {"id": "mai-20260917-1752-baseline|c174-s2|xai-small|BambooHR", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top performance review tool."}, {"id": "mai-20260917-1752-baseline|c174-s2|xai-small|15Five", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-touch feedback & weekly check-ins (great for sales cadence)"}, {"id": "mai-20260917-1752-baseline|c174-s2|xai-small|Small Improvements", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget simple reviews & 1:1s ... SMB-focused, flexible for tech/B2B teams."}, {"id": "mai-20260917-1752-baseline|c174-s2|xai-small|Lattice", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for 50+ employees; more features but pricier."}, {"id": "mai-20260917-1752-baseline|c174-s2|zai-small|ThriveSparrow", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c174-s2|zai-small|BambooHR", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need an all-in-one HR stack"}, {"id": "mai-20260917-1752-baseline|c174-s2|zai-small|Gusto", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prioritize ease of use"}, {"id": "mai-20260917-1752-baseline|c174-s2|zai-small|Peoplebox", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want goals + reviews + feedback in one place"}, {"id": "mai-20260917-1752-baseline|c174-s2|zai-small|15Five", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer ongoing check-ins over annual reviews"}, {"id": "mai-20260917-1752-baseline|c174-s2|zai-small|Effy AI", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No minimum seats, no contract — pay only for what you use. Good for lean teams."}, {"id": "mai-20260917-1752-baseline|c174-s3|alibaba-small|Effy AI", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#### 1. Effy AI\n**Best For:** Agility and Fast Deployment ... designed specifically for speed"}, {"id": "mai-20260917-1752-baseline|c174-s3|alibaba-small|ThriveSparrow", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often cited as the best all-around SMB solution recently"}, {"id": "mai-20260917-1752-baseline|c174-s3|alibaba-small|BambooHR", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is the safest \"first step\" up"}, {"id": "mai-20260917-1752-baseline|c174-s3|alibaba-small|Factorial", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Factorial offers a competitive entry point (often starting around $8/user/month)"}, {"id": "mai-20260917-1752-baseline|c174-s3|alibaba-small|Lattice", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitors like Effy or Lattice are \"best-of-breed\""}, {"id": "mai-20260917-1752-baseline|c174-s3|alibaba-small|Culture Amp", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Behavioral (ThriveSparrow, Culture Amp):** These platforms prioritize the *quality* of the feedback."}, {"id": "mai-20260917-1752-baseline|c174-s3|anthropic-small|BambooHR", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "companies seeking continuous feedback or deeper analytics will likely outgrow it"}, {"id": "mai-20260917-1752-baseline|c174-s3|anthropic-small|15Five", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It's ideal for startups and agile teams that thrive on regular feedback"}, {"id": "mai-20260917-1752-baseline|c174-s3|anthropic-small|Lattice", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice provides performance management with an emphasis on employee growth and development"}, {"id": "mai-20260917-1752-baseline|c174-s3|anthropic-small|Small Improvements", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers the cheapest credible performance appraisal software at $3/user/month"}, {"id": "mai-20260917-1752-baseline|c174-s3|anthropic-small|Leapsome", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for companies wanting performance reviews, engagement data, and goal tracking in one platform"}, {"id": "mai-20260917-1752-baseline|c174-s3|anthropic-small|Homebase", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Homebase is the only performance management system built specifically for businesses managing shifts and hourly workers"}, {"id": "mai-20260917-1752-baseline|c174-s3|challenger-small|Effy AI", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Effy AI if you want the quickest, lowest-friction rollout for a very small team."}, {"id": "mai-20260917-1752-baseline|c174-s3|challenger-small|15Five", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose 15Five if you want a cadence of weekly check-ins and manager coaching"}, {"id": "mai-20260917-1752-baseline|c174-s3|challenger-small|Small Improvements", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Small Improvements if you want a simple system for feedback, objectives, and reviews"}, {"id": "mai-20260917-1752-baseline|c174-s3|challenger-small|BambooHR", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose BambooHR if performance management is only one part of a broader HR stack"}, {"id": "mai-20260917-1752-baseline|c174-s3|challenger-small|PerformYard", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose PerformYard if you need structured, customizable review cycles"}, {"id": "mai-20260917-1752-baseline|c174-s3|challenger-small|Leapsome", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Leapsome if you want an all-in-one people platform with learning and development tied to performance."}, {"id": "mai-20260917-1752-baseline|c174-s3|deepseek-small|Lattice", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice — Best all-in-one \"performance-first\" platform ... The most polished, feature-complete platform."}, {"id": "mai-20260917-1752-baseline|c174-s3|deepseek-small|15Five", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "15Five — Best for continuous feedback & manager coaching"}, {"id": "mai-20260917-1752-baseline|c174-s3|deepseek-small|Leapsome", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leapsome — Best value / OKR-driven & learning-linked"}, {"id": "mai-20260917-1752-baseline|c174-s3|deepseek-small|BambooHR", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Performance isn't the core product.** Workflows can feel clunky, the UI is dated, and it's expensive if you only need reviews."}, {"id": "mai-20260917-1752-baseline|c174-s3|deepseek-small|Effy AI", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tiny team (< ~15 people)? Effy AI or peopleHum — no minimums, no contracts, running this week."}, {"id": "mai-20260917-1752-baseline|c174-s3|deepseek-small|peopleHum", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "peopleHum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "peopleHum: from ~$2/employee/month, modular, 7-day free trial."}, {"id": "mai-20260917-1752-baseline|c174-s3|google-small|Teamflect", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company runs on Microsoft Teams, Outlook, and the Microsoft ecosystem, Teamflect is often the easiest choice."}, {"id": "mai-20260917-1752-baseline|c174-s3|google-small|Small Improvements", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have zero HR staff and need to launch a basic, legally sound performance review in a few days without spending a fortune, choose **Small Improvements**."}, {"id": "mai-20260917-1752-baseline|c174-s3|google-small|15Five", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Manager-Led Coaching & Continuous Rituals"}, {"id": "mai-20260917-1752-baseline|c174-s3|google-small|ThriveSparrow", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your small team works primarily in Slack ... ThriveSparrow is an excellent, lightweight option."}, {"id": "mai-20260917-1752-baseline|c174-s3|google-small|Lattice", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its interface can feel overly heavy and bureaucratic for a team of 15 people ... $4,000 annual contract minimum, which makes it financially impractical"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|Thrivesparrow", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Thrivesparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|Effy AI", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|PerformYard", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|Small Improvements", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|BambooHR", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|Zoho People", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|15Five", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|meta-small|Lattice", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including Thrivesparrow, Effy AI, PerformYard, Small Improvements, BambooHR, Zoho People, 15Five, and Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|minimax-small|Effy AI", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Effy AI — Best for Quick Deployment"}, {"id": "mai-20260917-1752-baseline|c174-s3|minimax-small|ThriveSparrow", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ThriveSparrow — Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline|c174-s3|minimax-small|BambooHR", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR — Best for Full HR Suite"}, {"id": "mai-20260917-1752-baseline|c174-s3|minimax-small|Zoho People", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho People — Best Value"}, {"id": "mai-20260917-1752-baseline|c174-s3|minimax-small|Lattice", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice — Best for Continuous Performance"}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|ThriveSparrow", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for most SMBs due to its large feature set, powerful AI, and user-friendly interface."}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|Lattice", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dedicated performance management platform... Known for its comprehensive approach to performance reviews and employee development."}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|Effy AI", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for small teams wanting to get reviews running quickly."}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|PerformYard", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies that want to keep their existing review process but need a platform to support it."}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|Small Improvements", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget option at $3/user/month (annual billing), with a 20-user minimum."}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|BambooHR", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you also need payroll and an HRIS"}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|Zoho People", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for teams on a tight budget."}, {"id": "mai-20260917-1752-baseline|c174-s3|mistral-small|15Five", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers a \"Perform\" tier designed for ongoing performance management."}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|Effy AI", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Under 10 employees, tight budget**: **Effy AI** (free tier)"}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|15Five", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **15Five Engage** ($4)"}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|BambooHR", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**10–25 employees, need HRIS**: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|Lattice", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growing fast, want future-proofing**: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|PerformYard", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Specific review process requirements**: **PerformYard**"}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|Small Improvements", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons**: 20-user minimum excludes very small teams"}, {"id": "mai-20260917-1752-baseline|c174-s3|moonshot-small|Primalogik", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Primalogik** – Best for HR-Led Teams"}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|Lattice", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want the cleanest performance-only tool?** Start with **Lattice** or **15Five**."}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|15Five", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Lattice** or **15Five**."}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|Leapsome", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often positioned as the best overall small-business option in review-based roundups"}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|BambooHR Performance Management", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want performance management inside a broader HR platform"}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|Teamflect", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already live in Microsoft Teams?** **Teamflect** is the easiest fit."}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|AssessTEAM", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AssessTEAM** is the low-cost option."}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|WorkStory", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "WorkStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More lightweight and automation-driven, with a conversational workflow"}, {"id": "mai-20260917-1752-baseline|c174-s3|openai-small|Betterworks", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More enterprise-oriented; pricing is quote-based"}, {"id": "mai-20260917-1752-baseline|c174-s3|xai-small|15Five", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Excels in high-frequency feedback ... suits remote/tech teams prioritizing manager effectiveness over rigid cycles."}, {"id": "mai-20260917-1752-baseline|c174-s3|xai-small|Lattice", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modular like Lego—mix/match for scaling; strongest OKR alignment & calibration"}, {"id": "mai-20260917-1752-baseline|c174-s3|xai-small|BambooHR", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not standalone perf tool—shines if you need full HR ... higher cost for perf alone"}, {"id": "mai-20260917-1752-baseline|c174-s3|xai-small|Effy AI", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cheapest/fastest setup (run reviews in days); ... less robust OKRs/1:1s than 15Five/Lattice."}, {"id": "mai-20260917-1752-baseline|c174-s3|xai-small|PerformYard", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly configurable (custom processes); top G2 ratings; balances cost/features"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Lattice", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wants one polished platform for performance, engagement, and goals | Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|15Five", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prefers a weekly check‑in rhythm with minimal setup | 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Leapsome", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Needs reviews, OKRs, learning, and engagement in one place | Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Teamflect", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lives in Microsoft Teams and wants reviews there | Teamflect"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Small Improvements", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "20‑user minimum (not ideal for very small teams)"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Effy AI", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Has fewer than 20 people and wants fast, low‑cost reviews | Effy AI"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Quantum Workplace", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Values engagement surveys alongside performance | Quantum Workplace"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|BambooHR", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Already uses BambooHR and wants performance built‑in | BambooHR"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|ThriveSparrow", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Wants a feature‑rich, AI‑powered platform with strong reporting | ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c174-s3|zai-small|Profit.co", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritizes clear goal alignment and strategy | Profit.co"}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Notion", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have <5 employees: Stick with **Notion** or **Google Sheets** + regular 1-on-1 meetings."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Google Sheets / Excel", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Google Sheets / Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sometimes the best tool is no tool at all. A well-structured spreadsheet can handle goals, self-assessments, and manager feedback."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Profit.co (Free Tier)", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co (Free Tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a free version for up to 5 users. It’s a robust OKR and performance management platform."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Weekdone", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often has a generous free or low-cost entry tier for smaller teams focusing on OKRs and weekly check-ins."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Zoho People (Premium)", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People (Premium)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have 5–20 employees: Try **Zoho People** or **BambooHR** for a balance of cost and professionalism."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|ThriveSparrow", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have 20+ employees and want modern engagement: Look into **ThriveSparrow** or **JOP**."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|BambooHR (Basic)", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR (Basic)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If you have 5–20 employees: Try **Zoho People** or **BambooHR** for a balance of cost and professionalism."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|JOP (Joy of Performing)", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "JOP (Joy of Performing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have 20+ employees and want modern engagement: Look into **ThriveSparrow** or **JOP**."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Odoo (HR Module)", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Odoo (HR Module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The community edition is free, but you may need developer help for setup."}, {"id": "mai-20260917-1752-baseline|c174-s4|alibaba-small|Small Improvements", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Some vendors (like Small Improvements) advertise a low per-user price ($3) but require a minimum of 10 or 20 seats."}, {"id": "mai-20260917-1752-baseline|c174-s4|anthropic-small|Officevibe", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Free options like Officevibe work for tiny teams"}, {"id": "mai-20260917-1752-baseline|c174-s4|anthropic-small|Zoho People", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho People is free for up to 5 users and starts at $6/user/month in the US, $3.50 globally, making it best for the tightest budgets"}, {"id": "mai-20260917-1752-baseline|c174-s4|anthropic-small|Small Improvements", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Small Improvements offers the best budget entry point at $5/employee/month"}, {"id": "mai-20260917-1752-baseline|c174-s4|anthropic-small|15Five", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "15Five costs $4-10/employee and focuses on lightweight weekly updates"}, {"id": "mai-20260917-1752-baseline|c174-s4|challenger-small|Effy AI", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest pick from these results is **Effy AI** if you want the lowest-friction, lowest-commitment option"}, {"id": "mai-20260917-1752-baseline|c174-s4|challenger-small|Trakstar", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trakstar** and **15Five** are also good contenders; one guide calls Trakstar **budget-friendly**"}, {"id": "mai-20260917-1752-baseline|c174-s4|challenger-small|15Five", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another lists 15Five at **$10/user/month** as best overall"}, {"id": "mai-20260917-1752-baseline|c174-s4|challenger-small|BambooHR", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you also need an HR system, not just performance reviews"}, {"id": "mai-20260917-1752-baseline|c174-s4|deepseek-small|Effy AI", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're under 20 people, **Effy AI** is the best starting point—it's nearly free, has no minimums or contracts"}, {"id": "mai-20260917-1752-baseline|c174-s4|deepseek-small|Zoho People", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best options are either **Effy AI** or **Zoho People**, depending on your specific needs"}, {"id": "mai-20260917-1752-baseline|c174-s4|deepseek-small|Small Improvements", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Check for seat minimums** (e.g., Small Improvements needs 20+ users)"}, {"id": "mai-20260917-1752-baseline|c174-s4|deepseek-small|PerformYard", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$4–10/person/month | Companies with a fixed review process they won't change"}, {"id": "mai-20260917-1752-baseline|c174-s4|deepseek-small|ThriveSparrow", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ThriveSparrow** is the strongest all-around budget option for SMBs"}, {"id": "mai-20260917-1752-baseline|c174-s4|deepseek-small|Workleap", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ThriveSparrow and Workleap often charge little or nothing for setup"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|AssessTEAM", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Ultra-Budget\" Standalone Option: **AssessTEAM**"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|Teamflect", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Teams on Microsoft 365: **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|Effy AI", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Quick, AI-Powered Setup: **Effy AI**"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|PerformYard", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Robust, Custom Workflows: **PerformYard**"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|Lattice", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highly competitive compared to market giants like Lattice or 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|15Five", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highly competitive compared to market giants like Lattice or 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s4|google-small|Small Improvements", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best for Encouraging a Feedback Culture: **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c174-s4|meta-small|Small Improvements", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for a small company with a tight budget is Small Improvements"}, {"id": "mai-20260917-1752-baseline|c174-s4|meta-small|Effy AI", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Effy AI, ThriveSparrow, Trakstar, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s4|meta-small|ThriveSparrow", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Effy AI, ThriveSparrow, Trakstar, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s4|meta-small|Trakstar", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Effy AI, ThriveSparrow, Trakstar, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s4|meta-small|15Five", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Effy AI, ThriveSparrow, Trakstar, and 15Five"}, {"id": "mai-20260917-1752-baseline|c174-s4|minimax-small|Effy AI", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI ⭐ Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c174-s4|minimax-small|Zoho People", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, start with **Zoho People** if you need basic HR + performance features"}, {"id": "mai-20260917-1752-baseline|c174-s4|minimax-small|ThriveSparrow", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ThriveSparrow 🌟 Best Rated ... 4.8-star rating, user-friendly interface"}, {"id": "mai-20260917-1752-baseline|c174-s4|mistral-small|Zoho People", "prompt": "c174-s4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for the tightest budgets, offering a real HR system with performance management features at a low cost"}, {"id": "mai-20260917-1752-baseline|c174-s4|mistral-small|Effy AI", "prompt": "c174-s4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for teams that want to get reviews and goals running quickly with no minimum user requirement"}, {"id": "mai-20260917-1752-baseline|c174-s4|mistral-small|ThriveSparrow", "prompt": "c174-s4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Earned a 4.8-star rating and is considered the best overall for most SMBs"}, {"id": "mai-20260917-1752-baseline|c174-s4|moonshot-small|OrangeHRM", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with OrangeHRM (FREE)** if you have under 50 employees and technical capability to set it up"}, {"id": "mai-20260917-1752-baseline|c174-s4|moonshot-small|Zoho People", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zoho People** if you want a more polished solution with support and don't mind the minimal cost"}, {"id": "mai-20260917-1752-baseline|c174-s4|moonshot-small|15Five", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies prioritizing employee engagement + basic performance tracking"}, {"id": "mai-20260917-1752-baseline|c174-s4|moonshot-small|Small Improvements", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest credible dedicated performance appraisal tool"}, {"id": "mai-20260917-1752-baseline|c174-s4|openai-small|AssessTEAM", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my pick would be **AssessTEAM**. It's highlighted as the best fit for **flexible, low-cost evaluations**"}, {"id": "mai-20260917-1752-baseline|c174-s4|openai-small|Teamflect", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if your company already lives in **Microsoft 365**; it has a **free tier**"}, {"id": "mai-20260917-1752-baseline|c174-s4|openai-small|Hrider", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Hrider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest value in that roundup if you want a very low-cost option"}, {"id": "mai-20260917-1752-baseline|c174-s4|openai-small|BambooHR", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a more polished all-in-one HR option, but likely not the cheapest choice for a tight budget"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|AssessTEAM", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AssessTEAM** (Best for rock-bottom pricing)"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|Effy AI", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Effy AI** (Best overall for quick setup and small teams)"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|Teamflect", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option if you use Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|Zoho People", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best value all-in-one HR)"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|Small Improvements", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for 20+ users... Useless under 20 users"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|Lattice", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Alternatives to avoid on tight budgets**: Lattice/15Five ($11+/user, high mins)"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|15Five", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Alternatives to avoid on tight budgets**: Lattice/15Five ($11+/user, high mins)"}, {"id": "mai-20260917-1752-baseline|c174-s4|xai-small|BambooHR", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Alternatives to avoid on tight budgets: ... BambooHR ($17/user Pro)"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|SnapEval", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "SnapEval", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero budget, ≤10 employees** | SnapEval (free for 10 users, no credit card)"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|Teamflect", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need it integrated with Microsoft Teams** | Teamflect (free for ≤10 users)"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|Profit.co", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "100% free tool for performance tracking"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|GreytHR", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "GreytHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want full HR + performance** | Zoho People or GreytHR"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|ThriveSparrow", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want structured OKRs and reviews** | ThriveSparrow ($2–5/month)"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|WebHR", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "WebHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple HR platform with performance management"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|Effy AI", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need quick setup with no contract** | Effy AI"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|Zoho People", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tightest budget needs with real HR system included"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|People HR", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "People HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Just need simple reviews and check-ins** | People HR or WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|AssessTEAM", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Entry-level pricing with basic features"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|Hrider", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Hrider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lightweight performance management"}, {"id": "mai-20260917-1752-baseline|c174-s4|zai-small|WorkStory", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "WorkStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Just need simple reviews and check-ins** | People HR or WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s5|deepseek-small|BambooHR", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BambooHR** — strong for formalizing reviews without overcomplicating things for lean HR teams"}, {"id": "mai-20260917-1752-baseline|c174-s5|deepseek-small|Lattice", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** — strong on continuous feedback, check-ins, goals, and development"}, {"id": "mai-20260917-1752-baseline|c174-s5|deepseek-small|Leapsome", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** — good all-rounder with reviews, OKRs, and 360-degree feedback"}, {"id": "mai-20260917-1752-baseline|c174-s5|deepseek-small|Culture Amp", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture Amp** — strong on feedback and engagement"}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|Lattice", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a platform like **Lattice** requires a minimum annual commitment of roughly $4,000. For a 30-person company, that scales to over $130 per employee annually"}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|Gusto", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto or Rippling:** Both have added native performance reviews and 1-on-1 tools directly into their platforms."}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|Rippling", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto or Rippling:** Both have added native performance reviews and 1-on-1 tools directly into their platforms."}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|BambooHR", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR:** Perfect if you already use them for HR. It keeps reviews, feedback, and goals in one login."}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|Small Improvements", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Reach out to **Small Improvements** or **Effy AI** for a trial."}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|Effy AI", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Reach out to **Small Improvements** or **Effy AI** for a trial."}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|Teamflect", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Teamflect (Best for Microsoft 365 Teams):** ... if your team lives in Microsoft Teams, this is the gold standard."}, {"id": "mai-20260917-1752-baseline|c174-s5|google-small|PerformYard", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**PerformYard (Best for Fully Customizing Your Reviews):** ... Highly flexible."}, {"id": "mai-20260917-1752-baseline|c174-s5|meta-small|Lattice", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular performance management software options for small to medium-sized businesses include: 1. Lattice"}, {"id": "mai-20260917-1752-baseline|c174-s5|meta-small|15Five", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "15Five: Provides a platform for manager coaching and check-ins"}, {"id": "mai-20260917-1752-baseline|c174-s5|meta-small|Leapsome", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leapsome: Offers a comprehensive HR platform"}, {"id": "mai-20260917-1752-baseline|c174-s5|meta-small|OKRs Tool", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OKRs Tool: Provides a simple and affordable OKR (Objectives and Key Results) management tool"}, {"id": "mai-20260917-1752-baseline|c174-s5|meta-small|Deel HR", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deel HR: Offers a comprehensive HR platform with features such as performance reviews"}, {"id": "mai-20260917-1752-baseline|c174-s5|minimax-small|Effy AI", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Effy AI** – quick setup, no minimum"}, {"id": "mai-20260917-1752-baseline|c174-s5|minimax-small|BambooHR", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BambooHR** – if you want a fuller HR stack"}, {"id": "mai-20260917-1752-baseline|c174-s5|minimax-small|Zoho People", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zoho People** – budget-friendly option"}, {"id": "mai-20260917-1752-baseline|c174-s5|minimax-small|EvalFlow", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**EvalFlow** – designed for SMBs"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Lattice", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small Teams:** Lattice, 15Five, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|15Five", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small Teams:** Lattice, 15Five, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Culture Amp", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Small Teams:** Lattice, 15Five, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Leapsome", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Small Teams:** Lattice, 15Five, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Reflektive", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Reflektive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mid-Market:** Reflektive, Betterworks, PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Betterworks", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-Market:** Reflektive, Betterworks, PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|PerformYard", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mid-Market:** Reflektive, Betterworks, PerformYard"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Workday", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise:** Workday, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|SAP SuccessFactors", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise:** Workday, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c174-s5|mistral-small|Oracle HCM", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise:** Workday, SAP SuccessFactors, Oracle HCM"}, {"id": "mai-20260917-1752-baseline|c174-s5|moonshot-small|Effy AI", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Speed & Simplicity** → Effy AI or similar lightweight tools"}, {"id": "mai-20260917-1752-baseline|c174-s5|moonshot-small|BambooHR", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Full HR Platform** → BambooHR (if you need more than just performance)"}, {"id": "mai-20260917-1752-baseline|c174-s5|moonshot-small|Lattice", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Lattice** | Structured check-ins tied to goals | Strong engagement features |"}, {"id": "mai-20260917-1752-baseline|c174-s5|moonshot-small|Zoho People", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget Priority** → Zoho People or alternatives around $2.50-$5/user/month"}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|ThriveSparrow", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall**: ThriveSparrow (Forbes pick)—user-friendly, AI-assisted, great for SMBs."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|Effy AI", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Value/Quick Start**: Effy AI or Profit.co—no contracts, fast reviews."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|Profit.co", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Value/Quick Start**: Effy AI or Profit.co—no contracts, fast reviews."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|Lattice", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If You Want OKRs**: Lattice or 15Five."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|Leapsome", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice / Leapsome | ~$200-400 | Good for OKRs; $4K annual min viable for you."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|BambooHR (Perf Module)", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR (Perf Module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR (Perf Module) | ~$150+ (bundled) | If replacing full HRIS."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|Zoho People", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zoho People | ~$50-100 | Budget pick."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|15Five", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**If You Want OKRs**: Lattice or 15Five."}, {"id": "mai-20260917-1752-baseline|c174-s5|xai-small|Workday Peakon", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Shortlist 3-5 Tools**: ThriveSparrow, Effy AI, Lattice, 15Five, or Workday Peakon"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Workday Performance Management", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Workday Performance Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "True Enterprise Suites (Avoid Completely) ... Workday is notoriously difficult to set up for smaller org structures."}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This is a massive ecosystem. For a small team, you will likely pay for features you never touch"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Similar to Workday, this is overkill for SMBs."}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Lattice", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice is a highly regarded tool, but they typically have a minimum annual spend (often around $4,000/year)."}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Keka", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some international SMB users report limitations regarding local compliance integrations"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|BambooHR", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious about relying solely on their native performance features"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Gusto", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be cautious about relying solely on their native performance features unless your needs are strictly administrative"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Profit.co", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Reviews frequently highlight inconsistent customer support responsiveness and difficulty with customization"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|Leapsome", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "recent user feedback points to specific technical irritants such as Google Meet sync issues"}, {"id": "mai-20260917-1752-baseline|c174-s6|alibaba-small|15Five", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "15Five is actually a top contender for SMBs, BUT proceed with caution."}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|Workday", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workday** - This is the most frequently cited platform to avoid for small businesses"}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|Gusto", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better served by a simpler and less expensive HR solution ... such as Gusto or Rippling"}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|Rippling", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as Gusto or Rippling"}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|BambooHR", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "consider solutions specifically designed for small teams like BambooHR, 15Five, Lattice, or Trakstar"}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|15Five", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "consider solutions specifically designed for small teams like BambooHR, 15Five, Lattice, or Trakstar"}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|Lattice", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "consider solutions specifically designed for small teams like BambooHR, 15Five, Lattice, or Trakstar"}, {"id": "mai-20260917-1752-baseline|c174-s6|anthropic-small|Trakstar", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Trakstar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "consider solutions specifically designed for small teams like BambooHR, 15Five, Lattice, or Trakstar"}, {"id": "mai-20260917-1752-baseline|c174-s6|challenger-small|Workday", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main \"avoid unless you truly need them\" category includes **Workday**, **Culture Amp**, **Lattice** at enterprise-style deployments"}, {"id": "mai-20260917-1752-baseline|c174-s6|challenger-small|Culture Amp", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"avoid unless you truly need them\" category includes **Workday**, **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c174-s6|challenger-small|Lattice", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong product, but small businesses should watch for minimum spend and whether they actually need its broader feature set"}, {"id": "mai-20260917-1752-baseline|c174-s6|challenger-small|Leapsome", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work well, but its sales-led pricing and minimums can make it less attractive for small teams with tight budgets"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Lattice", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Complex and feature-heavy for a small team."}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Culture Amp", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"opaque renewal pricing,\" lengthy contract lock-ins, no mid-contract downgrades"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Leapsome", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can feel bloated and overwhelming for small teams"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Betterworks", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-focused, complex configuration, and pricing that's not transparent"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Gusto", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "grafted-on performance modules in payroll-first HRIS products like Gusto"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|BambooHR", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Payroll-first HRIS products generally — BambooHR's own industry analysis flags that payroll-first vendors overpromise and under-deliver on adjacent modules"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Effy AI", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "reviewers widely recommended these smaller, budget-first options: **Effy AI** (from $2–3/seat, no minimums, free under 5 users)"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Small Improvements", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Small Improvements** (from ~$3/user, 20-user minimum)"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Teamflect", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Teamflect** (for Microsoft Teams shops)"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|Workleap Officevibe", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Workleap Officevibe**"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|15Five", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**15Five** (from ~$4–11)"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|PerformYard", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**PerformYard** (~$5–10)"}, {"id": "mai-20260917-1752-baseline|c174-s6|deepseek-small|AssessTEAM", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**AssessTEAM** (~$2/user)"}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Workday", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them: These are massive, all-in-one corporate suites."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid them: These are massive, all-in-one corporate suites."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Oracle HCM Cloud", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid them: These are massive, all-in-one corporate suites."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Lattice", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users frequently complain that tools like Lattice can feel overly administrative and click-heavy."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Betterworks", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to proceed with caution: ... increasingly pivoting toward mid-market and enterprise clients."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Culture Amp", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why to proceed with caution: ... increasingly pivoting toward mid-market and enterprise clients."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Leapsome", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to proceed with caution: These platforms are highly customizable, but they require a \"build your own experience\" approach."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|15Five (at higher tiers)", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "15Five (at higher tiers)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Nickel-and-Diming: They often use module-based pricing."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|BambooHR", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Check if your existing HR/payroll platform (like BambooHR, Rippling, or Gusto) has a built-in performance module."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Rippling", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Check if your existing HR/payroll platform (like BambooHR, Rippling, or Gusto) has a built-in performance module."}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Gusto", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "has a built-in performance module"}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Teamflect", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "tools like Teamflect (Microsoft Teams) or SimplePerf (Slack) meet managers where they already work"}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|SimplePerf", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SimplePerf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "tools like Teamflect (Microsoft Teams) or SimplePerf (Slack) meet managers where they already work"}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|EvalFlow", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "EvalFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "platforms designed specifically for startups and SMBs (like EvalFlow or Hrider)"}, {"id": "mai-20260917-1752-baseline|c174-s6|google-small|Hrider", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Hrider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "platforms designed specifically for startups and SMBs (like EvalFlow or Hrider)"}, {"id": "mai-20260917-1752-baseline|c174-s6|meta-small|Teamflect", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Teamflect - works best for organizations with 50 to several thousand employees"}, {"id": "mai-20260917-1752-baseline|c174-s6|meta-small|Rippling", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not be ideal for organizations with limited budgets, as it can be costly"}, {"id": "mai-20260917-1752-baseline|c174-s6|meta-small|WorkStory", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "WorkStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "WorkStory - ideal for small to mid-sized (25-250 headcounts) feedback-driven companies"}, {"id": "mai-20260917-1752-baseline|c174-s6|meta-small|CharlieHR", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "CharlieHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as CharlieHR, which is suitable for small teams and offers an all-in-one HR and performance management solution"}, {"id": "mai-20260917-1752-baseline|c174-s6|minimax-small|Lattice", "prompt": "c174-s6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like Lattice ($13/seat with a $4,000 minimum annual commitment) and Betterworks are noted as better suited for mid-market and enterprise companies rather than small teams"}, {"id": "mai-20260917-1752-baseline|c174-s6|minimax-small|Betterworks", "prompt": "c174-s6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like Lattice ... and Betterworks are noted as better suited for mid-market and enterprise companies rather than small teams"}, {"id": "mai-20260917-1752-baseline|c174-s6|mistral-small|Teamflect", "prompt": "c174-s6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Teamflect**: Best for organizations with 50+ employees... Not ideal for very small teams due to complexity and cost."}, {"id": "mai-20260917-1752-baseline|c174-s6|mistral-small|Leapsome", "prompt": "c174-s6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms with a strong track record in small businesses (e.g., Leapsome, WorkStory)"}, {"id": "mai-20260917-1752-baseline|c174-s6|mistral-small|WorkStory", "prompt": "c174-s6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "WorkStory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Platforms with a strong track record in small businesses (e.g., Leapsome, WorkStory)"}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Lattice", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lattice — Caution Advised for Small Teams ... you're paying enterprise prices without getting proportional value."}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Culture Amp", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Culture Amp — Avoid for Very Small Businesses"}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|BambooHR Performance Module", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR Performance Module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution on Pricing ... Solid product, but the modular pricing can surprise small budgets."}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Betterworks", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Betterworks — Likely Overkill ... this is likely more tool than you need."}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SAP SuccessFactors / Workday — Avoid ... These are Fortune 500 tools."}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Workday", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SAP SuccessFactors / Workday — Avoid"}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Effy AI", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better-fit alternatives based on research: Effy AI (free up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Teamflect", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teamflect (Microsoft Teams native)"}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|Small Improvements", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Small Improvements (budget-friendly at $3/user with 20-user minimum)"}, {"id": "mai-20260917-1752-baseline|c174-s6|moonshot-small|PerformYard", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "PerformYard (if you have established processes)"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Workday HCM", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-first and expensive ... Workday HCM, Dayforce HCM, UKG Ready, ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Dayforce HCM", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Dayforce HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they tend to be broader HCM suites with more implementation overhead, admin complexity, and pricing that may only make sense at larger headcount"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|UKG Ready", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "UKG Ready", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-first and expensive ... UKG Ready"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|ADP Workforce Now", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you may end up paying for a lot you won't use"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|BambooHR", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "products like BambooHR and Paylocity are categorized for small business, but the underlying product families are still typically larger HR ecosystems"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Paylocity", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the underlying product families are still typically larger HR ecosystems rather than lean performance-only tools"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Lattice", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools with minimum annual contracts or module-based pricing - Examples: Lattice, Leapsome"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Leapsome", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "minimum annual contracts or per-module pricing, which can make them more expensive than they first appear for a small team"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Hrider", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Hrider", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "warns that much of its support/community is in Spanish, which matters if your team needs English-first onboarding and support"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Teamflect", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Teamflect is a better fit mainly for Microsoft 365-native teams ... look first at lighter tools such as AssessTEAM, Teamflect"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|AssessTEAM", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look first at lighter tools such as AssessTEAM, Teamflect, Small Improvements, or WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|Small Improvements", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look first at lighter tools such as AssessTEAM, Teamflect, Small Improvements, or WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s6|openai-small|WorkStory", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "WorkStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look first at lighter tools such as AssessTEAM, Teamflect, Small Improvements, or WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Lattice", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Caution:- **Lattice**: Frequently criticized for being too expensive"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Culture Amp", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Unsuitable for small teams due to minimum spends and overkill features"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Leapsome", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "overwhelming setup, and admin learning curve. Not ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|TriNet Perform", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "TriNet Perform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Lacks intuitiveness—users report confusing interfaces, poor customization"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Rippling (performance features)", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling (performance features)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Costly for limited budgets, complex implementation, steep learning curve, and surprise fees"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|PerformYard", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Alternatives for Small Businesses: Opt for lightweight, affordable options like: **PerformYard, Small Improvements, or 15Five**"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Small Improvements", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**PerformYard, Small Improvements, or 15Five** (~$3-10/user/month, quick setup)"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|15Five", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**PerformYard, Small Improvements, or 15Five** (~$3-10/user/month, quick setup)"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Effy AI", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Effy AI or Teamflect** (free tiers or $2-5/user, simple reviews)"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Teamflect", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Effy AI or Teamflect** (free tiers or $2-5/user, simple reviews)"}, {"id": "mai-20260917-1752-baseline|c174-s6|xai-small|Google Sheets", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free tools like Google Sheets for <20 people"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Betterworks", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** enterprise‑grade suites (Betterworks, Workday, Lattice, Sage HR)"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Workday", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** enterprise‑grade suites (Betterworks, Workday, Lattice, Sage HR)"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Lattice", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** enterprise‑grade suites (Betterworks, Workday, Lattice, Sage HR)"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Sage HR", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Sage HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** enterprise‑grade suites (Betterworks, Workday, Lattice, Sage HR)"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Engage (by Deel)", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Engage (by Deel)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious** with tools that are pricey for tiny teams (Engage/Deel, Trakstar, BambooHR"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Trakstar", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Trakstar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"It is very expensive and not suitable for small teams.\""}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|BambooHR", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its performance module can be pricey if you already have a full HR suite"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|CharlieHR", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "CharlieHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Choose** platforms that are lightweight... (e.g., CharlieHR, WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|WorkStory", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "WorkStory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Choose** platforms that are lightweight... (e.g., CharlieHR, WorkStory"}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Zelt", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Zelt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Optimized for UK‑based companies... not a natural fit for U.S. or other international small businesses."}, {"id": "mai-20260917-1752-baseline|c174-s6|zai-small|Brilliant Assessments", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Brilliant Assessments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Skip** white‑label assessment builders (Brilliant Assessments, generic survey tools)"}, {"id": "mai-20260917-1752-baseline|c175-l1|alibaba-small|Betterworks", "prompt": "c175-l1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks is the leading choice"}, {"id": "mai-20260917-1752-baseline|c175-l1|alibaba-small|Mooncamp", "prompt": "c175-l1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mooncamp is highly recommended for its ability to automate updates"}, {"id": "mai-20260917-1752-baseline|c175-l1|alibaba-small|Quantive (formerly 15Five + Elevate)", "prompt": "c175-l1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive (formerly 15Five + Elevate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quantive was built specifically to bridge this gap"}, {"id": "mai-20260917-1752-baseline|c175-l1|alibaba-small|Tability", "prompt": "c175-l1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tability is frequently praised for its interface speed and \"zero-training\" requirement"}, {"id": "mai-20260917-1752-baseline|c175-l1|anthropic-small|WorkBoard", "prompt": "c175-l1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkBoard is recommended for Fortune 500 strategy execution with AI-powered executive briefings and board-ready reporting."}, {"id": "mai-20260917-1752-baseline|c175-l1|anthropic-small|Betterworks", "prompt": "c175-l1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Betterworks combines OKR goal-setting with performance reviews, feedback loops, and calibration in a single platform, targeting enterprise HR teams"}, {"id": "mai-20260917-1752-baseline|c175-l1|anthropic-small|Synergita", "prompt": "c175-l1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Synergita is ranked as one of the best overall enterprise OKR software in 2026"}, {"id": "mai-20260917-1752-baseline|c175-l1|anthropic-small|Profit.co", "prompt": "c175-l1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Profit.co offers AI-powered all-in-one OKRs plus performance plus projects with strong support."}, {"id": "mai-20260917-1752-baseline|c175-l1|challenger-small|WorkBoard", "prompt": "c175-l1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkBoard** is the safest default when the goal is company-wide alignment and execution discipline"}, {"id": "mai-20260917-1752-baseline|c175-l1|challenger-small|Profit.co", "prompt": "c175-l1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Profit.co** is the better pick if you want a broader operating system that connects OKRs to projects and performance management"}, {"id": "mai-20260917-1752-baseline|c175-l1|challenger-small|Mooncamp", "prompt": "c175-l1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often positioned as best for **flexible enterprise rollouts** and adoption at scale"}, {"id": "mai-20260917-1752-baseline|c175-l1|challenger-small|Betterworks", "prompt": "c175-l1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "commonly shortlisted for **traditional enterprise review cycles** and governance-heavy environments"}, {"id": "mai-20260917-1752-baseline|c175-l1|challenger-small|Lattice", "prompt": "c175-l1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong fit if OKRs need to live inside a broader **performance management** workflow"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Profit.co", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Enterprise B2B Execution & Integration: **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|WorkBoard", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fortune 500/Senior Leadership Alignment: **WorkBoard**... Caveat: Very expensive"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Betterworks", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for HR-Owned Performance + OKR (People Ops): **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Quantive (formerly Gtmhub / Ally.io)", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive (formerly Gtmhub / Ally.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are a Microsoft 365 / Teams Shop: **Quantive**"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Asana", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Asana** (for ease)"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Jira Align", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Jira Align", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jira Align** is expensive but powerful if your product development is entirely in Jira"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Lattice", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **Betterworks** or **Lattice** (which also offers OKRs plus reviews)"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Tability", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tability** and **Mooncamp** are also rising rapidly as strong enterprise contenders"}, {"id": "mai-20260917-1752-baseline|c175-l1|deepseek-small|Mooncamp", "prompt": "c175-l1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Tability** and **Mooncamp** are also rising rapidly as strong enterprise contenders"}, {"id": "mai-20260917-1752-baseline|c175-l1|google-small|WorkBoard (Combined with Quantive)", "prompt": "c175-l1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard (Combined with Quantive)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkBoard consolidated its position as an enterprise giant by acquiring Quantive... Best for: Data-heavy, large-scale strategy execution and executive visibility."}, {"id": "mai-20260917-1752-baseline|c175-l1|google-small|Profit.co", "prompt": "c175-l1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Profit.co is a highly customizable, modular platform that scales seamlessly from 250 to over 25,000 users."}, {"id": "mai-20260917-1752-baseline|c175-l1|google-small|Betterworks", "prompt": "c175-l1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your OKR program is run by HR... Betterworks is a premier choice."}, {"id": "mai-20260917-1752-baseline|c175-l1|google-small|Tability", "prompt": "c175-l1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Fast-growing mid-market to enterprise B2B companies prioritizing rapid user adoption."}, {"id": "mai-20260917-1752-baseline|c175-l1|google-small|Microsoft Viva Goals", "prompt": "c175-l1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations heavily embedded in the Microsoft 365 ecosystem."}, {"id": "mai-20260917-1752-baseline|c175-l1|google-small|Mooncamp", "prompt": "c175-l1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ensure your chosen vendor supports EU Data Residency (such as Mooncamp or Profit.co)"}, {"id": "mai-20260917-1752-baseline|c175-l1|meta-small|Tability", "prompt": "c175-l1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability - ranked first for enterprise OKR software with a score of 4.5/5."}, {"id": "mai-20260917-1752-baseline|c175-l1|meta-small|Betterworks", "prompt": "c175-l1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Betterworks - purpose-built OKR governance with calibration workflows, alignment trees, and audit trails for 500+ employee orgs."}, {"id": "mai-20260917-1752-baseline|c175-l1|meta-small|Mooncamp", "prompt": "c175-l1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mooncamp, Quantive, Lattice - other top OKR software options for enterprise companies."}, {"id": "mai-20260917-1752-baseline|c175-l1|meta-small|Quantive", "prompt": "c175-l1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mooncamp, Quantive, Lattice - other top OKR software options for enterprise companies."}, {"id": "mai-20260917-1752-baseline|c175-l1|meta-small|Lattice", "prompt": "c175-l1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mooncamp, Quantive, Lattice - other top OKR software options for enterprise companies."}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Profit.co", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Profit.co** or **Lattice** based on your primary use case"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Lattice", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Profit.co** or **Lattice** based on your primary use case"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|WorkBoard (Quantive)", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard (Quantive)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Mature enterprises with established goal-setting processes"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Betterworks", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Enterprises focusing on continuous performance management"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Tability", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "First place in a 2026 benchmark test of 12 platforms"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Perdoo", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Perdoo**: Strong alignment features"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Mooncamp", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mooncamp**: Good European market presence"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Peoplebox", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Peoplebox**: Integration-focused approach"}, {"id": "mai-20260917-1752-baseline|c175-l1|minimax-small|Asana", "prompt": "c175-l1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Asana**: Best for teams already using Asana ecosystem"}, {"id": "mai-20260917-1752-baseline|c175-l1|mistral-small|Tability", "prompt": "c175-l1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability**: Ranked first for enterprise use, scoring 4.4/5"}, {"id": "mai-20260917-1752-baseline|c175-l1|mistral-small|Profit.co", "prompt": "c175-l1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also highly rated, especially for its comprehensive OKR and performance management capabilities."}, {"id": "mai-20260917-1752-baseline|c175-l1|mistral-small|Mooncamp", "prompt": "c175-l1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "frequently recommended for enterprise companies due to their scalability"}, {"id": "mai-20260917-1752-baseline|c175-l1|mistral-small|Quantive", "prompt": "c175-l1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "frequently recommended for enterprise companies due to their scalability"}, {"id": "mai-20260917-1752-baseline|c175-l1|mistral-small|Lattice", "prompt": "c175-l1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "frequently recommended for enterprise companies due to their scalability"}, {"id": "mai-20260917-1752-baseline|c175-l1|mistral-small|Betterworks", "prompt": "c175-l1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "frequently recommended for enterprise companies due to their scalability"}, {"id": "mai-20260917-1752-baseline|c175-l1|moonshot-small|Profit.co", "prompt": "c175-l1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Enterprise Fit** | Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-l1|moonshot-small|Quantive (formerly Gtmhub/WorkBoard)", "prompt": "c175-l1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive (formerly Gtmhub/WorkBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Quantive (WorkBoard)** if strategy execution and operating reviews are critical"}, {"id": "mai-20260917-1752-baseline|c175-l1|moonshot-small|Lattice", "prompt": "c175-l1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** if you want OKRs integrated with your broader people management strategy"}, {"id": "mai-20260917-1752-baseline|c175-l1|moonshot-small|Tability", "prompt": "c175-l1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For:** Mid-market and enterprise teams wanting fastest time-to-value"}, {"id": "mai-20260917-1752-baseline|c175-l1|moonshot-small|Betterworks", "prompt": "c175-l1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Large enterprises needing comprehensive goal alignment"}, {"id": "mai-20260917-1752-baseline|c175-l1|openai-small|WorkBoardAI", "prompt": "c175-l1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoardAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick is **WorkBoardAI**"}, {"id": "mai-20260917-1752-baseline|c175-l1|openai-small|Betterworks", "prompt": "c175-l1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** is also a serious enterprise option"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Profit.co", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profit.co** (Most frequently ranked #1 for enterprises)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Workboard (now part of Quantive)", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Workboard (now part of Quantive)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workboard (now part of Quantive)** (Top for structured alignment)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Betterworks", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Betterworks** (Strong for governance + perf reviews)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Perdoo", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Perdoo or Lattice** (Balanced alternatives)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Lattice", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice**: OKR + perf in one record for thousands of users"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Tability", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Other notables**: Tability (fastest time-to-value, AI dashboards; great for mid-enterprise)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|Mooncamp", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mooncamp (flexible scaling)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|15Five", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "15Five (weekly cadence at scale)"}, {"id": "mai-20260917-1752-baseline|c175-l1|xai-small|OKRs Tool", "prompt": "c175-l1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Budget** | OKRs Tool (~$49/mo flat) | Basic enterprise viable |"}, {"id": "mai-20260917-1752-baseline|c175-l1|zai-small|WorkBoard", "prompt": "c175-l1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkBoard is widely considered the gold standard for large-scale organizations (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c175-l1|zai-small|Perdoo", "prompt": "c175-l1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Strategy & Culture: **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-l1|zai-small|Profit.co", "prompt": "c175-l1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unified Ecosystem & AI: **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-l1|zai-small|Betterworks", "prompt": "c175-l1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for HR-Centric Performance: **Betterworks** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c175-l1|zai-small|Lattice", "prompt": "c175-l1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these HR-focused platforms are the standard"}, {"id": "mai-20260917-1752-baseline|c175-l2|alibaba-small|Quantive (formerly Gtmhub)", "prompt": "c175-l2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Quantive (formerly Gtmhub)**, **Betterworks**, or **WorkBoard**."}, {"id": "mai-20260917-1752-baseline|c175-l2|alibaba-small|Betterworks", "prompt": "c175-l2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Quantive (formerly Gtmhub)**, **Betterworks**, or **WorkBoard**."}, {"id": "mai-20260917-1752-baseline|c175-l2|alibaba-small|WorkBoard", "prompt": "c175-l2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend **Quantive (formerly Gtmhub)**, **Betterworks**, or **WorkBoard**."}, {"id": "mai-20260917-1752-baseline|c175-l2|alibaba-small|Lattice", "prompt": "c175-l2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice may feel restrictive regarding complex reporting, custom workflows, and granular security permissions required by Enterprise IT departments"}, {"id": "mai-20260917-1752-baseline|c175-l2|anthropic-small|Betterworks", "prompt": "c175-l2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks excels with OKR and performance management for larger organizations"}, {"id": "mai-20260917-1752-baseline|c175-l2|anthropic-small|WorkBoard (formerly Quantive)", "prompt": "c175-l2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard (formerly Quantive)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WorkBoard is built for organizations that want OKRs connected directly to live data sources"}, {"id": "mai-20260917-1752-baseline|c175-l2|anthropic-small|Lattice", "prompt": "c175-l2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice is best for large enterprises that need AI-assisted enterprise goal setting"}, {"id": "mai-20260917-1752-baseline|c175-l2|anthropic-small|Wrike", "prompt": "c175-l2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wrike excels at linking strategic objectives to daily execution via its robust OKR framework"}, {"id": "mai-20260917-1752-baseline|c175-l2|challenger-small|Betterworks", "prompt": "c175-l2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Betterworks** as the default choice"}, {"id": "mai-20260917-1752-baseline|c175-l2|challenger-small|WorkBoard", "prompt": "c175-l2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkBoard** and **Quantive** as the strongest alternatives"}, {"id": "mai-20260917-1752-baseline|c175-l2|challenger-small|Quantive", "prompt": "c175-l2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Quantive** if you want a more **data-driven OKR platform** for a large organization"}, {"id": "mai-20260917-1752-baseline|c175-l2|challenger-small|Lattice", "prompt": "c175-l2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** if your main goal is to combine **OKRs with performance reviews and 1-on-1s**"}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|Betterworks", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|WorkBoard", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fortune 500 companies with a mature strategy office"}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|Lattice", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is your runner-up"}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|Profit.co", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maximum configurability and depth of OKR + performance management"}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|Microsoft Viva Goals", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B company is deeply embedded in Microsoft 365/Teams — it integrates natively."}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|15Five", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If keeping cadence alive via weekly check-ins across distributed teams matters most."}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|Tability", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like Tability or Worxmate get you live faster"}, {"id": "mai-20260917-1752-baseline|c175-l2|deepseek-small|Worxmate", "prompt": "c175-l2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Worxmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like Tability or Worxmate get you live faster"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|Microsoft Viva Goals", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft discontinued Viva Goals"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|WorkBoard", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "WorkBoard is the clear market leader"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|Quantive", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "WorkBoard acquired its chief competitor, Quantive"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|Betterworks", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Betterworks is the premier choice"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|Teamflect", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "has emerged as the premier replacement for organizations heavily reliant on the Microsoft 365 ecosystem"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|Cascade Strategy", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Cascade Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cascade is highly recommended"}, {"id": "mai-20260917-1752-baseline|c175-l2|google-small|Profit.co", "prompt": "c175-l2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Profit.co** (if a Google Workspace/Salesforce-heavy shop)"}, {"id": "mai-20260917-1752-baseline|c175-l2|meta-small|Betterworks", "prompt": "c175-l2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best goal management platform for a large B2B company with thousands of employees would be Betterworks or Quantive (Gtmhub)"}, {"id": "mai-20260917-1752-baseline|c175-l2|meta-small|Quantive (Gtmhub)", "prompt": "c175-l2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive (Gtmhub)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Betterworks or Quantive (Gtmhub). Both platforms are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c175-l2|minimax-small|Betterworks", "prompt": "c175-l2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Betterworks** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c175-l2|minimax-small|Lattice", "prompt": "c175-l2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Lattice"}, {"id": "mai-20260917-1752-baseline|c175-l2|minimax-small|Quantive", "prompt": "c175-l2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Quantive** — Strong analytics and data-driven insights for goal management"}, {"id": "mai-20260917-1752-baseline|c175-l2|minimax-small|Monday.com", "prompt": "c175-l2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Monday.com** — Visual tracking with customizable dashboards"}, {"id": "mai-20260917-1752-baseline|c175-l2|minimax-small|Asana", "prompt": "c175-l2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Asana** — Overall goal management with strong project-to-goal linking"}, {"id": "mai-20260917-1752-baseline|c175-l2|mistral-small|Betterworks", "prompt": "c175-l2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Betterworks** as a top goal management platform"}, {"id": "mai-20260917-1752-baseline|c175-l2|mistral-small|Cascade", "prompt": "c175-l2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Cascade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Cascade** for strategy-focused teams"}, {"id": "mai-20260917-1752-baseline|c175-l2|mistral-small|Workboard", "prompt": "c175-l2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Workboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workboard** for analytics and integrations"}, {"id": "mai-20260917-1752-baseline|c175-l2|moonshot-small|Betterworks", "prompt": "c175-l2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l2|moonshot-small|WorkBoard", "prompt": "c175-l2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: WorkBoard"}, {"id": "mai-20260917-1752-baseline|c175-l2|moonshot-small|Lattice", "prompt": "c175-l2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limitation: Better suited for companies up to ~5,000 employees; may lack some enterprise-scale features for 10,000+ employee organizations"}, {"id": "mai-20260917-1752-baseline|c175-l2|openai-small|WorkBoard", "prompt": "c175-l2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **WorkBoard** if your top priority is **enterprise-grade strategy execution and OKR alignment at scale**"}, {"id": "mai-20260917-1752-baseline|c175-l2|openai-small|Profit.co", "prompt": "c175-l2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a more **all-in-one OKR + performance management** platform"}, {"id": "mai-20260917-1752-baseline|c175-l2|openai-small|Lattice", "prompt": "c175-l2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if you want goals tied tightly to **1:1s, feedback, and performance reviews**"}, {"id": "mai-20260917-1752-baseline|c175-l2|openai-small|Leapsome", "prompt": "c175-l2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you want **performance + engagement + goal tracking** in one system"}, {"id": "mai-20260917-1752-baseline|c175-l2|xai-small|WorkBoard", "prompt": "c175-l2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend WorkBoard (now enhanced as WorkBoardAI after acquiring Quantive)"}, {"id": "mai-20260917-1752-baseline|c175-l2|xai-small|Workday Goals", "prompt": "c175-l2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Workday Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Goals**: If you're already on Workday HCM/Finance ... this integrates natively"}, {"id": "mai-20260917-1752-baseline|c175-l2|xai-small|Betterworks", "prompt": "c175-l2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for mid-to-large enterprises ... Slightly more mid-market feel than WorkBoard."}, {"id": "mai-20260917-1752-baseline|c175-l2|xai-small|Lattice Goals", "prompt": "c175-l2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scales well to 1,000-5,000+ ... G2-rated 4.7/5, but pushes toward mid-market."}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|Betterworks", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** is the most aligned choice for a large, B2B organization"}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|Lattice", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Integrated performance + goals; mid‑market to large orgs"}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|Profit.co", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dedicated enterprise OKR + PPM + performance; 100+ integrations"}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|Quantive (Gtmhub)", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive (Gtmhub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data‑driven OKR analytics; strong dashboards and insights; built for large organizations."}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|WorkBoard", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strategy execution focus; operating review linkage; geared toward large enterprises."}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|Mooncamp", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scales to thousands of users; leadership cockpit"}, {"id": "mai-20260917-1752-baseline|c175-l2|zai-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-l2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tight Microsoft 365/Teams integration; designed for enterprises on the Microsoft stack."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|WorkBoard (now part of Quantive)", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard (now part of Quantive)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Focus:** Deep enterprise scale, executive strategy, and predictive AI. **Target Audience:** Fortune 500 companies and large-scale transformations."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|Betterworks", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Focus:** Human-centric goals and continuous performance feedback."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|Lattice", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Focus:** People Operations (PeopleOps) and talent development."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|Profit.co", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Focus:** All-in-one strategy execution (OKR + PPM + Performance)."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|OnStrategy", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OnStrategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Focus:** Strategic planning consultancy backed by software."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|Perdoo", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Focus:** Rapid deployment and structured simplicity."}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|Monday.com", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack the dedicated \"strategy layer\" and rigorous governance frameworks of purpose-built tools"}, {"id": "mai-20260917-1752-baseline|c175-l3|alibaba-small|Asana", "prompt": "c175-l3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they lack the dedicated \"strategy layer\" and rigorous governance frameworks of purpose-built tools"}, {"id": "mai-20260917-1752-baseline|c175-l3|anthropic-small|Profit.co", "prompt": "c175-l3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Profit.co (AI-powered with OKRs, performance, and projects)"}, {"id": "mai-20260917-1752-baseline|c175-l3|anthropic-small|WorkBoard/Quantive", "prompt": "c175-l3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard/Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "WorkBoard/Quantive (with analytics and AI coaching)"}, {"id": "mai-20260917-1752-baseline|c175-l3|anthropic-small|Lattice", "prompt": "c175-l3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lattice (people-centric performance and OKRs)"}, {"id": "mai-20260917-1752-baseline|c175-l3|anthropic-small|Betterworks", "prompt": "c175-l3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Betterworks combines performance management with goal-setting, feedback loops, and calibration in one platform"}, {"id": "mai-20260917-1752-baseline|c175-l3|anthropic-small|Perdoo", "prompt": "c175-l3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Perdoo (OKRs, KPI tracking, and strategy maps)"}, {"id": "mai-20260917-1752-baseline|c175-l3|anthropic-small|Rhythms", "prompt": "c175-l3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Rhythms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer platforms like Rhythms were built AI-native from the start"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Betterworks", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Betterworks** if OKRs must connect tightly to **performance reviews, manager workflows, and talent decisions**"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|WorkBoard", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **WorkBoard** if the priority is **enterprise strategy execution**"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Profit.co", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Profit.co** if you want the broadest \"all-in-one\" enterprise stack"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Lattice Goals", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Lattice Goals** if your organization already runs on Lattice"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Cascade", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Cascade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Cascade** if leadership wants **strategy cascading**"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Mooncamp", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Mooncamp** if you want a more **flexible, user-friendly enterprise rollout**"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Quantive", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **Quantive** if your OKR program depends on **data integrations**"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|Perdoo", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose **Perdoo** if your planning model relies on **both OKRs and KPIs**"}, {"id": "mai-20260917-1752-baseline|c175-l3|challenger-small|15Five", "prompt": "c175-l3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Choose **15Five** if adoption depends on a **weekly manager-employee operating rhythm**"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|WorkBoard (now merged with Quantive)", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard (now merged with Quantive)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the pure enterprise heavyweight ... Fortune 500 with a dedicated strategy office ... → WorkBoard/Quantive (most advanced analytics, but slowest to implement and priciest)"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|Betterworks", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global org where talent/performance calibration and multilingual support matter → Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|Profit.co", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Org that wants OKRs tied directly to daily execution ... in one platform, fast to value → Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|Perdoo", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market wanting clean strategy hierarchy and structure → Perdoo"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|Lattice", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HR-led org integrating goals with talent management → Lattice"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "note: Microsoft announced it's discontinuing Viva Goals in late 2025"}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|Rhythms.ai", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Rhythms.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some (like Rhythms.ai) are built around the Microsoft ecosystem as an alternative to the discontinued Viva Goals."}, {"id": "mai-20260917-1752-baseline|c175-l3|deepseek-small|OKRs Tool", "prompt": "c175-l3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OKRs Tool | Flat $49/mo | Yes (cheapest at small scale)"}, {"id": "mai-20260917-1752-baseline|c175-l3|google-small|WorkBoardAI (incorporating Quantive)", "prompt": "c175-l3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoardAI (incorporating Quantive)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose WorkBoardAI** if you are a global enterprise with thousands of employees and you need to automate operating rhythms, QBR prep, and C-suite reporting."}, {"id": "mai-20260917-1752-baseline|c175-l3|google-small|Betterworks", "prompt": "c175-l3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Betterworks** if your ultimate goal is to build a high-performance culture"}, {"id": "mai-20260917-1752-baseline|c175-l3|google-small|Mooncamp", "prompt": "c175-l3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Mooncamp** if you prioritize rapid adoption, user engagement, and custom naming conventions"}, {"id": "mai-20260917-1752-baseline|c175-l3|google-small|Profit.co", "prompt": "c175-l3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Profit.co** if your enterprise runs purely on strict quantitative KPIs"}, {"id": "mai-20260917-1752-baseline|c175-l3|google-small|Jira Align / Atlassian Goals", "prompt": "c175-l3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Jira Align / Atlassian Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Jira Align** if you are an engineering/agile-heavy enterprise"}, {"id": "mai-20260917-1752-baseline|c175-l3|google-small|Tability", "prompt": "c175-l3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Enterprises transitioning away from heavy, consultant-led software deployments"}, {"id": "mai-20260917-1752-baseline|c175-l3|meta-small|Tability", "prompt": "c175-l3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top OKR tools include Tability, Perdoo, Profit.co, OKRs Tool, and Teamflect."}, {"id": "mai-20260917-1752-baseline|c175-l3|meta-small|Perdoo", "prompt": "c175-l3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top OKR tools include Tability, Perdoo, Profit.co, OKRs Tool, and Teamflect."}, {"id": "mai-20260917-1752-baseline|c175-l3|meta-small|Profit.co", "prompt": "c175-l3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top OKR tools include Tability, Perdoo, Profit.co, OKRs Tool, and Teamflect."}, {"id": "mai-20260917-1752-baseline|c175-l3|meta-small|OKRs Tool", "prompt": "c175-l3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top OKR tools include Tability, Perdoo, Profit.co, OKRs Tool, and Teamflect."}, {"id": "mai-20260917-1752-baseline|c175-l3|meta-small|Teamflect", "prompt": "c175-l3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top OKR tools include Tability, Perdoo, Profit.co, OKRs Tool, and Teamflect."}, {"id": "mai-20260917-1752-baseline|c175-l3|minimax-small|Profit.co", "prompt": "c175-l3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Key Differentiator**: Only platform evaluated on both **OKR+PPM integration** and **OKR+Performance Management integration**"}, {"id": "mai-20260917-1752-baseline|c175-l3|minimax-small|Perdoo", "prompt": "c175-l3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Key Differentiator**: Structured OKRs with AI coach and MCP server access"}, {"id": "mai-20260917-1752-baseline|c175-l3|minimax-small|Lattice", "prompt": "c175-l3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Key Differentiator**: Unified people management with OKRs + performance reviews"}, {"id": "mai-20260917-1752-baseline|c175-l3|minimax-small|Quantive (formerly Gtmhub)", "prompt": "c175-l3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Key Differentiator**: Data-connected OKR management for large organizations"}, {"id": "mai-20260917-1752-baseline|c175-l3|minimax-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-l3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For**: Enterprises already on Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c175-l3|mistral-small|Tability", "prompt": "c175-l3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ranking:** #1 in independent tests (4.5/5), especially strong for enterprise scalability and AI features."}, {"id": "mai-20260917-1752-baseline|c175-l3|mistral-small|Profit.co", "prompt": "c175-l3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For all-in-one strategy execution:** Profit.co is strongest."}, {"id": "mai-20260917-1752-baseline|c175-l3|mistral-small|Perdoo", "prompt": "c175-l3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For structured OKRs and strategy:** Perdoo is best."}, {"id": "mai-20260917-1752-baseline|c175-l3|mistral-small|Quantive", "prompt": "c175-l3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Status:** Being consolidated into WorkBoard as of May 2025."}, {"id": "mai-20260917-1752-baseline|c175-l3|mistral-small|WorkBoard", "prompt": "c175-l3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**For legacy Quantive users:** Transition to WorkBoard for continued enterprise support."}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Profit.co", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Profit.co** - **Best for**: Enterprises needing integrated OKR + Performance Management + PPM"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|WorkBoard", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Fortune 500 companies with dedicated strategy offices"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Betterworks", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: HR-led organizations focused on continuous performance management"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Workpath", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Workpath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: European enterprises needing comprehensive strategy execution"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Perdoo", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Mid-market teams wanting structured OKR execution without heavy enterprise overhead"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Microsoft Viva Goals", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Microsoft Viva Goals was retired on December 31, 2025**"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Teamflect", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Teamflect** (strong Microsoft Teams integration)"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Rhythms", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Rhythms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rhythms** (created by the same team that built Ally.io, the precursor to Viva Goals)"}, {"id": "mai-20260917-1752-baseline|c175-l3|moonshot-small|Worxmate", "prompt": "c175-l3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Worxmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fastest implementation (live in week 1) | Worxmate"}, {"id": "mai-20260917-1752-baseline|c175-l3|openai-small|WorkBoardAI", "prompt": "c175-l3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoardAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strongest on **enterprise operating model / strategy execution**"}, {"id": "mai-20260917-1752-baseline|c175-l3|openai-small|Betterworks", "prompt": "c175-l3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** mid-to-large enterprises that want OKRs integrated with **performance management and feedback**"}, {"id": "mai-20260917-1752-baseline|c175-l3|openai-small|Quantive", "prompt": "c175-l3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "typically considered one of the more enterprise-oriented OKR platforms"}, {"id": "mai-20260917-1752-baseline|c175-l3|openai-small|Perdoo", "prompt": "c175-l3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More OKR-centric... Less broad than WorkBoard or Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l3|openai-small|Profit.co", "prompt": "c175-l3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly chosen when organizations want OKRs, task tracking, and performance workflows together"}, {"id": "mai-20260917-1752-baseline|c175-l3|openai-small|Weekdone", "prompt": "c175-l3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "easier to adopt, but usually less enterprise-grade in governance, analytics, and operating cadence"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|WorkBoard", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked top for large enterprises (e.g., 4.0-4.5/5 benchmarks)"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Profit.co", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in enterprise integrations and performance management (4.3/5 enterprise score)"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Perdoo", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for structured OKR + KPI execution (4.0-4.4/5)"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Quantive", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Migrating to WorkBoard; less standalone"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Lattice", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice for HR synergy"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Betterworks", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lattice** or **Betterworks** – Performance-tied OKRs (4.5+ ratings, $10+/user/mo)"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Aha! Roadmaps (Enterprise+)", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Aha! Roadmaps (Enterprise+)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Product-focused with hierarchical OKRs"}, {"id": "mai-20260917-1752-baseline|c175-l3|xai-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-l3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "was enterprise-viable but discontinued by Microsoft in 2025"}, {"id": "mai-20260917-1752-baseline|c175-l3|zai-small|Profit.co", "prompt": "c175-l3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Profit.co is positioned as the only platform that integrates OKRs, Balanced Scorecards, KPIs, and Project Portfolios into a single governed system."}, {"id": "mai-20260917-1752-baseline|c175-l3|zai-small|Betterworks", "prompt": "c175-l3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Betterworks if your primary pain point is unfair performance reviews"}, {"id": "mai-20260917-1752-baseline|c175-l3|zai-small|Lattice (Goals & OKRs)", "prompt": "c175-l3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice (Goals & OKRs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Lattice if your culture prioritizes employee development"}, {"id": "mai-20260917-1752-baseline|c175-l3|zai-small|Cascade Strategy", "prompt": "c175-l3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Cascade Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Cascade if you are struggling to translate high-level strategy into actionable team goals."}, {"id": "mai-20260917-1752-baseline|c175-l3|zai-small|15Five", "prompt": "c175-l3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Distributed or remote teams that rely on weekly habits (check-ins) to keep OKRs alive"}, {"id": "mai-20260917-1752-baseline|c175-l3|zai-small|Perdoo", "prompt": "c175-l3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Perdoo is often cited as the \"best structured alternative.\""}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Mooncamp", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mooncamp** is widely considered the best fit for large enterprises specifically due to its transparent, flat-rate pricing structure"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Weekdone", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: Weekdone / WorkBoard (for very large orgs)"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|WorkBoard", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkBoard** is a common choice, though it comes with caveats regarding cost predictability"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Betterworks", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to Avoid for \"Predictable Cost\" at Scale ... **Betterworks & Gtmhub:** ... custom-only pricing models"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Gtmhub", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to Avoid for \"Predictable Cost\" at Scale ... **Betterworks & Gtmhub:**"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Asana", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Asana/Monday.com/Smartsheet:** ... they lack native OKR alignment reporting, leading to shadow IT and duplicate tool spend"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Monday.com", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Asana/Monday.com/Smartsheet:** ... they lack native OKR alignment reporting"}, {"id": "mai-20260917-1752-baseline|c175-l4|alibaba-small|Smartsheet", "prompt": "c175-l4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Smartsheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Asana/Monday.com/Smartsheet:** ... they lack native OKR alignment reporting"}, {"id": "mai-20260917-1752-baseline|c175-l4|anthropic-small|Mooncamp", "prompt": "c175-l4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mooncamp** appears to be the best balance of enterprise capabilities, scalability, and manageable cost structure."}, {"id": "mai-20260917-1752-baseline|c175-l4|anthropic-small|Tability", "prompt": "c175-l4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tability leads the enterprise OKR market with a 4.6/5 score... lowest price point ($5/user/month)"}, {"id": "mai-20260917-1752-baseline|c175-l4|anthropic-small|Workboard", "prompt": "c175-l4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Workboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solid choice for very large enterprises (10,000+ employees)... despite higher costs"}, {"id": "mai-20260917-1752-baseline|c175-l4|anthropic-small|SimpleOKR", "prompt": "c175-l4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SimpleOKR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, SimpleOKR is better suited for smaller leadership teams rather than enterprise-wide deployments."}, {"id": "mai-20260917-1752-baseline|c175-l4|challenger-small|OKRs Tool", "prompt": "c175-l4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it appears to **cap around 200 users**, so it is *not* suitable for thousands of users"}, {"id": "mai-20260917-1752-baseline|c175-l4|challenger-small|Betterworks", "prompt": "c175-l4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Betterworks** if governance, auditability, and enterprise workflow matter most."}, {"id": "mai-20260917-1752-baseline|c175-l4|challenger-small|Cascade", "prompt": "c175-l4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Cascade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the reported range is wide, which makes budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c175-l4|challenger-small|Mooncamp", "prompt": "c175-l4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Mooncamp** or **Cascade** if you want a more modern OKR platform and can tolerate custom quoting."}, {"id": "mai-20260917-1752-baseline|c175-l4|challenger-small|Businessmap", "prompt": "c175-l4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Businessmap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers **custom enterprise pricing** and is aimed at enterprises and scaling teams, but no flat-price guarantee"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|Betterworks", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "negotiating a **fixed multi-year enterprise contract** with Betterworks or WorkBoard with capped annual uplift clauses"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|WorkBoard", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with a negotiated fixed-price Betterworks/WorkBoard contract as the alternative if you need enterprise-scale governance"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|Profit.co", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Quote-only (since 2026) | Per-user $4–15/user/mo but nontransparent"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|Jira Align", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Jira Align", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Starts ~$77,400/yr for just 1–50 users"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|Lattice", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-seat or custom | Scales linearly with headcount"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|Cascade", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Cascade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-seat or custom | Scales linearly with headcount"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|Leapsome", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-seat or custom | Scales linearly with headcount"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|OKRs Tool (Expand plan)", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool (Expand plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "I'd put **OKRs Tool (Expand)** first"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|OnStrategy", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OnStrategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other flat-rate tools worth knowing:\n- **OnStrategy** — ~$200/mo flat, unlimited users"}, {"id": "mai-20260917-1752-baseline|c175-l4|deepseek-small|OKR Dash", "prompt": "c175-l4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKR Dash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**OKR Dash** — flat rate (~A$399/mo), unlimited users"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|Viva Goals", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Microsoft retired Viva Goals**"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|Quantive (formerly Gtmhub)", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**WorkBoard acquired Quantive (formerly Gtmhub)**"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|Oboard (OKR Board for Jira)", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Oboard (OKR Board for Jira)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you run on Jira:** Buy **Oboard**. It will cost a fraction of standalone software"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|OKR for Jira (by Appfire)", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKR for Jira (by Appfire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly secure, \"Cloud Fortified\" alternative"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|WorkBoard", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Negotiate an **Enterprise Agreement (Site License)** with **WorkBoard**"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|Profit.co", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternative: Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|ClickUp (Enterprise Tier)", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ClickUp (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**The Top Choice: ClickUp (Enterprise Tier)**"}, {"id": "mai-20260917-1752-baseline|c175-l4|google-small|Asana", "prompt": "c175-l4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Alternative: Asana**"}, {"id": "mai-20260917-1752-baseline|c175-l4|meta-small|Synergita", "prompt": "c175-l4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Synergita: Offers a complete OKR tool starting at $3/user/month, with no hidden costs."}, {"id": "mai-20260917-1752-baseline|c175-l4|meta-small|Workboard", "prompt": "c175-l4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Offers AI business review summaries, but has a dated UI and opaque pricing."}, {"id": "mai-20260917-1752-baseline|c175-l4|meta-small|Profit.co", "prompt": "c175-l4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers enterprise OKR software with a pricing model that ranges from $4 to $15 per user per month, with volume discounts"}, {"id": "mai-20260917-1752-baseline|c175-l4|meta-small|Betterworks", "prompt": "c175-l4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built OKR governance with calibration workflows... with custom-only pricing and estimated contracts landing at $8-15/user/mo plus $20K-$50K implementation costs"}, {"id": "mai-20260917-1752-baseline|c175-l4|minimax-small|OKRs Tool (Expand Plan)", "prompt": "c175-l4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool (Expand Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **OKRs Tool Expand** at $129/month flat. It's the only enterprise-ready option with a true capped cost."}, {"id": "mai-20260917-1752-baseline|c175-l4|minimax-small|Lattice", "prompt": "c175-l4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Negotiate hard with **Lattice** or **Betterworks** for multi-year caps"}, {"id": "mai-20260917-1752-baseline|c175-l4|minimax-small|Mooncamp", "prompt": "c175-l4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mooncamp** | $7/user/mo | ~$84,000/yr | ~$420,000/yr"}, {"id": "mai-20260917-1752-baseline|c175-l4|minimax-small|Betterworks", "prompt": "c175-l4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Negotiate hard with **Lattice** or **Betterworks** for multi-year caps"}, {"id": "mai-20260917-1752-baseline|c175-l4|minimax-small|Power BI", "prompt": "c175-l4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "build internal OKR dashboards using tools like **Power BI** or **Looker**"}, {"id": "mai-20260917-1752-baseline|c175-l4|minimax-small|Looker", "prompt": "c175-l4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "build internal OKR dashboards using tools like **Power BI** or **Looker**"}, {"id": "mai-20260917-1752-baseline|c175-l4|mistral-small|Mooncamp", "prompt": "c175-l4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best OKR software for a large company needing predictable total cost across thousands of users is **Mooncamp**"}, {"id": "mai-20260917-1752-baseline|c175-l4|mistral-small|WorkBoard", "prompt": "c175-l4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended for large enterprises (2,000+ employees) requiring strategy execution at scale, but its pricing is quote-based and can be high five-figure annually"}, {"id": "mai-20260917-1752-baseline|c175-l4|mistral-small|Synergita", "prompt": "c175-l4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cost-effective option starting at $3/user/month, but it is best suited for mid-market to enterprise companies with up to 2,000 employees"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Betterworks", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need true enterprise governance:** **Betterworks** — negotiate a multi-year enterprise contract with capped annual increases"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Profit.co", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want maximum flexibility:** **Profit.co** — their volume pricing and modular approach let you predict costs as you scale"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|OKRs Tool", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** Caps around 200 users; lacks SOC 2 Type II certification, which may stall enterprise IT review"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Lattice", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** strict per-user pricing (Lattice, Mooncamp, etc.) for thousands of users"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|15Five", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Models to Avoid for Cost Predictability | Strict per-user | Lattice ($11+/user), 15Five ($10/user)"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Mooncamp", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** strict per-user pricing (Lattice, Mooncamp, etc.)"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Workboard", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Quote-only enterprise | Workboard, Rhythms, Cascade, Jira Align | No budget certainty until negotiations complete"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Rhythms", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Rhythms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Quote-only enterprise | Workboard, Rhythms, Cascade, Jira Align | No budget certainty"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Cascade", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Cascade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Quote-only enterprise | Workboard, Rhythms, Cascade, Jira Align | No budget certainty"}, {"id": "mai-20260917-1752-baseline|c175-l4|moonshot-small|Jira Align", "prompt": "c175-l4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Jira Align", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Quote-only enterprise | Workboard, Rhythms, Cascade, Jira Align | No budget certainty until negotiations complete"}, {"id": "mai-20260917-1752-baseline|c175-l4|openai-small|Betterworks", "prompt": "c175-l4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best bet for predictable total cost:** **Betterworks**, because it is explicitly priced in a way that can be scoped from workforce size and package level"}, {"id": "mai-20260917-1752-baseline|c175-l4|openai-small|WorkBoardAI", "prompt": "c175-l4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoardAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best bet for the deepest enterprise OKR / strategy-execution features:** **WorkBoardAI**... But pricing is not published"}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|WorkBoard", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise Benchmarks to Avoid for Predictability ... Opaque; high implementation (~$50K+)."}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|Betterworks", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Quote-only; scales with seats."}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|Profit.co", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise OKR tools (e.g., WorkBoard, Betterworks, Profit.co, Lattice, Mooncamp, Perdoo) use per-user/month pricing"}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|Lattice", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "use per-user/month pricing ($7–$50/user), which becomes unpredictable and expensive at scale"}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|Mooncamp", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Min 100 users; grows linearly."}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|Perdoo", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., WorkBoard, Betterworks, Profit.co, Lattice, Mooncamp, Perdoo"}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|SmartSuite", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with SmartSuite for the best balance; it's repeatedly called out for massive scale with adaptable pricing."}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|OKRs Tool", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pure flat fee—total annual cost ~$1,548 for *thousands*... Caveats: Reviews note it \"caps around 200 users\""}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|SimpleOKR", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SimpleOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "$49.99/month flat (unlimited users)... Minimalist; no evidence of enterprise-scale use"}, {"id": "mai-20260917-1752-baseline|c175-l4|xai-small|Synergita", "prompt": "c175-l4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Transparent but scales."}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|Tability", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** is the strongest starting point"}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|Mooncamp", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat per‑user pricing, solid G2 rating, and explicit enterprise support."}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|Profit.co", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Profit.co** is a compelling alternative"}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|Perdoo", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "but check minimum seat requirements (e.g., 5 paid seats)"}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|Betterworks", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Betterworks** (custom pricing, but proven at scale)"}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|WorkBoard", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "WorkBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing is opaque and requires negotiation"}, {"id": "mai-20260917-1752-baseline|c175-l4|zai-small|OKRs Tool", "prompt": "c175-l4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$49–$129/month (e.g., OKRs Tool) ... not suitable for thousands of users"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|Betterworks", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look closely at **WorkBoard**, **Betterworks**, and **Profit.co**. They specialize in large enterprise setups"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|WorkBoard", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look closely at **WorkBoard**, **Betterworks**, and **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|Profit.co", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look closely at **WorkBoard**, **Betterworks**, and **Profit.co**. They specialize in large enterprise setups"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|Lattice", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors like **Betterworks, WorkBoard, Profit.co, Lattice, Gtmhub, or Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|Gtmhub", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors like **Betterworks, WorkBoard, Profit.co, Lattice, Gtmhub, or Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|Weekdone", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "compared to lighter tools like **Weekdone** or **Trello**"}, {"id": "mai-20260917-1752-baseline|c175-l5|alibaba-small|Trello", "prompt": "c175-l5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "compared to lighter tools like **Weekdone** or **Trello**"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|Lattice", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lattice** (Goals) | OKRs + performance management in one employee record | Best if you want unified perf + OKR"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|Betterworks", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** | Purpose-built governance, calibration workflows, audit trails; Fortune-500 track record; strong at 500+ orgs | Heavier configuration; pricier"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|15Five", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weekly check-in cadence engine, strong for distributed teams | Some find it lighter on pure strategy"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|Perdoo", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clean structured OKR approach, SOC 2 Type II | Modern, simpler governance"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|Profit.co", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most configurable; 100+ verified integrations, ISO 27001, SOC 2; scales to 25K+ users | Can feel complex"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|WorkBoard", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Executive briefings, board-ready reporting, strong enterprise security (SOC 2 Type II)"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|Tability", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Newer entrant; verify SCIM status"}, {"id": "mai-20260917-1752-baseline|c175-l5|deepseek-small|Jira Align", "prompt": "c175-l5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Jira Align", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Only if you're heavily Atlassian-stacked; expensive"}, {"id": "mai-20260917-1752-baseline|c175-l5|google-small|Viva Goals", "prompt": "c175-l5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Viva Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft sunsetting Viva Goals and WorkBoard acquiring Quantive"}, {"id": "mai-20260917-1752-baseline|c175-l5|google-small|WorkBoard (incorporating Quantive)", "prompt": "c175-l5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard (incorporating Quantive)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WorkBoard (incorporating Quantive)** | Large, complex, data-heavy enterprises | Massive scale, highly advanced analytics"}, {"id": "mai-20260917-1752-baseline|c175-l5|google-small|Profit.co", "prompt": "c175-l5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orgs wanting an all-in-one suite (OKRs, tasks, & performance) | High feature depth, customizable permissions"}, {"id": "mai-20260917-1752-baseline|c175-l5|google-small|Mooncamp", "prompt": "c175-l5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Orgs seeking high configurability & EU data residency | Granular custom permissions, SCIM provisioning"}, {"id": "mai-20260917-1752-baseline|c175-l5|google-small|Tability", "prompt": "c175-l5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast rollout & building a weekly check-in habit | Best-in-class weekly reporting loops, SAML SSO, SCIM"}, {"id": "mai-20260917-1752-baseline|c175-l5|google-small|Teamflect", "prompt": "c175-l5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Companies heavily reliant on Microsoft 365 / MS Teams | Built natively into the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c175-l5|meta-small|Profit.co", "prompt": "c175-l5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profit.co**: Leading OKR software with strong security certifications and integration capabilities."}, {"id": "mai-20260917-1752-baseline|c175-l5|meta-small|OKRs Tool (Expand)", "prompt": "c175-l5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OKRs Tool (Expand)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides SSO, SCIM, audit logs, RBAC, and concierge onboarding at $129/month flat for unlimited users."}, {"id": "mai-20260917-1752-baseline|c175-l5|meta-small|Tability", "prompt": "c175-l5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers SOC 2 Type 2 compliance, SAML SSO + 2FA, and granular role-based permissions."}, {"id": "mai-20260917-1752-baseline|c175-l5|meta-small|Betterworks", "prompt": "c175-l5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Betterworks**: Best for enterprise OKR governance."}, {"id": "mai-20260917-1752-baseline|c175-l5|meta-small|Lattice Goals", "prompt": "c175-l5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for combining OKRs and performance reviews at scale."}, {"id": "mai-20260917-1752-baseline|c175-l5|meta-small|15Five", "prompt": "c175-l5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**15Five**: Best for maintaining OKR updates across large distributed teams."}, {"id": "mai-20260917-1752-baseline|c175-l5|minimax-small|Profit.co", "prompt": "c175-l5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Profit.co** - ISO 27001 + SOC 2, strong integrations"}, {"id": "mai-20260917-1752-baseline|c175-l5|minimax-small|Tability", "prompt": "c175-l5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Tability** - SOC 2 Type 2, strong security features"}, {"id": "mai-20260917-1752-baseline|c175-l5|minimax-small|Expand", "prompt": "c175-l5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Expand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Expand** - Flat pricing, enterprise features"}, {"id": "mai-20260917-1752-baseline|c175-l5|minimax-small|Perdoo", "prompt": "c175-l5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Perdoo** - SOC 2 Type 2, granular permissions"}, {"id": "mai-20260917-1752-baseline|c175-l5|minimax-small|Gtmhub", "prompt": "c175-l5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gtmhub** - SOC 2 Type 2, bi-directional integrations"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Weekdone", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on vendors with SOC 2 Type II, SSO, and enterprise plans (e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks)."}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Gtmhub", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Ally.io", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Ally.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Perdoo", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Asana Goals", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Asana Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|WorkBoard", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Quantive", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|mistral-small|Betterworks", "prompt": "c175-l5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Weekdone, Gtmhub, Ally.io, Perdoo, Asana Goals, WorkBoard, Quantive, Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l5|moonshot-small|WorkBoard", "prompt": "c175-l5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If OKRs are owned by Strategy/Operations:** WorkBoard or Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-l5|moonshot-small|Profit.co", "prompt": "c175-l5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If OKRs are owned by Strategy/Operations:** WorkBoard or Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-l5|moonshot-small|BetterWorks", "prompt": "c175-l5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If OKRs are owned by HR/People:** BetterWorks or Lattice"}, {"id": "mai-20260917-1752-baseline|c175-l5|moonshot-small|Lattice", "prompt": "c175-l5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If OKRs are owned by HR/People:** BetterWorks or Lattice"}, {"id": "mai-20260917-1752-baseline|c175-l5|moonshot-small|15Five", "prompt": "c175-l5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "OKRs feel secondary to performance management"}, {"id": "mai-20260917-1752-baseline|c175-l5|moonshot-small|OKRs Tool", "prompt": "c175-l5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "OKRs Tool offers this but limited enterprise features"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|Betterworks", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with 4–6: Betterworks (governance leader)"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|Profit.co", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Profit.co (configurable)"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|Lattice", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice (perf+OKR)"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|WorkBoard", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkBoard (strategy execution)"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|Cascade", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Cascade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cascade/Tability (alignment)"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|15Five", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top enterprise-ready options like Betterworks, Profit.co, Lattice, WorkBoard, Cascade, 15Five, and Quantive"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|Quantive (formerly Gtmhub)", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and Quantive (formerly Gtmhub) commonly meet SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline|c175-l5|xai-small|Tability", "prompt": "c175-l5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cascade/Tability (alignment)"}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Weekdone", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach with caution: **Weekdone**, **Perdoo**, and other niche budget tools."}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Perdoo", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach with caution: **Weekdone**, **Perdoo**, and other niche budget tools."}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Trello", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid: **Trello**, **Asana**, **Jira**, **Airtable**, or **Excel/Google Sheets**."}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Asana", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples to avoid: **Trello**, **Asana**, **Jira**, **Airtable**, or **Excel/Google Sheets**."}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Jira", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Examples to avoid: **Trello**, **Asana**, **Jira**, **Airtable**"}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Airtable", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Examples to avoid: ... **Airtable**, or **Excel/Google Sheets**."}, {"id": "mai-20260917-1752-baseline|c175-l6|alibaba-small|Excel/Google Sheets", "prompt": "c175-l6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples to avoid: **Trello**, **Asana**, **Jira**, **Airtable**, or **Excel/Google Sheets**."}, {"id": "mai-20260917-1752-baseline|c175-l6|challenger-small|Microsoft Viva Goals", "prompt": "c175-l6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft announced it will be discontinued at the end of 2025, so it is not a safe long-term choice for new enterprise adoption."}, {"id": "mai-20260917-1752-baseline|c175-l6|challenger-small|Asana", "prompt": "c175-l6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Asana, ClickUp, or similar platforms can be fine for task tracking, but the results suggest they are not ideal when the primary need is enterprise strategy execution"}, {"id": "mai-20260917-1752-baseline|c175-l6|challenger-small|ClickUp", "prompt": "c175-l6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Asana, ClickUp, or similar platforms can be fine for task tracking, but the results suggest they are not ideal when the primary need is enterprise strategy execution"}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Microsoft Viva Goals", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Retired on December 31, 2025.** No security patches, no support, no new features."}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Quantive (formerly Gtmhub)", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid if you want stability — you'll be moved regardless."}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Atlassian Goals (formerly Atlas)", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Atlassian Goals (formerly Atlas)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Discontinued as a standalone product... Not enterprise-grade for OKR governance."}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|OKRs Tool", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "caps around 200 users and publishes no SOC 2 certification... this is a **hard no**"}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Weekdone", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "no real updates since March 2023. The UI is from a different era. For a modern enterprise workforce, this will tank adoption."}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Profit.co", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution:** Only consider it if you already have strong OKR discipline and highly trained admins."}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Workboard", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution:** It's a solid tool for governance, but know what you're getting into."}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Betterworks", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "adopting a heavy governance-first tool (like Betterworks without a change-management program) will result in: Ghost-town dashboards"}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Perdoo", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Perdoo's model will force you into artificial hierarchies"}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Mooncamp", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Start with a lighter tool (e.g., **Perdoo** or **Mooncamp**) to build the habit"}, {"id": "mai-20260917-1752-baseline|c175-l6|deepseek-small|Lattice", "prompt": "c175-l6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "evaluate governance-heavy platforms (Betterworks, Workboard, Lattice)"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Microsoft Viva Goals", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Microsoft Viva Goals (Decommissioned)"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Quantive", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious: Quantive / Formerly Gtmhub (Acquisition & Migration Risks)"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|WorkBoard", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "because WorkBoard is a U.S.-headquartered company, European enterprises must exercise caution regarding data residency, GDPR compliance"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Perdoo", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples include Perdoo, OKRs Tool, and other lightweight, self-serve trackers."}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|OKRs Tool", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples include Perdoo, OKRs Tool, and other lightweight, self-serve trackers."}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Asana", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "utilizing existing project management tools—such as Asana, Monday.com, or Trello—for OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Monday.com", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "such as Asana, Monday.com, or Trello—for OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Trello", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "such as Asana, Monday.com, or Trello—for OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Atlassian Goals", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Atlassian Goals", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they often fall short on the advanced strategy execution, automated check-in cadences, and business-unit-level alignment mapping"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Planview", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Planview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "legacy versions of Planview or Clarity PPM) that have tacked on OKR modules"}, {"id": "mai-20260917-1752-baseline|c175-l6|google-small|Clarity PPM", "prompt": "c175-l6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Clarity PPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "legacy versions of Planview or Clarity PPM) that have tacked on OKR modules"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Quantive", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Workboard", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Mooncamp", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Weekdone", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|What Matters", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "What Matters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Ally.io (now part of Microsoft Viva)", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io (now part of Microsoft Viva)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ally.io (now part of Microsoft Viva)"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Lattice", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Leapsome", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|15Five", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Teamflect", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Engagedly", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|meta-small|Betterworks", "prompt": "c175-l6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some OKR tools that may be suitable for large enterprises include:"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Lattice", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HR Suite Modules (Lattice, Leapsome, Betterworks, 15Five, Synergita)... \"fall over the moment a strategy or ops team wants a leadership cockpit\""}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Leapsome", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "HR Suite Modules (Lattice, Leapsome, Betterworks, 15Five, Synergita)"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Betterworks", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "companies tried Profit.co, 15Five, and Betterworks, spent \"weeks configuring it, and by the end of Q2 the tool was a ghost town.\""}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|15Five", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "companies tried Profit.co, 15Five, and Betterworks, spent \"weeks configuring it\""}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Synergita", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Synergita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HR Suite Modules (Lattice, Leapsome, Betterworks, 15Five, Synergita)"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Profit.co", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "companies tried Profit.co, 15Five, and Betterworks, spent \"weeks configuring it, and by the end of Q2 the tool was a ghost town.\""}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Quantive", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "I'd recommend looking at dedicated OKR platforms (Quantive, Workboard, Mooncamp, Weekdone, What Matters, Ally.io/Microsoft Viva) rather than HR suites"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Workboard", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "I'd recommend looking at dedicated OKR platforms (Quantive, Workboard, Mooncamp, ...)"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Mooncamp", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "dedicated OKR platforms (Quantive, Workboard, Mooncamp, Weekdone, What Matters, Ally.io/Microsoft Viva)"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Weekdone", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "dedicated OKR platforms (Quantive, Workboard, Mooncamp, Weekdone, What Matters, Ally.io/Microsoft Viva)"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|What Matters", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "What Matters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "dedicated OKR platforms (Quantive, Workboard, Mooncamp, Weekdone, What Matters, Ally.io/Microsoft Viva)"}, {"id": "mai-20260917-1752-baseline|c175-l6|minimax-small|Ally.io/Microsoft Viva", "prompt": "c175-l6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io/Microsoft Viva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "dedicated OKR platforms (Quantive, Workboard, Mooncamp, Weekdone, What Matters, Ally.io/Microsoft Viva)"}, {"id": "mai-20260917-1752-baseline|c175-l6|mistral-small|OKRs Tool", "prompt": "c175-l6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools designed for small teams or startups (e.g., OKRs Tool)"}, {"id": "mai-20260917-1752-baseline|c175-l6|mistral-small|Lattice", "prompt": "c175-l6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "OKR tools embedded within performance review systems (e.g., Lattice, 15Five)"}, {"id": "mai-20260917-1752-baseline|c175-l6|mistral-small|15Five", "prompt": "c175-l6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "OKR tools embedded within performance review systems (e.g., Lattice, 15Five)"}, {"id": "mai-20260917-1752-baseline|c175-l6|mistral-small|Cascade", "prompt": "c175-l6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Cascade", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "consider dedicated enterprise OKR platforms such as Cascade, Quantive, or Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l6|mistral-small|Quantive", "prompt": "c175-l6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "consider dedicated enterprise OKR platforms such as Cascade, Quantive, or Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l6|mistral-small|Betterworks", "prompt": "c175-l6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "consider dedicated enterprise OKR platforms such as Cascade, Quantive, or Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-l6|moonshot-small|Weekdone", "prompt": "c175-l6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Development stalled since 2023; interface becomes cluttered as organization grows; limited Microsoft 365 integration"}, {"id": "mai-20260917-1752-baseline|c175-l6|moonshot-small|15Five", "prompt": "c175-l6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Limited enterprise customization depth\"; \"not ideal for complex OKR hierarchies\""}, {"id": "mai-20260917-1752-baseline|c175-l6|moonshot-small|Lattice", "prompt": "c175-l6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Basic OKR module at scale\" — goals tightly coupled with reviews rather than strategy execution"}, {"id": "mai-20260917-1752-baseline|c175-l6|moonshot-small|Betterworks", "prompt": "c175-l6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Lost OKR focus\" — became broader HR platform; OKR functionality diluted"}, {"id": "mai-20260917-1752-baseline|c175-l6|moonshot-small|Profit.co", "prompt": "c175-l6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"UI can feel overwhelming with customization\"; \"requires custom configuration to scale across functions\""}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Google Sheets", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets (Google Sheets, Excel)**: - **Why?** Completely unscalable for enterprises."}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Excel", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Spreadsheets (Google Sheets, Excel)**: ... fine for <10 people, disastrous beyond."}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Weekdone", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Consumer/SMB-Tailored or Free-Tier OKR Tools (e.g., Weekdone, Teamflect free/basic, Oboard, OKRs Tool)"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Teamflect", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools/Approaches to Avoid: ... Teamflect free/basic ... Limited admin controls, audit logs, SSO"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Oboard", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Oboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools/Approaches to Avoid: ... Oboard ... designed for 10-200 users, not enterprise cascades."}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|OKRs Tool", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Low review volumes (e.g., OKRs Tool: 7 reviews) signal limited enterprise proof."}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Trello", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Generic Project Management Tools Used for OKRs (e.g., Trello, Asana basic OKR setups, Jira without Align)"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Asana", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "no native OKR governance (e.g., weighting, calibration), weak company-wide views, and high costs for enterprise add-ons"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Jira", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Jira without Align ... OKRs become an afterthought, leading to sprawl and abandonment."}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Betterworks", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Overly governance-heavy (buries execution in approvals); loses OKR focus in perf mgmt bloat; poor ROI"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Workboard", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Dated UI, opaque pricing (~$50/user), admin friction at scale."}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|15Five", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "OKRs embedded in perf reviews create silos; weak standalone OKR depth/calibration"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Lattice", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "OKRs embedded in perf reviews create silos; weak standalone OKR depth/calibration"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Profit.co", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Enterprise-Strong Options**: Profit.co (4.7-4.8, 200-25k users, 100+ integrations, SOC2)"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Perdoo", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Perdoo (4.4, 500+ reviews, structured cascades)"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Tability", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Tability (top-ranked in tests for fast onboarding)"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Cascade/Quantive", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Cascade/Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Cascade/Quantive (strategy execution at 500+)"}, {"id": "mai-20260917-1752-baseline|c175-l6|xai-small|Mooncamp", "prompt": "c175-l6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Mooncamp (flexible scaling)"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Profit.co", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools Designed Primarily for \"Governance\" (e.g., Profit.co, Betterworks) ... **Why Avoid It:**"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Betterworks", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools Designed Primarily for \"Governance\" (e.g., Profit.co, Betterworks)"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Workboard", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Dated or Cluttered UI Platforms (e.g., Workboard, Perdoo) ... \"Dated UI\" (Workboard)"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Perdoo", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Dated or Cluttered UI Platforms (e.g., Workboard, Perdoo)"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Lattice", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "HR-Performance Hybrids (e.g., Lattice, Betterworks) ... **Why Avoid It:** OKRs require psychological safety"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Notion Templates", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Notion Templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Spreadsheet-Based or \"Lightweight\" Solutions (e.g., Notion Templates, Excel) ... they are dangerous for large enterprises"}, {"id": "mai-20260917-1752-baseline|c175-l6|zai-small|Excel", "prompt": "c175-l6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Spreadsheet-Based or \"Lightweight\" Solutions (e.g., Notion Templates, Excel) ... they are dangerous for large enterprises"}, {"id": "mai-20260917-1752-baseline|c175-m1|alibaba-small|Mooncamp", "prompt": "c175-m1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mooncamp has risen quickly to the top of rankings for mid-to-large organizations"}, {"id": "mai-20260917-1752-baseline|c175-m1|alibaba-small|Tability", "prompt": "c175-m1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tability is frequently cited as the best entry point for companies transitioning away from spreadsheets."}, {"id": "mai-20260917-1752-baseline|c175-m1|alibaba-small|Perdoo", "prompt": "c175-m1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perdoo is a favorite for companies that need strict alignment between their goals and their operational metrics."}, {"id": "mai-20260917-1752-baseline|c175-m1|alibaba-small|Workboard", "prompt": "c175-m1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Workboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "needs deep transparency across multiple departments, Workboard is often the go-to"}, {"id": "mai-20260917-1752-baseline|c175-m1|anthropic-small|Mooncamp", "prompt": "c175-m1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mooncamp** appears to be the leading choice for mid-market B2B."}, {"id": "mai-20260917-1752-baseline|c175-m1|anthropic-small|Workboard", "prompt": "c175-m1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Workboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For mid-market and enterprise teams, Mooncamp and Workboard lead."}, {"id": "mai-20260917-1752-baseline|c175-m1|anthropic-small|Viva Goals", "prompt": "c175-m1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Viva Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "running their first formal OKR program or migrating off Viva Goals"}, {"id": "mai-20260917-1752-baseline|c175-m1|anthropic-small|Tability", "prompt": "c175-m1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tability** is another strong option."}, {"id": "mai-20260917-1752-baseline|c175-m1|anthropic-small|Leapsome", "prompt": "c175-m1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Leapsome** is ideal if you're consolidating tools."}, {"id": "mai-20260917-1752-baseline|c175-m1|challenger-small|Tability", "prompt": "c175-m1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick in the results is **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-m1|challenger-small|Perdoo", "prompt": "c175-m1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perdoo** — best if you want a more structured, pure-play OKR platform with public pricing"}, {"id": "mai-20260917-1752-baseline|c175-m1|challenger-small|Profit.co", "prompt": "c175-m1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ahead of Perdoo and Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-m1|challenger-small|Mooncamp", "prompt": "c175-m1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mooncamp** — best if you want a more flexible platform with intuitive UX"}, {"id": "mai-20260917-1752-baseline|c175-m1|challenger-small|Lattice", "prompt": "c175-m1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want OKRs bundled with performance management and engagement"}, {"id": "mai-20260917-1752-baseline|c175-m1|challenger-small|Quantive", "prompt": "c175-m1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if your company is more data-heavy and integration-driven"}, {"id": "mai-20260917-1752-baseline|c175-m1|deepseek-small|Tability", "prompt": "c175-m1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** is the current best-balanced choice"}, {"id": "mai-20260917-1752-baseline|c175-m1|deepseek-small|Perdoo", "prompt": "c175-m1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for teams wanting clear OKR structure without complexity"}, {"id": "mai-20260917-1752-baseline|c175-m1|deepseek-small|Mooncamp", "prompt": "c175-m1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for adoption and flexibility"}, {"id": "mai-20260917-1752-baseline|c175-m1|deepseek-small|Profit.co", "prompt": "c175-m1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Profit.co** is the standout all-in-one"}, {"id": "mai-20260917-1752-baseline|c175-m1|deepseek-small|WorkBoard / Quantive", "prompt": "c175-m1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard / Quantive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but pricier (~$30/user/month) and has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c175-m1|deepseek-small|Peoplebox", "prompt": "c175-m1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If bundled, Profit.co or Peoplebox make sense."}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Viva Goals", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Viva Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft discontinued Viva Goals"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Quantive/Gtmhub", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Quantive/Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Quantive/Gtmhub was acquired by WorkBoard"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|WorkBoard", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Quantive/Gtmhub was acquired by WorkBoard"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Tability", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for B2B GTM Teams & Speed to Value ... Tability is currently the top-rated mid-market tool"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Mooncamp", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Flexibility & High-Growth SaaS"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Perdoo", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Perdoo is a premier choice"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Profit.co", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "has the deepest feature set on the market ... Drawback: Steep learning curve"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Lattice", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your OKR initiative is being driven entirely by HR, you may want to look at **Lattice**"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|15Five", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "you may want to look at **Lattice**, **15Five**, or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Leapsome", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "you may want to look at **Lattice**, **15Five**, or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Teamflect", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If they live in **Microsoft Teams/M365**, consider **Teamflect** or **Synergita**"}, {"id": "mai-20260917-1752-baseline|c175-m1|google-small|Synergita", "prompt": "c175-m1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "consider **Teamflect** or **Synergita**"}, {"id": "mai-20260917-1752-baseline|c175-m1|meta-small|Tability", "prompt": "c175-m1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability - ranked first among 13 scored active platforms with a 4.3/5 mid-market score."}, {"id": "mai-20260917-1752-baseline|c175-m1|meta-small|Mooncamp", "prompt": "c175-m1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-market and enterprise teams that need flexibility, intuitive UX, and expert support"}, {"id": "mai-20260917-1752-baseline|c175-m1|meta-small|Perdoo", "prompt": "c175-m1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid shortlist option for teams that want clear OKR structure, public pricing"}, {"id": "mai-20260917-1752-baseline|c175-m1|meta-small|FlowyTeam", "prompt": "c175-m1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "FlowyTeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best all-in-one for SMEs and mid-market"}, {"id": "mai-20260917-1752-baseline|c175-m1|minimax-small|Mooncamp", "prompt": "c175-m1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Mooncamp** offers the best balance"}, {"id": "mai-20260917-1752-baseline|c175-m1|minimax-small|Perdoo", "prompt": "c175-m1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong OKR methodology support"}, {"id": "mai-20260917-1752-baseline|c175-m1|minimax-small|Workboard", "prompt": "c175-m1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Consideration**: Higher price point, may be overpowered for smaller teams"}, {"id": "mai-20260917-1752-baseline|c175-m1|minimax-small|Tability", "prompt": "c175-m1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong on ease of use and adoption"}, {"id": "mai-20260917-1752-baseline|c175-m1|mistral-small|Tability", "prompt": "c175-m1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tops the list with a 4.3/5 mid-market score, outperforming Perdoo and Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-m1|mistral-small|Perdoo", "prompt": "c175-m1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small to mid-sized businesses, especially those that value integrations with Slack, Google Sheets, and Salesforce."}, {"id": "mai-20260917-1752-baseline|c175-m1|mistral-small|Profit.co", "prompt": "c175-m1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "outperforming Perdoo and Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-m1|mistral-small|Mooncamp", "prompt": "c175-m1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Tability** and **Mooncamp** are the top choices due to their strong mid-market focus"}, {"id": "mai-20260917-1752-baseline|c175-m1|mistral-small|FlowyTeam", "prompt": "c175-m1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "FlowyTeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best all-in-one solution for SMEs and mid-market companies"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|Tability", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** ⭐ (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|Mooncamp", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Tability** or **Mooncamp** for the best balance of features, price, and ease of use"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|Perdoo", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perdoo** (Best for Strategy Alignment)"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|Profit.co", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Profit.co** (Best for Governance & Rigor)"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|15Five", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **15Five** | OKRs + continuous feedback |"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|Lattice", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Lattice** | OKRs + performance reviews |"}, {"id": "mai-20260917-1752-baseline|c175-m1|moonshot-small|WorkBoard (Quantive)", "prompt": "c175-m1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard (Quantive)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More expensive, dated UI"}, {"id": "mai-20260917-1752-baseline|c175-m1|openai-small|Perdoo", "prompt": "c175-m1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market:** **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-m1|openai-small|WorkBoard", "prompt": "c175-m1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why **WorkBoard** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c175-m1|openai-small|Asana", "prompt": "c175-m1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if OKRs should live inside your broader work-management stack:** **Asana**"}, {"id": "mai-20260917-1752-baseline|c175-m1|openai-small|Lattice/Leapsome", "prompt": "c175-m1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice/Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Asana** or **Lattice/Leapsome** depending on your HR/performance setup"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|Tability", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** (Often ranked #1 for mid-market) ... Highest mid-market score (4.3-4.5/5 in benchmarks)"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|Profit.co", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for structured OKRs + performance management/projects"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|Mooncamp", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intuitive UX for high adoption, flexible workflows, custom reporting"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|Perdoo", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strategy-focused with visual maps linking company OKRs to teams/KPIs"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|Weekdone", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: Weekdone (4.5/5 Capterra, simple/affordable)"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|15Five", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "15Five ($11/mo, performance-focused)"}, {"id": "mai-20260917-1752-baseline|c175-m1|xai-small|Workboard", "prompt": "c175-m1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Workboard (enterprise-scale but pricier ~$30/mo)"}, {"id": "mai-20260917-1752-baseline|c175-m1|zai-small|Tability", "prompt": "c175-m1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** is widely considered the top recommendation."}, {"id": "mai-20260917-1752-baseline|c175-m1|zai-small|Perdoo", "prompt": "c175-m1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best for Visual Strategy: Perdoo"}, {"id": "mai-20260917-1752-baseline|c175-m1|zai-small|Mooncamp", "prompt": "c175-m1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Customization: Mooncamp"}, {"id": "mai-20260917-1752-baseline|c175-m2|alibaba-small|Leapsome", "prompt": "c175-m2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Leapsome/Lattice if you want to replace multiple HR tools and tie goals directly to annual reviews."}, {"id": "mai-20260917-1752-baseline|c175-m2|alibaba-small|Lattice", "prompt": "c175-m2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recommendation: Leapsome** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c175-m2|alibaba-small|WorkBoard", "prompt": "c175-m2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose WorkBoard/Gtmhub if you are a data-driven B2B firm where strict alignment between Sales, Product, and C-Suite is the highest priority."}, {"id": "mai-20260917-1752-baseline|c175-m2|alibaba-small|Gtmhub", "prompt": "c175-m2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Gtmhub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "dedicated OKR platforms offer deeper analytics than HR-focused tools"}, {"id": "mai-20260917-1752-baseline|c175-m2|alibaba-small|15Five", "prompt": "c175-m2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose 15Five if you want to improve communication and ensure managers actually talk to their teams"}, {"id": "mai-20260917-1752-baseline|c175-m2|alibaba-small|Tability", "prompt": "c175-m2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tability is designed to minimize friction"}, {"id": "mai-20260917-1752-baseline|c175-m2|anthropic-small|Betterworks", "prompt": "c175-m2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market B2B\n\n**Betterworks** is a performance management system for mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline|c175-m2|anthropic-small|15Five", "prompt": "c175-m2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Strong Options\n\n**15Five**"}, {"id": "mai-20260917-1752-baseline|c175-m2|anthropic-small|Lattice", "prompt": "c175-m2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, project management features are not as robust as those in other platforms."}, {"id": "mai-20260917-1752-baseline|c175-m2|anthropic-small|Asana", "prompt": "c175-m2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This works well if you need a platform that combines goal management with broader work management."}, {"id": "mai-20260917-1752-baseline|c175-m2|challenger-small|Lattice", "prompt": "c175-m2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default for a mid-sized B2B company, I'd lean **Lattice**"}, {"id": "mai-20260917-1752-baseline|c175-m2|challenger-small|Leapsome", "prompt": "c175-m2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** if you want a broader people platform that combines goals, reviews, learning, and surveys in one system"}, {"id": "mai-20260917-1752-baseline|c175-m2|challenger-small|Betterworks", "prompt": "c175-m2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Betterworks** if your company is larger within the mid-market and needs **organization-wide alignment, cascading goals, and enterprise-grade reporting**"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Perdoo", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: Perdoo"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Tability", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tability** — highly rated (4.5/5) for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Lattice", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** or **Leapsome** — both effectively combine goal management with employee performance"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Leapsome", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** or **Leapsome** — both effectively combine goal management with employee performance"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Profit.co", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Caveat: has a higher minimum spend (~$10k) and a steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "But it's essentially enterprise-flavored and priced custom."}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Betterworks", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid / watch out for ... generally overkill"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|WorkBoard", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "WorkBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "powerful but enterprise-oriented — pricing runs high"}, {"id": "mai-20260917-1752-baseline|c175-m2|deepseek-small|Quantive", "prompt": "c175-m2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "appears to have been discontinued, so I wouldn't base a decision on it"}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Lattice", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the gold standard for the mid-market."}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Tability", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tability** is built to solve the execution gap. It is highly recommended for Operations, Chiefs of Staff, or business leaders"}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Profit.co", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Profit.co** is the premier mid-market choice"}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Quantive/Gtmhub", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Quantive/Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Its chief rival in this space, Quantive/Gtmhub, was acquired by WorkBoard and is no longer sold standalone"}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Teamflect", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you run entirely on MS Teams: Save yourself the onboarding headache and use **Teamflect**."}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Asana Goals", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "using their built-in Goals modules bridges the gap between daily tasks and high-level strategy"}, {"id": "mai-20260917-1752-baseline|c175-m2|google-small|Jira/Atlassian Goals", "prompt": "c175-m2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Jira/Atlassian Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These modules lack dedicated OKR coaching frameworks, custom check-in reminders, or formal HR-based talent management features."}, {"id": "mai-20260917-1752-baseline|c175-m2|meta-small|Engagedly", "prompt": "c175-m2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Engagedly - Best for mid-sized orgs (200-5,000 employees) that want to combine goal tracking with learning management."}, {"id": "mai-20260917-1752-baseline|c175-m2|meta-small|Tability", "prompt": "c175-m2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tability - Best for teams that want to set goals and track progress with a weekly check-in habit."}, {"id": "mai-20260917-1752-baseline|c175-m2|meta-small|Leapsome", "prompt": "c175-m2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leapsome - Best for mid-size companies that want to bundle OKRs, reviews, learning, and engagement."}, {"id": "mai-20260917-1752-baseline|c175-m2|meta-small|Goalscape", "prompt": "c175-m2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Goalscape", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Goalscape - Best for teams that want goal-map traceability and consistent check-ins for strategic review."}, {"id": "mai-20260917-1752-baseline|c175-m2|meta-small|Profit.co", "prompt": "c175-m2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Profit.co - Best for mid-size to enterprise groups that want to manage OKRs with roll-ups and structured review workflows."}, {"id": "mai-20260917-1752-baseline|c175-m2|minimax-small|Leapsome", "prompt": "c175-m2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Leapsome"}, {"id": "mai-20260917-1752-baseline|c175-m2|minimax-small|BetterWorks", "prompt": "c175-m2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: BetterWorks"}, {"id": "mai-20260917-1752-baseline|c175-m2|minimax-small|Tability", "prompt": "c175-m2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a **purpose-built OKR tool** with weekly check-ins"}, {"id": "mai-20260917-1752-baseline|c175-m2|mistral-small|Leapsome", "prompt": "c175-m2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Leapsome** is often the most recommended for its balance of features, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline|c175-m2|mistral-small|Tability", "prompt": "c175-m2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tability** or **Weekdone** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c175-m2|mistral-small|Weekdone", "prompt": "c175-m2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tability** or **Weekdone** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c175-m2|mistral-small|Asana", "prompt": "c175-m2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they may require more customization for advanced OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m2|moonshot-small|15Five", "prompt": "c175-m2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Lattice** if you want a comprehensive performance management system, or **15Five** if your priority is empowering managers with coaching tools"}, {"id": "mai-20260917-1752-baseline|c175-m2|moonshot-small|Lattice", "prompt": "c175-m2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, I'd suggest **Lattice** if you want a comprehensive performance management system"}, {"id": "mai-20260917-1752-baseline|c175-m2|moonshot-small|Profit.co", "prompt": "c175-m2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Profit.co** - Best for Customization"}, {"id": "mai-20260917-1752-baseline|c175-m2|moonshot-small|Betterworks", "prompt": "c175-m2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have complex organizational structures or plan to scale significantly, **Betterworks** is worth the investment."}, {"id": "mai-20260917-1752-baseline|c175-m2|openai-small|Lattice", "prompt": "c175-m2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Lattice** if your main need is **goal management tied to performance, manager check-ins, and employee alignment**"}, {"id": "mai-20260917-1752-baseline|c175-m2|openai-small|Asana", "prompt": "c175-m2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Asana** is the stronger choice ... if you already run most work in Asana"}, {"id": "mai-20260917-1752-baseline|c175-m2|openai-small|Betterworks", "prompt": "c175-m2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a more **enterprise-oriented OKR and performance platform**"}, {"id": "mai-20260917-1752-baseline|c175-m2|xai-small|Lattice", "prompt": "c175-m2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Lattice as the top goal management platform."}, {"id": "mai-20260917-1752-baseline|c175-m2|xai-small|15Five", "prompt": "c175-m2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Lattice doesn't fit... **15Five** | Remote/hybrid teams emphasizing weekly check-ins"}, {"id": "mai-20260917-1752-baseline|c175-m2|xai-small|Leapsome", "prompt": "c175-m2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** | Companies wanting goals + learning/engagement"}, {"id": "mai-20260917-1752-baseline|c175-m2|xai-small|Perdoo", "prompt": "c175-m2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Perdoo** | Pure OKR/KPI tracking without HR extras"}, {"id": "mai-20260917-1752-baseline|c175-m2|zai-small|15Five", "prompt": "c175-m2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **15Five** – Best for Weekly Check-in Rhythms"}, {"id": "mai-20260917-1752-baseline|c175-m2|zai-small|Lattice", "prompt": "c175-m2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Lattice** – Best for Performance Management Integration"}, {"id": "mai-20260917-1752-baseline|c175-m2|zai-small|Leapsome", "prompt": "c175-m2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Leapsome** – Best All-in-One for OKRs + People Management"}, {"id": "mai-20260917-1752-baseline|c175-m2|zai-small|Perdoo", "prompt": "c175-m2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Perdoo** – Best for OKRs + KPI Tracking"}, {"id": "mai-20260917-1752-baseline|c175-m2|zai-small|Tability", "prompt": "c175-m2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Tability** – Best for Governance & AI"}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Lattice", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Lattice or 15Five if your primary goal is improving culture, engagement, and manager-employee relationships alongside goals."}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Quantive (formerly Gtmhub)", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Quantive or Microsoft Viva Goals if you're a large enterprise needing deep data integration"}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Ally.io (now Microsoft Viva Goals)", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (now Microsoft Viva Goals)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native integration with Microsoft Teams and Office 365"}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|15Five", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams focused on continuous feedback and weekly check-ins."}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Mooncamp", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Mooncamp or Perdoo if you want a dedicated, scalable OKR platform"}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Atlassian Goals", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Atlassian Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Atlassian Goals if your product/engineering team lives in Jira."}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Perdoo", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple, cost-effective platform that merges strategic goals (OKRs) with operational metrics (KPIs)"}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Weekdone", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Start with Weekdone or Notion if you're just beginning your OKR journey and have limited budget."}, {"id": "mai-20260917-1752-baseline|c175-m3|alibaba-small|Notion", "prompt": "c175-m3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not an official OKR tool but widely used due to its customizable templates. Requires more manual effort"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Lattice", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lattice**: A talent platform with goals inside it where a goal is one click from the 1:1 agenda"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|15Five", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An OKR tracking tool built directly inside a comprehensive performance management system"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Leapsome", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HR suites** (Lattice, 15Five, Leapsome) treat OKRs as one module inside performance management"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Asana", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**work management tools** (Asana, Atlassian, ClickUp) track work and bolt goals on top"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Atlassian", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Atlassian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**work management tools** (Asana, Atlassian, ClickUp) track work and bolt goals on top"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|ClickUp", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**work management tools** (Asana, Atlassian, ClickUp) track work and bolt goals on top"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Profit.co", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "carries the strongest compliance stack among dedicated tools (SOC 2, ISO 27001, HIPAA)"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Tability", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A Sydney-based dedicated OKR tool from ex-Atlassian founders, built check-in-first with automated reminders"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|OKRs Tool", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An Estonian dedicated OKR tool selling simplicity and flat pricing"}, {"id": "mai-20260917-1752-baseline|c175-m3|anthropic-small|Perdoo", "prompt": "c175-m3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Known as the cleanest expression of the OKR model in software"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Mooncamp", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Dedicated OKR rollouts and mid-market/enterprise teams | Flexible goal hierarchies, strong dashboards"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Perdoo", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-size teams needing OKR + KPI tracking | Strong goal hierarchy and KPI alignment"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Tability", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fast-start startups and teams that want simple tracking"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Quantive", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams that want data-connected OKRs, especially on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Lattice", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HR-led organizations | Connects OKRs to performance reviews"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Betterworks", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise performance management"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|WorkBoard", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Large enterprises and strategy execution"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Cascade", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Cascade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise strategy-execution tools** like WorkBoard and Cascade"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|ClickUp", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Teams that want OKRs inside existing work tools"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Asana", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "workflow/project tools with OKR features** like ClickUp, Asana, and Teamflect"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Teamflect", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "OKRs are embedded in project management, collaboration, or Microsoft 365 workflows"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Profit.co", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teams wanting OKR + performance + project/portfolio tools"}, {"id": "mai-20260917-1752-baseline|c175-m3|challenger-small|Weekdone", "prompt": "c175-m3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Small teams and weekly check-ins | Lightweight, weekly-status-oriented OKR rhythm"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Tability", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a lightweight dedicated tool (Tability, Weekdone, Mooncamp) is justified; ... Profit.co, Perdoo, Tability"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Perdoo", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Perdoo, Tability, Mooncamp give structured OKR execution without enterprise configuration overhead."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Mooncamp", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market, flexible OKR rollout at scale"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Weekdone", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a lightweight dedicated tool (Tability, Weekdone, Mooncamp) is justified"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|WorkBoard", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quantive/WorkBoard handle thousands of cascaded objectives"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Profit.co", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "move to mid-tier with enforcement mechanisms ... Profit.co, Perdoo, Tability"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|OKRs Tool", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OKRs Tool: cheapest flat plan at ~$49/mo."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Lattice", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise with heavy HR/BI needs → Lattice, Betterworks, or Quantive."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Leapsome", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HR suites (Lattice, Betterworks, Leapsome) fold OKRs into reviews"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Betterworks", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprises needing calibration/ fairness tooling"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|15Five", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "OKRs + continuous feedback + engagement"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Quantive", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Enterprise with heavy HR/BI needs → Lattice, Betterworks, or Quantive."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|monday.com", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "their OKR features are usually less rigorous than dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Atlassian Goals", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Atlassian Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Atlassian Goals suits Jira-heavy engineering teams."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Notion", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "their OKR features are usually less rigorous than dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Asana", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Work-management platforms — project/work tools with native OKR features."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Teamflect", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Teamflect runs entirely inside Microsoft Teams/Outlook."}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|Worxmate", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Worxmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Worxmate (three purpose-built AI models)"}, {"id": "mai-20260917-1752-baseline|c175-m3|deepseek-small|DevOKR", "prompt": "c175-m3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "DevOKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Tools like DevOKR include a certified OKR coach."}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Viva Goals", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft officially retired Viva Goals**, leaving a vacuum for teams in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Quantive", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**WorkBoard acquired Quantive** (one of the largest enterprise OKR players)"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Tability", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Fast setup, AI-assisted tracking, and pure execution** | **Tability** or **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Perdoo", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want strict adherence to traditional OKR frameworks, Perdoo is excellent."}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Teamflect", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A replacement for Viva Goals / MS Teams native** | **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|WorkBoard", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "heavyweight champion of corporate strategy alignment... requires hands-on sales onboarding"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Workpath", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Workpath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Workpath specializes in \"impact chains\""}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Lattice", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tying goals directly to employee performance reviews & HR** | **Lattice** or **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Leapsome", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Lattice & Leapsome** ... HR-led talent management platforms"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Profit.co", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it has a steep learning curve because every key result must first be mapped to a defined KPI system"}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|ThriveSparrow", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Engagement surveys + OKR tracking."}, {"id": "mai-20260917-1752-baseline|c175-m3|google-small|Oboard (OKR Board for Jira)", "prompt": "c175-m3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Oboard (OKR Board for Jira)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Connecting developer sprint work to high-level goals** | **Oboard (Jira)**"}, {"id": "mai-20260917-1752-baseline|c175-m3|meta-small|Tability", "prompt": "c175-m3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top OKR tools include Tability, Profit.co, Perdoo, Teamflect, and OKRs Tool."}, {"id": "mai-20260917-1752-baseline|c175-m3|meta-small|Profit.co", "prompt": "c175-m3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top OKR tools include Tability, Profit.co, Perdoo, Teamflect, and OKRs Tool."}, {"id": "mai-20260917-1752-baseline|c175-m3|meta-small|Perdoo", "prompt": "c175-m3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top OKR tools include Tability, Profit.co, Perdoo, Teamflect, and OKRs Tool."}, {"id": "mai-20260917-1752-baseline|c175-m3|meta-small|Teamflect", "prompt": "c175-m3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top OKR tools include Tability, Profit.co, Perdoo, Teamflect, and OKRs Tool."}, {"id": "mai-20260917-1752-baseline|c175-m3|meta-small|OKRs Tool", "prompt": "c175-m3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top OKR tools include Tability, Profit.co, Perdoo, Teamflect, and OKRs Tool."}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Lattice", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Integrates OKRs with performance reviews, 1:1s, and engagement surveys"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|15Five", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Embeds OKRs in weekly manager-employee check-in rhythm"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Quantive (Gtmhub)", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive (Gtmhub)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong AI features, enterprise-focused, data-driven insights"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Weekdone", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simplest entry point, weekly status reporting"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Perdoo", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines OKRs with KPI tracking on same platform"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Tability", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cheapest real option past free tier, strong for small teams"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deep Microsoft integration, enterprise-grade"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Mooncamp", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dedicated OKR tools: Perdoo, Weekdone, Tability, Quantive, Mooncamp"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Betterworks", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HR/Performance suites with OKR: Lattice, 15Five, Betterworks, Leapsome"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|Leapsome", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HR/Performance suites with OKR: Lattice, 15Five, Betterworks, Leapsome"}, {"id": "mai-20260917-1752-baseline|c175-m3|minimax-small|OKRnest", "prompt": "c175-m3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRnest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "European data hosting: Perdoo, Mooncamp, OKRnest"}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Tability", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "High benchmark score (4.5/5), agentic OKRs and KPIs, strong AI readiness, and good scalability."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|WorkBoard", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-native and enterprise-grade tools like Tability and WorkBoard are best for advanced needs"}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Perdoo", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often cited as a top alternative to Tability, with a focus on structured rollouts and enterprise readiness."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|OKRs Tool", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OKRs Tool and Teamflect are great for smaller or budget-conscious teams"}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Mooncamp", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Dedicated OKR rollouts at Series A to B companies."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Quantive (formerly Gtmhub)", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for organizations invested in Microsoft tools."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Lattice", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: HR suites with strong OKR modules."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Atlassian Goals", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Atlassian Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Engineering-heavy teams using Jira."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Profit.co", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines OKRs with performance reviews and employee engagement tools."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Teamflect", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Most accessible for very small teams or startups."}, {"id": "mai-20260917-1752-baseline|c175-m3|mistral-small|Notion", "prompt": "c175-m3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Not a dedicated OKR tool, but flexible enough for simple OKR tracking."}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Tability", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** (4.5/5) - Best Overall"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|WorkBoard", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkBoard** (4.0/5) - Enterprise Leader"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Perdoo", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perdoo** (4.0/5) - Best Structured Alternative"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|15Five", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** (4.6/5) - Best for Continuous Feedback"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Lattice", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice** (4.5/5) - Best for Performance Management"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Quantive (formerly Gtmhub)", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Data-Driven Teams"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Weekdone", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Weekdone** (4.4/5) - Best Free Option"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Profit.co", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Profit.co** (3.5/5) - Best for Employee Performance"}, {"id": "mai-20260917-1752-baseline|c175-m3|moonshot-small|Ally.io (Microsoft Viva Goals)", "prompt": "c175-m3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (Microsoft Viva Goals)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c175-m3|openai-small|Perdoo", "prompt": "c175-m3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **pure OKRs**: start with **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-m3|openai-small|Betterworks", "prompt": "c175-m3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **OKRs + enterprise performance management**: look at **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c175-m3|openai-small|Lattice", "prompt": "c175-m3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **OKRs inside a broader people platform**: look at **Lattice** or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c175-m3|openai-small|Leapsome", "prompt": "c175-m3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at **Lattice** or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c175-m3|openai-small|Quantive", "prompt": "c175-m3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a **large enterprise strategy office**: consider **Quantive** or **WorkBoard**"}, {"id": "mai-20260917-1752-baseline|c175-m3|openai-small|WorkBoard", "prompt": "c175-m3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Quantive** or **WorkBoard**"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Profit.co", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most frequently top-rated and recommended include **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Lattice", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HR-integrated teams (performance reviews + OKRs)"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Mooncamp", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "4.8 (120+) | €7 (~$7.50) | Strategy execution & mid-market"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|15Five", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams emphasizing weekly rhythms/check-ins"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Quantive", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Data-driven/large orgs ... Best data connectivity & analytics"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Perdoo", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OKR + KPI strategy tracking"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Weekdone", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small teams/startups | Lightweight weekly status + OKRs"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|WorkBoard", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Weekdone**, and **WorkBoard**"}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Peoplebox", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like **Peoplebox**, **ClickUp**, and **Tability** appear often for specific use cases."}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|ClickUp", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like **Peoplebox**, **ClickUp**, and **Tability** appear often for specific use cases."}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Tability", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others like **Peoplebox**, **ClickUp**, and **Tability** appear often for specific use cases."}, {"id": "mai-20260917-1752-baseline|c175-m3|xai-small|Ally.io/Viva Goals", "prompt": "c175-m3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io/Viva Goals", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Microsoft integration in legacy Ally.io/Viva Goals—now discontinued/merged"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Quantive (Gtmhub)", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Quantive (Gtmhub)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large, data‑driven orgs** → Quantive"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Perdoo", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid‑size teams wanting clean OKR + KPI view** → Perdoo"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Tability", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Startups under 50 wanting simplicity & AI** → Tability"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Weekdone", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small teams wanting lightweight weekly reporting** → Weekdone"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Mooncamp", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible at scale; intuitive UX; custom reporting; EU data hosting"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Profit.co", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Profit.co** adds Balanced Scorecard and Hoshin Kanri for strategic frameworks."}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Ally.io (Viva Goals)", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Ally.io (Viva Goals)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Teams already on Microsoft 365** → Ally.io (Viva Goals)"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Lattice", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Companies needing OKRs + structured performance reviews** → Lattice or 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|15Five", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Companies needing OKRs + structured performance reviews** → Lattice or 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Betterworks", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Enterprises needing full HR/performance integration** → Betterworks or Synergita"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Leapsome", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Leapsome** unifies OKRs, performance reviews, and engagement in a single suite."}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Synergita", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Enterprises needing full HR/performance integration** → Betterworks or Synergita"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|ONES.com", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ONES.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Engineering/product teams wanting Jira‑style project + OKR integration** → ONES.com"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|ClickUp", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "best for teams already invested in those platforms; they add OKR tracking but don't replace the broader project management experience"}, {"id": "mai-20260917-1752-baseline|c175-m3|zai-small|Monday.com", "prompt": "c175-m3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**ClickUp** and **Monday.com** are best for teams already invested in those platforms"}, {"id": "mai-20260917-1752-baseline|c175-m4|alibaba-small|ClickUp", "prompt": "c175-m4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: ClickUp ... ClickUp is widely considered the best value-for-money software on the market."}, {"id": "mai-20260917-1752-baseline|c175-m4|alibaba-small|Notion", "prompt": "c175-m4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Most Flexible Option: Notion"}, {"id": "mai-20260917-1752-baseline|c175-m4|alibaba-small|Weekdone", "prompt": "c175-m4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Dedicated \"Lite\" Tool: Weekdone ... designed specifically for OKRs"}, {"id": "mai-20260917-1752-baseline|c175-m4|alibaba-small|Trello", "prompt": "c175-m4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Visual Approach: Trello ... The free plan is excellent"}, {"id": "mai-20260917-1752-baseline|c175-m4|alibaba-small|Google Sheets", "prompt": "c175-m4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your budget is literally zero, Google Sheets or Excel remains a powerful contender."}, {"id": "mai-20260917-1752-baseline|c175-m4|alibaba-small|Excel", "prompt": "c175-m4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Sheets or Excel remains a powerful contender"}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|Profit.co", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profit.co's free plan** stands out as the most comprehensive free option that doesn't sacrifice essential features."}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|OKRs Tool", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for up to 12 users with limited goals, with Pro at $8/user/month"}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|Perdoo", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Perdoo, Weekdone, ClickUp, and Quantive also offer free tiers"}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|Weekdone", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Weekdone is free for 1-3 users."}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|ClickUp", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also offer free tiers with varying feature limits"}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|Quantive", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also offer free tiers with varying feature limits"}, {"id": "mai-20260917-1752-baseline|c175-m4|anthropic-small|SimpleOKR", "prompt": "c175-m4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SimpleOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "flat $49.99/month rate for unlimited users ... ideal option for teams that want a predictable cost"}, {"id": "mai-20260917-1752-baseline|c175-m4|challenger-small|OKRs Tool", "prompt": "c175-m4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation, I'd pick **OKRs Tool** for the best mix of **low cost** and **dedicated OKR functionality**."}, {"id": "mai-20260917-1752-baseline|c175-m4|challenger-small|Perdoo", "prompt": "c175-m4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free option for very small teams:** **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-m4|challenger-small|Weekdone", "prompt": "c175-m4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free option if you want the simplest setup:** **Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-m4|challenger-small|Profit.co", "prompt": "c175-m4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want a free plan with room to grow:** **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-m4|challenger-small|Tability", "prompt": "c175-m4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best \"budget but polished\" paid option:** **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|OKRs Tool", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. OKRs Tool** — Best overall value for tight budgets"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|Tability", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Tability** — Best for AI-powered tracking (rated 4.5/5 in recent reviews)"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|Perdoo", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Perdoo** — Best pure OKR focus"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|ONES.com", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ONES.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. ONES.com** — Best if you also need project management"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|Profit.co", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Profit.co** — Best advanced free tier"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|Loach", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Loach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Loach** — Great for connecting weekly work to quarterly goals, free for up to 5 users."}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|BOJA OKR", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "BOJA OKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use a genuinely free tool like **OKRs Tool, BOJA OKR, or Loach**"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|Google Sheets", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**No budget at all:** **Google Sheets** or **Notion** templates work surprisingly well"}, {"id": "mai-20260917-1752-baseline|c175-m4|deepseek-small|Notion", "prompt": "c175-m4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Google Sheets** or **Notion** templates work surprisingly well for basic OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Teamflect", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a **very small team (<10 people)**: Go with **Teamflect** (if on Microsoft 365) or **Perdoo** (for pure strategy)."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|SugarOKR", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **absolutely $0 budget** and want unlimited users: Use **SugarOKR**."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Perdoo", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Teamflect** (if on Microsoft 365) or **Perdoo** (for pure strategy)."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Profit.co", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The user interface has a steeper learning curve and can feel complex for beginners."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|OKRs Tool", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "growing team (15–100+ people) on a tight budget: Go with **OKRs Tool** for its highly predictable $49/month flat fee."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Planomic", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Planomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free for 1 team (unlimited users); **€49/month flat** for multiple teams."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Synergita", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "It is the most affordable per-user platform that successfully bridges both OKRs and continuous performance reviews."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Tability", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consistently ranked as one of the best overall OKR tools."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Atlassian Goals", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Atlassian Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Atlassian Goals** is built-in and free to use."}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|ClickUp", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "they all feature built-in \"Goals\" or customizable databases that can be configured as OKR dashboards at no extra cost"}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Notion", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "they all feature built-in \"Goals\" or customizable databases that can be configured as OKR dashboards"}, {"id": "mai-20260917-1752-baseline|c175-m4|google-small|Asana", "prompt": "c175-m4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "they all feature built-in \"Goals\" or customizable databases that can be configured as OKR dashboards"}, {"id": "mai-20260917-1752-baseline|c175-m4|meta-small|Tability", "prompt": "c175-m4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best OKR software for a company with a limited budget is Tability, which ranks first in a comparison of 12 tools."}, {"id": "mai-20260917-1752-baseline|c175-m4|meta-small|OKRs Tool", "prompt": "c175-m4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OKRs Tool, which is the strongest option for teams inside growing companies (50–200 people)"}, {"id": "mai-20260917-1752-baseline|c175-m4|meta-small|Worxmate", "prompt": "c175-m4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Worxmate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worxmate, which is best for near-zero budget"}, {"id": "mai-20260917-1752-baseline|c175-m4|minimax-small|Tability", "prompt": "c175-m4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** balances affordability with robust features and is highly rated for small teams."}, {"id": "mai-20260917-1752-baseline|c175-m4|minimax-small|OKRs Tool", "prompt": "c175-m4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OKRs Tool** at $30/month flat is great if you want unlimited users"}, {"id": "mai-20260917-1752-baseline|c175-m4|minimax-small|Simple OKR", "prompt": "c175-m4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Simple OKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Another flat-rate option that's straightforward"}, {"id": "mai-20260917-1752-baseline|c175-m4|minimax-small|Synergita", "prompt": "c175-m4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For the tightest budgets, **Synergita** at $3/user/month offers excellent value"}, {"id": "mai-20260917-1752-baseline|c175-m4|mistral-small|OKRs Tool", "prompt": "c175-m4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OKRs Tool** is often cited as the top choice for small businesses and limited budgets"}, {"id": "mai-20260917-1752-baseline|c175-m4|mistral-small|Tability", "prompt": "c175-m4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers AI-powered OKR support at a low cost, starting as low as $4–8 per user per month."}, {"id": "mai-20260917-1752-baseline|c175-m4|mistral-small|Simple OKR", "prompt": "c175-m4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Simple OKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another budget-friendly option with a flat $49.99/month rate"}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|OKRs Tool", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OKRs Tool at $49/month flat** is the standout value pick."}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|Tability", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost Per-User Option"}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|SimpleOKR", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SimpleOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|Perdoo", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to spend nothing, start with Perdoo (5 users free)."}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|Cascade", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Cascade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cascade: Free for up to 4 users"}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|Weekdone", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Weekdone: Free for up to 3 users"}, {"id": "mai-20260917-1752-baseline|c175-m4|moonshot-small|Synergita", "prompt": "c175-m4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tability or Synergita (~$3/user)"}, {"id": "mai-20260917-1752-baseline|c175-m4|openai-small|Profit.co", "prompt": "c175-m4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick is **Profit.co** because it offers a **permanently free plan** with broad OKR functionality"}, {"id": "mai-20260917-1752-baseline|c175-m4|openai-small|Perdoo", "prompt": "c175-m4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a very small-team free option:** **Perdoo** — free for up to 5 users"}, {"id": "mai-20260917-1752-baseline|c175-m4|openai-small|Weekdone", "prompt": "c175-m4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Also worth checking:** **Weekdone** — ... though you'd want to compare its current plan limits carefully."}, {"id": "mai-20260917-1752-baseline|c175-m4|xai-small|SugarOKR", "prompt": "c175-m4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SugarOKR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **SugarOKR** if your team is any size and you want free/unlimited—it's the lowest risk"}, {"id": "mai-20260917-1752-baseline|c175-m4|xai-small|Teamflect", "prompt": "c175-m4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teamflect (Best if Using Microsoft Teams/365)"}, {"id": "mai-20260917-1752-baseline|c175-m4|xai-small|Google Sheets", "prompt": "c175-m4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best No-Software Alternative... Zero cost, fully flexible"}, {"id": "mai-20260917-1752-baseline|c175-m4|xai-small|Notion", "prompt": "c175-m4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Google Sheets or Notion (Best No-Software Alternative)"}, {"id": "mai-20260917-1752-baseline|c175-m4|xai-small|OKRs Tool", "prompt": "c175-m4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Switch to **OKRs Tool** ($49 flat) once you hit 6+ users for more features."}, {"id": "mai-20260917-1752-baseline|c175-m4|xai-small|Tability", "prompt": "c175-m4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tability (Best Polished/AI Option for 5-20 Users)"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|Profit.co", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Profit.co** - *Best overall free plan*\n- Permanently free plan with unlimited OKRs and unlimited users"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|Cascade Strategy", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Cascade Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Most capable free tier* - Free up to 4 users with unlimited plans and metrics"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|Teamflect", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Profit.co** (unlimited users) or **Teamflect** (10 users free)"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|OKRs Tool", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OKRs Tool** at $49/month flat rate is the best value"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|Synergita", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Synergita** if you prefer per-seat pricing"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|15Five", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Most affordable per-user* - From $4/month"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|OpenProject", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OpenProject", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OpenProject** for complete control and self-hosting"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|Focalboard", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Focalboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple, self-hosted goal-tracking boards - Less feature-rich but completely free"}, {"id": "mai-20260917-1752-baseline|c175-m4|zai-small|Atlassian Goals", "prompt": "c175-m4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Atlassian Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Atlassian Goals** is free if you use Atlassian cloud plans"}, {"id": "mai-20260917-1752-baseline|c175-m5|alibaba-small|OLA", "prompt": "c175-m5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OLA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When talking to sales reps (like OLA, WorkBoard, Allotted, Gainsight POA, or even Asana/Monday), ask them this specific scenario"}, {"id": "mai-20260917-1752-baseline|c175-m5|alibaba-small|WorkBoard", "prompt": "c175-m5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When talking to sales reps (like OLA, WorkBoard, Allotted, Gainsight POA, or even Asana/Monday)"}, {"id": "mai-20260917-1752-baseline|c175-m5|alibaba-small|Allotted", "prompt": "c175-m5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Allotted", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like OLA, WorkBoard, Allotted, Gainsight POA"}, {"id": "mai-20260917-1752-baseline|c175-m5|alibaba-small|Gainsight POA", "prompt": "c175-m5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Gainsight POA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like OLA, WorkBoard, Allotted, Gainsight POA, or even Asana/Monday"}, {"id": "mai-20260917-1752-baseline|c175-m5|alibaba-small|Asana", "prompt": "c175-m5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or even Asana/Monday"}, {"id": "mai-20260917-1752-baseline|c175-m5|alibaba-small|Monday", "prompt": "c175-m5", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Monday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or even Asana/Monday"}, {"id": "mai-20260917-1752-baseline|c175-m5|deepseek-small|Tability", "prompt": "c175-m5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Want me to dig into specific vendors against these criteria (e.g., Tability, Perdoo, Profit.co, WorkBoard, Quantive)"}, {"id": "mai-20260917-1752-baseline|c175-m5|deepseek-small|Perdoo", "prompt": "c175-m5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Tability, Perdoo, Profit.co, WorkBoard, Quantive"}, {"id": "mai-20260917-1752-baseline|c175-m5|deepseek-small|Profit.co", "prompt": "c175-m5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Tability, Perdoo, Profit.co, WorkBoard, Quantive"}, {"id": "mai-20260917-1752-baseline|c175-m5|deepseek-small|WorkBoard", "prompt": "c175-m5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Tability, Perdoo, Profit.co, WorkBoard, Quantive"}, {"id": "mai-20260917-1752-baseline|c175-m5|deepseek-small|Quantive", "prompt": "c175-m5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Tability, Perdoo, Profit.co, WorkBoard, Quantive"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|Tability", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Option A: Dedicated Strategy/OKR Platforms *(e.g., Tability, Perdoo, Workpath)*"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|Perdoo", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Tability, Perdoo, Workpath"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|Workpath", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Workpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Tability, Perdoo, Workpath"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|Lattice", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Option B: All-in-One HR & Performance Suites *(e.g., Lattice, Leapsome, 15Five, Teamflect)*"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|Leapsome", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Lattice, Leapsome, 15Five, Teamflect"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|15Five", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Lattice, Leapsome, 15Five, Teamflect"}, {"id": "mai-20260917-1752-baseline|c175-m5|google-small|Teamflect", "prompt": "c175-m5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Lattice, Leapsome, 15Five, Teamflect"}, {"id": "mai-20260917-1752-baseline|c175-m5|meta-small|Mooncamp", "prompt": "c175-m5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most relevant results are from Mooncamp, Teamflect, and Tability, which provide detailed evaluation criteria"}, {"id": "mai-20260917-1752-baseline|c175-m5|meta-small|Teamflect", "prompt": "c175-m5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The most relevant results are from Mooncamp, Teamflect, and Tability, which provide detailed evaluation criteria"}, {"id": "mai-20260917-1752-baseline|c175-m5|meta-small|Tability", "prompt": "c175-m5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The most relevant results are from Mooncamp, Teamflect, and Tability, which provide detailed evaluation criteria"}, {"id": "mai-20260917-1752-baseline|c175-m5|minimax-small|Betterworks", "prompt": "c175-m5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Betterworks** | Purpose-built OKR governance | Calibration workflows, alignment trees, audit trails |"}, {"id": "mai-20260917-1752-baseline|c175-m5|minimax-small|Profit.co", "prompt": "c175-m5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Profit.co** | Configurability & AI coaching | AI drift detection, 100+ integrations, PPM + OKR |"}, {"id": "mai-20260917-1752-baseline|c175-m5|minimax-small|Lattice Goals", "prompt": "c175-m5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Lattice Goals** | OKR + performance management |"}, {"id": "mai-20260917-1752-baseline|c175-m5|minimax-small|Mooncamp", "prompt": "c175-m5", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Mooncamp** | Flexible enterprise scale | Intuitive, granular permissions, dedicated support |"}, {"id": "mai-20260917-1752-baseline|c175-m5|mistral-small|Gtmhub", "prompt": "c175-m5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 tools based on your needs (e.g., Gtmhub, Weekdone, 15Five, Perdoo, Asana, ClickUp)."}, {"id": "mai-20260917-1752-baseline|c175-m5|mistral-small|Weekdone", "prompt": "c175-m5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 tools based on your needs (e.g., Gtmhub, Weekdone, 15Five, Perdoo, Asana, ClickUp)."}, {"id": "mai-20260917-1752-baseline|c175-m5|mistral-small|15Five", "prompt": "c175-m5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 tools based on your needs (e.g., Gtmhub, Weekdone, 15Five, Perdoo, Asana, ClickUp)."}, {"id": "mai-20260917-1752-baseline|c175-m5|mistral-small|Perdoo", "prompt": "c175-m5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 tools based on your needs (e.g., Gtmhub, Weekdone, 15Five, Perdoo, Asana, ClickUp)."}, {"id": "mai-20260917-1752-baseline|c175-m5|mistral-small|Asana", "prompt": "c175-m5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 tools based on your needs (e.g., Gtmhub, Weekdone, 15Five, Perdoo, Asana, ClickUp)."}, {"id": "mai-20260917-1752-baseline|c175-m5|mistral-small|ClickUp", "prompt": "c175-m5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-5 tools based on your needs (e.g., Gtmhub, Weekdone, 15Five, Perdoo, Asana, ClickUp)."}, {"id": "mai-20260917-1752-baseline|c175-m5|moonshot-small|OKRs Tool", "prompt": "c175-m5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Flat-fee options (e.g., OKRs Tool at ~$1,500/year—good for budget-conscious)"}, {"id": "mai-20260917-1752-baseline|c175-m5|moonshot-small|Tability", "prompt": "c175-m5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tability** | $6/user/month | Best overall for mid-market; strong reporting"}, {"id": "mai-20260917-1752-baseline|c175-m5|moonshot-small|Perdoo", "prompt": "c175-m5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perdoo** | $9/user/month | Strategy execution focus; visual alignment"}, {"id": "mai-20260917-1752-baseline|c175-m5|moonshot-small|Profit.co", "prompt": "c175-m5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Profit.co** | ~$9/user/month | If you also need performance management"}, {"id": "mai-20260917-1752-baseline|c175-m5|moonshot-small|Mooncamp", "prompt": "c175-m5", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mooncamp** | ~$8/user/month | Enterprise flexibility, highly configurable"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Betterworks", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "prioritize Tability/Perdoo for fast setup, Betterworks/Profit.co for governance"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Tability", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prioritize Tability/Perdoo for fast setup"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Profit.co", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Betterworks/Profit.co for governance"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Perdoo", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "prioritize Tability/Perdoo for fast setup"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Quantive", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize platforms like Betterworks, Tability, Profit.co, Perdoo, Quantive, Lattice, 15Five, WorkBoard, or Mooncamp"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Lattice", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prioritize platforms like ... Lattice"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|15Five", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prioritize platforms like ... 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|WorkBoard", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Prioritize platforms like ... WorkBoard"}, {"id": "mai-20260917-1752-baseline|c175-m5|xai-small|Mooncamp", "prompt": "c175-m5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Prioritize platforms like ... or Mooncamp"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Profit.co", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "examples from the research: Profit.co, Tability, Cascade, Mooncamp, Leapsome, Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Tability", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "examples from the research: Profit.co, Tability, Cascade, Mooncamp, Leapsome, Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Cascade", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Cascade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "examples from the research: Profit.co, Tability, Cascade, Mooncamp, Leapsome, Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Mooncamp", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "examples from the research: Profit.co, Tability, Cascade, Mooncamp, Leapsome, Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Leapsome", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "examples from the research: Profit.co, Tability, Cascade, Mooncamp, Leapsome, Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Lattice", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "examples from the research: ... Leapsome, Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Weekdone", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "examples from the research: ... Lattice, Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|Teamflect", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "examples from the research: ... Weekdone, Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m5|zai-small|15Five", "prompt": "c175-m5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "examples from the research: ... Teamflect, 15Five"}, {"id": "mai-20260917-1752-baseline|c175-m6|alibaba-small|Asana", "prompt": "c175-m6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many PM tools (e.g., Asana, standard Monday.com boards, ClickUp basics) offer \"goal features\" that are often described by users as **\"half-baked\"** or superficial."}, {"id": "mai-20260917-1752-baseline|c175-m6|alibaba-small|Monday.com", "prompt": "c175-m6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many PM tools (e.g., Asana, standard Monday.com boards, ClickUp basics) offer \"goal features\" that are often described by users as **\"half-baked\"**"}, {"id": "mai-20260917-1752-baseline|c175-m6|alibaba-small|ClickUp", "prompt": "c175-m6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ClickUp basics) offer \"goal features\" that are often described by users as **\"half-baked\"** or superficial"}, {"id": "mai-20260917-1752-baseline|c175-m6|alibaba-small|WorkBoard", "prompt": "c175-m6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some enterprise-grade platforms (e.g., advanced modules of WorkBoard, certain SAP or Oracle implementations) are powerful but often described as **\"overpowered\"** for growing companies."}, {"id": "mai-20260917-1752-baseline|c175-m6|alibaba-small|SAP", "prompt": "c175-m6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "certain SAP or Oracle implementations) are powerful but often described as **\"overpowered\"** for growing companies"}, {"id": "mai-20260917-1752-baseline|c175-m6|alibaba-small|Oracle", "prompt": "c175-m6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "certain SAP or Oracle implementations) are powerful but often described as **\"overpowered\"** for growing companies"}, {"id": "mai-20260917-1752-baseline|c175-m6|anthropic-small|Microsoft Viva Goals", "prompt": "c175-m6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft announced its retirement with support ending at the end of 2025"}, {"id": "mai-20260917-1752-baseline|c175-m6|anthropic-small|Mooncamp", "prompt": "c175-m6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many former Viva Goals customers have migrated to Mooncamp since its discontinuation in 2025"}, {"id": "mai-20260917-1752-baseline|c175-m6|anthropic-small|ClickUp's Goals Module", "prompt": "c175-m6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "ClickUp's Goals Module", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ClickUp's goals module is its weakest link, arguably the worst of all the PM tools tested"}, {"id": "mai-20260917-1752-baseline|c175-m6|anthropic-small|Weekdone", "prompt": "c175-m6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The product has aged with no AI features, absent certifications, and a small review base"}, {"id": "mai-20260917-1752-baseline|c175-m6|challenger-small|Ally.io", "prompt": "c175-m6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples called out in the results include **Ally.io, Koan, 7Geese, Gtmhub**, and Microsoft **Viva Goals**; these are described as no longer existing in their original form or being discontinued."}, {"id": "mai-20260917-1752-baseline|c175-m6|challenger-small|Koan", "prompt": "c175-m6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Ally.io, Koan, 7Geese, Gtmhub**, and Microsoft **Viva Goals**; these are described as no longer existing in their original form or being discontinued."}, {"id": "mai-20260917-1752-baseline|c175-m6|challenger-small|7Geese", "prompt": "c175-m6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Ally.io, Koan, 7Geese, Gtmhub**... described as no longer existing in their original form or being discontinued."}, {"id": "mai-20260917-1752-baseline|c175-m6|challenger-small|Gtmhub", "prompt": "c175-m6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Ally.io, Koan, 7Geese, Gtmhub**... described as no longer existing in their original form or being discontinued."}, {"id": "mai-20260917-1752-baseline|c175-m6|challenger-small|Viva Goals", "prompt": "c175-m6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Microsoft **Viva Goals**; these are described as no longer existing in their original form or being discontinued."}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Microsoft Viva Goals (formerly Ally.io)", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals (formerly Ally.io)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft permanently shut it down on December 31, 2025.** There is no migration path"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Quantive (formerly Gtmhub)", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "acquired by **Workboard in May 2025**. Customers are being forcibly migrated"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Workboard", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Customers are being forcibly migrated onto Workboard's platform."}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Koan", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Both standalone OKR tools that have shut down or been absorbed"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|7Geese", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Both standalone OKR tools that have shut down or been absorbed"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Profit.co", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid **Profit.co** (overwhelming complexity)"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|OKRs Tool (okrstool.com)", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool (okrstool.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "and **OKRsTool** (lacks security/customization)"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Atlassian Goals (part of Atlas)", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Atlassian Goals (part of Atlas)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "skip **Atlassian Goals** in favor of a lightweight purpose-built tool"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Asana", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often appear at the top of OKR searches even though they aren't purpose-built for OKRs"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Mooncamp", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "in favor of a lightweight purpose-built tool (like Mooncamp or Tability)"}, {"id": "mai-20260917-1752-baseline|c175-m6|deepseek-small|Tability", "prompt": "c175-m6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "in favor of a lightweight purpose-built tool (like Mooncamp or Tability)"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Microsoft Viva Goals (formerly Ally.io)", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals (formerly Ally.io)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Microsoft permanently retired Viva Goals on **December 31, 2025**"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Quantive / Gtmhub / Koan", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive / Gtmhub / Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Standalone versions of Koan and Gtmhub/Quantive have been phased out"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|7Geese", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "acquired by Paycor and is no longer available as a standalone, lightweight OKR tool"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|WorkBoard", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "In May 2025, WorkBoard acquired Quantive."}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Google Sheets", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "spreadsheets do not scale. They inevitably suffer from \"stale document syndrome\""}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Excel", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "spreadsheets do not scale"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Asana", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standard Project Management Tools (Asana, Monday, Jira, ClickUp) ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Monday", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Monday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a team using Jira or Monday is highly likely to write a key result like ... (a task)"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|Jira", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Project management tools are built to track **outputs** ... rather than **outcomes**"}, {"id": "mai-20260917-1752-baseline|c175-m6|google-small|ClickUp", "prompt": "c175-m6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Standard Project Management Tools (Asana, Monday, Jira, ClickUp) ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Ally.io", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools That No Longer Exist (Avoid Altogether) ... **Ally.io** - Acquired by Microsoft, became Viva Goals"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Microsoft Viva Goals", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Retired December 31, 2025** (frozen development Dec 2024, no migration path)"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Koan", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "No longer exists as a standalone OKR tool"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|7Geese", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**7Geese** - Defunct"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Gtmhub", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Acquired, no longer standalone"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Lattice", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools to Be Cautious About ... HR-suite \"goals modules\" (Lattice, ...) ... Risky if you want dedicated OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Leapsome", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "HR-suite \"goals modules\" (Lattice, Leapsome, ...) ... Risky if you want dedicated OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Betterworks", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "HR-suite \"goals modules\" (... Betterworks ...) ... Risky if you want dedicated OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|15Five", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "HR-suite \"goals modules\" (... 15Five, Synergita) ... Risky if you want dedicated OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m6|minimax-small|Synergita", "prompt": "c175-m6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Synergita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "HR-suite \"goals modules\" (... Synergita) ... Risky if you want dedicated OKR tracking"}, {"id": "mai-20260917-1752-baseline|c175-m6|mistral-small|Ally.io", "prompt": "c175-m6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some previously popular OKR platforms like Ally.io, Koan, 7Geese, and standalone Gtmhub have been discontinued or absorbed into other companies"}, {"id": "mai-20260917-1752-baseline|c175-m6|mistral-small|Koan", "prompt": "c175-m6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Koan was shut down and its functionality absorbed into Quantive"}, {"id": "mai-20260917-1752-baseline|c175-m6|mistral-small|7Geese", "prompt": "c175-m6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like Ally.io, Koan, 7Geese, and standalone Gtmhub have been discontinued"}, {"id": "mai-20260917-1752-baseline|c175-m6|mistral-small|Gtmhub", "prompt": "c175-m6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "standalone Gtmhub have been discontinued or absorbed into other companies, leaving users without support"}, {"id": "mai-20260917-1752-baseline|c175-m6|mistral-small|Quantive", "prompt": "c175-m6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "its functionality absorbed into Quantive (later acquired by Workboard)"}, {"id": "mai-20260917-1752-baseline|c175-m6|mistral-small|Workboard", "prompt": "c175-m6", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "absorbed into Quantive (later acquired by Workboard)"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Profit.co", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Slow, cluttered UI; users report it fights you during setup"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Workboard", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Dated UI, opaque pricing (no public pricing)"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Perdoo", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dated interface (though free tier available)"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Oboard", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Oboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Failed basic setup scenarios in testing"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Teamflect", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Failed basic setup scenarios in testing"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Range", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Range", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Failed basic setup scenarios in testing"}, {"id": "mai-20260917-1752-baseline|c175-m6|moonshot-small|Cascade", "prompt": "c175-m6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Cascade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Had modeling issues with key results in testing"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Weekdone", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools scoring below 3.5/5 in independent tests ... Weekdone (2.6/5 overall, weak on ease of use and AI)"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Oboard", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Oboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Oboard (3.1/5, struggles with scaling hierarchies and setup)"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Teamflect", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Teamflect (3.5/5, limited for non-Microsoft stacks)"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|WorkBoard", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like WorkBoard (pre-acquisition echoes) buried users in complexity."}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Ally.io", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Discontinued/Acquired Tools (Fully Avoid): Ally.io"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Koan", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Discontinued/Acquired Tools (Fully Avoid): Ally.io, Koan"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|7Geese", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Discontinued/Acquired Tools (Fully Avoid): ... 7Geese"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Gtmhub/Quantive", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Gtmhub/Quantive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "standalone Gtmhub/Quantive (now Workboard-absorbed) ... No migration paths; data risks."}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|15Five Goals", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "15Five Goals. No migration paths; data risks."}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Tability", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "top benchmarks: Tability 4.5/5"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Profit.co", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Profit.co 4.3/5"}, {"id": "mai-20260917-1752-baseline|c175-m6|xai-small|Perdoo", "prompt": "c175-m6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Perdoo 4.1/5"}, {"id": "mai-20260917-1752-baseline|c175-m6|zai-small|Microsoft Viva Goals", "prompt": "c175-m6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Retired December 31, 2025; feature development stopped in December 2024 | No replacement"}, {"id": "mai-20260917-1752-baseline|c175-m6|zai-small|Ally.io", "prompt": "c175-m6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Acquired by Microsoft → folded into Viva Goals → Viva Goals retired"}, {"id": "mai-20260917-1752-baseline|c175-m6|zai-small|Koan", "prompt": "c175-m6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lost its identity; customers migrated to a new platform"}, {"id": "mai-20260917-1752-baseline|c175-m6|zai-small|7Geese", "prompt": "c175-m6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Shut down or absorbed into other platforms | No guarantee of long-term support"}, {"id": "mai-20260917-1752-baseline|c175-m6|zai-small|Quantive (formerly Gtmhub)", "prompt": "c175-m6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Acquired by WorkBoard in May 2025 | Consolidation may limit flexibility or innovation; customers must migrate"}, {"id": "mai-20260917-1752-baseline|c175-m6|zai-small|WorkBoard", "prompt": "c175-m6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Acquired by WorkBoard in May 2025"}, {"id": "mai-20260917-1752-baseline|c175-s1|alibaba-small|Tability", "prompt": "c175-s1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-s1|alibaba-small|OKRs Tool", "prompt": "c175-s1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cost Predictability: **OKRs Tool**"}, {"id": "mai-20260917-1752-baseline|c175-s1|alibaba-small|Teamflect", "prompt": "c175-s1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Tier & Integrations: **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c175-s1|alibaba-small|Perdoo", "prompt": "c175-s1", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Structure & Simplicity: **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Tability", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability is lightweight and quick to adopt, so small teams can run OKRs without adding a lot of process overhead."}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Weekdone", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Weekdone is best for small teams who want OKRs combined with weekly PPP (Plans, Progress, Problems) reporting."}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Mooncamp", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mooncamp is a strong early choice if you want OKRs plus dashboards/reporting and integrations"}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Synergita", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Synergita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top OKR software solutions for small businesses in 2026 include Synergita, Profit.co, Weekdone, ClickUp, Leapsome, Lattice, and 15Five."}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Profit.co", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Synergita, Profit.co, Weekdone, ClickUp, Leapsome, Lattice, and 15Five"}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|ClickUp", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Synergita, Profit.co, Weekdone, ClickUp, Leapsome, Lattice, and 15Five"}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Leapsome", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Synergita, Profit.co, Weekdone, ClickUp, Leapsome, Lattice, and 15Five"}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|Lattice", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include Synergita, Profit.co, Weekdone, ClickUp, Leapsome, Lattice, and 15Five"}, {"id": "mai-20260917-1752-baseline|c175-s1|anthropic-small|15Five", "prompt": "c175-s1", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include Synergita, Profit.co, Weekdone, ClickUp, Leapsome, Lattice, and 15Five"}, {"id": "mai-20260917-1752-baseline|c175-s1|challenger-small|Tability", "prompt": "c175-s1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best OKR software is usually **Tability** if you want the simplest rollout and strong support for startups and small teams"}, {"id": "mai-20260917-1752-baseline|c175-s1|challenger-small|Mooncamp", "prompt": "c175-s1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for growing small businesses:** **Mooncamp**"}, {"id": "mai-20260917-1752-baseline|c175-s1|challenger-small|OKRs Tool", "prompt": "c175-s1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget option:** **OKRs Tool** — highlighted as a low-cost choice"}, {"id": "mai-20260917-1752-baseline|c175-s1|challenger-small|Profit.co", "prompt": "c175-s1", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want an all-in-one platform:** **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-s1|deepseek-small|Tability", "prompt": "c175-s1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most small B2B companies:** **Tability** for its balance of affordability, ease of use, and AI-assisted setup."}, {"id": "mai-20260917-1752-baseline|c175-s1|deepseek-small|OKRs Tool", "prompt": "c175-s1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if budget is your #1 constraint, **OKRs Tool at $49/month flat** is hard to beat."}, {"id": "mai-20260917-1752-baseline|c175-s1|deepseek-small|Mooncamp", "prompt": "c175-s1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growing Companies"}, {"id": "mai-20260917-1752-baseline|c175-s1|deepseek-small|Perdoo", "prompt": "c175-s1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Methodology Guidance"}, {"id": "mai-20260917-1752-baseline|c175-s1|deepseek-small|15Five", "prompt": "c175-s1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Also Want Performance Management"}, {"id": "mai-20260917-1752-baseline|c175-s1|deepseek-small|Weekdone", "prompt": "c175-s1", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Weekdone** | ~$8/usr/mo | Yes (3 users) | 4.2/5 | Simple PPP weekly reporting |"}, {"id": "mai-20260917-1752-baseline|c175-s1|google-small|Tability", "prompt": "c175-s1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall & Fastest Time-to-Value: **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-s1|google-small|OKRs Tool", "prompt": "c175-s1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious Teams: **OKRs Tool**"}, {"id": "mai-20260917-1752-baseline|c175-s1|google-small|Teamflect", "prompt": "c175-s1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Teams: **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c175-s1|google-small|Perdoo", "prompt": "c175-s1", "model": "google-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Clear Strategy Mapping: **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s1|meta-small|OKRs Tool", "prompt": "c175-s1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular OKR software options for small businesses include OKRs Tool, Mooncamp, and Guideflow"}, {"id": "mai-20260917-1752-baseline|c175-s1|meta-small|Mooncamp", "prompt": "c175-s1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mooncamp is a popular choice for small businesses that plan to grow"}, {"id": "mai-20260917-1752-baseline|c175-s1|meta-small|Guideflow", "prompt": "c175-s1", "model": "meta-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Guideflow is a dedicated platform that provides strong methodology guidance"}, {"id": "mai-20260917-1752-baseline|c175-s1|minimax-small|Tability", "prompt": "c175-s1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c175-s1|minimax-small|Mooncamp", "prompt": "c175-s1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mooncamp** (Best for Growing Small Businesses)"}, {"id": "mai-20260917-1752-baseline|c175-s1|minimax-small|OKRs Tool", "prompt": "c175-s1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OKRs Tool** (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline|c175-s1|minimax-small|Perdoo", "prompt": "c175-s1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Perdoo** (Best for European Teams)"}, {"id": "mai-20260917-1752-baseline|c175-s1|minimax-small|Teamflect", "prompt": "c175-s1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Teamflect** (Best Free Tier)"}, {"id": "mai-20260917-1752-baseline|c175-s1|minimax-small|SugarOKR", "prompt": "c175-s1", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SugarOKR** (Best Completely Free)"}, {"id": "mai-20260917-1752-baseline|c175-s1|mistral-small|Mooncamp", "prompt": "c175-s1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Mooncamp** and **FlowyTeam** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c175-s1|mistral-small|FlowyTeam", "prompt": "c175-s1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "FlowyTeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Mooncamp** and **FlowyTeam** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c175-s1|mistral-small|Perdoo", "prompt": "c175-s1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid choice for first-time OKR rollouts"}, {"id": "mai-20260917-1752-baseline|c175-s1|mistral-small|Tability", "prompt": "c175-s1", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another good option for small teams starting with OKRs"}, {"id": "mai-20260917-1752-baseline|c175-s1|moonshot-small|OKRs Tool", "prompt": "c175-s1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with OKRs Tool if you have 6-15 employees and want predictable costs"}, {"id": "mai-20260917-1752-baseline|c175-s1|moonshot-small|Tability", "prompt": "c175-s1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Tability if you want the best balance of features, AI assistance, and per-user flexibility"}, {"id": "mai-20260917-1752-baseline|c175-s1|moonshot-small|Perdoo", "prompt": "c175-s1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perdoo** — Best for Visual Alignment"}, {"id": "mai-20260917-1752-baseline|c175-s1|moonshot-small|Profit.co", "prompt": "c175-s1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Profit.co** — Best for Task Integration"}, {"id": "mai-20260917-1752-baseline|c175-s1|moonshot-small|Weekdone", "prompt": "c175-s1", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Weekdone** — Best for Weekly Rhythm"}, {"id": "mai-20260917-1752-baseline|c175-s1|openai-small|ClickUp", "prompt": "c175-s1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **ClickUp** or **Asana**"}, {"id": "mai-20260917-1752-baseline|c175-s1|openai-small|Asana", "prompt": "c175-s1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **ClickUp** or **Asana**"}, {"id": "mai-20260917-1752-baseline|c175-s1|openai-small|Leapsome", "prompt": "c175-s1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already thinking about performance management and employee development, choose **Leapsome**."}, {"id": "mai-20260917-1752-baseline|c175-s1|openai-small|Perdoo", "prompt": "c175-s1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **pure OKR tool**, look at **Perdoo** or **Weekdone** first."}, {"id": "mai-20260917-1752-baseline|c175-s1|openai-small|Weekdone", "prompt": "c175-s1", "model": "openai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a **pure OKR tool**, look at **Perdoo** or **Weekdone** first."}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|OKRs Tool", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quick Pick:** Start with **OKRs Tool** for most small B2B setups—affordable flat rate, high small-biz praise"}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|Tability", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-ranked in hands-on benchmarks for frictionless use + check-ins."}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|Weekdone", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for weekly planning + OKRs; startup-friendly."}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|Perdoo", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pure OKR focus with KPIs; scales well."}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|Mooncamp", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clean UX for growing SMBs; won't outgrow it."}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|Asana/ClickUp", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Asana/ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "free tiers, but OKRs via goals/templates—overkill if not using PM features"}, {"id": "mai-20260917-1752-baseline|c175-s1|xai-small|SugarOKR", "prompt": "c175-s1", "model": "xai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "SugarOKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free options like **SugarOKR** (unlimited free) for testing."}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|Tability", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently ranked as a top overall tool (4.5–4.6/5). It’s AI-assisted, easy to set up, and designed for teams under 50."}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|Perdoo", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Clean, purpose-built OKR platform with strong KPI integration."}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|Teamflect", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your team lives in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|OKRs Tool", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you want predictable costs and no seat minimums."}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|Weekdone", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want a lightweight tool that emphasizes accountability and weekly reporting."}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|Lattice", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if you want a single platform for goals and people management."}, {"id": "mai-20260917-1752-baseline|c175-s1|zai-small|15Five", "prompt": "c175-s1", "model": "zai-small", "cat": "goals-and-okrs", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Embeds OKRs into weekly check-ins, making it ideal for teams that want a recurring manager–employee rhythm."}, {"id": "mai-20260917-1752-baseline|c175-s2|alibaba-small|Asana", "prompt": "c175-s2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Choice: **Asana**"}, {"id": "mai-20260917-1752-baseline|c175-s2|alibaba-small|Tability", "prompt": "c175-s2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Pure\" OKR Tool: **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-s2|alibaba-small|Monday.com", "prompt": "c175-s2", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Most Flexible \"Work OS\": **Monday.com**"}, {"id": "mai-20260917-1752-baseline|c175-s2|anthropic-small|15Five", "prompt": "c175-s2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**15Five** - strong for OKRs and employee engagement"}, {"id": "mai-20260917-1752-baseline|c175-s2|anthropic-small|Lattice", "prompt": "c175-s2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lattice** - comprehensive goal and performance management"}, {"id": "mai-20260917-1752-baseline|c175-s2|anthropic-small|Monday.com", "prompt": "c175-s2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Monday.com** - flexible with goal tracking capabilities"}, {"id": "mai-20260917-1752-baseline|c175-s2|anthropic-small|Asana", "prompt": "c175-s2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Asana** - good for goals integrated with project management"}, {"id": "mai-20260917-1752-baseline|c175-s2|anthropic-small|Ally", "prompt": "c175-s2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Ally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ally** - newer platform focused on goal alignment"}, {"id": "mai-20260917-1752-baseline|c175-s2|anthropic-small|Gtmhub", "prompt": "c175-s2", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gtmhub** - specialized in OKR management"}, {"id": "mai-20260917-1752-baseline|c175-s2|challenger-small|Tability", "prompt": "c175-s2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Tability** or **Weekdone** as the safest starting point, with **Tability** as the best fit"}, {"id": "mai-20260917-1752-baseline|c175-s2|challenger-small|Weekdone", "prompt": "c175-s2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Weekdone** is positioned for small and midsize businesses that want to set company objectives"}, {"id": "mai-20260917-1752-baseline|c175-s2|challenger-small|15Five", "prompt": "c175-s2", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** is also a good option for SMBs"}, {"id": "mai-20260917-1752-baseline|c175-s2|deepseek-small|Tability", "prompt": "c175-s2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tability** is my top recommendation"}, {"id": "mai-20260917-1752-baseline|c175-s2|deepseek-small|Mooncamp", "prompt": "c175-s2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Mooncamp** and **Perdoo** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c175-s2|deepseek-small|Perdoo", "prompt": "c175-s2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perdoo — Best if structure matters"}, {"id": "mai-20260917-1752-baseline|c175-s2|deepseek-small|SugarOKR", "prompt": "c175-s2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "SugarOKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget/free option — SugarOKR ... worth looking at if you want zero cost to start"}, {"id": "mai-20260917-1752-baseline|c175-s2|deepseek-small|Weekdone", "prompt": "c175-s2", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "weekly check-ins, which Tability and Weekdone handle especially well"}, {"id": "mai-20260917-1752-baseline|c175-s2|google-small|Tability", "prompt": "c175-s2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Modern B2B Startups: **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-s2|google-small|Weekdone", "prompt": "c175-s2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Service-Based B2Bs & Agencies: **Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-s2|google-small|ClickUp", "prompt": "c175-s2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Eliminating \"Tool Fatigue\": **ClickUp** or **Asana**"}, {"id": "mai-20260917-1752-baseline|c175-s2|google-small|Asana", "prompt": "c175-s2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both ClickUp and Asana have dedicated, native **Goals modules**"}, {"id": "mai-20260917-1752-baseline|c175-s2|google-small|Profit.co", "prompt": "c175-s2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Want to Tie Goals to Performance Reviews: **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-s2|google-small|Perdoo", "prompt": "c175-s2", "model": "google-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "generous free tiers for very small teams (usually up to 5 users, such as Profit.co and Perdoo)"}, {"id": "mai-20260917-1752-baseline|c175-s2|meta-small|Weekdone", "prompt": "c175-s2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Weekdone - suitable for small teams (under 50 employees) that want a lightweight OKR + weekly status tool."}, {"id": "mai-20260917-1752-baseline|c175-s2|meta-small|Tability", "prompt": "c175-s2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tability - a dedicated goal management tool that is simple and focused on goals."}, {"id": "mai-20260917-1752-baseline|c175-s2|meta-small|SugarOKR", "prompt": "c175-s2", "model": "meta-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SugarOKR - a straightforward goal setting platform that helps teams define, align, and track goals without unnecessary complexity."}, {"id": "mai-20260917-1752-baseline|c175-s2|minimax-small|Tability", "prompt": "c175-s2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Tability** or **Leapsome** as top choices"}, {"id": "mai-20260917-1752-baseline|c175-s2|minimax-small|Leapsome", "prompt": "c175-s2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend **Tability** or **Leapsome** as top choices"}, {"id": "mai-20260917-1752-baseline|c175-s2|minimax-small|HubSpot Goals", "prompt": "c175-s2", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "HubSpot Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot Goals** being particularly well-suited if you're already using HubSpot for CRM"}, {"id": "mai-20260917-1752-baseline|c175-s2|mistral-small|Weekdone", "prompt": "c175-s2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend considering **Weekdone** as a goal management platform"}, {"id": "mai-20260917-1752-baseline|c175-s2|mistral-small|Falen", "prompt": "c175-s2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Falen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other lightweight options to consider ... include **Falen**"}, {"id": "mai-20260917-1752-baseline|c175-s2|mistral-small|SugarOKR", "prompt": "c175-s2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other lightweight options to consider ... **SugarOKR**"}, {"id": "mai-20260917-1752-baseline|c175-s2|mistral-small|OKRs Tool", "prompt": "c175-s2", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or the free tier of **OKRs Tool**—all are suitable for teams under 30 people"}, {"id": "mai-20260917-1752-baseline|c175-s2|moonshot-small|Tability", "prompt": "c175-s2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams ... **Tability** is particularly well-suited"}, {"id": "mai-20260917-1752-baseline|c175-s2|moonshot-small|OKRs Tool", "prompt": "c175-s2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option ... Cheapest real option with flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c175-s2|moonshot-small|Pipedrive", "prompt": "c175-s2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pipedrive** if your primary focus is sales pipeline and revenue goals"}, {"id": "mai-20260917-1752-baseline|c175-s2|moonshot-small|HubSpot (Free CRM + Sales Hub)", "prompt": "c175-s2", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "HubSpot (Free CRM + Sales Hub)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines goal management with CRM, marketing, and service tools in one platform"}, {"id": "mai-20260917-1752-baseline|c175-s2|openai-small|Profit.co", "prompt": "c175-s2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company focused on OKRs:** **Profit.co**"}, {"id": "mai-20260917-1752-baseline|c175-s2|openai-small|Asana", "prompt": "c175-s2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want goals + project execution in one place:** **Asana**"}, {"id": "mai-20260917-1752-baseline|c175-s2|openai-small|Lattice", "prompt": "c175-s2", "model": "openai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want goals tied to performance management:** **Lattice**"}, {"id": "mai-20260917-1752-baseline|c175-s2|xai-small|ClickUp", "prompt": "c175-s2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "ClickUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend ClickUp as the top goal management platform."}, {"id": "mai-20260917-1752-baseline|c175-s2|xai-small|Asana", "prompt": "c175-s2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Goals locked behind higher tier; less sales-specific"}, {"id": "mai-20260917-1752-baseline|c175-s2|xai-small|Monday.com", "prompt": "c175-s2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost for automations/time tracking"}, {"id": "mai-20260917-1752-baseline|c175-s2|xai-small|Weekdone", "prompt": "c175-s2", "model": "xai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team prioritizes pure OKRs with weekly check-ins, Weekdone is a lightweight alternative"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|Monday.com", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Monday.com** is a strong first choice"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|Asana", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B shop, **Monday.com** or **Asana** paired with a lightweight CRM ... is usually the sweet spot"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|HubSpot Sales Hub", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comes with built‑in goal tracking, reporting, and automation"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|Pipedrive", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams that prefer a simple, deal‑centric CRM with optional goal modules"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|Salesforce", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native integrations with HubSpot, Pipedrive, Salesforce, and many others"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|SugarOKR", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Companies that want a pure OKR tool with minimal “bells and whistles.”"}, {"id": "mai-20260917-1752-baseline|c175-s2|zai-small|Trello", "prompt": "c175-s2", "model": "zai-small", "cat": "goals-and-okrs", "variant": "paraphrase", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams that already rely on Trello for visual kanban and want Asana for deeper goal reporting"}, {"id": "mai-20260917-1752-baseline|c175-s3|alibaba-small|Tability", "prompt": "c175-s3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Winner: Tability ... Tability is often cited as having the lowest setup friction."}, {"id": "mai-20260917-1752-baseline|c175-s3|alibaba-small|OKRs Tool", "prompt": "c175-s3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget & Flat-Rate Pricing **Winner: OKRs Tool**"}, {"id": "mai-20260917-1752-baseline|c175-s3|alibaba-small|Weekdone", "prompt": "c175-s3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Remote & Distributed Teams **Winner: Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-s3|alibaba-small|Teamflect", "prompt": "c175-s3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Tier & Engineering Teams **Winner: Teamflect**"}, {"id": "mai-20260917-1752-baseline|c175-s3|alibaba-small|SugarOKR", "prompt": "c175-s3", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Forever Free\" Option **Winner: SugarOKR**"}, {"id": "mai-20260917-1752-baseline|c175-s3|anthropic-small|Weekdone", "prompt": "c175-s3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Weekdone is OKR software focused on goal tracking, weekly status reporting, and team alignment... which is exactly why it works for smaller teams."}, {"id": "mai-20260917-1752-baseline|c175-s3|anthropic-small|Tability", "prompt": "c175-s3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tability is best for startups and small teams who want lightweight, AI-assisted goal tracking without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c175-s3|anthropic-small|Profit.co", "prompt": "c175-s3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Profit.co offers the most complete free OKR plan on the market in 2026"}, {"id": "mai-20260917-1752-baseline|c175-s3|anthropic-small|OKRs Tool", "prompt": "c175-s3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OKRs Tool is purpose-built for startups and small teams that want clear alignment without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c175-s3|anthropic-small|Mooncamp", "prompt": "c175-s3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mooncamp is built for scale but easy to start with"}, {"id": "mai-20260917-1752-baseline|c175-s3|anthropic-small|Perdoo", "prompt": "c175-s3", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Weekdone and Perdoo offer free tiers for very small teams (3-5 users)"}, {"id": "mai-20260917-1752-baseline|c175-s3|challenger-small|Tability", "prompt": "c175-s3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Tability** if you want the simplest modern OKR tool and care most about speed and low overhead"}, {"id": "mai-20260917-1752-baseline|c175-s3|challenger-small|Weekdone", "prompt": "c175-s3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Weekdone** if your team wants recurring weekly check-ins and a cadence-oriented workflow"}, {"id": "mai-20260917-1752-baseline|c175-s3|challenger-small|Perdoo", "prompt": "c175-s3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Perdoo** if you want more formal alignment, KPI tracking, and strategy mapping"}, {"id": "mai-20260917-1752-baseline|c175-s3|challenger-small|Mooncamp", "prompt": "c175-s3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Mooncamp** if you want a dedicated OKR workspace that can grow with a small company"}, {"id": "mai-20260917-1752-baseline|c175-s3|challenger-small|Profit.co", "prompt": "c175-s3", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Profit.co** if you expect to expand from OKRs into performance management"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|Tability", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability is the cheapest paid option with no seat minimum"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|Perdoo", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Under 6 people, Perdoo and Weekdone's free plans are hard to beat"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|Weekdone", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dead-simple weekly cadence for very small teams | **Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|Mooncamp", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Plan to scale to mid-market | **Mooncamp**"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|OKRs Tool", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OKRs Tool offers the most predictable flat-rate path as you grow"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|Lattice", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it has a ~$4,000/year minimum, so pricey for tiny teams"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|15Five", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "embeds OKRs in a manager-employee weekly check-in rhythm"}, {"id": "mai-20260917-1752-baseline|c175-s3|deepseek-small|Profit.co", "prompt": "c175-s3", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "has a generous free tier for up to 5 users with cascading goals"}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|Tability", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a budget but want a low-maintenance habit builder:** Go with **Tability**."}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|Perdoo", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are completely bootstrapped:** Start with **Perdoo\\u2019s** free tier"}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|OKRs Tool", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a flat rate that doesn't increase as you hire:** Go with **OKRs Tool** ($49/month flat)."}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|Teamflect", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team lives in Microsoft Teams:** Use **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|Mooncamp", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern UX & Customization"}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|Asana", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These platforms lack specialized OKR logic."}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|ClickUp", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These platforms lack specialized OKR logic."}, {"id": "mai-20260917-1752-baseline|c175-s3|google-small|Notion", "prompt": "c175-s3", "model": "google-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These platforms lack specialized OKR logic."}, {"id": "mai-20260917-1752-baseline|c175-s3|meta-small|Tability", "prompt": "c175-s3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability - Best for small teams on a tight budget that can live with rough edges."}, {"id": "mai-20260917-1752-baseline|c175-s3|meta-small|OKRs Tool", "prompt": "c175-s3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OKRs Tool - Best for small teams that want a lot of features for very little money."}, {"id": "mai-20260917-1752-baseline|c175-s3|meta-small|Mooncamp", "prompt": "c175-s3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mooncamp - Best for growing small businesses."}, {"id": "mai-20260917-1752-baseline|c175-s3|meta-small|SugarOKR", "prompt": "c175-s3", "model": "meta-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "SugarOKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SugarOKR - Best free option for unlimited users."}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|Synergita", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "start with **Teamflect** (free up to 10 users) or **Synergita** (free up to 3 users)"}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|Tability", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tability** ranks highest in recent reviews for ease of use and AI features"}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|Perdoo", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perdoo** is best for teams that need strong visual strategy mapping"}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|Profit.co", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Task-driven teams** | Profit.co"}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|Weekdone", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Simplicity** | Weekdone"}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|OKRs Tool", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Budget-tight** | OKRs Tool ($49/month flat)"}, {"id": "mai-20260917-1752-baseline|c175-s3|minimax-small|Teamflect", "prompt": "c175-s3", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "start with **Teamflect** (free up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|Tability", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Tability** or **OKRs Tool** are top picks for balancing cost, ease of use, and features."}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|OKRs Tool", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Tability** or **OKRs Tool** are top picks"}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|Perdoo", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a free option, **Perdoo** or **Weekdone** are solid choices."}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|Weekdone", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a free option, **Perdoo** or **Weekdone** are solid choices."}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|Teamflect", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're deep in Microsoft Teams, **Teamflect** is worth a look."}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|15Five", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "15Five and Lattice offer broader performance management"}, {"id": "mai-20260917-1752-baseline|c175-s3|mistral-small|Lattice", "prompt": "c175-s3", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More comprehensive HR suite, but higher cost."}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|Tability", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For pure OKR focus:** Start with **Tability** (best UX, lowest friction)"}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|Perdoo", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Perdoo** (if you have ≤5 people and want free)"}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|Weekdone", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Development has reportedly stalled since 2023"}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|OKRs Tool", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**On a tight budget:** **OKRs Tool** ($49 flat) is unbeatable for 5-10 person teams"}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|ClickUp", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly customizable but can be overwhelming"}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|Notion", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Requires manual setup (no native OKR workflow)"}, {"id": "mai-20260917-1752-baseline|c175-s3|moonshot-small|Asana", "prompt": "c175-s3", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **ClickUp Goals**, **Notion databases**, or **Asana Goals** initially"}, {"id": "mai-20260917-1752-baseline|c175-s3|openai-small|Perdoo", "prompt": "c175-s3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Smallest team / simplest setup:** **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s3|openai-small|Weekdone", "prompt": "c175-s3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Team wants weekly check-ins and more operational rhythm:** **Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-s3|openai-small|Workboard", "prompt": "c175-s3", "model": "openai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Workboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually less attractive for a small team unless you need advanced strategy/execution features."}, {"id": "mai-20260917-1752-baseline|c175-s3|xai-small|Tability", "prompt": "c175-s3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most polished/lightweight with strong AI (drafting, risk flags) & nudges to ensure updates."}, {"id": "mai-20260917-1752-baseline|c175-s3|xai-small|OKRs Tool", "prompt": "c175-s3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best value for 10-30 people."}, {"id": "mai-20260917-1752-baseline|c175-s3|xai-small|Perdoo", "prompt": "c175-s3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unique strategy maps link high-level to OKRs; adds performance layer (1:1s, surveys)."}, {"id": "mai-20260917-1752-baseline|c175-s3|xai-small|Weekdone", "prompt": "c175-s3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free tier smallest; development feels stalled per some reviews. Less AI, more basic alignment."}, {"id": "mai-20260917-1752-baseline|c175-s3|xai-small|Google Sheets", "prompt": "c175-s3", "model": "xai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or Google Sheets for zero cost... Free, fully custom, but no automations/nudges."}, {"id": "mai-20260917-1752-baseline|c175-s3|zai-small|Tability", "prompt": "c175-s3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability (Best Overall for Small Teams) ... currently ranked as the top choice for small teams"}, {"id": "mai-20260917-1752-baseline|c175-s3|zai-small|Mooncamp", "prompt": "c175-s3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mooncamp (Best for User Experience & Growth)"}, {"id": "mai-20260917-1752-baseline|c175-s3|zai-small|Perdoo", "prompt": "c175-s3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perdoo (Best for Structure & Strategy)"}, {"id": "mai-20260917-1752-baseline|c175-s3|zai-small|OKRs Tool", "prompt": "c175-s3", "model": "zai-small", "cat": "goals-and-okrs", "variant": "comparative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OKRs Tool (Best for Budget-Conscious Teams)"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Gainsight", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Gainsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "less expensive than enterprise giants (like Gainsight or Lattice)"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Lattice", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less expensive than enterprise giants (like Gainsight or Lattice)"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Pingboard", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Want the absolute lowest cost and simplest setup | **Pingboard** (Free tier available)"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Workpath", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Workpath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It has a specific \"Startup Plan\" designed to help early-stage companies scale their OKR implementation."}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|ClickUp", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Need to track tasks AND goals in one place | **ClickUp** (Free tier available)"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Asana", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Asana created a specific **\"Goals\" module** within its task view"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Notion", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Like building systems from scratch | **Notion** (Free tier available)"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Trello", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The standard Trello plan is $0 for individuals/small teams."}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Google Sheets", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider starting with **Google Sheets**"}, {"id": "mai-20260917-1752-baseline|c175-s4|alibaba-small|Excel", "prompt": "c175-s4", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Just want to avoid paying anything | **Google Sheets / Excel**"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|Sugar OKR", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Sugar OKR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, Sugar OKR stands out because it has truly unlimited users at no cost"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|Teamflect", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free for up to 10 users with full features if your team runs on Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|BOJA", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "BOJA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small bootstrapped teams that want a free, functional OKR tracker with minimal setup"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|OKRs Tool", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "($30/month flat) ... offer AI-powered OKR support at affordable prices"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|Tability", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tability ($4–8/user/month) offer AI-powered OKR support at affordable prices"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|Perdoo", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "excellent choices for smaller businesses focusing on ease of use and employee engagement"}, {"id": "mai-20260917-1752-baseline|c175-s4|anthropic-small|Paycor", "prompt": "c175-s4", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Perdoo and Paycor are excellent choices for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c175-s4|challenger-small|Tability", "prompt": "c175-s4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value:** **Tability**. Multiple reviews rank it at or near the top for small teams"}, {"id": "mai-20260917-1752-baseline|c175-s4|challenger-small|OKRs Tool", "prompt": "c175-s4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cheapest paid flat-rate option:** **OKRs Tool**"}, {"id": "mai-20260917-1752-baseline|c175-s4|challenger-small|Perdoo", "prompt": "c175-s4", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free option:** **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s4|deepseek-small|OKRs Tool", "prompt": "c175-s4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OKRs Tool at a flat $49/month** is the best value pick"}, {"id": "mai-20260917-1752-baseline|c175-s4|deepseek-small|Synergita", "prompt": "c175-s4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free plan ... best starter option for early-stage startups"}, {"id": "mai-20260917-1752-baseline|c175-s4|deepseek-small|Cascade Strategy", "prompt": "c175-s4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Cascade Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free tier for a small exec team"}, {"id": "mai-20260917-1752-baseline|c175-s4|deepseek-small|Perdoo", "prompt": "c175-s4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"pure play\" OKR tool ... Note that paid plans reportedly require a 10-user minimum."}, {"id": "mai-20260917-1752-baseline|c175-s4|deepseek-small|Lattice", "prompt": "c175-s4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "around **$4,000/year** (best avoided on a tight budget)"}, {"id": "mai-20260917-1752-baseline|c175-s4|deepseek-small|Leapsome", "prompt": "c175-s4", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Watch these pricing traps ... **Leapsome** — around **$6,000/year**"}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|Teamflect", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use Microsoft 365 and have <10 people: Use Teamflect (completely free, zero-friction adoption)."}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|Perdoo", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have <5 people and don't use Microsoft: Use Perdoo (for clean strategy mapping)"}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|Profit.co", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Profit.co (if you want tasks and OKRs in one place)"}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|Weekdone", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The 3-user limit is tiny. Moving to a paid plan is expensive"}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|OKRs Tool", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have 10 to 50 people: Buy the OKRs Tool Scale plan ($49/month flat)."}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|Synergita", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "At $3/user/month, Synergita is one of the most affordable paid platforms."}, {"id": "mai-20260917-1752-baseline|c175-s4|google-small|Tability", "prompt": "c175-s4", "model": "google-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want premium AI features and a beautiful interface: Pay $6/user/month for Tability."}, {"id": "mai-20260917-1752-baseline|c175-s4|meta-small|OKRs Tool", "prompt": "c175-s4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best OKR software for a small company with a tight budget is OKRs Tool and Tability"}, {"id": "mai-20260917-1752-baseline|c175-s4|meta-small|Tability", "prompt": "c175-s4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is OKRs Tool and Tability, as they offer AI-powered OKR support at affordable prices"}, {"id": "mai-20260917-1752-baseline|c175-s4|meta-small|Simple OKR", "prompt": "c175-s4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Simple OKR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options include Simple OKR at $49.99/month flat rate"}, {"id": "mai-20260917-1752-baseline|c175-s4|meta-small|Synergita", "prompt": "c175-s4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Synergita at $3/user/month"}, {"id": "mai-20260917-1752-baseline|c175-s4|meta-small|Perdoo", "prompt": "c175-s4", "model": "meta-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Perdoo is also a good option as it offers a free tier"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Profit.co", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Profit.co** or **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Perdoo", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Profit.co** or **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Range", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Range", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Range** - Best for Collaboration"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Teamflect", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teamflect** - Most Generous Free Tier"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Weekdone", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Weekdone** - Best for Simple Implementation"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Tability", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tability** - Free for up to 5 users, then from $9/user/month"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|BOJA OKR", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "BOJA OKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BOJA OKR** - Free, no-frills platform with minimal setup"}, {"id": "mai-20260917-1752-baseline|c175-s4|minimax-small|Atlassian Goals", "prompt": "c175-s4", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Atlassian Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Included with Atlassian cloud plans (if you already use Atlassian)"}, {"id": "mai-20260917-1752-baseline|c175-s4|mistral-small|OKRs Tool", "prompt": "c175-s4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best OKR software for a small company with a tight budget is **OKRs Tool** or **Tability**"}, {"id": "mai-20260917-1752-baseline|c175-s4|mistral-small|Tability", "prompt": "c175-s4", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tability** is also recommended for small teams, with pricing starting at $4–$8/user/month"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|OKRs Tool", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. OKRs Tool** — Best for Tightest Budgets"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Teamflect", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have ≤10 people:** Start with **Teamflect** (free)"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Tability", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Tability** — Best Balance of Features & Price"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Perdoo", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Perdoo** (free for 10 users)"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Koan", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Koan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Koan | Up to 10 users | Teams focused on reflection & weekly rituals"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Weekdone", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Weekdone | Up to 3–5 users"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Profit.co", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Profit.co | Up to 5 users | Advanced goal cascading"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|ONES.com", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "ONES.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ONES.com | Up to 30 users"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Google Sheets", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "you can also start with **Google Sheets**"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Notion", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Notion**, or **Asana Goals** before investing in dedicated OKR software"}, {"id": "mai-20260917-1752-baseline|c175-s4|moonshot-small|Asana Goals", "prompt": "c175-s4", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Asana Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Asana Goals** before investing in dedicated OKR software"}, {"id": "mai-20260917-1752-baseline|c175-s4|openai-small|Profit.co", "prompt": "c175-s4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Profit.co\\u2019s free plan**"}, {"id": "mai-20260917-1752-baseline|c175-s4|openai-small|Perdoo", "prompt": "c175-s4", "model": "openai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perdoo** is a strong alternative: it\\u2019s **free for up to 5 users**"}, {"id": "mai-20260917-1752-baseline|c175-s4|xai-small|SugarOKR", "prompt": "c175-s4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SugarOKR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **SugarOKR (Free Forever, Unlimited Users)**"}, {"id": "mai-20260917-1752-baseline|c175-s4|xai-small|OKRs Tool", "prompt": "c175-s4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OKRs Tool** (Free for 1-5 users; $49/month flat for 6-50 users)"}, {"id": "mai-20260917-1752-baseline|c175-s4|xai-small|Perdoo", "prompt": "c175-s4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perdoo** (Free for up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c175-s4|xai-small|Weekdone", "prompt": "c175-s4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Weekdone** (Free for up to 3 users)"}, {"id": "mai-20260917-1752-baseline|c175-s4|xai-small|Tability", "prompt": "c175-s4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trial only | ~$60-100/mo | AI features | Top-ranked (4.5/5) but not free"}, {"id": "mai-20260917-1752-baseline|c175-s4|xai-small|Google Sheets", "prompt": "c175-s4", "model": "xai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Sheets (free) with OKR templates\\u2014works for ultra-tight budgets but lacks automation/collaboration."}, {"id": "mai-20260917-1752-baseline|c175-s4|zai-small|Perdoo", "prompt": "c175-s4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Try Perdoo first** (free up to 5 users) – it's polished, easy to use, and has a clear free tier."}, {"id": "mai-20260917-1752-baseline|c175-s4|zai-small|OKRs Tool", "prompt": "c175-s4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need flat pricing for more than 5 users:** **OKRs Tool** at $49/month (unlimited users) is hard to beat."}, {"id": "mai-20260917-1752-baseline|c175-s4|zai-small|Tability", "prompt": "c175-s4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want the absolute lowest per-user cost:** **Tability** at $6/user (annual billing)."}, {"id": "mai-20260917-1752-baseline|c175-s4|zai-small|Weekdone", "prompt": "c175-s4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want weekly PPP-style accountability:** **Weekdone** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c175-s4|zai-small|Mooncamp", "prompt": "c175-s4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you prioritize UX and modern design:** **Mooncamp** offers the best user experience."}, {"id": "mai-20260917-1752-baseline|c175-s4|zai-small|SimpleOKR", "prompt": "c175-s4", "model": "zai-small", "cat": "goals-and-okrs", "variant": "budget", "raw": "SimpleOKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Minimalist design, no configuration overhead, flat pricing."}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|Perdoo", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Several tools require a minimum number of licenses (e.g., Perdoo requires ~10...)"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|Lattice", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lattice ~$4k/yr ... Check the fine print"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|Leapsome", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Leapsome ~$6k/yr). Check the fine print"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|Tability", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tability** (lightweight, low friction, ~$6/user)"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|OKRs Tool", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**OKRs Tool** (flat ~$49/mo for up to 50 users)"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|Weekdone", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Weekdone** (small-team cadence)"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|Mooncamp", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mooncamp**"}, {"id": "mai-20260917-1752-baseline|c175-s5|deepseek-small|SugarOKR", "prompt": "c175-s5", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "SugarOKR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SugarOKR** (free)"}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Tability", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tability: Extremely popular for small-to-mid companies. It has excellent AI drafting tools, intuitive visual dashboards, and strong automated reminders."}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Perdoo", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if your team is entirely new to the OKR methodology."}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Weekdone", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A classic option for small teams that combines quarterly OKRs with simple weekly status reports"}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Teamflect", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company runs on MS Teams and Outlook, Teamflect integrates seamlessly into your existing hub."}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Atlassian Goals", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Atlassian Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(for Jira-heavy teams): If your company is heavily product/engineering-led and already relies on Jira"}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Lattice", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They might feel like \"too much software\" if you *only* want to track quarterly goals"}, {"id": "mai-20260917-1752-baseline|c175-s5|google-small|Leapsome", "prompt": "c175-s5", "model": "google-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "They might feel like \"too much software\" if you *only* want to track quarterly goals"}, {"id": "mai-20260917-1752-baseline|c175-s5|meta-small|OKRs Tool", "prompt": "c175-s5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best OKR software for a 30-person company would be OKRs Tool, which is 100% free for 1-5 users and $49/month for 6-50 users."}, {"id": "mai-20260917-1752-baseline|c175-s5|meta-small|Tability", "prompt": "c175-s5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Tability, Weekdone, Craft.io, and Range"}, {"id": "mai-20260917-1752-baseline|c175-s5|meta-small|Weekdone", "prompt": "c175-s5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Tability, Weekdone, Craft.io, and Range"}, {"id": "mai-20260917-1752-baseline|c175-s5|meta-small|Craft.io", "prompt": "c175-s5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Craft.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Tability, Weekdone, Craft.io, and Range"}, {"id": "mai-20260917-1752-baseline|c175-s5|meta-small|Range", "prompt": "c175-s5", "model": "meta-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Range", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Tability, Weekdone, Craft.io, and Range, which offer various features"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|Perdoo", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Perdoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular OKR Tools to Consider - **Perdoo**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|Weekdone", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Weekdone**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|Gtmhub", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gtmhub**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|15Five", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|Asana Goals", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Asana Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Asana Goals**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|ClickUp Goals", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "ClickUp Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ClickUp Goals**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|WorkBoard", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**WorkBoard**"}, {"id": "mai-20260917-1752-baseline|c175-s5|mistral-small|Ally.io", "prompt": "c175-s5", "model": "mistral-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Ally.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ally.io**"}, {"id": "mai-20260917-1752-baseline|c175-s5|xai-small|OKRs Tool", "prompt": "c175-s5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **OKRs Tool** | Fast launch, flat pricing | ~$49-100/mo flat | 4.8+ | AI insights, Slack/Teams check-ins; scales to 200. |"}, {"id": "mai-20260917-1752-baseline|c175-s5|xai-small|Mooncamp", "prompt": "c175-s5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Mooncamp** | Growing SMBs, alignment | ~$200-250/mo (€7/user) | 4.8 | Flexible hierarchies, Teams integration. |"}, {"id": "mai-20260917-1752-baseline|c175-s5|xai-small|Tability", "prompt": "c175-s5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Tability** | AI-heavy, affordable | ~$100-200/mo | 4.5 | Dashboards out-of-box; generous free tier. |"}, {"id": "mai-20260917-1752-baseline|c175-s5|xai-small|Profit.co", "prompt": "c175-s5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Profit.co** | +Performance mgmt | ~$250-300/mo ($9/user) | 4.7 | AI strategy, but check UI speed. |"}, {"id": "mai-20260917-1752-baseline|c175-s5|xai-small|Teamflect", "prompt": "c175-s5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Teamflect** | MS Teams users | Free up to 10; ~$150/mo | High | Lightweight, cascading in Teams. |"}, {"id": "mai-20260917-1752-baseline|c175-s5|xai-small|Quantive", "prompt": "c175-s5", "model": "xai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Quantive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Common Pitfalls: Skip tools needing heavy config (e.g., Quantive for enterprises)"}, {"id": "mai-20260917-1752-baseline|c175-s5|zai-small|Tability", "prompt": "c175-s5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Tability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can help you compare specific tools (e.g., Tability, Mooncamp, Weekdone, etc.) against this framework"}, {"id": "mai-20260917-1752-baseline|c175-s5|zai-small|Mooncamp", "prompt": "c175-s5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can help you compare specific tools (e.g., Tability, Mooncamp, Weekdone, etc.) against this framework"}, {"id": "mai-20260917-1752-baseline|c175-s5|zai-small|Weekdone", "prompt": "c175-s5", "model": "zai-small", "cat": "goals-and-okrs", "variant": "scale", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can help you compare specific tools (e.g., Tability, Mooncamp, Weekdone, etc.) against this framework"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Ally.io", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid them entirely... **Ally.io** (Discontinued/Shut Down)"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Koan", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Koan** (Shut down/Absorbed)"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|7Geese", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**7Geese** (Shut down)"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Gtmhub", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Gtmhub** (Standalone version ceased; rebranded to Quantive and subsequently acquired."}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Betterworks", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "reviews consistently flag it as **\"Not for small business\"**"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Cascade Strategy", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Cascade Strategy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "this is a heavy-duty portfolio management tool... often provides too much \"structure\" for a lean startup"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Workboard", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "its pricing model and feature set are frequently geared toward mid-market and enterprise growth rather than early-stage small businesses"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Asana", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to be cautious: These tools are designed to track *tasks*... do not expect the task manager alone to drive a successful OKR culture."}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Monday.com", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pure Task Managers Used *Only* for OKRs (The \"Trap\")"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|ClickUp", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "These tools generally lack specific OKR workflows"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Jira", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "try to save money by using their existing project management tools (like **Asana**, **Monday.com**, **ClickUp**, or **Jira**) to hold OKRs"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Lattice", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "While highly rated, it has a steeper learning curve... the rollout can stall"}, {"id": "mai-20260917-1752-baseline|c175-s6|alibaba-small|Profit.co", "prompt": "c175-s6", "model": "alibaba-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "can suffer from a \"clunky\" user interface that makes daily updates feel like work"}, {"id": "mai-20260917-1752-baseline|c175-s6|anthropic-small|Ally.io", "prompt": "c175-s6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Ally.io was acquired by Microsoft in 2021 and became Viva Goals, which no longer exists."}, {"id": "mai-20260917-1752-baseline|c175-s6|anthropic-small|Viva Goals", "prompt": "c175-s6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "became Viva Goals, which no longer exists"}, {"id": "mai-20260917-1752-baseline|c175-s6|anthropic-small|Koan", "prompt": "c175-s6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Koan shut down in 2021."}, {"id": "mai-20260917-1752-baseline|c175-s6|anthropic-small|Lattice", "prompt": "c175-s6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller teams sometimes feel it's more platform than they really need."}, {"id": "mai-20260917-1752-baseline|c175-s6|anthropic-small|WorkBoard", "prompt": "c175-s6", "model": "anthropic-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's less suited to very small teams that just need a simple OKR tracker"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Betterworks", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-only platforms with high minimums or custom quotes ... Examples in the results include Betterworks"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Perdoo", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "tools with seat floors or annual minimums such as Perdoo, Lattice, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Lattice", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "tools with seat floors or annual minimums such as Perdoo, Lattice, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Leapsome", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools with seat floors or annual minimums such as Perdoo, Lattice, and Leapsome"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Ally.io", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools recommended from older lists that no longer exist as standalone products, such as Ally.io, Koan, 7Geese, and standalone Gtmhub"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Koan", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Koan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "no longer exist as standalone products, such as Ally.io, Koan, 7Geese, and standalone Gtmhub"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|7Geese", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "no longer exist as standalone products, such as Ally.io, Koan, 7Geese, and standalone Gtmhub"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Gtmhub", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "no longer exist as standalone products, such as Ally.io, Koan, 7Geese, and standalone Gtmhub"}, {"id": "mai-20260917-1752-baseline|c175-s6|challenger-small|Notion", "prompt": "c175-s6", "model": "challenger-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "for very small businesses, a shared doc, spreadsheet, or Notion page may be enough"}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Betterworks", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Betterworks** – The clearest \"avoid.\""}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|WorkBoard", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise sales motion, custom quotes, and complexity designed for thousands of employees. Not a fit for small teams."}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Quantive (formerly Gtmhub)", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive (formerly Gtmhub)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid discontinued/acquired products due to migration risk."}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Microsoft Viva Goals", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Microsoft **discontinued Viva Goals in 2025**. Avoid discontinued/acquired products"}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Weekdone", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Development has reportedly stalled since 2023. Avoid tools with no active development."}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Profit.co", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Repeatedly flagged for a slow, cluttered UI. It lacks transparency (custom quotes)"}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|OKRs Tool", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "start free—with a spreadsheet or a lightweight, flat-fee tool like OKRs Tool (~$49/mo flat)"}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Perdoo", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Perdoo (free up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c175-s6|deepseek-small|Mooncamp", "prompt": "c175-s6", "model": "deepseek-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Mooncamp—and only graduate to a dedicated platform"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|WorkBoard", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid:** Enterprise platforms like **WorkBoard** are built for massive, matrixed organizations and Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Betterworks", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid:** Platforms like **Betterworks** ... they maintain strict minimum seat counts"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Microsoft Viva Goals", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Microsoft Viva Goals** (formerly Ally.io) was officially retired."}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Quantive/Gtmhub", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive/Gtmhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Quantive** (formerly Gtmhub) ... was acquired by WorkBoard and is phased out as a standalone tool."}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Lattice", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overly \"Bloated\" HR & Performance Management Suites (e.g., Lattice, Culture Amp, or Profit.co) ... Why use caution"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Culture Amp", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overly \"Bloated\" HR & Performance Management Suites (e.g., Lattice, Culture Amp, or Profit.co)"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Profit.co", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even dedicated platforms like **Profit.co** have immense feature depth"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Jira Align", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Jira Align", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why to avoid:** Massive portfolio management tools like Jira Align attempt to map every single developer task directly to a corporate objective."}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Tability", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Lightweight, OKR-first tools** (like *Tability*, *Perdoo*, or *Weekdone*) that have flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Perdoo", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Lightweight, OKR-first tools** (like *Tability*, *Perdoo*, or *Weekdone*)"}, {"id": "mai-20260917-1752-baseline|c175-s6|google-small|Weekdone", "prompt": "c175-s6", "model": "google-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Lightweight, OKR-first tools** (like *Tability*, *Perdoo*, or *Weekdone*)"}, {"id": "mai-20260917-1752-baseline|c175-s6|meta-small|Betterworks", "prompt": "c175-s6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The OKR tools that a small business should avoid or be cautious about are:\n\n1. Betterworks (minimum 500 employees)"}, {"id": "mai-20260917-1752-baseline|c175-s6|meta-small|Weekdone", "prompt": "c175-s6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Weekdone (cheap, light, built on a weekly rhythm)"}, {"id": "mai-20260917-1752-baseline|c175-s6|meta-small|OKRs Tool", "prompt": "c175-s6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OKRs Tool (cost-effective, free tier available)"}, {"id": "mai-20260917-1752-baseline|c175-s6|meta-small|Cascade", "prompt": "c175-s6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Cascade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cascade (free tier available)"}, {"id": "mai-20260917-1752-baseline|c175-s6|meta-small|Mooncamp Essential", "prompt": "c175-s6", "model": "meta-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp Essential", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mooncamp Essential (€7/user/mo, about $8)"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Betterworks", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Betterworks** — Avoid Completely"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|WorkBoard", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**WorkBoard** — Overpowered for small teams, no public pricing, no free tier, no free trial"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Lattice", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Platforms** — Avoid ... **Lattice** — Only worth it if you already pay for Lattice performance management"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Perdoo", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Perdoo** — Better suited for larger organizations despite being popular"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Microsoft Viva Goals", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Microsoft Viva Goals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Retired December 31, 2025 with no replacement (major red flag)"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Quantive", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Quantive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Workboard/Quantive** — Acquired in May 2025, forcing customer migrations mid-strategy"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Google Sheets", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Google Sheets + a recurring 20-minute Monday slot** — at no cost beyond accounts you already have"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Tability", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Tability** — AI goal drafting, fast setup, $6-10/user (billed yearly)"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|OKRs Tool", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Flat $49/month for entire small team, unbeatable cost"}, {"id": "mai-20260917-1752-baseline|c175-s6|minimax-small|Mooncamp", "prompt": "c175-s6", "model": "minimax-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fastest cleanest first OKR cycle, €7/user/mo"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|WorkBoard", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Considered \"overpowered for small teams\"; No public pricing or free tier"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Betterworks", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Demo-gated with no published pricing - Designed for large-scale implementations"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Workpath", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Workpath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"Too heavy for most startups\""}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Lattice", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-focused with 4\\u20138 week implementation timelines"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Perdoo", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Perdoo: Minimum 5 paid seats, $3,000 annual contract minimum"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Mooncamp Enterprise", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "100 users minimum, $10,000 minimum for priority support"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Profit.co", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "best for \"OKR-mature teams\" and may overwhelm small businesses just starting out"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Leapsome", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "likely excessive for small teams"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|Weekdone", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free tiers | Weekdone (up to 3 users)"}, {"id": "mai-20260917-1752-baseline|c175-s6|moonshot-small|OKRs Tool", "prompt": "c175-s6", "model": "moonshot-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or OKRs Tool (up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Weekdone", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Weekdone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize simple, affordable options like spreadsheets, Weekdone, Tability, or OKRs Tool for quick setup and low overhead"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Tability", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize simple, affordable options like spreadsheets, Weekdone, Tability, or OKRs Tool"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|OKRs Tool", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "flat-rate like OKRs Tool ($49/month up to 50 users) is safer"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Betterworks", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Explicitly built for mid-market/enterprises (500+ employees); inaccessible and overkill for SMBs."}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|WorkBoard", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Dated UI and high cost make it impractical for small teams."}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Ally.io (now Microsoft Viva Goals)", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Ally.io (now Microsoft Viva Goals)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-only post-Microsoft acquisition, custom pricing... no small-team plans"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Perdoo", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Perdoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "reviews note it's relatively expensive for very small teams"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Lattice", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Watch for annual minimums (~$4K for Lattice), added costs for extras... and bloat if you only need OKRs"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|15Five", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "HR/performance suites where OKRs are just a module... bloat if you only need OKRs"}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Profit.co", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Cluttered UI, slow performance, custom quotes... overcomplicated for pure OKR tracking."}, {"id": "mai-20260917-1752-baseline|c175-s6|xai-small|Google Sheets", "prompt": "c175-s6", "model": "xai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "test free trials or start with Google Sheets"}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|Betterworks", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Do not use. It requires a custom quote and is priced for large-scale HR operations."}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|WorkBoard (formerly WorkBoardAI)", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "WorkBoard (formerly WorkBoardAI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Too complex and opaque for a small business budget."}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|Cascade Strategy", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Cascade Strategy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** While it has a free tier, Cascade is generally positioned as a mid-market to enterprise solution."}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|SunFish HR", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "SunFish HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** The learning curve and administrative overhead are too high."}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|Lattice (Goals & OKRs)", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Lattice (Goals & OKRs)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "this creates \"feature bloat\" that distracts from the actual OKRs"}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|Synergita", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Synergita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it operates on a per-user model ... this cost scales poorly compared to flat-fee alternatives"}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|Tability", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Tability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good software, but priced per user. If you hire aggressively, your software bill will balloon quickly."}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|15Five", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Also operates on a per-user basis. It is excellent for the \"Weekly Check-in\" habit, but the cost scales with headcount."}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|OKRs Tool", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "OKRs Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for **flat-fee** or **team-friendly** tools such as **OKRs Tool** (flat rate)"}, {"id": "mai-20260917-1752-baseline|c175-s6|zai-small|Mooncamp", "prompt": "c175-s6", "model": "zai-small", "cat": "goals-and-okrs", "variant": "negative", "raw": "Mooncamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "tools such as **OKRs Tool** (flat rate) or **Mooncamp**"}, {"id": "mai-20260917-1752-baseline|c176-l1|alibaba-small|Culture Amp", "prompt": "c176-l1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is widely considered the industry leader for enterprises because it integrates 360 reviews directly into engagement surveys."}, {"id": "mai-20260917-1752-baseline|c176-l1|alibaba-small|Betterworks", "prompt": "c176-l1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B company uses Objectives and Key Results (OKRs), Betterworks is a strong contender."}, {"id": "mai-20260917-1752-baseline|c176-l1|alibaba-small|Lattice", "prompt": "c176-l1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice has gained significant traction in large enterprises because it simplifies the complex process of performance management."}, {"id": "mai-20260917-1752-baseline|c176-l1|alibaba-small|Small Improvements", "prompt": "c176-l1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small Improvements focuses heavily on a continuous feedback loop coupled with peer recognition."}, {"id": "mai-20260917-1752-baseline|c176-l1|anthropic-small|Culture Amp", "prompt": "c176-l1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is recommended if you're an enterprise team that needs sophisticated analytics, industry benchmarking, and complex competency frameworks"}, {"id": "mai-20260917-1752-baseline|c176-l1|anthropic-small|Lattice", "prompt": "c176-l1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice is the right choice for growth-stage companies that want 360s integrated with their full performance management stack"}, {"id": "mai-20260917-1752-baseline|c176-l1|anthropic-small|WorkHuman (Conversations)", "prompt": "c176-l1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "WorkHuman (Conversations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WorkHuman combines check-ins, crowdsourced employee feedback, and recognition data to give managers a richer context for coaching and development"}, {"id": "mai-20260917-1752-baseline|c176-l1|challenger-small|Betterworks", "prompt": "c176-l1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice is **Betterworks** if you want 360-degree feedback tightly connected to performance management"}, {"id": "mai-20260917-1752-baseline|c176-l1|challenger-small|Culture Amp", "prompt": "c176-l1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** is the main alternative"}, {"id": "mai-20260917-1752-baseline|c176-l1|challenger-small|Lattice", "prompt": "c176-l1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is also a common fit for enterprise and scaling organizations"}, {"id": "mai-20260917-1752-baseline|c176-l1|challenger-small|Spidergap", "prompt": "c176-l1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best standalone 360 tool | **Spidergap** | Better if you only need dedicated 360 assessments"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|Culture Amp", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** and **Betterworks** are the strongest current picks"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|Betterworks", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Culture Amp** and **Betterworks** are the strongest current picks"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|Lattice", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is an excellent, slightly more approachable alternative"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|Qualtrics", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very large enterprises... More of a survey/research platform than a purpose-built 360 tool"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|Leapsome", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European organizations"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|Spidergap", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Spidergap (from ~$1,099/year) is praised for no-nonsense customization and ease of setup"}, {"id": "mai-20260917-1752-baseline|c176-l1|deepseek-small|EchoSpan", "prompt": "c176-l1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EchoSpan is ideal for coaches or single 360 projects (pay-per-review model)"}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Betterworks", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Goal-driven enterprises wanting to link 360 feedback directly to OKRs and business outcomes... Look at **Betterworks**."}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Qualtrics 360 Development (EmployeeXM)", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Qualtrics 360 Development (EmployeeXM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualtrics is the gold standard for data security, scale, and multi-language support."}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Culture Amp", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises prioritizing \"People Science,\" industry benchmarking, and team retention."}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Lattice", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Lattice** or **Leapsome**. Their modern interfaces ensure that busy software developers and sales reps will actually complete their reviews"}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Leapsome", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice and Leapsome are incredibly popular in modern B2B tech companies."}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Spidergap", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Spidergap is a focused alternative. It specializes strictly in 360-degree feedback."}, {"id": "mai-20260917-1752-baseline|c176-l1|google-small|Workday", "prompt": "c176-l1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Native HRIS modules (like Workday's built-in review tool) are notoriously clunky and suffer from low employee adoption."}, {"id": "mai-20260917-1752-baseline|c176-l1|meta-small|Betterworks", "prompt": "c176-l1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best 360-degree feedback tool for an enterprise B2B company is Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-l1|meta-small|Culture Amp", "prompt": "c176-l1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Culture Amp, which is the category leader for enterprise 360 feedback"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Betterworks", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Culture Amp", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Betterworks** or **Culture Amp** if you want a full performance management platform"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Lattice", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** (Best for Unified Performance Management)"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Qualtrics", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Qualtrics** if you need maximum configurability at scale"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Spidergap", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best dedicated standalone 360 tool (no HRIS required)"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|15Five", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for continuous performance + manager coaching"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Leapsome", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for connecting 360 to learning and goals"}, {"id": "mai-20260917-1752-baseline|c176-l1|minimax-small|Small Improvements", "prompt": "c176-l1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lightweight standalone option"}, {"id": "mai-20260917-1752-baseline|c176-l1|mistral-small|Betterworks", "prompt": "c176-l1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended as the best overall enterprise solution"}, {"id": "mai-20260917-1752-baseline|c176-l1|mistral-small|Culture Amp", "prompt": "c176-l1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized as the category leader for enterprise 360 feedback and engagement measurement"}, {"id": "mai-20260917-1752-baseline|c176-l1|mistral-small|Workhuman", "prompt": "c176-l1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workhuman** is also a solid alternative"}, {"id": "mai-20260917-1752-baseline|c176-l1|moonshot-small|Betterworks", "prompt": "c176-l1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **true enterprise B2B company**, I'd recommend **Betterworks** as the best choice"}, {"id": "mai-20260917-1752-baseline|c176-l1|moonshot-small|Culture Amp", "prompt": "c176-l1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** is an excellent alternative with a strong enterprise customer base."}, {"id": "mai-20260917-1752-baseline|c176-l1|moonshot-small|Lattice", "prompt": "c176-l1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mid-Market/Enterprise BU: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c176-l1|moonshot-small|Spidergap", "prompt": "c176-l1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Standalone 360 tool** (no full platform) | Spidergap or EchoSpan"}, {"id": "mai-20260917-1752-baseline|c176-l1|moonshot-small|EchoSpan", "prompt": "c176-l1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Standalone 360 tool** (no full platform) | Spidergap or EchoSpan"}, {"id": "mai-20260917-1752-baseline|c176-l1|openai-small|Culture Amp", "prompt": "c176-l1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most enterprise B2B companies:** **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c176-l1|openai-small|Qualtrics Employee Experience", "prompt": "c176-l1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you need deep enterprise workflow/configuration and broader EX/XM use cases:** **Qualtrics**"}, {"id": "mai-20260917-1752-baseline|c176-l1|openai-small|Leapsome", "prompt": "c176-l1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** is also a strong contender for 360-degree review cycles and continuous feedback"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Culture Amp", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** (Top Pick for Most B2B Enterprises)"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Qualtrics EmployeeXM", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Large-Scale, Highly Customizable Deployments"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Betterworks", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if OKRs/Performance Alignment is Key"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Lattice", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Contender for Integrated Performance"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|15Five", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Alternatives to consider**: 15Five (continuous feedback)"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Leapsome", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leapsome (L&D tie-in)"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Workhuman", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workhuman (recognition integration)"}, {"id": "mai-20260917-1752-baseline|c176-l1|xai-small|Spidergap", "prompt": "c176-l1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "standalone like Spidergap (budget pilots)"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Betterworks", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice today is **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Culture Amp", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Culture Amp** as a close runner\\u2011up for deep analytics"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Spidergap", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a dedicated 360 tool, **Spidergap** or **EchoSpan** are excellent standalone options."}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|EchoSpan", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spidergap** or **EchoSpan** are the top standalone options"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Lattice", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "360 embedded in a structured performance management system"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|FeedbackPulse", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**FeedbackPulse** and **Workhuman** offer all\\u2011in\\u2011one solutions"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Workhuman", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise with strong engagement + 360"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|15Five", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Continuous performance + manager coaching + 360"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Teamflect", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Teams inside Microsoft 365 (Teams/Outlook)"}, {"id": "mai-20260917-1752-baseline|c176-l1|zai-small|Engagedly", "prompt": "c176-l1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid\\u2011market & enterprise talent suite (360 + L&D + performance)"}, {"id": "mai-20260917-1752-baseline|c176-l2|alibaba-small|Culture Amp", "prompt": "c176-l2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is widely considered the industry leader for large organizations."}, {"id": "mai-20260917-1752-baseline|c176-l2|alibaba-small|Lattice", "prompt": "c176-l2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice has rapidly grown to become a favorite for large tech and B2B firms."}, {"id": "mai-20260917-1752-baseline|c176-l2|alibaba-small|15Five", "prompt": "c176-l2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is getting high engagement from thousands of staff quickly, 15Five is the strongest contender."}, {"id": "mai-20260917-1752-baseline|c176-l2|alibaba-small|Flourish", "prompt": "c176-l2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Flourish", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flourish is distinct because it was built almost exclusively around the act of asking and receiving feedback"}, {"id": "mai-20260917-1752-baseline|c176-l2|anthropic-small|Betterworks", "prompt": "c176-l2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-l2|anthropic-small|Culture Amp", "prompt": "c176-l2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp offers deep analytics, sophisticated competency frameworks, and industry benchmarking that's ideal for large organizations"}, {"id": "mai-20260917-1752-baseline|c176-l2|anthropic-small|Leapsome", "prompt": "c176-l2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leapsome is the best fit for organizations that prioritize the continuous development of their employees"}, {"id": "mai-20260917-1752-baseline|c176-l2|anthropic-small|Qualtrics", "prompt": "c176-l2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qualtrics is built for large enterprises that need advanced analytics, global scalability"}, {"id": "mai-20260917-1752-baseline|c176-l2|challenger-small|Betterworks", "prompt": "c176-l2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Betterworks** if your priority is connecting multi-rater feedback to performance management"}, {"id": "mai-20260917-1752-baseline|c176-l2|challenger-small|Culture Amp", "prompt": "c176-l2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** and **Lattice** are also credible shortlists for large-scale 360 feedback programs"}, {"id": "mai-20260917-1752-baseline|c176-l2|challenger-small|Lattice", "prompt": "c176-l2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for scalable growth and performance workflows:** **Lattice**"}, {"id": "mai-20260917-1752-baseline|c176-l2|challenger-small|EchoSpan", "prompt": "c176-l2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for customization and multilingual enterprise deployments:** **EchoSpan**"}, {"id": "mai-20260917-1752-baseline|c176-l2|challenger-small|Engagedly", "prompt": "c176-l2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want a complete talent-management suite around 360 feedback:** **Engagedly**"}, {"id": "mai-20260917-1752-baseline|c176-l2|challenger-small|Teamflect", "prompt": "c176-l2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teamflect also positions itself for large enterprises running 360 feedback at scale"}, {"id": "mai-20260917-1752-baseline|c176-l2|deepseek-small|Culture Amp", "prompt": "c176-l2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Culture Amp and Betterworks (tied for different priorities)"}, {"id": "mai-20260917-1752-baseline|c176-l2|deepseek-small|Betterworks", "prompt": "c176-l2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Culture Amp and Betterworks (tied for different priorities)"}, {"id": "mai-20260917-1752-baseline|c176-l2|deepseek-small|SAP SuccessFactors", "prompt": "c176-l2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "great deep-suite alignment, but heavier and only worth it if you're an SAP shop"}, {"id": "mai-20260917-1752-baseline|c176-l2|deepseek-small|Qualtrics", "prompt": "c176-l2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top choice for large enterprises needing extensive customization and analytics."}, {"id": "mai-20260917-1752-baseline|c176-l2|deepseek-small|Lattice", "prompt": "c176-l2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "leans toward mid-market; weaker fit at the extreme upper end of your scale"}, {"id": "mai-20260917-1752-baseline|c176-l2|google-small|Qualtrics 360 Development (Qualtrics EmployeeXM)", "prompt": "c176-l2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics 360 Development (Qualtrics EmployeeXM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qualtrics is the industry heavyweight for large enterprises running complex, high-volume feedback cycles."}, {"id": "mai-20260917-1752-baseline|c176-l2|google-small|Culture Amp", "prompt": "c176-l2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp is widely considered the gold standard for blending employee listening with a highly intuitive user interface."}, {"id": "mai-20260917-1752-baseline|c176-l2|google-small|Lattice (Enterprise)", "prompt": "c176-l2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice is an enterprise-grade platform that connects multi-rater feedback directly to the rest of the employee lifecycle."}, {"id": "mai-20260917-1752-baseline|c176-l2|google-small|Betterworks", "prompt": "c176-l2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Betterworks is designed specifically as an overlay for complex, enterprise-level architectures."}, {"id": "mai-20260917-1752-baseline|c176-l2|google-small|Workday Peakon Employee Voice", "prompt": "c176-l2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you are already a Workday shop, look into Workday Peakon Employee Voice or Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-l2|meta-small|Centranum", "prompt": "c176-l2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Centranum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Centranum - A customizable, secure, and scalable 360 feedback software designed for enterprise leadership development programs"}, {"id": "mai-20260917-1752-baseline|c176-l2|meta-small|Culture Amp", "prompt": "c176-l2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp - A people analytics platform that offers 360 feedback as part of its suite of tools."}, {"id": "mai-20260917-1752-baseline|c176-l2|meta-small|Lattice", "prompt": "c176-l2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice - A performance management platform that includes 360 feedback as part of its higher-tier plans."}, {"id": "mai-20260917-1752-baseline|c176-l2|meta-small|Leapsome", "prompt": "c176-l2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leapsome - A competency-based development cycle platform that offers 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-l2|meta-small|Spidergap", "prompt": "c176-l2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spidergap - A standalone 360 feedback tool that doesn't require a full performance suite."}, {"id": "mai-20260917-1752-baseline|c176-l2|minimax-small|Betterworks", "prompt": "c176-l2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Betterworks** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c176-l2|minimax-small|Engagedly", "prompt": "c176-l2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentioned as a top solution for 2026, offers robust 360-degree feedback features with analytics"}, {"id": "mai-20260917-1752-baseline|c176-l2|minimax-small|Teamspective", "prompt": "c176-l2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Teamspective", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically noted as ideal for large enterprises doing strategic performance management transformation"}, {"id": "mai-20260917-1752-baseline|c176-l2|minimax-small|PeopleManagingPeople", "prompt": "c176-l2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PeopleManagingPeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides comprehensive lists and comparisons of enterprise solutions"}, {"id": "mai-20260917-1752-baseline|c176-l2|mistral-small|Betterworks", "prompt": "c176-l2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** or **Culture Amp** are likely the best fits due to their scalability"}, {"id": "mai-20260917-1752-baseline|c176-l2|mistral-small|Culture Amp", "prompt": "c176-l2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** or **Culture Amp** are likely the best fits"}, {"id": "mai-20260917-1752-baseline|c176-l2|mistral-small|Medallia", "prompt": "c176-l2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Medallia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Medallia** or **Zonka Feedback** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c176-l2|mistral-small|Zonka Feedback", "prompt": "c176-l2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Zonka Feedback", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Medallia** or **Zonka Feedback** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|Culture Amp", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The category leader for enterprise 360s, with benchmarking data from 6,000+ organizations"}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|Qualtrics", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Advanced Configurability & Analytics"}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|Betterworks", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Connecting Feedback to Business Outcomes"}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|Lattice", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trade-off: Less analytical depth than Qualtrics or Culture Amp."}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|Workday/SAP SuccessFactors", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Workday/SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already using Workday/SAP as core HRIS | Extend with **Workday/SAP SuccessFactors** modules"}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|Spidergap", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "I'd generally avoid standalone 360 tools (like Spidergap or EchoSpan)"}, {"id": "mai-20260917-1752-baseline|c176-l2|moonshot-small|EchoSpan", "prompt": "c176-l2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "EchoSpan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "I'd generally avoid standalone 360 tools (like Spidergap or EchoSpan)"}, {"id": "mai-20260917-1752-baseline|c176-l2|openai-small|Culture Amp", "prompt": "c176-l2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Culture Amp** or **Lattice** as the strongest starting points for multi-rater / 360 feedback"}, {"id": "mai-20260917-1752-baseline|c176-l2|openai-small|Lattice", "prompt": "c176-l2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd generally recommend **Culture Amp** or **Lattice** as the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c176-l2|openai-small|Workleap", "prompt": "c176-l2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Workleap** if you want a cleaner, more focused performance-review workflow"}, {"id": "mai-20260917-1752-baseline|c176-l2|xai-small|Culture Amp", "prompt": "c176-l2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Culture Amp** as the top multi-rater (360-degree) feedback software"}, {"id": "mai-20260917-1752-baseline|c176-l2|xai-small|Betterworks", "prompt": "c176-l2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** (Best for OKR/Performance Integration)"}, {"id": "mai-20260917-1752-baseline|c176-l2|xai-small|Qualtrics 360 Development", "prompt": "c176-l2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics 360 Development", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qualtrics 360 Development** (Best for Research-Grade Customization)"}, {"id": "mai-20260917-1752-baseline|c176-l2|xai-small|Lattice", "prompt": "c176-l2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** (Best Value for Mid-to-Large Growth)"}, {"id": "mai-20260917-1752-baseline|c176-l2|xai-small|Primalogik", "prompt": "c176-l2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid SMB-focused tools like Primalogik or Spidergap, which lack enterprise controls"}, {"id": "mai-20260917-1752-baseline|c176-l2|xai-small|Spidergap", "prompt": "c176-l2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid SMB-focused tools like Primalogik or Spidergap, which lack enterprise controls"}, {"id": "mai-20260917-1752-baseline|c176-l2|zai-small|Qualtrics XM for Employee Experience", "prompt": "c176-l2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics XM for Employee Experience", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualtrics XM for Employee Experience** — *Best Overall for Large Enterprises*"}, {"id": "mai-20260917-1752-baseline|c176-l2|zai-small|Culture Amp", "prompt": "c176-l2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for People Science & Engagement*"}, {"id": "mai-20260917-1752-baseline|c176-l2|zai-small|Betterworks", "prompt": "c176-l2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for OKR-Driven Organizations*"}, {"id": "mai-20260917-1752-baseline|c176-l2|zai-small|Lattice", "prompt": "c176-l2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Integrated Performance Management*"}, {"id": "mai-20260917-1752-baseline|c176-l2|zai-small|Spidergap", "prompt": "c176-l2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best Standalone Dedicated 360 Tool*"}, {"id": "mai-20260917-1752-baseline|c176-l2|zai-small|Teamflect", "prompt": "c176-l2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft 365 Integration** | Teamflect"}, {"id": "mai-20260917-1752-baseline|c176-l3|alibaba-small|Culture Amp", "prompt": "c176-l3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for combining 360 feedback with deep employee engagement data."}, {"id": "mai-20260917-1752-baseline|c176-l3|alibaba-small|Lattice", "prompt": "c176-l3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Lattice if you need a clean, modern system to unify annual reviews and continuous goals."}, {"id": "mai-20260917-1752-baseline|c176-l3|alibaba-small|Betterworks", "prompt": "c176-l3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Agile organizations driven by Objectives and Key Results (OKRs)."}, {"id": "mai-20260917-1752-baseline|c176-l3|alibaba-small|Qualtrics (XM Platform)", "prompt": "c176-l3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics (XM Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Qualtrics if you are a large corporation with complex needs and advanced data science resources."}, {"id": "mai-20260917-1752-baseline|c176-l3|alibaba-small|Spidergap", "prompt": "c176-l3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Spidergap if you just want the best possible assessment technology regardless of other HR software."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|Culture Amp", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp offers enterprise-grade 360 assessments backed by people science and engagement data."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|Betterworks", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Betterworks is an enterprise performance platform connecting 360 feedback to OKRs and development plans."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|Qualtrics", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qualtrics is best for large enterprises that need highly configurable assessments at scale."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|Lattice", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice offers a full performance suite with 360 feedback built into reviews, goals, and development."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|Workhuman", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workhuman is recommended as an enterprise client option alongside Culture Amp and Qualtrics."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|Teamflect", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teamflect provides 360 feedback built entirely inside Microsoft Teams for M365-heavy organizations."}, {"id": "mai-20260917-1752-baseline|c176-l3|anthropic-small|EvalFlow", "prompt": "c176-l3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EvalFlow is an AI-native platform connecting 360 feedback to continuous performance data"}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|Culture Amp", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is **enterprise scale and analytics**, start with **Qualtrics** or **Culture Amp**."}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|Qualtrics", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is **enterprise scale and analytics**, start with **Qualtrics** or **Culture Amp**."}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|Workday Peakon", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Peakon fits organizations that want ongoing feedback, with 360 as part of a larger employee-voice system."}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|Betterworks", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is **tying feedback to execution and performance management**, look at **Betterworks** or **Lattice**."}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|Lattice", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **Betterworks** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|EchoSpan", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need **highly customized 360 workflows**, **EchoSpan** is often the best fit."}, {"id": "mai-20260917-1752-baseline|c176-l3|challenger-small|Spidergap", "prompt": "c176-l3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EchoSpan and Spidergap are better if you want a more dedicated 360 process"}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|Betterworks", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "You want 360s feeding directly into goals, calibration, and comp → Betterworks or Lattice."}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|Culture Amp", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want engagement data alongside 360s with strong benchmarking → Culture Amp."}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|Lattice", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one performance suite"}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|15Five", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for continuous performance + manager coaching"}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|Leapsome", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want HRIS + performance + learning consolidated → Leapsome."}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|Qualtrics 360 Development", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics 360 Development", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for huge, research-grade, highly configurable programs"}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|Spidergap", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"no-nonsense\" dedicated 360 tool"}, {"id": "mai-20260917-1752-baseline|c176-l3|deepseek-small|EchoSpan", "prompt": "c176-l3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for deeply customizable assessments & coaching"}, {"id": "mai-20260917-1752-baseline|c176-l3|google-small|Betterworks", "prompt": "c176-l3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks: Best for Performance & Goal Alignment... Built for enterprise scale and aligns performance reviews directly with strategic execution."}, {"id": "mai-20260917-1752-baseline|c176-l3|google-small|Culture Amp", "prompt": "c176-l3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp: Best for People Science & Actionable Insights"}, {"id": "mai-20260917-1752-baseline|c176-l3|google-small|Qualtrics EmployeeXM (360)", "prompt": "c176-l3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics EmployeeXM (360)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is highly complex, expensive, and has a steep learning curve."}, {"id": "mai-20260917-1752-baseline|c176-l3|google-small|Lattice", "prompt": "c176-l3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice: Best for Mid-to-Large Enterprises Seeking an \"All-in-One\" Suite"}, {"id": "mai-20260917-1752-baseline|c176-l3|google-small|Spidergap", "prompt": "c176-l3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spidergap: Best Standalone \"Pure-Play\" 360 Tool"}, {"id": "mai-20260917-1752-baseline|c176-l3|google-small|Questback", "prompt": "c176-l3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Questback", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Questback: Best for Compliance & High-Touch European Enterprises"}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|Betterworks", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Betterworks, EvalFlow, Lattice, Culture Amp, 15Five, Leapsome, Qualtrics, PerformYard, Spidergap, and FeedbackPulse."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|EvalFlow", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Betterworks, EvalFlow, Lattice, Culture Amp..."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|Lattice", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Betterworks, EvalFlow, Lattice, Culture Amp..."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|Culture Amp", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include ... Lattice, Culture Amp, 15Five..."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|15Five", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Culture Amp, 15Five, Leapsome, Qualtrics..."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|Leapsome", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "15Five, Leapsome, Qualtrics, PerformYard..."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|Qualtrics", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leapsome, Qualtrics, PerformYard, Spidergap..."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|PerformYard", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Qualtrics, PerformYard, Spidergap, and FeedbackPulse."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|Spidergap", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PerformYard, Spidergap, and FeedbackPulse."}, {"id": "mai-20260917-1752-baseline|c176-l3|meta-small|FeedbackPulse", "prompt": "c176-l3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Spidergap, and FeedbackPulse. Each tool has its own strengths and weaknesses"}, {"id": "mai-20260917-1752-baseline|c176-l3|minimax-small|Betterworks", "prompt": "c176-l3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Enterprises wanting 360 feedback tightly integrated with OKRs and continuous performance management"}, {"id": "mai-20260917-1752-baseline|c176-l3|minimax-small|Culture Amp", "prompt": "c176-l3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Enterprises wanting 360s + engagement surveys on one platform"}, {"id": "mai-20260917-1752-baseline|c176-l3|minimax-small|Lattice", "prompt": "c176-l3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Mid-market to enterprise companies wanting integrated performance management"}, {"id": "mai-20260917-1752-baseline|c176-l3|minimax-small|Qualtrics", "prompt": "c176-l3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Large enterprises needing highly configurable assessments at scale"}, {"id": "mai-20260917-1752-baseline|c176-l3|minimax-small|SpiderGap", "prompt": "c176-l3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "SpiderGap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Organizations seeking dedicated 360 tool without requiring HRIS"}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Betterworks", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large enterprises seeking a unified performance management system."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Culture Amp", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises wanting deep engagement analytics alongside 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Qualtrics EmployeeXM", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large, complex organizations needing highly configurable assessments at scale."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Lattice", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprises wanting 360s within a structured performance management suite."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Spidergap", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Standalone 360 feedback without requiring a full HR suite."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Leapsome", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Connecting 360 feedback to learning and goals."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|15Five", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams with a strong culture of weekly check-ins and continuous feedback."}, {"id": "mai-20260917-1752-baseline|c176-l3|mistral-small|Small Improvements", "prompt": "c176-l3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget-conscious SMBs and enterprises wanting transparent pricing."}, {"id": "mai-20260917-1752-baseline|c176-l3|moonshot-small|Betterworks", "prompt": "c176-l3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** — Best for Enterprise Performance Enablement"}, {"id": "mai-20260917-1752-baseline|c176-l3|moonshot-small|Culture Amp", "prompt": "c176-l3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** — Best for People Science & Engagement Analytics"}, {"id": "mai-20260917-1752-baseline|c176-l3|moonshot-small|Qualtrics", "prompt": "c176-l3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Highly Configurable Enterprise Assessments"}, {"id": "mai-20260917-1752-baseline|c176-l3|moonshot-small|Lattice", "prompt": "c176-l3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-in-One Performance Operating System"}, {"id": "mai-20260917-1752-baseline|c176-l3|moonshot-small|Leapsome", "prompt": "c176-l3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Feedback + Learning Integration"}, {"id": "mai-20260917-1752-baseline|c176-l3|moonshot-small|15Five", "prompt": "c176-l3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less structured for formal 360 processes; calibration features less robust"}, {"id": "mai-20260917-1752-baseline|c176-l3|openai-small|Qualtrics 360 Development Feedback", "prompt": "c176-l3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics 360 Development Feedback", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises that want **360 feedback tied to analytics, development plans, and broader employee-experience programs**"}, {"id": "mai-20260917-1752-baseline|c176-l3|openai-small|Culture Amp 360 Feedback Platform", "prompt": "c176-l3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp 360 Feedback Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qualtrics and Culture Amp** lean most heavily into enterprise-wide people analytics"}, {"id": "mai-20260917-1752-baseline|c176-l3|openai-small|Lattice", "prompt": "c176-l3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises that want **performance management first** with 360s as part of a broader review/cycle workflow."}, {"id": "mai-20260917-1752-baseline|c176-l3|openai-small|PerformYard", "prompt": "c176-l3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations that want a **dedicated performance/360 product with deep configurability and reporting**"}, {"id": "mai-20260917-1752-baseline|c176-l3|openai-small|ClearCompany", "prompt": "c176-l3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for enterprises already using a **broader talent-management suite**"}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|Culture Amp", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Culture Amp** - Best for employee engagement + development at scale."}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|Qualtrics EmployeeXM", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for highly configurable, analytics-heavy assessments."}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|Betterworks", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for tying 360 to OKRs, performance, and calibration."}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|Lattice", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for unified performance management suites."}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|Leapsome", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for linking 360 to learning, goals, and competencies."}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|15Five", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like 15Five (continuous feedback) and Workhuman appear often but are more mid-market leaning."}, {"id": "mai-20260917-1752-baseline|c176-l3|xai-small|Workhuman", "prompt": "c176-l3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear often but are more mid-market leaning"}, {"id": "mai-20260917-1752-baseline|c176-l3|zai-small|Betterworks", "prompt": "c176-l3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks positions itself as the enterprise alternative to culture-focused tools... Best For: Large organizations (10,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c176-l3|zai-small|Culture Amp", "prompt": "c176-l3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp is the market leader in employee engagement."}, {"id": "mai-20260917-1752-baseline|c176-l3|zai-small|Lattice", "prompt": "c176-l3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice is often the default choice for mid-market companies scaling toward enterprise status."}, {"id": "mai-20260917-1752-baseline|c176-l3|zai-small|Leapsome", "prompt": "c176-l3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leapsome combines performance management with Learning & Development (L&D) and engagement."}, {"id": "mai-20260917-1752-baseline|c176-l3|zai-small|Qualtrics Employee Experience (XM)", "prompt": "c176-l3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics Employee Experience (XM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Qualtrics if: You need complex data."}, {"id": "mai-20260917-1752-baseline|c176-l4|alibaba-small|360Factor (by Givens)", "prompt": "c176-l4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "360Factor (by Givens)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Market Leader for Scale: 360Factor (by Givens) ... this has been the gold standard for massive organizations (Fortune 100)"}, {"id": "mai-20260917-1752-baseline|c176-l4|alibaba-small|Lattice", "prompt": "c176-l4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice has gained significant traction with large companies because its pricing model is more transparent"}, {"id": "mai-20260917-1752-baseline|c176-l4|alibaba-small|Culture Amp", "prompt": "c176-l4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culture Amp is highly rated for user experience and benchmarking capabilities"}, {"id": "mai-20260917-1752-baseline|c176-l4|alibaba-small|Qualtrics XM", "prompt": "c176-l4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Qualtrics XM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already uses Qualtrics for other things, integrating 360s here is the logical move for predictability."}, {"id": "mai-20260917-1752-baseline|c176-l4|anthropic-small|PerformYard", "prompt": "c176-l4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PerformYard or Culture Amp** with their transparent per-user-per-month pricing are your best bets"}, {"id": "mai-20260917-1752-baseline|c176-l4|anthropic-small|Culture Amp", "prompt": "c176-l4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PerformYard or Culture Amp** with their transparent per-user-per-month pricing are your best bets"}, {"id": "mai-20260917-1752-baseline|c176-l4|anthropic-small|Qualtrics", "prompt": "c176-l4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usage-based, custom pricing ... which is less predictable upfront"}, {"id": "mai-20260917-1752-baseline|c176-l4|anthropic-small|Spidergap", "prompt": "c176-l4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid per-assessment models like Spidergap, which charges per assessment instead of per seat"}, {"id": "mai-20260917-1752-baseline|c176-l4|challenger-small|Workhuman", "prompt": "c176-l4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workhuman** is the clearest match because it explicitly lists **flat-rate annual pricing**"}, {"id": "mai-20260917-1752-baseline|c176-l4|challenger-small|Betterworks", "prompt": "c176-l4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong enterprise choice if you also want 360 feedback tied to **OKRs, check-ins, and calibration**, but the result does not show a published flat-rate price"}, {"id": "mai-20260917-1752-baseline|c176-l4|challenger-small|Culture Amp", "prompt": "c176-l4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically **custom-quoted**, which makes total cost less predictable upfront"}, {"id": "mai-20260917-1752-baseline|c176-l4|challenger-small|Workday", "prompt": "c176-l4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically **custom-quoted**, which makes total cost less predictable upfront"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Lattice", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "priced per-seat-per-month with annual floors (~$4,000+), so less cost-predictable at thousands of users"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|15Five", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "15Five $11/user/mo ... Least \"predictable\" for thousands of users."}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Effy", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Effy $3/seat/mo) — cost scales directly with every headcount change"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Spidergap", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the per-appraisee model (Spidergap) gives the most transparent unit economics"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|360Feedbacks", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "360Feedbacks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Per-appraisee/per-round (Spidergap $59–89 per person reviewed, 360Feedbacks)"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Culture Amp", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Qualtrics (Employee XM)** or **Culture Amp** are the strongest fits"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Qualtrics", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Qualtrics (Employee XM)** or **Culture Amp** are the strongest fits"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Betterworks", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you want 360 feedback tied to OKRs, calibration, and check-ins in one system"}, {"id": "mai-20260917-1752-baseline|c176-l4|deepseek-small|Leapsome", "prompt": "c176-l4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Strong integrated performance suites, but priced per-seat-per-month with annual floors"}, {"id": "mai-20260917-1752-baseline|c176-l4|google-small|Lattice", "prompt": "c176-l4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional SaaS tools like Lattice or Culture Amp charge you for all 5,000 \"seats\" every single month, costing hundreds of thousands of dollars for software that sits dormant"}, {"id": "mai-20260917-1752-baseline|c176-l4|google-small|Culture Amp", "prompt": "c176-l4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional SaaS tools like Lattice or Culture Amp charge you for all 5,000 \"seats\" every single month, costing hundreds of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c176-l4|google-small|Spidergap", "prompt": "c176-l4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Winner: Spidergap ... Per-Recipient. You only pay for the individuals receiving feedback."}, {"id": "mai-20260917-1752-baseline|c176-l4|google-small|EchoSpan", "prompt": "c176-l4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "EchoSpan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Winner: EchoSpan (Companywide Edition) ... Predictable Annual Enterprise Flat-Fee"}, {"id": "mai-20260917-1752-baseline|c176-l4|google-small|Explorance Blue", "prompt": "c176-l4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Explorance Blue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Winner: Explorance Blue ... built specifically for giant organizations"}, {"id": "mai-20260917-1752-baseline|c176-l4|meta-small|FeedbackPulse", "prompt": "c176-l4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be a platform that offers a per-employee rate, such as FeedbackPulse, which charges around $4 per employee per month billed annually"}, {"id": "mai-20260917-1752-baseline|c176-l4|meta-small|Betterworks", "prompt": "c176-l4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Betterworks, which is considered the best overall full platform with 360 included"}, {"id": "mai-20260917-1752-baseline|c176-l4|meta-small|Workhuman", "prompt": "c176-l4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workhuman, which is part of a talent/performance suite that offers 360 tied to goals and development"}, {"id": "mai-20260917-1752-baseline|c176-l4|minimax-small|Qualtrics", "prompt": "c176-l4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Negotiate a **flat-rate annual contract** with Qualtrics, Culture Amp, or Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-l4|minimax-small|Culture Amp", "prompt": "c176-l4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Negotiate a **flat-rate annual contract** with Qualtrics, Culture Amp, or Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-l4|minimax-small|Lattice", "prompt": "c176-l4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a full performance suite**: **Lattice** — transparent pricing, $4k minimum, predictable at scale"}, {"id": "mai-20260917-1752-baseline|c176-l4|minimax-small|Spidergap", "prompt": "c176-l4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a dedicated 360 tool**: **Spidergap** — their enterprise pricing (~$9.89/recipient) is highly predictable and scales well"}, {"id": "mai-20260917-1752-baseline|c176-l4|minimax-small|Betterworks", "prompt": "c176-l4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Negotiate a **flat-rate annual contract** with Qualtrics, Culture Amp, or Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-l4|mistral-small|FeedbackPulse", "prompt": "c176-l4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse** stands out as the top choice for large companies needing cost predictability"}, {"id": "mai-20260917-1752-baseline|c176-l4|mistral-small|Culture Amp", "prompt": "c176-l4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** or **Leapsome** may also be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c176-l4|mistral-small|Leapsome", "prompt": "c176-l4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** or **Leapsome** may also be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c176-l4|mistral-small|Lattice", "prompt": "c176-l4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a predictable annual cost model, with pricing starting at around $4,000/year"}, {"id": "mai-20260917-1752-baseline|c176-l4|moonshot-small|Spidergap", "prompt": "c176-l4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **predictable total cost with thousands of users**, **Spidergap** stands out"}, {"id": "mai-20260917-1752-baseline|c176-l4|moonshot-small|Culture Amp", "prompt": "c176-l4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** offers better integration but requires negotiation for predictable enterprise pricing."}, {"id": "mai-20260917-1752-baseline|c176-l4|moonshot-small|Qualtrics", "prompt": "c176-l4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need deep analytics and customization."}, {"id": "mai-20260917-1752-baseline|c176-l4|moonshot-small|Lattice", "prompt": "c176-l4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lattice/15Five** | Per user/month ($4\\u2013$15)"}, {"id": "mai-20260917-1752-baseline|c176-l4|moonshot-small|15Five", "prompt": "c176-l4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lattice/15Five** | Per user/month ($4\\u2013$15)"}, {"id": "mai-20260917-1752-baseline|c176-l4|openai-small|360 Unlimited Feedback", "prompt": "c176-l4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "360 Unlimited Feedback", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is likely **360 Unlimited Feedback** because its pricing includes an **Unlimited Plan with a flat monthly rate and no per-seat fees**"}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|FeedbackPulse", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FeedbackPulse stands out as the best 360-degree feedback tool for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|15Five (Perform)", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "15Five (Perform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Explicit 360 in mid-tier; scales well to thousands; no published min."}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|Lattice (Performance)", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice (Performance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular (add OKRs/engagement); $4K min, but linear beyond."}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|Culture Amp", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "quotes required—not fully predictable upfront ... Culture Amp edges for proven Fortune 500 scale"}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|Qualtrics EmployeeXM", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly scalable but quote-only; unpredictable without negotiation."}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|Spidergap", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for Predictability**: Per-cycle tools (e.g., Spidergap/EchoSpan: $15–$89/reviewee)"}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|EchoSpan", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "EchoSpan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for Predictability**: Per-cycle tools (e.g., Spidergap/EchoSpan: $15–$89/reviewee)"}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|Betterworks", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Suites like Betterworks/Leapsome often go quote-only at scale."}, {"id": "mai-20260917-1752-baseline|c176-l4|xai-small|Leapsome", "prompt": "c176-l4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Suites like Betterworks/Leapsome often go quote-only at scale."}, {"id": "mai-20260917-1752-baseline|c176-l4|zai-small|Lattice", "prompt": "c176-l4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the top choice. Its $11/seat/month Talent Management module gives you 360, goals, 1:1s, and real-time feedback in one predictable package"}, {"id": "mai-20260917-1752-baseline|c176-l4|zai-small|Culture Amp", "prompt": "c176-l4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** (Talent Management module) and **Culture Amp** are the strongest fits."}, {"id": "mai-20260917-1752-baseline|c176-l4|zai-small|Spidergap", "prompt": "c176-l4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a standalone, per-recipient model, **Spidergap** is an excellent alternative."}, {"id": "mai-20260917-1752-baseline|c176-l4|zai-small|Engagedly", "prompt": "c176-l4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engagedly – Strong alternative with a lower minimum"}, {"id": "mai-20260917-1752-baseline|c176-l4|zai-small|Effy AI", "prompt": "c176-l4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Effy AI** is a strong contender, especially if you're looking to minimize upfront spend."}, {"id": "mai-20260917-1752-baseline|c176-l5|alibaba-small|15Five", "prompt": "c176-l5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating vendors (e.g., 15Five, Lattice, Culture Amp, Deel, etc.)"}, {"id": "mai-20260917-1752-baseline|c176-l5|alibaba-small|Lattice", "prompt": "c176-l5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When evaluating vendors (e.g., 15Five, Lattice, Culture Amp, Deel, etc.)"}, {"id": "mai-20260917-1752-baseline|c176-l5|alibaba-small|Culture Amp", "prompt": "c176-l5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating vendors (e.g., 15Five, Lattice, Culture Amp, Deel, etc.)"}, {"id": "mai-20260917-1752-baseline|c176-l5|alibaba-small|Deel", "prompt": "c176-l5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When evaluating vendors (e.g., 15Five, Lattice, Culture Amp, Deel, etc.)"}, {"id": "mai-20260917-1752-baseline|c176-l5|deepseek-small|Betterworks", "prompt": "c176-l5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "focus on enterprise-grade platforms: **Betterworks** (360 + OKRs/calibration)"}, {"id": "mai-20260917-1752-baseline|c176-l5|deepseek-small|Qualtrics", "prompt": "c176-l5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qualtrics** (largest-scale configurable assessments)"}, {"id": "mai-20260917-1752-baseline|c176-l5|deepseek-small|Culture Amp", "prompt": "c176-l5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Culture Amp** (360 next to engagement analytics)"}, {"id": "mai-20260917-1752-baseline|c176-l5|deepseek-small|Lattice", "prompt": "c176-l5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Lattice** (360 inside structured performance management)"}, {"id": "mai-20260917-1752-baseline|c176-l5|deepseek-small|Spidergap", "prompt": "c176-l5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a leaner standalone 360 that still satisfies enterprise security, **Spidergap/EchoSpan** are worth including."}, {"id": "mai-20260917-1752-baseline|c176-l5|deepseek-small|EchoSpan", "prompt": "c176-l5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a leaner standalone 360 that still satisfies enterprise security, **Spidergap/EchoSpan** are worth including."}, {"id": "mai-20260917-1752-baseline|c176-l5|meta-small|Betterworks", "prompt": "c176-l5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks**: Offers enterprise-grade security, deep HRIS integrations, and AI-powered analysis."}, {"id": "mai-20260917-1752-baseline|c176-l5|meta-small|Sogolytics", "prompt": "c176-l5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Sogolytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sogolytics**: Provides enterprise security, SOC 2 Type II certification, and customizable 360-degree feedback frameworks."}, {"id": "mai-20260917-1752-baseline|c176-l5|meta-small|Centranum", "prompt": "c176-l5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Centranum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Centranum**: Offers customizable, secure, and scalable 360 feedback software with multi-language support and white-label options."}, {"id": "mai-20260917-1752-baseline|c176-l5|minimax-small|BetterWorks", "prompt": "c176-l5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BetterWorks** (mentioned SOC 2 Type II, enterprise-grade)"}, {"id": "mai-20260917-1752-baseline|c176-l5|minimax-small|Culture Amp", "prompt": "c176-l5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** (strong enterprise presence)"}, {"id": "mai-20260917-1752-baseline|c176-l5|minimax-small|Workhuman", "prompt": "c176-l5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workhuman** (robust integration options)"}, {"id": "mai-20260917-1752-baseline|c176-l5|minimax-small|Centranum", "prompt": "c176-l5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Centranum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Centranum** (SOC 2 certified, offers on-premise options)"}, {"id": "mai-20260917-1752-baseline|c176-l5|moonshot-small|Qualtrics 360", "prompt": "c176-l5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Qualtrics 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deep analytics, research-grade rigor, highly configurable | Complex, requires expertise, expensive"}, {"id": "mai-20260917-1752-baseline|c176-l5|moonshot-small|Workday", "prompt": "c176-l5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native HRIS integration, enterprise scale | Only if you're already on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c176-l5|moonshot-small|Culture Amp", "prompt": "c176-l5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong benchmarks, manager playbooks, good UX | Quarterly cadence default, adoption can lag"}, {"id": "mai-20260917-1752-baseline|c176-l5|moonshot-small|Betterworks", "prompt": "c176-l5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-market to enterprise; may lack depth at 5,000+"}, {"id": "mai-20260917-1752-baseline|c176-l5|moonshot-small|Centranum", "prompt": "c176-l5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Centranum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller vendor, verify scale credentials"}, {"id": "mai-20260917-1752-baseline|c176-l5|moonshot-small|SAP SuccessFactors", "prompt": "c176-l5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise HR suite alignment | Heavy implementation, legacy feel"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|Betterworks", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Betterworks** | OKR/performance integration, AI insights, deep enterprise scale | Custom enterprise | Full PM + 360"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|Culture Amp", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Culture Amp** | Science-backed benchmarks, strong analytics"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|Lattice", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lattice** | Growth/performance linkage, easy scale"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|15Five", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five** or **EchoSpan** | Customization, multilingual, automation"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|EchoSpan", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** or **EchoSpan** | Customization, multilingual, automation"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|Qualtrics", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Qualtrics** or **Glint (Microsoft Viva)** | Advanced analytics, SSO depth"}, {"id": "mai-20260917-1752-baseline|c176-l5|xai-small|Glint (Microsoft Viva)", "prompt": "c176-l5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Glint (Microsoft Viva)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Qualtrics** or **Glint (Microsoft Viva)** | Advanced analytics, SSO depth"}, {"id": "mai-20260917-1752-baseline|c176-l6|alibaba-small|Spidergap", "prompt": "c176-l6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spidergap, while praised for its ease of use and affordability, is frequently cited in technical reviews as having \"None\" under \"Integration Depth\"... flagged concerns regarding confidentiality"}, {"id": "mai-20260917-1752-baseline|c176-l6|alibaba-small|Culture Amp", "prompt": "c176-l6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Culture Amp is a leader in the space, specific user feedback indicates that while their standard reports are clean, they can be \"not very customizable.\""}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|ThriveSparrow", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Skip this if you're a large enterprise — ThriveSparrow's integrations are more limited than enterprise-focused platforms."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|Primalogik", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Primalogik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Primalogik if you're a large enterprise with complex org structures."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|15Five", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are better suited for smaller organizations."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|ClearCompany", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "ClearCompany", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are better suited for smaller organizations."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|SurveyMonkey", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic survey tools are tempting because they are fast and familiar, but full-company 360 reviews create problems that forms were not designed to solve."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|Qualtrics", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Qualtrics, Culture Amp, Lattice, and Betterworks are stronger candidates for these needs."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|Culture Amp", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Qualtrics, Culture Amp, Lattice, and Betterworks are stronger candidates for these needs."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|Lattice", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Qualtrics, Culture Amp, Lattice, and Betterworks are stronger candidates for these needs."}, {"id": "mai-20260917-1752-baseline|c176-l6|anthropic-small|Betterworks", "prompt": "c176-l6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Qualtrics, Culture Amp, Lattice, and Betterworks are stronger candidates for these needs."}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|SurveyMonkey", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid generic survey tools and small-business-focused 360 products ... the strongest warnings in the results point to **SurveyMonkey**"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Spidergap", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it also carries cost concerns for large company-wide cycles"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Trakstar", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Trakstar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one review source says it is *not a good fit for large companies and enterprises*"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Qualtrics", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "favor platforms that explicitly support global rollout, compliance, SSO... such as **Qualtrics, Culture Amp, Lattice, Betterworks, or Leapsome**"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Culture Amp", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as **Qualtrics, Culture Amp, Lattice, Betterworks, or Leapsome**"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Lattice", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as **Qualtrics, Culture Amp, Lattice, Betterworks, or Leapsome**"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Betterworks", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as **Qualtrics, Culture Amp, Lattice, Betterworks, or Leapsome**"}, {"id": "mai-20260917-1752-baseline|c176-l6|challenger-small|Leapsome", "prompt": "c176-l6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **Qualtrics, Culture Amp, Lattice, Betterworks, or Leapsome**"}, {"id": "mai-20260917-1752-baseline|c176-l6|deepseek-small|SurveyMonkey", "prompt": "c176-l6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **SurveyMonkey, Qualaroo, and easy-feedback-style platforms** were built for one-off surveys, not enterprise 360 programs. For a large organization these are red flags"}, {"id": "mai-20260917-1752-baseline|c176-l6|deepseek-small|Qualaroo", "prompt": "c176-l6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualaroo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like **SurveyMonkey, Qualaroo, and easy-feedback-style platforms** were built for one-off surveys, not enterprise 360 programs. For a large organization these are red flags"}, {"id": "mai-20260917-1752-baseline|c176-l6|deepseek-small|FeedbackPulse", "prompt": "c176-l6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "FeedbackPulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **FeedbackPulse, Teamflect, and similar** are pitched at SMBs ... at enterprise scale they: Lack deep governance"}, {"id": "mai-20260917-1752-baseline|c176-l6|deepseek-small|Teamflect", "prompt": "c176-l6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pitched at SMBs and growth-stage companies ... Lack deep governance, global deployment, and complex workflow support."}, {"id": "mai-20260917-1752-baseline|c176-l6|deepseek-small|Qualtrics EmployeeXM", "prompt": "c176-l6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "praised for scale but criticized as overkill, expensive, with steep learning curves and complex configuration ... \"cautious but workable\" rather than \"avoid.\""}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|SAP SuccessFactors", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "in certain legacy enterprise systems like SAP SuccessFactors, there are documented technical limits—such as system performance issues if a 360 form exceeds 500 participants"}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Google Forms", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic tools like Google Forms... Why to avoid: While virtually free, they are disastrous for running enterprise 360 programs."}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Microsoft Forms", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Microsoft Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic tools like Google Forms, Microsoft Forms, standard Typeform, or basic SurveyMonkey. Why to avoid: ... disastrous for running enterprise 360 programs."}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Typeform", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "standard Typeform... they are disastrous for running enterprise 360 programs"}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|SurveyMonkey", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "basic SurveyMonkey. Why to avoid: While virtually free, they are disastrous for running enterprise 360 programs."}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Culture Amp", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you are evaluating a modern enterprise-grade feedback vendor (like Culture Amp, Qualtrics, Lattice, or Betterworks)"}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Qualtrics", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a modern enterprise-grade feedback vendor (like Culture Amp, Qualtrics, Lattice, or Betterworks)"}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Lattice", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a modern enterprise-grade feedback vendor (like Culture Amp, Qualtrics, Lattice, or Betterworks)"}, {"id": "mai-20260917-1752-baseline|c176-l6|google-small|Betterworks", "prompt": "c176-l6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a modern enterprise-grade feedback vendor (like Culture Amp, Qualtrics, Lattice, or Betterworks)"}, {"id": "mai-20260917-1752-baseline|c176-l6|meta-small|Betterworks", "prompt": "c176-l6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Betterworks is considered one of the best 360 feedback tools for large enterprises, but it may not be suitable for companies that need deep HRIS integration"}, {"id": "mai-20260917-1752-baseline|c176-l6|meta-small|Qualtrics", "prompt": "c176-l6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may require a sales process and has enterprise experience-management pricing"}, {"id": "mai-20260917-1752-baseline|c176-l6|meta-small|Lattice", "prompt": "c176-l6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may be overkill if you just want to run 360s"}, {"id": "mai-20260917-1752-baseline|c176-l6|meta-small|Culture Amp", "prompt": "c176-l6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Culture Amp is a good option for enterprises that want 360s and engagement surveys on one platform."}, {"id": "mai-20260917-1752-baseline|c176-l6|meta-small|Spidergap", "prompt": "c176-l6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "standalone dedicated 360 tool that is best for companies that don't need HRIS integration"}, {"id": "mai-20260917-1752-baseline|c176-l6|minimax-small|Spidergap", "prompt": "c176-l6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standalone tools like Spidergap—while excellent for smaller organizations—may be insufficient for large enterprises"}, {"id": "mai-20260917-1752-baseline|c176-l6|minimax-small|SurveyMonkey", "prompt": "c176-l6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"best budget option for small scrappy teams\"—this would be inappropriate for large enterprise needs"}, {"id": "mai-20260917-1752-baseline|c176-l6|minimax-small|Betterworks", "prompt": "c176-l6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integration with performance management systems (like Betterworks, Lattice, or Culture Amp)"}, {"id": "mai-20260917-1752-baseline|c176-l6|minimax-small|Lattice", "prompt": "c176-l6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integration with performance management systems (like Betterworks, Lattice, or Culture Amp)"}, {"id": "mai-20260917-1752-baseline|c176-l6|minimax-small|Culture Amp", "prompt": "c176-l6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integration with performance management systems (like Betterworks, Lattice, or Culture Amp)"}, {"id": "mai-20260917-1752-baseline|c176-l6|mistral-small|Spidergap", "prompt": "c176-l6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Spidergap and EchoSpan ... lack integration with broader HR or performance management systems"}, {"id": "mai-20260917-1752-baseline|c176-l6|mistral-small|EchoSpan", "prompt": "c176-l6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like Spidergap and EchoSpan ... lack integration with broader HR or performance management systems"}, {"id": "mai-20260917-1752-baseline|c176-l6|mistral-small|Qualtrics", "prompt": "c176-l6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some enterprise-focused platforms (e.g., Qualtrics) require extensive setup, dedicated project teams, and significant budget"}, {"id": "mai-20260917-1752-baseline|c176-l6|mistral-small|SurveyMonkey", "prompt": "c176-l6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Solutions like SurveyMonkey or ThriveSparrow are designed for smaller teams or one-off cycles"}, {"id": "mai-20260917-1752-baseline|c176-l6|mistral-small|ThriveSparrow", "prompt": "c176-l6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Solutions like SurveyMonkey or ThriveSparrow are designed for smaller teams or one-off cycles"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|SurveyMonkey", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic Survey Tools (SurveyMonkey, Google Forms, etc.)** **Why avoid for large enterprises:**"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Google Forms", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic Survey Tools (SurveyMonkey, Google Forms, etc.)** **Why avoid for large enterprises:**"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Spidergap", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Examples requiring caution:** Spidergap, EchoSpan (for enterprise-wide deployment)"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|EchoSpan", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples requiring caution:** Spidergap, EchoSpan (for enterprise-wide deployment)"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|ThriveSparrow", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ThriveSparrow noted as \"relatively new product\" that \"may not have the experience of more established vendors\""}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Lattice", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Managers can't do group check-ins; closed surveys can't be reopened — limiting flexibility"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Culture Amp", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"Enterprise implementation and sales-led buying motion\" = long, complex deployments"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Qualtrics", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Powerful but requires significant \"people analytics resources\" — overkill without dedicated team"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Keka", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lower scores on \"requesting feedback\" (8.5/10 vs. 8.9 category average) and customization"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|Workday", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "enterprise HCM modules (Workday, SAP SuccessFactors) with built-in 360 capabilities"}, {"id": "mai-20260917-1752-baseline|c176-l6|moonshot-small|SAP SuccessFactors", "prompt": "c176-l6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "enterprise HCM modules (Workday, SAP SuccessFactors) with built-in 360 capabilities"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Spidergap", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid for Large Enterprises ... Spidergap is \"standalone only\" with no branded reports or before/after tracking"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|SurveyMonkey", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SurveyMonkey is too generic for complex orgs"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Pointerpro", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Pointerpro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Standalone or Lightweight Tools (e.g., Spidergap, SurveyMonkey, Pointerpro) - Why avoid?"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|CustomInsight", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "CustomInsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why cautious? ... Setup fees and per-recipient pricing balloon at enterprise scale (e.g., CustomInsight: $750 setup + $95/user)"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|EchoSpan", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overly Narrow Feedback Collectors (e.g., CustomInsight, EchoSpan) - Why cautious?"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|15Five", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "15Five's Perform module starts at ~$4k/year for small cohorts but scales expensively without full HCM depth"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|PerformYard", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools Lacking Proven Scale/Integrations (e.g., 15Five, PerformYard, Teamflect) - Why cautious?"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Teamflect", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Teamflect (Teams-integrated) feels tactical, not strategic"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Qualtrics", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Complex Suites Needing Heavy Customization (e.g., Qualtrics) ... otherwise, overkill with data overload risks"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Betterworks", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Opt for proven scalers like **Betterworks** (OKR-linked, enterprise best overall)"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Culture Amp", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Culture Amp** (benchmarks + engagement)"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Lattice", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Lattice** (performance integration)"}, {"id": "mai-20260917-1752-baseline|c176-l6|xai-small|Workday/SuccessFactors", "prompt": "c176-l6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Workday/SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Workday/SuccessFactors** (if already in your stack)"}, {"id": "mai-20260917-1752-baseline|c176-l6|zai-small|Google Forms", "prompt": "c176-l6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **Google Forms** and **Basic SurveyMonkey**"}, {"id": "mai-20260917-1752-baseline|c176-l6|zai-small|Basic SurveyMonkey", "prompt": "c176-l6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Basic SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Google Forms and basic SurveyMonkey templates are excellent for simple polling but are dangerous for 360-degree feedback."}, {"id": "mai-20260917-1752-baseline|c176-l6|zai-small|Culture Amp", "prompt": "c176-l6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Major HR suites (like certain implementations of Culture Amp or Lattice) if your primary goal is a standalone 360 process and you lack the implementation budget."}, {"id": "mai-20260917-1752-baseline|c176-l6|zai-small|Lattice", "prompt": "c176-l6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Major HR suites (like certain implementations of Culture Amp or Lattice) ... \"modular cost and suite weight may be more than a simple cycle needs.\""}, {"id": "mai-20260917-1752-baseline|c176-m1|alibaba-small|Lattice", "prompt": "c176-m1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is widely considered the default choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c176-m1|alibaba-small|Culture Amp", "prompt": "c176-m1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Analytics & Benchmarks: Culture Amp"}, {"id": "mai-20260917-1752-baseline|c176-m1|alibaba-small|Betterworks", "prompt": "c176-m1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Goal-Aligned Performance: Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-m1|alibaba-small|Spidergap", "prompt": "c176-m1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Dedicated/Standalone Tool: Spidergap ... is the top pick"}, {"id": "mai-20260917-1752-baseline|c176-m1|alibaba-small|Leapsome", "prompt": "c176-m1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Simplicity & Customizability** | **Leapsome** or **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-m1|anthropic-small|Lattice", "prompt": "c176-m1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is \nthe default choice for mid-market companies (50-1000 employees)"}, {"id": "mai-20260917-1752-baseline|c176-m1|anthropic-small|Leapsome", "prompt": "c176-m1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a market-leading 360 feedback tool for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c176-m1|anthropic-small|PerformYard", "prompt": "c176-m1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better suited for mid-market companies that need a configurable 360 tool without enterprise-level complexity or cost"}, {"id": "mai-20260917-1752-baseline|c176-m1|anthropic-small|SurveySparrow", "prompt": "c176-m1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an ideal fit for SMB to mid-market organizations looking for affordable, customizable 360 tools"}, {"id": "mai-20260917-1752-baseline|c176-m1|challenger-small|Lattice", "prompt": "c176-m1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Lattice** if you want 360 feedback tied to a broader performance system"}, {"id": "mai-20260917-1752-baseline|c176-m1|challenger-small|Betterworks", "prompt": "c176-m1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** is the stronger but more enterprise-leaning option"}, {"id": "mai-20260917-1752-baseline|c176-m1|challenger-small|Spidergap", "prompt": "c176-m1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Spidergap** if you need a **simple, focused 360-only tool** with minimal platform overhead"}, {"id": "mai-20260917-1752-baseline|c176-m1|challenger-small|Leapsome", "prompt": "c176-m1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Leapsome** and **15Five** are also frequently shortlisted for mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c176-m1|challenger-small|15Five", "prompt": "c176-m1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Leapsome** and **15Five** are also frequently shortlisted for mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|Lattice", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the safest default for a mid-sized B2B company (50–1,000 employees)"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|Culture Amp", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for science-backed 360s + engagement"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|Leapsome", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for integrated 360 + learning"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|Spidergap", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "only** want to add robust 360 feedback, choose **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|EchoSpan", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Add-on to existing HRIS tools | **Spidergap or EchoSpan**"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|ThriveSparrow", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious SMB | **ThriveSparrow / SurveyMonkey**"}, {"id": "mai-20260917-1752-baseline|c176-m1|deepseek-small|SurveyMonkey", "prompt": "c176-m1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget-conscious SMB | **ThriveSparrow / SurveyMonkey**"}, {"id": "mai-20260917-1752-baseline|c176-m1|google-small|Lattice", "prompt": "c176-m1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice: Best Overall \"Performance-First\" Suite ... widely considered the gold standard for mid-market, tech-forward B2B companies"}, {"id": "mai-20260917-1752-baseline|c176-m1|google-small|Leapsome", "prompt": "c176-m1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leapsome is the top alternative to Lattice"}, {"id": "mai-20260917-1752-baseline|c176-m1|google-small|Culture Amp", "prompt": "c176-m1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Deep Analytics and People Science\" ... some mid-market users find its daily workflow management ... less intuitive compared to Lattice"}, {"id": "mai-20260917-1752-baseline|c176-m1|google-small|Teamflect", "prompt": "c176-m1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-Centric Workforces"}, {"id": "mai-20260917-1752-baseline|c176-m1|google-small|Spidergap", "prompt": "c176-m1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spidergap is the best dedicated 360 tool"}, {"id": "mai-20260917-1752-baseline|c176-m1|meta-small|Lattice", "prompt": "c176-m1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best 360-degree feedback tool for a mid-market B2B company is Lattice."}, {"id": "mai-20260917-1752-baseline|c176-m1|meta-small|Culture Amp", "prompt": "c176-m1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Culture Amp, Leapsome, and Effy AI"}, {"id": "mai-20260917-1752-baseline|c176-m1|meta-small|Leapsome", "prompt": "c176-m1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Culture Amp, Leapsome, and Effy AI"}, {"id": "mai-20260917-1752-baseline|c176-m1|meta-small|Effy AI", "prompt": "c176-m1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Culture Amp, Leapsome, and Effy AI"}, {"id": "mai-20260917-1752-baseline|c176-m1|minimax-small|Lattice", "prompt": "c176-m1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** stands out as the top choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c176-m1|minimax-small|Culture Amp", "prompt": "c176-m1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Development-focused 360s with benchmarks | Quote-based | Better if employee growth is primary driver"}, {"id": "mai-20260917-1752-baseline|c176-m1|minimax-small|Leapsome", "prompt": "c176-m1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you also need learning management"}, {"id": "mai-20260917-1752-baseline|c176-m1|minimax-small|15Five", "prompt": "c176-m1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Budget option; less robust 360 configurability"}, {"id": "mai-20260917-1752-baseline|c176-m1|minimax-small|Spidergap", "prompt": "c176-m1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Spidergap if: You need a dedicated 360 tool only"}, {"id": "mai-20260917-1752-baseline|c176-m1|mistral-small|Betterworks", "prompt": "c176-m1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** and **Culture Amp** are top choices due to their advanced analytics, integration capabilities, and scalability."}, {"id": "mai-20260917-1752-baseline|c176-m1|mistral-small|Culture Amp", "prompt": "c176-m1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** and **Culture Amp** are top choices"}, {"id": "mai-20260917-1752-baseline|c176-m1|mistral-small|Leapsome", "prompt": "c176-m1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** and **Lattice** are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c176-m1|mistral-small|Lattice", "prompt": "c176-m1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Leapsome** and **Lattice** are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c176-m1|mistral-small|Questback", "prompt": "c176-m1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Questback", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recommended for mid-sized and enterprise organizations needing strong reporting, human support, and practical implementation."}, {"id": "mai-20260917-1752-baseline|c176-m1|moonshot-small|Lattice", "prompt": "c176-m1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** — Best Overall for Mid-Market ... \"the default for mid-market companies (50-1,000 employees)\""}, {"id": "mai-20260917-1752-baseline|c176-m1|moonshot-small|Culture Amp", "prompt": "c176-m1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** — Best for People Science & Development"}, {"id": "mai-20260917-1752-baseline|c176-m1|moonshot-small|15Five", "prompt": "c176-m1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** — Best for Continuous Feedback Culture"}, {"id": "mai-20260917-1752-baseline|c176-m1|moonshot-small|Spidergap", "prompt": "c176-m1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spidergap** — Best Standalone 360 Tool"}, {"id": "mai-20260917-1752-baseline|c176-m1|moonshot-small|Leapsome", "prompt": "c176-m1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Leapsome** — Best for Competency-Based Development"}, {"id": "mai-20260917-1752-baseline|c176-m1|openai-small|Culture Amp", "prompt": "c176-m1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Culture Amp** ... **Best all-around for a mid-market B2B company:** **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c176-m1|openai-small|Spidergap", "prompt": "c176-m1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget-friendly standalone option:** **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-m1|openai-small|EchoSpan Flexible 360", "prompt": "c176-m1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan Flexible 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if 360 feedback is the main need:** **EchoSpan Flexible 360**"}, {"id": "mai-20260917-1752-baseline|c176-m1|openai-small|ClarityLoop", "prompt": "c176-m1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "ClarityLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "review directories show Culture Amp, EchoSpan, Spidergap, and ClarityLoop as common options"}, {"id": "mai-20260917-1752-baseline|c176-m1|openai-small|36 Dollar 360", "prompt": "c176-m1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "36 Dollar 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "priced from $36 per report, but it's more of a point solution than a full people platform"}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|Lattice", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice edges out as the mid-market sweet spot for B2B based on frequency in recommendations."}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|Leapsome", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leapsome (Highest-rated overall)"}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|Culture Amp", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culture Amp (Science-backed option)"}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|Spidergap", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Spidergap/Primalogik: Budget standalone (~$3-10/review or user/mo)"}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|Primalogik", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Spidergap/Primalogik: Budget standalone (~$3-10/review or user/mo)"}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|PerformYard", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PerformYard/15Five: Flexible for complex cycles or check-ins"}, {"id": "mai-20260917-1752-baseline|c176-m1|xai-small|15Five", "prompt": "c176-m1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PerformYard/15Five: Flexible for complex cycles or check-ins"}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|Lattice", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the best starting point."}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|Leapsome", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** is an excellent choice."}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|Spidergap", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spidergap** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|EchoSpan", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EchoSpan** (standalone, customizable 360 with strong reporting)"}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|Culture Amp", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but typically priced higher and geared toward larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|Betterworks", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but typically priced higher and geared toward larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline|c176-m1|zai-small|15Five", "prompt": "c176-m1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Weekly check‑ins + 360 in a performance suite"}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|Lattice", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Recommendation: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|Spidergap", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Standalone 360 Assessments: **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|Culture Amp", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data-Driven Culture & Benchmarks: **Culture Amp** ... Note: Can be more expensive and complex than Lattice."}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|15Five", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Great if you already use 15Five for check-ins/cadence."}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|Primalogik", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ideal if you need strict compliance, government-style structured review cycles"}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|Leapsome", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A strong European alternative to Lattice"}, {"id": "mai-20260917-1752-baseline|c176-m2|alibaba-small|Qualtrics", "prompt": "c176-m2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Higher budget/enterprise-ready:** Culture Amp or Qualtrics."}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|Officevibe", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Options** (though I'd recommend verifying current offerings and reviews):\n- Officevibe, 15Five, or Culture Amp"}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|15Five", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Officevibe, 15Five, or Culture Amp (known for employee engagement and feedback)"}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|Culture Amp", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Officevibe, 15Five, or Culture Amp (known for employee engagement and feedback)"}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|SurveyMonkey 360", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "SurveyMonkey 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- SurveyMonkey 360"}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|Lattice", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Lattice or Ally (performance management platforms)"}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|Ally", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Ally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Lattice or Ally (performance management platforms)"}, {"id": "mai-20260917-1752-baseline|c176-m2|anthropic-small|Qualtrics", "prompt": "c176-m2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- Qualtrics (if you want comprehensive experience management)"}, {"id": "mai-20260917-1752-baseline|c176-m2|challenger-small|PerformYard", "prompt": "c176-m2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **PerformYard** first if you want a dedicated, mid-market-friendly **multi-rater feedback / 360 review** tool"}, {"id": "mai-20260917-1752-baseline|c176-m2|challenger-small|Lattice", "prompt": "c176-m2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** or **Leapsome** are the best alternatives to consider"}, {"id": "mai-20260917-1752-baseline|c176-m2|challenger-small|Leapsome", "prompt": "c176-m2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** or **Leapsome** are the best alternatives to consider"}, {"id": "mai-20260917-1752-baseline|c176-m2|challenger-small|Culture Amp", "prompt": "c176-m2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if you also care a lot about engagement and broader employee listening, not just 360 reviews"}, {"id": "mai-20260917-1752-baseline|c176-m2|challenger-small|Workhuman", "prompt": "c176-m2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if recognition and peer feedback are also major priorities"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|Lattice", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice is my recommendation**"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|Leapsome", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Leapsome** as an excellent close second"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|Culture Amp", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest option if budget allows"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|Spidergap", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built standalone 360 tools, fast to deploy, good anonymity controls"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|EchoSpan", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purpose-built standalone 360 tools, fast to deploy"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|15Five", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a lighter, more budget-friendly option (~$4/person/mo)"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|Workday", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're already on Workday or UKG, check their built-in 360 modules"}, {"id": "mai-20260917-1752-baseline|c176-m2|deepseek-small|UKG", "prompt": "c176-m2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "already on Workday or UKG, check their built-in 360 modules"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Rippling", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard HRIS modules (like those built into Rippling, BambooHR, or Workday) often fall short on anonymity management and coaching-ready reports"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|BambooHR", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard HRIS modules ... often fall short on anonymity management and coaching-ready reports"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Workday", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard HRIS modules ... often fall short on anonymity management and coaching-ready reports"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Qualtrics", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-grade tools like Qualtrics or Medallia can be overly complex and expensive"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Medallia", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Medallia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-grade tools like Qualtrics or Medallia can be overly complex and expensive"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Lattice", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Lattice** (Best Overall for B2B Tech & Modern Mid-Markets)"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Leapsome", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leapsome** (Best for Customization and Learning Paths)"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Culture Amp", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Culture Amp** (Best for Data-Driven HR Teams)"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Teamflect", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Teamflect** (Best for Microsoft-Centric Organizations)"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Spidergap", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Spidergap** (Best Standalone Tool for Growth & Coaching)"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|Perspective AI", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Perspective AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "look at modern B2B Customer Experience (CX) tools like **Perspective AI** or **BuildBetter**"}, {"id": "mai-20260917-1752-baseline|c176-m2|google-small|BuildBetter", "prompt": "c176-m2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "BuildBetter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "tools like **Perspective AI** or **BuildBetter** rather than employee-focused HR tools"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Lattice", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Lattice - A full performance suite with OKRs, suitable for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Leapsome", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leapsome - Offers competency-based development cycles and is suitable for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Spidergap", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spidergap - A standalone 360 feedback tool that is suitable for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Primalogik", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Primalogik - A budget-friendly option for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|PerformYard", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PerformYard - Suitable for complex or compliance-heavy processes"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Trakstar", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trakstar - Offers formal appraisal and 360 feedback combined"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Effy AI", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Effy AI - A free or low-cost starting point"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Culture Amp", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Culture Amp - Offers deep people analytics"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|Worxmate", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Worxmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Worxmate - Offers 360 feedback wired into OKR execution"}, {"id": "mai-20260917-1752-baseline|c176-m2|meta-small|EchoSpan", "prompt": "c176-m2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "EchoSpan - Offers consistent, repeatable multi-rater competency reviews"}, {"id": "mai-20260917-1752-baseline|c176-m2|minimax-small|Lattice", "prompt": "c176-m2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lattice** because: It balances usability with depth"}, {"id": "mai-20260917-1752-baseline|c176-m2|minimax-small|Culture Amp", "prompt": "c176-m2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Data-Driven Organizations"}, {"id": "mai-20260917-1752-baseline|c176-m2|minimax-small|Spidergap", "prompt": "c176-m2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Standalone 360 Tool"}, {"id": "mai-20260917-1752-baseline|c176-m2|minimax-small|Betterworks", "prompt": "c176-m2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for OKR-Aligned Feedback"}, {"id": "mai-20260917-1752-baseline|c176-m2|minimax-small|FeedbackPulse", "prompt": "c176-m2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious option for smaller teams | **FeedbackPulse** or **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-m2|minimax-small|Small Improvements", "prompt": "c176-m2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious option for smaller teams | **FeedbackPulse** or **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-m2|mistral-small|Primalogik", "prompt": "c176-m2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primalogik** is highly recommended for small to mid-size teams needing structured competency frameworks and easy administration of multi-rater (360) cycles."}, {"id": "mai-20260917-1752-baseline|c176-m2|mistral-small|Qualtrics", "prompt": "c176-m2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualtrics** is ideal if your organization wants standardized 360 cycles with robust cohort-level reporting"}, {"id": "mai-20260917-1752-baseline|c176-m2|mistral-small|PerformYard", "prompt": "c176-m2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PerformYard** is a budget-friendly choice"}, {"id": "mai-20260917-1752-baseline|c176-m2|mistral-small|Effy AI", "prompt": "c176-m2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Effy AI** is another strong option for mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c176-m2|moonshot-small|Lattice", "prompt": "c176-m2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Lattice if you need a comprehensive people platform that handles performance, goals, and 360 feedback in one place."}, {"id": "mai-20260917-1752-baseline|c176-m2|moonshot-small|Culture Amp", "prompt": "c176-m2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Culture Amp if engagement surveys and benchmarking against industry data are priorities."}, {"id": "mai-20260917-1752-baseline|c176-m2|moonshot-small|15Five", "prompt": "c176-m2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose 15Five if you want something lighter, easier to implement"}, {"id": "mai-20260917-1752-baseline|c176-m2|moonshot-small|Engagedly", "prompt": "c176-m2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Structured 360 + Growth ... Purpose-built for multi-rater feedback with blindspot analysis"}, {"id": "mai-20260917-1752-baseline|c176-m2|openai-small|Culture Amp", "prompt": "c176-m2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Culture Amp** as my default recommendation"}, {"id": "mai-20260917-1752-baseline|c176-m2|openai-small|Lattice", "prompt": "c176-m2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a simpler performance-management suite with 360s built in: Lattice"}, {"id": "mai-20260917-1752-baseline|c176-m2|openai-small|Qualtrics", "prompt": "c176-m2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need deeper survey/employee-experience analytics and more enterprise-style workflows: Qualtrics"}, {"id": "mai-20260917-1752-baseline|c176-m2|xai-small|Primalogik", "prompt": "c176-m2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Primalogik as the top multi-rater (360-degree) feedback software"}, {"id": "mai-20260917-1752-baseline|c176-m2|xai-small|PerformYard", "prompt": "c176-m2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly customizable workflows ... great for unique B2B processes."}, {"id": "mai-20260917-1752-baseline|c176-m2|xai-small|Spidergap", "prompt": "c176-m2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Standalone 360 (no full suite needed) ... Best if occasional use."}, {"id": "mai-20260917-1752-baseline|c176-m2|xai-small|Small Improvements", "prompt": "c176-m2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget continuous feedback ... good for 50-750 staff."}, {"id": "mai-20260917-1752-baseline|c176-m2|xai-small|Culture Amp", "prompt": "c176-m2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "solid but lean enterprise/mid-upper market ($9+/user/month, higher mins)"}, {"id": "mai-20260917-1752-baseline|c176-m2|xai-small|Lattice", "prompt": "c176-m2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "solid but lean enterprise/mid-upper market ($9+/user/month, higher mins)"}, {"id": "mai-20260917-1752-baseline|c176-m2|zai-small|Lattice", "prompt": "c176-m2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Lattice** as the top choice"}, {"id": "mai-20260917-1752-baseline|c176-m2|zai-small|Primalogik", "prompt": "c176-m2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Primalogik** as the best value alternative"}, {"id": "mai-20260917-1752-baseline|c176-m2|zai-small|Leapsome", "prompt": "c176-m2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Holistic Option: Leapsome"}, {"id": "mai-20260917-1752-baseline|c176-m2|zai-small|Small Improvements", "prompt": "c176-m2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Standalone/Dedicated Option: Small Improvements ... this is a strong contender"}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|Lattice", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Comprehensive performance management combined with 360s.... Lattice ensures the feedback actually impacts future goal-setting."}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|15Five", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** High-performance cultures and continuous feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|Culture Amp", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It provides the deepest level of statistical analysis"}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|BetterUp", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Executive coaching and leadership development."}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|Vantagebox (by SurveyMonkey/Qualtrics)", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Vantagebox (by SurveyMonkey/Qualtrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Simplicity and ease of use."}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|Microsoft Viva Pulse", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Microsoft Viva Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Organizations deeply entrenched in the Microsoft Ecosystem."}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|Workday", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Premium tools (like Workday or BambooHR modules) pull your current org chart automatically"}, {"id": "mai-20260917-1752-baseline|c176-m3|alibaba-small|BambooHR", "prompt": "c176-m3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Premium tools (like Workday or BambooHR modules) pull your current org chart automatically"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Teamflect", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top 360 feedback tools in 2026 include Teamflect, Spidergap, Small Improvements, and Effy AI."}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Spidergap", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Spidergap excels in customer support and ease of use."}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Small Improvements", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small Improvements offers extensive customization for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Effy AI", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Effy AI provides AI-powered feedback analysis at an accessible price point"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|EvalFlow", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EvalFlow (an AI-native platform connecting 360 feedback to continuous performance data)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Lattice", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lattice (an established performance suite with modular 360 capabilities)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Culture Amp", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Culture Amp (an engagement-focused platform with enterprise 360 assessments)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|15Five", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "15Five (a manager effectiveness tool with built-in 360 components)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Leapsome", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leapsome (a European-based platform combining 360s with learning features)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Qualtrics", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Qualtrics (an enterprise 360 feedback platform with advanced analytics)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|PerformYard", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PerformYard (a flexible performance management with configurable 360 surveys)"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Engagedly", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "integrated platforms like Engagedly or Lattice make sense if you want 360 feedback connected to broader talent processes"}, {"id": "mai-20260917-1752-baseline|c176-m3|anthropic-small|Workleap", "prompt": "c176-m3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Platforms like Workleap and 15Five are built for more frequent, lightweight feedback"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Spidergap", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Spidergap** | Dedicated, standalone 360 reviews"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Primalogik", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Primalogik** | Customizable templates and categorized insights"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Lattice", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lattice** | Performance management with 360s"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|15Five", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five** | Continuous performance and manager coaching"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Leapsome", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Leapsome** | Learning + goals + reviews"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Betterworks", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Betterworks** | OKR-driven enterprise teams"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Culture Amp", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Culture Amp** | Enterprise engagement + development"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|Qualtrics", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Qualtrics** | Large enterprises needing advanced analytics"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|EchoSpan", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**EchoSpan** | Coaches or single 360 projects"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|SurveyMonkey", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SurveyMonkey** | Budget-conscious or first-time 360s"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|PerformYard", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "look at **Lattice**, **15Five**, **Leapsome**, **PerformYard**, or **Betterworks**"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|FeedbackPulse", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "look at **Culture Amp**, **FeedbackPulse**, or **Qualtrics**"}, {"id": "mai-20260917-1752-baseline|c176-m3|challenger-small|SurveySparrow", "prompt": "c176-m3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "look at **SurveyMonkey**, **SurveySparrow**, or other lightweight survey-first tools"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Spidergap", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most popular pure-play 360 tool... a dedicated tool like Spidergap is ideal"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|EchoSpan", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular with professional coaches and single 360 projects; pay-per-review model."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Small Improvements", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lightweight standalone 360 and review tool."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Lattice", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated performance management + 360s: Lattice"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Culture Amp", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise engagement + 360s on one platform: Culture Amp"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|15Five", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Continuous performance management with \"Best-Self Review\" for 360s."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Leapsome", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All-in-one people-enablement platform (360s + learning + engagement)."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Betterworks", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise tool tying 360 feedback to OKRs, calibration, and AI-powered talent decisions."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|PerformYard", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broader talent-management platforms that bundle 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Engagedly", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Broader talent-management platforms that bundle 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Deel HR", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Broader talent-management platforms that bundle 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Primalogik", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Broader talent-management platforms that bundle 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|FeedbackPulse", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Budget / small teams: SurveyMonkey, FeedbackPulse"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|ThriveSparrow", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Platforms integrating 360s with engagement, eNPS, or OKRs."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Worxmate", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Worxmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Feedback tied to OKRs: Betterworks, Worxmate"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|SurveyMonkey", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Budget-friendly survey engines usable for basic 360s, though with less built-in multi-rater logic."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Typeform", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Typeform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Budget-friendly survey engines usable for basic 360s, though with less built-in multi-rater logic."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Alchemer", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Alchemer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Budget-friendly survey engines usable for basic 360s, though with less built-in multi-rater logic."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Qualtrics", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Enterprise-grade survey/experience platform with powerful analytics."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Teamflect", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Teamflect (deep Microsoft Teams integration)"}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Connecteam", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Tools like Connecteam and Ordio cater to frontline and deskless workers."}, {"id": "mai-20260917-1752-baseline|c176-m3|deepseek-small|Ordio", "prompt": "c176-m3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Ordio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "Tools like Connecteam and Ordio cater to frontline and deskless workers."}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Lattice", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Lattice** if you want to overhaul your entire performance culture"}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Leapsome", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A highly visual, modular platform that pairs 360 feedback with employee development"}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|15Five", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on the \"weekly check-in\" culture."}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Culture Amp", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Culture Amp** if you have a sophisticated People Ops team"}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Qualtrics (XM for Employee Experience)", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics (XM for Employee Experience)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A massive enterprise-grade experience management platform."}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Spidergap", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Spidergap** if you are a consultant running 360s for client leadership teams"}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Primalogik", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A budget-conscious, highly customizable standalone review tool."}, {"id": "mai-20260917-1752-baseline|c176-m3|google-small|Teamflect", "prompt": "c176-m3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Teamflect** if your organization runs entirely on Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Deel HR", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Deel HR, Performance Pro, Sogolytics"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Performance Pro", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Performance Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Deel HR, Performance Pro, Sogolytics"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Sogolytics", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Sogolytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Deel HR, Performance Pro, Sogolytics"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Mitratech Perform", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Mitratech Perform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mitratech Perform, ThriveSparrow, Primalogik"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|ThriveSparrow", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mitratech Perform, ThriveSparrow, Primalogik"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Primalogik", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mitratech Perform, ThriveSparrow, Primalogik"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Teamflect", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teamflect, Express Evaluations"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Express Evaluations", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Express Evaluations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teamflect, Express Evaluations"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|Spidergap 360˚ Feedback", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap 360˚ Feedback", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Spidergap 360˚ Feedback, and PerformYard"}, {"id": "mai-20260917-1752-baseline|c176-m3|meta-small|PerformYard", "prompt": "c176-m3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Spidergap 360˚ Feedback, and PerformYard"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|FeedbackPulse", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Best overall - full platform where 360 reviews sit alongside engagement surveys, eNPS, and performance reviews"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Lattice", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Performance management integration:** Lattice"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Culture Amp", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Engagement + analytics:** Culture Amp"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|15Five", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Continuous performance:** 15Five"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Leapsome", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Connecting 360 to learning and goals in a modular suite"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Qualtrics", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Large enterprises needing highly configurable assessments at scale"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Spidergap", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Dedicated 360 tool:** Spidergap"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Betterworks", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise overall:** Betterworks (feedback tied to OKRs)"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Small Improvements", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best For:** Lightweight, standalone 360 and review tool"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|EchoSpan", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best For:** Coaches and single 360 projects (pay per review)"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Effy AI", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Per seat/month:** Effy AI ($3)"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Teamflect", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teamflect ($9)"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|PerformYard", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "PerformYard ($5-10)"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|G360 Surveys", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "G360 Surveys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Spidergap, EchoSpan, G360 Surveys | Dedicated 360 focus"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|SurveyMonkey", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Budget/small teams:** SurveyMonkey, Qualaroo"}, {"id": "mai-20260917-1752-baseline|c176-m3|minimax-small|Qualaroo", "prompt": "c176-m3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualaroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Budget/small teams:** SurveyMonkey, Qualaroo"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|ThriveSparrow", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for continuous performance management and team growth using employee feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|PerformYard", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Streamlines the creation and implementation of employee feedback programs."}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Typeform", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known for creating engaging, visually appealing surveys."}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Alchemer", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Alchemer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers advanced survey design and analytics"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|SpiderGap", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "SpiderGap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for organizations seeking a comprehensive performance management solution with customizable feedback reports."}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Qualtrics", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Provides a suite of employee experience software solutions, including 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|CultureAmp", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "CultureAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a holistic performance management platform"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Reviewsnap", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Reviewsnap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simplifies the 360-degree feedback process for both managers and employees"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|15Five", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for regular check-ins and continuous feedback"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Deel HR", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for identifying development opportunities and is often used by remote-first companies."}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Sogolytics", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Sogolytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Known for advanced survey design and analytics"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Primalogik", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Focuses on growing talent through feedback"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Teamflect", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for organizations using Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Express Evaluations", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Express Evaluations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for government, small businesses, and non-profits"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Mitratech Perform", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Mitratech Perform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Best for goal setting and engaging employees"}, {"id": "mai-20260917-1752-baseline|c176-m3|mistral-small|Fellow", "prompt": "c176-m3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Fellow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enables real-time feedback on meetings, projects, and performance"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Spidergap", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spidergap** — Best Standalone Dedicated 360 Tool"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Lattice", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** — Best Integrated Performance Management"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Culture Amp", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** — Best for Enterprise & People Science"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|15Five", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** — Best for Continuous Performance + Manager Coaching"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Leapsome", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Leapsome** — Best for Competency-Based Development"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|EchoSpan", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**EchoSpan** — Best for Coaches & Single Projects"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Betterworks", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Betterworks** — Best for Enterprise OKR Integration"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Primalogik", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Budget-conscious SMB? → Primalogik or ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|ThriveSparrow", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Primalogik / ThriveSparrow — Best Budget Options"}, {"id": "mai-20260917-1752-baseline|c176-m3|moonshot-small|Sprad", "prompt": "c176-m3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Sprad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "EU-based / need works-council approval? → Sprad or Leapsome"}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|Culture Amp", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall suite:** Culture Amp or Lattice."}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|Qualtrics", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for analytics-heavy enterprise programs:** Qualtrics."}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|Lattice", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall suite:** Culture Amp or Lattice."}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|15Five", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "companies that want a lighter-weight performance tool with 360 reviews included"}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|PerformYard", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for customization:** PerformYard."}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|SurveySparrow", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best survey-first option:** SurveySparrow."}, {"id": "mai-20260917-1752-baseline|c176-m3|openai-small|ClearCompany", "prompt": "c176-m3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best if you already use a talent suite:** ClearCompany."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Spidergap", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most frequently top-ranked are **Spidergap**... Pure 360 focus; cheapest for infrequent use"}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Lattice", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one for mid-market; unifies cycles but pricier for 360-only."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Culture Amp", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep analytics/insights; best for large orgs needing benchmarks."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|15Five", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emphasizes ongoing performance; great for remote/weekly cadences."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Leapsome", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ties feedback to training; scalable modular build."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|PerformYard", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly configurable templates; strong for regulated industries."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|EchoSpan", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flexible for one-off/deep dives; consultant-friendly."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Qualtrics", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Powerful for complex data; overkill for simple 360s."}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Betterworks", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lattice/15Five/Leapsome/Betterworks bundle with goals, check-ins, and L&D"}, {"id": "mai-20260917-1752-baseline|c176-m3|xai-small|Teamflect", "prompt": "c176-m3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lattice/Teamflect shine in MS ecosystem."}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Spidergap", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Dedicated, no‑nonsense 360 tool with pay‑per‑assessment pricing ... Pure 360 focus"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Culture Amp", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest people‑science platform for benchmarking and engagement"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Lattice", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360 tightly integrated with OKRs and performance reviews"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Qualtrics", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers maximum flexibility and analytics depth"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|15Five", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "360 is integrated into weekly check‑in workflows"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Leapsome", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "360 is tightly connected to learning and development"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|PerformYard", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** Complex or compliance‑heavy processes"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|BambooHR", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teams already using BambooHR → BambooHR"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|FeedbackPulse", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Combines 360 with pulse surveys and engagement tracking in one affordable package"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Effy AI", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong AI‑driven sentiment analysis at a very low price point"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Teamflect", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "360 lives inside Teams, reducing adoption friction"}, {"id": "mai-20260917-1752-baseline|c176-m3|zai-small|Betterworks", "prompt": "c176-m3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise: Culture Amp, Qualtrics, Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|ThriveSparrow", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ThriveSparrow:** Often cited as a top choice for SMBs on a budget... **Best Overall Value**"}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|Lattice", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "without the enterprise-level price tag of giants like Lattice or Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|Betterworks", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "without the enterprise-level price tag of giants like Lattice or Betterworks"}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|Small Improvements", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended specifically for small teams with limited resources."}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|Primalogik", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for being robust yet accessible to smaller organizations compared to competitors."}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|SurveyMonkey", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Frequently recommended as the go-to for \"tight budgets.\""}, {"id": "mai-20260917-1752-baseline|c176-m4|alibaba-small|Google Forms", "prompt": "c176-m4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Near-Zero Budget** - Completely free, though requires manual management."}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|Effy AI", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI offers one of the most accessible entry points into 360-degree feedback, with a free plan that includes basic multi-rater review functionality"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|Performly", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Performly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Performly offers a free plan limited to 6 raters, with paid plans starting at $25 per subject"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|ThriveSparrow", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For SMBs with limited budget, ThriveSparrow, Small Improvements, or Primalogik are recommended options"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|Small Improvements", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small Improvements offers three plans starting at $3/user/month"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|Primalogik", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ThriveSparrow, Small Improvements, or Primalogik are recommended options"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|Spidergap", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Spidergap focuses exclusively on 360-degree feedback and makes it an obvious choice if you already have an HR platform"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|SurveyMonkey", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have freemium plans that can mimic 360 surveys, though they usually lack anonymity control and meaningful reporting capabilities"}, {"id": "mai-20260917-1752-baseline|c176-m4|anthropic-small|SurveySparrow", "prompt": "c176-m4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they usually lack anonymity control and meaningful reporting capabilities, so they really only work for small teams"}, {"id": "mai-20260917-1752-baseline|c176-m4|challenger-small|Effy AI", "prompt": "c176-m4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Effy AI** or **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c176-m4|challenger-small|FeedbackPulse", "prompt": "c176-m4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best starting point is usually **Effy AI** or **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c176-m4|challenger-small|Primalogik", "prompt": "c176-m4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "described as a **budget-friendly** SMB option"}, {"id": "mai-20260917-1752-baseline|c176-m4|challenger-small|ThriveSparrow", "prompt": "c176-m4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "starts **under $5/month** and is recommended for SMBs with limited budgets"}, {"id": "mai-20260917-1752-baseline|c176-m4|challenger-small|PeopleGoal", "prompt": "c176-m4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "starts at **$4/user/month**"}, {"id": "mai-20260917-1752-baseline|c176-m4|challenger-small|SurveyMonkey", "prompt": "c176-m4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need occasional, lightweight 360s only:** **SurveyMonkey**"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|Effy AI", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI is the standout choice"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|FeedbackPulse", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"free forever\" tier"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|Primalogik", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for a dedicated, established performer"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|Small Improvements", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheap all-in-one"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|Spidergap", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're only reviewing leaders"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|Teamflect", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need it fully integrated with Microsoft Teams | **Teamflect** (free to 10 users, then ~$9/user)"}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|Lattice", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Lattice** carries a **$4,000 annual minimum** ... Avoid these if your budget is tight."}, {"id": "mai-20260917-1752-baseline|c176-m4|deepseek-small|15Five", "prompt": "c176-m4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**15Five** forces annual billing (~$11/user). Avoid these if your budget is tight."}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|Teamflect", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Teamflect is often the most cost-effective and highest-adoption option"}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|PerformYard", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PerformYard is the industry standout for affordability"}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|Lattice", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms (like Lattice or Culture Amp) require expensive annual minimum contracts that cost thousands of dollars upfront"}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|Culture Amp", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms (like Lattice or Culture Amp) require expensive annual minimum contracts that cost thousands of dollars upfront"}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|Spidergap", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Spidergap if you only run 360 reviews once a year and want to pay \"by the head\""}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|Google Forms", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a logistical nightmare for teams larger than 10 people"}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|LimeSurvey", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "LimeSurvey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A robust, self-hosted, open-source survey tool. It has community-contributed 360-degree feedback templates."}, {"id": "mai-20260917-1752-baseline|c176-m4|google-small|Blik360", "prompt": "c176-m4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Blik360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a developer-friendly, open-source 360 platform designed specifically for teams wanting to self-host"}, {"id": "mai-20260917-1752-baseline|c176-m4|meta-small|ThriveSparrow", "prompt": "c176-m4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik."}, {"id": "mai-20260917-1752-baseline|c176-m4|meta-small|Small Improvements", "prompt": "c176-m4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik."}, {"id": "mai-20260917-1752-baseline|c176-m4|meta-small|Primalogik", "prompt": "c176-m4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik."}, {"id": "mai-20260917-1752-baseline|c176-m4|meta-small|SurveyMonkey", "prompt": "c176-m4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Additionally, SurveyMonkey is a cheap option for small teams."}, {"id": "mai-20260917-1752-baseline|c176-m4|minimax-small|Primalogik", "prompt": "c176-m4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primalogik** - Best balance of features and price ($3/user/month for dedicated 360 feedback)"}, {"id": "mai-20260917-1752-baseline|c176-m4|minimax-small|ThriveSparrow", "prompt": "c176-m4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Starts at $2-5/user/month** (Performance module for 360)"}, {"id": "mai-20260917-1752-baseline|c176-m4|minimax-small|Small Improvements", "prompt": "c176-m4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Starts at $6/user/month** (Grow plan - this is where 360 lives)"}, {"id": "mai-20260917-1752-baseline|c176-m4|minimax-small|SurveyMonkey", "prompt": "c176-m4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SurveyMonkey** - If you have a very small team and want free/low-cost option"}, {"id": "mai-20260917-1752-baseline|c176-m4|minimax-small|AssessTEAM", "prompt": "c176-m4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Starting at $2/user/month** - one of the most affordable options"}, {"id": "mai-20260917-1752-baseline|c176-m4|mistral-small|Express Evaluations", "prompt": "c176-m4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Express Evaluations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Express Evaluations** and **SurveyMonkey** stand out as the best options for companies with limited budgets"}, {"id": "mai-20260917-1752-baseline|c176-m4|mistral-small|SurveyMonkey", "prompt": "c176-m4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Express Evaluations** and **SurveyMonkey** stand out as the best options for companies with limited budgets"}, {"id": "mai-20260917-1752-baseline|c176-m4|mistral-small|SurveySparrow", "prompt": "c176-m4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another freemium option that allows you to mimic 360 feedback surveys"}, {"id": "mai-20260917-1752-baseline|c176-m4|mistral-small|Trakstar", "prompt": "c176-m4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for small to mid-sized businesses, with straightforward pricing starting around $5\\u2013$10 per user per month."}, {"id": "mai-20260917-1752-baseline|c176-m4|mistral-small|PerformYard", "prompt": "c176-m4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both are recommended for SMBs, offering flexible and simple 360-degree feedback solutions."}, {"id": "mai-20260917-1752-baseline|c176-m4|mistral-small|Small Improvements", "prompt": "c176-m4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both are recommended for SMBs, offering flexible and simple 360-degree feedback solutions."}, {"id": "mai-20260917-1752-baseline|c176-m4|moonshot-small|Effy AI", "prompt": "c176-m4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **360 feedback for your entire company** at the lowest cost → **Effy AI** or **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-m4|moonshot-small|Small Improvements", "prompt": "c176-m4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "at the lowest cost → **Effy AI** or **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-m4|moonshot-small|ThriveSparrow", "prompt": "c176-m4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **better analytics and visual reports** → **ThriveSparrow**"}, {"id": "mai-20260917-1752-baseline|c176-m4|moonshot-small|Primalogik", "prompt": "c176-m4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **highly customizable surveys** → **Primalogik**"}, {"id": "mai-20260917-1752-baseline|c176-m4|openai-small|36 Dollar 360", "prompt": "c176-m4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "36 Dollar 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest low-cost option I found is **36 Dollar 360**"}, {"id": "mai-20260917-1752-baseline|c176-m4|openai-small|SurveyMonkey", "prompt": "c176-m4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easier general-purpose setup with recurring pricing:** **SurveyMonkey**"}, {"id": "mai-20260917-1752-baseline|c176-m4|openai-small|Jotform", "prompt": "c176-m4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jotform** starts at **$39/month** on Capterra's 2025 shortlist"}, {"id": "mai-20260917-1752-baseline|c176-m4|openai-small|Spidergap", "prompt": "c176-m4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More established 360-focused platform, but usually pricier:** **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-m4|xai-small|Effy AI", "prompt": "c176-m4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI stands out as the best 360-degree feedback tool"}, {"id": "mai-20260917-1752-baseline|c176-m4|xai-small|FeedbackPulse", "prompt": "c176-m4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Try Effy AI's free plan or FeedbackPulse free tier—no commitment."}, {"id": "mai-20260917-1752-baseline|c176-m4|xai-small|Express Evaluations", "prompt": "c176-m4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Express Evaluations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$2.25-2.50/user/month (annual min. ~$2K) | Simple performance mgmt"}, {"id": "mai-20260917-1752-baseline|c176-m4|xai-small|Google Forms", "prompt": "c176-m4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "no native anonymity or 360 workflows—add-ons like Sheets for aggregation. DIY only."}, {"id": "mai-20260917-1752-baseline|c176-m4|xai-small|SurveyMonkey", "prompt": "c176-m4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "overage fees add up; lacks dedicated 360 automation"}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|AssessTEAM", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute lowest cost per user: AssessTEAM at $2/user/month with no contracts."}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|Small Improvements", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a polished, integrated solution: Small Improvements at $6/user/month (20-user minimum)."}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|Quick360", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Quick360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free (web app) | Pre-built questionnaires... Cannot edit questions"}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|AI 360 Feedback", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "AI 360 Feedback", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For zero licensing cost: Blik360 (self-hosted) or Quick360/AI 360 Feedback (free web apps)."}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|SelfStir Individual", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "SelfStir Individual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Designed for individuals/coaches, not full-company rollouts."}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|360review.io", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "360review.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focused on leaders, limited to simple feedback loops."}, {"id": "mai-20260917-1752-baseline|c176-m4|zai-small|Blik360", "prompt": "c176-m4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Blik360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For zero licensing cost: Blik360 (self-hosted)"}, {"id": "mai-20260917-1752-baseline|c176-m5|alibaba-small|15Five", "prompt": "c176-m5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some specialize heavily in one or the other (e.g., 15Five focuses on engagement/goals; Trakstar focuses on deep analytics/appraisals)"}, {"id": "mai-20260917-1752-baseline|c176-m5|alibaba-small|Trakstar", "prompt": "c176-m5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Trakstar focuses on deep analytics/appraisals"}, {"id": "mai-20260917-1752-baseline|c176-m5|deepseek-small|Spidergap", "prompt": "c176-m5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Standalone 360 tool** (e.g., Spidergap) — if you already have an HRIS and just need 360"}, {"id": "mai-20260917-1752-baseline|c176-m5|deepseek-small|Lattice", "prompt": "c176-m5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Full performance/engagement suite** (e.g., Lattice, Culture Amp, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|deepseek-small|Culture Amp", "prompt": "c176-m5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Full performance/engagement suite** (e.g., Lattice, Culture Amp, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|deepseek-small|Leapsome", "prompt": "c176-m5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Full performance/engagement suite** (e.g., Lattice, Culture Amp, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|deepseek-small|15Five", "prompt": "c176-m5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Full performance/engagement suite** (e.g., Lattice, Culture Amp, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|BambooHR", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HRIS-built 360 tools are notorious for underperforming."}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|HiBob", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You might already have a basic \"360 feature\" built into your existing HRIS (e.g., BambooHR, Rippling, HiBob). ... be warned"}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|Rippling", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lacking advanced anonymity controls, proper peer-nomination workflows, and interactive development-planning reports"}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|Culture Amp", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "investing in a specialized tool (or a robust dedicated talent suite like Culture Amp, Leapsome, Lattice, or 15Five) is almost always worth the budget"}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|Leapsome", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a robust dedicated talent suite like Culture Amp, Leapsome, Lattice, or 15Five"}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|Lattice", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a robust dedicated talent suite like Culture Amp, Leapsome, Lattice, or 15Five"}, {"id": "mai-20260917-1752-baseline|c176-m5|google-small|15Five", "prompt": "c176-m5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a robust dedicated talent suite like Culture Amp, Leapsome, Lattice, or 15Five"}, {"id": "mai-20260917-1752-baseline|c176-m5|meta-small|Betterworks", "prompt": "c176-m5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top 360-degree feedback tools for large companies include Betterworks, CompanyView, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c176-m5|meta-small|CompanyView", "prompt": "c176-m5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "CompanyView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top 360-degree feedback tools for large companies include Betterworks, CompanyView, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c176-m5|meta-small|Guideflow", "prompt": "c176-m5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top 360-degree feedback tools for large companies include Betterworks, CompanyView, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c176-m5|minimax-small|Culture Amp", "prompt": "c176-m5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "demo 3-5 top tools (like Culture Amp, Qualtrics, 15Five, Lattice, orrefied)"}, {"id": "mai-20260917-1752-baseline|c176-m5|minimax-small|Qualtrics", "prompt": "c176-m5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "demo 3-5 top tools (like Culture Amp, Qualtrics, 15Five, Lattice, orrefied)"}, {"id": "mai-20260917-1752-baseline|c176-m5|minimax-small|15Five", "prompt": "c176-m5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "demo 3-5 top tools (like Culture Amp, Qualtrics, 15Five, Lattice, orrefied)"}, {"id": "mai-20260917-1752-baseline|c176-m5|minimax-small|Lattice", "prompt": "c176-m5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "demo 3-5 top tools (like Culture Amp, Qualtrics, 15Five, Lattice, orrefied)"}, {"id": "mai-20260917-1752-baseline|c176-m5|moonshot-small|Spidergap", "prompt": "c176-m5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Standalone 360 Platforms** (e.g., Spidergap, Small Improvements)"}, {"id": "mai-20260917-1752-baseline|c176-m5|moonshot-small|Small Improvements", "prompt": "c176-m5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Standalone 360 Platforms** (e.g., Spidergap, Small Improvements)"}, {"id": "mai-20260917-1752-baseline|c176-m5|moonshot-small|Lattice", "prompt": "c176-m5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Performance Management Suites** (e.g., Lattice, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|moonshot-small|Leapsome", "prompt": "c176-m5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Performance Management Suites** (e.g., Lattice, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|moonshot-small|15Five", "prompt": "c176-m5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Performance Management Suites** (e.g., Lattice, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m5|moonshot-small|Qualtrics EmployeeXM", "prompt": "c176-m5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often quote-based pricing; may be overkill for 500 people"}, {"id": "mai-20260917-1752-baseline|c176-m5|xai-small|Lattice", "prompt": "c176-m5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aim to shortlist 3-5 vendors (e.g., Lattice, Culture Amp, Leapsome, Spidergap, 15Five, based on recent reviews"}, {"id": "mai-20260917-1752-baseline|c176-m5|xai-small|Culture Amp", "prompt": "c176-m5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Culture Amp | Benchmarks, engagement tie-in | Custom | 4.5/5 |"}, {"id": "mai-20260917-1752-baseline|c176-m5|xai-small|Leapsome", "prompt": "c176-m5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Leapsome | Learning/360 combo, customizable | Custom | 4.8/5 |"}, {"id": "mai-20260917-1752-baseline|c176-m5|xai-small|Spidergap", "prompt": "c176-m5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Spidergap | Pure 360, affordable standalone | $1K+/year | 4.8/5 |"}, {"id": "mai-20260917-1752-baseline|c176-m5|xai-small|15Five", "prompt": "c176-m5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| 15Five | Continuous feedback, manager tools | $4/user/mo | 4.6/5 |"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Microsoft Forms", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Microsoft Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AVOID: Microsoft Forms, Google Forms, SurveyMonkey, Tally."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Google Forms", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "AVOID: Microsoft Forms, Google Forms, SurveyMonkey, Tally."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|SurveyMonkey", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "AVOID: Microsoft Forms, Google Forms, SurveyMonkey, Tally."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Qualtrics", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should strictly avoid using general-purpose polling tools—such as **Microsoft Forms, Google Forms, SurveyMonkey, or Qualtrics**—for formal 360-degree reviews."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Workday", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "CAUTION: Workday (ensure it has robust reporting), rigid legacy HCMs without admin support."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|SAP SuccessFactors", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of large-scale legacy Human Capital Management (HCM) suites (e.g., older versions of **Workday, SAP SuccessFactors, or Oracle**)"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Oracle", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be wary of large-scale legacy Human Capital Management (HCM) suites (e.g., older versions of **Workday, SAP SuccessFactors, or Oracle**)"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|15Five", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While tools like **15Five** or **Luma** are excellent for continuous feedback and weekly goals, they can be problematic if you strictly need detailed competency assessments."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Luma", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Luma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they can be problematic if you strictly need detailed competency assessments"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Tally", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Tally", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "AVOID: Microsoft Forms, Google Forms, SurveyMonkey, Tally."}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|FeedbackFruits", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "FeedbackFruits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "RECOMMEND: Dedicated 360 tools such as **FeedbackFruits, JAM Talent Management, Lighthouse 360**, or **Sworkforce**"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|JAM Talent Management", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "JAM Talent Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "RECOMMEND: Dedicated 360 tools such as **FeedbackFruits, JAM Talent Management, Lighthouse 360**, or **Sworkforce**"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Lighthouse 360", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Lighthouse 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "RECOMMEND: Dedicated 360 tools such as **FeedbackFruits, JAM Talent Management, Lighthouse 360**, or **Sworkforce**"}, {"id": "mai-20260917-1752-baseline|c176-m6|alibaba-small|Sworkforce", "prompt": "c176-m6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Sworkforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "which specialize in protecting respondent anonymity and aggregating data securely"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|SurveyMonkey", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic survey platforms that \"wear a 360 badge\" (e.g., SurveyMonkey, Google Forms, generic form tools) ... usually lack the features that make a 360 actually work"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Google Forms", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic survey platforms that \"wear a 360 badge\" (e.g., SurveyMonkey, Google Forms, generic form tools)"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Culture Amp", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-heavy suites when you're a small/mid company (e.g., Culture Amp, Lattice, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Lattice", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often need a sales call, rollout project, budget, and learning curve that growing teams don't have"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Leapsome", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-heavy suites when you're a small/mid company (e.g., Culture Amp, Lattice, Leapsome, 15Five)"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|15Five", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "many tools (Effy AI, Primalogik, PerformYard, 15Five, Lattice) charge for every employee, even those not being reviewed"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Effy AI", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-seat pricing surprises — many tools (Effy AI, Primalogik, PerformYard, 15Five, Lattice) charge for every employee"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Primalogik", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Primalogik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "many tools (Effy AI, Primalogik, PerformYard, 15Five, Lattice) charge for every employee"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|PerformYard", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "many tools (Effy AI, Primalogik, PerformYard, 15Five, Lattice) charge for every employee"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|Spidergap", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "a per-recipient tool (Spidergap, G360 Surveys, EchoSpan) can cost a fifth as much"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|G360 Surveys", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "G360 Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a per-recipient tool (Spidergap, G360 Surveys, EchoSpan) can cost a fifth as much"}, {"id": "mai-20260917-1752-baseline|c176-m6|deepseek-small|EchoSpan", "prompt": "c176-m6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a per-recipient tool (Spidergap, G360 Surveys, EchoSpan) can cost a fifth as much"}, {"id": "mai-20260917-1752-baseline|c176-m6|google-small|Google Forms", "prompt": "c176-m6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: \"DIY\" or Ad-Hoc Survey Tools (e.g., Basic Google Forms, SurveyMonkey)"}, {"id": "mai-20260917-1752-baseline|c176-m6|google-small|SurveyMonkey", "prompt": "c176-m6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: \"DIY\" or Ad-Hoc Survey Tools (e.g., Basic Google Forms, SurveyMonkey)"}, {"id": "mai-20260917-1752-baseline|c176-m6|google-small|Lattice", "prompt": "c176-m6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for platforms (like Lattice, Culture Amp, or Leapsome) that integrate the 360-report directly into individual development plans"}, {"id": "mai-20260917-1752-baseline|c176-m6|google-small|Culture Amp", "prompt": "c176-m6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for platforms (like Lattice, Culture Amp, or Leapsome) that integrate the 360-report directly into individual development plans"}, {"id": "mai-20260917-1752-baseline|c176-m6|google-small|Leapsome", "prompt": "c176-m6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for platforms (like Lattice, Culture Amp, or Leapsome) that integrate the 360-report directly into individual development plans"}, {"id": "mai-20260917-1752-baseline|c176-m6|google-small|Teamflect", "prompt": "c176-m6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern, integrated tools (like Teamflect or other workspace-integrated apps) allow peers to fill out reviews directly within Slack or Teams"}, {"id": "mai-20260917-1752-baseline|c176-m6|meta-small|Spidergap", "prompt": "c176-m6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "lists the best 360-degree feedback tools for 2026, including Spidergap, Lattice, Culture Amp, EchoSpan, and SurveyMonkey"}, {"id": "mai-20260917-1752-baseline|c176-m6|meta-small|Lattice", "prompt": "c176-m6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Spidergap, Lattice, Culture Amp, EchoSpan, and SurveyMonkey, and provides information on their features and limitations"}, {"id": "mai-20260917-1752-baseline|c176-m6|meta-small|Culture Amp", "prompt": "c176-m6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Spidergap, Lattice, Culture Amp, EchoSpan, and SurveyMonkey"}, {"id": "mai-20260917-1752-baseline|c176-m6|meta-small|EchoSpan", "prompt": "c176-m6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Spidergap, Lattice, Culture Amp, EchoSpan, and SurveyMonkey"}, {"id": "mai-20260917-1752-baseline|c176-m6|meta-small|SurveyMonkey", "prompt": "c176-m6", "model": "meta-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Spidergap, Lattice, Culture Amp, EchoSpan, and SurveyMonkey"}, {"id": "mai-20260917-1752-baseline|c176-m6|mistral-small|Teamflect", "prompt": "c176-m6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Teamflect is often praised for its integration with Microsoft 365 but is criticized for not being a full HR solution and lacking live chat support"}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|SurveyMonkey", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rated only **5.0/10** for 360-degree feedback use cases... Very basic 360 functionality"}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|JotForm", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "JotForm", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic Survey Tools (JotForm, Google Forms, basic templates)**\n**Why avoid:**"}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|Google Forms", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic Survey Tools (JotForm, Google Forms, basic templates)**\n**Why avoid:**"}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|Qualtrics", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Qualtrics:** Steep learning curve, high cost, complicated admin configuration"}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|SAP SuccessFactors", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dated interface in some modules, complicated setup, users report it feels \"unpolished\""}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|Culture Amp", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Even top platforms like Culture Amp or Lattice can fail if"}, {"id": "mai-20260917-1752-baseline|c176-m6|moonshot-small|Lattice", "prompt": "c176-m6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Even top platforms like Culture Amp or Lattice can fail if"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|Culture Amp", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most popular ones (e.g., Culture Amp ~4.5/5, 15Five ~4.6/5, Lattice, Qualtrics, SurveyMonkey) have solid average ratings above 4.4/5"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|15Five", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "15Five ~4.6/5 ... have solid average ratings above 4.4/5"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|Lattice", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lattice, Qualtrics, SurveyMonkey) have solid average ratings above 4.4/5"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|Qualtrics", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lattice, Qualtrics, SurveyMonkey) have solid average ratings above 4.4/5"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|SurveyMonkey", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice, Qualtrics, SurveyMonkey) have solid average ratings above 4.4/5"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|Spidergap", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Safer picks**: Start with highly rated, purpose-built ones like Spidergap (standalone 360s)"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|EchoSpan", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EchoSpan (project-based)"}, {"id": "mai-20260917-1752-baseline|c176-m6|xai-small|Teamflect", "prompt": "c176-m6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teamflect (Teams-integrated)"}, {"id": "mai-20260917-1752-baseline|c176-s1|alibaba-small|Express Evaluations", "prompt": "c176-s1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Express Evaluations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Affordability: **Express Evaluations**"}, {"id": "mai-20260917-1752-baseline|c176-s1|alibaba-small|PerformYard", "prompt": "c176-s1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growing Teams: **PerformYard** ... is a strong choice"}, {"id": "mai-20260917-1752-baseline|c176-s1|alibaba-small|Engagedly", "prompt": "c176-s1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Engagedly or Small Improvements if you want to build a culture of ongoing feedback"}, {"id": "mai-20260917-1752-baseline|c176-s1|alibaba-small|Small Improvements", "prompt": "c176-s1", "model": "alibaba-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-in-One Performance: **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s1|anthropic-small|Sage HR", "prompt": "c176-s1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Sage HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best All-Around for Simplicity:** Sage HR is an HR platform built for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c176-s1|anthropic-small|Primalogik", "prompt": "c176-s1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Ease of Use:** Primalogik is a performance management and 360 feedback platform designed for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c176-s1|anthropic-small|Small Improvements", "prompt": "c176-s1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Integrated Platform:** Small Improvements combines 360-degree feedback, performance reviews, OKRs, and praise tools"}, {"id": "mai-20260917-1752-baseline|c176-s1|anthropic-small|SurveySparrow", "prompt": "c176-s1", "model": "anthropic-small", "cat": "360-feedback", "variant": "direct", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Budget-Conscious Teams:** SurveySparrow is ideal for SMB to mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c176-s1|challenger-small|Small Improvements", "prompt": "c176-s1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s1|challenger-small|FeedbackPulse", "prompt": "c176-s1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FeedbackPulse** is also a strong option because it offers 360 feedback alongside pulse/eNPS and is free up to 10 users"}, {"id": "mai-20260917-1752-baseline|c176-s1|challenger-small|Primalogik", "prompt": "c176-s1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a more traditional 360 platform with customizable templates and SMB-friendly setup"}, {"id": "mai-20260917-1752-baseline|c176-s1|challenger-small|PerformYard", "prompt": "c176-s1", "model": "challenger-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want flexible review workflows that can adapt as your company grows"}, {"id": "mai-20260917-1752-baseline|c176-s1|deepseek-small|Primalogik", "prompt": "c176-s1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value for small teams ... For most small B2B companies, **Primalogik** or **ThriveSparrow** offer the best combination"}, {"id": "mai-20260917-1752-baseline|c176-s1|deepseek-small|ThriveSparrow", "prompt": "c176-s1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Primalogik** or **ThriveSparrow** offer the best combination of affordability, quick rollout, and 360 functionality"}, {"id": "mai-20260917-1752-baseline|c176-s1|deepseek-small|Small Improvements", "prompt": "c176-s1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want lightweight performance tools too"}, {"id": "mai-20260917-1752-baseline|c176-s1|deepseek-small|Spidergap", "prompt": "c176-s1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spidergap** being the best choice if you're only assessing a small number of leaders"}, {"id": "mai-20260917-1752-baseline|c176-s1|deepseek-small|SurveyMonkey", "prompt": "c176-s1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best budget/scrappy option"}, {"id": "mai-20260917-1752-baseline|c176-s1|deepseek-small|Lattice", "prompt": "c176-s1", "model": "deepseek-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some tools (e.g., Lattice has a ~$4,000/year floor) override per-user math and get expensive for small teams"}, {"id": "mai-20260917-1752-baseline|c176-s1|google-small|Spidergap", "prompt": "c176-s1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spidergap is the gold standard. It focuses purely on generating easy-to-understand, highly actionable personal development reports"}, {"id": "mai-20260917-1752-baseline|c176-s1|google-small|Teamflect", "prompt": "c176-s1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Companies that run on **Microsoft Teams & Outlook**."}, {"id": "mai-20260917-1752-baseline|c176-s1|google-small|Small Improvements", "prompt": "c176-s1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: B2B companies looking for an employee-centric, \"all-in-one\" lightweight HR suite."}, {"id": "mai-20260917-1752-baseline|c176-s1|google-small|Primalogik", "prompt": "c176-s1", "model": "google-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Budget-conscious teams wanting highly customizable surveys with low admin overhead."}, {"id": "mai-20260917-1752-baseline|c176-s1|meta-small|PerformYard", "prompt": "c176-s1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated tools include PerformYard, Small Improvements, and CharlieHR."}, {"id": "mai-20260917-1752-baseline|c176-s1|meta-small|Small Improvements", "prompt": "c176-s1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated tools include PerformYard, Small Improvements, and CharlieHR."}, {"id": "mai-20260917-1752-baseline|c176-s1|meta-small|CharlieHR", "prompt": "c176-s1", "model": "meta-small", "cat": "360-feedback", "variant": "direct", "raw": "CharlieHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated tools include PerformYard, Small Improvements, and CharlieHR."}, {"id": "mai-20260917-1752-baseline|c176-s1|minimax-small|PerformYard", "prompt": "c176-s1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PerformYard seems to hit the sweet spot for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c176-s1|minimax-small|Small Improvements", "prompt": "c176-s1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple 360s alongside lightweight performance tools"}, {"id": "mai-20260917-1752-baseline|c176-s1|minimax-small|CharlieHR", "prompt": "c176-s1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "CharlieHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small businesses under 50 employees"}, {"id": "mai-20260917-1752-baseline|c176-s1|minimax-small|FeedbackPulse", "prompt": "c176-s1", "model": "minimax-small", "cat": "360-feedback", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c176-s1|mistral-small|PerformYard", "prompt": "c176-s1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for flexible review workflows that adapt to different team needs, making it a strong fit for SMBs."}, {"id": "mai-20260917-1752-baseline|c176-s1|mistral-small|Small Improvements", "prompt": "c176-s1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers simple 360-degree feedback alongside lightweight performance tools, ideal for smaller teams."}, {"id": "mai-20260917-1752-baseline|c176-s1|mistral-small|SurveySparrow", "prompt": "c176-s1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides conversational surveys and automation, which can help increase response rates."}, {"id": "mai-20260917-1752-baseline|c176-s1|mistral-small|Primalogik", "prompt": "c176-s1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for small to mid-sized companies, focusing on performance management and 360 feedback."}, {"id": "mai-20260917-1752-baseline|c176-s1|mistral-small|Trakstar", "prompt": "c176-s1", "model": "mistral-small", "cat": "360-feedback", "variant": "direct", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A budget-friendly option for small and mid-sized businesses seeking straightforward 360-degree feedback"}, {"id": "mai-20260917-1752-baseline|c176-s1|moonshot-small|Primalogik", "prompt": "c176-s1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primalogik – Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c176-s1|moonshot-small|Spidergap", "prompt": "c176-s1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spidergap – Best Standalone 360 Tool"}, {"id": "mai-20260917-1752-baseline|c176-s1|moonshot-small|AssessTEAM", "prompt": "c176-s1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "AssessTEAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider AssessTEAM only if budget is your absolute top priority"}, {"id": "mai-20260917-1752-baseline|c176-s1|moonshot-small|Charlie HR", "prompt": "c176-s1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Charlie HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Charlie HR – Best for UK-based Small Companies"}, {"id": "mai-20260917-1752-baseline|c176-s1|moonshot-small|Culture Amp", "prompt": "c176-s1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Culture Amp and Lattice for very small companies"}, {"id": "mai-20260917-1752-baseline|c176-s1|moonshot-small|Lattice", "prompt": "c176-s1", "model": "moonshot-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: Culture Amp and Lattice for very small companies"}, {"id": "mai-20260917-1752-baseline|c176-s1|openai-small|EchoSpan Flexible 360", "prompt": "c176-s1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "EchoSpan Flexible 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick is **EchoSpan Flexible 360**"}, {"id": "mai-20260917-1752-baseline|c176-s1|openai-small|Culture Amp", "prompt": "c176-s1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** is a strong second choice"}, {"id": "mai-20260917-1752-baseline|c176-s1|openai-small|Spidergap", "prompt": "c176-s1", "model": "openai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spidergap** is also worth a look"}, {"id": "mai-20260917-1752-baseline|c176-s1|xai-small|Effy AI", "prompt": "c176-s1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Effy AI**"}, {"id": "mai-20260917-1752-baseline|c176-s1|xai-small|FeedbackPulse", "prompt": "c176-s1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternatives:** 1. **FeedbackPulse** (Great for pulse surveys + 360)"}, {"id": "mai-20260917-1752-baseline|c176-s1|xai-small|Primalogik", "prompt": "c176-s1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Primalogik** (Reliable, feedback-focused)"}, {"id": "mai-20260917-1752-baseline|c176-s1|xai-small|ThriveSparrow", "prompt": "c176-s1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ThriveSparrow** (AI-native, modular)"}, {"id": "mai-20260917-1752-baseline|c176-s1|xai-small|Spidergap", "prompt": "c176-s1", "model": "xai-small", "cat": "360-feedback", "variant": "direct", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider pay-per-assessment like Spidergap (~$1k/year for recipients)"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|FeedbackPulse", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FeedbackPulse — Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|Small Improvements", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Lightweight Standalone Tool"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|SurveyMonkey", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|15Five", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Weekly Check‑in Culture"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|Lattice", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Full Performance Suite"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|Primalogik", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Budget‑Conscious SMB"}, {"id": "mai-20260917-1752-baseline|c176-s1|zai-small|Effy AI", "prompt": "c176-s1", "model": "zai-small", "cat": "360-feedback", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Low‑Cost Starting Point"}, {"id": "mai-20260917-1752-baseline|c176-s2|alibaba-small|PerformYard", "prompt": "c176-s2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. PerformYard** * **Best For:** Flexibility and ease of adoption."}, {"id": "mai-20260917-1752-baseline|c176-s2|alibaba-small|Small Improvements", "prompt": "c176-s2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beyond just 360 feedback, it integrates coaching and goal-setting into one platform"}, {"id": "mai-20260917-1752-baseline|c176-s2|alibaba-small|BambooHR + Reviews Module", "prompt": "c176-s2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "BambooHR + Reviews Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Businesses already using BambooHR or those who want an all-in-one HR solution."}, {"id": "mai-20260917-1752-baseline|c176-s2|alibaba-small|Trakstar", "prompt": "c176-s2", "model": "alibaba-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious organizations needing robust analytics without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c176-s2|anthropic-small|Effy AI", "prompt": "c176-s2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI — an AI-powered performance management tool built specifically for SMBs that offers 360 feedback without the enterprise price tag"}, {"id": "mai-20260917-1752-baseline|c176-s2|anthropic-small|Leapsome", "prompt": "c176-s2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leapsome — an all-in-one people enablement platform combining 360 feedback with goal management"}, {"id": "mai-20260917-1752-baseline|c176-s2|anthropic-small|Lattice", "prompt": "c176-s2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice — one of the most popular performance management platforms with a 360 feedback module"}, {"id": "mai-20260917-1752-baseline|c176-s2|anthropic-small|CustomerGauge", "prompt": "c176-s2", "model": "anthropic-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "CustomerGauge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For B2B companies, CustomerGauge is generally the strongest choice because it is purpose-built for account-level feedback management"}, {"id": "mai-20260917-1752-baseline|c176-s2|challenger-small|Primalogik", "prompt": "c176-s2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Primalogik** as the safest default choice for **multi-rater / 360-degree feedback**"}, {"id": "mai-20260917-1752-baseline|c176-s2|challenger-small|Small Improvements", "prompt": "c176-s2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **simple, lightweight** tool that is easy to adopt"}, {"id": "mai-20260917-1752-baseline|c176-s2|challenger-small|PerformYard", "prompt": "c176-s2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need **flexible review workflows** that can adapt to different teams"}, {"id": "mai-20260917-1752-baseline|c176-s2|challenger-small|AssessTEAM", "prompt": "c176-s2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you are a **small services business** and want 360 feedback plus **project profitability tracking**"}, {"id": "mai-20260917-1752-baseline|c176-s2|challenger-small|Engagedly", "prompt": "c176-s2", "model": "challenger-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if you want a broader platform with **social recognition and engagement**"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|Spidergap", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|Primalogik", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need something even cheaper per-employee, go with **Primalogik**"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|ThriveSparrow", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternatives to consider"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|EchoSpan", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pay-per-review for occasional projects"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|FeedbackPulse", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "360 + pulse surveys in one lightweight tool"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|15Five", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams with a weekly check-in culture"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|Lattice", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why I'd steer clear of the \"full suites\" here"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|Leapsome", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "built for mid-market companies ... that's often overkill"}, {"id": "mai-20260917-1752-baseline|c176-s2|deepseek-small|PerformYard", "prompt": "c176-s2", "model": "deepseek-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "excellent but built for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c176-s2|google-small|Lattice", "prompt": "c176-s2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid tools with massive annual spend minimums (like Lattice, which has a $4,000 annual minimum)."}, {"id": "mai-20260917-1752-baseline|c176-s2|google-small|Spidergap", "prompt": "c176-s2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Spidergap** is the gold standard. It is consistently rated as one of the most user-friendly 360 tools on the market."}, {"id": "mai-20260917-1752-baseline|c176-s2|google-small|Leapsome", "prompt": "c176-s2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a modern platform that handles 360 reviews alongside goal tracking (OKRs)... **Leapsome** is the top choice."}, {"id": "mai-20260917-1752-baseline|c176-s2|google-small|Primalogik", "prompt": "c176-s2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Primalogik** is a lightweight, highly flexible performance management tool designed specifically for small-to-medium-sized businesses."}, {"id": "mai-20260917-1752-baseline|c176-s2|google-small|Teamflect", "prompt": "c176-s2", "model": "google-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your B2B business runs on Microsoft Teams... **Teamflect** is an absolute must-try."}, {"id": "mai-20260917-1752-baseline|c176-s2|meta-small|FeedbackPulse", "prompt": "c176-s2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best multi-rater feedback software for a small B2B business would be FeedbackPulse, Small Improvements, or Lattice"}, {"id": "mai-20260917-1752-baseline|c176-s2|meta-small|Small Improvements", "prompt": "c176-s2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best multi-rater feedback software for a small B2B business would be FeedbackPulse, Small Improvements, or Lattice"}, {"id": "mai-20260917-1752-baseline|c176-s2|meta-small|Lattice", "prompt": "c176-s2", "model": "meta-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best multi-rater feedback software for a small B2B business would be FeedbackPulse, Small Improvements, or Lattice"}, {"id": "mai-20260917-1752-baseline|c176-s2|minimax-small|Small Improvements", "prompt": "c176-s2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s2|minimax-small|PerformYard", "prompt": "c176-s2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PerformYard** (Best for Customization)"}, {"id": "mai-20260917-1752-baseline|c176-s2|minimax-small|Effy AI", "prompt": "c176-s2", "model": "minimax-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Effy AI** is an excellent starting point with a free tier"}, {"id": "mai-20260917-1752-baseline|c176-s2|mistral-small|Trakstar", "prompt": "c176-s2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Trakstar** or **15Five** are excellent starting points due to their affordability and ease of use."}, {"id": "mai-20260917-1752-baseline|c176-s2|mistral-small|15Five", "prompt": "c176-s2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Trakstar** or **15Five** are excellent starting points due to their affordability and ease of use"}, {"id": "mai-20260917-1752-baseline|c176-s2|mistral-small|Lattice", "prompt": "c176-s2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you anticipate rapid growth, **Lattice** or **Culture Amp** may offer more advanced features and scalability."}, {"id": "mai-20260917-1752-baseline|c176-s2|mistral-small|Culture Amp", "prompt": "c176-s2", "model": "mistral-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** or **Culture Amp** may offer more advanced features and scalability"}, {"id": "mai-20260917-1752-baseline|c176-s2|moonshot-small|Primalogik", "prompt": "c176-s2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Primalogik** as the best balance of features, price, and ease of use"}, {"id": "mai-20260917-1752-baseline|c176-s2|moonshot-small|Effy AI", "prompt": "c176-s2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tight, start with **Effy AI** (free for up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c176-s2|moonshot-small|Small Improvements", "prompt": "c176-s2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity ... Lightweight 360s alongside basic performance tools"}, {"id": "mai-20260917-1752-baseline|c176-s2|moonshot-small|PerformYard", "prompt": "c176-s2", "model": "moonshot-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flexibility ... Flexible review workflows that adapt to different team needs"}, {"id": "mai-20260917-1752-baseline|c176-s2|openai-small|Spidergap 360 Feedback", "prompt": "c176-s2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap 360 Feedback", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Spidergap 360 Feedback** as the first place to look."}, {"id": "mai-20260917-1752-baseline|c176-s2|openai-small|Culture Amp", "prompt": "c176-s2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want a more complete employee-experience/performance platform"}, {"id": "mai-20260917-1752-baseline|c176-s2|openai-small|Grapevine Evaluations", "prompt": "c176-s2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Grapevine Evaluations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid alternative if you want a straightforward cloud-based 360 review tool"}, {"id": "mai-20260917-1752-baseline|c176-s2|openai-small|G360 Surveys", "prompt": "c176-s2", "model": "openai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "G360 Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering for small teams that want an easy setup and reporting workflow"}, {"id": "mai-20260917-1752-baseline|c176-s2|xai-small|Primalogik", "prompt": "c176-s2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Primalogik as the top multi-rater (360-degree) feedback software."}, {"id": "mai-20260917-1752-baseline|c176-s2|xai-small|FeedbackPulse", "prompt": "c176-s2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FeedbackPulse** (best for very small teams, <50)"}, {"id": "mai-20260917-1752-baseline|c176-s2|xai-small|ThriveSparrow", "prompt": "c176-s2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ThriveSparrow** (visual insights): $5/user/month for Performance plan (includes 360)"}, {"id": "mai-20260917-1752-baseline|c176-s2|xai-small|PerformYard", "prompt": "c176-s2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PerformYard** (flexible workflows): ~$5\\u201310/user/month."}, {"id": "mai-20260917-1752-baseline|c176-s2|xai-small|Spidergap", "prompt": "c176-s2", "model": "xai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spidergap** (dedicated 360-only): Pay-per-review"}, {"id": "mai-20260917-1752-baseline|c176-s2|zai-small|Small Improvements", "prompt": "c176-s2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1) Small Improvements – Best All‑Round for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s2|zai-small|ThriveSparrow", "prompt": "c176-s2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2) ThriveSparrow – Best Value with AI‑Driven Insights"}, {"id": "mai-20260917-1752-baseline|c176-s2|zai-small|15Five", "prompt": "c176-s2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3) 15Five – Best for Continuous Feedback Culture"}, {"id": "mai-20260917-1752-baseline|c176-s2|zai-small|Primalogik", "prompt": "c176-s2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4) Primalogik – Budget‑Conscious 360 Tool"}, {"id": "mai-20260917-1752-baseline|c176-s2|zai-small|Effy AI", "prompt": "c176-s2", "model": "zai-small", "cat": "360-feedback", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5) Effy AI – Best Low‑Cost Option"}, {"id": "mai-20260917-1752-baseline|c176-s3|alibaba-small|Spidergap", "prompt": "c176-s3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spidergap (Best Overall Value for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c176-s3|alibaba-small|EchoSpan", "prompt": "c176-s3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EchoSpan (Best for Ad-Hoc or Flexible Budgets)"}, {"id": "mai-20260917-1752-baseline|c176-s3|alibaba-small|Express Evaluations", "prompt": "c176-s3", "model": "alibaba-small", "cat": "360-feedback", "variant": "comparative", "raw": "Express Evaluations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Express Evaluations (Best for Structured/Formal Reviews)"}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|Teamflect", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Teamflect leads for Microsoft 365 users with native Teams integration."}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|Spidergap", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top 360 feedback tools in 2026 include Teamflect, Spidergap, Small Improvements, and Effy AI."}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|Small Improvements", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "FeedbackPulse Free or Small Improvements both fit here."}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|Effy AI", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Effy AI is best for small and mid-sized businesses that want AI-powered 360 feedback without the enterprise price tag."}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|FeedbackPulse", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "FeedbackPulse Free or Small Improvements both fit here."}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|Primalogik", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Primalogik offers the best 360 degree feedback tools that are fully customizable at competitive prices."}, {"id": "mai-20260917-1752-baseline|c176-s3|anthropic-small|ThriveSparrow", "prompt": "c176-s3", "model": "anthropic-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ThriveSparrow suits HR teams at small- to mid-sized companies looking to build a structured feedback culture"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|Small Improvements", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small team:** **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|Spidergap", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best standalone 360 tool:** **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|Primalogik", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget-friendly structured option:** **Primalogik**"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|SurveySparrow", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for easy participation and automation:** **SurveySparrow**"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|FeedbackPulse", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for engagement + 360 together:** **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|PerformYard", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams that need flexible review workflows"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|ThriveSparrow", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stands out for heatmaps and radar charts"}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|SurveyMonkey", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "DIY option; cheapest and most flexible, but you handle rater management, reminders, and reporting manually."}, {"id": "mai-20260917-1752-baseline|c176-s3|challenger-small|Google Forms", "prompt": "c176-s3", "model": "challenger-small", "cat": "360-feedback", "variant": "comparative", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "DIY option; cheapest and most flexible, but you handle rater management, reminders, and reporting manually."}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Spidergap", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spidergap** for targeted leadership 360s"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Effy AI", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy AI** or **Primalogik** for low-cost all-employee 360s with minimal admin"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Small Improvements", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best lightweight performance suite"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Primalogik", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|FeedbackPulse", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for 360 + pulse/engagement in one"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Charlie HR", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Charlie HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Charlie HR** if you're under 50 and want HR features bundled in"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|SurveyMonkey", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a dedicated 360 tool — you build the survey yourself. No built-in anonymity handling, aggregation, or development reports."}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Teamflect", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best if you live in Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|15Five", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "15Five puts 360 on its higher ~$11 tier"}, {"id": "mai-20260917-1752-baseline|c176-s3|deepseek-small|Lattice", "prompt": "c176-s3", "model": "deepseek-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Lattice carries a ~$4,000 annual *minimum* that overrides per-user math entirely"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|Spidergap", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spidergap** (Best Standalone / Dedicated 360 Tool)\nSpidergap does one thing and does it exceptionally well"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|FeedbackPulse", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FeedbackPulse** (Best for 360s + Ongoing Team Engagement)"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|Small Improvements", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small Improvements** (Best Lightweight Performance Suite)"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|Teamflect", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teamflect** (Best for Teams Living in Microsoft 365)"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|Primalogik", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Primalogik** (Best Budget-Conscious Structured Tool)"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|Culture Amp", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unlike enterprise platforms (like Culture Amp or Lattice) which require massive annual minimums and weeks of procurement setup"}, {"id": "mai-20260917-1752-baseline|c176-s3|google-small|Lattice", "prompt": "c176-s3", "model": "google-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise platforms (like Culture Amp or Lattice) which require massive annual minimums and weeks of procurement setup"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|FeedbackPulse", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "FeedbackPulse is free for up to 10 people and adds engagement surveys and eNPS"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|Small Improvements", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best for teams that want simple, friendly 360 and review cycles"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|Express Evaluations", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Express Evaluations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for government, small business, and non-profits"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|Spidergap 360˚ Feedback", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap 360˚ Feedback", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for customizable feedback reports"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|PerformYard", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PerformYard, SurveySparrow, and ThriveSparrow are best for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|SurveySparrow", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PerformYard, SurveySparrow, and ThriveSparrow are best for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s3|meta-small|ThriveSparrow", "prompt": "c176-s3", "model": "meta-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PerformYard, SurveySparrow, and ThriveSparrow are best for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s3|minimax-small|FeedbackPulse", "prompt": "c176-s3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse** offers the best value if you want 360 connected to engagement data (eNPS, pulse surveys) in one platform."}, {"id": "mai-20260917-1752-baseline|c176-s3|minimax-small|Small Improvements", "prompt": "c176-s3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small Improvements** is ideal if your focus is building a continuous feedback culture"}, {"id": "mai-20260917-1752-baseline|c176-s3|minimax-small|PerformYard", "prompt": "c176-s3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Appeals to teams that want to customize their review process without adopting a full HR suite"}, {"id": "mai-20260917-1752-baseline|c176-s3|minimax-small|SurveySparrow", "prompt": "c176-s3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better as a survey platform with 360 capabilities rather than a dedicated performance tool."}, {"id": "mai-20260917-1752-baseline|c176-s3|minimax-small|Express Evaluations", "prompt": "c176-s3", "model": "minimax-small", "cat": "360-feedback", "variant": "comparative", "raw": "Express Evaluations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The most budget-friendly option. Less feature-rich than others but covers core 360 requirements"}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|Small Improvements", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Small Improvements** and **FeedbackPulse** are the strongest fits due to their simplicity and affordability"}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|FeedbackPulse", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small Improvements** and **FeedbackPulse** are the strongest fits due to their simplicity and affordability"}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|Spidergap", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spidergap** and **ThriveSparrow** stand out for customization and visual reporting"}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|PerformYard", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** Small teams needing flexible review workflows"}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|SurveySparrow", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Uses a chat-like interface to make feedback collection more engaging."}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|ThriveSparrow", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ThriveSparrow** stand out for customization and visual reporting, respectively."}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|Express Evaluations", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "Express Evaluations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very cost-effective and tailored to budget-conscious organizations."}, {"id": "mai-20260917-1752-baseline|c176-s3|mistral-small|SurveyMonkey (with 360 templates)", "prompt": "c176-s3", "model": "mistral-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey (with 360 templates)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not a dedicated 360 tool, but can mimic 360 feedback with templates."}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|Charlie HR", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Charlie HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Just starting out? → Charlie HR or Small Improvements"}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|Small Improvements", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Just starting out? → Charlie HR or Small Improvements"}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|FeedbackPulse", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want 360 + engagement surveys together? → FeedbackPulse"}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|Effy AI", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tightest budget? → Effy AI"}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|Teamflect", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use Microsoft Teams heavily? → Teamflect"}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|15Five", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need continuous feedback culture? → 15Five"}, {"id": "mai-20260917-1752-baseline|c176-s3|moonshot-small|Leapsome", "prompt": "c176-s3", "model": "moonshot-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Full-Platform Tools (15Five, Leapsome)"}, {"id": "mai-20260917-1752-baseline|c176-s3|openai-small|Culture Amp", "prompt": "c176-s3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small team:** **Culture Amp** if you want a polished, development-first 360 process."}, {"id": "mai-20260917-1752-baseline|c176-s3|openai-small|Lattice", "prompt": "c176-s3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best all-in-one performance platform:** **Lattice**."}, {"id": "mai-20260917-1752-baseline|c176-s3|openai-small|15Five", "prompt": "c176-s3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use 15Five:** **15Five**, since 360 feedback is part of its existing ecosystem."}, {"id": "mai-20260917-1752-baseline|c176-s3|openai-small|Leapsome", "prompt": "c176-s3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Typically positioned as an integrated people platform; G2 highlights it as a common alternative with strong reviews."}, {"id": "mai-20260917-1752-baseline|c176-s3|openai-small|Jotform", "prompt": "c176-s3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best budget / simplest setup:** **Jotform** or a similar form tool."}, {"id": "mai-20260917-1752-baseline|c176-s3|openai-small|Pointerpro", "prompt": "c176-s3", "model": "openai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Pointerpro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Jotform / Pointerpro / form builders** | Very small teams or budget-conscious setups"}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Spidergap", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Dedicated 360-only, infrequent reviews (e.g., leaders)"}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Small Improvements", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need integrated performance? **Small Improvements**."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Primalogik", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For pure 360 on a shoestring, start with **Effy AI** or **Primalogik**."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|PerformYard", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highly customizable forms; HRIS sync; adapts to unique processes. Mid-market lean but works for small."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Effy AI", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For pure 360 on a shoestring, start with **Effy AI** or **Primalogik**."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|SurveyMonkey", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not 360-native—DIY setup; ... Cheapest start but manual analysis."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Teamflect", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "MS shop? **Teamflect**."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|15Five", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher price; annual commit. ... suites like Lattice/15Five have mins ($4k+) that hurt tiny teams."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Lattice", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise-heavy (Lattice, Culture Amp) often have high mins/contracts—avoid."}, {"id": "mai-20260917-1752-baseline|c176-s3|xai-small|Culture Amp", "prompt": "c176-s3", "model": "xai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise-heavy (Lattice, Culture Amp) often have high mins/contracts—avoid."}, {"id": "mai-20260917-1752-baseline|c176-s3|zai-small|Small Improvements", "prompt": "c176-s3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Integration** (360s + Goals + 1:1s) | **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s3|zai-small|FeedbackPulse", "prompt": "c176-s3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture** (360s + Pulse Surveys) | **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c176-s3|zai-small|EchoSpan", "prompt": "c176-s3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This makes it incredibly cost-effective for small teams or ad-hoc coaching projects."}, {"id": "mai-20260917-1752-baseline|c176-s3|zai-small|Spidergap", "prompt": "c176-s3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ease of Use** (Clean reports) | **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-s3|zai-small|Effy AI", "prompt": "c176-s3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Speed** (AI writes the feedback) | **Effy AI**"}, {"id": "mai-20260917-1752-baseline|c176-s3|zai-small|SurveyMonkey", "prompt": "c176-s3", "model": "zai-small", "cat": "360-feedback", "variant": "comparative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is the most **budget-friendly** option but offers the least functionality regarding performance management."}, {"id": "mai-20260917-1752-baseline|c176-s4|alibaba-small|Small Improvements", "prompt": "c176-s4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Absolute Best Value (Low Cost + High Quality)\n**Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s4|alibaba-small|FeedbackPulse", "prompt": "c176-s4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free for up to 10 team members.** ... provides a complete 360-degree cycle"}, {"id": "mai-20260917-1752-baseline|c176-s4|alibaba-small|Effy AI", "prompt": "c176-s4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free tier available** ... Heavily focuses on speed and ease of setup."}, {"id": "mai-20260917-1752-baseline|c176-s4|alibaba-small|SurveyMonkey", "prompt": "c176-s4", "model": "alibaba-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Catch: You are building the car instead of buying it. You must manually create the anonymous linking logic"}, {"id": "mai-20260917-1752-baseline|c176-s4|anthropic-small|ThriveSparrow", "prompt": "c176-s4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For SMBs with limited budgets, ThriveSparrow, Small Improvements, or Primalogik are recommended"}, {"id": "mai-20260917-1752-baseline|c176-s4|anthropic-small|Small Improvements", "prompt": "c176-s4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also mentioned as an ideal option for SMBs with budget constraints."}, {"id": "mai-20260917-1752-baseline|c176-s4|anthropic-small|Primalogik", "prompt": "c176-s4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a purpose-built HR tool with development planning features (like ThriveSparrow or Primalogik)"}, {"id": "mai-20260917-1752-baseline|c176-s4|anthropic-small|Google Forms", "prompt": "c176-s4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For small teams with tight budgets, Google Forms (free) or SurveyMonkey (cheap) are options"}, {"id": "mai-20260917-1752-baseline|c176-s4|anthropic-small|SurveyMonkey", "prompt": "c176-s4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Forms (free) or SurveyMonkey (cheap) are options"}, {"id": "mai-20260917-1752-baseline|c176-s4|anthropic-small|Jotform", "prompt": "c176-s4", "model": "anthropic-small", "cat": "360-feedback", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like Jotform are affordable and customizable enough for organizations testing the 360 process"}, {"id": "mai-20260917-1752-baseline|c176-s4|challenger-small|Primalogik", "prompt": "c176-s4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for most small companies on a tight budget, I'd start with **Primalogik**"}, {"id": "mai-20260917-1752-baseline|c176-s4|challenger-small|Small Improvements", "prompt": "c176-s4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want 360 tied to broader performance management:** **Small Improvements**"}, {"id": "mai-20260917-1752-baseline|c176-s4|challenger-small|SurveyMonkey", "prompt": "c176-s4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cited as the \"best budget option for small scrappy teams,\" though it is less specialized than dedicated 360 platforms"}, {"id": "mai-20260917-1752-baseline|c176-s4|challenger-small|FeedbackPulse", "prompt": "c176-s4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best free starter option for very small teams:** **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c176-s4|challenger-small|Spidergap", "prompt": "c176-s4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best pure low-cost/simple 360 tool:** **Spidergap**"}, {"id": "mai-20260917-1752-baseline|c176-s4|challenger-small|KS-Agents 360° Unlimited", "prompt": "c176-s4", "model": "challenger-small", "cat": "360-feedback", "variant": "budget", "raw": "KS-Agents 360° Unlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **KS-Agents 360° Unlimited** if you have up to about 10 users"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|Primalogik", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primalogik** and **Effy AI** are the strongest picks because they include 360° feedback at the lowest published per-user prices"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|Effy AI", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Effy AI (≈$2.50/user)** is the cheapest all-included option"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|FeedbackPulse", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "micro-team (under ~10 people)** wanting to start free, **FeedbackPulse** is worth a look"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|Small Improvements", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "note the **20-user minimum (~$1,440/yr floor)**"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|15Five", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid but pricier — 360 requires the Perform tier"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|Lattice", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Lattice carries a ~$4,000 annual minimum — which instantly disqualifies it for tight budgets"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|Spidergap", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a pay-per-assessment standalone tool like **Spidergap** or **G360 Surveys** (~$70/assessment) can be far cheaper"}, {"id": "mai-20260917-1752-baseline|c176-s4|deepseek-small|G360 Surveys", "prompt": "c176-s4", "model": "deepseek-small", "cat": "360-feedback", "variant": "budget", "raw": "G360 Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "pay-per-assessment standalone tool like **Spidergap** or **G360 Surveys** (~$70/assessment)"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Lattice", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoiding enterprise-level suites (like Lattice or Culture Amp) that lock you into high annual contracts"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Culture Amp", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding enterprise-level suites (like Lattice or Culture Amp) that lock you into high annual contracts"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Effy AI", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best AI-Powered Budget Champion: **Effy AI**"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Teamflect", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft-Heavy Teams: **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Spidergap", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spidergap lets you pay *only* for the people being evaluated."}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Primalogik", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"No-Fuss\" Standalone SMB Suite: **Primalogik**"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Google Forms", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The True \"$0\" DIY Option: **Google Forms or Microsoft Forms**"}, {"id": "mai-20260917-1752-baseline|c176-s4|google-small|Microsoft Forms", "prompt": "c176-s4", "model": "google-small", "cat": "360-feedback", "variant": "budget", "raw": "Microsoft Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "build a questionnaire in Google Forms or Microsoft Forms"}, {"id": "mai-20260917-1752-baseline|c176-s4|meta-small|SurveyMonkey", "prompt": "c176-s4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best 360-degree feedback tool for a small company with a tight budget is SurveyMonkey, which is considered the best budget option for small scrappy teams."}, {"id": "mai-20260917-1752-baseline|c176-s4|meta-small|ThriveSparrow", "prompt": "c176-s4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ThriveSparrow, Small Improvements, and Primalogik, which are suitable for small businesses with limited budgets."}, {"id": "mai-20260917-1752-baseline|c176-s4|meta-small|Small Improvements", "prompt": "c176-s4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ThriveSparrow, Small Improvements, and Primalogik, which are suitable for small businesses with limited budgets."}, {"id": "mai-20260917-1752-baseline|c176-s4|meta-small|Primalogik", "prompt": "c176-s4", "model": "meta-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include ThriveSparrow, Small Improvements, and Primalogik, which are suitable for small businesses with limited budgets."}, {"id": "mai-20260917-1752-baseline|c176-s4|minimax-small|Express Evaluations", "prompt": "c176-s4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Express Evaluations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Express Evaluations** at $2.50/user/month"}, {"id": "mai-20260917-1752-baseline|c176-s4|minimax-small|Effy AI", "prompt": "c176-s4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy AI** or **Small Improvements** in the $3-5/user/month range would give you more bang for your buck"}, {"id": "mai-20260917-1752-baseline|c176-s4|minimax-small|Small Improvements", "prompt": "c176-s4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Effy AI** or **Small Improvements** in the $3-5/user/month range would give you more bang for your buck"}, {"id": "mai-20260917-1752-baseline|c176-s4|minimax-small|Primalogik", "prompt": "c176-s4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Effy AI, Small Improvements, or Primalogik** - $2.50-$6/user/month"}, {"id": "mai-20260917-1752-baseline|c176-s4|minimax-small|SurveyMonkey", "prompt": "c176-s4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More flexible but requires manual setup for 360 feedback"}, {"id": "mai-20260917-1752-baseline|c176-s4|minimax-small|G360 Surveys", "prompt": "c176-s4", "model": "minimax-small", "cat": "360-feedback", "variant": "budget", "raw": "G360 Surveys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good if you only need occasional 360 reviews (not ongoing)"}, {"id": "mai-20260917-1752-baseline|c176-s4|mistral-small|Primalogik", "prompt": "c176-s4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Primalogik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Starts at around $3 per person per month and is highly recommended for budget-conscious SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s4|mistral-small|Small Improvements", "prompt": "c176-s4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it a good fit for small teams"}, {"id": "mai-20260917-1752-baseline|c176-s4|mistral-small|SurveyMonkey", "prompt": "c176-s4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a free tier (with limitations) and paid plans starting at $25/month"}, {"id": "mai-20260917-1752-baseline|c176-s4|mistral-small|FeedbackPulse", "prompt": "c176-s4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan for up to 10 users ... ideal for micro teams"}, {"id": "mai-20260917-1752-baseline|c176-s4|mistral-small|Trakstar", "prompt": "c176-s4", "model": "mistral-small", "cat": "360-feedback", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed for small to mid-sized businesses, with pricing starting at $5–$10 per user monthly"}, {"id": "mai-20260917-1752-baseline|c176-s4|moonshot-small|SurveyMonkey", "prompt": "c176-s4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For **flexibility**: **SurveyMonkey's free tier** lets you test 360 feedback before committing."}, {"id": "mai-20260917-1752-baseline|c176-s4|moonshot-small|Express Evaluations", "prompt": "c176-s4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Express Evaluations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the **tightest budget**: **Express Evaluations** at $2.50/user/month offers the lowest cost."}, {"id": "mai-20260917-1752-baseline|c176-s4|moonshot-small|Charlie HR", "prompt": "c176-s4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Charlie HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **under 50 employees**: **Charlie HR** at a flat £5/month could be cheapest"}, {"id": "mai-20260917-1752-baseline|c176-s4|moonshot-small|Trakstar", "prompt": "c176-s4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trakstar** — Best for Growing Small Businesses"}, {"id": "mai-20260917-1752-baseline|c176-s4|moonshot-small|Effy AI", "prompt": "c176-s4", "model": "moonshot-small", "cat": "360-feedback", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Effy AI** — Best AI-Powered Budget Option"}, {"id": "mai-20260917-1752-baseline|c176-s4|openai-small|Leapsome", "prompt": "c176-s4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value pick is usually **Leapsome** if you want the **lowest entry price**"}, {"id": "mai-20260917-1752-baseline|c176-s4|openai-small|PerformYard", "prompt": "c176-s4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PerformYard** is also worth considering, with pricing starting around **US$5 per user/month**"}, {"id": "mai-20260917-1752-baseline|c176-s4|openai-small|Lattice", "prompt": "c176-s4", "model": "openai-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's pricier at **$10–$13 per seat/month** plus a **$4,000 minimum annual agreement**, so it's less ideal for a tight budget"}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|FeedbackPulse", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: FeedbackPulse (Pro plan at ~$4/employee/month billed annually, free for up to 10 people)."}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|Google Forms", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/DIY alternative: Google Forms (completely free, unlimited use)."}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|Express Evaluations", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Express Evaluations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for small businesses/non-profits; full 360 with PIP support, 30-day trial."}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|Performance Pro", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Performance Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly customizable 360 processes; strong for structured reviews."}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|SurveyMonkey", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Not 360-specific but works for scrappy teams."}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|Spidergap", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Spidergap suits infrequent use but costs more upfront."}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|Lattice", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Full platforms like Lattice/15Five start higher (~$8-11/user) with minimums"}, {"id": "mai-20260917-1752-baseline|c176-s4|xai-small|15Five", "prompt": "c176-s4", "model": "xai-small", "cat": "360-feedback", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full platforms like Lattice/15Five start higher (~$8-11/user) with minimums"}, {"id": "mai-20260917-1752-baseline|c176-s4|zai-small|FeedbackPulse", "prompt": "c176-s4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best 360‑degree feedback tool to start with is **FeedbackPulse**"}, {"id": "mai-20260917-1752-baseline|c176-s4|zai-small|Blik360", "prompt": "c176-s4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Blik360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"do‑it‑yourself\" free option:** **Blik360** (self‑hosted)"}, {"id": "mai-20260917-1752-baseline|c176-s4|zai-small|Spidergap", "prompt": "c176-s4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spidergap** (tiny free pilot)"}, {"id": "mai-20260917-1752-baseline|c176-s4|zai-small|SurveyMonkey", "prompt": "c176-s4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid generic survey tools** like SurveyMonkey unless you're comfortable working around severe question/response limits."}, {"id": "mai-20260917-1752-baseline|c176-s4|zai-small|Google Forms", "prompt": "c176-s4", "model": "zai-small", "cat": "360-feedback", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No built‑in multi‑rater workflow, no anonymity options, no automated reports—requires manual handling of data."}, {"id": "mai-20260917-1752-baseline|c176-s5|alibaba-small|SAP SuccessFactors", "prompt": "c176-s5", "model": "alibaba-small", "cat": "360-feedback", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You are too small for enterprise-heavy, clunky solutions (like SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|Lattice", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lattice has a ~$4,000 minimum that overrides per-user math"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|15Five", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "part of a broader performance-management platform (e.g., Lattice, 15Five, PerformYard)"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|PerformYard", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "part of a broader performance-management platform (e.g., Lattice, 15Five, PerformYard)"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|Spidergap", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a standalone tool (e.g., Spidergap, Small Improvements)"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|Small Improvements", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a standalone tool (e.g., Spidergap, Small Improvements)"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|G360", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "G360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G360 at ~$70 each"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|Primalogik", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Primalogik $4–6/mo"}, {"id": "mai-20260917-1752-baseline|c176-s5|deepseek-small|Effy AI", "prompt": "c176-s5", "model": "deepseek-small", "cat": "360-feedback", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Effy AI ~$2.50/mo"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Gusto", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "check your current payroll/HRIS platform (e.g., **Gusto, BambooHR, Rippling, or Deel**)"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|BambooHR", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "check your current payroll/HRIS platform (e.g., **Gusto, BambooHR, Rippling, or Deel**)"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Rippling", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "check your current payroll/HRIS platform (e.g., **Gusto, BambooHR, Rippling, or Deel**)"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Deel", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "check your current payroll/HRIS platform (e.g., **Gusto, BambooHR, Rippling, or Deel**)"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Teamflect", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Teamflect:** Excellent if your company is on Microsoft Teams."}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Effy AI", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very lightweight, conversational, and designed specifically for small teams"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Taito.ai", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Taito.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Effy AI or Taito.ai:** Very lightweight, conversational, and designed specifically for small teams"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Lattice", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "*Note: Check their minimum seat requirements/pricing for a 30-person team first.*"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Leapsome", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "*Note: Check their minimum seat requirements/pricing for a 30-person team first.*"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Small Improvements", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Built specifically with mid-sized and smaller teams in mind. It is incredibly user-friendly"}, {"id": "mai-20260917-1752-baseline|c176-s5|google-small|Spidergap", "prompt": "c176-s5", "model": "google-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Spidergap is a highly customizable, easy-to-use option"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Spidergap", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spidergap - Best standalone dedicated 360 tool (no HRIS required)"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Lattice", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice - Best if you also want integrated performance management"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Culture Amp", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culture Amp - Best for enterprises that want 360s and engagement surveys on one platform"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|EchoSpan", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EchoSpan - Best for coaches and single 360 projects (pay per review)"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|SurveyMonkey", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SurveyMonkey - Best budget option for small scrappy teams"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Effy AI", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular 360-degree feedback tools include: 1. Effy AI"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Teamflect", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "2. Teamflect"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|PerformYard", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "3. PerformYard"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|15Five", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "5. 15Five"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Leapsome", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "7. Leapsome"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|CustomInsight (Focal 360)", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "CustomInsight (Focal 360)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "9. CustomInsight (Focal 360)"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Deel HR", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "10. Deel HR"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Performance Pro", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Performance Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "11. Performance Pro"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Sogolytics", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Sogolytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "12. Sogolytics"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Mitratech Perform", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Mitratech Perform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "13. Mitratech Perform"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|ThriveSparrow", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "14. ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Primalogik", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "15. Primalogik"}, {"id": "mai-20260917-1752-baseline|c176-s5|meta-small|Express Evaluations", "prompt": "c176-s5", "model": "meta-small", "cat": "360-feedback", "variant": "scale", "raw": "Express Evaluations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "16. Express Evaluations"}, {"id": "mai-20260917-1752-baseline|c176-s5|minimax-small|Small Improvements", "prompt": "c176-s5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "lightweight tools like **Small Improvements**, **PerformYard**, **Primalogik**, or **Engagedly** are often a better fit"}, {"id": "mai-20260917-1752-baseline|c176-s5|minimax-small|PerformYard", "prompt": "c176-s5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "lightweight tools like **Small Improvements**, **PerformYard**, **Primalogik**, or **Engagedly** are often a better fit"}, {"id": "mai-20260917-1752-baseline|c176-s5|minimax-small|Primalogik", "prompt": "c176-s5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lightweight tools like **Small Improvements**, **PerformYard**, **Primalogik**, or **Engagedly** are often a better fit"}, {"id": "mai-20260917-1752-baseline|c176-s5|minimax-small|Engagedly", "prompt": "c176-s5", "model": "minimax-small", "cat": "360-feedback", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lightweight tools like **Small Improvements**, **PerformYard**, **Primalogik**, or **Engagedly** are often a better fit"}, {"id": "mai-20260917-1752-baseline|c176-s5|moonshot-small|Primalogik", "prompt": "c176-s5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Primalogik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like **Primalogik** or **FeedbackPulse** start around **$3/person/month**"}, {"id": "mai-20260917-1752-baseline|c176-s5|moonshot-small|FeedbackPulse", "prompt": "c176-s5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like **Primalogik** or **FeedbackPulse** start around **$3/person/month**"}, {"id": "mai-20260917-1752-baseline|c176-s5|moonshot-small|Teamflect", "prompt": "c176-s5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Teamflect** offers a free tier for up to 10 users, then ~$7/user/month"}, {"id": "mai-20260917-1752-baseline|c176-s5|moonshot-small|Small Improvements", "prompt": "c176-s5", "model": "moonshot-small", "cat": "360-feedback", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Small Improvements** starts at $3/user/month (but 360 feedback requires higher tiers)"}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|Spidergap", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 2-3 (e.g., Spidergap + PerformYard) for trials."}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|PerformYard", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 2-3 (e.g., Spidergap + PerformYard) for trials."}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|Lattice", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want goals/reviews too. | $8-11/user/mo"}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|15Five", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Continuous feedback. | $4/user/mo | 4.6/5 | Affordable; manager tools."}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|Culture Amp", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing teams w/ engagement... Robust but scalable."}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|Leapsome", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growing teams w/ engagement... Robust but scalable."}, {"id": "mai-20260917-1752-baseline|c176-s5|xai-small|SurveyMonkey", "prompt": "c176-s5", "model": "xai-small", "cat": "360-feedback", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cheap entry, but limited 360 depth."}, {"id": "mai-20260917-1752-baseline|c176-s6|alibaba-small|G360", "prompt": "c176-s6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "G360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "specialized 360 platforms (like G360 or Spidergap) often charge a flat fee per individual being reviewed, which is far more scalable"}, {"id": "mai-20260917-1752-baseline|c176-s6|alibaba-small|Spidergap", "prompt": "c176-s6", "model": "alibaba-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specialized 360 platforms (like G360 or Spidergap) often charge a flat fee per individual being reviewed, which is far more scalable"}, {"id": "mai-20260917-1752-baseline|c176-s6|anthropic-small|SurveyMonkey", "prompt": "c176-s6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**1. DIY Survey Tools (SurveyMonkey, Typeform, Qualtrics)** ... almost always breaks anonymity through file metadata, email trails, or sloppy handling of individual responses."}, {"id": "mai-20260917-1752-baseline|c176-s6|anthropic-small|Typeform", "prompt": "c176-s6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**1. DIY Survey Tools (SurveyMonkey, Typeform, Qualtrics)**"}, {"id": "mai-20260917-1752-baseline|c176-s6|anthropic-small|Qualtrics", "prompt": "c176-s6", "model": "anthropic-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**1. DIY Survey Tools (SurveyMonkey, Typeform, Qualtrics)**"}, {"id": "mai-20260917-1752-baseline|c176-s6|challenger-small|Workhuman", "prompt": "c176-s6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade platforms like Workhuman, Culture Amp, or Qualtrics can be overkill for a small business"}, {"id": "mai-20260917-1752-baseline|c176-s6|challenger-small|Culture Amp", "prompt": "c176-s6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be overkill for a small business if you only need 360 feedback"}, {"id": "mai-20260917-1752-baseline|c176-s6|challenger-small|Qualtrics", "prompt": "c176-s6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can demand more setup, customization, and admin support than a small team typically needs"}, {"id": "mai-20260917-1752-baseline|c176-s6|challenger-small|SurveyMonkey", "prompt": "c176-s6", "model": "challenger-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generic survey tools like SurveyMonkey ... become risky when you need automated reviewer mapping, confidentiality controls, or manager-ready reporting"}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Lattice", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Lattice** – $4k minimum + enterprise bloat."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Betterworks", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise performance suites with high minimum contracts ... **Betterworks** ... Why to avoid:** These platforms are built for mid-market and enterprise."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Workhuman", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** These platforms are built for mid-market and enterprise."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Engagedly", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Engagedly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** These platforms are built for mid-market and enterprise."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Spidergap", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use a **purpose-built 360 tool with per-recipient licensing** and strong anonymity safeguards (e.g., Spidergap, G360 Surveys, Effy AI)."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|G360 Surveys", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "G360 Surveys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "strong anonymity safeguards (e.g., Spidergap, G360 Surveys, Effy AI)"}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|SurveyMonkey", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**SurveyMonkey** – no real anonymity or rater management."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Culture Amp", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Culture Amp** – designed for 200+ employee orgs."}, {"id": "mai-20260917-1752-baseline|c176-s6|deepseek-small|Effy AI", "prompt": "c176-s6", "model": "deepseek-small", "cat": "360-feedback", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "(e.g., Spidergap, G360 Surveys, Effy AI)"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Workday", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise Human Capital Management (HCM) Suites ... **Why to avoid them:** ... Prohibitive Cost and Implementation"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|SAP SuccessFactors", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: *Workday, SAP SuccessFactors, Oracle HCM* ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Oracle HCM", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: *Workday, SAP SuccessFactors, Oracle HCM* ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Qualtrics 360", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: High Pricing Floors ... Qualtrics contracts often start at five figures"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Mercer Mettl", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Mercer Mettl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples: *Qualtrics 360, Mercer Mettl, Korn Ferry* ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Korn Ferry", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples: *Qualtrics 360, Mercer Mettl, Korn Ferry* ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Google Forms", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "General-Purpose DIY Survey Tools (The \"Free\" Trap) ... Why to avoid them: The Anonymity Trap"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Typeform", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Examples: *Google Forms, Typeform, basic SurveyMonkey* ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|SurveyMonkey", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Examples: *Google Forms, Typeform, basic SurveyMonkey* (without dedicated 360 features) ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Culture Amp", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why to be cautious: Inflexible Cost Structures ... high minimum annual pricing floor"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|Spidergap", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Platforms like *Spidergap* or *FeedbackPulse* allow you to pay only for the specific people *receiving* feedback"}, {"id": "mai-20260917-1752-baseline|c176-s6|google-small|FeedbackPulse", "prompt": "c176-s6", "model": "google-small", "cat": "360-feedback", "variant": "negative", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Platforms like *Spidergap* or *FeedbackPulse* allow you to pay only for the specific people *receiving* feedback"}, {"id": "mai-20260917-1752-baseline|c176-s6|minimax-small|Culture Amp", "prompt": "c176-s6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Excellent for enterprises but often overkill and expensive for small teams"}, {"id": "mai-20260917-1752-baseline|c176-s6|minimax-small|Lattice", "prompt": "c176-s6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Full performance management suite with 360 features; can be excessive if you only need 360 feedback"}, {"id": "mai-20260917-1752-baseline|c176-s6|minimax-small|Betterworks", "prompt": "c176-s6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-focused with OKR integration; typically requires larger scale"}, {"id": "mai-20260917-1752-baseline|c176-s6|minimax-small|Spidergap", "prompt": "c176-s6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best standalone dedicated 360 tool (but skip if under 10 people)"}, {"id": "mai-20260917-1752-baseline|c176-s6|minimax-small|SurveyMonkey", "prompt": "c176-s6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget option for basic needs"}, {"id": "mai-20260917-1752-baseline|c176-s6|minimax-small|Small Improvements", "prompt": "c176-s6", "model": "minimax-small", "cat": "360-feedback", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed for SMBs wanting lightweight 360 within a performance suite"}, {"id": "mai-20260917-1752-baseline|c176-s6|mistral-small|Culture Amp", "prompt": "c176-s6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools that require sales calls, have complex rollouts, or are designed for large organizations (like Culture Amp, Leapsome, or Engagedly) are often overkill for small businesses."}, {"id": "mai-20260917-1752-baseline|c176-s6|mistral-small|Leapsome", "prompt": "c176-s6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like Culture Amp, Leapsome, or Engagedly) are often overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c176-s6|mistral-small|Engagedly", "prompt": "c176-s6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Engagedly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like Culture Amp, Leapsome, or Engagedly) are often overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c176-s6|mistral-small|Spidergap", "prompt": "c176-s6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it doesn't integrate with HRIS systems and may require manual work for reporting and confidentiality. For very small teams (under 10 people), even Spidergap may be more than needed."}, {"id": "mai-20260917-1752-baseline|c176-s6|mistral-small|SurveyMonkey", "prompt": "c176-s6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like SurveyMonkey or Google Forms can mimic 360 feedback, but they usually lack anonymity control, meaningful reporting, and the structure needed"}, {"id": "mai-20260917-1752-baseline|c176-s6|mistral-small|Google Forms", "prompt": "c176-s6", "model": "mistral-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like SurveyMonkey or Google Forms can mimic 360 feedback, but they usually lack anonymity control"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Qualtrics", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Qualtrics** – Described as having \"high price\" as a \"significant barrier\""}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Culture Amp", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for \"enterprise teams with mature people practices\" and can be unnecessarily complex for small businesses"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Lattice", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Has a **$4,000 annual minimum** that overrides per-user pricing—prohibitively expensive for smaller teams"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|15Five", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Puts 360 on its $11/user/month tier, which gets expensive fast"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Spidergap", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Alternative: Look for \"per-recipient\" pricing (e.g., Spidergap from $1,099/year for 10 people reviewed"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|G360 Surveys", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "G360 Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "G360 Surveys at $70 per assessment"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|SurveyMonkey", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rated only **5.0/10** for 360 use cases; works for \"lighter-weight use cases\" but lacks critical features"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Typeform", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SurveyMonkey/Typeform DIY | No anonymity controls, manual work"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Leapsome", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**15Five, Lattice, Leapsome** – Bundle 360 with many other modules"}, {"id": "mai-20260917-1752-baseline|c176-s6|moonshot-small|Effy AI", "prompt": "c176-s6", "model": "moonshot-small", "cat": "360-feedback", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise complexity, high cost | Spidergap, Effy AI"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Culture Amp", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Enterprise-Heavy Tools (Overkill, High Minimums): Culture Amp... too opaque and pricey for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Qualtrics", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "complex setup, high implementation costs, and analytics overkill. Reviews call it \"too heavy\" for SMBs"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Betterworks", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not standalone 360s; modular pricing with $7,500+ annual minimums. Excessive for basic needs."}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Workday", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not standalone 360s; modular pricing with $7,500+ annual minimums. Excessive for basic needs."}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Lattice", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious with Per-User Platforms Having High Floors... Reviews note it's \"overkill\" for <50-200 people"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|15Five", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "no hard minimum but \"complexity overkill\" for tiny teams per Reddit/HR reviews"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|G360 Surveys", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "G360 Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer per-assessment like G360 Surveys ($70 each)"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Spidergap", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer Bets for Small Businesses... Spidergap ($1k+/year starter)"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Google Forms", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "DIY survey hacks (Google Forms, basic SurveyMonkey): Free/cheap but lack anonymity controls"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|SurveyMonkey", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "DIY survey hacks (Google Forms, basic SurveyMonkey)... risks breaches and manual drudgery"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|EchoSpan", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "EchoSpan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Per-review pricing: ... EchoSpan (from $6/user)"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Effy AI", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Low per-user: Effy AI ($2.50)"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Small Improvements", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Small Improvements/Primalogik ($3-6)"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|Primalogik", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "Primalogik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Small Improvements/Primalogik ($3-6)"}, {"id": "mai-20260917-1752-baseline|c176-s6|xai-small|FeedbackPulse", "prompt": "c176-s6", "model": "xai-small", "cat": "360-feedback", "variant": "negative", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "FeedbackPulse (free <10 users)"}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Betterworks", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full performance enablement suite. It's powerful but complex to configure and expensive."}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Workday", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Requires a large implementation, dedicated HR resources, and can feel over-engineered for a small team."}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|SAP SuccessFactors", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The backend setup is complex, pricing is high, and most small businesses don't have the internal expertise to manage it."}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Oracle HCM", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "complex, costly, and geared toward large enterprises with sophisticated HR processes"}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|PeopleSoft", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy enterprise system. Heavy customization, steep learning curve"}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Oracle NetSuite", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It's powerful but rigid; customizing reports and workflows can be time-consuming and costly for a small team."}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|BambooHR", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its 360 module is built for mid-market and larger companies... you may outgrow it quickly or pay for features you don't need"}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Spidergap", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Spidergap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it does not provide coaching support, integration with goal-setting, or continuous feedback"}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|SurveyMonkey", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it offers no coaching, no automated reminders, and no program management"}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Google Forms", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "No anonymity guarantees, no reporting, no coaching."}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Microsoft Forms", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Microsoft Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "No anonymity guarantees, no reporting, no coaching."}, {"id": "mai-20260917-1752-baseline|c176-s6|zai-small|Kudos", "prompt": "c176-s6", "model": "zai-small", "cat": "360-feedback", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they're not designed for multi-rater, structured feedback. Using them as 360 can confuse development with morale-boosting"}, {"id": "mai-20260917-1752-baseline|c177-l1|alibaba-small|10Eighty", "prompt": "c177-l1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "10Eighty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "10Eighty is widely considered the best-in-class standalone solution"}, {"id": "mai-20260917-1752-baseline|c177-l1|alibaba-small|ChartHop", "prompt": "c177-l1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ChartHop if you want to visualize succession alongside budget/headcount planning."}, {"id": "mai-20260917-1752-baseline|c177-l1|alibaba-small|Eightfold AI", "prompt": "c177-l1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best AI-Driven Talent Intelligence: Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c177-l1|alibaba-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Historically the market leader for succession specifically. It is robust, deeply customizable"}, {"id": "mai-20260917-1752-baseline|c177-l1|alibaba-small|Workday", "prompt": "c177-l1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for companies valuing user experience and a unified data model between HR, Finance, and Talent"}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP SuccessFactors is the most comprehensive enterprise succession suite on the market, used by more than 10,000 organizations globally"}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|Workday", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Full HCM suites such as SAP SuccessFactors, Workday, Oracle Fusion Cloud HCM, Cornerstone, and Darwinbox anchor succession to the system of record."}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Full HCM suites such as SAP SuccessFactors, Workday, Oracle Fusion Cloud HCM, Cornerstone, and Darwinbox"}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|Cornerstone", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full HCM suites such as SAP SuccessFactors, Workday, Oracle Fusion Cloud HCM, Cornerstone, and Darwinbox"}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|Darwinbox", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Full HCM suites such as ... Cornerstone, and Darwinbox anchor succession to the system of record."}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|PeopleFluent", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PeopleFluent offers a dedicated, depth-first alternative"}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|Eightfold", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Eightfold and ChartHop lead on AI-driven talent intelligence and visual scenario modeling respectively"}, {"id": "mai-20260917-1752-baseline|c177-l1|anthropic-small|ChartHop", "prompt": "c177-l1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Eightfold and ChartHop lead on AI-driven talent intelligence and visual scenario modeling respectively"}, {"id": "mai-20260917-1752-baseline|c177-l1|challenger-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP SuccessFactors is the safest enterprise default"}, {"id": "mai-20260917-1752-baseline|c177-l1|challenger-small|Workday", "prompt": "c177-l1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** is the other top enterprise-standard option when your HR stack is already there"}, {"id": "mai-20260917-1752-baseline|c177-l1|challenger-small|TalentGuard", "prompt": "c177-l1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentGuard is the best focused alternative"}, {"id": "mai-20260917-1752-baseline|c177-l1|challenger-small|Eightfold AI", "prompt": "c177-l1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Eightfold AI is best for AI-driven internal talent discovery"}, {"id": "mai-20260917-1752-baseline|c177-l1|challenger-small|Dayforce", "prompt": "c177-l1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for readiness scoring and talent matrices inside a suite"}, {"id": "mai-20260917-1752-baseline|c177-l1|deepseek-small|SAP SuccessFactors (Succession & Development)", "prompt": "c177-l1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors (Succession & Development)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The deepest and most configurable succession capability... the lowest-risk, highest-value answer is usually the succession module from your existing vendor—SAP SuccessFactors, Workday, or Oracle"}, {"id": "mai-20260917-1752-baseline|c177-l1|deepseek-small|Workday (Succession Planning)", "prompt": "c177-l1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday (Succession Planning)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Low-friction, natural extension if Workday is your HCM."}, {"id": "mai-20260917-1752-baseline|c177-l1|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c177-l1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large Oracle-centered enterprises... Best when Oracle is already your ecosystem."}, {"id": "mai-20260917-1752-baseline|c177-l1|deepseek-small|Eightfold AI", "prompt": "c177-l1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI discovery of hidden internal talent → Eightfold AI."}, {"id": "mai-20260917-1752-baseline|c177-l1|deepseek-small|PeopleFluent", "prompt": "c177-l1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "data-rich, large-scale talent mapping and a depth-first dedicated succession option"}, {"id": "mai-20260917-1752-baseline|c177-l1|deepseek-small|TalentGuard", "prompt": "c177-l1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "skills-based, governed, defensible succession decisions, often cited for enterprises needing audit-ready governance"}, {"id": "mai-20260917-1752-baseline|c177-l1|google-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are standardized on **SAP** or **Workday**, deploying their native succession module is usually the most frictionless, cost-effective, and secure option."}, {"id": "mai-20260917-1752-baseline|c177-l1|google-small|Workday HCM", "prompt": "c177-l1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are standardized on **SAP** or **Workday**, deploying their native succession module is usually the most frictionless, cost-effective, and secure option."}, {"id": "mai-20260917-1752-baseline|c177-l1|google-small|TalentGuard", "prompt": "c177-l1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Enterprises needing skills-based, highly defensible succession decisions."}, {"id": "mai-20260917-1752-baseline|c177-l1|google-small|PeopleFluent", "prompt": "c177-l1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Deep scenario planning and \"what-if\" risk analysis."}, {"id": "mai-20260917-1752-baseline|c177-l1|google-small|Cornerstone OnDemand", "prompt": "c177-l1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **Cornerstone OnDemand** to tie succession directly to aggressive upskilling"}, {"id": "mai-20260917-1752-baseline|c177-l1|google-small|Plum", "prompt": "c177-l1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "opt for **TalentGuard** or **Plum** to introduce objective, skills-based behavioral testing"}, {"id": "mai-20260917-1752-baseline|c177-l1|meta-small|TalentGuard", "prompt": "c177-l1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentGuard, which is best for enterprises needing skills-based, governed, and defensible succession decisions"}, {"id": "mai-20260917-1752-baseline|c177-l1|meta-small|SuccessionStack", "prompt": "c177-l1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other top-rated software include those reviewed by Gartner, SuccessionStack, FirstHR, and CXEverywhere."}, {"id": "mai-20260917-1752-baseline|c177-l1|meta-small|FirstHR", "prompt": "c177-l1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other top-rated software include those reviewed by Gartner, SuccessionStack, FirstHR, and CXEverywhere."}, {"id": "mai-20260917-1752-baseline|c177-l1|meta-small|CXEverywhere", "prompt": "c177-l1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "CXEverywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other top-rated software include those reviewed by Gartner, SuccessionStack, FirstHR, and CXEverywhere."}, {"id": "mai-20260917-1752-baseline|c177-l1|minimax-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **SAP SuccessFactors** offers the most comprehensive solution"}, {"id": "mai-20260917-1752-baseline|c177-l1|minimax-small|Eightfold AI", "prompt": "c177-l1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold AI** is excellent if AI-driven talent intelligence is a priority"}, {"id": "mai-20260917-1752-baseline|c177-l1|minimax-small|TalentGuard", "prompt": "c177-l1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentGuard** is ideal if skills-based succession planning is critical"}, {"id": "mai-20260917-1752-baseline|c177-l1|minimax-small|Workday", "prompt": "c177-l1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Integrated HR Foundation)"}, {"id": "mai-20260917-1752-baseline|c177-l1|minimax-small|Oracle HCM Cloud", "prompt": "c177-l1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best for Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline|c177-l1|mistral-small|TalentGuard", "prompt": "c177-l1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for enterprises needing skills-based, governed, and defensible succession decisions."}, {"id": "mai-20260917-1752-baseline|c177-l1|mistral-small|Workhuman", "prompt": "c177-l1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers a top 13 list of succession planning tools, emphasizing the importance of integrating with existing HR data sources"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|SAP SuccessFactors Succession & Development", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors Succession & Development", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP SuccessFactors** if you're already in the SAP ecosystem or need the most comprehensive enterprise solution"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|Workday Succession Planning", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday Succession Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday** if you prioritize modern UX and skills-based succession planning"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|Oracle Fusion Cloud HCM Succession Planning", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM Succession Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Considerations:** Comprehensive but can be complex to implement"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|UKG Pro Succession Planning", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro Succession Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**UKG Pro** if you want strong succession-specific capabilities with clear readiness metrics"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|Cornerstone OnDemand Succession Management", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone OnDemand Succession Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations focused on talent development alongside succession"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|Eightfold AI", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-powered talent discovery and internal mobility"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|ChartHop", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Visual scenario modeling and organizational planning"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|PeopleFluent", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dedicated succession planning depth (not a full HCM suite)"}, {"id": "mai-20260917-1752-baseline|c177-l1|moonshot-small|TalentGuard", "prompt": "c177-l1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Role readiness planning and competency-based succession"}, {"id": "mai-20260917-1752-baseline|c177-l1|openai-small|Workday", "prompt": "c177-l1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Workday**"}, {"id": "mai-20260917-1752-baseline|c177-l1|openai-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you are already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c177-l1|openai-small|Oracle HCM", "prompt": "c177-l1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong enterprise alternative"}, {"id": "mai-20260917-1752-baseline|c177-l1|openai-small|UKG Pro", "prompt": "c177-l1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a better fit when workforce management depth and certain enterprise operational needs are key"}, {"id": "mai-20260917-1752-baseline|c177-l1|xai-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP SuccessFactors (Most frequently cited as #1 for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c177-l1|xai-small|Workday HCM", "prompt": "c177-l1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified platform (HR + finance) with Skills Cloud for AI-powered talent mobility/succession"}, {"id": "mai-20260917-1752-baseline|c177-l1|xai-small|Oracle Fusion Cloud HCM", "prompt": "c177-l1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI best-fit matching, visual charts, modular for Oracle stacks"}, {"id": "mai-20260917-1752-baseline|c177-l1|xai-small|Cornerstone OnDemand", "prompt": "c177-l1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Learning-focused succession (4.1/5 G2); great for development-heavy B2B."}, {"id": "mai-20260917-1752-baseline|c177-l1|xai-small|UKG Pro/Dayforce", "prompt": "c177-l1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro/Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated workforce management (4.2-4.3/5); good for global B2B with payroll ties."}, {"id": "mai-20260917-1752-baseline|c177-l1|xai-small|Eightfold AI/Gloat", "prompt": "c177-l1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI/Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI talent intelligence for internal mobility (niche but rising for innovative B2B)."}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|SAP SuccessFactors", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for | Global enterprise talent management; organizations already standardized on SAP HR"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|Workday", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unified enterprise workforce planning; organizations seeking a single source of truth for HR, payroll, and talent"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|Oracle Fusion Cloud HCM", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises heavily invested in Oracle ecosystems"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|Cornerstone OnDemand", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Learning\\u2011driven succession and development"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|Darwinbox", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid\\u2011large enterprises wanting an integrated HCM suite with strong succession governance"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|PeopleFluent", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dedicated succession and talent management depth"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|TalentGuard", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprises needing skills\\u2011based, governed, defensible succession decisions"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|Eightfold AI", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI\\u2011driven talent intelligence and skills\\u2011based workforce analytics"}, {"id": "mai-20260917-1752-baseline|c177-l1|zai-small|ChartHop", "prompt": "c177-l1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong for mid\\u2011market and growth organizations"}, {"id": "mai-20260917-1752-baseline|c177-l2|alibaba-small|Workday HCM", "prompt": "c177-l2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My primary advice:** For a company of \"thousands,\" stick with **Workday** (or a similar Tier-1 HCM)"}, {"id": "mai-20260917-1752-baseline|c177-l2|alibaba-small|SAP SuccessFactors", "prompt": "c177-l2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very similar to Workday in its enterprise footprint"}, {"id": "mai-20260917-1752-baseline|c177-l2|alibaba-small|Lattice", "prompt": "c177-l2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice has become the leading alternative for large tech and B2B companies"}, {"id": "mai-20260917-1752-baseline|c177-l2|alibaba-small|Leapsome", "prompt": "c177-l2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leapsome has gained massive traction globally for its ability to combine Performance Reviews with Engagement Surveys"}, {"id": "mai-20260917-1752-baseline|c177-l2|alibaba-small|ChartHop", "prompt": "c177-l2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You need advanced Org Design/Modeling.** | **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c177-l2|anthropic-small|Workday", "prompt": "c177-l2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some widely-used platforms for large organizations include Workday, SuccessFactors, 15Five, Culture Amp, and Lattice"}, {"id": "mai-20260917-1752-baseline|c177-l2|anthropic-small|SuccessFactors", "prompt": "c177-l2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some widely-used platforms for large organizations include Workday, SuccessFactors, 15Five, Culture Amp, and Lattice"}, {"id": "mai-20260917-1752-baseline|c177-l2|anthropic-small|15Five", "prompt": "c177-l2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some widely-used platforms for large organizations include Workday, SuccessFactors, 15Five, Culture Amp, and Lattice"}, {"id": "mai-20260917-1752-baseline|c177-l2|anthropic-small|Culture Amp", "prompt": "c177-l2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some widely-used platforms for large organizations include Workday, SuccessFactors, 15Five, Culture Amp, and Lattice"}, {"id": "mai-20260917-1752-baseline|c177-l2|anthropic-small|Lattice", "prompt": "c177-l2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some widely-used platforms for large organizations include Workday, SuccessFactors, 15Five, Culture Amp, and Lattice"}, {"id": "mai-20260917-1752-baseline|c177-l2|challenger-small|Workday Human Capital Management", "prompt": "c177-l2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday Human Capital Management** as the safest default choice for talent review"}, {"id": "mai-20260917-1752-baseline|c177-l2|challenger-small|SAP SuccessFactors HCM", "prompt": "c177-l2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a broad talent suite in a large, global organization with complex governance needs"}, {"id": "mai-20260917-1752-baseline|c177-l2|challenger-small|Dayforce", "prompt": "c177-l2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your priority is a strong enterprise talent review program with an integrated HCM approach"}, {"id": "mai-20260917-1752-baseline|c177-l2|challenger-small|Betterworks", "prompt": "c177-l2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a more performance-management-focused tool and care most about continuous reviews, goals, and calibration at scale"}, {"id": "mai-20260917-1752-baseline|c177-l2|deepseek-small|Workday Talent & Performance", "prompt": "c177-l2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Talent & Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Workday Talent & Performance**"}, {"id": "mai-20260917-1752-baseline|c177-l2|deepseek-small|SAP SuccessFactors", "prompt": "c177-l2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best global succession/calibration breadth; strong if aligned with S/4HANA"}, {"id": "mai-20260917-1752-baseline|c177-l2|deepseek-small|Dayforce", "prompt": "c177-l2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranked best overall for enterprise talent review programs by some guides"}, {"id": "mai-20260917-1752-baseline|c177-l2|deepseek-small|Cornerstone OnDemand", "prompt": "c177-l2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if workforce development/learning is your priority"}, {"id": "mai-20260917-1752-baseline|c177-l2|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c177-l2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-grade, comparable capability"}, {"id": "mai-20260917-1752-baseline|c177-l2|deepseek-small|UKG Pro", "prompt": "c177-l2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll-first / unified platform priority? → Dayforce or UKG Pro."}, {"id": "mai-20260917-1752-baseline|c177-l2|google-small|Workday Human Capital Management (Talent & Performance Module)", "prompt": "c177-l2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Human Capital Management (Talent & Performance Module)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for global enterprise human capital management.... If you already use Workday for Core HR, using their talent module is a no-brainer."}, {"id": "mai-20260917-1752-baseline|c177-l2|google-small|SAP SuccessFactors", "prompt": "c177-l2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The market leader for massive, global, and highly complex enterprise operations."}, {"id": "mai-20260917-1752-baseline|c177-l2|google-small|Lattice (Enterprise Tier)", "prompt": "c177-l2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider a best-of-breed overlay like **Lattice** or **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c177-l2|google-small|Culture Amp", "prompt": "c177-l2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Culture Amp** (for deep analytics)."}, {"id": "mai-20260917-1752-baseline|c177-l2|google-small|Cornerstone Galaxy (formerly Cornerstone OnDemand)", "prompt": "c177-l2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Cornerstone Galaxy (formerly Cornerstone OnDemand)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If we struggle with training, skills gaps, and compliance: Go with **Cornerstone**."}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|Lattice", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Lattice"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|Leapsome", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Leapsome"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|SuccessFactors", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|Workday Human Capital Management", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Workday Human Capital Management"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|Dayforce", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Dayforce"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|UKG Pro", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. UKG Pro"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|Quantum Workplace", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Quantum Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Quantum Workplace"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|TalentHR", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. TalentHR"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|BambooHR", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. BambooHR"}, {"id": "mai-20260917-1752-baseline|c177-l2|meta-small|Paylocity", "prompt": "c177-l2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Paylocity"}, {"id": "mai-20260917-1752-baseline|c177-l2|minimax-small|Workday Human Capital Management (HCM)", "prompt": "c177-l2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Human Capital Management (HCM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday Human Capital Management (HCM)** as the top talent review tool"}, {"id": "mai-20260917-1752-baseline|c177-l2|minimax-small|SAP SuccessFactors", "prompt": "c177-l2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another enterprise-grade solution also built for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c177-l2|minimax-small|HR Cloud Perform", "prompt": "c177-l2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "HR Cloud Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you want a highly flexible, unified approach"}, {"id": "mai-20260917-1752-baseline|c177-l2|minimax-small|Paylocity", "prompt": "c177-l2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong talent management features with good scalability"}, {"id": "mai-20260917-1752-baseline|c177-l2|mistral-small|Workday Human Capital Management", "prompt": "c177-l2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workday Human Capital Management** as the top talent review tool"}, {"id": "mai-20260917-1752-baseline|c177-l2|mistral-small|SuccessFactors", "prompt": "c177-l2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders for large B2B companies include **SuccessFactors** and **Oracle Fusion HCM**"}, {"id": "mai-20260917-1752-baseline|c177-l2|mistral-small|Oracle Fusion HCM", "prompt": "c177-l2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders for large B2B companies include **SuccessFactors** and **Oracle Fusion HCM**"}, {"id": "mai-20260917-1752-baseline|c177-l2|moonshot-small|Workday HCM", "prompt": "c177-l2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Top Recommendation: Workday HCM"}, {"id": "mai-20260917-1752-baseline|c177-l2|moonshot-small|SAP SuccessFactors", "prompt": "c177-l2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Best Alternative: SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c177-l2|moonshot-small|Lattice", "prompt": "c177-l2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be mindful of their scalability ceilings... Only look at Lattice or Culture Amp if you are keeping your existing HRIS and your headcount is under roughly 5,000–10,000."}, {"id": "mai-20260917-1752-baseline|c177-l2|moonshot-small|Culture Amp", "prompt": "c177-l2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Above that, you will likely outgrow these platforms and should default to Workday or SAP."}, {"id": "mai-20260917-1752-baseline|c177-l2|openai-small|Workday Talent Management", "prompt": "c177-l2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Talent Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Workday Talent Management** if you already run Workday HCM or want a deeply integrated, enterprise-grade platform"}, {"id": "mai-20260917-1752-baseline|c177-l2|openai-small|Cornerstone", "prompt": "c177-l2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone** is also a strong contender; it's positioned for global enterprises"}, {"id": "mai-20260917-1752-baseline|c177-l2|openai-small|Eightfold", "prompt": "c177-l2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need a talent-intelligence layer for skills and internal mobility:** **Eightfold** is worth a look."}, {"id": "mai-20260917-1752-baseline|c177-l2|xai-small|Workday Human Capital Management (HCM)", "prompt": "c177-l2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday Human Capital Management (HCM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday Human Capital Management (HCM) as the top talent review tool."}, {"id": "mai-20260917-1752-baseline|c177-l2|xai-small|SAP SuccessFactors", "prompt": "c177-l2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global/multi-country ops | Deep succession planning... Ranked #2 for enterprises"}, {"id": "mai-20260917-1752-baseline|c177-l2|xai-small|Dayforce (Ceridian)", "prompt": "c177-l2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one for performance, compensation, and analytics; top-rated for enterprise talent reviews"}, {"id": "mai-20260917-1752-baseline|c177-l2|xai-small|UKG Pro", "prompt": "c177-l2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Practical workflows for calibration and feedback; strong for large orgs per reviews."}, {"id": "mai-20260917-1752-baseline|c177-l2|xai-small|Oracle Fusion HCM", "prompt": "c177-l2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High scalability and AI skills matching; Forbes rates it best overall HCM for enterprises."}, {"id": "mai-20260917-1752-baseline|c177-l2|zai-small|Workday HCM", "prompt": "c177-l2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Human Capital Management** is the gold standard for large enterprises"}, {"id": "mai-20260917-1752-baseline|c177-l2|zai-small|SAP SuccessFactors HCM", "prompt": "c177-l2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors HCM** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c177-l2|zai-small|Dayforce (formerly Ceridian)", "prompt": "c177-l2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-rated for enterprise talent review programs"}, {"id": "mai-20260917-1752-baseline|c177-l2|zai-small|Cornerstone SGL", "prompt": "c177-l2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Cornerstone SGL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade platform with broad talent suite"}, {"id": "mai-20260917-1752-baseline|c177-l3|alibaba-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose SAP SuccessFactors** if you need to model complex cascading effects"}, {"id": "mai-20260917-1752-baseline|c177-l3|alibaba-small|Workday", "prompt": "c177-l3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular among tech-forward and financial services enterprises due to its unified data model."}, {"id": "mai-20260917-1752-baseline|c177-l3|alibaba-small|TalentGuard", "prompt": "c177-l3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose TalentGuard** if you are struggling with \"unfair\" selections, lack transparency, or need to prove succession choices to auditors/board members."}, {"id": "mai-20260917-1752-baseline|c177-l3|alibaba-small|Cornerstone OnDemand (Cena)", "prompt": "c177-l3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand (Cena)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A legacy giant in talent management that continues to lead in structured talent pipelines."}, {"id": "mai-20260917-1752-baseline|c177-l3|alibaba-small|Eightfold AI", "prompt": "c177-l3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose Eightfold AI** if you feel your current tools only surface the \"usual suspects\""}, {"id": "mai-20260917-1752-baseline|c177-l3|alibaba-small|ChartHop", "prompt": "c177-l3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A people analytics platform known for dynamic visualizations rather than static spreadsheets."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP SuccessFactors is the most comprehensive enterprise succession suite on the market"}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|Workday", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HCM suites (SAP SuccessFactors, Workday, Oracle, Cornerstone, Darwinbox) lead\n the market."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|Oracle", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HCM suites (SAP SuccessFactors, Workday, Oracle, Cornerstone, Darwinbox) lead\n the market."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|Cornerstone", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cornerstone is a data-driven workforce planning software that helps businesses align employees with their organizational goals"}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|Darwinbox", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HCM suites (SAP SuccessFactors, Workday, Oracle, Cornerstone, Darwinbox) lead\n the market."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|PeopleFluent", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PeopleFluent is built specifically for succession planning at scale, with particular depth in governance, transparency, and compensation integration."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|ChartHop", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ChartHop offers scenario planning and org charting for more agile succession modeling."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|UKG Pro", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "UKG Pro uses AI and predictive analytics to improve succession planning for enterprises."}, {"id": "mai-20260917-1752-baseline|c177-l3|anthropic-small|Workhuman", "prompt": "c177-l3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Workhuman combines recognition data, social feedback, talent reviews, and behavioral data to modernize the entire succession planning process."}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around suite choice:** SAP SuccessFactors or Workday if you want succession embedded in a broader HCM platform."}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|Workday", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all-around suite choice:** SAP SuccessFactors or Workday if you want succession embedded in a broader HCM platform."}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise succession tied to AI-driven candidate matching and succession benches."}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for learning-linked development:** Cornerstone OnDemand if succession is closely tied to training and career growth."}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|UKG Pro", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for HRIS-native simplicity:** UKG Pro or Dayforce"}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|Dayforce", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for HRIS-native simplicity:** UKG Pro or Dayforce"}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|PeopleFluent", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for governance-heavy, structured succession:** PeopleFluent or TalentGuard"}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|TalentGuard", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for governance-heavy, structured succession:** PeopleFluent or TalentGuard"}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|Eightfold", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for AI/skills discovery:** Eightfold if you want to uncover internal talent"}, {"id": "mai-20260917-1752-baseline|c177-l3|challenger-small|ChartHop", "prompt": "c177-l3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for visual org charts and departure/scenario analysis."}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Arguably the most comprehensive succession suite... Global, compliance-heavy, or regulated? SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Workday", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises wanting a clean, unified data model and strong UX"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The natural choice for Oracle-centric buyers."}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Succession as an extension of learning? Cornerstone."}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|UKG Pro", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for hourly and frontline-heavy workforces"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Dayforce", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for broad readiness with talent matrices, readiness scoring, and flight-risk signals"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Darwinbox", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in APAC; career architecture, role-readiness, and board-level dashboards"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Eightfold AI", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Eightfold AI delivers real, skills-based, AI-driven discovery at scale."}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|TalentGuard", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Enterprises needing skills-based, governed, defensible succession decisions"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|PeopleFluent", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "depth-first alternative to the suites"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Orgvue", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Workforce planning and scenario modeling your priority? Orgvue."}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Gloat", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Enterprise internal talent mobility and skills-based career pathing"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|Fuel50", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gloat / Fuel50 ... succession through the lens of employee opportunity and redeployment"}, {"id": "mai-20260917-1752-baseline|c177-l3|deepseek-small|SuccessionNow", "prompt": "c177-l3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "only a few tools (like the smaller SuccessionNow, ~$2,995/yr) publish public rates"}, {"id": "mai-20260917-1752-baseline|c177-l3|google-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Workday or SAP SuccessFactors if you already use their HRIS for core HR and payroll."}, {"id": "mai-20260917-1752-baseline|c177-l3|google-small|Workday HCM", "prompt": "c177-l3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday or SAP SuccessFactors if you already use their HRIS for core HR and payroll."}, {"id": "mai-20260917-1752-baseline|c177-l3|google-small|Eightfold AI", "prompt": "c177-l3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Eightfold AI if you are suffering from \"key-person risk\" and human bias in executive selection."}, {"id": "mai-20260917-1752-baseline|c177-l3|google-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Cornerstone if your organization's talent pipeline is stalled by a lack of ready candidates."}, {"id": "mai-20260917-1752-baseline|c177-l3|google-small|TalentGuard", "prompt": "c177-l3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose TalentGuard if you run a business in a highly scrutinized or regulated industry"}, {"id": "mai-20260917-1752-baseline|c177-l3|google-small|PeopleFluent", "prompt": "c177-l3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Multi-brand, highly decentralized, or complex organizations that need deep visual modeling capabilities."}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|TalentGuard", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include TalentGuard, SAP SuccessFactors, Deel, Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include TalentGuard, SAP SuccessFactors, Deel, Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|Deel", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include TalentGuard, SAP SuccessFactors, Deel, Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include TalentGuard, SAP SuccessFactors, Deel, Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|UKG Pro Succession Planning", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UKG Pro Succession Planning, Succession Wizard, Oracle Succession Planning"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|Succession Wizard", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Succession Wizard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "UKG Pro Succession Planning, Succession Wizard, Oracle Succession Planning"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|Oracle Succession Planning", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oracle Succession Planning, Workday Succession Planning"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|Workday Succession Planning", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday Succession Planning, and PeopleFluent Succession Management"}, {"id": "mai-20260917-1752-baseline|c177-l3|meta-small|PeopleFluent Succession Management", "prompt": "c177-l3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent Succession Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "and PeopleFluent Succession Management"}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|SAP SuccessFactors – Succession & Development", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors – Succession & Development", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Global enterprises that need end‑to‑end talent management anchored in the same suite as payroll"}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Workday – Succession Planning", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday – Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified workforce data (HR + Finance) with a single source of truth."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Organizations already in the Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Cornerstone OnDemand – Succession", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand – Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies that want succession tightly coupled with learning & development."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|UKG Pro (Ultimate Performer)", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro (Ultimate Performer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Organizations needing a unified HR‑payroll‑time‑keeping platform with succession."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Darwinbox – Succession & Mobility", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox – Succession & Mobility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast‑growing enterprises that want a modern, mobile‑first UI and skills‑led mobility."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|PeopleFluent", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Depth‑first succession governance with highly configurable workflows."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Eightfold AI – Talent Intelligence", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI – Talent Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations that want AI to discover hidden successors, map skills, and predict readiness at scale."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|ChartHop", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies that need dynamic, visual workforce planning and scenario modelling."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|TalentGuard", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Organizations wanting configurable succession workflows bundled with career‑pathing."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Gloat", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprises that want an internal “career‑market” to surface successors."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Fuel50", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Companies that want to embed career‑paths into succession."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|Engagedly – Talent Mobility", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Engagedly – Talent Mobility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mid‑market firms that want a single platform for performance, goals, and succession."}, {"id": "mai-20260917-1752-baseline|c177-l3|minimax-small|SuccessionStack", "prompt": "c177-l3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Teams that want a “succession‑only” product with guided workflows."}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises already standardized on SAP HR"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|Workday", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprises running Workday for HR and seeking unified data"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|Oracle Fusion Cloud HCM", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Oracle ecosystem buyers"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|TalentGuard", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dedicated succession planning platform"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Enterprises seeking integrated talent management and succession planning"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|Darwinbox", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Skills and mobility-led continuity"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|PeopleFluent", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprises wanting a specialist tool"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|Eightfold", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Eightfold and ChartHop lead in AI-driven insights and visualization"}, {"id": "mai-20260917-1752-baseline|c177-l3|mistral-small|ChartHop", "prompt": "c177-l3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Eightfold and ChartHop lead in AI-driven insights and visualization"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose SAP SuccessFactors** if you're already invested in SAP and need global scale with integrated payroll"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|Workday HCM", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Workday** if you want the cleanest data model connecting HR and finance for strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|Oracle HCM Cloud", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular cloud suite integrating with broader Oracle applications; strong global compliance features"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|PeopleFluent", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose PeopleFluent** if you need deep configurability and formal governance for regulated industries"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Cornerstone** if learning-to-succession pipeline is your priority"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|TalentGuard", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose TalentGuard** if skills-based, evidence-driven readiness decisions are critical"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|Eightfold AI", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Eightfold** if finding hidden internal candidates through AI matching is your core problem"}, {"id": "mai-20260917-1752-baseline|c177-l3|moonshot-small|ChartHop", "prompt": "c177-l3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dynamic org charting; visual succession scenarios; workforce planning integration"}, {"id": "mai-20260917-1752-baseline|c177-l3|openai-small|SAP SuccessFactors Succession & Development", "prompt": "c177-l3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors Succession & Development", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large, development-heavy enterprises:** SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c177-l3|openai-small|Oracle Fusion Cloud Talent Management", "prompt": "c177-l3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud Talent Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Oracle HCM customers:** Oracle Fusion Cloud Talent Management."}, {"id": "mai-20260917-1752-baseline|c177-l3|openai-small|UKG Pro Succession", "prompt": "c177-l3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro Succession", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for operations-heavy organizations on UKG:** UKG Pro."}, {"id": "mai-20260917-1752-baseline|c177-l3|openai-small|Workday Succession Planning", "prompt": "c177-l3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I wasn't able to pull enough official Workday succession-specific detail ... treat it as a major contender but not summarize beyond that"}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP SuccessFactors** – Most comprehensive for global enterprises."}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|Workday HCM", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday HCM** – Best for unified HR/finance ecosystems."}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|Oracle Fusion Cloud HCM", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Fusion Cloud HCM** – Strong for Oracle-centric organizations."}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|Cornerstone OnDemand", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cornerstone OnDemand** – Learning-focused talent development."}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|Eightfold AI", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eightfold AI** – AI-driven talent intelligence and mobility."}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|Darwinbox", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables include **Darwinbox** (skills/mobility emphasis)"}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|TalentGuard", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TalentGuard** (skills-based governance)"}, {"id": "mai-20260917-1752-baseline|c177-l3|xai-small|PeopleFluent", "prompt": "c177-l3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**PeopleFluent** (dedicated talent management), but the top tier focuses on HCM-integrated solutions"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|SAP SuccessFactors", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most comprehensive enterprise succession suite; deeply integrated with SAP HCM"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Workday HCM", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified HRIS + talent platform; strong reporting and analytics"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Oracle Fusion Cloud HCM", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Scalable, cloud-native HCM with strong analytics and governance"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Cornerstone OnDemand / Cornerstone SGL", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand / Cornerstone SGL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Learning-centric HCM with integrated talent management"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Darwinbox", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mobile-first HCM with strong talent review and governance"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|PeopleFluent", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Configurable, compliance-heavy talent management; strong governance"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Cegid Talentsoft", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cegid Talentsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "French-origin, strong European presence; integrated with payroll & finance"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Eightfold AI (Talent Intelligence Platform)", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI (Talent Intelligence Platform)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered skill mapping, internal mobility graphs, continuous talent intelligence"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Confirm", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Confirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Flight-risk and people analytics focus"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|ChartHop", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Visual org charts, talent mapping, internal mobility graphs"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Taleo (now part of SAP SuccessFactors)", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Taleo (now part of SAP SuccessFactors)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Legacy talent management with org chart & succession features | Organizations still on older Taleo implementations"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|Empxtrack", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Repeatable succession cycles with managed successor slates and development tracking"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|TalentGuard Succession Planning", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Structured successor coverage grounded in readiness and career paths"}, {"id": "mai-20260917-1752-baseline|c177-l3|zai-small|SuccessionStack / SuccessionNow", "prompt": "c177-l3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack / SuccessionNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Guided succession workflows for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c177-l4|alibaba-small|Workday", "prompt": "c177-l4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are looking for the highest level of cost predictability for a large workforce, Workday is the industry leader."}, {"id": "mai-20260917-1752-baseline|c177-l4|alibaba-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP is the most common alternative to Workday for very large multinational corporations."}, {"id": "mai-20260917-1752-baseline|c177-l4|alibaba-small|Cornerstone OnDemand (CSOD)", "prompt": "c177-l4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone OnDemand (CSOD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deep **career mapping** and already use external training: **Cornerstone OnDemand**."}, {"id": "mai-20260917-1752-baseline|c177-l4|anthropic-small|Cornerstone OnDemand", "prompt": "c177-l4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cornerstone OnDemand is a mid-range solution that runs $15–25 per user per month, offering transparent per-user pricing that scales predictably."}, {"id": "mai-20260917-1752-baseline|c177-l4|anthropic-small|SuccessionHR", "prompt": "c177-l4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SuccessionHR guarantees the pricing tiers at time of sale"}, {"id": "mai-20260917-1752-baseline|c177-l4|anthropic-small|Lattice", "prompt": "c177-l4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice pricing starts at approximately $11/user/month, with succession included in Performance Management at no additional module cost"}, {"id": "mai-20260917-1752-baseline|c177-l4|anthropic-small|Workday", "prompt": "c177-l4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use custom pricing that can be significantly higher"}, {"id": "mai-20260917-1752-baseline|c177-l4|anthropic-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "use custom pricing that can be significantly higher"}, {"id": "mai-20260917-1752-baseline|c177-l4|anthropic-small|Eightfold AI", "prompt": "c177-l4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use custom pricing that can be significantly higher"}, {"id": "mai-20260917-1752-baseline|c177-l4|challenger-small|TalentGuard", "prompt": "c177-l4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** is the strongest match if your priority is *enterprise-scoped pricing that is not exposed as a simple per-seat rate*"}, {"id": "mai-20260917-1752-baseline|c177-l4|challenger-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** and **Workday** are the safest choices if you want a broader enterprise HCM suite"}, {"id": "mai-20260917-1752-baseline|c177-l4|challenger-small|Workday", "prompt": "c177-l4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the results emphasize it more as part of a broader HR suite than as a focused succession-planning buy"}, {"id": "mai-20260917-1752-baseline|c177-l4|deepseek-small|SuccessionHR", "prompt": "c177-l4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If predictable total cost across thousands of users is your #1 priority, choose SuccessionHR."}, {"id": "mai-20260917-1752-baseline|c177-l4|deepseek-small|TalentGuard", "prompt": "c177-l4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentGuard offers strong defensibility and skills-based assessment, but you'll need to negotiate a volume cap"}, {"id": "mai-20260917-1752-baseline|c177-l4|deepseek-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low – costs balloon with module adds, headcount changes, and complex SI fees"}, {"id": "mai-20260917-1752-baseline|c177-l4|deepseek-small|Workday", "prompt": "c177-l4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low – similar issues to SAP"}, {"id": "mai-20260917-1752-baseline|c177-l4|deepseek-small|Cornerstone OnDemand", "prompt": "c177-l4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low – heavily customized"}, {"id": "mai-20260917-1752-baseline|c177-l4|deepseek-small|SuccessionStack", "prompt": "c177-l4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good – but no published tiers; quote required"}, {"id": "mai-20260917-1752-baseline|c177-l4|google-small|SuccessionHR", "prompt": "c177-l4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SuccessionHR (Best Overall for Flat, Key-Role Pricing) ... This is the most transparent, predictable model on the market."}, {"id": "mai-20260917-1752-baseline|c177-l4|google-small|SuccessionStack", "prompt": "c177-l4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unlimited-User \"Tenant-Based\" Pricing"}, {"id": "mai-20260917-1752-baseline|c177-l4|google-small|Workday", "prompt": "c177-l4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday is the gold standard for global enterprises."}, {"id": "mai-20260917-1752-baseline|c177-l4|google-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP SuccessFactors is incredibly strong—specifically for building \"talent pool\" cohorts"}, {"id": "mai-20260917-1752-baseline|c177-l4|meta-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be SAP SuccessFactors or Workday, as they both offer custom, quote-based enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c177-l4|meta-small|Workday", "prompt": "c177-l4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be SAP SuccessFactors or Workday, as they both offer custom, quote-based enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c177-l4|meta-small|Cornerstone OnDemand", "prompt": "c177-l4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include Cornerstone OnDemand, ChartHop, and PeopleFluent"}, {"id": "mai-20260917-1752-baseline|c177-l4|meta-small|ChartHop", "prompt": "c177-l4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider include Cornerstone OnDemand, ChartHop, and PeopleFluent"}, {"id": "mai-20260917-1752-baseline|c177-l4|meta-small|PeopleFluent", "prompt": "c177-l4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider include Cornerstone OnDemand, ChartHop, and PeopleFluent"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|SuccessionStack", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SuccessionStack** is the strongest fit—flat annual fee per tenant with unlimited users"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|SuccessionHR", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Predictable cost based on roles you want to plan for, not total employees"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "succession is often bundled in the suite... Best if you're already in their ecosystem"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|Workday", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "succession is often bundled in the suite... Best if you're already in their ecosystem"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|Cornerstone", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - Per-user pricing models (Cornerstone, PeopleFluent, TalentGuard) become expensive at scale"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|PeopleFluent", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "PeopleFluent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - Per-user pricing models (Cornerstone, PeopleFluent, TalentGuard) become expensive at scale"}, {"id": "mai-20260917-1752-baseline|c177-l4|minimax-small|TalentGuard", "prompt": "c177-l4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - Per-user pricing models (Cornerstone, PeopleFluent, TalentGuard) become expensive at scale"}, {"id": "mai-20260917-1752-baseline|c177-l4|mistral-small|Workday Succession", "prompt": "c177-l4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday Succession", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "activate the succession module within that platform first (e.g., Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c177-l4|mistral-small|SAP SuccessFactors Succession & Development", "prompt": "c177-l4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors Succession & Development", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "activate the succession module within that platform first (e.g., Workday or SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c177-l4|mistral-small|Oracle Fusion Cloud HCM (with Succession Planning)", "prompt": "c177-l4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "Oracle Fusion Cloud HCM (with Succession Planning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong choice for large enterprises, especially those using Oracle's ecosystem."}, {"id": "mai-20260917-1752-baseline|c177-l4|mistral-small|ChartHop", "prompt": "c177-l4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more focused succession tools, but may not scale as seamlessly or offer the same level of integration for thousands of users"}, {"id": "mai-20260917-1752-baseline|c177-l4|mistral-small|TalentGuard", "prompt": "c177-l4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more focused succession tools, but may not scale as seamlessly or offer the same level of integration for thousands of users"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|ChartHop", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop** or **Lattice** are your safest bets"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|Lattice", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Maximum cost predictability** with published rates | **ChartHop** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deep Enterprise Succession (if you can lock in rates)... Less predictable upfront because it requires negotiation"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|Cornerstone OnDemand", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Volume Discount Predictability"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|Workday", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid if Predictability Is Critical - **Workday**: Excellent succession tools, but typically $34–$42 per employee/month and quote-based"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|PeopleFluent", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "PeopleFluent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid... **Custom-only vendors** (e.g., some PeopleFluent or TalentGuard configurations)"}, {"id": "mai-20260917-1752-baseline|c177-l4|moonshot-small|TalentGuard", "prompt": "c177-l4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid... some PeopleFluent or TalentGuard configurations): Without published rates, your total cost is highly dependent on negotiation"}, {"id": "mai-20260917-1752-baseline|c177-l4|openai-small|Oracle Fusion Cloud HCM Succession Planning", "prompt": "c177-l4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "Oracle Fusion Cloud HCM Succession Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle Fusion Cloud HCM Succession Planning** is a strong fit for that use case"}, {"id": "mai-20260917-1752-baseline|c177-l4|openai-small|Workday HCM / Workday Succession Planning", "prompt": "c177-l4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday HCM / Workday Succession Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also enterprise-grade, but you should verify how your quote is structured because Workday pricing commonly depends on organization size/FTEs"}, {"id": "mai-20260917-1752-baseline|c177-l4|xai-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most Predictable Overall: SAP SuccessFactors**. Explicit per-user/multi-year model with transparent negotiation benchmarks"}, {"id": "mai-20260917-1752-baseline|c177-l4|xai-small|Workday", "prompt": "c177-l4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If Already on Workday/Oracle**: Activate their native modules first—cheapest uplift"}, {"id": "mai-20260917-1752-baseline|c177-l4|xai-small|Oracle HCM Cloud", "prompt": "c177-l4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "among the top enterprise-grade succession planning solutions for large companies"}, {"id": "mai-20260917-1752-baseline|c177-l4|xai-small|ChartHop", "prompt": "c177-l4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Avoid for Pure Predictability**: Standalone tools like ChartHop ... but less HCM depth"}, {"id": "mai-20260917-1752-baseline|c177-l4|xai-small|Deel Engage", "prompt": "c177-l4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Deel Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deel Engage ($20/user/mo, global focus) work for mid-market but may lack full enterprise governance"}, {"id": "mai-20260917-1752-baseline|c177-l4|zai-small|Workday", "prompt": "c177-l4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best succession planning software for a large company requiring predictable total cost and scalability is **Workday**"}, {"id": "mai-20260917-1752-baseline|c177-l4|zai-small|SAP SuccessFactors", "prompt": "c177-l4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP is the primary alternative to Workday for global enterprises"}, {"id": "mai-20260917-1752-baseline|c177-l4|zai-small|ChartHop", "prompt": "c177-l4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChartHop is the best option... it lacks the depth of compliance, payroll integration, and advanced talent analytics"}, {"id": "mai-20260917-1752-baseline|c177-l5|alibaba-small|PeopleFluent", "prompt": "c177-l5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Option A: Best-of-Breed Specialist (e.g., PeopleFluent, ChartHop, Eightfold, SuccessionStack)"}, {"id": "mai-20260917-1752-baseline|c177-l5|alibaba-small|ChartHop", "prompt": "c177-l5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Option A: Best-of-Breed Specialist (e.g., PeopleFluent, ChartHop, Eightfold, SuccessionStack)"}, {"id": "mai-20260917-1752-baseline|c177-l5|alibaba-small|Eightfold", "prompt": "c177-l5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Option A: Best-of-Breed Specialist (e.g., PeopleFluent, ChartHop, Eightfold, SuccessionStack)"}, {"id": "mai-20260917-1752-baseline|c177-l5|alibaba-small|SuccessionStack", "prompt": "c177-l5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Option A: Best-of-Breed Specialist (e.g., PeopleFluent, ChartHop, Eightfold, SuccessionStack)"}, {"id": "mai-20260917-1752-baseline|c177-l5|alibaba-small|Workday Talent", "prompt": "c177-l5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Option B: Your Current HCM Module (e.g., Workday Talent, SuccessFactors): Easier procurement/integration, but often clunky UI"}, {"id": "mai-20260917-1752-baseline|c177-l5|alibaba-small|SuccessFactors", "prompt": "c177-l5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Option B: Your Current HCM Module (e.g., Workday Talent, SuccessFactors): Easier procurement/integration, but often clunky UI"}, {"id": "mai-20260917-1752-baseline|c177-l5|google-small|Workday Succession and Development", "prompt": "c177-l5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday Succession and Development", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use a comprehensive Human Capital Management (HCM) system, your first step should be evaluating their built-in succession modules"}, {"id": "mai-20260917-1752-baseline|c177-l5|google-small|SAP SuccessFactors Succession & Development", "prompt": "c177-l5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors Succession & Development", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Option A: Your Native HCM Suite (Easiest Procurement Path)... they are already fully vetted by your IT and procurement teams"}, {"id": "mai-20260917-1752-baseline|c177-l5|google-small|TalentGuard", "prompt": "c177-l5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for skills-based and highly governed talent decisions. They are SOC 2 Type II certified, support full SSO/SCIM"}, {"id": "mai-20260917-1752-baseline|c177-l5|google-small|PeopleFluent", "prompt": "c177-l5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A traditional heavyweight in enterprise talent management... They are SOC 2 Type II and ISO 27001 compliant."}, {"id": "mai-20260917-1752-baseline|c177-l5|google-small|Cornerstone OnDemand (Succession)", "prompt": "c177-l5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand (Succession)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you want to tightly connect succession planning to learning and development (LMS)."}, {"id": "mai-20260917-1752-baseline|c177-l5|google-small|Nakisa (Workforce Planning Suite)", "prompt": "c177-l5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Nakisa (Workforce Planning Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your primary goal is visual scenario mapping, restructuring, and M&A planning. Nakisa is a highly secure cloud platform"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|Dayforce", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Dayforce - Best for broad readiness and talent reviews"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|PeopleFluent", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for regulated enterprise talent management"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|Confirm", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Confirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for flight-risk and people analytics"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|PageUp", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "PageUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for talent-acquisition-led teams"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|Succession Hub by MangoApps", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Succession Hub by MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A premium enterprise application for strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|SuccessionHR", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "designed for mid-to-large organizations"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|Betterworks", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A talent management software that offers continuous performance enablement"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|SAP SuccessFactors", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best for large enterprises needing end-to-end HCM succession"}, {"id": "mai-20260917-1752-baseline|c177-l5|meta-small|UKG Pro", "prompt": "c177-l5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best for organizations with payroll complexity and succession planning needs"}, {"id": "mai-20260917-1752-baseline|c177-l5|minimax-small|TalentGuard", "prompt": "c177-l5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms that commonly appear in enterprise succession planning discussions include TalentGuard, Workzoom, BambooHR (for smaller enterprise), and Scion."}, {"id": "mai-20260917-1752-baseline|c177-l5|minimax-small|Workzoom", "prompt": "c177-l5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "Workzoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms that commonly appear in enterprise succession planning discussions include TalentGuard, Workzoom, BambooHR (for smaller enterprise), and Scion."}, {"id": "mai-20260917-1752-baseline|c177-l5|minimax-small|BambooHR", "prompt": "c177-l5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BambooHR (for smaller enterprise)"}, {"id": "mai-20260917-1752-baseline|c177-l5|minimax-small|Scion", "prompt": "c177-l5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "Scion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include TalentGuard, Workzoom, BambooHR (for smaller enterprise), and Scion. However, I'd recommend evaluating several against your specific criteria."}, {"id": "mai-20260917-1752-baseline|c177-l5|mistral-small|SAP SuccessFactors Succession & Development", "prompt": "c177-l5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors Succession & Development", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Consider tools like: SAP SuccessFactors Succession & Development"}, {"id": "mai-20260917-1752-baseline|c177-l5|mistral-small|Oracle HCM Cloud Succession Planning", "prompt": "c177-l5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Oracle HCM Cloud Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle HCM Cloud Succession Planning"}, {"id": "mai-20260917-1752-baseline|c177-l5|mistral-small|Workday Talent & Succession", "prompt": "c177-l5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday Talent & Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday Talent & Succession"}, {"id": "mai-20260917-1752-baseline|c177-l5|mistral-small|Cornerstone Succession", "prompt": "c177-l5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone Succession"}, {"id": "mai-20260917-1752-baseline|c177-l5|mistral-small|PageUp Talent & Succession", "prompt": "c177-l5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "PageUp Talent & Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PageUp Talent & Succession"}, {"id": "mai-20260917-1752-baseline|c177-l5|mistral-small|Deputy", "prompt": "c177-l5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deputy (for frontline workforces)"}, {"id": "mai-20260917-1752-baseline|c177-l5|moonshot-small|Workday", "prompt": "c177-l5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize **Workday** or **SAP SuccessFactors** if you're already on those platforms"}, {"id": "mai-20260917-1752-baseline|c177-l5|moonshot-small|SAP SuccessFactors", "prompt": "c177-l5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd prioritize **Workday** or **SAP SuccessFactors** if you're already on those platforms"}, {"id": "mai-20260917-1752-baseline|c177-l5|moonshot-small|Cornerstone OnDemand", "prompt": "c177-l5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Cornerstone OnDemand** if you want the most comprehensive talent suite with strong compliance credentials"}, {"id": "mai-20260917-1752-baseline|c177-l5|moonshot-small|TalentGuard", "prompt": "c177-l5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're looking for a lighter implementation, **TalentGuard** offers strong skills-based succession with enterprise security."}, {"id": "mai-20260917-1752-baseline|c177-l5|moonshot-small|PeopleFluent", "prompt": "c177-l5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PeopleFluent** - Strong for regulated industries"}, {"id": "mai-20260917-1752-baseline|c177-l5|moonshot-small|Dayforce", "prompt": "c177-l5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dayforce** (Ceridian) - If you need full HCM with strong succession"}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|SAP SuccessFactors", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request demos from 4-6 (e.g., SAP SuccessFactors, UKG Pro, MangoApps, Cornerstone—strong SSO/SOC 2 evidence)."}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|Workday", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top options from recent reviews (2024-2026) include SAP SuccessFactors, Workday, UKG Pro, Cornerstone OnDemand, MangoApps Succession Hub, and Engagedly"}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|UKG Pro", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Request demos from 4-6 (e.g., SAP SuccessFactors, UKG Pro, MangoApps, Cornerstone—strong SSO/SOC 2 evidence)."}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|Cornerstone OnDemand", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Request demos from 4-6 (e.g., SAP SuccessFactors, UKG Pro, MangoApps, Cornerstone—strong SSO/SOC 2 evidence)."}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|MangoApps Succession Hub", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "MangoApps Succession Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Request demos from 4-6 (e.g., SAP SuccessFactors, UKG Pro, MangoApps, Cornerstone—strong SSO/SOC 2 evidence)."}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|Engagedly", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top options ... MangoApps Succession Hub, and Engagedly—many with confirmed SSO/SOC 2"}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|TalentGuard", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TalentGuard, Eightfold (via HCM), Engagedly."}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|Eightfold", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TalentGuard, Eightfold (via HCM), Engagedly."}, {"id": "mai-20260917-1752-baseline|c177-l5|xai-small|Darwinbox", "prompt": "c177-l5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workday, Cornerstone, Darwinbox."}, {"id": "mai-20260917-1752-baseline|c177-l6|alibaba-small|Workday", "prompt": "c177-l6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "do not integrate seamlessly with your existing Human Capital Management (HCM) system (e.g., Workday, SAP SuccessFactors, Oracle HCM)"}, {"id": "mai-20260917-1752-baseline|c177-l6|alibaba-small|SAP SuccessFactors", "prompt": "c177-l6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Workday, SAP SuccessFactors, Oracle HCM)"}, {"id": "mai-20260917-1752-baseline|c177-l6|alibaba-small|Oracle HCM", "prompt": "c177-l6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Workday, SAP SuccessFactors, Oracle HCM)"}, {"id": "mai-20260917-1752-baseline|c177-l6|alibaba-small|SharePoint", "prompt": "c177-l6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "IT departments attempt to build their own internal portal using SharePoint, ServiceNow... Why to Avoid"}, {"id": "mai-20260917-1752-baseline|c177-l6|alibaba-small|ServiceNow", "prompt": "c177-l6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "attempt to build their own internal portal using SharePoint, ServiceNow, or internal code repositories. Why to Avoid"}, {"id": "mai-20260917-1752-baseline|c177-l6|deepseek-small|Excel", "prompt": "c177-l6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel / Google Sheets) — **AVOID**"}, {"id": "mai-20260917-1752-baseline|c177-l6|deepseek-small|Google Sheets", "prompt": "c177-l6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel / Google Sheets) — **AVOID**"}, {"id": "mai-20260917-1752-baseline|c177-l6|deepseek-small|BambooHR", "prompt": "c177-l6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "light talent modules inside simple HRIS platforms like BambooHR, or basic standalone succession products) often lack the depth large enterprises need"}, {"id": "mai-20260917-1752-baseline|c177-l6|deepseek-small|SAP SuccessFactors", "prompt": "c177-l6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rigid, Over-Configured Enterprise Monoliths (e.g., a heavy SAP SuccessFactors deployment) — **CAUTION**"}, {"id": "mai-20260917-1752-baseline|c177-l6|google-small|Excel", "prompt": "c177-l6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid: Relying on Excel, PowerPoint organizational charts, and paper-based templates to manage the talent pipeline."}, {"id": "mai-20260917-1752-baseline|c177-l6|google-small|PowerPoint", "prompt": "c177-l6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Relying on Excel, PowerPoint organizational charts, and paper-based templates to manage the talent pipeline."}, {"id": "mai-20260917-1752-baseline|c177-l6|meta-small|SAP SuccessFactors", "prompt": "c177-l6", "model": "meta-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some succession planning tools that large enterprises may want to consider or be cautious about include: * SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c177-l6|meta-small|Oracle HCM Cloud", "prompt": "c177-l6", "model": "meta-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including SAP SuccessFactors, Oracle HCM Cloud, and Workday, which are suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c177-l6|meta-small|Workday", "prompt": "c177-l6", "model": "meta-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including SAP SuccessFactors, Oracle HCM Cloud, and Workday, which are suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c177-l6|meta-small|TalentGuard", "prompt": "c177-l6", "model": "meta-small", "cat": "succession-planning", "variant": "negative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "may want to consider or be cautious about include: ... * TalentGuard"}, {"id": "mai-20260917-1752-baseline|c177-l6|minimax-small|SAP SuccessFactors", "prompt": "c177-l6", "model": "minimax-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complex and costly to implement, especially for smaller HR teams or less mature talent functions"}, {"id": "mai-20260917-1752-baseline|c177-l6|xai-small|Spreadsheets (e.g., Excel or Google Sheets)", "prompt": "c177-l6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Spreadsheets (e.g., Excel or Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** They lack scalability for thousands of employees, leading to version control chaos, outdated data, no real-time collaboration, and poor security."}, {"id": "mai-20260917-1752-baseline|c177-l6|xai-small|Standalone 9-Box Grid Tools or Templates", "prompt": "c177-l6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Standalone 9-Box Grid Tools or Templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "subjective \"potential\" ratings invite bias, inconsistent assessments, and poor predictions"}, {"id": "mai-20260917-1752-baseline|c177-l6|xai-small|SAP SuccessFactors", "prompt": "c177-l6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HCM giants like SAP SuccessFactors, Oracle HCM, or Cornerstone require disciplined setup... Misconfigurations lead to inaccurate reporting"}, {"id": "mai-20260917-1752-baseline|c177-l6|xai-small|Oracle HCM", "prompt": "c177-l6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HCM giants like SAP SuccessFactors, Oracle HCM, or Cornerstone require disciplined setup"}, {"id": "mai-20260917-1752-baseline|c177-l6|xai-small|Cornerstone", "prompt": "c177-l6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HCM giants like SAP SuccessFactors, Oracle HCM, or Cornerstone require disciplined setup for role hierarchies, competencies, and governance"}, {"id": "mai-20260917-1752-baseline|c177-l6|xai-small|PerformYard", "prompt": "c177-l6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid-market tools (e.g., some PerformYard configs) struggle with enterprise governance, scenario modeling, or skills-based matching"}, {"id": "mai-20260917-1752-baseline|c177-l6|zai-small|Excel Spreadsheet", "prompt": "c177-l6", "model": "zai-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel Spreadsheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "spreadsheets are one of the most dangerous tools for large enterprises"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|Engagedly", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall (Dedicated & Scalable): **Engagedly**"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|TalentGuard", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Defensible Decisions (Highly Regulated/Complex Orgs): **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|Lattice", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One Performance & Succession Link: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|SuccessionStack", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Standalone Specialist: **SuccessionStack** or **SuccessionWizard**"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|SuccessionWizard", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionWizard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Standalone Specialist: **SuccessionStack** or **SuccessionWizard**"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|8fold", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "8fold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Deep Skills Mapping** | **8fold** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c177-m1|alibaba-small|SAP SuccessFactors", "prompt": "c177-m1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**8fold** or **SAP SuccessFactors** (if part of a larger suite)"}, {"id": "mai-20260917-1752-baseline|c177-m1|anthropic-small|Engagedly", "prompt": "c177-m1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Engagedly and Lattice are recommended for mid-market organizations for succession embedded in performance workflows"}, {"id": "mai-20260917-1752-baseline|c177-m1|anthropic-small|Lattice", "prompt": "c177-m1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** is particularly attractive for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c177-m1|anthropic-small|TalentGuard", "prompt": "c177-m1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with TalentGuard for role-criticality tracking"}, {"id": "mai-20260917-1752-baseline|c177-m1|anthropic-small|Fuel50", "prompt": "c177-m1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fuel50 is a dynamic talent marketplace platform that leverages AI-driven insights"}, {"id": "mai-20260917-1752-baseline|c177-m1|anthropic-small|ELMO Software", "prompt": "c177-m1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "ELMO Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ELMO Software helps midsize organizations plan leadership succession"}, {"id": "mai-20260917-1752-baseline|c177-m1|anthropic-small|ChartHop", "prompt": "c177-m1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ChartHop helps visualize and plan workforce through dynamic organizational charts"}, {"id": "mai-20260917-1752-baseline|c177-m1|challenger-small|TalentGuard", "prompt": "c177-m1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **TalentGuard** because multiple sources position it as a strong mid-market option"}, {"id": "mai-20260917-1752-baseline|c177-m1|challenger-small|Engagedly", "prompt": "c177-m1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Engagedly** is often the better fit for mid-market organizations between roughly 200 and 3,000 employees"}, {"id": "mai-20260917-1752-baseline|c177-m1|challenger-small|Lattice", "prompt": "c177-m1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best if you want succession as an add-on to existing review workflows with lower complexity"}, {"id": "mai-20260917-1752-baseline|c177-m1|challenger-small|Empxtrack", "prompt": "c177-m1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for cost-conscious teams wanting an affordable succession + performance option"}, {"id": "mai-20260917-1752-baseline|c177-m1|challenger-small|SuccessionStack", "prompt": "c177-m1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if you want succession as a dedicated, standalone product"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Engagedly", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Engagedly** — best if you want AI-driven talent mobility + succession in one connected platform"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Lattice", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** — best if you already run performance reviews and want succession built right into that workflow."}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Leapsome", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMB/mid-market with strong performance + development workflow"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|SuccessionNow", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a dedicated tool like **SuccessionNow** or **SuccessionStack** gives you the depth without the suite bloat"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|SuccessionStack", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a newer, more opinionated tool for mid-market teams that want succession as the entire product"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|SuccessionHR", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "dedicated system for mid-size orgs; onboarding from ~$5,000"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Paylocity", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "great for mid-market HR teams wanting recurring succession reviews inside one talent workflow"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Workday", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more enterprise-grade; generally overkill and costlier for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Dayforce", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more enterprise-grade; generally overkill and costlier for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c177-m1|deepseek-small|Cornerstone", "prompt": "c177-m1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more enterprise-grade; generally overkill and costlier for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|SAP SuccessFactors", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you also don't have the massive HR departments or the budget required to deploy and maintain enterprise-grade suites like SAP SuccessFactors or Workday"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|Workday", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "don't have the massive HR departments or the budget required to deploy and maintain enterprise-grade suites like SAP SuccessFactors or Workday"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|Lattice", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Lattice (Best Overall Performance & Succession Suite)"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|Teamflect", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft 365-Heavy Companies ... Teamflect is an exceptional option"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|PerformYard", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PerformYard is a highly flexible, mid-market champion"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|SuccessionNow", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SuccessionNow is a dedicated, laser-focused tool for this exact scenario"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|OrgChart", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OrgChart or ChartHop (Best for Visual Scenario Planning)"}, {"id": "mai-20260917-1752-baseline|c177-m1|google-small|ChartHop", "prompt": "c177-m1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like OrgChart and ChartHop integrate seamlessly with your existing HRIS"}, {"id": "mai-20260917-1752-baseline|c177-m1|meta-small|Engagedly", "prompt": "c177-m1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Engagedly - Best for mid-sized companies that want AI-driven talent mobility and succession in one platform."}, {"id": "mai-20260917-1752-baseline|c177-m1|meta-small|Lattice", "prompt": "c177-m1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong starting point for mid-market organizations (200–2,000 employees)"}, {"id": "mai-20260917-1752-baseline|c177-m1|meta-small|SuccessionStack", "prompt": "c177-m1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market teams that want succession as the whole product."}, {"id": "mai-20260917-1752-baseline|c177-m1|meta-small|UKG Pro Succession Planning", "prompt": "c177-m1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro Succession Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The strongest fit for mid-market enterprises that need repeatable succession pipelines"}, {"id": "mai-20260917-1752-baseline|c177-m1|minimax-small|Engagedly", "prompt": "c177-m1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Engagedly** - Best for: Mid-sized companies (200-3,000 employees) wanting AI-driven talent mobility"}, {"id": "mai-20260917-1752-baseline|c177-m1|minimax-small|Lattice", "prompt": "c177-m1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Lattice** - Best for: Mid-market organizations (200-2,000 employees)"}, {"id": "mai-20260917-1752-baseline|c177-m1|minimax-small|UKG Pro", "prompt": "c177-m1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market enterprises needing repeatable succession pipelines"}, {"id": "mai-20260917-1752-baseline|c177-m1|minimax-small|TalentGuard", "prompt": "c177-m1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-to-large enterprises (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c177-m1|mistral-small|Engagedly", "prompt": "c177-m1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Engagedly** and **Lattice** are the strongest starting points due to their integrated platforms and AI-driven features"}, {"id": "mai-20260917-1752-baseline|c177-m1|mistral-small|Lattice", "prompt": "c177-m1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Engagedly** and **Lattice** are the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c177-m1|mistral-small|SuccessionStack", "prompt": "c177-m1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a dedicated tool, **SuccessionStack** or **SuccessionNow** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c177-m1|mistral-small|SuccessionNow", "prompt": "c177-m1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a dedicated tool, **SuccessionStack** or **SuccessionNow** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c177-m1|mistral-small|TalentGuard", "prompt": "c177-m1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for mid-to-large enterprises but also affordable for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|SuccessionStack", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If succession planning is a strategic priority** and you want best-in-class depth without enterprise complexity → **SuccessionStack**"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|Engagedly", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want one platform for performance, engagement, and succession** → **Engagedly** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|Lattice", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular suite with transparent pricing... Strong UI and good for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|ClearCompany", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need succession as part of a broader HRIS/payroll ecosystem** → **Paylocity** or **ClearCompany**"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|Paylocity", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strongest mid-market all-in-one platform"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|BambooHR", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "succession planning is less sophisticated than dedicated tools"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|Cornerstone OnDemand", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for mid-market companies that want succession tightly paired with learning and development pathways."}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|SAP SuccessFactors", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful but generally overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|Workday", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "powerful but generally overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c177-m1|moonshot-small|Oracle HCM", "prompt": "c177-m1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "powerful but generally overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c177-m1|openai-small|UKG Pro", "prompt": "c177-m1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for mid-market:** **UKG Pro**"}, {"id": "mai-20260917-1752-baseline|c177-m1|openai-small|SAP SuccessFactors HCM", "prompt": "c177-m1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want deeper talent management:** **SAP SuccessFactors HCM**"}, {"id": "mai-20260917-1752-baseline|c177-m1|openai-small|Cornerstone Succession", "prompt": "c177-m1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone Succession", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best dedicated succession/talent workflow option:** **Cornerstone Succession**"}, {"id": "mai-20260917-1752-baseline|c177-m1|openai-small|Quantum Workplace", "prompt": "c177-m1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for engagement + performance-driven succession:** **Quantum Workplace**"}, {"id": "mai-20260917-1752-baseline|c177-m1|openai-small|Paycom", "prompt": "c177-m1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2's current succession-planning rankings surface **UKG Pro, SAP SuccessFactors HCM, Paycom, and Plum** as highlighted products"}, {"id": "mai-20260917-1752-baseline|c177-m1|openai-small|Plum", "prompt": "c177-m1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best lightweight option:** **Plum**"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|Engagedly", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Engagedly** (Strongest Overall for Mid-Sized B2B)"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|Lattice", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** (Best if Bundled with Performance Reviews)"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|SuccessionNow", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SuccessionNow** (Best Dedicated, Affordable Tool)"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|SuccessionStack", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SuccessionStack** (Best Pure Succession Focus)"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|PerformYard", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Alternatives**: PerformYard (4.7/5 Capterra, goal-focused)"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|UKG Pro", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "UKG Pro (enterprise-leaning but mid-market viable)"}, {"id": "mai-20260917-1752-baseline|c177-m1|xai-small|HiBob", "prompt": "c177-m1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HiBob (fast-growing B2B)"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|SuccessionStack", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Engagedly**, **Lattice**, **Dayforce**, or **SuccessionStack** strike the best balance of functionality, usability, and pricing"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|SuccessionNow", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SuccessionStack** and **SuccessionNow** provide a focused, cost‑effective alternative."}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|TalentGuard", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid‑market/enterprise with learning integration"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|Engagedly", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most mid‑market B2B companies, **Engagedly**, **Lattice**, **Dayforce**, or **SuccessionStack** strike the best balance"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|Lattice", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Engagedly**, **Lattice**, **Dayforce**, or **SuccessionStack** strike the best balance of functionality, usability, and pricing"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|Leapsome", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑market teams that want performance + growth + succession together"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|Dayforce (formerly Ceridian)", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Engagedly**, **Lattice**, **Dayforce**, or **SuccessionStack** strike the best balance"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|SAP SuccessFactors", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You're a larger mid‑market already using SAP or Workday | SAP SuccessFactors, Workday HCM"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|Workday HCM", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Very high; 6\\u201318 months."}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|UKG Pro Succession Planning", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "UKG Pro Succession Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Mid‑market needing repeatable, role‑linked succession pipelines with clear readiness evidence"}, {"id": "mai-20260917-1752-baseline|c177-m1|zai-small|Cornerstone OnDemand", "prompt": "c177-m1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "You want to consolidate learning and succession | Cornerstone OnDemand, TalentGuard"}, {"id": "mai-20260917-1752-baseline|c177-m2|alibaba-small|Lattice", "prompt": "c177-m2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best All-Around Choice: Lattice"}, {"id": "mai-20260917-1752-baseline|c177-m2|alibaba-small|PerformYard", "prompt": "c177-m2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best for Analytics & Calibration: PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-m2|alibaba-small|15Five", "prompt": "c177-m2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Continuous Feedback & OKRs: 15Five"}, {"id": "mai-20260917-1752-baseline|c177-m2|alibaba-small|Paylocity", "prompt": "c177-m2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Their built-in talent module (Performance Review) is actually very strong for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c177-m2|alibaba-small|ChartHop", "prompt": "c177-m2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **ChartHop** or **Peoplise** are sometimes used alongside performance tools strictly to handle visibility restrictions"}, {"id": "mai-20260917-1752-baseline|c177-m2|alibaba-small|Peoplise", "prompt": "c177-m2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Peoplise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like **ChartHop** or **Peoplise** are sometimes used alongside performance tools"}, {"id": "mai-20260917-1752-baseline|c177-m2|anthropic-small|BambooHR", "prompt": "c177-m2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is one of the strongest picks for talent management software"}, {"id": "mai-20260917-1752-baseline|c177-m2|anthropic-small|Paylocity", "prompt": "c177-m2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want payroll and talent management integrated, choose Paylocity"}, {"id": "mai-20260917-1752-baseline|c177-m2|anthropic-small|Lattice", "prompt": "c177-m2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need advanced analytics focused specifically on talent reviews, Lattice is excellent"}, {"id": "mai-20260917-1752-baseline|c177-m2|challenger-small|Lattice", "prompt": "c177-m2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Lattice** if your main need is a **talent review / performance review tool**"}, {"id": "mai-20260917-1752-baseline|c177-m2|challenger-small|15Five", "prompt": "c177-m2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **continuous feedback** and recurring manager routines"}, {"id": "mai-20260917-1752-baseline|c177-m2|challenger-small|Betterworks", "prompt": "c177-m2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already have an HRIS and want **continuous performance enablement** layered on top"}, {"id": "mai-20260917-1752-baseline|c177-m2|challenger-small|UKG Pro", "prompt": "c177-m2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your company has **payroll complexity**"}, {"id": "mai-20260917-1752-baseline|c177-m2|challenger-small|ThriveSparrow", "prompt": "c177-m2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a more complete package with **AI-powered reviews, development plans, engagement surveys, and recognition**"}, {"id": "mai-20260917-1752-baseline|c177-m2|deepseek-small|Lattice", "prompt": "c177-m2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Lattice** is the strongest all-around choice"}, {"id": "mai-20260917-1752-baseline|c177-m2|deepseek-small|Workday", "prompt": "c177-m2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "That's far more accessible than enterprise suites like Workday."}, {"id": "mai-20260917-1752-baseline|c177-m2|deepseek-small|Leapsome", "prompt": "c177-m2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one EU mid-market (~$8 PEPM)"}, {"id": "mai-20260917-1752-baseline|c177-m2|deepseek-small|15Five", "prompt": "c177-m2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Manager-led performance culture (~$11 PEPM)"}, {"id": "mai-20260917-1752-baseline|c177-m2|deepseek-small|Culture Amp", "prompt": "c177-m2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best survey science and benchmarking"}, {"id": "mai-20260917-1752-baseline|c177-m2|deepseek-small|Betterworks", "prompt": "c177-m2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OKR-driven talent management"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|Workday", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the massive price tag and 6-month rollout required by legacy enterprise suites like Workday"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|Lattice", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Mid-Sized B2B: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|HiBob", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Native\" HRIS Options: **HiBob** or **Rippling**"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|Rippling", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose HiBob or Rippling if you want to consolidate your software"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|Teamflect", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft-Centric Teams: **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|Leapsome", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2B Tech & Distributed Teams: **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c177-m2|google-small|Confirm", "prompt": "c177-m2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Confirm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Confirm is a highly innovative alternative"}, {"id": "mai-20260917-1752-baseline|c177-m2|meta-small|Lattice", "prompt": "c177-m2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best talent review tools include Lattice, 15Five, Leapsome, PerformYard, and Betterworks"}, {"id": "mai-20260917-1752-baseline|c177-m2|meta-small|15Five", "prompt": "c177-m2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the best talent review tools include Lattice, 15Five, Leapsome, PerformYard, and Betterworks"}, {"id": "mai-20260917-1752-baseline|c177-m2|meta-small|Leapsome", "prompt": "c177-m2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the best talent review tools include Lattice, 15Five, Leapsome, PerformYard, and Betterworks"}, {"id": "mai-20260917-1752-baseline|c177-m2|meta-small|PerformYard", "prompt": "c177-m2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the best talent review tools include Lattice, 15Five, Leapsome, PerformYard, and Betterworks"}, {"id": "mai-20260917-1752-baseline|c177-m2|meta-small|Betterworks", "prompt": "c177-m2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the best talent review tools include Lattice, 15Five, Leapsome, PerformYard, and Betterworks"}, {"id": "mai-20260917-1752-baseline|c177-m2|minimax-small|Lattice", "prompt": "c177-m2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-m2|minimax-small|Betterworks", "prompt": "c177-m2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is heavily focused on OKRs and continuous performance management, **Betterworks** might be the better choice"}, {"id": "mai-20260917-1752-baseline|c177-m2|minimax-small|15Five", "prompt": "c177-m2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for continuous feedback loops"}, {"id": "mai-20260917-1752-baseline|c177-m2|minimax-small|Culture Amp", "prompt": "c177-m2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for DEI insights and engagement surveys"}, {"id": "mai-20260917-1752-baseline|c177-m2|mistral-small|Lattice", "prompt": "c177-m2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** or **15Five** are the top choices"}, {"id": "mai-20260917-1752-baseline|c177-m2|mistral-small|15Five", "prompt": "c177-m2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** or **15Five** are the top choices"}, {"id": "mai-20260917-1752-baseline|c177-m2|mistral-small|PerformYard", "prompt": "c177-m2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PerformYard** is a solid alternative"}, {"id": "mai-20260917-1752-baseline|c177-m2|mistral-small|Culture Amp", "prompt": "c177-m2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also highlighted as modern, flexible platforms suitable for scaling organizations"}, {"id": "mai-20260917-1752-baseline|c177-m2|mistral-small|Leapsome", "prompt": "c177-m2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also highlighted as modern, flexible platforms suitable for scaling organizations"}, {"id": "mai-20260917-1752-baseline|c177-m2|moonshot-small|Lattice", "prompt": "c177-m2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Recommendation: Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-m2|moonshot-small|Leapsome", "prompt": "c177-m2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **Strong Alternative: Leapsome**"}, {"id": "mai-20260917-1752-baseline|c177-m2|moonshot-small|PerformYard", "prompt": "c177-m2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 **Budget-Friendly Option: PerformYard**"}, {"id": "mai-20260917-1752-baseline|c177-m2|openai-small|Lattice", "prompt": "c177-m2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the safest default recommendation for a mid-sized B2B company."}, {"id": "mai-20260917-1752-baseline|c177-m2|openai-small|Leapsome", "prompt": "c177-m2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** — best if you want stronger performance, goals, and development in one place"}, {"id": "mai-20260917-1752-baseline|c177-m2|openai-small|Workday", "prompt": "c177-m2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Workday or SuccessFactors** only if you already have HR ops complexity"}, {"id": "mai-20260917-1752-baseline|c177-m2|openai-small|SAP SuccessFactors", "prompt": "c177-m2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already need a broader enterprise HCM stack"}, {"id": "mai-20260917-1752-baseline|c177-m2|xai-small|Lattice", "prompt": "c177-m2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Lattice as the top talent review tool."}, {"id": "mai-20260917-1752-baseline|c177-m2|xai-small|Workday", "prompt": "c177-m2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "no huge custom contracts like Workday"}, {"id": "mai-20260917-1752-baseline|c177-m2|xai-small|15Five", "prompt": "c177-m2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simpler/cheaper for lighter reviews; great for remote B2B teams. Less robust calibration."}, {"id": "mai-20260917-1752-baseline|c177-m2|xai-small|Leapsome", "prompt": "c177-m2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one with learning & development ... strong for skill-based talent mapping."}, {"id": "mai-20260917-1752-baseline|c177-m2|xai-small|BambooHR", "prompt": "c177-m2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need bundled HRIS/payroll ... less specialized for advanced reviews."}, {"id": "mai-20260917-1752-baseline|c177-m2|xai-small|Paylocity", "prompt": "c177-m2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payroll-integrated talent suite ... broader HCM but clunkier for pure talent reviews."}, {"id": "mai-20260917-1752-baseline|c177-m2|zai-small|Lattice", "prompt": "c177-m2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Lattice ... widely considered the strongest all-around option for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c177-m2|zai-small|15Five", "prompt": "c177-m2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: 15Five"}, {"id": "mai-20260917-1752-baseline|c177-m2|zai-small|Quantum Workplace", "prompt": "c177-m2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-End Suite: Quantum Workplace ... willing to invest in a higher price point"}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It is widely considered the most comprehensive suite."}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|Workday", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workday’s biggest advantage is its real-time reporting capability."}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|Oracle Fusion Cloud HCM", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Large companies heavily invested in the Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|TalentGuard", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Enterprises prioritizing skills architecture and governance."}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|ChartHop", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It focuses on visual, dynamic org charts."}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|Eightfold AI", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Organizations looking for predictive insights and AI-driven matching."}, {"id": "mai-20260917-1752-baseline|c177-m3|alibaba-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Companies focused on learning and development (L&D)."}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP SuccessFactors** is a human experience platform that uses AI to flag people with leadership potential"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cornerstone OnDemand** unites succession planning and professional development in one platform"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|iMocha", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**iMocha** uses AI-driven skills matching and predictive analytics"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Plum", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Plum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Plum** uses psychometric assessments and behavioral data"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Workhuman", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workhuman** combines recognition data, social feedback, talent reviews"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Fuel50", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fuel50** is a talent intelligence platform that focuses on skills, career development"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Quantum Workplace", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Quantum Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "designed to assist organizations in identifying and developing future leaders"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|TalentGuard", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "some like TalentGuard were designed from the foundation specifically for skills-based, governed succession planning"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Peoplebox", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Peoplebox helps track high-potential employees and is ideal for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c177-m3|anthropic-small|Workday", "prompt": "c177-m3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools like SAP SuccessFactors and Workday excelling at handling complex workflows"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprises standardized on SAP | Broad, integrated succession inside a full HCM suite"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|Workday", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Succession anchored to a single HR system of record"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-scale succession with AI-assisted matching and visual planning"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|Dayforce", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Talent matrices, readiness scoring, and flight-risk signals inside a full HCM suite"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|TalentGuard", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on structured successor coverage, readiness, career paths, and defensible decisions"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|PeopleFluent", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flexible, depth-first succession with strong assessment and scenario modeling"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|ChartHop", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for visual org charts and \"what-if\" succession scenarios"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|Orgvue", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "visual/org-design tools like ChartHop and Orgvue"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong linkage between succession, learning, and skills development"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|UKG Pro Succession Planning", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Succession embedded in payroll/workforce management"}, {"id": "mai-20260917-1752-baseline|c177-m3|challenger-small|PageUp", "prompt": "c177-m3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "PageUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Internal mobility connected to recruiting workflows"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|SuccessionStack", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you want succession as the entire product, choose a dedicated tool (SuccessionStack, TalentGuard, SuccessionNow)"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|SuccessionNow", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "small and mid-size orgs wanting guided succession workflows (~$2,995/year, one of the few with published pricing)"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|TalentGuard", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprises needing skills-based, governed, defensible succession decisions"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "leaders in global, multi-country succession; best for enterprises already on SAP"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Workday", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for enterprises above ~3,000 employees already running Workday; unified data model with Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|UKG Pro", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modules inside broader workforce/payroll platforms"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Oracle HCM", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "modules inside broader workforce/payroll platforms"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Dayforce", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "modules inside broader workforce/payroll platforms"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Paylocity", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "modules inside broader workforce/payroll platforms"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Lattice", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best-in-class UX tying succession to performance, OKRs, goals, and compensation"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|PerformYard", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "links succession with performance management"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|ChartHop", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "dynamic visual org charting and headcount planning (~$2/employee/month)"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "succession sits downstream of a learning-first platform"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|PeopleFluent", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "combines succession with an LMS for upskilling"}, {"id": "mai-20260917-1752-baseline|c177-m3|deepseek-small|Eightfold AI", "prompt": "c177-m3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "AI-driven talent intelligence (~$650/month)"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for Global Enterprise Ecosystems"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Learning-Driven Succession"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|TalentGuard", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Skills-Based & Defensible Decisions"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|Plum", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Science-Based Behavioral Assessment"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|Teamflect", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft 365 Users"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|SuccessionNow", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Standalone, Spreadsheet-Free Planning"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|Workday", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you are already standardized on SAP, Microsoft 365, or Workday, starting with their native succession tools"}, {"id": "mai-20260917-1752-baseline|c177-m3|google-small|SIGMA Succession Templates", "prompt": "c177-m3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "SIGMA Succession Templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often start with free templates (like SIGMA Succession Templates)"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|TalentGuard", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "TalentGuard is best for enterprises needing skills-based, governed, and defensible succession decisions"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP SuccessFactors is best for large enterprises already standardized on SAP HR"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|Deel", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deel is best for globally distributed organizations needing integrated HR and succession"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone OnDemand is best for organizations looking for a comprehensive talent management solution"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|Dayforce", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dayforce is best for broad readiness and talent reviews"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|PeopleFluent", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PeopleFluent is best for regulated enterprise talent management"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|Confirm", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Confirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Confirm is best for flight-risk and people analytics"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|Darwinbox", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Darwinbox is a full HCM suite that anchors succession to the system of record"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|Eightfold", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Eightfold and ChartHop lead in AI and visualization"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|ChartHop", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Eightfold and ChartHop lead in AI and visualization"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|SuccessionStack", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SuccessionStack and SuccessionNow are dedicated succession tools that cater to mid-market teams"}, {"id": "mai-20260917-1752-baseline|c177-m3|meta-small|SuccessionNow", "prompt": "c177-m3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "dedicated succession tools that cater to mid-market teams and small to mid-sized businesses, respectively"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comprehensive enterprise features, nine-box grids, what-if modeling, AI recommendations | Large enterprises already in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|Workday", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified data, Skills Cloud, tiered plan builder | Organizations needing unified HR/finance data"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|UKG", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong analytics, 10.3% YoY growth | Mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|Oracle Fusion Cloud HCM", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best-fit AI, visual succession charts | Oracle ecosystem buyers"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Learning & development integration | Companies focused on employee development"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|PeopleFluent", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dedicated succession planning specialist"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|Eightfold AI", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-driven talent intelligence and career mobility"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|ChartHop", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "People visualization and org design"}, {"id": "mai-20260917-1752-baseline|c177-m3|minimax-small|Darwinbox", "prompt": "c177-m3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Skills and mobility-led continuity, career architecture"}, {"id": "mai-20260917-1752-baseline|c177-m3|mistral-small|SAP SuccessFactors Succession and Development", "prompt": "c177-m3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors Succession and Development", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Market leader with a significant share, integrated within the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c177-m3|mistral-small|UKG Pro Succession & UKG Ready Succession", "prompt": "c177-m3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro Succession & UKG Ready Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for user-friendly interfaces and strong analytics."}, {"id": "mai-20260917-1752-baseline|c177-m3|mistral-small|Workday Succession Planning & Position Management", "prompt": "c177-m3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday Succession Planning & Position Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ideal for organizations already using Workday for HR and payroll."}, {"id": "mai-20260917-1752-baseline|c177-m3|mistral-small|Oracle HCM Cloud Succession Planning", "prompt": "c177-m3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle HCM Cloud Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrated with Oracle’s broader HCM suite."}, {"id": "mai-20260917-1752-baseline|c177-m3|mistral-small|AIHR Succession Planning Tools & Templates", "prompt": "c177-m3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "AIHR Succession Planning Tools & Templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for companies that want a flexible, customizable approach."}, {"id": "mai-20260917-1752-baseline|c177-m3|mistral-small|iMocha Succession Planning Tools", "prompt": "c177-m3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "iMocha Succession Planning Tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recommended for data-driven organizations prioritizing skills assessment."}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|SuccessionStack", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Dedicated tools like SuccessionStack or SuccessionNow"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|SuccessionNow", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat rate (~$2,995/year), only dedicated tool with published pricing"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|TalentGuard Succession Planning", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard Succession Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong readiness and career path integration"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SAP SuccessFactors offers the deepest succession-specific features but requires full suite commitment"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|Workday", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight integration with core HR, performance, and learning"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|Dayforce (Ceridian)", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talent matrices, readiness scoring, flight-risk signals"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|Lattice", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best-in-class user experience; performance + succession together"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|Leapsome", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Succession through performance tiers"}, {"id": "mai-20260917-1752-baseline|c177-m3|moonshot-small|Empxtrack", "prompt": "c177-m3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Managed successor slates with linked development tracking"}, {"id": "mai-20260917-1752-baseline|c177-m3|openai-small|SAP SuccessFactors Succession & Development", "prompt": "c177-m3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors Succession & Development", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large enterprise, complex org, formal reviews: SAP SuccessFactors or Oracle."}, {"id": "mai-20260917-1752-baseline|c177-m3|openai-small|Oracle Talent Management / Talent Review and Succession Management", "prompt": "c177-m3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Talent Management / Talent Review and Succession Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Large enterprise, complex org, formal reviews: SAP SuccessFactors or Oracle."}, {"id": "mai-20260917-1752-baseline|c177-m3|openai-small|Workday Talent Management / Succession", "prompt": "c177-m3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday Talent Management / Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "generally positioned as an enterprise HCM platform rather than a standalone succession-only tool"}, {"id": "mai-20260917-1752-baseline|c177-m3|openai-small|Lattice", "prompt": "c177-m3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need simple, manager-friendly planning: Lattice or BambooHR."}, {"id": "mai-20260917-1752-baseline|c177-m3|openai-small|BambooHR", "prompt": "c177-m3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for smaller organizations that want an HR system with basic succession-related people management"}, {"id": "mai-20260917-1752-baseline|c177-m3|openai-small|ClearCompany", "prompt": "c177-m3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want one suite for hiring + performance + mobility: ClearCompany or similar bundled talent suites."}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|SAP SuccessFactors", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP SuccessFactors** (market leader ~12-13% share)"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|Workday", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday shines in skills-driven orgs"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|Oracle HCM Cloud", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle ecosystem, global scale | AI best-fit matching"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|UKG Pro/Ready", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro/Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-large with payroll needs | Succession management module, readiness scoring"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Learning/upskilling integration | Skills graph, mentorship, workforce planning"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|PeopleFluent", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: PeopleFluent (specialist)"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|Lattice", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market (Lattice, PerformYard): Tie to performance reviews"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|PerformYard", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lattice/PerformYard (performance-linked for mid-market)"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|ChartHop", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ChartHop (visual/org charting)"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|TalentGuard", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "TalentGuard (skills-based)"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|Creately", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "free tiers (Creately, Teamflect) for small teams"}, {"id": "mai-20260917-1752-baseline|c177-m3|xai-small|Teamflect", "prompt": "c177-m3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "free tiers (Creately, Teamflect) for small teams"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|SuccessionStack", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A focused, guided succession process for mid‑market teams | SuccessionStack or TalentGuard"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|SuccessionNow", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, affordable succession for small teams | SuccessionNow"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|TalentGuard Succession Planning", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard Succession Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SuccessionStack and TalentGuard emphasize formal governance"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|PeopleFluent", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Succession tightly integrated with learning and compliance | PeopleFluent"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Workday HCM", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Organizations already in Workday; want a single system of record."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|SAP SuccessFactors HCM", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large enterprises already using SAP."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Oracle Fusion Cloud HCM", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle‑heavy organizations."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Cornerstone OnDemand", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Companies needing deep workforce planning features."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Dayforce (formerly Ceridian)", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong talent matrices, flight‑risk analytics, and full HCM | Dayforce, Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Darwinbox", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid‑market to enterprise HCM users."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Eightfold", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "AI‑driven talent discovery and skill matching | Eightfold"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|ChartHop", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Visual org charts and career path mapping | ChartHop"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Lattice", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "To tie succession to performance management | Lattice or Leapsome"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Leapsome", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Teams looking to link succession with learning and performance."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Deel HR", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Global career progression and AI‑powered frameworks | Deel HR"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|PerformYard", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Performance‑linked succession with simple pricing | PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Empxtrack", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "SMBs needing repeatable succession cycles and development tracking."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Arcoro", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Arcoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Compliance‑heavy industries."}, {"id": "mai-20260917-1752-baseline|c177-m3|zai-small|Confirm", "prompt": "c177-m3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Confirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Organizations focused on flight‑risk and people analytics."}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|SAP SuccessFactors", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally want to avoid dedicated enterprise-suite software (like SAP SuccessFactors or Oracle) which can cost tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|Oracle", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you generally want to avoid dedicated enterprise-suite software (like SAP SuccessFactors or Oracle)"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|BambooHR", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-in-One Solution: BambooHR ... is usually the best entry point"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|Lattice", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data-Driven Succession: Lattice"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|Notion", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for \"Low Budget / DIY\" (Near Zero Cost): Notion or Airtable"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|Airtable", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "modern databases like Notion or Airtable are incredibly powerful alternatives"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|OrgChartNow", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "OrgChartNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Org Chart Visualization: OrgChartNow"}, {"id": "mai-20260917-1752-baseline|c177-m4|alibaba-small|Excel Spreadsheet", "prompt": "c177-m4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Excel Spreadsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ask if a simple **Excel Spreadsheet** with dropdown menus for \"Succession Status\" ... meets your immediate needs"}, {"id": "mai-20260917-1752-baseline|c177-m4|anthropic-small|Empxtrack", "prompt": "c177-m4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want the lowest cost upfront, Empxtrack is hard to beat"}, {"id": "mai-20260917-1752-baseline|c177-m4|anthropic-small|PerformYard", "prompt": "c177-m4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PerformYard is also affordable, with pricing starting as low as $5 per employee per month."}, {"id": "mai-20260917-1752-baseline|c177-m4|anthropic-small|Paycor", "prompt": "c177-m4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor is the best succession planning software for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-m4|anthropic-small|Lattice", "prompt": "c177-m4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like Lattice, Peoplebox, or PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-m4|anthropic-small|Peoplebox", "prompt": "c177-m4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like Lattice, Peoplebox, or PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-m4|challenger-small|Paycor", "prompt": "c177-m4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is often **Paycor** if you want a low-cost, all-in-one HR platform with succession planning built in"}, {"id": "mai-20260917-1752-baseline|c177-m4|challenger-small|BambooHR", "prompt": "c177-m4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly alternatives to consider:** **BambooHR** and other lightweight HR platforms"}, {"id": "mai-20260917-1752-baseline|c177-m4|deepseek-small|Teamflect (Free Starter Plan)", "prompt": "c177-m4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect (Free Starter Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have fewer than 10 employees:** Use **Teamflect’s free plan** (or download a free Excel template) **+ Creately** for visual mapping. This costs you **$0**."}, {"id": "mai-20260917-1752-baseline|c177-m4|deepseek-small|Creately (Free Plan)", "prompt": "c177-m4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Creately (Free Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a well-organized spreadsheet plus a free visual tool (like Creately) is honestly more than enough and costs nothing"}, {"id": "mai-20260917-1752-baseline|c177-m4|deepseek-small|SuccessionNow", "prompt": "c177-m4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is the **only** dedicated succession planning software with **published, flat-rate pricing** that small businesses can afford."}, {"id": "mai-20260917-1752-baseline|c177-m4|deepseek-small|Monday.com (Basic Plan)", "prompt": "c177-m4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Monday.com (Basic Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OR use **Monday.com** (Basic) to track 10-20 key roles for ~$300/year"}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|SAP SuccessFactors", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many dedicated talent management suites (like SAP SuccessFactors, Cornerstone OnDemand, or TalentGuard) come with high per-user fees and mandatory implementation or onboarding fees"}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|Cornerstone OnDemand", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "come with high per-user fees and mandatory implementation or onboarding fees that can easily range from $5,000 to $10,000 upfront"}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|TalentGuard", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "come with high per-user fees and mandatory implementation or onboarding fees that can easily range from $5,000 to $10,000 upfront"}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|SuccessionNow", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a **standalone succession tool with a flat price**, go with **SuccessionNow**."}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|Teamflect", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use **Microsoft Teams** and want to start for free, choose **Teamflect**."}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|PerformYard", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want **robust performance reviews linked to career paths** with no setup fees, choose **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|Deel HR", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need a **cheap, comprehensive global HR platform**, choose **Deel HR**."}, {"id": "mai-20260917-1752-baseline|c177-m4|google-small|The 9-Box Grid Spreadsheet", "prompt": "c177-m4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "The 9-Box Grid Spreadsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your budget is literally zero, **do not buy software.** ... the most cost-effective solution is a static spreadsheet."}, {"id": "mai-20260917-1752-baseline|c177-m4|meta-small|Paycor", "prompt": "c177-m4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycor - best for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-m4|meta-small|TalentGuard", "prompt": "c177-m4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentGuard - offers a range of pricing models"}, {"id": "mai-20260917-1752-baseline|c177-m4|meta-small|Guideflow", "prompt": "c177-m4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Guideflow - offers a range of pricing options"}, {"id": "mai-20260917-1752-baseline|c177-m4|minimax-small|Empxtrack", "prompt": "c177-m4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Empxtrack** appears to be the most affordable dedicated succession planning solution at around $3/user/month"}, {"id": "mai-20260917-1752-baseline|c177-m4|minimax-small|Creately", "prompt": "c177-m4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, I'd suggest starting with **Creately or Teamflect** since they have free tiers."}, {"id": "mai-20260917-1752-baseline|c177-m4|minimax-small|Teamflect", "prompt": "c177-m4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budget, I'd suggest starting with **Creately or Teamflect** since they have free tiers."}, {"id": "mai-20260917-1752-baseline|c177-m4|minimax-small|Monday Work Management", "prompt": "c177-m4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Monday Work Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at $9 per seat/month - Offers customizable 9-box grids and automation features"}, {"id": "mai-20260917-1752-baseline|c177-m4|minimax-small|Lattice", "prompt": "c177-m4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starting at $11 per seat/month - Focuses on performance-linked succession planning"}, {"id": "mai-20260917-1752-baseline|c177-m4|mistral-small|Spreadsheets (Free or Low-Cost)", "prompt": "c177-m4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "Spreadsheets (Free or Low-Cost)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is very tight, start with a free spreadsheet template."}, {"id": "mai-20260917-1752-baseline|c177-m4|mistral-small|SuccessionNow", "prompt": "c177-m4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specifically noted for smaller organizations wanting a dedicated succession system"}, {"id": "mai-20260917-1752-baseline|c177-m4|mistral-small|Paycor", "prompt": "c177-m4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best all-in-one talent management platform for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-m4|mistral-small|Lattice", "prompt": "c177-m4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice offers performance-linked succession planning for SMBs at $11 per seat per month."}, {"id": "mai-20260917-1752-baseline|c177-m4|moonshot-small|Teamflect", "prompt": "c177-m4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teamflect (free tier)** or **Empxtrack (~$3/user/month)** offer the best value"}, {"id": "mai-20260917-1752-baseline|c177-m4|moonshot-small|Empxtrack", "prompt": "c177-m4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Teamflect (free tier)** or **Empxtrack (~$3/user/month)** offer the best value"}, {"id": "mai-20260917-1752-baseline|c177-m4|moonshot-small|SuccessionNow", "prompt": "c177-m4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SuccessionNow ($2,995/year flat rate)** if you prefer predictable costs for a dedicated tool"}, {"id": "mai-20260917-1752-baseline|c177-m4|moonshot-small|Lattice", "prompt": "c177-m4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better for slightly larger budgets due to minimum spend requirement"}, {"id": "mai-20260917-1752-baseline|c177-m4|moonshot-small|Paycor", "prompt": "c177-m4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pricing:** Custom pricing (typically smaller-scale for small-to-mid businesses)"}, {"id": "mai-20260917-1752-baseline|c177-m4|moonshot-small|SIGMA Succession Planning Templates", "prompt": "c177-m4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "SIGMA Succession Planning Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with **SIGMA's free templates** to establish your process"}, {"id": "mai-20260917-1752-baseline|c177-m4|openai-small|StaffCircle", "prompt": "c177-m4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "StaffCircle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget-friendly pick: StaffCircle"}, {"id": "mai-20260917-1752-baseline|c177-m4|openai-small|BambooHR", "prompt": "c177-m4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR / UKG Ready / Lattice — better if you want a broader HR/performance platform"}, {"id": "mai-20260917-1752-baseline|c177-m4|openai-small|UKG Ready", "prompt": "c177-m4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "UKG Ready", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR / UKG Ready / Lattice — better if you want a broader HR/performance platform"}, {"id": "mai-20260917-1752-baseline|c177-m4|openai-small|Lattice", "prompt": "c177-m4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR / UKG Ready / Lattice — better if you want a broader HR/performance platform"}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|SuccessionNow", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For <50 employees, try **SuccessionNow** or templates first—it's the sweet spot for dedicated features without per-user pain."}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|Empxtrack", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Empxtrack (Cheapest Modular Option) ... Ultra-low entry; modular so you pay only for what you need."}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|Workzoom", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Workzoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workzoom (Best All-in-One Value for 50+ Employees)"}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|Lattice", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice**: From $4-13/user/month ... Great for growth/succession."}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|PerformYard", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PerformYard**: From $5/user/month (annual). Configurable reviews tied to planning."}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|monday.com", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "visual 9-box/automation. Flexible but not succession-deep."}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|Paycor", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good integration but less transparent."}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|Smartsheet", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use Excel/Google Sheets templates from Smartsheet, SIGMA, AIHR (9-box grid), or SuccessionStack"}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|SIGMA", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "SIGMA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "templates from Smartsheet, SIGMA, AIHR (9-box grid), or SuccessionStack"}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|AIHR", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "AIHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "templates from Smartsheet, SIGMA, AIHR (9-box grid), or SuccessionStack"}, {"id": "mai-20260917-1752-baseline|c177-m4|xai-small|SuccessionStack", "prompt": "c177-m4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "templates from Smartsheet, SIGMA, AIHR (9-box grid), or SuccessionStack"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Monday.com", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Monday.com** ($9/seat) or **Empxtrack** (~$3/seat) are solid choices."}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Empxtrack", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Monday.com** ($9/seat) or **Empxtrack** (~$3/seat) are solid choices."}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Teamflect", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free plan for up to 100 employees \\u2022 Integrated with Microsoft Teams"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Creately", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Primarily a diagramming tool, not a full HR system"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|SuccessionNow", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SuccessionNow** (~$2,995/year flat) is the only dedicated platform with a published flat rate"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Paycor", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Custom pricing can be higher than advertised \\u2022 May be overkill if you only need succession planning"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Lattice", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Minimum annual commitment \\u2022 Higher cost for smaller teams"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|SuccessionStack", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For a truly limited budget with \\u226420 employees:** Start with **SuccessionStack\\u2019s free templates**"}, {"id": "mai-20260917-1752-baseline|c177-m4|zai-small|Leapsome", "prompt": "c177-m4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Many vendors (Lattice, Leapsome, Monday.com, Empxtrack, Teamflect) offer free trials or demos"}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|Oracle Fusion", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may still find enterprise giants (like Oracle Fusion or SAP SuccessFactors) overwhelming, expensive, and slow to implement"}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|SAP SuccessFactors", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may still find enterprise giants (like Oracle Fusion or SAP SuccessFactors) overwhelming, expensive, and slow to implement"}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|Lumesse", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Lumesse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Type A: Modular \"Best-of-Breed\" Tools (Recommended)*   *Examples:* Lumesse, Divalent, TalentGuard, Devisl."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|Divalent", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Divalent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Modular \"Best-of-Breed\" Tools (Recommended)*   *Examples:* Lumesse, Divalent, TalentGuard, Devisl."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|TalentGuard", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Modular \"Best-of-Breed\" Tools (Recommended)*   *Examples:* Lumesse, Divalent, TalentGuard, Devisl."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|Devisl", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Devisl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Modular \"Best-of-Breed\" Tools (Recommended)*   *Examples:* Lumesse, Divalent, TalentGuard, Devisl."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|BambooHR", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Type B: All-in-One HR Suites*   *Examples:* BambooHR, Rippling, JustWorks (UKG Pro/Gusto)."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|Rippling", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-One HR Suites... Extremely cheap/easy to implement... *Cons:* Lacks depth."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|JustWorks", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "JustWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "*Examples:* BambooHR, Rippling, JustWorks (UKG Pro/Gusto)."}, {"id": "mai-20260917-1752-baseline|c177-m5|alibaba-small|Workday", "prompt": "c177-m5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Type C: Enterprise Heavyweights *Examples:* Workday, SuccessFactors, Oracle... *Cons:* Overkill for 500 people."}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|SAP SuccessFactors", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid purchasing them solely for succession, as they are too complex and expensive for a 500-person environment"}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|Workday", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday, SAP SuccessFactors, Cornerstone OnDemand: ... avoid purchasing them solely for succession"}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|Lattice", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Features a highly intuitive, dedicated succession planning module built directly into its calibration and performance workflow"}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|PerformYard", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for organizations that want a lightweight, direct link between day-to-day performance management and succession tracking."}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|Teamflect", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if your organization is heavily integrated into the Microsoft 365/Teams ecosystem"}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|TalentGuard", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for mid-market companies focused on skills-based, compliant, and defensible succession planning."}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|Plum", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for identifying potential and leadership readiness using science-backed behavioral assessments"}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|Qooper", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly recommended if your succession strategy relies heavily on mentorship, career paths, and internal development programs."}, {"id": "mai-20260917-1752-baseline|c177-m5|google-small|Cornerstone OnDemand", "prompt": "c177-m5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid purchasing them solely for succession, as they are too complex and expensive"}, {"id": "mai-20260917-1752-baseline|c177-m5|meta-small|TalentGuard", "prompt": "c177-m5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "TalentGuard: Best for enterprises needing skills-based, governed, defensible succession decisions."}, {"id": "mai-20260917-1752-baseline|c177-m5|meta-small|SAP SuccessFactors", "prompt": "c177-m5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP SuccessFactors: Best for large enterprises already standardized on SAP HR."}, {"id": "mai-20260917-1752-baseline|c177-m5|meta-small|Deel", "prompt": "c177-m5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deel: Best for globally distributed organizations needing integrated HR and succession."}, {"id": "mai-20260917-1752-baseline|c177-m5|meta-small|Cornerstone OnDemand", "prompt": "c177-m5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone OnDemand: Best for mid-to-large enterprises focused on learning + succession integration."}, {"id": "mai-20260917-1752-baseline|c177-m5|minimax-small|Engagedly", "prompt": "c177-m5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Based on your size, evaluate: **Engagedly**, **SuccessionHR**, **UKG Pro**, **Qooper**, or **TalentGuard**."}, {"id": "mai-20260917-1752-baseline|c177-m5|minimax-small|SuccessionHR", "prompt": "c177-m5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate: **Engagedly**, **SuccessionHR**, **UKG Pro**, **Qooper**, or **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c177-m5|minimax-small|UKG Pro", "prompt": "c177-m5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate: **Engagedly**, **SuccessionHR**, **UKG Pro**, **Qooper**, or **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c177-m5|minimax-small|Qooper", "prompt": "c177-m5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate: **Engagedly**, **SuccessionHR**, **UKG Pro**, **Qooper**, or **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c177-m5|minimax-small|TalentGuard", "prompt": "c177-m5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "evaluate: **Engagedly**, **SuccessionHR**, **UKG Pro**, **Qooper**, or **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|Workday Succession", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday Succession", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Workday Succession**   | Workday HRIS users                    | Deep integration, AI-driven insights, strong analytics"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|SAP SuccessFactors", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **SAP SuccessFactors**   | Large enterprises                     | Global scalability, robust compliance tools"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|Oracle HCM", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Oracle HCM**           | Oracle users                          | AI/ML for talent predictions, strong reporting"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|Cornerstone", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Cornerstone**          | Mid-market, learning integration      | Strong LMS integration, development tracking"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|Deputy", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Deputy**               | Small-mid market, simplicity          | User-friendly, affordable, good for SMBs"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|TalentGuard", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **TalentGuard**          | Customizable, mid-market              | Highly configurable, strong succession planning features"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|PageUp", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "PageUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **PageUp**               | Global enterprises                    | Strong in Australia/APAC"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|Eightfold.ai", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Eightfold.ai**         | AI-driven talent mobility             | AI-powered internal talent marketplace"}, {"id": "mai-20260917-1752-baseline|c177-m5|mistral-small|Glint (LinkedIn)", "prompt": "c177-m5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Glint (LinkedIn)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Glint (LinkedIn)**     | Culture and engagement focus"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|TalentGuard", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dedicated succession planning tools** (e.g., TalentGuard, Qooper, PeopleFluent)"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|Qooper", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dedicated succession planning tools** (e.g., TalentGuard, Qooper, PeopleFluent)"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|PeopleFluent", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "PeopleFluent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dedicated succession planning tools** (e.g., TalentGuard, Qooper, PeopleFluent)"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|Workday", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HCM suite modules** (e.g., Workday, SAP SuccessFactors, Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|SAP SuccessFactors", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HCM suite modules** (e.g., Workday, SAP SuccessFactors, Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|Cornerstone", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HCM suite modules** (e.g., Workday, SAP SuccessFactors, Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c177-m5|moonshot-small|Engagedly", "prompt": "c177-m5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Talent platforms with succession features** (e.g., Engagedly)"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|Empxtrack", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Empxtrack        | Affordable, integrated performance   | Custom (~$5/user)  | 4.5/5"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|Paycor", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Paycor           | HR/payroll bundles"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|Dayforce", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Dayforce         | Talent matrices + HCM"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|Confirm", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Confirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Confirm          | AI performance-to-succession          | $8/user/mo"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|TalentGuard", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| TalentGuard      | Skills-based readiness"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|Engagedly", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Engagedly        | AI copilot + scenario planning"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|SAP SuccessFactors", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoid overkill from enterprise giants like SAP SuccessFactors or Workday"}, {"id": "mai-20260917-1752-baseline|c177-m5|xai-small|Workday", "prompt": "c177-m5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "avoid overkill from enterprise giants like SAP SuccessFactors or Workday"}, {"id": "mai-20260917-1752-baseline|c177-m5|zai-small|Engagedly", "prompt": "c177-m5", "model": "zai-small", "cat": "succession-planning", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Engagedly** — Strong for mid-market (200–2,000 employees); good balance of features and price."}, {"id": "mai-20260917-1752-baseline|c177-m5|zai-small|Lattice", "prompt": "c177-m5", "model": "zai-small", "cat": "succession-planning", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** — Integrated with performance and engagement; good for culture-focused orgs."}, {"id": "mai-20260917-1752-baseline|c177-m5|zai-small|Cornerstone OnDemand", "prompt": "c177-m5", "model": "zai-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-to-large enterprise; strong learning + succession integration."}, {"id": "mai-20260917-1752-baseline|c177-m5|zai-small|Paycor", "prompt": "c177-m5", "model": "zai-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small-to-mid businesses; succession integrated with payroll/HR."}, {"id": "mai-20260917-1752-baseline|c177-m5|zai-small|Empxtrack", "prompt": "c177-m5", "model": "zai-small", "cat": "succession-planning", "variant": "scale", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cost-conscious mid-market; affordable performance + succession."}, {"id": "mai-20260917-1752-baseline|c177-m5|zai-small|PerformYard", "prompt": "c177-m5", "model": "zai-small", "cat": "succession-planning", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small-to-mid businesses; performance + succession overlap."}, {"id": "mai-20260917-1752-baseline|c177-m6|alibaba-small|Excel", "prompt": "c177-m6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on it as your primary tool is dangerous"}, {"id": "mai-20260917-1752-baseline|c177-m6|alibaba-small|Myers-Briggs (MBTI)", "prompt": "c177-m6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Myers-Briggs (MBTI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to Avoid: These tools measure *work style preferences*, not cognitive ability or leadership potential"}, {"id": "mai-20260917-1752-baseline|c177-m6|alibaba-small|DISC", "prompt": "c177-m6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "DISC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Relying exclusively on instruments like **Myers-Briggs (MBTI)**, **DISC**, or the **Enneagram** as a pass/fail criterion"}, {"id": "mai-20260917-1752-baseline|c177-m6|alibaba-small|Enneagram", "prompt": "c177-m6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Enneagram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using these as gatekeepers creates false negatives"}, {"id": "mai-20260917-1752-baseline|c177-m6|google-small|Excel", "prompt": "c177-m6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using Excel, Google Sheets, or static offline templates to track your organization's succession plan is a widespread but dangerous practice."}, {"id": "mai-20260917-1752-baseline|c177-m6|google-small|Google Sheets", "prompt": "c177-m6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using Excel, Google Sheets, or static offline templates to track your organization's succession plan is a widespread but dangerous practice."}, {"id": "mai-20260917-1752-baseline|c177-m6|moonshot-small|Paycom", "prompt": "c177-m6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some users report frustration with platforms like Paycom for these exact issues."}, {"id": "mai-20260917-1752-baseline|c177-m6|xai-small|Paycom", "prompt": "c177-m6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Paycom | Not intuitive, steep learning curve, limited features, poor support."}, {"id": "mai-20260917-1752-baseline|c177-m6|xai-small|SAP SuccessFactors", "prompt": "c177-m6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SAP SuccessFactors | Complex UI, limited customization, not user-friendly for all users."}, {"id": "mai-20260917-1752-baseline|c177-m6|xai-small|Workday", "prompt": "c177-m6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Prioritize:** Integrated HCM platforms (e.g., Workday, UKG, Oracle, Dayforce—Gartner leaders/challengers)"}, {"id": "mai-20260917-1752-baseline|c177-m6|xai-small|UKG", "prompt": "c177-m6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated HCM platforms (e.g., Workday, UKG, Oracle, Dayforce—Gartner leaders/challengers)"}, {"id": "mai-20260917-1752-baseline|c177-m6|xai-small|Oracle", "prompt": "c177-m6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated HCM platforms (e.g., Workday, UKG, Oracle, Dayforce—Gartner leaders/challengers)"}, {"id": "mai-20260917-1752-baseline|c177-m6|xai-small|Dayforce", "prompt": "c177-m6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated HCM platforms (e.g., Workday, UKG, Oracle, Dayforce—Gartner leaders/challengers)"}, {"id": "mai-20260917-1752-baseline|c177-s1|alibaba-small|BambooHR", "prompt": "c177-s1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for SMBs: BambooHR"}, {"id": "mai-20260917-1752-baseline|c177-s1|alibaba-small|Gusto", "prompt": "c177-s1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** If you use **Gusto**, they recently added succession planning capabilities"}, {"id": "mai-20260917-1752-baseline|c177-s1|alibaba-small|Lattice", "prompt": "c177-s1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Performance-Driven Succession: Lattice"}, {"id": "mai-20260917-1752-baseline|c177-s1|alibaba-small|Zoho People", "prompt": "c177-s1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget-Friendly Ecosystem: Zoho People"}, {"id": "mai-20260917-1752-baseline|c177-s1|alibaba-small|Notion", "prompt": "c177-s1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best \"No-Code\" Solution (DIY): Notion or Airtable"}, {"id": "mai-20260917-1752-baseline|c177-s1|alibaba-small|Airtable", "prompt": "c177-s1", "model": "alibaba-small", "cat": "succession-planning", "variant": "direct", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best \"No-Code\" Solution (DIY): Notion or Airtable"}, {"id": "mai-20260917-1752-baseline|c177-s1|anthropic-small|Paycor", "prompt": "c177-s1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycor is the best succession planning software for small businesses and is an all-in-one talent management platform"}, {"id": "mai-20260917-1752-baseline|c177-s1|anthropic-small|PerformYard", "prompt": "c177-s1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PerformYard is a lightweight option for small businesses that want to use reviews to inform succession decisions."}, {"id": "mai-20260917-1752-baseline|c177-s1|anthropic-small|PeopleFluent", "prompt": "c177-s1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "PeopleFluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for businesses of all sizes, PeopleFluent helps companies hire, develop, engage, and upskill their employees"}, {"id": "mai-20260917-1752-baseline|c177-s1|anthropic-small|ChartHop", "prompt": "c177-s1", "model": "anthropic-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ChartHop offers scenario planning and org charting for more agile succession modeling."}, {"id": "mai-20260917-1752-baseline|c177-s1|challenger-small|BambooHR", "prompt": "c177-s1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is the safer default if you want **small-business simplicity**"}, {"id": "mai-20260917-1752-baseline|c177-s1|challenger-small|Paycor", "prompt": "c177-s1", "model": "challenger-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Paycor** is explicitly described as the **best succession planning software for small businesses**"}, {"id": "mai-20260917-1752-baseline|c177-s1|deepseek-small|SuccessionNow", "prompt": "c177-s1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Dedicated Tool: **SuccessionNow** ... this is the top choice for small businesses."}, {"id": "mai-20260917-1752-baseline|c177-s1|deepseek-small|Paycor", "prompt": "c177-s1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One HR Solution: **Paycor** ... widely recommended as the best succession planning tool for small businesses."}, {"id": "mai-20260917-1752-baseline|c177-s1|deepseek-small|Lattice", "prompt": "c177-s1", "model": "deepseek-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice has a top-tier succession module built directly into its workflow."}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|Workday", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" succession planning software is rarely a heavy, complex enterprise Human Capital Management (HCM) system like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|SAP SuccessFactors", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely a heavy, complex enterprise Human Capital Management (HCM) system like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|Teamflect", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are a Microsoft-heavy shop, **Teamflect** is nearly impossible to beat for ease of adoption."}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|PerformYard", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Linking active performance management directly with succession pipelines."}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|SuccessionNow", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SuccessionNow is a brilliant, lightweight add-on"}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|ChartHop", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Visual org charting and **\"What-If\" scenario planning**."}, {"id": "mai-20260917-1752-baseline|c177-s1|google-small|Deel HR", "prompt": "c177-s1", "model": "google-small", "cat": "succession-planning", "variant": "direct", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** Globally distributed B2B startups and remote teams."}, {"id": "mai-20260917-1752-baseline|c177-s1|meta-small|Paycor", "prompt": "c177-s1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best succession planning software for a small B2B company is Paycor"}, {"id": "mai-20260917-1752-baseline|c177-s1|meta-small|Lattice", "prompt": "c177-s1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Lattice, Sage"}, {"id": "mai-20260917-1752-baseline|c177-s1|meta-small|Sage", "prompt": "c177-s1", "model": "meta-small", "cat": "succession-planning", "variant": "direct", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Lattice, Sage"}, {"id": "mai-20260917-1752-baseline|c177-s1|minimax-small|Lattice", "prompt": "c177-s1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** offers good value if you're already doing performance reviews, with succession included in their performance tier"}, {"id": "mai-20260917-1752-baseline|c177-s1|minimax-small|Paycor", "prompt": "c177-s1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Small businesses needing HR + succession integrated | Custom pricing (mid-market focused)"}, {"id": "mai-20260917-1752-baseline|c177-s1|minimax-small|SuccessionNow", "prompt": "c177-s1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SuccessionNow** is one of the few with transparent pricing and is designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c177-s1|minimax-small|Leapsome", "prompt": "c177-s1", "model": "minimax-small", "cat": "succession-planning", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies wanting performance + development | ~$6,000/year minimum"}, {"id": "mai-20260917-1752-baseline|c177-s1|mistral-small|Paycor", "prompt": "c177-s1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for small-to-mid-sized businesses needing integrated payroll, HR, and talent management"}, {"id": "mai-20260917-1752-baseline|c177-s1|mistral-small|Lattice", "prompt": "c177-s1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMBs that want performance-linked succession planning"}, {"id": "mai-20260917-1752-baseline|c177-s1|mistral-small|Sage", "prompt": "c177-s1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for SMBs, Sage provides essential tools and user-friendly interfaces for succession planning"}, {"id": "mai-20260917-1752-baseline|c177-s1|mistral-small|FirstHR", "prompt": "c177-s1", "model": "mistral-small", "cat": "succession-planning", "variant": "direct", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Dedicated Succession Tool: FirstHR"}, {"id": "mai-20260917-1752-baseline|c177-s1|moonshot-small|PerformYard", "prompt": "c177-s1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most small B2B companies: PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-s1|moonshot-small|Lattice", "prompt": "c177-s1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated People Management"}, {"id": "mai-20260917-1752-baseline|c177-s1|moonshot-small|ChartHop", "prompt": "c177-s1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Visual Planning"}, {"id": "mai-20260917-1752-baseline|c177-s1|moonshot-small|Paycor", "prompt": "c177-s1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Payroll/HR Integration"}, {"id": "mai-20260917-1752-baseline|c177-s1|moonshot-small|SuccessionNow", "prompt": "c177-s1", "model": "moonshot-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-Conscious Alternative ... the only dedicated succession tool with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c177-s1|openai-small|BambooHR", "prompt": "c177-s1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c177-s1|openai-small|Lattice", "prompt": "c177-s1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** is a strong choice if you want succession planning tightly connected to performance, goals, and development"}, {"id": "mai-20260917-1752-baseline|c177-s1|openai-small|Paycom", "prompt": "c177-s1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Paycom is more of a full workforce-management suite"}, {"id": "mai-20260917-1752-baseline|c177-s1|openai-small|Plum", "prompt": "c177-s1", "model": "openai-small", "cat": "succession-planning", "variant": "direct", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want assessments/skills insight to support succession:** **Plum**"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|Paycor", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paycor** (Frequently called the best for small-to-mid businesses)"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|BambooHR", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top HRIS for SMBs with basic succession"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|SuccessionNow", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dedicated, affordable options"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|Succession Wizard", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Succession Wizard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SuccessionNow or Succession Wizard** (Dedicated, affordable options)"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|Lattice", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other solid mentions:** Lattice ($11+/user/month, performance-linked for SMBs)"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|Empxtrack", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Empxtrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Empxtrack ($3/user/month, modular)"}, {"id": "mai-20260917-1752-baseline|c177-s1|xai-small|Sage HR", "prompt": "c177-s1", "model": "xai-small", "cat": "succession-planning", "variant": "direct", "raw": "Sage HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sage HR (SMB-focused per Gartner)"}, {"id": "mai-20260917-1752-baseline|c177-s1|zai-small|SuccessionNow", "prompt": "c177-s1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a dedicated succession tool with published pricing and a simple workflow: Start with **SuccessionNow**."}, {"id": "mai-20260917-1752-baseline|c177-s1|zai-small|Paycor", "prompt": "c177-s1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evaluate **BambooHR** or **Paycor**. Both are widely used by SMBs and offer built-in succession planning"}, {"id": "mai-20260917-1752-baseline|c177-s1|zai-small|BambooHR", "prompt": "c177-s1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Evaluate **BambooHR** or **Paycor**. Both are widely used by SMBs"}, {"id": "mai-20260917-1752-baseline|c177-s1|zai-small|Lattice", "prompt": "c177-s1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Lattice** for its performance-linked readiness model and automation."}, {"id": "mai-20260917-1752-baseline|c177-s1|zai-small|Teamflect", "prompt": "c177-s1", "model": "zai-small", "cat": "succession-planning", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-conscious teams that want a free tier"}, {"id": "mai-20260917-1752-baseline|c177-s2|alibaba-small|Lattice", "prompt": "c177-s2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder (Standalone): **Lattice** ... widely considered the gold standard for mid-sized and growing companies"}, {"id": "mai-20260917-1752-baseline|c177-s2|alibaba-small|BambooHR", "prompt": "c177-s2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"One-Stop Shopping\": **BambooHR** ... the dominant choice for SMBs"}, {"id": "mai-20260917-1752-baseline|c177-s2|alibaba-small|TalentHR", "prompt": "c177-s2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cash-Strapped Startups: **TalentHR**"}, {"id": "mai-20260917-1752-baseline|c177-s2|alibaba-small|Salesloft", "prompt": "c177-s2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Sales-Heavy Teams: **Salesloft / Seismic (Integrated)**"}, {"id": "mai-20260917-1752-baseline|c177-s2|alibaba-small|Seismic", "prompt": "c177-s2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Recommendation:** Look at **Seismic** or **HighSpot**."}, {"id": "mai-20260917-1752-baseline|c177-s2|alibaba-small|HighSpot", "prompt": "c177-s2", "model": "alibaba-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "HighSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at **Seismic** or **HighSpot**"}, {"id": "mai-20260917-1752-baseline|c177-s2|anthropic-small|BambooHR", "prompt": "c177-s2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Choice: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c177-s2|anthropic-small|TalentHR", "prompt": "c177-s2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentHR** - offers a free plan covering up to 10 users... making it very affordable for startups."}, {"id": "mai-20260917-1752-baseline|c177-s2|anthropic-small|TestGorilla", "prompt": "c177-s2", "model": "anthropic-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it's a sensible starting point with user-friendly setup and clear templates"}, {"id": "mai-20260917-1752-baseline|c177-s2|challenger-small|BambooHR", "prompt": "c177-s2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** if you want a **simple all-in-one talent review workflow** that fits a growing SMB"}, {"id": "mai-20260917-1752-baseline|c177-s2|challenger-small|Small Improvements", "prompt": "c177-s2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small Improvements** or **PerformYard** are also good SMB-oriented options"}, {"id": "mai-20260917-1752-baseline|c177-s2|challenger-small|PerformYard", "prompt": "c177-s2", "model": "challenger-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need flexible review workflows without heavy complexity"}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|BambooHR", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|Trakstar", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Trakstar**"}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|TalentHR", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free plan up to 10 users... Great for very small teams wanting simple review management."}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|Effy AI", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$3/seat/month for 360\" reviews, free up to 5 users, no contracts or minimums."}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|Zoho People", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for the tightest budgets."}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|Lattice", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "dedicated tools like Trakstar or Lattice often become more cost-effective per seat"}, {"id": "mai-20260917-1752-baseline|c177-s2|deepseek-small|Workday", "prompt": "c177-s2", "model": "deepseek-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise tools like Workday"}, {"id": "mai-20260917-1752-baseline|c177-s2|google-small|15Five", "prompt": "c177-s2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 25–100 employees and want to build a strong culture: Choose **15Five**."}, {"id": "mai-20260917-1752-baseline|c177-s2|google-small|Teamflect", "prompt": "c177-s2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **PerformYard** ... or **Teamflect** (if you use MS Teams, as the first 10 users are free)"}, {"id": "mai-20260917-1752-baseline|c177-s2|google-small|PerformYard", "prompt": "c177-s2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have under 25 employees: Go with **PerformYard** (for simple, cost-effective automation)"}, {"id": "mai-20260917-1752-baseline|c177-s2|google-small|Lattice", "prompt": "c177-s2", "model": "google-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice has a **$4,000 annual minimum commitment**. If you have fewer than 25–30 employees, the cost-per-user becomes very expensive."}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|TalentHR", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. TalentHR - a cloud HR platform built for small and mid-sized teams, with a free plan up to 10 users and affordable paid tiers."}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|BambooHR", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. BambooHR - a cloud HR platform for small and mid-sized businesses, covering HR data, applicant tracking, onboarding, and performance management."}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|HiBob HRIS", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. HiBob HRIS - an intuitive HRIS with workflow automation, people analytics, ATS integrations, and customizable reporting"}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|Lattice", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Lattice - a modern people tool that delivers ready-to-use solutions for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|TestGorilla", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You can also check out other talent assessment tools such as TestGorilla"}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|Testlify", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "other talent assessment tools such as TestGorilla, Testlify"}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|Indeed Hiring Platform", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Indeed Hiring Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Testlify, Indeed Hiring Platform, and HiPeople, which are mentioned in the search results"}, {"id": "mai-20260917-1752-baseline|c177-s2|meta-small|HiPeople", "prompt": "c177-s2", "model": "meta-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "HiPeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Indeed Hiring Platform, and HiPeople, which are mentioned in the search results"}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|BambooHR", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BambooHR** is a close runner‑up"}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|Lattice", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** is my default pick"}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|15Five", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Weekly check‑ins, 360‑degree reviews, and engagement pulse surveys."}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|Culture Amp", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Engagement surveys + performance reviews."}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|Namely", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All‑in‑one HR (payroll, benefits, compliance) plus a modular performance‑review piece."}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|Gusto", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll‑first HRIS with a lightweight review add‑on."}, {"id": "mai-20260917-1752-baseline|c177-s2|minimax-small|PerformYard", "prompt": "c177-s2", "model": "minimax-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Straight‑forward review cycles, customizable rating scales, and basic reporting."}, {"id": "mai-20260917-1752-baseline|c177-s2|mistral-small|BambooHR", "prompt": "c177-s2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **BambooHR** or **TalentHR** as your talent review tool"}, {"id": "mai-20260917-1752-baseline|c177-s2|mistral-small|TalentHR", "prompt": "c177-s2", "model": "mistral-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I’d recommend **BambooHR** or **TalentHR** as your talent review tool"}, {"id": "mai-20260917-1752-baseline|c177-s2|moonshot-small|BambooHR", "prompt": "c177-s2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c177-s2|moonshot-small|Trakstar", "prompt": "c177-s2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Trakstar**"}, {"id": "mai-20260917-1752-baseline|c177-s2|moonshot-small|FeedbackPulse", "prompt": "c177-s2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Under 10 employees:** **FeedbackPulse** (free up to 10 people, then ~$4/employee/month)"}, {"id": "mai-20260917-1752-baseline|c177-s2|moonshot-small|Effy AI", "prompt": "c177-s2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Effy AI** (free up to 5 users, then ~$3/employee/month)"}, {"id": "mai-20260917-1752-baseline|c177-s2|moonshot-small|15Five", "prompt": "c177-s2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong for manager enablement ... though costs can escalate with manager add-ons"}, {"id": "mai-20260917-1752-baseline|c177-s2|moonshot-small|Lattice", "prompt": "c177-s2", "model": "moonshot-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "One to Avoid (for Now): **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-s2|openai-small|BambooHR", "prompt": "c177-s2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d usually recommend **BambooHR** if you want a tool that’s easy to run"}, {"id": "mai-20260917-1752-baseline|c177-s2|openai-small|PerformYard", "prompt": "c177-s2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PerformYard** or **Small Improvements** are often better choices for keeping the review process simple"}, {"id": "mai-20260917-1752-baseline|c177-s2|openai-small|Small Improvements", "prompt": "c177-s2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PerformYard** or **Small Improvements** are often better choices"}, {"id": "mai-20260917-1752-baseline|c177-s2|openai-small|TalentHR", "prompt": "c177-s2", "model": "openai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need the cheapest/simplest option:** TalentHR is often positioned for small teams"}, {"id": "mai-20260917-1752-baseline|c177-s2|xai-small|BambooHR", "prompt": "c177-s2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a small B2B business, I'd recommend BambooHR as the top talent review tool.**"}, {"id": "mai-20260917-1752-baseline|c177-s2|xai-small|PerformYard", "prompt": "c177-s2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest G2 ratings (4.7/5); flexible for unique B2B processes, but performance-focused only."}, {"id": "mai-20260917-1752-baseline|c177-s2|xai-small|15Five", "prompt": "c177-s2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for ongoing talent convos in fast-paced B2B"}, {"id": "mai-20260917-1752-baseline|c177-s2|xai-small|TalentHR", "prompt": "c177-s2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for tiniest teams; 4.6/5 ratings, but lighter on advanced talent features."}, {"id": "mai-20260917-1752-baseline|c177-s2|xai-small|Effy AI", "prompt": "c177-s2", "model": "xai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast setup with AI summaries; suits 30-300 person SMBs wanting minimal admin."}, {"id": "mai-20260917-1752-baseline|c177-s2|zai-small|Lattice", "prompt": "c177-s2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c177-s2|zai-small|15Five", "prompt": "c177-s2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **15Five** (if you want a lighter, continuous‑feedback approach)"}, {"id": "mai-20260917-1752-baseline|c177-s2|zai-small|BambooHR", "prompt": "c177-s2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **BambooHR** (if you need HRIS + PM in one)"}, {"id": "mai-20260917-1752-baseline|c177-s2|zai-small|TalentHR", "prompt": "c177-s2", "model": "zai-small", "cat": "succession-planning", "variant": "paraphrase", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget‑Friendly Option: **TalentHR**"}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|Lattice", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you’re 15–50 people and want a dedicated solution: Go with **Lattice** ... It’s the easiest to adopt and drives engagement."}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|Paycor", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you don’t have an HRIS yet: Choose **Paycor**."}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|PerformYard", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations wanting structured succession tied to performance management."}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|Monday.com", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you’re < 15 people and budget-conscious: Start with **Monday.com**"}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|BambooHR", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use BambooHR: Stick with them and add a targeted succession app"}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|AllyO", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "AllyO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "succession planning requires third-party add-ons like **Succession Planner by BambooHR** or integrations with **AllyO** or **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|Culture Amp", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "integrations with **AllyO** or **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c177-s3|alibaba-small|Google Sheets/Airtable template", "prompt": "c177-s3", "model": "alibaba-small", "cat": "succession-planning", "variant": "comparative", "raw": "Google Sheets/Airtable template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "even a well-structured **Google Sheets/Airtable template**"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Zoho People", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zoho People** is best for small teams that need free tools for performance tracking and basic succession planning."}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Bitrix24", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for all-in-one free HR management with basic succession planning capabilities"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Teamflect", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For small teams specifically, Teamflect solves the adoption problem that defeats most talent tooling at small scale"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Creately", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Creately publishes a free visual tool for mapping roles and successors"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Paycor", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paycor** is the best succession planning software for small businesses."}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Peoplebox", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "paid plans starting at $7.00 per month per user, making it an affordable solution"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|PerformYard", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "helps HR teams and people leaders connect performance reviews with long-term talent growth—including succession planning"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|TalentGuard", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a leading provider of AI-powered workforce intelligence solutions"}, {"id": "mai-20260917-1752-baseline|c177-s3|anthropic-small|Lattice", "prompt": "c177-s3", "model": "anthropic-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms like Lattice, Peoplebox, or PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|Teamflect", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already use Microsoft Teams** → **Teamflect**"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|SuccessionNow", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want a dedicated succession tool with simple pricing** → **SuccessionNow**"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|PerformYard", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if succession should come from existing review cycles, 9-box grids, and development plans"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|Lattice", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "entry cost is around a **$4,000 annual minimum**, so it can be pricier than lightweight tools"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|Zoho People", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Includes **basic succession planning** in a broader HR suite, which is simpler than dedicated tools but less specialized"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|BambooHR", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More of an **HRIS with talent modules** than a deep succession product"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|Paycor", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when you want succession inside a broader **HR/payroll system**"}, {"id": "mai-20260917-1752-baseline|c177-s3|challenger-small|monday work management", "prompt": "c177-s3", "model": "challenger-small", "cat": "succession-planning", "variant": "comparative", "raw": "monday work management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "useful if you mainly want a flexible, visual way to map roles, but they are not as structured as true succession systems"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|Excel/Google Sheets templates", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Excel/Google Sheets templates", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, the honest recommendation is to **start with a well-structured spreadsheet**"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|SuccessionStack", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar category but oriented more to mid-market; distinguishes itself with deeper scoring-model/calibration depth"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|monday.com", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a general work-management platform you *configure* for succession rather than a dedicated HR tool"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|Creately", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Visual org-chart mapping and lightweight talent matrices... lighter on the governance, readiness scoring, and audit features"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|Teamflect", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tools:** Creately, Teamflect (both have free tiers)"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|SuccessionNow", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The standout for small teams because it's the **only dedicated tool with published, flat-rate pricing**"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|TalentGuard", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-grade, skill-based, governed scoring. Usually overkill (and pricey) for a small team."}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|Paycor", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often cited as the best succession tool for small businesses because it's an all-in-one HR/payroll platform"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|Lattice", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good if you already run performance reviews and want to attach succession to them."}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|Leapsome", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Performance-management platforms that reach succession through performance review tiers"}, {"id": "mai-20260917-1752-baseline|c177-s3|deepseek-small|BambooHR", "prompt": "c177-s3", "model": "deepseek-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Tools:** Paycor, Lattice, Leapsome, BambooHR, monday.com"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|SAP SuccessFactors", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavyweight enterprise software like SAP SuccessFactors or Cornerstone OnDemand is usually too expensive, overly complex, and requires high administrative overhead"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|Cornerstone OnDemand", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavyweight enterprise software like SAP SuccessFactors or Cornerstone OnDemand is usually too expensive, overly complex"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|SuccessionNow", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a predictable, flat yearly cost and simple process, go with **SuccessionNow**."}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|Teamflect", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are a Microsoft-centric organization, **Teamflect** is almost always the easiest choice."}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|PerformYard", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a cheap, flexible pay-as-you-grow model, choose **PerformYard**."}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|Teammeter", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a skills-based tool like **Teammeter** will serve you better than a traditional 9-box grid"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|Deel HR", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you have an internationally distributed small team, Deel allows you to map out clear career trajectories"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|monday.com", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "By using pre-built succession planning templates, you can construct interactive 9-box grids"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|Miro", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a structured, collaborative Kanban board or visual mind map on Miro is more than enough"}, {"id": "mai-20260917-1752-baseline|c177-s3|google-small|Notion", "prompt": "c177-s3", "model": "google-small", "cat": "succession-planning", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**monday.com, Miro, or Notion**"}, {"id": "mai-20260917-1752-baseline|c177-s3|meta-small|SuccessionNow", "prompt": "c177-s3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SuccessionNow - A dedicated succession tool with a structured, questionnaire-led approach to building plans. Best for small and mid-size orgs that want guided succession workflows."}, {"id": "mai-20260917-1752-baseline|c177-s3|meta-small|Paycor", "prompt": "c177-s3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small-to-mid businesses needing succession integrated with payroll/HR."}, {"id": "mai-20260917-1752-baseline|c177-s3|meta-small|Succession Wizard", "prompt": "c177-s3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "Succession Wizard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "fits small teams that want succession workflows and documentation without heavy integration"}, {"id": "mai-20260917-1752-baseline|c177-s3|meta-small|PerformYard", "prompt": "c177-s3", "model": "meta-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A lightweight option for small businesses that want to use reviews to inform succession decisions."}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|SuccessionNow", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SuccessionNow**\n- **Best for:** Small and mid-size organizations wanting guided succession workflows"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|SuccessionStack", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Mid-market teams wanting succession as the core product"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|BambooHR", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SMBs wanting light talent features inside a friendly HRIS"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|Lattice", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** SMBs wanting performance-linked succession"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|Teamflect", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most affordable option for Teams-centric organizations"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|monday work management", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "monday work management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly customizable but requires more manual setup"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|Paycor", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HRIS with succession** (BambooHR, Paycor) | Integrated with payroll/HR, single system | Limited succession depth"}, {"id": "mai-20260917-1752-baseline|c177-s3|minimax-small|Leapsome", "prompt": "c177-s3", "model": "minimax-small", "cat": "succession-planning", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Performance-linked** (Lattice, Leapsome) | Ties performance to succession"}, {"id": "mai-20260917-1752-baseline|c177-s3|mistral-small|SuccessionNow", "prompt": "c177-s3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "dedicated tools like SuccessionNow or integrated platforms like Paycor or Teamflect can provide more structure and automation"}, {"id": "mai-20260917-1752-baseline|c177-s3|mistral-small|Teamflect", "prompt": "c177-s3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for teams that want to manage succession planning without leaving their existing collaboration platform."}, {"id": "mai-20260917-1752-baseline|c177-s3|mistral-small|Succession Wizard", "prompt": "c177-s3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Succession Wizard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed specifically for smaller teams that want a straightforward, process-driven approach."}, {"id": "mai-20260917-1752-baseline|c177-s3|mistral-small|PeopleFluent Succession Management", "prompt": "c177-s3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "PeopleFluent Succession Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for teams that want more advanced features but still need a solution that isn’t overly complex."}, {"id": "mai-20260917-1752-baseline|c177-s3|mistral-small|Paycor", "prompt": "c177-s3", "model": "mistral-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines HR, payroll, and talent management, making it a good fit for teams wanting an all-in-one system."}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|SuccessionNow", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **SuccessionNow** if succession planning is your primary need and you want depth without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|BambooHR", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **BambooHR** or **Paycor** only if you're already shopping for a full HR/payroll platform"}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|Paycor", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Integrated with Payroll ... succession planning tightly integrated with payroll and core HR data"}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|PerformYard", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Performance-Succession Hybrid"}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|Lattice", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive for pure succession planning; better if you need the full talent suite"}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|Leapsome", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More expensive for pure succession planning; better if you need the full talent suite"}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|Teamflect", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best Free Starting Point - Pricing: Free tiers available"}, {"id": "mai-20260917-1752-baseline|c177-s3|moonshot-small|Creately", "prompt": "c177-s3", "model": "moonshot-small", "cat": "succession-planning", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best Free Starting Point - Pricing: Free tiers available"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|UKG Pro", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Want succession as part of HR/payroll? Look at **Paycom** or **UKG Pro**."}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|SAP SuccessFactors HCM", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "broader and more enterprise-oriented, with strong talent, learning, analytics, and localization depth"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|Paycom", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some users note the UI and feature depth can feel less friendly for everyday use"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|SuccessionHR", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Want the simplest path?** Start with a **dedicated tool** like SuccessionHR"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|Talent Successor", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Talent Successor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "adds org charting, goal/performance management, reporting, and \"what-if\" scenario modeling"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|Talent Management Suite", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Talent Management Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "broader, blending succession with competency, career development, and compensation/what-if planning"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|OrgChart", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OrgChart-style tools and visual planning software"}, {"id": "mai-20260917-1752-baseline|c177-s3|openai-small|Plum", "prompt": "c177-s3", "model": "openai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Plum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Want to focus on future potential and skills fit?** Look at **Plum**"}, {"id": "mai-20260917-1752-baseline|c177-s3|xai-small|Teamflect", "prompt": "c177-s3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go free/light if in Teams (Teamflect)"}, {"id": "mai-20260917-1752-baseline|c177-s3|xai-small|SuccessionNow", "prompt": "c177-s3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "dedicated if core focus (SuccessionNow)"}, {"id": "mai-20260917-1752-baseline|c177-s3|xai-small|monday.com Work Management", "prompt": "c177-s3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "monday.com Work Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "visual if creative (monday.com)"}, {"id": "mai-20260917-1752-baseline|c177-s3|xai-small|Lattice", "prompt": "c177-s3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "higher floor for very small groups"}, {"id": "mai-20260917-1752-baseline|c177-s3|xai-small|BambooHR", "prompt": "c177-s3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best all-in-one HR for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s3|xai-small|Paycor", "prompt": "c177-s3", "model": "xai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Career pathing, role profiles, assessments, talent risk ID integrated with payroll/HR"}, {"id": "mai-20260917-1752-baseline|c177-s3|zai-small|SuccessionNow", "prompt": "c177-s3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SuccessionNow** is likely the best value because it has a fixed price and focuses purely on the planning aspect"}, {"id": "mai-20260917-1752-baseline|c177-s3|zai-small|Succession Wizard", "prompt": "c177-s3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Succession Wizard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It is lightweight and focuses on the mechanics of the plan"}, {"id": "mai-20260917-1752-baseline|c177-s3|zai-small|ChartHop", "prompt": "c177-s3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ChartHop often requires a **minimum annual contract of $9,000**. This makes it difficult for a very small team"}, {"id": "mai-20260917-1752-baseline|c177-s3|zai-small|Lattice", "prompt": "c177-s3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you already use Lattice:** Stick with **Lattice** to keep your data centralized."}, {"id": "mai-20260917-1752-baseline|c177-s3|zai-small|Teamflect", "prompt": "c177-s3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you have fewer than 10 people:** Use a **Spreadsheet** or **Teamflect**."}, {"id": "mai-20260917-1752-baseline|c177-s3|zai-small|Paycor", "prompt": "c177-s3", "model": "zai-small", "cat": "succession-planning", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use Paycor for payroll, this is the most seamless option"}, {"id": "mai-20260917-1752-baseline|c177-s4|alibaba-small|Google Sheets", "prompt": "c177-s4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "How to do it: Use Google Sheets or Excel."}, {"id": "mai-20260917-1752-baseline|c177-s4|alibaba-small|Excel", "prompt": "c177-s4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Use Google Sheets or Excel."}, {"id": "mai-20260917-1752-baseline|c177-s4|alibaba-small|SuccessionStack", "prompt": "c177-s4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "providers like SuccessionStack or general HR consultants offer these for free"}, {"id": "mai-20260917-1752-baseline|c177-s4|alibaba-small|Paycor", "prompt": "c177-s4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Paycor** is widely considered the top budget-friendly choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s4|alibaba-small|Lattice", "prompt": "c177-s4", "model": "alibaba-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice** is a popular SMB choice"}, {"id": "mai-20260917-1752-baseline|c177-s4|anthropic-small|Paycor", "prompt": "c177-s4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycor is the best succession planning software for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s4|anthropic-small|PerformYard", "prompt": "c177-s4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PerformYard is a lightweight option for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s4|anthropic-small|Peoplebox", "prompt": "c177-s4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for small to medium-sized businesses that need straightforward succession planning"}, {"id": "mai-20260917-1752-baseline|c177-s4|anthropic-small|SuccessionNow", "prompt": "c177-s4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "flat rate around $2,995 per year... best for smaller organisations that genuinely want a dedicated succession system"}, {"id": "mai-20260917-1752-baseline|c177-s4|anthropic-small|Lattice", "prompt": "c177-s4", "model": "anthropic-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like Lattice, Peoplebox, or PerformYard"}, {"id": "mai-20260917-1752-baseline|c177-s4|challenger-small|Paycor", "prompt": "c177-s4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paycor — described as the best succession planning software for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s4|challenger-small|BambooHR", "prompt": "c177-s4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highlighted as best for small business people management"}, {"id": "mai-20260917-1752-baseline|c177-s4|challenger-small|Successionly", "prompt": "c177-s4", "model": "challenger-small", "cat": "succession-planning", "variant": "budget", "raw": "Successionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Successionly** if your main priority is a low, transparent price for a very small team."}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|AIHR", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "AIHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AIHR's** free 9-box grid template (assesses performance vs. potential)"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Teamflect", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Teamflect (FREE up to 10 users)** — Succession and career-path features built into Microsoft Teams."}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Airtable", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start free** with a spreadsheet/Airtable template"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|SuccessionStack", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SuccessionStack's** free templates with criteria already laid out"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|SIGMA", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SIGMA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SIGMA's** free downloadable templates"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Creately", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Creately (free tier)** — Visual mapping of roles and potential successors"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Empxtrack", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "The strongest budget pick for an actual dedicated succession module"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Successionly", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Successionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Successionly** (for family businesses) — **$29–$99/month**"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|SuccessionNow", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "works for smaller organizations, but it's a bigger commitment"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Lattice", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "have higher minimums that may be overkill"}, {"id": "mai-20260917-1752-baseline|c177-s4|deepseek-small|Leapsome", "prompt": "c177-s4", "model": "deepseek-small", "cat": "succession-planning", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "have higher minimums that may be overkill"}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|SAP SuccessFactors", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade tools (like SAP SuccessFactors or Cornerstone) often require massive implementation fees and expensive per-user pricing"}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|Cornerstone", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade tools (like SAP SuccessFactors or Cornerstone) often require massive implementation fees and expensive per-user pricing"}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|Teamflect", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Teamflect** is one of the most cost-effective and seamless options available"}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|SuccessionNow", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want dedicated succession planning software with board-ready reports and absolutely no \"per-seat\" pricing penalties, **SuccessionNow** is highly recommended."}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|PerformYard", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PerformYard** is a highly popular, lightweight, and transparently priced tool"}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|Deel", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one HR platforms like **Deel**, **BambooHR**, or **Paycor** feature built-in talent management and succession modules."}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|BambooHR", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one HR platforms like **Deel**, **BambooHR**, or **Paycor** feature built-in talent management and succession modules."}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|Paycor", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-one HR platforms like **Deel**, **BambooHR**, or **Paycor** feature built-in talent management and succession modules."}, {"id": "mai-20260917-1752-baseline|c177-s4|google-small|9-Box Grid Template in Excel or Google Sheets", "prompt": "c177-s4", "model": "google-small", "cat": "succession-planning", "variant": "budget", "raw": "9-Box Grid Template in Excel or Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your company has **fewer than 50 employees** and a literally non-existent software budget, **do not buy software.**"}, {"id": "mai-20260917-1752-baseline|c177-s4|meta-small|Paycor", "prompt": "c177-s4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best succession planning software for a small company with a tight budget is Paycor"}, {"id": "mai-20260917-1752-baseline|c177-s4|meta-small|SuccessionNow", "prompt": "c177-s4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are SuccessionNow, Lattice, and Monday.com"}, {"id": "mai-20260917-1752-baseline|c177-s4|meta-small|Lattice", "prompt": "c177-s4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are SuccessionNow, Lattice, and Monday.com"}, {"id": "mai-20260917-1752-baseline|c177-s4|meta-small|Monday.com", "prompt": "c177-s4", "model": "meta-small", "cat": "succession-planning", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are SuccessionNow, Lattice, and Monday.com"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|ClearCompany", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "ClearCompany", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **BambooHR** or **ClearCompany** as they offer the best balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|BambooHR", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **BambooHR** or **ClearCompany**"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|Gusto", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gusto** (~$6-12/user/month) - basic workforce planning features"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|Succession Planner", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Succession Planner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Succession Planner** (from ~$99/year)"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|Planview", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Planview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Planview** (formerly Spigit) - has affordable tiers for small teams"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|Excel/Google Sheets templates", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Excel/Google Sheets templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Excel/Google Sheets templates** - many free templates available"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|Notion", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Notion** - free for small teams with basic planning needs"}, {"id": "mai-20260917-1752-baseline|c177-s4|minimax-small|Trello", "prompt": "c177-s4", "model": "minimax-small", "cat": "succession-planning", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Trello** - free for visual career path planning"}, {"id": "mai-20260917-1752-baseline|c177-s4|mistral-small|Paycor", "prompt": "c177-s4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look for affordable, small-business-focused tools like Paycor, which offers integrated payroll, HR, and talent management at a price point suitable for small-to-mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c177-s4|mistral-small|SuccessionNow", "prompt": "c177-s4", "model": "mistral-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option is SuccessionNow, which is priced at a flat rate of around $2,995 per year and is designed specifically for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|ChartHop", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider whether you can meet the need with a **lightweight performance management tool** (like PerformYard or ChartHop)"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|PerformYard", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consider whether you can meet the need with a **lightweight performance management tool** (like PerformYard or ChartHop)"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|Spidergap", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Spidergap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at ~$1,099 for 10 people | Assessment-heavy approach"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|Paycor", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Custom (small-business tier) | If you also need integrated payroll/HR"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|SAP SuccessFactors", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid: Most well-known platforms (SAP SuccessFactors...) either don't publish pricing or are scoped for mid-market/enterprise"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|UKG Pro", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid... carry enterprise-level minimums that will break a tight budget"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|Workday", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid... carry enterprise-level minimums that will break a tight budget"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|Dayforce", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid... carry enterprise-level minimums that will break a tight budget"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|PeopleFluent", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "PeopleFluent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid... carry enterprise-level minimums that will break a tight budget"}, {"id": "mai-20260917-1752-baseline|c177-s4|moonshot-small|SumTotal", "prompt": "c177-s4", "model": "moonshot-small", "cat": "succession-planning", "variant": "budget", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid... carry enterprise-level minimums that will break a tight budget"}, {"id": "mai-20260917-1752-baseline|c177-s4|openai-small|Lattice", "prompt": "c177-s4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want a polished, widely used platform and can stretch budget: Lattice ... minimum annual agreement of $4,000"}, {"id": "mai-20260917-1752-baseline|c177-s4|openai-small|StaffCircle", "prompt": "c177-s4", "model": "openai-small", "cat": "succession-planning", "variant": "budget", "raw": "StaffCircle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall value for a small company: StaffCircle"}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|Smartsheet", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| [Smartsheet](https://www.smartsheet.com/succession-planning-templates) | 9-box grid, role matrices, development plans |"}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|SIGMA Assessment Systems", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "SIGMA Assessment Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Full guide + worksheets for competencies, risks | Comprehensive, nonprofit/SMB-focused."}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|ClickUp/HiBob/Airtable", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "ClickUp/HiBob/Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Editable boards, talent pools | Free tiers with collaboration; Airtable adds databases."}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|Teamflect", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teamflect's [6 Free Templates] ... Excel for roles/candidates | Simple, customizable for quick starts."}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|Creately", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Visual Free Alternative: Creately (Free Tier)** ... Best for: Visual succession maps without spreadsheets."}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|Empxtrack", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Empxtrack (Top for SMBs on Budget)** ... **Why best?**: Truly free starter for tiny teams; scales cheaply."}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|SuccessionNow", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Only dedicated tool with transparent small-org pricing; no per-user fees."}, {"id": "mai-20260917-1752-baseline|c177-s4|xai-small|Paycor", "prompt": "c177-s4", "model": "xai-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Paycor (If You Need HR/Payroll Bundle)** ... Integrated value if you lack HR tools"}, {"id": "mai-20260917-1752-baseline|c177-s4|zai-small|Creately", "prompt": "c177-s4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For tightest budgets (<$50/month): Start with Creately's free plan or a well-designed spreadsheet template."}, {"id": "mai-20260917-1752-baseline|c177-s4|zai-small|Empxtrack", "prompt": "c177-s4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider monday.com ($9/seat) or Empxtrack ($3/user)."}, {"id": "mai-20260917-1752-baseline|c177-s4|zai-small|monday.com", "prompt": "c177-s4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For low budgets ($50-150/month): Consider monday.com ($9/seat)"}, {"id": "mai-20260917-1752-baseline|c177-s4|zai-small|SuccessionNow", "prompt": "c177-s4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For dedicated succession planning: SuccessionNow at $2,995/year provides the most focused solution."}, {"id": "mai-20260917-1752-baseline|c177-s4|zai-small|Paycor", "prompt": "c177-s4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for small businesses as an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c177-s4|zai-small|Lattice", "prompt": "c177-s4", "model": "zai-small", "cat": "succession-planning", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paycor or Lattice offer the best all-in-one value for small businesses."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Gusto", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already use Gusto, BambooHR, Rippling, or Deel, check if they offer an \"Add-on\" for succession/talent management."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|BambooHR", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Gusto, BambooHR, Rippling, or Deel, check if they offer an \"Add-on\" for succession/talent management."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Rippling", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Gusto, BambooHR, Rippling, or Deel, check if they offer an \"Add-on\" for succession/talent management."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Deel", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use Gusto, BambooHR, Rippling, or Deel, check if they offer an \"Add-on\" for succession/talent management."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Workday", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms like Workday, SAP SuccessFactors, or Oracle HCM."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|SAP SuccessFactors", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms like Workday, SAP SuccessFactors, or Oracle HCM."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Oracle HCM", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid platforms like Workday, SAP SuccessFactors, or Oracle HCM."}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Lattice", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for **SMB-specific tools** like **Lattice** or **Paycor**, which are built for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c177-s5|alibaba-small|Paycor", "prompt": "c177-s5", "model": "alibaba-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for **SMB-specific tools** like **Lattice** or **Paycor**, which are built for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|BambooHR", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have or are picking BambooHR or Paycor, succession as a built-in module is likely your cheapest, simplest path."}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|Paycor", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have or are picking BambooHR or Paycor, succession as a built-in module is likely your cheapest, simplest path."}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|Lattice", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice and Leapsome have annual minimums around $4\\u20136K"}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|PerformYard", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PerformYard is per-person monthly (~$5/seat)"}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|SuccessionNow", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SuccessionNow is one of the few with published pricing (~$2,995/year flat)"}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|TalentGuard", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others (TalentGuard, SuccessionHR) are enterprise-scoped and overkill/unaffordable for you."}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|SuccessionHR", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Others (TalentGuard, SuccessionHR) are enterprise-scoped and overkill/unaffordable for you."}, {"id": "mai-20260917-1752-baseline|c177-s5|deepseek-small|Leapsome", "prompt": "c177-s5", "model": "deepseek-small", "cat": "succession-planning", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lattice and Leapsome have annual minimums around $4\\u20136K"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|SAP SuccessFactors", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the biggest trap you can fall into is buying an over-engineered enterprise suite** (like SAP SuccessFactors, Workday, or Cornerstone OnDemand)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Workday", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the biggest trap you can fall into is buying an over-engineered enterprise suite** (like SAP SuccessFactors, Workday, or Cornerstone OnDemand)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Cornerstone OnDemand", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "over-engineered enterprise suite** (like SAP SuccessFactors, Workday, or Cornerstone OnDemand). These systems are highly complex"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Rippling", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "check your current payroll/HRIS provider (e.g., **Rippling, BambooHR, Deel, Paycor, or Gusto**)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|BambooHR", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most modern HRIS platforms offer talent management or succession add-on modules."}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Deel", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "check your current payroll/HRIS provider (e.g., **Rippling, BambooHR, Deel, Paycor, or Gusto**)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Paycor", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "check your current payroll/HRIS provider (e.g., **Rippling, BambooHR, Deel, Paycor, or Gusto**)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Gusto", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "check your current payroll/HRIS provider (e.g., **Rippling, BambooHR, Deel, Paycor, or Gusto**)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|PerformYard", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An incredibly popular performance and talent management tool for SMBs."}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Teamflect", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If your 30-person company runs heavily on Microsoft 365, Teamflect is a fantastic option."}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|SuccessionHR", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Extremely unique and smart for small businesses because **their pricing is based on the number of \"Key Role\" plans you build** ... making this incredibly cost-effective."}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|SuccessionNow", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Known for being a highly focused tool specifically designed for transitioning away from spreadsheets."}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Built (formerly Built for Teams)", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Built (formerly Built for Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "This is a \"position intelligence\" platform. It focuses heavily on beautiful org charts, scenario planning, and talent mapping"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Miro", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "like **Miro** (for visual 9-box brainstorming)"}, {"id": "mai-20260917-1752-baseline|c177-s5|google-small|Notion", "prompt": "c177-s5", "model": "google-small", "cat": "succession-planning", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "a quarterly 1-hour alignment meeting using a structured Notion page is completely defensible"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|SuccessionNow", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "like SuccessionNow, offers a flat rate"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|Lattice", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "others, like Lattice and Leapsome, have tiered pricing"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|Leapsome", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "others, like Lattice and Leapsome, have tiered pricing"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|Workzoom", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Workzoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like Workzoom, offers a comprehensive solution"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|Engagedly", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Engagedly and Lattice, are designed for mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|Teamflect", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like Teamflect and Creately, offer free tiers or simple plans"}, {"id": "mai-20260917-1752-baseline|c177-s5|meta-small|Creately", "prompt": "c177-s5", "model": "meta-small", "cat": "succession-planning", "variant": "scale", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "like Teamflect and Creately, offer free tiers or simple plans"}, {"id": "mai-20260917-1752-baseline|c177-s5|minimax-small|PerformYard", "prompt": "c177-s5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PerformYard, Qooper, Paycor, and ELLO Software come up in comparisons."}, {"id": "mai-20260917-1752-baseline|c177-s5|minimax-small|Qooper", "prompt": "c177-s5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "PerformYard, Qooper, Paycor, and ELLO Software come up in comparisons."}, {"id": "mai-20260917-1752-baseline|c177-s5|minimax-small|Paycor", "prompt": "c177-s5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PerformYard, Qooper, Paycor, and ELLO Software come up in comparisons."}, {"id": "mai-20260917-1752-baseline|c177-s5|minimax-small|ELLO Software", "prompt": "c177-s5", "model": "minimax-small", "cat": "succession-planning", "variant": "scale", "raw": "ELLO Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PerformYard, Qooper, Paycor, and ELLO Software come up in comparisons."}, {"id": "mai-20260917-1752-baseline|c177-s5|mistral-small|SAP SuccessFactors", "prompt": "c177-s5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP SuccessFactors** | Large enterprises, robust analytics"}, {"id": "mai-20260917-1752-baseline|c177-s5|mistral-small|Workday Talent Management", "prompt": "c177-s5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday Talent Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday Talent Management** | Mid-sized to large companies"}, {"id": "mai-20260917-1752-baseline|c177-s5|mistral-small|Cornerstone OnDemand", "prompt": "c177-s5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cornerstone OnDemand** | Mid-sized companies, learning focus"}, {"id": "mai-20260917-1752-baseline|c177-s5|mistral-small|Develop Digitally", "prompt": "c177-s5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Develop Digitally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Develop Digitally** | Small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c177-s5|mistral-small|Talmundo", "prompt": "c177-s5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Talmundo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Talmundo** | Employee engagement, onboarding"}, {"id": "mai-20260917-1752-baseline|c177-s5|mistral-small|Oracle HCM Cloud", "prompt": "c177-s5", "model": "mistral-small", "cat": "succession-planning", "variant": "scale", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Oracle HCM Cloud** | Large enterprises, global companies"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|SAP", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise tools (SAP, Workday, Oracle) are overkill and overpriced for your size"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|Workday", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise tools (SAP, Workday, Oracle) are overkill and overpriced for your size"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|Oracle", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many enterprise tools (SAP, Workday, Oracle) are overkill and overpriced for your size"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|Paycor", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Paycor** | Built for small-to-mid businesses, integrates succession with payroll/HR"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|Teamflect", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Has a free tier, good for smaller teams"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|Creately", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free tier available, visual org chart + planning"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|SuccessionNow", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "One of the few with published pricing (~$2,995/year flat rate)"}, {"id": "mai-20260917-1752-baseline|c177-s5|moonshot-small|Empxtrack", "prompt": "c177-s5", "model": "moonshot-small", "cat": "succession-planning", "variant": "scale", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rated well for SMBs, focuses on repeatable succession cycles"}, {"id": "mai-20260917-1752-baseline|c177-s5|xai-small|PerformYard", "prompt": "c177-s5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PerformYard scores high for SMB ease"}, {"id": "mai-20260917-1752-baseline|c177-s5|xai-small|Paycor", "prompt": "c177-s5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HR/payroll bundle | Custom, SMB-friendly | Integrated if you use their payroll."}, {"id": "mai-20260917-1752-baseline|c177-s5|xai-small|Empxtrack", "prompt": "c177-s5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable all-in-one | Mid-market custom | Performance + succession overlap."}, {"id": "mai-20260917-1752-baseline|c177-s5|xai-small|Workzoom", "prompt": "c177-s5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Workzoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "50+ employees, full HR | Per-employee | Good for growing from 30."}, {"id": "mai-20260917-1752-baseline|c177-s5|xai-small|Cornerstone", "prompt": "c177-s5", "model": "xai-small", "cat": "succession-planning", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise tools like Cornerstone are overkill"}, {"id": "mai-20260917-1752-baseline|c177-s6|alibaba-small|SAP SuccessFactors", "prompt": "c177-s6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to Avoid:** Platforms like **SAP SuccessFactors** or **Cornerstone OnDemand**."}, {"id": "mai-20260917-1752-baseline|c177-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c177-s6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to Avoid:** Platforms like **SAP SuccessFactors** or **Cornerstone OnDemand**."}, {"id": "mai-20260917-1752-baseline|c177-s6|alibaba-small|Microsoft SharePoint", "prompt": "c177-s6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "use secure, cloud-based collaborative documents (like Microsoft SharePoint or restricted-access Notion pages)"}, {"id": "mai-20260917-1752-baseline|c177-s6|alibaba-small|Notion", "prompt": "c177-s6", "model": "alibaba-small", "cat": "succession-planning", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use secure, cloud-based collaborative documents (like Microsoft SharePoint or restricted-access Notion pages)"}, {"id": "mai-20260917-1752-baseline|c177-s6|anthropic-small|Workday", "prompt": "c177-s6", "model": "anthropic-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise platforms like Workday, SAP SuccessFactors, and Eightfold AI use custom pricing that can be significantly higher ... making them overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s6|anthropic-small|SAP SuccessFactors", "prompt": "c177-s6", "model": "anthropic-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise platforms like Workday, SAP SuccessFactors, and Eightfold AI use custom pricing that can be significantly higher ... making them overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s6|anthropic-small|Eightfold AI", "prompt": "c177-s6", "model": "anthropic-small", "cat": "succession-planning", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise platforms like Workday, SAP SuccessFactors, and Eightfold AI use custom pricing that can be significantly higher ... making them overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s6|anthropic-small|Excel templates", "prompt": "c177-s6", "model": "anthropic-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "succession planning tools can range from simple Excel templates for tracking potential candidates to sophisticated platforms"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|SAP SuccessFactors", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **SAP SuccessFactors, Oracle HCM Cloud, and Workday** are designed for large organizations ... and are generally overkill for a small business."}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|Oracle HCM Cloud", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HCM Suites (Biggest \"Avoid\")"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|Workday", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid:** - **Cost:** Implementation alone ... $100,000–$500,000"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|Excel", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excel and static succession spreadsheets are the most common \"tool,\" but they have serious limitations as your business grows"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|BambooHR", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for small-to-mid-market options with **published pricing** (e.g., **BambooHR, Paycor, SuccessionNow, PerformYard, Empxtrack**)"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|Paycor", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for small-to-mid-market options with **published pricing**"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|SuccessionNow", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "SuccessionNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look for small-to-mid-market options with **published pricing**"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|PerformYard", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for small-to-mid-market options with **published pricing**"}, {"id": "mai-20260917-1752-baseline|c177-s6|deepseek-small|Empxtrack", "prompt": "c177-s6", "model": "deepseek-small", "cat": "succession-planning", "variant": "negative", "raw": "Empxtrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look for small-to-mid-market options with **published pricing**"}, {"id": "mai-20260917-1752-baseline|c177-s6|google-small|Workday", "prompt": "c177-s6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Talent Management Systems (e.g., Workday, SAP SuccessFactors, Oracle Cloud HCM) ... Why to avoid/be cautious: Prohibitive Cost"}, {"id": "mai-20260917-1752-baseline|c177-s6|google-small|SAP SuccessFactors", "prompt": "c177-s6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Talent Management Systems (e.g., Workday, SAP SuccessFactors, Oracle Cloud HCM)"}, {"id": "mai-20260917-1752-baseline|c177-s6|google-small|Oracle Cloud HCM", "prompt": "c177-s6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Talent Management Systems (e.g., Workday, SAP SuccessFactors, Oracle Cloud HCM)"}, {"id": "mai-20260917-1752-baseline|c177-s6|google-small|PerformYard", "prompt": "c177-s6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "opt for affordable, lightweight platforms designed for mid-to-small businesses (such as PerformYard, Teamflect, or ChartHop)"}, {"id": "mai-20260917-1752-baseline|c177-s6|google-small|Teamflect", "prompt": "c177-s6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as PerformYard, Teamflect, or ChartHop"}, {"id": "mai-20260917-1752-baseline|c177-s6|google-small|ChartHop", "prompt": "c177-s6", "model": "google-small", "cat": "succession-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as PerformYard, Teamflect, or ChartHop"}, {"id": "mai-20260917-1752-baseline|c177-s6|minimax-small|Lattice", "prompt": "c177-s6", "model": "minimax-small", "cat": "succession-planning", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Excessive costs**: Annual minimums of $4,000-$6,000 (Lattice, Leapsome)"}, {"id": "mai-20260917-1752-baseline|c177-s6|minimax-small|Leapsome", "prompt": "c177-s6", "model": "minimax-small", "cat": "succession-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Excessive costs**: Annual minimums of $4,000-$6,000 (Lattice, Leapsome)"}, {"id": "mai-20260917-1752-baseline|c177-s6|minimax-small|Excel templates", "prompt": "c177-s6", "model": "minimax-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel templates", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Excel templates** or Google Sheets for tracking critical roles and potential successors"}, {"id": "mai-20260917-1752-baseline|c177-s6|minimax-small|Google Sheets", "prompt": "c177-s6", "model": "minimax-small", "cat": "succession-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Excel templates** or Google Sheets for tracking critical roles and potential successors"}, {"id": "mai-20260917-1752-baseline|c177-s6|minimax-small|Cambridge Small Business Succession Toolkit", "prompt": "c177-s6", "model": "minimax-small", "cat": "succession-planning", "variant": "negative", "raw": "Cambridge Small Business Succession Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Basic workbooks and worksheets** (like the Cambridge Small Business Succession Toolkit)"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|SAP SuccessFactors", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade HR Suites (SAP SuccessFactors, Oracle HCM Cloud, Workday)... Why avoid: These are massive overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|Oracle HCM Cloud", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid: These are massive overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|Workday", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Workday runs $150-400 per employee/year"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|SuccessionNow", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "SuccessionNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(~$2,995/year) – while it has transparent pricing, this is still expensive for many small businesses"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|Lattice", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "($4,000-$6,000+ annual minimums) – these reach succession planning through performance management tiers, making them costly"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|Leapsome", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "($4,000-$6,000+ annual minimums) – these reach succession planning through performance management tiers, making them costly"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|LegalZoom", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "LegalZoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "DIY Online Legal Platforms (Used Without Caution) - LegalZoom, Nolo, etc. for succession/estate documents"}, {"id": "mai-20260917-1752-baseline|c177-s6|moonshot-small|Nolo", "prompt": "c177-s6", "model": "moonshot-small", "cat": "succession-planning", "variant": "negative", "raw": "Nolo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "LegalZoom, Nolo, etc. for succession/estate documents - The risks"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|SAP SuccessFactors", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Level Suites (e.g., SAP SuccessFactors, Oracle HCM Cloud, Workday) - **Why avoid/caution?** These are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|Oracle HCM Cloud", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level Suites (e.g., SAP SuccessFactors, Oracle HCM Cloud, Workday)... For SMBs, they're massive overkill"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|Workday", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Level Suites (e.g., SAP SuccessFactors, Oracle HCM Cloud, Workday)... massive overkill"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|SuccessionHR", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "SuccessionHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-Cost Dedicated Succession Tools Without Transparent SMB Pricing (e.g., SuccessionHR, many \"quote-only\" platforms) - **Why caution?**"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|Lattice", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often hide minimums of $5,000+ onboarding or $4,000-$6,000/year (e.g., Lattice or Leapsome performance tiers)"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|Leapsome", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$4,000-$6,000/year (e.g., Lattice or Leapsome performance tiers)"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|SuccessionNow", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "SuccessionNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even \"affordable\" ones like SuccessionNow (~$3K/year) may exceed needs if your team is tiny"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|UKG Pro", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Overly Complex or Feature-Heavy Platforms (e.g., UKG Pro, SumTotal, PeopleFluent) - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|SumTotal", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Overly Complex or Feature-Heavy Platforms (e.g., UKG Pro, SumTotal, PeopleFluent) - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|PeopleFluent", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "PeopleFluent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Overly Complex or Feature-Heavy Platforms (e.g., UKG Pro, SumTotal, PeopleFluent) - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|Teamflect", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Better alternatives:** Free tiers (e.g., Teamflect, Creately)"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|Creately", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Better alternatives:** Free tiers (e.g., Teamflect, Creately)"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|PerformYard", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "lightweight SMB options (e.g., PerformYard, BambooHR for basic matrices)"}, {"id": "mai-20260917-1752-baseline|c177-s6|xai-small|BambooHR", "prompt": "c177-s6", "model": "xai-small", "cat": "succession-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "lightweight SMB options (e.g., PerformYard, BambooHR for basic matrices)"}, {"id": "mai-20260917-1752-baseline|c177-s6|zai-small|Lattice", "prompt": "c177-s6", "model": "zai-small", "cat": "succession-planning", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many platforms (e.g., Lattice, Leapsome, SuccessionNow) have **high minimum annual fees** and steep learning curves that a small team cannot justify."}, {"id": "mai-20260917-1752-baseline|c177-s6|zai-small|Leapsome", "prompt": "c177-s6", "model": "zai-small", "cat": "succession-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many platforms (e.g., Lattice, Leapsome, SuccessionNow) have **high minimum annual fees** and steep learning curves"}, {"id": "mai-20260917-1752-baseline|c177-s6|zai-small|SuccessionNow", "prompt": "c177-s6", "model": "zai-small", "cat": "succession-planning", "variant": "negative", "raw": "SuccessionNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Many platforms (e.g., Lattice, Leapsome, SuccessionNow) have **high minimum annual fees** and steep learning curves"}, {"id": "mai-20260917-1752-baseline|c177-s6|zai-small|Excel/Google Sheets", "prompt": "c177-s6", "model": "zai-small", "cat": "succession-planning", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Excel/Google Sheets** or a lightweight HRIS with built-in succession features"}, {"id": "mai-20260917-1752-baseline|c177-s6|zai-small|BambooHR", "prompt": "c177-s6", "model": "zai-small", "cat": "succession-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a lightweight HRIS with built‑in succession features (e.g., BambooHR)"}, {"id": "mai-20260917-1752-baseline|c178-l1|alibaba-small|Gloat", "prompt": "c178-l1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** and **Fuel50** are currently the market leaders"}, {"id": "mai-20260917-1752-baseline|c178-l1|alibaba-small|Fuel50", "prompt": "c178-l1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gloat** and **Fuel50** are currently the market leaders"}, {"id": "mai-20260917-1752-baseline|c178-l1|alibaba-small|365Talents", "prompt": "c178-l1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed closely by specialized players like **365Talents** depending on your specific compliance or technical needs"}, {"id": "mai-20260917-1752-baseline|c178-l1|alibaba-small|ServiceNow (via Hitch Works)", "prompt": "c178-l1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "ServiceNow (via Hitch Works)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **ServiceNow** if you want to keep everything within your existing ticketing/HR systems"}, {"id": "mai-20260917-1752-baseline|c178-l1|alibaba-small|Phenom", "prompt": "c178-l1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you view Internal Mobility and External Recruitment as a single journey"}, {"id": "mai-20260917-1752-baseline|c178-l1|anthropic-small|LinkedIn Talent Marketplace", "prompt": "c178-l1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "LinkedIn Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LinkedIn Talent Marketplace** - Strong for external and internal talent visibility"}, {"id": "mai-20260917-1752-baseline|c178-l1|anthropic-small|Workday Talent Marketplace", "prompt": "c178-l1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integrates well if you're already using Workday HCM"}, {"id": "mai-20260917-1752-baseline|c178-l1|anthropic-small|Eightfold AI", "prompt": "c178-l1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Uses AI for skills-based matching and internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-l1|anthropic-small|Gloat", "prompt": "c178-l1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on internal talent marketplace and career pathing"}, {"id": "mai-20260917-1752-baseline|c178-l1|anthropic-small|Degreed", "prompt": "c178-l1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skills-based approach with learning integration"}, {"id": "mai-20260917-1752-baseline|c178-l1|anthropic-small|Heidrick & Struggles Craftwork", "prompt": "c178-l1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Heidrick & Struggles Craftwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-focused with AI matching"}, {"id": "mai-20260917-1752-baseline|c178-l1|challenger-small|Gloat", "prompt": "c178-l1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single answer from these sources is **Gloat** as the **best overall internal talent marketplace**"}, {"id": "mai-20260917-1752-baseline|c178-l1|challenger-small|Workday Talent Marketplace", "prompt": "c178-l1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Talent Marketplace** if your priority is tight integration with **Workday-managed employee profiles**"}, {"id": "mai-20260917-1752-baseline|c178-l1|challenger-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want an internal marketplace tied closely to **SuccessFactors** and governed internal postings"}, {"id": "mai-20260917-1752-baseline|c178-l1|challenger-small|Eightfold AI", "prompt": "c178-l1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your focus is broader **skills intelligence** and AI-driven talent matching rather than a pure internal marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l1|deepseek-small|Gloat", "prompt": "c178-l1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** is the most widely recognized leader for large enterprises"}, {"id": "mai-20260917-1752-baseline|c178-l1|deepseek-small|Eightfold AI", "prompt": "c178-l1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I would recommend shortlisting **Gloat** and **Eightfold** for an enterprise B2B company"}, {"id": "mai-20260917-1752-baseline|c178-l1|deepseek-small|Fuel50", "prompt": "c178-l1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fuel50 \\u2013 *Best for Employee-Centric Career Pathing*"}, {"id": "mai-20260917-1752-baseline|c178-l1|deepseek-small|ServiceNow Opportunity Marketplace", "prompt": "c178-l1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "ServiceNow Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for: B2B companies already heavily invested in the ServiceNow ecosystem."}, {"id": "mai-20260917-1752-baseline|c178-l1|google-small|Gloat", "prompt": "c178-l1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gloat is widely recognized as the pioneer of the internal talent marketplace category... Gloat is the leader."}, {"id": "mai-20260917-1752-baseline|c178-l1|google-small|Eightfold AI", "prompt": "c178-l1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Talent Intelligence & Unifying Internal/External Sourcing"}, {"id": "mai-20260917-1752-baseline|c178-l1|google-small|Fuel50", "prompt": "c178-l1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Career Pathing, Mentorship, & Structured Skill Taxonomies"}, {"id": "mai-20260917-1752-baseline|c178-l1|google-small|Workday", "prompt": "c178-l1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deploying their native modules (**Workday Talent Marketplace** or **SAP Opportunity Marketplace**) is a highly viable path"}, {"id": "mai-20260917-1752-baseline|c178-l1|google-small|SAP SuccessFactors", "prompt": "c178-l1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Minimizing IT complexity ... **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c178-l1|meta-small|Gloat", "prompt": "c178-l1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include Gloat, Phenom, and 365Talents"}, {"id": "mai-20260917-1752-baseline|c178-l1|meta-small|Phenom", "prompt": "c178-l1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include Gloat, Phenom, and 365Talents"}, {"id": "mai-20260917-1752-baseline|c178-l1|meta-small|365Talents", "prompt": "c178-l1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include Gloat, Phenom, and 365Talents"}, {"id": "mai-20260917-1752-baseline|c178-l1|minimax-small|Gloat", "prompt": "c178-l1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Gloat** as the top choice"}, {"id": "mai-20260917-1752-baseline|c178-l1|minimax-small|Workday", "prompt": "c178-l1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Already using Workday?** → Consider Workday Talent Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l1|minimax-small|Phenom", "prompt": "c178-l1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need comprehensive HR platform?** → Phenom"}, {"id": "mai-20260917-1752-baseline|c178-l1|minimax-small|Docebo", "prompt": "c178-l1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Focus on learning & development?** → Docebo"}, {"id": "mai-20260917-1752-baseline|c178-l1|minimax-small|Fuel50", "prompt": "c178-l1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skills intelligence and career pathing | 4.2/5"}, {"id": "mai-20260917-1752-baseline|c178-l1|minimax-small|Crunchr", "prompt": "c178-l1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "People analytics + internal mobility | 3.2/5"}, {"id": "mai-20260917-1752-baseline|c178-l1|mistral-small|Gloat", "prompt": "c178-l1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mature, global enterprise B2B company focused on internal gigs, projects, and AI-driven matching, **Gloat** is the best choice."}, {"id": "mai-20260917-1752-baseline|c178-l1|mistral-small|365Talents", "prompt": "c178-l1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a skills-first, approval-gated internal mobility experience, **365Talents** is ideal."}, {"id": "mai-20260917-1752-baseline|c178-l1|mistral-small|Fuel50", "prompt": "c178-l1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For career pathing and skills clarity, **Fuel50** stands out."}, {"id": "mai-20260917-1752-baseline|c178-l1|mistral-small|Eightfold AI", "prompt": "c178-l1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For talent intelligence and AI-driven skills matching, **Eightfold AI** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c178-l1|moonshot-small|Gloat", "prompt": "c178-l1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat or Fuel50** are the strongest choices."}, {"id": "mai-20260917-1752-baseline|c178-l1|moonshot-small|Fuel50", "prompt": "c178-l1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gloat or Fuel50** are the strongest choices."}, {"id": "mai-20260917-1752-baseline|c178-l1|moonshot-small|Eightfold AI", "prompt": "c178-l1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limitation:** More limited agentic AI capabilities compared to competitors"}, {"id": "mai-20260917-1752-baseline|c178-l1|openai-small|Fuel50", "prompt": "c178-l1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Fuel50 first**, **Gloat second**"}, {"id": "mai-20260917-1752-baseline|c178-l1|openai-small|Gloat", "prompt": "c178-l1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd lean **Fuel50 first**, **Gloat second**"}, {"id": "mai-20260917-1752-baseline|c178-l1|openai-small|SAP SuccessFactors", "prompt": "c178-l1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they're generally broader HCM platforms rather than best-of-breed internal marketplace products"}, {"id": "mai-20260917-1752-baseline|c178-l1|openai-small|Workday", "prompt": "c178-l1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose SAP SuccessFactors or Workday ecosystem options if you primarily want to stay inside your existing HCM suite and accept a less specialized marketplace layer"}, {"id": "mai-20260917-1752-baseline|c178-l1|openai-small|Eightfold", "prompt": "c178-l1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Eightfold if your use case is broader talent intelligence across internal and external talent"}, {"id": "mai-20260917-1752-baseline|c178-l1|xai-small|Gloat", "prompt": "c178-l1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** stands out as a top leader for large enterprises, including B2B firms."}, {"id": "mai-20260917-1752-baseline|c178-l1|xai-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're on Workday/SAP**: Start with their native marketplaces for low friction."}, {"id": "mai-20260917-1752-baseline|c178-l1|xai-small|Workday Skills Cloud/Talent Marketplace", "prompt": "c178-l1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday Skills Cloud/Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native; seamless but less AI depth"}, {"id": "mai-20260917-1752-baseline|c178-l1|xai-small|Fuel50", "prompt": "c178-l1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pure-play flexibility**: Gloat or Fuel50 for B2B-scale agility."}, {"id": "mai-20260917-1752-baseline|c178-l1|xai-small|Eightfold AI", "prompt": "c178-l1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI skills inference at scale | 4.3-4.5 | Large tech/B2B"}, {"id": "mai-20260917-1752-baseline|c178-l1|xai-small|365Talents", "prompt": "c178-l1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Skills-based routing, approvals | High in niches"}, {"id": "mai-20260917-1752-baseline|c178-l1|zai-small|Gloat", "prompt": "c178-l1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** is widely considered the market leader for enterprise B2B organizations due to its maturity, scalability, and AI capabilities."}, {"id": "mai-20260917-1752-baseline|c178-l1|zai-small|Fuel50", "prompt": "c178-l1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fuel50 is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c178-l1|zai-small|365Talents", "prompt": "c178-l1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "365Talents is a top contender"}, {"id": "mai-20260917-1752-baseline|c178-l1|zai-small|ServiceNow Talent Marketplace", "prompt": "c178-l1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "ServiceNow Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise already uses ServiceNow for workflow management, this is often the most seamless option."}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|PharmaX (formerly Pymetrics) / Eightfold.ai", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "PharmaX (formerly Pymetrics) / Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold is a powerhouse for enterprise-scale internal mobility. It uses deep learning to map internal talent against external labor market data"}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|Gloat", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gloat is built specifically as an \"Internal Talent Marketplace.\"... Shortlist 3 vendors: Likely one standalone leader (e.g., **Gloat** or **Eightfold**)"}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|Fuel50", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines AI matching with a social-network-style interface for employees to discover opportunities and mentors."}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|Docebo", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Docebo, their internal mobility module seamlessly connects skills development to internal job opportunities."}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|Degreed", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Degreed integrates content delivery with internal opportunity discovery. It creates a \"skills graph\""}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|Cornerstone", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if You Already Use Docebo, Cornerstone, or Degreed"}, {"id": "mai-20260917-1752-baseline|c178-l2|alibaba-small|SAP SuccessFactors / Workday", "prompt": "c178-l2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors / Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "However, user experience (UX) is often less polished than standalone leaders like Gloat or Fuel50."}, {"id": "mai-20260917-1752-baseline|c178-l2|anthropic-small|Workday", "prompt": "c178-l2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Solutions** include platforms from major HR tech vendors (like Workday, SAP SuccessFactors, LinkedIn Talent Solutions)"}, {"id": "mai-20260917-1752-baseline|c178-l2|anthropic-small|SAP SuccessFactors", "prompt": "c178-l2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms from major HR tech vendors (like Workday, SAP SuccessFactors, LinkedIn Talent Solutions)"}, {"id": "mai-20260917-1752-baseline|c178-l2|anthropic-small|LinkedIn Talent Solutions", "prompt": "c178-l2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(like Workday, SAP SuccessFactors, LinkedIn Talent Solutions) and dedicated internal mobility platforms"}, {"id": "mai-20260917-1752-baseline|c178-l2|challenger-small|Gloat", "prompt": "c178-l2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Gloat** as the first platform to evaluate"}, {"id": "mai-20260917-1752-baseline|c178-l2|challenger-small|Eightfold AI", "prompt": "c178-l2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **deep AI talent intelligence** and strong skills inference"}, {"id": "mai-20260917-1752-baseline|c178-l2|challenger-small|Workday Talent Marketplace", "prompt": "c178-l2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already standardized on **Workday** and want the least integration friction, even if the mobility features are more basic"}, {"id": "mai-20260917-1752-baseline|c178-l2|challenger-small|Fuel50", "prompt": "c178-l2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main goal is **career pathing**"}, {"id": "mai-20260917-1752-baseline|c178-l2|challenger-small|SAP SuccessFactors", "prompt": "c178-l2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if you prefer a **suite-native** approach inside an existing HR or learning stack"}, {"id": "mai-20260917-1752-baseline|c178-l2|challenger-small|Cornerstone", "prompt": "c178-l2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if you prefer a **suite-native** approach inside an existing HR or learning stack"}, {"id": "mai-20260917-1752-baseline|c178-l2|deepseek-small|Gloat", "prompt": "c178-l2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Gloat** as the primary shortlist candidate because it's the most proven at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c178-l2|deepseek-small|Fuel50", "prompt": "c178-l2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend shortlisting **Gloat and Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-l2|deepseek-small|Avature", "prompt": "c178-l2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Evaluating: Avature ... a top-rated enterprise option"}, {"id": "mai-20260917-1752-baseline|c178-l2|deepseek-small|Eightfold AI", "prompt": "c178-l2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Downside: heavy multi-month implementation and enterprise-only pricing."}, {"id": "mai-20260917-1752-baseline|c178-l2|deepseek-small|Workday", "prompt": "c178-l2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider their native talent marketplaces first—cheaper and easier integration, though less sophisticated than best-of-breed"}, {"id": "mai-20260917-1752-baseline|c178-l2|deepseek-small|SAP SuccessFactors", "prompt": "c178-l2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider their native talent marketplaces first—cheaper and easier integration, though less sophisticated than best-of-breed"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|Gloat", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Pure-Play Market Leader: **Gloat** ... Best For: Large enterprises wanting a best-in-class, dedicated talent marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|Eightfold AI", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Talent Intelligence Powerhouse: **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|Fuel50", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Employee-Centric & Career Pathing Champion: **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|Workday Talent Marketplace", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ecosystem-native modules historically lack the depth of AI, user engagement, and specialized features of dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ecosystem-native modules historically lack the depth of AI, user engagement, and specialized features of dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|Degreed", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "employee career retention and upskilling $\\rightarrow$ Choose **Fuel50** or **Degreed**"}, {"id": "mai-20260917-1752-baseline|c178-l2|google-small|365Talents", "prompt": "c178-l2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look closely at **365Talents** (which has an incredibly strong EU/GDPR focus and multilingual matching)"}, {"id": "mai-20260917-1752-baseline|c178-l2|meta-small|Docebo", "prompt": "c178-l2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo - Best for organizations that want to make internal talent more visible, match employees to roles and projects based on skills"}, {"id": "mai-20260917-1752-baseline|c178-l2|meta-small|Guideflow", "prompt": "c178-l2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Guideflow - Offers a range of internal mobility software solutions for large enterprises."}, {"id": "mai-20260917-1752-baseline|c178-l2|meta-small|Mentorcliq", "prompt": "c178-l2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Mentorcliq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentorcliq - Provides a scalable and measurable internal mobility platform through mentoring and career development."}, {"id": "mai-20260917-1752-baseline|c178-l2|minimax-small|Gloat", "prompt": "c178-l2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Gloat** as the top choice"}, {"id": "mai-20260917-1752-baseline|c178-l2|minimax-small|Eightfold AI", "prompt": "c178-l2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold AI** and **Workday Talent Marketplace** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c178-l2|minimax-small|Workday Talent Marketplace", "prompt": "c178-l2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already using Workday HCM"}, {"id": "mai-20260917-1752-baseline|c178-l2|mistral-small|Docebo", "prompt": "c178-l2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** and **MentorcliQ** are top recommendations due to their scalability, integration capabilities, and focus on measurable internal mobility outcomes"}, {"id": "mai-20260917-1752-baseline|c178-l2|mistral-small|MentorcliQ", "prompt": "c178-l2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Docebo** and **MentorcliQ** are top recommendations"}, {"id": "mai-20260917-1752-baseline|c178-l2|mistral-small|Engagedly", "prompt": "c178-l2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers AI matching and is designed for large organizations, helping to streamline talent mobility and career pathing."}, {"id": "mai-20260917-1752-baseline|c178-l2|moonshot-small|Gloat", "prompt": "c178-l2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** — Best Overall for Enterprise Internal Mobility"}, {"id": "mai-20260917-1752-baseline|c178-l2|moonshot-small|Eightfold AI", "prompt": "c178-l2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Eightfold** if talent intelligence and external hiring are equally important priorities"}, {"id": "mai-20260917-1752-baseline|c178-l2|moonshot-small|Fuel50", "prompt": "c178-l2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fuel50** — Best for Skills Architecture & Career Pathing"}, {"id": "mai-20260917-1752-baseline|c178-l2|moonshot-small|Workday Talent Marketplace", "prompt": "c178-l2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Workday Talent Marketplace** (native integration)"}, {"id": "mai-20260917-1752-baseline|c178-l2|moonshot-small|SAP SuccessFactors Career & Development", "prompt": "c178-l2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors Career & Development", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider **SAP SuccessFactors Career & Development** or add **Gloat/Eightfold** for advanced marketplace features"}, {"id": "mai-20260917-1752-baseline|c178-l2|openai-small|Gloat", "prompt": "c178-l2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Gloat** as the strongest default choice for internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-l2|openai-small|Fuel50", "prompt": "c178-l2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** and **365Talents** as close alternatives depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c178-l2|openai-small|365Talents", "prompt": "c178-l2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**365Talents** if you want a platform focused on **skills strategy and workforce planning**"}, {"id": "mai-20260917-1752-baseline|c178-l2|openai-small|Neobrain", "prompt": "c178-l2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Neobrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Neobrain** if you want an enterprise platform that combines **internal talent marketplace + strategic workforce planning**"}, {"id": "mai-20260917-1752-baseline|c178-l2|xai-small|Gloat", "prompt": "c178-l2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Gloat as the top internal mobility platform."}, {"id": "mai-20260917-1752-baseline|c178-l2|xai-small|Workday Talent Marketplace", "prompt": "c178-l2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Existing Workday HCM users | Seamless integration, no extra vendor"}, {"id": "mai-20260917-1752-baseline|c178-l2|xai-small|Fuel50", "prompt": "c178-l2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Career pathing + retention | Personalized \"Career DNA\""}, {"id": "mai-20260917-1752-baseline|c178-l2|xai-small|Eightfold AI", "prompt": "c178-l2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI skills inference | Deep learning from vast data"}, {"id": "mai-20260917-1752-baseline|c178-l2|xai-small|Avature", "prompt": "c178-l2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly customizable for 10k+ employees; internal job sites."}, {"id": "mai-20260917-1752-baseline|c178-l2|zai-small|Workday Talent Marketplace", "prompt": "c178-l2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Best for Integration\" Choice: Workday Talent Marketplace ... this is the most seamless option"}, {"id": "mai-20260917-1752-baseline|c178-l2|zai-small|Eightfold AI", "prompt": "c178-l2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Eightfold AI if you want to overhaul your hiring strategy to be skills-based"}, {"id": "mai-20260917-1752-baseline|c178-l2|zai-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP SuccessFactors if you are already an SAP shop and need a native, feature-rich marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Gloat", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the leader in dedicated ITMs. Uses deep skill ontologies to match people to projects/gigs"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Eightfold AI", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose a platform like Gloat or Eightfold if your primary pain point is \"flight risk\""}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Phenom", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their marketplace brings \"candidate-first\" UX to internal mobility. Great for visualizing career paths"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Fuel50", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses heavily on the employee side (\"employee-led\"). Features gamification"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|SAP SuccessFactors", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though less specialized than pure plays"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Upwork Enterprise", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The largest talent pool in the world. \"Enterprise\" version adds procurement controls"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Toptal", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A vetted network claiming the \"top 3%.\" Higher cost, but lower management overhead"}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Catalant", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Catalant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose a platform like Upwork Enterprise or Catalant if your primary pain point is \"capacity\""}, {"id": "mai-20260917-1752-baseline|c178-l3|alibaba-small|Worksome / WorkMarket", "prompt": "c178-l3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Worksome / WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focused on \"contingent workforce management.\""}, {"id": "mai-20260917-1752-baseline|c178-l3|anthropic-small|Gloat", "prompt": "c178-l3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If AI-inferred skills and workforce planning depth matter most, Eightfold AI or Gloat are the most capable options, at a corresponding price and complexity point"}, {"id": "mai-20260917-1752-baseline|c178-l3|anthropic-small|Eightfold.ai", "prompt": "c178-l3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Eightfold AI or Gloat are the most capable options"}, {"id": "mai-20260917-1752-baseline|c178-l3|anthropic-small|Workday", "prompt": "c178-l3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "native integration that connects seamlessly with employee data... best for existing Workday customers"}, {"id": "mai-20260917-1752-baseline|c178-l3|anthropic-small|SAP SuccessFactors", "prompt": "c178-l3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "supports internal gigs and skills development within SuccessFactors using SAP skills architecture... enterprise controls suited for regulated environments"}, {"id": "mai-20260917-1752-baseline|c178-l3|anthropic-small|Talenteer", "prompt": "c178-l3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Talenteer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Talenteer focuses on internal talent mobility... especially valuable for large, diverse enterprises"}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|Gloat", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dedicated enterprise marketplace leader with strong AI matching and a strong employee-facing experience."}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|Eightfold AI", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong AI inference and talent intelligence, often positioned as broader than a pure marketplace."}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|Fuel50", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "People-science-grounded skills ontology, explainable matching, and strong career development features."}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|Phenom", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More of a broader talent experience platform with mobility and matching features."}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|Workday", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Marketplace is embedded in the native HCM ecosystem and works best when Workday is already the system of record."}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|Cornerstone", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Marketplace is tied closely to LMS/talent development workflows rather than being a pure-play marketplace."}, {"id": "mai-20260917-1752-baseline|c178-l3|challenger-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when the company wants governed internal postings and workflows inside SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Gloat", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a pure AI-driven internal marketplace for workforce agility, **Gloat** is the recognized enterprise leader."}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Eightfold AI", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want deep talent intelligence spanning internal and external talent, **Eightfold** wins."}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Fuel50", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want fast, clean, career-led mobility, **Fuel50** is the strongest."}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Workday", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already all-in on a major HCM suite, **Workday** or **SAP SuccessFactors** give you it natively"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|SAP SuccessFactors", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the integrated enterprise-HCM module"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Phenom", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Phenom** (external recruiting + internal mobility)"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Cornerstone", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable enterprise players include"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Beamery", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable enterprise players include **Phenom** ..., **Cornerstone**, **Beamery**"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|SkyHive", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SkyHive**, **365Talents**"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|365Talents", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**365Talents** (acquired by Docebo in 2026)"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Oracle", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "and **Oracle**'s HCM offering"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Toptal", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "about **external** talent marketplaces (like Toptal, Upwork Enterprise, Braintrust, or A.Team)"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Upwork Enterprise", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "like Toptal, Upwork Enterprise, Braintrust, or A.Team"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|Braintrust", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "like Toptal, Upwork Enterprise, Braintrust, or A.Team"}, {"id": "mai-20260917-1752-baseline|c178-l3|deepseek-small|A.Team", "prompt": "c178-l3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "A.Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "like Toptal, Upwork Enterprise, Braintrust, or A.Team"}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Gloat", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gloat is the category pioneer... built for massive, complex enterprises"}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Fuel50", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prioritize **Gloat** or **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Eightfold AI", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for organizations that want to unify external recruiting with internal mobility under one platform"}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Workday / SAP SuccessFactors (Ecosystem Add-ons)", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday / SAP SuccessFactors (Ecosystem Add-ons)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their AI matching capabilities are historically less specialized compared to Gloat or Eightfold"}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Upwork Enterprise", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Upwork Enterprise is built for scale."}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Toptal", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Toptal is expensive, but it remains the gold standard"}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Braintrust", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Braintrust operates as a user-owned talent network."}, {"id": "mai-20260917-1752-baseline|c178-l3|google-small|Catalant", "prompt": "c178-l3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Catalant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Catalant sits between general freelancing and elite management consulting."}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Gloat", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider Gloat (best for enterprise mobility)"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Eightfold AI", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold (best for skills intelligence)"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Fuel50", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fuel50 (best for career pathing)"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Workday Talent Marketplace", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday and SAP users may prefer native solutions"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|SAP SuccessFactors", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP ecosystem users | Integrated talent management"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Phenom", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Degreed or Phenom prioritize employee experience"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Degreed", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Degreed or Phenom prioritize employee experience"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Cornerstone", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-to-large enterprises | Comprehensive learning + talent management suite"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Upwork Enterprise", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Upwork Enterprise offers the most robust governance"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Toptal", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Toptal excels for specialized high-skill needs"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Freelancer Enterprise", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise procurement teams | Governance tools, consolidated invoicing"}, {"id": "mai-20260917-1752-baseline|c178-l3|minimax-small|Arc", "prompt": "c178-l3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Tech companies hiring developers | Curated developer talent"}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Gloat Talent Marketplace", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly regarded for internal talent mobility, AI-driven skills matching, and career pathing within large organizations."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Eightfold AI Talent Intelligence Platform", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI Talent Intelligence Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold AI and internal platforms like Gloat and Workday dominate in enterprise internal talent mobility solutions."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Workday Talent Marketplace", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrated with the Workday suite, offering robust internal talent mobility and skills-based workforce management."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|SAP SuccessFactors Talent Marketplace", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leverages SAP's ecosystem for enterprise talent management, with strong HRIS integration and compliance features."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Fuel50 Talent Marketplace", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50 Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for its skills ontology, AI matching, and support for internal career mobility and lateral moves."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Phenom Talent Experience Platform", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom Talent Experience Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emphasizes candidate and employee experience, with AI-driven talent matching and career development tools."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Degreed Skills + Talent Marketplace", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Degreed Skills + Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines skills development with talent marketplace features, focusing on continuous learning and internal mobility."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Cornerstone Talent Marketplace", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Part of the Cornerstone suite, supporting internal talent mobility and skills-based workforce planning."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|SkyHive Workforce Intelligence", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive Workforce Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Uses AI and workforce analytics to match talent with opportunities, both internal and external."}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Upwork Enterprise", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A leading external talent marketplace for enterprises, offering access to freelancers and contractors"}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Toptal", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others (like Upwork, Toptal, Catalant) focus on external freelancers or contractors"}, {"id": "mai-20260917-1752-baseline|c178-l3|mistral-small|Catalant", "prompt": "c178-l3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Catalant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "others (like Upwork, Toptal, Catalant) focus on external freelancers or contractors"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Gloat", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mature AI matching engine; strong integrations with Workday/SAP; used by Unilever, Schneider Electric, Mastercard | Pure AI-driven internal talent marketplace and workforce mobility"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Fuel50", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "5,000+ I/O psychologist-curated skills ontology; bias-tested matching; Career Advisor Agent"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Eightfold AI", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ML-inferred skills from employee data; strong talent intelligence"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Workday Talent Marketplace", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native Workday integration; seamless HRIS connectivity | Existing Workday customers wanting unified experience"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|SAP SuccessFactors", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-grade compliance; global reach | Large SAP-centric organizations"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Phenom", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talent experience platform; strong candidate experience focus"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Beamery", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Talent lifecycle management; CRM capabilities"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Toptal", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use Toptal when quality is paramount and budget is flexible"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Upwork Enterprise", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use Upwork Enterprise when you need volume, optionality, and cost control"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Turing", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Turing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use Turing when you need AI/ML talent or want AI-assisted matching at scale"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Andela", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Andela", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use Andela when building long-term engineering teams with African/LatAm talent"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|A.Team", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "A.Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Use A.Team when you need entire product teams rather than individuals"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Arc.dev", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Vetted marketplace | Developer-focused screening | Mid | Remote-first individual developer hires"}, {"id": "mai-20260917-1752-baseline|c178-l3|moonshot-small|Gigged.AI", "prompt": "c178-l3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gigged.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "AI-driven project scoping | AI-assisted talent matching | Mid | Quick project definition and matching"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|Eightfold AI", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want **skills AI across recruiting and mobility**, look at **Eightfold**"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|Gloat", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **best internal marketplace experience**, look first at **Gloat** or **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|Fuel50", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look first at **Gloat** or **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|Workday Talent Marketplace", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you want marketplace capabilities tightly embedded in the **Workday ecosystem**"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed to work within the SAP SuccessFactors environment"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|Phenom", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a **talent experience layer** across hiring and internal mobility, consider **Phenom**"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|HiredScore", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less of a classic employee-facing internal marketplace than Gloat/Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-l3|openai-small|Beamery", "prompt": "c178-l3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Talent CRM plus internal mobility and skills intelligence"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Gloat", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gloat excels in UX/marketplace feel"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Eightfold AI", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold in AI depth/graph scale"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Fuel50", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fuel50 in validated skills/pathing"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Workday/SAP SuccessFactors", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday/SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workday/SAP SuccessFactors (suite-integrated, less flexible)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Beamery", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Beamery/Phenom (talent lifecycle/CRM focus)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Phenom", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Beamery/Phenom (talent lifecycle/CRM focus)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Upwork Enterprise (now Lifted)", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork Enterprise (now Lifted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Upwork = volume/open marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|WorkMarket (ADP)", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "WorkMarket (ADP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "WorkMarket = compliance heavyweight"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Toptal", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Toptal/Catalant = premium/curated"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Catalant", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Catalant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Toptal/Catalant = premium/curated (higher rates, lower volume)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Worksome", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Worksome/Deel (global compliance/payments)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Deel", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Worksome/Deel (global compliance/payments)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|YunoJuno", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "YunoJuno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "YunoJuno (curated creative)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|SAP Fieldglass", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "SAP Fieldglass/Beeline (VMS with marketplace for staffing vendors)"}, {"id": "mai-20260917-1752-baseline|c178-l3|xai-small|Beeline", "prompt": "c178-l3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "SAP Fieldglass/Beeline (VMS with marketplace for staffing vendors)"}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Gloat", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For organizations prioritizing internal mobility and gig-based work, Gloat, Fuel50, and SkyHive stand out."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Eightfold AI", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For enterprises needing deep talent intelligence and analytics, Eightfold AI, Beamery, and SkyHive are strong choices."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Workday Talent Marketplace", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for organizations already on Workday"}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|SAP SuccessFactors Talent Marketplace", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native SAP ecosystem fit, especially for enterprises using SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Phenom Talent Experience Platform", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom Talent Experience Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Holistic talent experience platform; marketplace is part of a broader talent journey suite."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Fuel50 Talent Marketplace", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50 Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For organizations prioritizing internal mobility and gig-based work, Gloat, Fuel50, and SkyHive stand out."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Beamery Talent Lifecycle Platform", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery Talent Lifecycle Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Eightfold AI, Beamery, and SkyHive are strong choices"}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Degreed Skills + Talent Marketplace", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Degreed Skills + Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For organizations emphasizing learning-to-work pathways, Degreed and Cornerstone are notable."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|SkyHive Workforce Intelligence", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive Workforce Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Gloat, Fuel50, and SkyHive stand out"}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Cornerstone Talent Marketplace", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For organizations emphasizing learning-to-work pathways, Degreed and Cornerstone are notable."}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|GigFlow Enterprise", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "GigFlow Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "These are not talent marketplaces per se but are relevant for enterprises managing contingent and gig workers"}, {"id": "mai-20260917-1752-baseline|c178-l3|zai-small|Gignav", "prompt": "c178-l3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gignav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "On-demand talent marketplace for enterprises, combining private talent networks with AI"}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Workday (MyCareers)", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday (MyCareers)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Lowest Risk\" Choice: Native Ecosystem Tools ... **Workday (MyCareers)**"}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Oracle Talent Cloud", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Oracle Talent Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vendors:** **Workday (MyCareers)**, **Oracle Talent Cloud**, **SAP SuccessFactors**, **Microsoft Viva**."}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|SAP SuccessFactors", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Vendors:** **Workday (MyCareers)**, **Oracle Talent Cloud**, **SAP SuccessFactors**, **Microsoft Viva**."}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Microsoft Viva", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Microsoft Viva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Vendors:** **Workday (MyCareers)**, **Oracle Talent Cloud**, **SAP SuccessFactors**, **Microsoft Viva**."}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Culture Amp", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Low Marginal Cost\" Choice: Engagement Bundles ... **Culture Amp**, **Lattice**, **Glint (SHL)**"}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Lattice", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Adding the \"Internal Moves\" module often incurs a flat annual add-on fee or a very low marginal cost per employee."}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Glint (SHL)", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Glint (SHL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Vendors:** **Culture Amp**, **Lattice**, **Glint (SHL)**."}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Springboard", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Springboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Positions itself as a modern \"Talent Marketplace\" specifically. They are known for rapid deployment"}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|Eightfold AI", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "*Warning:* While powerful, they are enterprise-priced and require heavy negotiation to keep implementation costs flat."}, {"id": "mai-20260917-1752-baseline|c178-l4|alibaba-small|HiBob", "prompt": "c178-l4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Bob allows you to create internal gigs and moves within their HRIS."}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|Gloat", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gloat wins for large enterprises where the primary problem is moving talent to where it is needed now."}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|Fuel50", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fuel50** - Best for transparent pricing and faster ROI"}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|Eightfold AI", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fuel50, Engagedly, and TalentGuard all offer more pricing transparency than Eightfold."}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|Workday", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "integrated HR suites like Workday and SAP offer streamlined deployment"}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|SAP", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integrated HR suites like Workday and SAP offer streamlined deployment"}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|Engagedly", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fuel50, Engagedly, and TalentGuard all offer more pricing transparency than Eightfold."}, {"id": "mai-20260917-1752-baseline|c178-l4|anthropic-small|TalentGuard", "prompt": "c178-l4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fuel50, Engagedly, and TalentGuard all offer more pricing transparency than Eightfold."}, {"id": "mai-20260917-1752-baseline|c178-l4|challenger-small|Workday", "prompt": "c178-l4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Workday** for the most predictable total cost"}, {"id": "mai-20260917-1752-baseline|c178-l4|challenger-small|Gloat", "prompt": "c178-l4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gloat** is the most consistently recommended option at enterprise scale, but the available results do not give enough pricing detail"}, {"id": "mai-20260917-1752-baseline|c178-l4|challenger-small|TalentGuard", "prompt": "c178-l4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Results show per-user pricing, but that can become less predictable at thousands of users"}, {"id": "mai-20260917-1752-baseline|c178-l4|deepseek-small|Gloat", "prompt": "c178-l4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gloat is the strongest, most predictable choice for large-scale internal talent mobility."}, {"id": "mai-20260917-1752-baseline|c178-l4|deepseek-small|Eightfold", "prompt": "c178-l4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Deep AI, but implementation costs often $1M+ for 10K users; complexity adds risk"}, {"id": "mai-20260917-1752-baseline|c178-l4|deepseek-small|Fuel50", "prompt": "c178-l4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then consider **Cornerstone** (especially if you use their LMS already) or **Fuel50** with a reduced module scope."}, {"id": "mai-20260917-1752-baseline|c178-l4|deepseek-small|Phenom", "prompt": "c178-l4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low — often $10K+/month minimum | More aligned with external recruiting; internal marketplace is newer"}, {"id": "mai-20260917-1752-baseline|c178-l4|deepseek-small|Cornerstone (Talent Marketplace module)", "prompt": "c178-l4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Cornerstone (Talent Marketplace module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest if you already use Cornerstone, but only if you need a basic marketplace, not AI-driven gigs"}, {"id": "mai-20260917-1752-baseline|c178-l4|google-small|Workday Talent Marketplace", "prompt": "c178-l4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Workday Talent Marketplace or SAP SuccessFactors if you already use these platforms; they offer the lowest implementation friction and the most predictable contract expansion."}, {"id": "mai-20260917-1752-baseline|c178-l4|google-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-l4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most cost-predictable choice is to deploy their native marketplace modules: Workday Talent Marketplace or SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l4|google-small|ServiceNow Talent Workflows", "prompt": "c178-l4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "ServiceNow Talent Workflows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ServiceNow Talent Workflows if your company is workflow-heavy and wants a flat-tier enterprise addition to an existing portal."}, {"id": "mai-20260917-1752-baseline|c178-l4|google-small|Teamflect", "prompt": "c178-l4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teamflect is an excellent alternative... transparent, fixed-price philosophy"}, {"id": "mai-20260917-1752-baseline|c178-l4|google-small|Gloat", "prompt": "c178-l4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose Gloat or Eightfold only if you negotiate a flat-rate ELA; do not accept standard PEPM billing for thousands of users"}, {"id": "mai-20260917-1752-baseline|c178-l4|google-small|Eightfold AI", "prompt": "c178-l4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you will face custom, \"quote-only\" pricing"}, {"id": "mai-20260917-1752-baseline|c178-l4|meta-small|Eightfold", "prompt": "c178-l4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top contenders in this space include Eightfold, Gloat, and Fuel50, among others."}, {"id": "mai-20260917-1752-baseline|c178-l4|meta-small|Gloat", "prompt": "c178-l4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top contenders in this space include Eightfold, Gloat, and Fuel50, among others."}, {"id": "mai-20260917-1752-baseline|c178-l4|meta-small|Fuel50", "prompt": "c178-l4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top contenders in this space include Eightfold, Gloat, and Fuel50, among others."}, {"id": "mai-20260917-1752-baseline|c178-l4|minimax-small|Gloat", "prompt": "c178-l4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gloat** | Fortune 500, AI-native marketplace | Custom (reported $8-15/PEPM)"}, {"id": "mai-20260917-1752-baseline|c178-l4|minimax-small|Eightfold", "prompt": "c178-l4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Eightfold** | Enterprise with existing Eightfold footprint | Custom (~$10+/PEPM)"}, {"id": "mai-20260917-1752-baseline|c178-l4|minimax-small|Fuel50", "prompt": "c178-l4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with 365Talents or Fuel50** — both have more transparent (though not public) pricing structures and may offer capped arrangements"}, {"id": "mai-20260917-1752-baseline|c178-l4|minimax-small|365Talents", "prompt": "c178-l4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with 365Talents or Fuel50** — both have more transparent (though not public) pricing structures"}, {"id": "mai-20260917-1752-baseline|c178-l4|mistral-small|Gloat", "prompt": "c178-l4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat:** Best for large, matrixed enterprises focused on internal mobility and workforce agility."}, {"id": "mai-20260917-1752-baseline|c178-l4|mistral-small|Fuel50", "prompt": "c178-l4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50:** Strong for skills governance and career development, with enterprise-scale pricing."}, {"id": "mai-20260917-1752-baseline|c178-l4|mistral-small|Eightfold AI", "prompt": "c178-l4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for end-to-end talent lifecycle management, with custom enterprise pricing starting around $150K+ annually."}, {"id": "mai-20260917-1752-baseline|c178-l4|mistral-small|ProFinda", "prompt": "c178-l4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "ProFinda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ProFinda:** Enables data-based decisions with cost and timing considerations, suitable for large organizations"}, {"id": "mai-20260917-1752-baseline|c178-l4|moonshot-small|Gloat", "prompt": "c178-l4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: High cost, complex implementation ... ⭐⭐⭐ (High variable cost)"}, {"id": "mai-20260917-1752-baseline|c178-l4|moonshot-small|Fuel50", "prompt": "c178-l4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need enterprise-grade capabilities with some cost predictability: Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-l4|moonshot-small|Eightfold AI", "prompt": "c178-l4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gloat or Eightfold, but budget $2M+ annually with less predictability"}, {"id": "mai-20260917-1752-baseline|c178-l4|moonshot-small|JobCannon", "prompt": "c178-l4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "JobCannon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the most predictable cost: JobCannon offers true flat-fee pricing"}, {"id": "mai-20260917-1752-baseline|c178-l4|openai-small|Fuel50", "prompt": "c178-l4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fuel50 is the better fit when cost predictability is the top priority"}, {"id": "mai-20260917-1752-baseline|c178-l4|openai-small|Gloat", "prompt": "c178-l4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gloat is still a strong contender... per-employee pricing and rollout complexity, which can make total cost less predictable"}, {"id": "mai-20260917-1752-baseline|c178-l4|xai-small|Workday Talent Marketplace", "prompt": "c178-l4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best option for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-1752-baseline|c178-l4|xai-small|Gloat", "prompt": "c178-l4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Leader in AI gigs/projects, but opaque... leading to unpredictable TCO"}, {"id": "mai-20260917-1752-baseline|c178-l4|xai-small|Eightfold", "prompt": "c178-l4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong AI, but quote-based"}, {"id": "mai-20260917-1752-baseline|c178-l4|xai-small|Fuel50", "prompt": "c178-l4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Career-focused; scales but not fixed."}, {"id": "mai-20260917-1752-baseline|c178-l4|xai-small|TalentGuard", "prompt": "c178-l4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "offers fixed tiers but targets mid-market (100–1,000s users), with less scale for massive enterprises"}, {"id": "mai-20260917-1752-baseline|c178-l4|xai-small|SAP SuccessFactors", "prompt": "c178-l4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If on SAP, predictable add-on."}, {"id": "mai-20260917-1752-baseline|c178-l4|zai-small|TalentGuard", "prompt": "c178-l4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **TalentGuard**."}, {"id": "mai-20260917-1752-baseline|c178-l4|zai-small|Gloat", "prompt": "c178-l4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is the least predictable regarding pricing"}, {"id": "mai-20260917-1752-baseline|c178-l4|zai-small|Fuel50", "prompt": "c178-l4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fuel50 is the runner-up."}, {"id": "mai-20260917-1752-baseline|c178-l5|google-small|Gloat", "prompt": "c178-l5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "choosing the right platform (such as Gloat, Fuel50, Eightfold, or native modules within Workday/SAP)"}, {"id": "mai-20260917-1752-baseline|c178-l5|google-small|Fuel50", "prompt": "c178-l5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Gloat, Fuel50, Eightfold, or native modules within Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c178-l5|google-small|Eightfold", "prompt": "c178-l5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Gloat, Fuel50, Eightfold, or native modules within Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c178-l5|google-small|Workday", "prompt": "c178-l5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "native modules within Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c178-l5|google-small|SAP", "prompt": "c178-l5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "native modules within Workday/SAP"}, {"id": "mai-20260917-1752-baseline|c178-l5|meta-small|Talent IQ", "prompt": "c178-l5", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Talent IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Talent IQ: Offers AI-driven talent matching, integration with existing HR systems, and a user-friendly interface."}, {"id": "mai-20260917-1752-baseline|c178-l5|meta-small|Phenom Talent Marketplace", "prompt": "c178-l5", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Phenom Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides AI-driven matching, SOC 2 Type II certification, and GDPR and CCPA compliance."}, {"id": "mai-20260917-1752-baseline|c178-l5|meta-small|GoFIGR Talent Marketplace", "prompt": "c178-l5", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "GoFIGR Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers AI-driven internal opportunity matching, native integrations with major HRIS, and customizable security settings."}, {"id": "mai-20260917-1752-baseline|c178-l5|mistral-small|Eightfold", "prompt": "c178-l5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research leading vendors (e.g., Eightfold, Glint, Gloat, Fuel50, internal tools like Workday Talent Marketplace)."}, {"id": "mai-20260917-1752-baseline|c178-l5|mistral-small|Glint", "prompt": "c178-l5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research leading vendors (e.g., Eightfold, Glint, Gloat, Fuel50, internal tools like Workday Talent Marketplace)."}, {"id": "mai-20260917-1752-baseline|c178-l5|mistral-small|Gloat", "prompt": "c178-l5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research leading vendors (e.g., Eightfold, Glint, Gloat, Fuel50, internal tools like Workday Talent Marketplace)."}, {"id": "mai-20260917-1752-baseline|c178-l5|mistral-small|Fuel50", "prompt": "c178-l5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research leading vendors (e.g., Eightfold, Glint, Gloat, Fuel50, internal tools like Workday Talent Marketplace)."}, {"id": "mai-20260917-1752-baseline|c178-l5|mistral-small|Workday Talent Marketplace", "prompt": "c178-l5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "internal tools like Workday Talent Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-l5|moonshot-small|Gloat", "prompt": "c178-l5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** – Strongest for large-scale enterprise skills matching"}, {"id": "mai-20260917-1752-baseline|c178-l5|moonshot-small|Fuel50", "prompt": "c178-l5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** – Best for transparent career pathways"}, {"id": "mai-20260917-1752-baseline|c178-l5|moonshot-small|Eightfold AI", "prompt": "c178-l5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Eightfold AI** – Deepest AI skills intelligence"}, {"id": "mai-20260917-1752-baseline|c178-l5|moonshot-small|Phenom", "prompt": "c178-l5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Phenom** – Integrated talent experience platform"}, {"id": "mai-20260917-1752-baseline|c178-l5|moonshot-small|Avature", "prompt": "c178-l5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Avature** – Highly configurable, strong in regulated industries"}, {"id": "mai-20260917-1752-baseline|c178-l5|moonshot-small|Workday Talent Marketplace", "prompt": "c178-l5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workday Talent Marketplace** – Native if you're on Workday"}, {"id": "mai-20260917-1752-baseline|c178-l5|xai-small|Gloat", "prompt": "c178-l5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-4 (e.g., Gloat for gigs, Workday if in-ecosystem, Eightfold for AI)."}, {"id": "mai-20260917-1752-baseline|c178-l5|xai-small|Eightfold AI", "prompt": "c178-l5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold for AI"}, {"id": "mai-20260917-1752-baseline|c178-l5|xai-small|Fuel50", "prompt": "c178-l5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gloat, Eightfold AI, Fuel50, Workday Skills Cloud, Phenom, or Avature—top-rated"}, {"id": "mai-20260917-1752-baseline|c178-l5|xai-small|Workday Skills Cloud", "prompt": "c178-l5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday if in-ecosystem"}, {"id": "mai-20260917-1752-baseline|c178-l5|xai-small|Phenom", "prompt": "c178-l5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Phenom, or Avature—top-rated in Gartner, G2, and HR reviews"}, {"id": "mai-20260917-1752-baseline|c178-l5|xai-small|Avature", "prompt": "c178-l5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Phenom, or Avature—top-rated in Gartner, G2, and HR reviews for 2024-2026"}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Upwork", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **Upwork**, **Fiverr**, and **Freelancer.com** are primarily designed for SMEs and individual freelancers. For large enterprises, they present several critical risks"}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Fiverr", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid/Open Marketplaces | Upwork, Fiverr (for complex/hourly work)"}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Freelancer.com", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms like **Upwork**, **Fiverr**, and **Freelancer.com** ... present several critical risks"}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Gloat", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Invest in **AI-driven Internal Talent Marketplaces** (e.g., Gloat, Fuel54) with active change management programs."}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Fuel54", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fuel54", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Invest in **AI-driven Internal Talent Marketplaces** (e.g., Gloat, Fuel54)"}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Talent Marketplace by Unilever", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Talent Marketplace by Unilever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Internal talent marketplaces (like **Gloat**, **Fuel54**, **Talent Marketplace by Unilever**) are often *recommended* for large enterprises"}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|LinkedIn Pro Finder", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "LinkedIn Pro Finder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Enterprise-Vetted Agencies** or **Platform Partnerships** (e.g., LinkedIn Pro Finder, Wellfound) with custom NDAs and SLAs."}, {"id": "mai-20260917-1752-baseline|c178-l6|alibaba-small|Wellfound", "prompt": "c178-l6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platform Partnerships** (e.g., LinkedIn Pro Finder, Wellfound) with custom NDAs and SLAs."}, {"id": "mai-20260917-1752-baseline|c178-l6|anthropic-small|Gloat", "prompt": "c178-l6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Gloat** - While popular for internal mobility, it has a steep learning curve reported by reviewers... enterprise-only pricing with limited mid-market accessibility."}, {"id": "mai-20260917-1752-baseline|c178-l6|anthropic-small|Upwork", "prompt": "c178-l6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**General Freelance Marketplaces (like Upwork, Fiverr)** Companies with strong branding face constant quality battles"}, {"id": "mai-20260917-1752-baseline|c178-l6|anthropic-small|Fiverr", "prompt": "c178-l6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**General Freelance Marketplaces (like Upwork, Fiverr)** Companies with strong branding face constant quality battles"}, {"id": "mai-20260917-1752-baseline|c178-l6|challenger-small|Upwork", "prompt": "c178-l6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious with broad, open freelance marketplaces** like Upwork, Fiverr, and similar platforms when they need vetted talent, strong compliance"}, {"id": "mai-20260917-1752-baseline|c178-l6|challenger-small|Fiverr", "prompt": "c178-l6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious with broad, open freelance marketplaces** like Upwork, Fiverr, and similar platforms"}, {"id": "mai-20260917-1752-baseline|c178-l6|challenger-small|WorkMarket", "prompt": "c178-l6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better served by more curated or enterprise-oriented options such as **WorkMarket** for external volume"}, {"id": "mai-20260917-1752-baseline|c178-l6|challenger-small|Gloat", "prompt": "c178-l6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gloat** for internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-l6|challenger-small|Toptal", "prompt": "c178-l6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For senior vetted freelance work, **Toptal** is repeatedly positioned as more enterprise-aligned than broad open marketplaces."}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Upwork", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** | Open consumer gig (Upwork, Fiverr) | Misclassification, IP loss, fraud, no compliance support"}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Fiverr", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Recommendation:** Do not use these as a primary enterprise sourcing channel."}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Gloat", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Internal talent marketplaces (e.g., Gloat, Fuel50, Eightfold) can fail spectacularly if they rely on **self-reported skills**"}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Fuel50", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Internal talent marketplaces (e.g., Gloat, Fuel50, Eightfold) can fail spectacularly if they rely on **self-reported skills**"}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Eightfold", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Internal talent marketplaces (e.g., Gloat, Fuel50, Eightfold) can fail spectacularly if they rely on **self-reported skills**"}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Toptal", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "managed marketplaces (like Toptal, Andela, or specialized IT staffing) absorb more risk than open platforms, they vary widely"}, {"id": "mai-20260917-1752-baseline|c178-l6|deepseek-small|Andela", "prompt": "c178-l6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Andela", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "managed marketplaces (like Toptal, Andela, or specialized IT staffing) absorb more risk than open platforms, they vary widely"}, {"id": "mai-20260917-1752-baseline|c178-l6|google-small|Gloat", "prompt": "c178-l6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize vendors like Gloat or Fuel50, which have proven frameworks for helping enterprises shift toward a \"skills-first\" culture"}, {"id": "mai-20260917-1752-baseline|c178-l6|google-small|Fuel50", "prompt": "c178-l6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Look for hybrid platforms that combine AI intelligence with human-curated, I/O psychologist-backed skills taxonomies (such as Fuel50)"}, {"id": "mai-20260917-1752-baseline|c178-l6|google-small|Eightfold AI", "prompt": "c178-l6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Several major AI talent intelligence and matching platforms (most notably **Eightfold AI** and **Workday**) have faced high-profile class-action lawsuits."}, {"id": "mai-20260917-1752-baseline|c178-l6|google-small|Workday", "prompt": "c178-l6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Native HCM modules typically rely on static employee profiles and basic keyword matching... rendering the marketplace dead on arrival."}, {"id": "mai-20260917-1752-baseline|c178-l6|google-small|SAP SuccessFactors", "prompt": "c178-l6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these legacy add-ons historically suffer from **abysmally low employee and manager adoption**"}, {"id": "mai-20260917-1752-baseline|c178-l6|google-small|Oracle", "prompt": "c178-l6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these legacy add-ons historically suffer from **abysmally low employee and manager adoption**"}, {"id": "mai-20260917-1752-baseline|c178-l6|meta-small|Upwork", "prompt": "c178-l6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for all large enterprises, especially those with complex hiring needs."}, {"id": "mai-20260917-1752-baseline|c178-l6|meta-small|Gloat", "prompt": "c178-l6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "slow to implement and sized for organizations with thousands of employees and an IT team willing to own the rollout"}, {"id": "mai-20260917-1752-baseline|c178-l6|meta-small|Eightfold AI", "prompt": "c178-l6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it does not have built-in LMS or performance tools, which may be a limitation for large enterprises."}, {"id": "mai-20260917-1752-baseline|c178-l6|meta-small|Workday Talent Marketplace", "prompt": "c178-l6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is expensive and slow to implement, which may be a deterrent for large enterprises."}, {"id": "mai-20260917-1752-baseline|c178-l6|meta-small|Phenom", "prompt": "c178-l6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not be suitable for large enterprises with complex hiring needs."}, {"id": "mai-20260917-1752-baseline|c178-l6|minimax-small|Upwork", "prompt": "c178-l6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid traditional gig platforms like Fiverr and be very cautious with Upwork and Toptal for critical roles"}, {"id": "mai-20260917-1752-baseline|c178-l6|minimax-small|Fiverr", "prompt": "c178-l6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large enterprises should avoid traditional gig platforms like Fiverr"}, {"id": "mai-20260917-1752-baseline|c178-l6|minimax-small|WorkMarket", "prompt": "c178-l6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**WorkMarket** (now part of ADP) - enterprise-grade with deep payroll/compliance integration"}, {"id": "mai-20260917-1752-baseline|c178-l6|minimax-small|Gloat", "prompt": "c178-l6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gloat** - for internal talent marketplaces"}, {"id": "mai-20260917-1752-baseline|c178-l6|minimax-small|Toptal", "prompt": "c178-l6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be very cautious with Upwork and Toptal for critical roles"}, {"id": "mai-20260917-1752-baseline|c178-l6|mistral-small|Upwork Enterprise", "prompt": "c178-l6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with Upwork Enterprise, Toptal, and Braintrust due to high costs, limited transparency, or operational burdens"}, {"id": "mai-20260917-1752-baseline|c178-l6|mistral-small|Andela", "prompt": "c178-l6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Andela", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large enterprises should avoid Andela due to poor independent ratings"}, {"id": "mai-20260917-1752-baseline|c178-l6|mistral-small|Toptal", "prompt": "c178-l6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious with Upwork Enterprise, Toptal, and Braintrust due to high costs, limited transparency, or operational burdens"}, {"id": "mai-20260917-1752-baseline|c178-l6|mistral-small|Braintrust", "prompt": "c178-l6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Braintrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires significant internal recruiting resources to manage the process"}, {"id": "mai-20260917-1752-baseline|c178-l6|moonshot-small|Upwork (non-Enterprise tiers)", "prompt": "c178-l6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork (non-Enterprise tiers)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Upwork (non-Enterprise tiers)** and **Fiverr** present substantial risks for enterprise use"}, {"id": "mai-20260917-1752-baseline|c178-l6|moonshot-small|Fiverr", "prompt": "c178-l6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Upwork (non-Enterprise tiers)** and **Fiverr** present substantial risks for enterprise use"}, {"id": "mai-20260917-1752-baseline|c178-l6|moonshot-small|Gigster", "prompt": "c178-l6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gigster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Unclear vetting process**: Unlike Toptal's transparent screening, Gigster's quality assurance is opaque"}, {"id": "mai-20260917-1752-baseline|c178-l6|moonshot-small|Toptal", "prompt": "c178-l6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike Toptal's transparent screening, Gigster's quality assurance is opaque"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Upwork", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should exercise caution with general open marketplaces like Upwork, Fiverr, Freelancer.com, and Guru, as they often fall short"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Fiverr", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Talent quality variability: Gig-focused model leads to spam, unverified portfolios"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Freelancer.com", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "No vetting: Pure open bidding—unqualified bids, scams, self-reported skills"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Guru", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Guru reviews note it's for small, cheap projects only"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Workday Skills Cloud", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Internal talent marketplaces (e.g., Workday Skills Cloud): Stalled adoption, low profile completion, fails for full mobility beyond gigs"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Toptal", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for vetted/managed platforms like Toptal (top 3% talent, but watch high costs/hourly opacity; 4.7/5 ratings)"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Andela", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Andela", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Andela (enterprise-focused, but premium pricing/AI vetting critiques)"}, {"id": "mai-20260917-1752-baseline|c178-l6|xai-small|Worksuite", "prompt": "c178-l6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Or specialized FMS like Worksuite for compliance."}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Indeed", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely | Generic, high‑volume job boards | ... Indeed, Monster, CareerBuilder, Craigslist, Glassdoor"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Monster", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Indeed, Monster, CareerBuilder, Craigslist, Glassdoor (as a pure job board)"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|CareerBuilder", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "CareerBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Indeed, Monster, CareerBuilder, Craigslist, Glassdoor (as a pure job board)"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Craigslist", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Indeed, Monster, CareerBuilder, Craigslist, Glassdoor (as a pure job board)"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Glassdoor", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Glassdoor (as a pure job board)"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Upwork", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Upwork (as a general marketplace), Fiverr, Freelancer, PeoplePerHour"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Fiverr", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Upwork (as a general marketplace), Fiverr, Freelancer, PeoplePerHour"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Freelancer", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Upwork (as a general marketplace), Fiverr, Freelancer, PeoplePerHour"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|PeoplePerHour", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Upwork (as a general marketplace), Fiverr, Freelancer, PeoplePerHour"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|LinkedIn", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "LinkedIn (if used only for organic referrals), Facebook Jobs, Twitter Jobs"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Facebook Jobs", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Facebook Jobs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "LinkedIn (if used only for organic referrals), Facebook Jobs, Twitter Jobs"}, {"id": "mai-20260917-1752-baseline|c178-l6|zai-small|Twitter Jobs", "prompt": "c178-l6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Twitter Jobs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "LinkedIn (if used only for organic referrals), Facebook Jobs, Twitter Jobs"}, {"id": "mai-20260917-1752-baseline|c178-m1|alibaba-small|TalentGuard", "prompt": "c178-m1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** — Best Overall Value for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c178-m1|alibaba-small|Fuel50", "prompt": "c178-m1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** — Best for Employee Experience & Career Pathing"}, {"id": "mai-20260917-1752-baseline|c178-m1|alibaba-small|Gloat", "prompt": "c178-m1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat**: Can feel \"enterprise-heavy\" and may be overkill if you're just starting internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-m1|alibaba-small|Eightfold AI", "prompt": "c178-m1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eightfold AI** — Best for Skills Intelligence & Hiring Integration"}, {"id": "mai-20260917-1752-baseline|c178-m1|anthropic-small|Fuel50", "prompt": "c178-m1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fuel50** appears to be the strongest choice for mid-market organizations."}, {"id": "mai-20260917-1752-baseline|c178-m1|anthropic-small|Eightfold AI", "prompt": "c178-m1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "15-month ROI compared to Eightfold AI's 17 months"}, {"id": "mai-20260917-1752-baseline|c178-m1|anthropic-small|Gloat", "prompt": "c178-m1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "another capable option, though G2 and Gartner reviewers report a steep learning curve and complex initial setup."}, {"id": "mai-20260917-1752-baseline|c178-m1|anthropic-small|Phenom", "prompt": "c178-m1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Phenom** may be worth considering ... can be a strong choice when you want mobility to connect with broader talent workflows."}, {"id": "mai-20260917-1752-baseline|c178-m1|challenger-small|Fuel50", "prompt": "c178-m1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fuel50** is the best overall internal talent marketplace for a typical mid-market B2B company"}, {"id": "mai-20260917-1752-baseline|c178-m1|challenger-small|Engagedly", "prompt": "c178-m1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Engagedly** is the strongest mid-market fit in these results for a company that also wants **readiness intelligence, succession planning, and development**"}, {"id": "mai-20260917-1752-baseline|c178-m1|challenger-small|365Talents", "prompt": "c178-m1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong fit if you want skills-driven routing and simpler deployment for a mid-size team."}, {"id": "mai-20260917-1752-baseline|c178-m1|challenger-small|Gloat", "prompt": "c178-m1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best “pure-play” internal marketplace, but the results imply it is more enterprise-oriented."}, {"id": "mai-20260917-1752-baseline|c178-m1|challenger-small|Eightfold AI", "prompt": "c178-m1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong skills AI, but multiple results suggest it is often more than mid-market teams need."}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|365Talents", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default for a mid-market B2B company, I'd start with **365Talents**"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|SkyHive", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SkyHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. SkyHive** (best skills AI + talent intelligence)"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Fuel50", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist **Fuel50** if retention and career-path visibility are your top priority"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Gloat", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "built more for enterprise (1,000+ headcount, global) — can be excessive and pricey for smaller mid-market teams"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Eightfold", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Larger platforms (Eightfold, Gloat, Workday, SAP) are often \"excessive\" for this segment"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Skima AI", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "365Talents and Skima AI are called out repeatedly as better for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Workday", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Larger platforms (Eightfold, Gloat, Workday, SAP) are often \"excessive\" for this segment"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|SAP", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Larger platforms (Eightfold, Gloat, Workday, SAP) are often \"excessive\" for this segment"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Neobrain", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Neobrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SMID platforms (like 365Talents, Skima, Neobrain, Sprad) are actually the *fastest-growing* segment"}, {"id": "mai-20260917-1752-baseline|c178-m1|deepseek-small|Sprad", "prompt": "c178-m1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Sprad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SMID platforms (like 365Talents, Skima, Neobrain, Sprad) are actually the *fastest-growing* segment"}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Gloat", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Gloat & Eightfold:** Unless you have more than 2,000 employees... these enterprise solutions can result in low adoption and high implementation fatigue."}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Eightfold AI", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to Avoid in the Mid-Market... these enterprise solutions can result in low adoption and high implementation fatigue."}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Nestor", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Nestor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Standalone & Easiest to Implement: **Nestor**... go with **Nestor**."}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Docebo + 365Talents", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Docebo + 365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Learning & Upskilling: **Docebo + 365Talents**"}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Fuel50", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Structured Career Pathing: **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Engagedly", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Performance & Succession: **Engagedly**"}, {"id": "mai-20260917-1752-baseline|c178-m1|google-small|Workday Talent Marketplace", "prompt": "c178-m1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "notoriously click-heavy and complex for a nimble mid-market player"}, {"id": "mai-20260917-1752-baseline|c178-m1|meta-small|Sprad", "prompt": "c178-m1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Sprad", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sprad - Often fits EU/DACH mid-market rollouts with desk + deskless needs and strong internal mobility workflows."}, {"id": "mai-20260917-1752-baseline|c178-m1|meta-small|Gloat", "prompt": "c178-m1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gloat - Best “pure-play” internal marketplace."}, {"id": "mai-20260917-1752-baseline|c178-m1|meta-small|Phenom", "prompt": "c178-m1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Phenom - Best experience-led talent journeys."}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|365Talents", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically noted as ideal for mid-size companies needing skills-driven internal mobility without custom development"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|TalentGuard", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong AI-powered career pathing, internal mobility, and skills development; well-suited for mid-market"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|Fuel50", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Career pathing-led mobility with strong employee growth angle"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|Eightfold", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-powered matching, internal mobility, and career development"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|Phenom Talent Marketplace", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for repeatable internal opportunity routing with integrated employee profiles"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|Sprad", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Sprad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often fits mid-market rollouts with desk + deskless needs"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|CornerStone", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "CornerStone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use an enterprise HCM ecosystem: consider CornerStone or Workday modules"}, {"id": "mai-20260917-1752-baseline|c178-m1|minimax-small|Workday", "prompt": "c178-m1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider CornerStone or Workday modules"}, {"id": "mai-20260917-1752-baseline|c178-m1|mistral-small|365Talents", "prompt": "c178-m1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**365Talents** is often considered the top choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c178-m1|mistral-small|Sprad", "prompt": "c178-m1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Sprad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprad** is another strong contender, especially for EU/DACH mid-market companies"}, {"id": "mai-20260917-1752-baseline|c178-m1|mistral-small|Engagedly", "prompt": "c178-m1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Engagedly** is recommended for mid-market and upper-mid-market HR teams"}, {"id": "mai-20260917-1752-baseline|c178-m1|moonshot-small|365Talents", "prompt": "c178-m1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting your evaluation with **365Talents** or **Gloat**. 365Talents offers the best price-to-value ratio and fastest implementation for mid-market needs"}, {"id": "mai-20260917-1752-baseline|c178-m1|moonshot-small|Gloat", "prompt": "c178-m1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "while Gloat provides the most mature pure marketplace experience if budget allows"}, {"id": "mai-20260917-1752-baseline|c178-m1|moonshot-small|Fuel50", "prompt": "c178-m1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fuel50** \\u2013 Strong Alternative to Gloat"}, {"id": "mai-20260917-1752-baseline|c178-m1|moonshot-small|Eightfold AI", "prompt": "c178-m1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May be over-engineered and more expensive for pure mid-market needs"}, {"id": "mai-20260917-1752-baseline|c178-m1|moonshot-small|Engagedly", "prompt": "c178-m1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Career pathing focus** | Fuel50 or Engagedly"}, {"id": "mai-20260917-1752-baseline|c178-m1|openai-small|Fuel50", "prompt": "c178-m1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many mid-market B2B companies: Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-m1|openai-small|365Talents", "prompt": "c178-m1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a broader **skills intelligence / job architecture / career development** stack"}, {"id": "mai-20260917-1752-baseline|c178-m1|openai-small|Gloat", "prompt": "c178-m1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a very strong pure-play talent marketplace... but it's generally more commonly positioned for larger organizations"}, {"id": "mai-20260917-1752-baseline|c178-m1|openai-small|Workday", "prompt": "c178-m1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already run Workday and want tight native integration, though the marketplace may be less flexible"}, {"id": "mai-20260917-1752-baseline|c178-m1|xai-small|365Talents", "prompt": "c178-m1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**365Talents** (Strongest frequent mention for mid-size)"}, {"id": "mai-20260917-1752-baseline|c178-m1|xai-small|Fuel50", "prompt": "c178-m1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** (Great for career-focused mobility)"}, {"id": "mai-20260917-1752-baseline|c178-m1|xai-small|Sprad", "prompt": "c178-m1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Sprad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprad** (EU/DACH mid-market specialist)"}, {"id": "mai-20260917-1752-baseline|c178-m1|xai-small|Gloat", "prompt": "c178-m1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Gloat | Mature gigs/projects | ... Overkill*"}, {"id": "mai-20260917-1752-baseline|c178-m1|xai-small|Phenom", "prompt": "c178-m1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Phenom | TA + internal unified | 4.2+ | Custom | Good"}, {"id": "mai-20260917-1752-baseline|c178-m1|xai-small|Eightfold", "prompt": "c178-m1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Gloat/Phenom/Eightfold excel for larger scales but can work for upper mid-market; often pricier"}, {"id": "mai-20260917-1752-baseline|c178-m1|zai-small|Fuel50", "prompt": "c178-m1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid‑market B2B:** **Fuel50** (employee engagement + skills‑based development) or **Gloat**"}, {"id": "mai-20260917-1752-baseline|c178-m1|zai-small|Gloat", "prompt": "c178-m1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for mid‑market B2B:** **Fuel50** ... or **Gloat** (mature gig/project marketplace)"}, {"id": "mai-20260917-1752-baseline|c178-m1|zai-small|Beamery", "prompt": "c178-m1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for HR‑led, structured workflows:** **Beamery** or **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c178-m1|zai-small|TalentGuard", "prompt": "c178-m1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the most repeatable fit for mid‑market internal job posting and matching across departments"}, {"id": "mai-20260917-1752-baseline|c178-m1|zai-small|Sprad", "prompt": "c178-m1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Sprad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for EU/DACH mid‑market:** **Sprad**"}, {"id": "mai-20260917-1752-baseline|c178-m2|alibaba-small|Engagedly", "prompt": "c178-m2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **Engagedly**"}, {"id": "mai-20260917-1752-baseline|c178-m2|alibaba-small|Workday", "prompt": "c178-m2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid the immense implementation timelines and IT overhead associated with enterprise giants like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c178-m2|alibaba-small|SAP SuccessFactors", "prompt": "c178-m2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid the immense implementation timelines and IT overhead associated with enterprise giants like Workday or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c178-m2|alibaba-small|Gloat", "prompt": "c178-m2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 1: Gloat ... most sophisticated matching engine for \"gigs\""}, {"id": "mai-20260917-1752-baseline|c178-m2|alibaba-small|Sprad", "prompt": "c178-m2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Sprad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative 2: Sprad (European Focus)"}, {"id": "mai-20260917-1752-baseline|c178-m2|alibaba-small|TalentGuard", "prompt": "c178-m2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers a robust free-to-start tier, good for companies <200 employees."}, {"id": "mai-20260917-1752-baseline|c178-m2|anthropic-small|Fuel50", "prompt": "c178-m2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fuel50 or Phenom** - Fuel50, Gloat, and Phenom are credible platforms with real capabilities. These are more approachable than the enterprise-grade options for mid-sized teams."}, {"id": "mai-20260917-1752-baseline|c178-m2|anthropic-small|Phenom", "prompt": "c178-m2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fuel50 or Phenom** - ... These are more approachable than the enterprise-grade options for mid-sized teams."}, {"id": "mai-20260917-1752-baseline|c178-m2|anthropic-small|Gloat", "prompt": "c178-m2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fuel50, Gloat, and Phenom are credible platforms with real capabilities"}, {"id": "mai-20260917-1752-baseline|c178-m2|anthropic-small|Workday Talent Marketplace", "prompt": "c178-m2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The question for mid-market teams is whether those capabilities are part of the package they actually buy and adopt"}, {"id": "mai-20260917-1752-baseline|c178-m2|anthropic-small|SmartMobility", "prompt": "c178-m2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SmartMobility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SmartMobility allows companies to effortlessly advertise internal jobs in one place with integrated internal profiles and improved job search"}, {"id": "mai-20260917-1752-baseline|c178-m2|challenger-small|Engagedly", "prompt": "c178-m2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Engagedly** as the best starting point"}, {"id": "mai-20260917-1752-baseline|c178-m2|challenger-small|Docebo", "prompt": "c178-m2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Docebo** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c178-m2|challenger-small|Eightfold", "prompt": "c178-m2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A separate comparison of Eightfold alternatives"}, {"id": "mai-20260917-1752-baseline|c178-m2|challenger-small|Fuel50", "prompt": "c178-m2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fuel50** if your priority is career pathing"}, {"id": "mai-20260917-1752-baseline|c178-m2|challenger-small|TalentGuard", "prompt": "c178-m2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TalentGuard** if you want repeatable internal job posting and matching"}, {"id": "mai-20260917-1752-baseline|c178-m2|challenger-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-m2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you already run HR inside SAP and want mobility kept inside the suite"}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|365Talents", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**365Talents** gives the best skills-mobility capability-per-dollar and fastest time-to-value"}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Fuel50", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** — Best if retention and employee career-pathing is your #1 goal."}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Phenom", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Phenom** — Best if you want external talent acquisition and internal mobility unified in one platform"}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Sprad", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Sprad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Only if you're Europe-based and need **works-council readiness**"}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|TalentGuard", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good DACH mid-market and succession-focused options."}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Teammeter", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good DACH mid-market and succession-focused options."}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Gloat", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to likely skip at mid-size: **Gloat, Eightfold AI, Workday Talent Marketplace**"}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Eightfold AI", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms to likely skip at mid-size"}, {"id": "mai-20260917-1752-baseline|c178-m2|deepseek-small|Workday Talent Marketplace", "prompt": "c178-m2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms to likely skip at mid-size"}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|Gloat", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid these for now**. They are expensive to purchase and require substantial, ongoing internal resources to manage effectively."}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|Eightfold AI", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid these for now**. They are expensive to purchase and require substantial, ongoing internal resources"}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|Fuel50", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Career Pathing & Retention: Fuel50 ... Fuel50 is an excellent choice."}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|Engagedly", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One (Performance + Mobility): Engagedly ... is a top contender."}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|Nestor", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Nestor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Nestor is an AI-powered talent marketplace built specifically to serve mid-market organizations."}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|365Talents (by Docebo)", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents (by Docebo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "365Talents is a highly integrated choice."}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|Workday Talent Marketplace", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you should first look at the native **Workday Talent Marketplace**"}, {"id": "mai-20260917-1752-baseline|c178-m2|google-small|SAP Opportunity Marketplace", "prompt": "c178-m2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **SAP Opportunity Marketplace**. It will save you from introducing a new vendor"}, {"id": "mai-20260917-1752-baseline|c178-m2|meta-small|365Talents", "prompt": "c178-m2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best internal mobility platform for a mid-sized B2B company is 365Talents"}, {"id": "mai-20260917-1752-baseline|c178-m2|meta-small|Phenom Talent Marketplace", "prompt": "c178-m2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Phenom Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Phenom Talent Marketplace, Fuel50, and Docebo."}, {"id": "mai-20260917-1752-baseline|c178-m2|meta-small|Fuel50", "prompt": "c178-m2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Phenom Talent Marketplace, Fuel50, and Docebo."}, {"id": "mai-20260917-1752-baseline|c178-m2|meta-small|Docebo", "prompt": "c178-m2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Phenom Talent Marketplace, Fuel50, and Docebo."}, {"id": "mai-20260917-1752-baseline|c178-m2|minimax-small|365Talents", "prompt": "c178-m2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **365Talents** as the top internal mobility platform for a mid-sized B2B company."}, {"id": "mai-20260917-1752-baseline|c178-m2|mistral-small|Gloat", "prompt": "c178-m2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** or **Fuel50** are the most popular and well-reviewed options"}, {"id": "mai-20260917-1752-baseline|c178-m2|mistral-small|Fuel50", "prompt": "c178-m2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gloat** or **Fuel50** are the most popular and well-reviewed options"}, {"id": "mai-20260917-1752-baseline|c178-m2|mistral-small|Avature Internal Mobility", "prompt": "c178-m2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Avature Internal Mobility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for global or policy-heavy organizations needing workflow configurability"}, {"id": "mai-20260917-1752-baseline|c178-m2|mistral-small|Docebo", "prompt": "c178-m2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use Workday or need strong learning integration, consider **Workday Talent Marketplace** or **Docebo** respectively."}, {"id": "mai-20260917-1752-baseline|c178-m2|mistral-small|Workday Talent Marketplace", "prompt": "c178-m2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company already uses Workday for HR, this platform integrates seamlessly"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|Fuel50", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Fuel50** or **Engagedly**"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|Engagedly", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Fuel50** or **Engagedly**"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|TalentGuard", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentGuard** - Best for Competency-Focused Mobility"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|365Talents", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "European Alternatives - Good options if you're in the EU/DACH region"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|Neobrain", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Neobrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "European Alternatives - Good options if you're in the EU/DACH region"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|Gloat", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: Gloat and Eightfold AI unless you have 5,000+ employees"}, {"id": "mai-20260917-1752-baseline|c178-m2|moonshot-small|Eightfold AI", "prompt": "c178-m2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: Gloat and Eightfold AI unless you have 5,000+ employees"}, {"id": "mai-20260917-1752-baseline|c178-m2|openai-small|Fuel50", "prompt": "c178-m2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Fuel50** as the best first choice for an internal mobility platform."}, {"id": "mai-20260917-1752-baseline|c178-m2|openai-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-m2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors Opportunity Marketplace** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c178-m2|openai-small|Eightfold", "prompt": "c178-m2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Eightfold** is worth a look... potentially more implementation complexity."}, {"id": "mai-20260917-1752-baseline|c178-m2|openai-small|Gloat", "prompt": "c178-m2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gloat** is also strong, especially for organizations that want one ecosystem"}, {"id": "mai-20260917-1752-baseline|c178-m2|xai-small|Engagedly", "prompt": "c178-m2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Engagedly** or **TalentGuard** as top internal mobility platforms, with Engagedly edging out as the primary pick"}, {"id": "mai-20260917-1752-baseline|c178-m2|xai-small|TalentGuard", "prompt": "c178-m2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentGuard excels if you need structured workflows."}, {"id": "mai-20260917-1752-baseline|c178-m2|xai-small|Gloat", "prompt": "c178-m2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid pure enterprises like Gloat/Eightfold: High cost, complex setup, data-hungry AI underperforms at mid-scale."}, {"id": "mai-20260917-1752-baseline|c178-m2|xai-small|Eightfold AI", "prompt": "c178-m2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid pure enterprises like Gloat/Eightfold: High cost, complex setup"}, {"id": "mai-20260917-1752-baseline|c178-m2|xai-small|Workday", "prompt": "c178-m2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "giants like Gloat, Eightfold AI, or Workday demand 1,000+ employees for optimal AI matching"}, {"id": "mai-20260917-1752-baseline|c178-m2|xai-small|Fuel50", "prompt": "c178-m2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fuel50**: If career pathing and employee-led growth is priority (4.4/5 G2); better for ~1,000+ but workable."}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|TalentMapper", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentMapper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation**: Start with **TalentMapper** if you want a mid-market-specific solution"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Fuel50", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Fuel50** if you're ready to invest in skills-based career pathing. Both offer strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Gloat", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gloat** — Employee-facing gig marketplace"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Phenom", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Phenom** — TA-led with career management"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Workday Talent Marketplace", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use Workday"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Cornerstone Talent Marketplace", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Cornerstone Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cornerstone Talent Marketplace** — Learning-led"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|iCIMS", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "otherwise, consider iCIMS or Cornerstone"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Eightfold AI", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Talent acquisition focus** | Phenom or Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c178-m2|zai-small|Docebo", "prompt": "c178-m2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Learning-led culture** | Cornerstone or Docebo"}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|Upwork", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A massive directory where clients post jobs and freelancers bid using proposals."}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|Fiverr", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fiverr is product-oriented. You browse \"Gigs\""}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|Toptal", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Uses a rigorous screening process claiming to accept only the \"top 3%\" of applicants."}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|Gun.io", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gun.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specializes exclusively in software engineering and tech leadership."}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|FlexJobs", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "FlexJobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "its primary focus is curated, human-verified remote full-time and contract jobs"}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|Kolabtree", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Kolabtree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The world's first freelance platform for scientists."}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|Freelancer.com", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Low Vetting (Fiverr/Freelancer.com): Anyone can sign up."}, {"id": "mai-20260917-1752-baseline|c178-m3|alibaba-small|PeoplePerHour", "prompt": "c178-m3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Buying a Service (Fiverr/PeoplePerHour): You buy a file or a report."}, {"id": "mai-20260917-1752-baseline|c178-m3|anthropic-small|Upwork", "prompt": "c178-m3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Upwork with 64.14% of market share"}, {"id": "mai-20260917-1752-baseline|c178-m3|anthropic-small|Eightfold.ai", "prompt": "c178-m3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold is compelling for HR teams who want one platform to connect external hiring and internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-m3|anthropic-small|1-Page SOURCE", "prompt": "c178-m3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "1-Page SOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "1-Page SOURCE with 9.74% of market share"}, {"id": "mai-20260917-1752-baseline|c178-m3|anthropic-small|Fuel50", "prompt": "c178-m3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fuel50 has a strong reputation around career pathing and internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-m3|anthropic-small|Lemon.io", "prompt": "c178-m3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Lemon.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lemon.io specializes in quality talent and startup-friendly hiring"}, {"id": "mai-20260917-1752-baseline|c178-m3|anthropic-small|Teammeter", "prompt": "c178-m3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teammeter is the most purpose-built option for the DACH market serving 200 to 10,000 employees"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Upwork", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Upwork is the broadest general-purpose freelance marketplace"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Fiverr", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fiverr is more focused on packaged, productized services"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Toptal", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Toptal is positioned around highly vetted senior talent"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Gloat", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Gloat is a leading *internal mobility* platform, especially for enterprise workforce agility and project matching."}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Fuel50", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fuel50 emphasizes career pathing, skills development, and explainable people-science-based matching"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Eightfold AI", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Eightfold AI focuses on predictive talent intelligence and skills-based matching"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Phenom", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Phenom is often described as strong for experience-led talent journeys"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Beamery", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Beamery is more of a talent CRM/lifecycle platform"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Freelancer.com", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Upwork, Fiverr, Toptal, Freelancer.com, Guru"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Guru", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Upwork, Fiverr, Toptal, Freelancer.com, Guru"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|TalentGuard", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Gloat, Fuel50, Eightfold AI, Phenom, Beamery, TalentGuard, Workday"}, {"id": "mai-20260917-1752-baseline|c178-m3|challenger-small|Workday", "prompt": "c178-m3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Gloat, Fuel50, Eightfold AI, Phenom, Beamery, TalentGuard, Workday"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Gloat", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is unlocking internal mobility → **Gloat** (pure-play) or suite-native options."}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Eightfold AI", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a single system for both external talent acquisition and internal workforce strategy → **Eightfold AI, Phenom, or Beamery**."}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Fuel50", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fuel50** | Career pathing & employee-led growth | Strong career frameworks"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Phenom", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ **Eightfold AI, Phenom, or Beamery**"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Workday / SAP SuccessFactors", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday / SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suite-native tools (**Workday, SAP, Cornerstone**) require less integration work but may be less specialized"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Cornerstone", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cornerstone** | Overall talent management | Broad talent management coverage"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|365Talents", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**365Talents** | Skills intelligence + internal matching | Skills ontology and talent discovery"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|ServiceNow", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ServiceNow** | Workflow/governance-first | Structured internal mobility processes"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Upwork", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Upwork** for ongoing/project work"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Fiverr", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Fiverr** for quick fixed tasks"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Toptal", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Toptal** for elite vetted specialists"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Freelancer.com", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Freelancer.com** for competitive bidding"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Contra", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "notable mentions include **Contra** (0% commission from freelancers)"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Talmix", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Talmix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Talmix** (independent business talent)"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|GigSmart", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "GigSmart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**GigSmart** (on-demand labor)"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|SkyHive", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Platforms like **Eightfold AI** and **SkyHive** focus on deep skills inference and workforce planning"}, {"id": "mai-20260917-1752-baseline|c178-m3|deepseek-small|Beamery", "prompt": "c178-m3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "→ **Eightfold AI, Phenom, or Beamery**"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Upwork", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Upwork** is a proposal-driven platform where companies post briefs and freelancers place bids."}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Fiverr", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Fiverr** is a \"productized\" marketplace where freelancers list predefined packages"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Toptal", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Toptal acts as a high-end matchmaker for software engineers, designers, project managers, and finance experts."}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Contra", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Contra charges 0% commission**"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|MarketerHire", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "MarketerHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized networks focused entirely on connecting brands with pre-vetted marketing specialists"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Right Side Up", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Right Side Up", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MarketerHire & Right Side Up (Fractional Specialists)"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Gloat", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Gloat is considered the market standard for deep AI matching."}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Fuel50", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fuel50 focuses heavily on the **employee experience**—fostering transparent, self-directed professional development."}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Eightfold AI", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Eightfold is a \"Talent Intelligence Platform\" that integrates external hiring data with internal employee data"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|Workday Skills Cloud", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Workday and SAP are highly attractive to large enterprises because **they require no third-party integrations**"}, {"id": "mai-20260917-1752-baseline|c178-m3|google-small|SAP SuccessFactors", "prompt": "c178-m3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "native internal marketplace modules built directly into dominant Human Capital Management (HCM) suites"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Gloat", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Gloat, Fuel50, 365Talents, Phenom, Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Fuel50", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Gloat, Fuel50, 365Talents"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|365Talents", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Gloat, Fuel50, 365Talents, Phenom"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Phenom", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Phenom, Eightfold AI, SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Eightfold AI", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Eightfold AI, SAP SuccessFactors Opportunity Marketplace, GigSmart"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP SuccessFactors Opportunity Marketplace, GigSmart, Talmix"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|GigSmart", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "GigSmart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GigSmart, Talmix, Opptly, Cornerstone"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Talmix", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Talmix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GigSmart, Talmix, Opptly, Cornerstone"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Opptly", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Opptly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Talmix, Opptly, Cornerstone, Skima AI"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Cornerstone", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Opptly, Cornerstone, Skima AI, Beamery"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Skima AI", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cornerstone, Skima AI, Beamery, Workday, and SkyHive"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Beamery", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Skima AI, Beamery, Workday, and SkyHive"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|Workday", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Beamery, Workday, and SkyHive"}, {"id": "mai-20260917-1752-baseline|c178-m3|meta-small|SkyHive", "prompt": "c178-m3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Workday, and SkyHive"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Upwork", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Ongoing projects >$1K: Upwork"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Fiverr", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quick tasks <$500: Fiverr"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Freelancer.com", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget-conscious hiring | Bid-based (10% fee)"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Guru", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-range professional services | Hourly/fixed (5-9% fee)"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Toptal", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Senior/technical: Toptal or Turing"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Turing", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Turing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scaling remote teams: Turing"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Arc.dev", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Remote developers | $60-80/hour | Medium-high | AI + human vetting"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Contra", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Contra**: 0% commission, monetizes via Pro subscriptions"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|Hubstaff Talent", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Hubstaff Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Hubstaff Talent**: 0% commission"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|LinkedIn ProFinder", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "LinkedIn ProFinder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**LinkedIn ProFinder**: 0% commission"}, {"id": "mai-20260917-1752-baseline|c178-m3|minimax-small|PeoplePerHour", "prompt": "c178-m3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PeoplePerHour for European market"}, {"id": "mai-20260917-1752-baseline|c178-m3|mistral-small|Gloat", "prompt": "c178-m3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat** (often cited as the best \"pure-play\" internal marketplace)."}, {"id": "mai-20260917-1752-baseline|c178-m3|mistral-small|Eightfold AI", "prompt": "c178-m3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold AI, SkyHive** (focus on skills AI and talent intelligence)."}, {"id": "mai-20260917-1752-baseline|c178-m3|mistral-small|SkyHive", "prompt": "c178-m3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Eightfold AI, SkyHive** (focus on skills AI and talent intelligence)."}, {"id": "mai-20260917-1752-baseline|c178-m3|mistral-small|Phenom", "prompt": "c178-m3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Phenom, Fuel50, Hyring** (comprehensive internal mobility platforms)."}, {"id": "mai-20260917-1752-baseline|c178-m3|mistral-small|Fuel50", "prompt": "c178-m3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Phenom, Fuel50, Hyring** (comprehensive internal mobility platforms)."}, {"id": "mai-20260917-1752-baseline|c178-m3|mistral-small|Hyring", "prompt": "c178-m3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Hyring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Phenom, Fuel50, Hyring** (comprehensive internal mobility platforms)."}, {"id": "mai-20260917-1752-baseline|c178-m3|moonshot-small|Upwork", "prompt": "c178-m3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Key difference:** Largest marketplace with robust project management tools; average 3-day time to hire"}, {"id": "mai-20260917-1752-baseline|c178-m3|moonshot-small|Fiverr", "prompt": "c178-m3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Key difference:** Fastest time-to-value; you browse and buy rather than post jobs"}, {"id": "mai-20260917-1752-baseline|c178-m3|moonshot-small|Toptal", "prompt": "c178-m3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Key difference:** Highest quality bar; ideal when budget isn't the constraint"}, {"id": "mai-20260917-1752-baseline|c178-m3|moonshot-small|Turing", "prompt": "c178-m3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Turing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Key difference:** AI-powered matching; hires close in 3-5 days"}, {"id": "mai-20260917-1752-baseline|c178-m3|moonshot-small|Arc.dev", "prompt": "c178-m3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc.dev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Key difference:** Strong time-zone matching capabilities"}, {"id": "mai-20260917-1752-baseline|c178-m3|moonshot-small|Gun.io", "prompt": "c178-m3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gun.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Key difference:** Peer-reviewed vetting by experienced developers"}, {"id": "mai-20260917-1752-baseline|c178-m3|openai-small|Upwork", "prompt": "c178-m3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Broad freelance hiring across many skill sets."}, {"id": "mai-20260917-1752-baseline|c178-m3|openai-small|Fiverr", "prompt": "c178-m3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Smaller, well-scoped tasks and \"productized\" services."}, {"id": "mai-20260917-1752-baseline|c178-m3|openai-small|Toptal", "prompt": "c178-m3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: High-end, vetted professionals."}, {"id": "mai-20260917-1752-baseline|c178-m3|openai-small|Freelancer.com", "prompt": "c178-m3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Broad job categories and competitive bidding."}, {"id": "mai-20260917-1752-baseline|c178-m3|openai-small|Contra", "prompt": "c178-m3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Independent professionals who want a portfolio/network-style presence."}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Upwork", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on needs: Upwork for versatility, Fiverr for speed, Toptal for excellence."}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Fiverr", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fiverr for speed"}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Toptal", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Toptal for excellence"}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Freelancer.com", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget/entry-level global projects | Contests for ideas, wide categories | Variable quality, aggressive bidding wars"}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Guru", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Structured mid-range projects | Lower fees, WorkRooms collaboration | Smaller than Upwork, dated interface"}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Contra", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Contra (zero fees), PeoplePerHour, and 99designs (design-focused) are notable but smaller."}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|PeoplePerHour", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "notable but smaller"}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|99designs", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "99designs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "99designs (design-focused) are notable but smaller"}, {"id": "mai-20260917-1752-baseline|c178-m3|xai-small|Gloat", "prompt": "c178-m3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Internal enterprise tools (e.g., Gloat) exist but target employee mobility, not external hires."}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Upwork", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upwork** = broad talent, flexible pricing, moderate vetting → best for ongoing projects."}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Fiverr / Fiverr Pro", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr / Fiverr Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fiverr** = quick, fixed‑price gigs → best for micro‑tasks and prototypes."}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Toptal", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Toptal** = elite, senior talent, high vetting → best for high‑budget, critical roles."}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Freelancer.com", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Freelancer.com** | General‑purpose gig platform |"}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Malt", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Malt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "European markets or enterprise contracts → **Malt** (client‑pays fee, strong regional presence)"}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Contra", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Artist‑ or creator‑centric needs → **Contra**, **Dribbble**"}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|A.Team", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "A.Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specialized or regional alternatives with different fee structures and talent pools"}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Braintrust", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "specialized or regional alternatives with different fee structures and talent pools"}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Dribbble", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Dribbble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Artist‑ or creator‑centric needs → **Contra**, **Dribbble** (portfolio‑driven"}, {"id": "mai-20260917-1752-baseline|c178-m3|zai-small|Gigster", "prompt": "c178-m3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gigster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "specialized or regional alternatives with different fee structures and talent pools"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Gloat", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" internal talent marketplace is rarely a dedicated, standalone platform like Gloat or Eightfold (which typically cost $50,000–$100,000+ per year"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Eightfold", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely a dedicated, standalone platform like Gloat or Eightfold (which typically cost $50,000–$100,000+ per year in enterprise licenses)"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Zoho People", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with DIY or Zoho.** ... The Best All-In-One Solution: **Zoho People**"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Rippling", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Modern Option: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Lattice", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice is the gold standard for SMBs"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Jira Service Management / Jira Core", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Jira Service Management / Jira Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best \"DIY\" Low-Cost Option: **Jira Service Management / Jira Core**"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Monday.com", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best Flexible Platform: **Monday.com**"}, {"id": "mai-20260917-1752-baseline|c178-m4|alibaba-small|Notion", "prompt": "c178-m4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "try building a simple internal portal in **Notion**, **Jira**, or **Monday.com**"}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|Gigged.AI", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gigged.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "focus on platforms explicitly designed for SMBs (like Gigged.AI or Spacewalk)"}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|Spacewalk", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Spacewalk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "focus on platforms explicitly designed for SMBs (like Gigged.AI or Spacewalk)"}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|Softr", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider Softr, a no-code web app builder that turns Airtable and Google Sheets into ... marketplaces"}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|ToolJet", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "ToolJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ToolJet is an open-source low-code platform designed for quickly building and launching internal tools"}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|Gloat", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most enterprise-focused solutions like Gloat, Phenom, and Fuel50 are designed for larger organizations and typically require significant investment."}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|Phenom", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "designed for larger organizations and typically require significant investment"}, {"id": "mai-20260917-1752-baseline|c178-m4|anthropic-small|Fuel50", "prompt": "c178-m4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fuel50 serves SMBs, mid-market, and enterprise businesses, though specific budget-friendly pricing isn't publicly listed."}, {"id": "mai-20260917-1752-baseline|c178-m4|challenger-small|Workday Talent Marketplace", "prompt": "c178-m4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Talent Marketplace** is the strongest low-friction option if you already use Workday"}, {"id": "mai-20260917-1752-baseline|c178-m4|challenger-small|TalentGuard", "prompt": "c178-m4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One review ranks **TalentGuard** as the overall top pick for features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline|c178-m4|challenger-small|Engagedly", "prompt": "c178-m4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Engagedly** as a good starting point for mid-market companies wanting unified development and succession features"}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|TalentGuard", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** is the standout choice for limited budgets."}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|365Talents", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also 4.8/5, strong skills-based matching, but pricing is only available on request"}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|Spacewalk", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Spacewalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "marketed specifically at SMBs, making it a good fit for smaller companies"}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|Virkware", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Virkware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An intuitive AI talent marketplace noted for connecting individuals to internal opportunities, often with low-cost entry."}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|Gloat", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Watch out for enterprise vendors like Gloat... These are overkill and over budget for most small companies."}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|Eightfold AI", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Watch out for enterprise vendors like Gloat, Eightfold AI, Fuel50, and Workday"}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|Fuel50", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Watch out for enterprise vendors like Gloat, Eightfold AI, Fuel50, and Workday"}, {"id": "mai-20260917-1752-baseline|c178-m4|deepseek-small|Workday", "prompt": "c178-m4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "these usually have no published pricing and quote six-figure+ contracts"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Gloat", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level Internal Talent Marketplace (ITM) like Gloat, Eightfold AI, or Phenom can cost hundreds of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Eightfold AI", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can cost hundreds of thousands of dollars in licensing, integration, and change management"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Phenom", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can cost hundreds of thousands of dollars in licensing, integration, and change management"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Liberwin", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Liberwin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a **dedicated, mobile-first, low-cost platform** for employee gigs, choose **Liberwin**."}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Teammeter", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teammeter is built specifically to bridge the gap for companies that find enterprise software too complex and expensive."}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Nestor", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Nestor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you want to **combine performance reviews and a talent marketplace** to get the most bang for your buck, choose **Nestor**."}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Spacewalk", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Spacewalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spacewalk is an ultra-affordable, no-code marketplace builder."}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Workday", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use platforms like **Workday, SAP SuccessFactors, UKG, or Cornerstone**, they have built-in ... Talent Marketplace modules"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|SAP SuccessFactors", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "they have built-in (or easily addable) Talent Marketplace modules"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|UKG", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "they have built-in (or easily addable) Talent Marketplace modules"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Cornerstone", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "they have built-in (or easily addable) Talent Marketplace modules"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|HiBob", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Systems like **HiBob or BambooHR** have expanded their internal job directory and career pathing features"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|BambooHR", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "they lack the deep AI matching of a standalone ITM"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Microsoft Teams / Slack", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Microsoft Teams / Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "If you have **no budget**, start with a structured **Slack/Teams channel or SharePoint list**"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|SharePoint / Intranet", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SharePoint / Intranet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Build a simple \"Internal Opportunity Board\" using native SharePoint lists."}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Airtable", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Create a database in Airtable where employees list their skills and interests"}, {"id": "mai-20260917-1752-baseline|c178-m4|google-small|Softr", "prompt": "c178-m4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Use Softr (which has a robust free tier) to turn that database into a secure, searchable internal web app."}, {"id": "mai-20260917-1752-baseline|c178-m4|meta-small|TalentQuest", "prompt": "c178-m4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top internal talent marketplace platforms include TalentQuest, Fuel50, and Zendikt."}, {"id": "mai-20260917-1752-baseline|c178-m4|meta-small|Fuel50", "prompt": "c178-m4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top internal talent marketplace platforms include TalentQuest, Fuel50, and Zendikt."}, {"id": "mai-20260917-1752-baseline|c178-m4|meta-small|Zendikt", "prompt": "c178-m4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zendikt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top internal talent marketplace platforms include TalentQuest, Fuel50, and Zendikt."}, {"id": "mai-20260917-1752-baseline|c178-m4|minimax-small|Teamflect", "prompt": "c178-m4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Teamflect's free tier** if you have under 10 employees"}, {"id": "mai-20260917-1752-baseline|c178-m4|minimax-small|TalentGuard", "prompt": "c178-m4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentGuard at $7/user/month** offers the best value with enterprise-level features at a small business price point"}, {"id": "mai-20260917-1752-baseline|c178-m4|minimax-small|365Talents", "prompt": "c178-m4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pricing upon request but generally considered affordable"}, {"id": "mai-20260917-1752-baseline|c178-m4|mistral-small|Fuel50", "prompt": "c178-m4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider starting with Fuel50 or TalentQuest for their balance of affordability and core functionality"}, {"id": "mai-20260917-1752-baseline|c178-m4|mistral-small|TalentQuest", "prompt": "c178-m4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentQuest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider starting with Fuel50 or TalentQuest for their balance of affordability and core functionality"}, {"id": "mai-20260917-1752-baseline|c178-m4|mistral-small|Sprad.io", "prompt": "c178-m4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Sprad.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Sprad.io if you are in the EU/DACH region and need transparent pricing"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Teamflect", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Teamflect's free tier** if you're Microsoft-based"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|TalentGuard", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentGuard — Lowest Cost Full Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Notion + Slack/Teams", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Notion + Slack/Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple skills database + opportunity board"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Airtable", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Custom marketplace with forms and automations"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Microsoft Viva Skills", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Microsoft Viva Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Basic skills inference and opportunity matching"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Gloat", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid ... True enterprise pricing, no SMB tier"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Workday Skills Cloud", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Requires full Workday commitment"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Beamery", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "$200K–$600K+/year | AI-heavy platforms priced for Fortune 1000"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Eightfold", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "$200K–$600K+/year | AI-heavy platforms priced for Fortune 1000"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|365Talents", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Request quotes from 365Talents or Cornerstone (modular pricing)"}, {"id": "mai-20260917-1752-baseline|c178-m4|moonshot-small|Cornerstone", "prompt": "c178-m4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Request quotes from 365Talents or Cornerstone (modular pricing)"}, {"id": "mai-20260917-1752-baseline|c178-m4|openai-small|Gloat", "prompt": "c178-m4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often considered a leader in internal talent marketplaces, but it can be pricier."}, {"id": "mai-20260917-1752-baseline|c178-m4|openai-small|Fuel50", "prompt": "c178-m4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a standalone product and want strong value: look at **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-m4|openai-small|Eightfold AI", "prompt": "c178-m4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful matching, but usually more enterprise-oriented and can be expensive."}, {"id": "mai-20260917-1752-baseline|c178-m4|openai-small|Workday Talent Marketplace", "prompt": "c178-m4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you already use Workday: start with **Workday Talent Marketplace**"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|Bitrix24 (Free Plan)", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Bitrix24 (Free Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Bitrix24 (Free Plan)**"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|HRPulsar", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "HRPulsar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Open-Source Alternative: **HRPulsar**"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|Spacewalk (Starter Plan)", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Spacewalk (Starter Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low-Cost Paid Option: **Spacewalk (Starter Plan)**"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|TalentGuard", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but \"free\" claims seem limited/trial-only; good for skills focus if you can budget"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|Gloat", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for tight budgets**: Enterprise tools like Gloat, Fuel50, or Workday"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|Fuel50", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for tight budgets**: Enterprise tools like Gloat, Fuel50, or Workday"}, {"id": "mai-20260917-1752-baseline|c178-m4|xai-small|Workday", "prompt": "c178-m4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for tight budgets**: Enterprise tools like Gloat, Fuel50, or Workday (custom pricing, often $50K+ annually)"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Airtable", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Low‑Code/No‑Code Marketplace (Recommended Starting Point) ... **Airtable** (Free tier + cheap paid plans) | $0–$20/month | Great for searchable profiles, opportunities"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Slack", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use Slack bots or apps ... to surface opportunities and profile updates"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Trello/Asana", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Trello/Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use as project boards for gig work; employees can self‑assign from a list"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Zapier or Make", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zapier or Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automate alerts, notifications, and simple matching logic"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Cornerstone OnDemand", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Any LMS with some customization (e.g., Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, or open‑source LMS like Moodle)"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Docebo", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|SAP SuccessFactors Learning", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Cornerstone OnDemand, Docebo, SAP SuccessFactors Learning, or open‑source LMS like Moodle"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Moodle", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open‑source LMS like Moodle"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|IceHrm", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "IceHrm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Want a self‑hosted, fully free system | Open‑source HRIS (IceHrm, OrangeHRM, Odoo Employees)"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|OrangeHRM", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Employee management, job posting, and basic reporting"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Odoo Employees", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Odoo Employees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Employee directory, internal job postings, and basic skills tracking"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|WP ERP", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "WP ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "HR module with job postings and employee profiles"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Bitrix24", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Includes HR, projects, and internal job postings; good for small teams"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Sentrifugo HRMS", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Sentrifugo HRMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Includes employee profiles, job postings, and basic reporting"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Google Sheets", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use **Google Sheets** or **Excel** to manage employee profiles and opportunities"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Excel", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Use **Google Sheets** or **Excel** to manage employee profiles and opportunities"}, {"id": "mai-20260917-1752-baseline|c178-m4|zai-small|Google Forms", "prompt": "c178-m4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Spreadsheet + Google Forms + email/Slack (free, fully custom)"}, {"id": "mai-20260917-1752-baseline|c178-m5|alibaba-small|SAP", "prompt": "c178-m5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cannot afford a decade-long implementation like an enterprise SAP or Oracle rollout"}, {"id": "mai-20260917-1752-baseline|c178-m5|alibaba-small|Oracle", "prompt": "c178-m5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cannot afford a decade-long implementation like an enterprise SAP or Oracle rollout"}, {"id": "mai-20260917-1752-baseline|c178-m5|alibaba-small|Gloat", "prompt": "c178-m5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When speaking to vendors (such as Gloat, Fuelbot, HiredScore, or even Workday Extend)"}, {"id": "mai-20260917-1752-baseline|c178-m5|alibaba-small|Fuelbot", "prompt": "c178-m5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuelbot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When speaking to vendors (such as Gloat, Fuelbot, HiredScore, or even Workday Extend)"}, {"id": "mai-20260917-1752-baseline|c178-m5|alibaba-small|HiredScore", "prompt": "c178-m5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When speaking to vendors (such as Gloat, Fuelbot, HiredScore, or even Workday Extend)"}, {"id": "mai-20260917-1752-baseline|c178-m5|alibaba-small|Workday Extend", "prompt": "c178-m5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Workday Extend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or even Workday Extend"}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Gloat", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade, heavyweight systems designed for 10,000+ employees (like Gloat, Eightfold, or Workday) are likely too complex, expensive, and heavy for your needs"}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Eightfold", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavyweight systems designed for 10,000+ employees (like Gloat, Eightfold, or Workday) are likely too complex, expensive, and heavy for your needs"}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Workday", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavyweight systems designed for 10,000+ employees (like Gloat, Eightfold, or Workday) are likely too complex, expensive, and heavy for your needs"}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|HiBob", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Many mid-market HRIS platforms and performance management suites (like HiBob, Lattice, Leapsome, or Personio) have built-in career pathing, competency mapping, or talent mobility modules."}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Lattice", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "mid-market HRIS platforms ... (like HiBob, Lattice, Leapsome, or Personio) have built-in career pathing, competency mapping, or talent mobility modules"}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Leapsome", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at mid-market specialists (e.g., Leapsome, Neobrain, Fuel50, or your native HRIS talent modules)."}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Personio", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "mid-market HRIS platforms ... (like HiBob, Lattice, Leapsome, or Personio) have built-in career pathing"}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Neobrain", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Neobrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at mid-market specialists (e.g., Leapsome, Neobrain, Fuel50, or your native HRIS talent modules)."}, {"id": "mai-20260917-1752-baseline|c178-m5|google-small|Fuel50", "prompt": "c178-m5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at mid-market specialists (e.g., Leapsome, Neobrain, Fuel50, or your native HRIS talent modules)."}, {"id": "mai-20260917-1752-baseline|c178-m5|mistral-small|Eightfold", "prompt": "c178-m5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors (e.g., Eightfold, Gloat, Fuel50, Glint, or even LinkedIn Talent Marketplace for Internal Talent)"}, {"id": "mai-20260917-1752-baseline|c178-m5|mistral-small|Gloat", "prompt": "c178-m5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 vendors (e.g., Eightfold, Gloat, Fuel50, Glint, or even LinkedIn Talent Marketplace for Internal Talent)"}, {"id": "mai-20260917-1752-baseline|c178-m5|mistral-small|Fuel50", "prompt": "c178-m5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 vendors (e.g., Eightfold, Gloat, Fuel50, Glint...)"}, {"id": "mai-20260917-1752-baseline|c178-m5|mistral-small|Glint", "prompt": "c178-m5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 vendors (e.g., Eightfold, Gloat, Fuel50, Glint...)"}, {"id": "mai-20260917-1752-baseline|c178-m5|mistral-small|LinkedIn Talent Marketplace for Internal Talent", "prompt": "c178-m5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "LinkedIn Talent Marketplace for Internal Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or even LinkedIn Talent Marketplace for Internal Talent"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|Gloat", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Options**: Gloat (enterprise-scale)"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|365Talents", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "365Talents (skills-focus)"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|Fuel50", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fuel50/Hitch (career mobility)"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|Hitch", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Hitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fuel50/Hitch (career mobility)"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|TalentGuard", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top vendors (e.g., Gloat, 365Talents, Fuel50, Hitch, TalentGuard)"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|Disprz", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Disprz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Disprz/Treegarden (mid-market)"}, {"id": "mai-20260917-1752-baseline|c178-m5|xai-small|Treegarden", "prompt": "c178-m5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Treegarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Disprz/Treegarden (mid-market)"}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|Craigslist (Remote/Talent Section)", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Craigslist (Remote/Talent Section)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Craigslist is frequently cited as a major source of scams. It offers **zero payment protection**"}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|Freelancer.com", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "reputation for \"bid wars\" ... low-quality client leads, and occasional withholding of funds"}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|Guru", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Often criticized for having outdated interfaces, lower visibility for new freelancers, and less robust client verification"}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|PeoplePerHour", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "cluttered with inactive clients and listings that never result in hired work"}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|Upwork", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Widely used with robust payment protection (Escrow)."}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|Fiverr", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for service-based gigs; payment is held until delivery is accepted."}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|Toptal", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly vetted for top-tier freelancers; ensures quality clients."}, {"id": "mai-20260917-1752-baseline|c178-m6|alibaba-small|LinkedIn & Indeed", "prompt": "c178-m6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "LinkedIn & Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "these aggregators are generally more reliable than obscure freelance sites"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|Freelancer.com", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is considered one of the worst platforms for hiring, and users recommend steering clear of it"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|PeoplePerHour", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report poor experiences with freelancers here, low quality work"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|Upwork", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Open marketplaces like Upwork and Fiverr are built for one-off gigs with no vetting guarantee, variable quality"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|Fiverr", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open marketplaces like Upwork and Fiverr are built for one-off gigs with no vetting guarantee, variable quality"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|Lemon.io", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Lemon.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Curated networks such as Lemon.io, Gun.io, and Codeable trade marketplace scale for pre-screened talent and reduced hiring risk"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|Gun.io", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gun.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Curated networks such as Lemon.io, Gun.io, and Codeable trade marketplace scale for pre-screened talent"}, {"id": "mai-20260917-1752-baseline|c178-m6|anthropic-small|Codeable", "prompt": "c178-m6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Codeable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Curated networks such as Lemon.io, Gun.io, and Codeable trade marketplace scale for pre-screened talent"}, {"id": "mai-20260917-1752-baseline|c178-m6|challenger-small|Upwork-style platforms", "prompt": "c178-m6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork-style platforms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should be especially cautious with **large open marketplaces** like **Upwork-style platforms** when you need consistent quality"}, {"id": "mai-20260917-1752-baseline|c178-m6|challenger-small|Toptal", "prompt": "c178-m6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some sources specifically say to avoid **premium vetted platforms** like **Toptal** only if you do not meet their experience expectations"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Freelancer.com", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This one comes up repeatedly as the biggest caution flag"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Fiverr", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Worth caution mainly for the **fee structure**"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Guru", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequently described as outdated, with limited project volume"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|PeoplePerHour", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequently described as outdated, with limited project volume"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Craigslist \"remote\" listings", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Craigslist \"remote\" listings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "No payment protection, frequent scams, and zero support."}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Talenthouse", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Talenthouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The Guardian reported artists left unpaid after completing work for major brands despite promises."}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Amazon Mechanical Turk", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Amazon Mechanical Turk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "MTurk tasks often pay pennies (1\\u201312 cents)."}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Clickworker", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Clickworker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "workers face extremely low pay and exploitative conditions"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Scale AI", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Scale AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "workers face extremely low pay and exploitative conditions"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Appen", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Appen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "workers face extremely low pay and exploitative conditions"}, {"id": "mai-20260917-1752-baseline|c178-m6|deepseek-small|Upwork", "prompt": "c178-m6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "even the biggest, most legitimate platforms (including Upwork and Fiverr) do not vet every job or client"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Freelancer.com", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Freelancer.com (High Caution / Avoid)"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Bark.com", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Bark.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Bark.com (High Caution / Local Services)"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Upwork", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you must use them with heavy caution due to changing dynamics"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Fiverr", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fiverr\\u2019s \"Beginner Trap\" & High Fees"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Talent.com", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Talent.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Job-Aggregation Platforms (e.g., Talent.com) (Moderate Caution)"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Gloat", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(such as Gloat, Fuel50, Cornerstone, etc.)"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Fuel50", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(such as Gloat, Fuel50, Cornerstone, etc.)"}, {"id": "mai-20260917-1752-baseline|c178-m6|google-small|Cornerstone", "prompt": "c178-m6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(such as Gloat, Fuel50, Cornerstone, etc.)"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Upwork", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "talent marketplaces that one should be cautious about or avoid. Some of the marketplaces mentioned include Upwork"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Fiverr", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about or avoid. Some of the marketplaces mentioned include Upwork, Fiverr"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Freelancer.com", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "marketplaces mentioned include Upwork, Fiverr, Freelancer.com"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Toptal", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Freelancer.com, Toptal"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Gigster", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gigster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Toptal, Gigster"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Awesomic", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Awesomic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Gigster, Awesomic"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Superside", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Superside", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Awesomic, Superside"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|Magier", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Magier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Superside, Magier"}, {"id": "mai-20260917-1752-baseline|c178-m6|meta-small|99designs", "prompt": "c178-m6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "99designs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Magier, and 99designs"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|Robert Half", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Robert Half", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Robert Half** – Numerous complaints from job seekers about misleading job postings, poor communication, and fee practices"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|TekSystems", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "TekSystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar issues to Robert Half, with some reports of inconsistent pay rates and contract issues"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|Aerotek/Actalent", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Aerotek/Actalent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complaints about billing discrepancies and communication problems"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|Kansys Staffing Group", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Kansys Staffing Group", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Negative experiences reported, particularly in regional markets"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|Upwork", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally legitimate but have experienced **scammers impersonating them**"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|Fiverr", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally legitimate but have experienced **scammers impersonating them**"}, {"id": "mai-20260917-1752-baseline|c178-m6|minimax-small|Toptal", "prompt": "c178-m6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally legitimate but have experienced **scammers impersonating them**"}, {"id": "mai-20260917-1752-baseline|c178-m6|mistral-small|Upwork", "prompt": "c178-m6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open freelance marketplaces like Upwork or Fiverr can be flooded with low-paying gigs and intense competition"}, {"id": "mai-20260917-1752-baseline|c178-m6|mistral-small|Fiverr", "prompt": "c178-m6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Open platforms with variable quality, high competition, and restrictive terms."}, {"id": "mai-20260917-1752-baseline|c178-m6|mistral-small|Freelancer.com", "prompt": "c178-m6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Upwork, Fiverr, Freelancer.com:** Open platforms with variable quality, high competition, and restrictive terms."}, {"id": "mai-20260917-1752-baseline|c178-m6|mistral-small|Toptal", "prompt": "c178-m6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Consider curated talent networks (e.g., Toptal, Gigster) or subscription services with vetted talent and dedicated support"}, {"id": "mai-20260917-1752-baseline|c178-m6|mistral-small|Gigster", "prompt": "c178-m6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gigster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider curated talent networks (e.g., Toptal, Gigster)"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|Guru.com", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Guru.com** ⚠️ AVOID"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|Freelancer.com", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Freelancer.com** ⚠️ PROCEED WITH CAUTION"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|PeoplePerHour", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**PeoplePerHour** ⚠️ PROCEED WITH CAUTION"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|Upwork", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Upwork** - USE WITH AWARENESS"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|Fiverr", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Fiverr** - USE WITH AWARENESS"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|Toptal", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Toptal** - Rigorous vetting but higher quality clients and better rates"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|LinkedIn ProFinder", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "LinkedIn ProFinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**LinkedIn ProFinder** - More professional networking approach"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|99designs", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "99designs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Industry-specific platforms (e.g., 99designs for designers"}, {"id": "mai-20260917-1752-baseline|c178-m6|moonshot-small|Contently", "prompt": "c178-m6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Contently", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Contently for writers"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Fiverr", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Fiverr**: Lowest ratings ... Frequent complaints of scammer sellers using AI-generated work, unresponsive support"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Freelancer.com", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often called a \"scam\" on Reddit; bidding system leads to costly bids, low-quality clients, payment delays, and unresolved disputes."}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Guru", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Poor satisfaction (2.2/5 on ComplaintsBoard from 29 cases, 90% unresolved). Issues with support, payment protection failures"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|PeoplePerHour", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Confusing 20%+ fees, inconsistent vetting, irrelevant proposals, and scope creep complaints. Frequently listed as a platform to skip"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Nine9 (Nine9 UnAgency)", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Nine9 (Nine9 UnAgency)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "posing as marketplaces (avoid entirely) ... widely reported as a scam (FTC warnings, Reddit)"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Barbizon Modeling", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Barbizon Modeling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Charges for training/placement with rare real gigs; decades of scam accusations."}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Upwork", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Upwork: high 10-20% fees, arbitrary suspensions; Sitejabber 2.8/5), but better protections (escrow)"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Toptal", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For vetted talent: Prefer Toptal (top 3%, high ratings)"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Lemon.io", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Lemon.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prefer Toptal (top 3%, high ratings) or niche sites like Lemon.io."}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|LinkedIn", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Safer alternatives: LinkedIn, direct outreach, or vetted networks"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Braintrust", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "vetted networks like Braintrust/Contra (0% fees, but smaller pools)"}, {"id": "mai-20260917-1752-baseline|c178-m6|xai-small|Contra", "prompt": "c178-m6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "vetted networks like Braintrust/Contra (0% fees, but smaller pools)"}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Tal3nt.xyz", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Tal3nt.xyz", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Classified as a **suspicious website** with unclear ownership, no contact info, and multiple risk indicators. Avoid entirely."}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Intch", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Intch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A classic **subscription trap**... Trustpilot rating: **1.5/5 (Bad)**"}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Freelancer.com", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has a long history of **payment disputes** and scam reports"}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Upwork", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some sites charge for every proposal or application (e.g., Upwork's Connect system). Monthly memberships can add up quickly."}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Fiverr", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "established marketplaces like **Upwork, Fiverr, Toptal, Malt, and Contra** generally have escrow-based payments and lower scam risk"}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Toptal", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "established marketplaces like **Upwork, Fiverr, Toptal, Malt, and Contra** generally have escrow-based payments and lower scam risk"}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Malt", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Malt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "established marketplaces like **Upwork, Fiverr, Toptal, Malt, and Contra** generally have escrow-based payments and lower scam risk"}, {"id": "mai-20260917-1752-baseline|c178-m6|zai-small|Contra", "prompt": "c178-m6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "established marketplaces like **Upwork, Fiverr, Toptal, Malt, and Contra** generally have escrow-based payments and lower scam risk"}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Gloat", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a full-scale AI-driven internal talent marketplace (like Gloat or Eightfold) is often overkill"}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Eightfold", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a full-scale AI-driven internal talent marketplace (like Gloat or Eightfold) is often overkill"}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Gusto", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers basic internal job posting and employee profiles. Great for companies <50 people."}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Rippling", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Strong internal mobility workflows, skill tagging, and approval processes. Excellent for tech-forward small B2B firms."}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|BambooHR", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for non-tech SMEs"}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Fuel50", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better for mid-sized but has scaled-down options"}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Hyiring", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Hyiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Evaluate **Hyiring** or **TalentGuard** for affordable, skills-based matching without enterprise bloat."}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|TalentGuard", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost-effective compared to enterprise players, with strong skills-based matching."}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|LinkedIn Internal Skills & Opportunities", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "LinkedIn Internal Skills & Opportunities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leverage LinkedIn's internal network for visibility."}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Microsoft Viva Jobs / Yammer", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Microsoft Viva Jobs / Yammer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you're a Microsoft 365 shop, Viva can surface internal roles without extra cost."}, {"id": "mai-20260917-1752-baseline|c178-s1|alibaba-small|Spreadsheet + Slack/Teams Workflow", "prompt": "c178-s1", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Spreadsheet + Slack/Teams Workflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Often the most effective initial step."}, {"id": "mai-20260917-1752-baseline|c178-s1|anthropic-small|Fuel50", "prompt": "c178-s1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fuel50 has a strong reputation around career pathing and internal mobility, and it remains a practical choice"}, {"id": "mai-20260917-1752-baseline|c178-s1|anthropic-small|Phenom", "prompt": "c178-s1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phenom is increasingly relevant in internal mobility conversations"}, {"id": "mai-20260917-1752-baseline|c178-s1|anthropic-small|Eightfold", "prompt": "c178-s1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eightfold uses machine learning to infer skills from employee data, which reduces the setup burden"}, {"id": "mai-20260917-1752-baseline|c178-s1|anthropic-small|Hitch", "prompt": "c178-s1", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Hitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hitch is designed to assist organizations in workforce planning and internal talent mobility"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|Engagedly", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best internal talent marketplace is usually **Engagedly or Fuel50**"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|Fuel50", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fuel50** is the better fit if your top priority is employee-led career development"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|Eightfold", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like Eightfold, Gloat, Beamery, Workday, and SAP can be too much for smaller or more targeted use cases"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|Gloat", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most mature marketplace breadth, but likely heavier than needed for a small company"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|Beamery", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be too much for smaller or more targeted use cases"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|Workday", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be too much for smaller or more targeted use cases"}, {"id": "mai-20260917-1752-baseline|c178-s1|challenger-small|SAP", "prompt": "c178-s1", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can be too much for smaller or more targeted use cases"}, {"id": "mai-20260917-1752-baseline|c178-s1|deepseek-small|Gloat", "prompt": "c178-s1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The heavyweight options—**Gloat, Fuel50, and Eightfold**—are built for large enterprises... They're overkill for a small team."}, {"id": "mai-20260917-1752-baseline|c178-s1|deepseek-small|Fuel50", "prompt": "c178-s1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for large enterprises with complex HRIS stacks, and they're all custom/quote-only with enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c178-s1|deepseek-small|Eightfold", "prompt": "c178-s1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They're overkill for a small team."}, {"id": "mai-20260917-1752-baseline|c178-s1|deepseek-small|TalentGuard", "prompt": "c178-s1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **TalentGuard**—it's the best balance of affordability, features, and SMB fit"}, {"id": "mai-20260917-1752-baseline|c178-s1|deepseek-small|GoFIGR", "prompt": "c178-s1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "GoFIGR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoFIGR** is the lighter, focused alternative"}, {"id": "mai-20260917-1752-baseline|c178-s1|deepseek-small|Workday Skills Cloud", "prompt": "c178-s1", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only if you're *already* using Workday... Otherwise, skip it"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|Gloat", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Market giants like **Gloat**, **Eightfold.ai**, and **Phenom** are highly sophisticated, but they require massive budgets... unnecessarily complex and expensive."}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|Eightfold.ai", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they require massive budgets, months of setup, and a high level of \"data maturity\" to work properly"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|Phenom", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these platforms are unnecessarily complex and expensive"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|MuchSkills", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "MuchSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. MuchSkills (Best for Visual Team Skills & Light Project Gigs)"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|TalentGuard", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "2. TalentGuard (Best Budget-Friendly Competency Marketplace)"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|365Talents by Docebo", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents by Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "3. 365Talents by Docebo (Best for Learning-Driven Internal Mobility)"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|Skills Base", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "4. Skills Base (Best for Technical / Operations-focused Staffing)"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|Lattice", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use Lattice:** You can utilize **Lattice Grow**"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|Paylocity", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These platforms offer simple, integrated internal job boards and basic skills tracking"}, {"id": "mai-20260917-1752-baseline|c178-s1|google-small|BambooHR", "prompt": "c178-s1", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you use Paylocity or BambooHR:** These platforms offer simple, integrated internal job boards"}, {"id": "mai-20260917-1752-baseline|c178-s1|meta-small|Gloat", "prompt": "c178-s1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top internal talent marketplace platforms include Gloat, Eightfold AI, SkyHive, TalentGuard, and SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|meta-small|Eightfold AI", "prompt": "c178-s1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top internal talent marketplace platforms include Gloat, Eightfold AI, SkyHive, TalentGuard, and SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|meta-small|SkyHive", "prompt": "c178-s1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top internal talent marketplace platforms include Gloat, Eightfold AI, SkyHive, TalentGuard, and SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|meta-small|TalentGuard", "prompt": "c178-s1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top internal talent marketplace platforms include Gloat, Eightfold AI, SkyHive, TalentGuard, and SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|meta-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-s1", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top internal talent marketplace platforms include Gloat, Eightfold AI, SkyHive, TalentGuard, and SAP SuccessFactors Opportunity Marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|TalentGuard", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **TalentGuard** offers the best balance of affordability and functionality."}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Gloat", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Consideration**: Better suited for companies with bigger budgets"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|365Talents", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies needing skills taxonomy expertise"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Google Forms + Sheets", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Google Forms + Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Forms + Sheets** - Manual matching process"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Airtable", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "starting with simple tools like Airtable or Google Forms coupled with structured processes can be an effective temporary solution"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Trello/Asana", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Trello/Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trello/Asana** - Project-based gig management"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Slack", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Slack** - Channel-based opportunity posting"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Docebo", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use your existing LMS (like Docebo, Absorb) with learner metadata to create matches"}, {"id": "mai-20260917-1752-baseline|c178-s1|minimax-small|Absorb", "prompt": "c178-s1", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use your existing LMS (like Docebo, Absorb) with learner metadata to create matches"}, {"id": "mai-20260917-1752-baseline|c178-s1|mistral-small|Gloat", "prompt": "c178-s1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Gloat** or **365Talents** are excellent starting points"}, {"id": "mai-20260917-1752-baseline|c178-s1|mistral-small|Eightfold AI", "prompt": "c178-s1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If AI-driven skills matching is a priority, **Eightfold AI** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c178-s1|mistral-small|Fuel50", "prompt": "c178-s1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option, Fuel50 is recognized for its skills-based talent marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|mistral-small|365Talents", "prompt": "c178-s1", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gloat** or **365Talents** are excellent starting points due to their ease of use"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|Gloat", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "designed for **enterprise-scale organizations** ... For a small B2B company, these solutions are likely **cost-prohibitive**"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|Fuel50", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically requires larger implementations ... likely **cost-prohibitive**"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|Phenom", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-only pricing, custom contracts"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|SAP SuccessFactors", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider SAP SuccessFactors** if you need a broader HR suite"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|TalentGuard", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Start with TalentGuard** ($7/user/month) if you want a dedicated internal talent marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|365Talents", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|Lattice", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more performance/engagement focused but offer some internal mobility features"}, {"id": "mai-20260917-1752-baseline|c178-s1|moonshot-small|15Five", "prompt": "c178-s1", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more performance/engagement focused but offer some internal mobility features"}, {"id": "mai-20260917-1752-baseline|c178-s1|openai-small|Neobrain", "prompt": "c178-s1", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Neobrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single name, I'd start with **Neobrain** for a dedicated internal talent marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s1|xai-small|Gloat", "prompt": "c178-s1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Custom/enterprise-only (not ideal for small) ... pricing opaque and geared to 1,000+ employees."}, {"id": "mai-20260917-1752-baseline|c178-s1|xai-small|Eightfold", "prompt": "c178-s1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many enterprise tools like Gloat or Eightfold are overkill with custom/enterprise pricing that scales poorly"}, {"id": "mai-20260917-1752-baseline|c178-s1|xai-small|TalentGuard", "prompt": "c178-s1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top recommendation: TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c178-s1|xai-small|Fuel50", "prompt": "c178-s1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ethical AI, high adoption (72% return users). Free trial/version. Suits small/mid."}, {"id": "mai-20260917-1752-baseline|c178-s1|xai-small|BambooHR", "prompt": "c178-s1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "check LinkedIn internal groups or HRIS like BambooHR/Zoho People with basic mobility"}, {"id": "mai-20260917-1752-baseline|c178-s1|xai-small|Zoho People", "prompt": "c178-s1", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HRIS like BambooHR/Zoho People with basic mobility"}, {"id": "mai-20260917-1752-baseline|c178-s1|zai-small|Fuel50", "prompt": "c178-s1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most balanced, low‑cost choice:** Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-s1|zai-small|Docebo (with 365Talents)", "prompt": "c178-s1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Docebo (with 365Talents)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for learning‑first organizations:** Docebo (with 365Talents)"}, {"id": "mai-20260917-1752-baseline|c178-s1|zai-small|TalentGuard", "prompt": "c178-s1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for lighter, modular investment:** TalentGuard"}, {"id": "mai-20260917-1752-baseline|c178-s1|zai-small|DIY (Google Forms + Sheets, Airtable, Slack, Trello/Asana)", "prompt": "c178-s1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "DIY (Google Forms + Sheets, Airtable, Slack, Trello/Asana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for ultra‑tight budgets:** DIY (Google Forms + Sheets, Airtable, Slack, Trello/Asana)"}, {"id": "mai-20260917-1752-baseline|c178-s1|zai-small|Gloat", "prompt": "c178-s1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for project‑heavy, agile work models:** Gloat"}, {"id": "mai-20260917-1752-baseline|c178-s1|zai-small|Eightfold AI", "prompt": "c178-s1", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost and more complex setup than the SMB‑focused options above"}, {"id": "mai-20260917-1752-baseline|c178-s2|alibaba-small|Zoho Recruit", "prompt": "c178-s2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Primary Recommendation: Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c178-s2|alibaba-small|Manatal", "prompt": "c178-s2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manatal is exceptionally affordable while still offering essential mobility tools."}, {"id": "mai-20260917-1752-baseline|c178-s2|alibaba-small|Recruit CRM", "prompt": "c178-s2", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Simplicity/Agency Models: Recruit CRM"}, {"id": "mai-20260917-1752-baseline|c178-s2|anthropic-small|Docebo", "prompt": "c178-s2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Docebo implementation can feel heavy for small teams"}, {"id": "mai-20260917-1752-baseline|c178-s2|anthropic-small|Gloat", "prompt": "c178-s2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most of the leading platforms (Gloat, Fuel50, Eightfold) are positioned as enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c178-s2|anthropic-small|Fuel50", "prompt": "c178-s2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most of the leading platforms (Gloat, Fuel50, Eightfold) are positioned as enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c178-s2|anthropic-small|Eightfold", "prompt": "c178-s2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most of the leading platforms (Gloat, Fuel50, Eightfold) are positioned as enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c178-s2|anthropic-small|Cornerstone", "prompt": "c178-s2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Time-to-implement runs from about 4 months (Docebo) to 7 months (Gloat, Cornerstone, and Phenom)"}, {"id": "mai-20260917-1752-baseline|c178-s2|anthropic-small|Phenom", "prompt": "c178-s2", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Time-to-implement runs from about 4 months (Docebo) to 7 months (Gloat, Cornerstone, and Phenom)"}, {"id": "mai-20260917-1752-baseline|c178-s2|challenger-small|BambooHR", "prompt": "c178-s2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose BambooHR if your team is small, you want the simplest overall HR tool, and internal mobility is not your primary use case."}, {"id": "mai-20260917-1752-baseline|c178-s2|challenger-small|TalentGuard", "prompt": "c178-s2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest fit *specifically for internal mobility*, **TalentGuard** is the better recommendation"}, {"id": "mai-20260917-1752-baseline|c178-s2|challenger-small|Gloat", "prompt": "c178-s2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-heavy options** like Gloat, Fuel50, or ServiceNow"}, {"id": "mai-20260917-1752-baseline|c178-s2|challenger-small|Fuel50", "prompt": "c178-s2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy options** like Gloat, Fuel50, or ServiceNow"}, {"id": "mai-20260917-1752-baseline|c178-s2|challenger-small|ServiceNow", "prompt": "c178-s2", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy options** like Gloat, Fuel50, or ServiceNow"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Gloat", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "designed for large enterprises with complex governance and hiring teams. Way overkill for a small company."}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Eightfold AI", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "runs ~$7–10 per employee per month with a $50k+/year minimum ... built for 10,000+ person orgs"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Avature", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Avature", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Way overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Workday Talent Marketplace", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "quote-based \"custom pricing\" designed for large enterprises ... Way overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Fuel50", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Pick **Fuel50** — it's the most cost-effective, scalable option for a small business"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|TalentGuard", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A solid mid-market alternative if you want structured competence frameworks"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|365Talents", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "skills-driven internal routing without heavy custom build work"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Zoho", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "features already built into their HRIS or performance-management suite (Zoho, BambooHR, Profit.co, etc.)"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|BambooHR", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "already built into their HRIS or performance-management suite (Zoho, BambooHR, Profit.co, etc.)"}, {"id": "mai-20260917-1752-baseline|c178-s2|deepseek-small|Profit.co", "prompt": "c178-s2", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "already built into their HRIS or performance-management suite (Zoho, BambooHR, Profit.co, etc.)"}, {"id": "mai-20260917-1752-baseline|c178-s2|google-small|Gloat", "prompt": "c178-s2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade platforms (like Gloat, Eightfold, or Phenom) are far too complex, require high data maturity, and carry five-figure price tags."}, {"id": "mai-20260917-1752-baseline|c178-s2|google-small|Eightfold", "prompt": "c178-s2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade platforms (like Gloat, Eightfold, or Phenom) are far too complex"}, {"id": "mai-20260917-1752-baseline|c178-s2|google-small|Phenom", "prompt": "c178-s2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade platforms (like Gloat, Eightfold, or Phenom) are far too complex"}, {"id": "mai-20260917-1752-baseline|c178-s2|google-small|Lattice", "prompt": "c178-s2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Lattice is the market leader in people management for SMBs... will give you the most professional, structured career-tracking system."}, {"id": "mai-20260917-1752-baseline|c178-s2|google-small|Virkware", "prompt": "c178-s2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Virkware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies wanting a true, AI-powered \"Talent Marketplace\" ... on a tight budget."}, {"id": "mai-20260917-1752-baseline|c178-s2|google-small|Spacewalk", "prompt": "c178-s2", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Spacewalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Spacewalk to set up a robust, zero-friction internal job board."}, {"id": "mai-20260917-1752-baseline|c178-s2|meta-small|TalentGuard", "prompt": "c178-s2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. TalentGuard - offers AI-powered career pathing, internal mobility, talent assessment"}, {"id": "mai-20260917-1752-baseline|c178-s2|meta-small|Eightfold", "prompt": "c178-s2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Eightfold - provides talent acquisition, AI-powered matching"}, {"id": "mai-20260917-1752-baseline|c178-s2|meta-small|Gloat", "prompt": "c178-s2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Gloat - offers AI-powered talent marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s2|meta-small|Cornerstone Talent Marketplace", "prompt": "c178-s2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Cornerstone Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enables employees to explore and apply for new roles within the organization"}, {"id": "mai-20260917-1752-baseline|c178-s2|meta-small|MentorcliQ", "prompt": "c178-s2", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "connects internal mobility, mentoring, and career development into one system"}, {"id": "mai-20260917-1752-baseline|c178-s2|minimax-small|Recruit CRM", "prompt": "c178-s2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Recruit CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recruit CRM** – This is a user-friendly platform that combines applicant tracking with internal mobility features."}, {"id": "mai-20260917-1752-baseline|c178-s2|minimax-small|Zoho Recruit", "prompt": "c178-s2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another affordable option that allows for internal job postings and candidate management."}, {"id": "mai-20260917-1752-baseline|c178-s2|minimax-small|HireSweet", "prompt": "c178-s2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "HireSweet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This platform is designed for startups and small businesses."}, {"id": "mai-20260917-1752-baseline|c178-s2|minimax-small|Docebo", "prompt": "c178-s2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but these are more enterprise-focused and may be overkill for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c178-s2|minimax-small|Gloat", "prompt": "c178-s2", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but these are more enterprise-focused and may be overkill for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c178-s2|mistral-small|Gloat", "prompt": "c178-s2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Gloat** or **TalentGuard** as your internal mobility platform."}, {"id": "mai-20260917-1752-baseline|c178-s2|mistral-small|TalentGuard", "prompt": "c178-s2", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Gloat** or **TalentGuard** as your internal mobility platform."}, {"id": "mai-20260917-1752-baseline|c178-s2|moonshot-small|Spacewalk", "prompt": "c178-s2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Spacewalk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Spacewalk**"}, {"id": "mai-20260917-1752-baseline|c178-s2|moonshot-small|Fuel50", "prompt": "c178-s2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Fuel50** if you have: - 100+ employees"}, {"id": "mai-20260917-1752-baseline|c178-s2|moonshot-small|Engagedly", "prompt": "c178-s2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at **$4/user/month** - Good for companies with 200-3,000 employees"}, {"id": "mai-20260917-1752-baseline|c178-s2|moonshot-small|Gloat", "prompt": "c178-s2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... **Gloat** | Enterprise-focused, custom pricing"}, {"id": "mai-20260917-1752-baseline|c178-s2|moonshot-small|Eightfold AI", "prompt": "c178-s2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "$10+/employee/month, designed for 5,000+ employees"}, {"id": "mai-20260917-1752-baseline|c178-s2|moonshot-small|Workday/SAP SuccessFactors", "prompt": "c178-s2", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday/SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Expensive, complex implementation, overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c178-s2|openai-small|ERIN", "prompt": "c178-s2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "ERIN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **ERIN** if you mainly want a straightforward, operational solution."}, {"id": "mai-20260917-1752-baseline|c178-s2|openai-small|365Talents", "prompt": "c178-s2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**365Talents** is probably the better long-term fit"}, {"id": "mai-20260917-1752-baseline|c178-s2|openai-small|Hitch", "prompt": "c178-s2", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Hitch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need deeper mobility/workforce matching?** Hitch."}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|SAP SuccessFactors", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SAP SuccessFactors** as the top internal mobility platform"}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|Gloat", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "scaling better than enterprise-heavy options like Gloat, Eightfold, or Workday (which often hit $100K+ annually even for small teams)"}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|Eightfold AI", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Too enterprise-focused/expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|Workday", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-heavy options like Gloat, Eightfold, or Workday (which often hit $100K+ annually even for small teams)"}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|TalentGuard", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good AI skills/career pathing, but pricier add-ons & less polished for pure mobility."}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|Fuel50", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for career transparency/gigs, but quotes needed & assumes larger headcount."}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|Google Workspace add-ons", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Google Workspace add-ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider free/low-cost job board alternatives like Google Workspace add-ons"}, {"id": "mai-20260917-1752-baseline|c178-s2|xai-small|LinkedIn's internal groups", "prompt": "c178-s2", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "LinkedIn's internal groups", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or LinkedIn's internal groups first, then upgrade"}, {"id": "mai-20260917-1752-baseline|c178-s2|zai-small|TalentGuard", "prompt": "c178-s2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I recommend starting with **TalentGuard**."}, {"id": "mai-20260917-1752-baseline|c178-s2|zai-small|Breezy HR", "prompt": "c178-s2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Breezy HR** is highly recommended due to its generous free tier."}, {"id": "mai-20260917-1752-baseline|c178-s2|zai-small|JazzHR", "prompt": "c178-s2", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JazzHR** is a cost-effective way to add internal mobility to that existing stack."}, {"id": "mai-20260917-1752-baseline|c178-s3|alibaba-small|Upwork", "prompt": "c178-s3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Upwork** if you are building a core product or need a virtual assistant who reports daily for 20+ hours a week."}, {"id": "mai-20260917-1752-baseline|c178-s3|alibaba-small|Fiverr", "prompt": "c178-s3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Fiverr** if you need a specific task done today (e.g., SEO audit, graphic design)"}, {"id": "mai-20260917-1752-baseline|c178-s3|alibaba-small|Toptal", "prompt": "c178-s3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Toptal** if your team lacks technical expertise to vet a developer"}, {"id": "mai-20260917-1752-baseline|c178-s3|alibaba-small|Contra", "prompt": "c178-s3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Contra** if you want to avoid administrative overhead and platform taxes"}, {"id": "mai-20260917-1752-baseline|c178-s3|alibaba-small|PeoplePerHour", "prompt": "c178-s3", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** European/UK-based small teams looking for localized talent with EU privacy compliance."}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Upwork", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "built for one-off gigs with no vetting guarantee, variable quality, and per-project fees that add up fast for recurring needs"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Fiverr", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for one-off gigs with no vetting guarantee, variable quality, and per-project fees that add up fast for recurring needs"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Freelancer.com", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "With over 17 million registered users and nearly 10 million posted projects spanning hundreds of countries"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Lemon.io", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Lemon.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Curated networks such as Lemon.io, Gun.io, and Codeable trade marketplace scale for pre-screened talent, faster matching, and reduced hiring risk"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Gun.io", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gun.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Curated networks such as Lemon.io, Gun.io, and Codeable trade marketplace scale for pre-screened talent"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Codeable", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Codeable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Curated networks such as Lemon.io, Gun.io, and Codeable trade marketplace scale for pre-screened talent"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|PeoplePerHour", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**PeoplePerHour** (ideal for small businesses) Geared especially toward small businesses... every freelancer is hand-curated, ensuring quality and reliability."}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|CloudPeeps", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "CloudPeeps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "CloudPeeps takes a more curated approach, accepting fewer freelancers to maintain quality and specialization"}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Contra", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Contra, Arc, Braintrust, and Hubstaff Talent charge 0% commission to freelancers."}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Arc", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Contra, Arc, Braintrust, and Hubstaff Talent charge 0% commission to freelancers."}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Braintrust", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Contra, Arc, Braintrust, and Hubstaff Talent charge 0% commission to freelancers."}, {"id": "mai-20260917-1752-baseline|c178-s3|anthropic-small|Hubstaff Talent", "prompt": "c178-s3", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Hubstaff Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Contra, Arc, Braintrust, and Hubstaff Talent charge 0% commission to freelancers."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Gloat", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For internal team redeployment**: **Gloat** or **Fuel50**."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Fuel50", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For internal team redeployment**: **Gloat** or **Fuel50**."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Eightfold AI", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong skills inference and workforce planning; often more enterprise-leaning."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Phenom", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broad experience layer that combines recruiting and internal moves."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Workday", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when you want internal mobility inside the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SAP-native workflows and HCM users."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Upwork", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**For general external hiring on a budget**: **Upwork**."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Toptal", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More selective and quality-focused, usually slower and pricier than open marketplaces."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|MarketerHire", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "MarketerHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Curated, fast matching for marketing talent"}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Shiny", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Shiny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Curated fractional marketplace with no upfront fee but ongoing markup."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Fractional Jobs", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fractional Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "White-glove search and direct hire"}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|GigSmart", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "GigSmart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Better for task-based or project-based external work than internal mobility."}, {"id": "mai-20260917-1752-baseline|c178-s3|challenger-small|Talmix", "prompt": "c178-s3", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Talmix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Better for task-based or project-based external work than internal mobility."}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Upwork", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Upwork — best overall flexibility"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Fiverr", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Fiverr / Fiverr Pro — best for speed on defined tasks"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Freelancer", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Upwork, Fiverr, Freelancer, Guru"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Guru", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Guru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Upwork, Fiverr, Freelancer, Guru"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Toptal", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 3. Toptal — best for vetted senior talent"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|A.Team", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "A.Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 5. A.Team — best for building vetted freelance product teams"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Gigster", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gigster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Toptal, A.Team, Gigster, Lemon.io, Arc"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Lemon.io", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Lemon.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Toptal, A.Team, Gigster, Lemon.io, Arc"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Arc", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Toptal, A.Team, Gigster, Lemon.io, Arc"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Awesomic", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Awesomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "### 4. Awesomic / Superside — best for ongoing, volume-heavy creative/dev work"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Superside", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Superside", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Awesomic / Superside — best for ongoing, volume-heavy creative/dev work"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Contra", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "### 6. Contra — best for commission-free ongoing work"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Gun.io", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gun.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Gun.io** / **Uvik** (beyond a pure marketplace)"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Uvik", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Uvik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Gun.io** / **Uvik** (beyond a pure marketplace)"}, {"id": "mai-20260917-1752-baseline|c178-s3|deepseek-small|Braintrust", "prompt": "c178-s3", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "### 7. Braintrust — best for decentralized, lower-fee tech talent"}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Toptal", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Do you have more money than time?** Use **Toptal** or **Lemon.io**."}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Lemon.io", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Lemon.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Do you have more money than time?** Use **Toptal** or **Lemon.io**."}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Arc.dev", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly specialized alternatives to Toptal focused on software development."}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Wellfound (formerly AngelList Talent)", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Wellfound (formerly AngelList Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Are you hiring a co-founder or full-time employee?** Use **Wellfound**."}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Upwork", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Do you have more time than money?** Use **Upwork** or **Contra**."}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Fiverr", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Do you just need a single logo, pitch deck design, or voiceover?** Use **Fiverr**."}, {"id": "mai-20260917-1752-baseline|c178-s3|google-small|Contra", "prompt": "c178-s3", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Do you have more time than money?** Use **Upwork** or **Contra**."}, {"id": "mai-20260917-1752-baseline|c178-s3|meta-small|Upwork", "prompt": "c178-s3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Upwork is a leading global freelance marketplace that connects businesses with independent professionals around the world"}, {"id": "mai-20260917-1752-baseline|c178-s3|meta-small|Fiverr", "prompt": "c178-s3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fiverr is an online marketplace where freelancers sell fixed-price \"gigs\" starting as low as $5"}, {"id": "mai-20260917-1752-baseline|c178-s3|meta-small|PeoplePerHour", "prompt": "c178-s3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PeoplePerHour is geared especially toward small businesses and connects them with vetted freelance experts"}, {"id": "mai-20260917-1752-baseline|c178-s3|meta-small|Fractional Jobs", "prompt": "c178-s3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fractional Jobs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fractional Jobs is a platform that offers white-glove search and direct hire services"}, {"id": "mai-20260917-1752-baseline|c178-s3|meta-small|TalentLoft", "prompt": "c178-s3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "TalentLoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TalentLoft is a profile-first fractional marketplace"}, {"id": "mai-20260917-1752-baseline|c178-s3|meta-small|GigX", "prompt": "c178-s3", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "GigX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GigX is a free directory that allows bootstrapped teams to source fractional talent themselves"}, {"id": "mai-20260917-1752-baseline|c178-s3|minimax-small|Upwork", "prompt": "c178-s3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ongoing complex projects? → Upwork"}, {"id": "mai-20260917-1752-baseline|c178-s3|minimax-small|Fiverr", "prompt": "c178-s3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need something fast and cheap? → Fiverr"}, {"id": "mai-20260917-1752-baseline|c178-s3|minimax-small|Toptal", "prompt": "c178-s3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Premium senior talent? → Toptal"}, {"id": "mai-20260917-1752-baseline|c178-s3|minimax-small|Freelancer.com", "prompt": "c178-s3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: casting a wide net, quick first wins"}, {"id": "mai-20260917-1752-baseline|c178-s3|minimax-small|Contra", "prompt": "c178-s3", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Building long-term relationships? → Contra"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|Upwork", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For long-term, professional hires: Upwork"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|Fiverr", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For quick, one-off tasks: Fiverr"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|PeoplePerHour", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For UK/EU small businesses: PeoplePerHour"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|Fractional Jobs", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fractional Jobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best overall for startups, offering white-glove search and direct hire"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|Shiny", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Shiny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Curated marketplace for early-stage startups, with no upfront fees and a 10% ongoing markup"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|TalentLoft", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "TalentLoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Profile-first marketplace where you can review named operators before committing"}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|FlexTal", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "FlexTal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broad marketplace for browsing fractional talent across functions."}, {"id": "mai-20260917-1752-baseline|c178-s3|mistral-small|Go Fractional", "prompt": "c178-s3", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Go Fractional", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Curated marketplace for early-stage startups, supporting multi-function hires."}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Upwork", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "and **Upwork** for generalist roles—balancing quality, cost, and flexibility."}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Toptal", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mission-critical project, budget secondary | **Toptal**"}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Gun.io", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gun.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Building a core dev team | **Gun.io** or **Lemon.io**"}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Arc.dev", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Arc.dev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Small teams often benefit most from **Arc.dev** or **Lemon.io** for developers"}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Lemon.io", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Lemon.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Small teams often benefit most from **Arc.dev** or **Lemon.io** for developers"}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Fiverr", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need something cheap and fast | **Upwork** or **Fiverr**"}, {"id": "mai-20260917-1752-baseline|c178-s3|moonshot-small|Contra", "prompt": "c178-s3", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hate platform fees | **Contra** (commission-free)"}, {"id": "mai-20260917-1752-baseline|c178-s3|openai-small|Upwork", "prompt": "c178-s3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upwork** — best all-around option for breadth and flexibility."}, {"id": "mai-20260917-1752-baseline|c178-s3|openai-small|Fiverr", "prompt": "c178-s3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fiverr** — best for packaged, task-based work."}, {"id": "mai-20260917-1752-baseline|c178-s3|openai-small|Toptal", "prompt": "c178-s3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Toptal** — best for high-end, vetted specialist talent."}, {"id": "mai-20260917-1752-baseline|c178-s3|openai-small|Freelancer.com", "prompt": "c178-s3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "broad marketplace, often lower-cost and more contest-driven"}, {"id": "mai-20260917-1752-baseline|c178-s3|openai-small|PeoplePerHour", "prompt": "c178-s3", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "useful for smaller projects in certain regions or categories"}, {"id": "mai-20260917-1752-baseline|c178-s3|xai-small|Upwork", "prompt": "c178-s3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams specifically: Start with Fiverr/Upwork for affordability and ease."}, {"id": "mai-20260917-1752-baseline|c178-s3|xai-small|Fiverr", "prompt": "c178-s3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Fiverr/Upwork for affordability and ease."}, {"id": "mai-20260917-1752-baseline|c178-s3|xai-small|Toptal", "prompt": "c178-s3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use Toptal if quality is critical and budget allows."}, {"id": "mai-20260917-1752-baseline|c178-s3|xai-small|Freelancer.com", "prompt": "c178-s3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bidding wars lower quality, more spam/scams"}, {"id": "mai-20260917-1752-baseline|c178-s3|xai-small|PeoplePerHour", "prompt": "c178-s3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "niche options like PeoplePerHour or Contra"}, {"id": "mai-20260917-1752-baseline|c178-s3|xai-small|Contra", "prompt": "c178-s3", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Smaller pool, less established"}, {"id": "mai-20260917-1752-baseline|c178-s3|zai-small|Gloat", "prompt": "c178-s3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're focused on internal mobility:** explore **Gloat**, **Eightfold AI**, or **SkyHive**."}, {"id": "mai-20260917-1752-baseline|c178-s3|zai-small|Eightfold AI", "prompt": "c178-s3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI‑driven talent matching, deep skills analytics, good for companies with complex talent needs"}, {"id": "mai-20260917-1752-baseline|c178-s3|zai-small|SkyHive", "prompt": "c178-s3", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "comparative", "raw": "SkyHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on experiential development, connects employees to project opportunities, supports internal upskilling"}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|TalentGuard", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have ~$1k setup budget and want automation: Look at **TalentGuard** or similar mid-market platforms"}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|Gloat", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the massive implementation fees of competitors like Gloat or Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|Fuel50", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the massive implementation fees of competitors like Gloat or Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|Airtable", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have < $500/month and minimal IT support: Use **Airtable** or **Notion** to create a visible skills and projects dashboard."}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|Notion", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use **Airtable** or **Notion** to create a visible skills and projects dashboard. It's free/cheap and gets you started immediately."}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|Slack", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Communication & visibility for \"gigs\" or project asks"}, {"id": "mai-20260917-1752-baseline|c178-s4|alibaba-small|Google Forms", "prompt": "c178-s4", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple intake for interest in new roles/projects | Free"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|Spacewalk", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Spacewalk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spacewalk is an AI-powered, cloud-based talent marketplace platform that empowers SMBs with no-code technology"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|Gigged.AI", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gigged.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gigged.AI is specifically positioned for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|Gloat", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rather than premium enterprise solutions like Gloat, Fuel50, or Eightfold (which are built for larger organizations)"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|Fuel50", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rather than premium enterprise solutions like Gloat, Fuel50, or Eightfold (which are built for larger organizations)"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|Eightfold", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rather than premium enterprise solutions like Gloat, Fuel50, or Eightfold (which are built for larger organizations)"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|SAP", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "already uses HR software like SAP or Workday, their built-in marketplace features might be included in your existing contract"}, {"id": "mai-20260917-1752-baseline|c178-s4|anthropic-small|Workday", "prompt": "c178-s4", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "already uses HR software like SAP or Workday, their built-in marketplace features might be included in your existing contract"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|TalentGuard", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** is the strongest overall fit for that profile because it is listed as suitable for **SMBs, Mid-Market, Enterprises**"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|Skima AI", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Skima AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is especially constrained, **Skima AI** is worth a close look"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|Gloat", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better suited to **smaller or more targeted use cases** than enterprise-heavy options like Gloat, Eightfold, Workday, or SAP"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|Eightfold", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-heavy options like Gloat, Eightfold, Workday, or SAP"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|Workday", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-heavy options like Gloat, Eightfold, Workday, or SAP"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|SAP", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-heavy options like Gloat, Eightfold, Workday, or SAP"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|ServiceNow Opportunity Marketplace", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "ServiceNow Opportunity Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you already use a broader talent suite and want internal mobility built in:** **ServiceNow Opportunity Marketplace**"}, {"id": "mai-20260917-1752-baseline|c178-s4|challenger-small|Cornerstone-related options", "prompt": "c178-s4", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Cornerstone-related options", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cornerstone-related options**, depending on your stack"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Google Forms", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Google Forms** (for employees to submit skills/interests)"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Google Sheets", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Google Sheets / Airtable** (free tier) – as the central \"marketplace\" database"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Airtable", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with the **DIY option** using Slack + Google Forms + Airtable."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Slack", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Slack channel** (e.g., #gigs-and-projects) – where managers post internal opportunities"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Notion", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Notion or Trello** – for a visual board of roles, projects, and mentoring requests"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Trello", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Notion or Trello** – for a visual board of roles, projects, and mentoring requests"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Zapier", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zapier or Make** (free/cheap) – to connect the form to the board"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Make", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Zapier or Make** (free/cheap) – to connect the form to the board"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|TalentGuard", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "then upgrade to TalentGuard or a similar lite platform next year"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Teamflect", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "free tier for 10 users, ~$7/user/mo after) – more of a performance tool with light talent marketplace features"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Fuel50", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Excellent platforms, but their sweet spot is 500–5,000+ employees... you'll pay for features you won't use."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Gloat", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid These (Enterprise-Focused) - **Gloat** – Positioned for Fortune 500s."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Eightfold AI", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid These (Enterprise-Focused)... full-scale enterprise suites. Minimum contracts often exceed $100k/year."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Phenom", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid These (Enterprise-Focused)... full-scale enterprise suites."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Workday", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Avoid These (Enterprise-Focused)... full-scale enterprise suites."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|SAP SuccessFactors", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Avoid These (Enterprise-Focused)... full-scale enterprise suites."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|365Talents", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Excellent platforms, but their sweet spot is 500–5,000+ employees."}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|BambooHR", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "check if your **existing HRIS or ATS** (like BambooHR, Gusto, Zoho Recruit, or Workable) has an internal job board"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Gusto", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "(like BambooHR, Gusto, Zoho Recruit, or Workable) has an internal job board"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Zoho Recruit", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "(like BambooHR, Gusto, Zoho Recruit, or Workable) has an internal job board"}, {"id": "mai-20260917-1752-baseline|c178-s4|deepseek-small|Workable", "prompt": "c178-s4", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "(like BambooHR, Gusto, Zoho Recruit, or Workable) has an internal job board"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Gloat", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "typical enterprise-grade Internal Talent Marketplaces (ITMs) like **Gloat, Eightfold AI, or Fuel50** are off the table"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Eightfold AI", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like **Gloat, Eightfold AI, or Fuel50** are off the table. These platforms cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Fuel50", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like **Gloat, Eightfold AI, or Fuel50** are off the table"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Teammeter", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teammeter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**150+ employees:** Schedule a demo with **Teammeter** or **Nestor**"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Nestor", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Nestor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Schedule a demo with **Teammeter** or **Nestor**. Be transparent about your budget upfront"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|TalentGuard", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often highlighted as a highly functional yet affordable alternative to enterprise-level suites"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|BambooHR", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small-business HR suites like **BambooHR, Rippling, or Gusto** often feature modules or built-in functions that can serve as a lightweight ITM"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Rippling", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Audit your current HRIS (Rippling, BambooHR, etc.) to see what internal directory and mobility features you already have active"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Gusto", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "HR suites like **BambooHR, Rippling, or Gusto** often feature modules or built-in functions that can serve as a lightweight ITM"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Slack", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The Slack/MS Teams Framework (Free)** Create dedicated channels like `#internal-gigs`"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|MS Teams", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "MS Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "The Slack/MS Teams Framework (Free)"}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Notion", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "A structured Notion database or a Slack channel will achieve the exact same goals for free."}, {"id": "mai-20260917-1752-baseline|c178-s4|google-small|Airtable", "prompt": "c178-s4", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "The Notion / Airtable Database (Free to Low-Cost)"}, {"id": "mai-20260917-1752-baseline|c178-s4|meta-small|TalentGuard", "prompt": "c178-s4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include Gartner, TalentGuard, and Fuel50, which offer a range of features and pricing plans."}, {"id": "mai-20260917-1752-baseline|c178-s4|meta-small|Fuel50", "prompt": "c178-s4", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include Gartner, TalentGuard, and Fuel50, which offer a range of features and pricing plans."}, {"id": "mai-20260917-1752-baseline|c178-s4|minimax-small|TalentGuard", "prompt": "c178-s4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** (Best Overall for Small Business)"}, {"id": "mai-20260917-1752-baseline|c178-s4|minimax-small|Zendikt", "prompt": "c178-s4", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zendikt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable pricing starting around $4 per employee/month - Good for small teams"}, {"id": "mai-20260917-1752-baseline|c178-s4|mistral-small|Spacewalk", "prompt": "c178-s4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Spacewalk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spacewalk being particularly well-suited for very tight budgets"}, {"id": "mai-20260917-1752-baseline|c178-s4|mistral-small|Guru", "prompt": "c178-s4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Guru** and **Braintrust** are also recommended for small-to-mid-sized businesses due to their lower platform fees"}, {"id": "mai-20260917-1752-baseline|c178-s4|mistral-small|Braintrust", "prompt": "c178-s4", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Guru** and **Braintrust** are also recommended for small-to-mid-sized businesses due to their lower platform fees"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|TalentGuard", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentGuard – Best Budget-Friendly Option ... TalentGuard offers the best value with strong support."}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|Skills Base", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Skills Base at $2/user/month is likely your most cost-effective path"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|SkillsDB", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SkillsDB – Flat Rate Option ... predictable costs without per-user fees"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|Gloat", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid (Budget-Wise) | Gloat | Starts at ~$500K/year, enterprise-only"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|Fuel50", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Skip for Small Budgets ... requires sales contact, likely has implementation fees"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|365Talents", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "No free trial, pricing upon request (typically enterprise-focused)"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|Workday", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise pricing, complex implementation"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|360 Review", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "360 Review", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**360 Review** (alternative) | $600/year"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|Baserow", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Baserow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Building a simple solution using low-code tools like Baserow (open-source Airtable alternative)"}, {"id": "mai-20260917-1752-baseline|c178-s4|moonshot-small|NocoDB", "prompt": "c178-s4", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "NocoDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or **NocoDB** to track skills and internal opportunities"}, {"id": "mai-20260917-1752-baseline|c178-s4|openai-small|Gloat", "prompt": "c178-s4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best choice is usually **not** a standalone \"enterprise talent marketplace\" like Gloat or Eightfold... typically aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline|c178-s4|openai-small|Eightfold", "prompt": "c178-s4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not** a standalone \"enterprise talent marketplace\" like Gloat or Eightfold. Those are powerful, but they're typically aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline|c178-s4|openai-small|Workday Talent Marketplace", "prompt": "c178-s4", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday Talent Marketplace** if you already run Workday and can activate it without a separate procurement cycle."}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Google Forms/Sheets", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Forms/Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is often a free or DIY approach using tools like Google Forms/Sheets"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Airtable (free tier)", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable (free tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "free or DIY approach using tools like Google Forms/Sheets, Airtable (free tier)"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Trello/Asana (free plans)", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Trello/Asana (free plans)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trello/Asana (free plans), or Slack channels combined with Zapier for basic automation"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Slack", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Slack channels combined with Zapier for basic automation"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Zapier", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Slack channels combined with Zapier for basic automation"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Teamflect", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teamflect (top pick for <10 users): Free Starter plan forever (up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|TalentGuard", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for SMBs with AI matching, skills development, internal mobility, and assessments"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Gloat", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like Gloat, Eightfold, or Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Eightfold", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise tools like Gloat, Eightfold, or Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-s4|xai-small|Fuel50", "prompt": "c178-s4", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise tools like Gloat, Eightfold, or Fuel50"}, {"id": "mai-20260917-1752-baseline|c178-s4|zai-small|Airtable", "prompt": "c178-s4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airtable + Google Sheets** (or Excel) is the best internal talent marketplace for a tight‑budget small company."}, {"id": "mai-20260917-1752-baseline|c178-s4|zai-small|Google Sheets", "prompt": "c178-s4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best overall for a tight budget**: Airtable (free plan) + Google Sheets/Excel."}, {"id": "mai-20260917-1752-baseline|c178-s4|zai-small|Excel", "prompt": "c178-s4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airtable (free plan) + Google Sheets/Excel"}, {"id": "mai-20260917-1752-baseline|c178-s4|zai-small|TalentGuard", "prompt": "c178-s4", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "budget", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Runner‑up commercial option**: TalentGuard (starts at $7/user/month)"}, {"id": "mai-20260917-1752-baseline|c178-s5|alibaba-small|Airtable", "prompt": "c178-s5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Airtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by mapping your top 10 critical skills and top 3 ongoing \"overflow\" projects on a shared Notion board or Airtable base."}, {"id": "mai-20260917-1752-baseline|c178-s5|alibaba-small|Notion", "prompt": "c178-s5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start by mapping your top 10 critical skills and top 3 ongoing \"overflow\" projects on a shared Notion board or Airtable base."}, {"id": "mai-20260917-1752-baseline|c178-s5|alibaba-small|Rippling", "prompt": "c178-s5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**All-in-One HRIS (Rippling/Lattice)** | Data is already there ... | Features may be limited compared to dedicated specialists."}, {"id": "mai-20260917-1752-baseline|c178-s5|alibaba-small|Lattice", "prompt": "c178-s5", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Companies already using Rippling or Lattice heavily."}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Gloat", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these platforms are designed for organizations with **at least 500 to 1,000+ employees**... six-figure contract minimums"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Fuel50", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade software platforms like Gloat, Fuel50, or Eightfold. However, these platforms are designed for organizations with **at least 500 to 1,000+ employees**"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Eightfold", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade software platforms like Gloat, Fuel50, or Eightfold. However, these platforms are designed for organizations with **at least 500 to 1,000+ employees**"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Notion", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Create a \"Skills & Interests\" sheet on Notion or Google Sheets."}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Airtable", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Your Way:* A shared **Notion** database, **Airtable**, or even a clean **Google Sheet**"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Google Sheet", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Google Sheet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Create a \"Skills & Interests\" sheet on Notion or Google Sheets."}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Slack", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Create a `#gigs` Slack channel."}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Trello/Asana", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Trello/Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a simple **Trello/Asana** board"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Lattice", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tools like **Lattice**, **Rippling**, or **Deel** have built-in career pathing, skills-tracking, and individual development plan (IDP) features."}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Rippling", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tools like **Lattice**, **Rippling**, or **Deel** have built-in career pathing, skills-tracking"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Deel", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Tools like **Lattice**, **Rippling**, or **Deel** have built-in career pathing, skills-tracking"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|ClickUp", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "If your company lives in ClickUp, Monday.com, or Jira, evaluate whether you can create a custom view"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Monday.com", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "If your company lives in ClickUp, Monday.com, or Jira"}, {"id": "mai-20260917-1752-baseline|c178-s5|google-small|Jira", "prompt": "c178-s5", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Jira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "If your company lives in ClickUp, Monday.com, or Jira"}, {"id": "mai-20260917-1752-baseline|c178-s5|meta-small|Phenom Talent Marketplace", "prompt": "c178-s5", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Phenom Talent Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular internal talent marketplace platforms include Phenom Talent Marketplace, Fuel50, and others"}, {"id": "mai-20260917-1752-baseline|c178-s5|meta-small|Fuel50", "prompt": "c178-s5", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular internal talent marketplace platforms include Phenom Talent Marketplace, Fuel50, and others"}, {"id": "mai-20260917-1752-baseline|c178-s5|minimax-small|BambooHR + HRIS-integrated job board", "prompt": "c178-s5", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "BambooHR + HRIS-integrated job board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Very small companies already on BambooHR ... Simple, already in your HRIS, minimal extra cost."}, {"id": "mai-20260917-1752-baseline|c178-s5|minimax-small|Beamery (Talent Marketplace)", "prompt": "c178-s5", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Beamery (Talent Marketplace)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong AI, good integrations, used by firms like LinkedIn."}, {"id": "mai-20260917-1752-baseline|c178-s5|minimax-small|Cornerstone OnDemand (Cornerstone People Cloud)", "prompt": "c178-s5", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Cornerstone OnDemand (Cornerstone People Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good if you also need a learning platform."}, {"id": "mai-20260917-1752-baseline|c178-s5|minimax-small|Gloat", "prompt": "c178-s5", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very strong AI matching, good for \"gig\" economy."}, {"id": "mai-20260917-1752-baseline|c178-s5|minimax-small|Greenhouse (Internal Hiring)", "prompt": "c178-s5", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Greenhouse (Internal Hiring)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great candidate experience, but internal board is newer."}, {"id": "mai-20260917-1752-baseline|c178-s5|minimax-small|Phenomen", "prompt": "c178-s5", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Phenomen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven career-pathing & internal mobility"}, {"id": "mai-20260917-1752-baseline|c178-s5|mistral-small|Notion", "prompt": "c178-s5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a small company, could you use a simple tool like Notion, Trello, or Google Workspace with some customization?"}, {"id": "mai-20260917-1752-baseline|c178-s5|mistral-small|Trello", "prompt": "c178-s5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "could you use a simple tool like Notion, Trello, or Google Workspace with some customization?"}, {"id": "mai-20260917-1752-baseline|c178-s5|mistral-small|Google Workspace", "prompt": "c178-s5", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "could you use a simple tool like Notion, Trello, or Google Workspace with some customization?"}, {"id": "mai-20260917-1752-baseline|c178-s5|moonshot-small|Gloat", "prompt": "c178-s5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional internal talent marketplaces (Gloat, Fuel50, Eightfold, etc.) are built for 1,000+ person enterprises... Buying one now risks bureaucratizing the natural fluidity of a small team."}, {"id": "mai-20260917-1752-baseline|c178-s5|moonshot-small|Fuel50", "prompt": "c178-s5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional internal talent marketplaces (Gloat, Fuel50, Eightfold, etc.) are built for 1,000+ person enterprises"}, {"id": "mai-20260917-1752-baseline|c178-s5|moonshot-small|Eightfold", "prompt": "c178-s5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional internal talent marketplaces (Gloat, Fuel50, Eightfold, etc.) are built for 1,000+ person enterprises"}, {"id": "mai-20260917-1752-baseline|c178-s5|moonshot-small|Airtable/Notion skills database", "prompt": "c178-s5", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Airtable/Notion skills database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Airtable/Notion skills database:** A simple table of people, skills, and interest areas, surfaced in Slack."}, {"id": "mai-20260917-1752-baseline|c178-s5|openai-small|Notion", "prompt": "c178-s5", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Notion / Airtable / Google Sheets skills matrix"}, {"id": "mai-20260917-1752-baseline|c178-s5|openai-small|Airtable", "prompt": "c178-s5", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Notion / Airtable / Google Sheets skills matrix"}, {"id": "mai-20260917-1752-baseline|c178-s5|openai-small|Google Sheets", "prompt": "c178-s5", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Notion / Airtable / Google Sheets skills matrix"}, {"id": "mai-20260917-1752-baseline|c178-s5|openai-small|Slack", "prompt": "c178-s5", "model": "openai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slack channel for internal opportunities"}, {"id": "mai-20260917-1752-baseline|c178-s5|xai-small|Gloat", "prompt": "c178-s5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "highlight vendors like Gloat, Fuel50, Hitch, 365Talents—but check small-business fit (many target 200+)"}, {"id": "mai-20260917-1752-baseline|c178-s5|xai-small|Fuel50", "prompt": "c178-s5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "highlight vendors like Gloat, Fuel50, Hitch, 365Talents—but check small-business fit (many target 200+)"}, {"id": "mai-20260917-1752-baseline|c178-s5|xai-small|Hitch", "prompt": "c178-s5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "Hitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "highlight vendors like Gloat, Fuel50, Hitch, 365Talents—but check small-business fit (many target 200+)"}, {"id": "mai-20260917-1752-baseline|c178-s5|xai-small|365Talents", "prompt": "c178-s5", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlight vendors like Gloat, Fuel50, Hitch, 365Talents—but check small-business fit (many target 200+)"}, {"id": "mai-20260917-1752-baseline|c178-s6|alibaba-small|Upwork", "prompt": "c178-s6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Proceed with caution.** Ideal for technical niches, but demands strict screening."}, {"id": "mai-20260917-1752-baseline|c178-s6|alibaba-small|Freelancer.com", "prompt": "c178-s6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses should largely avoid this platform unless the project is microscopic and \"throwaway\" in nature."}, {"id": "mai-20260917-1752-baseline|c178-s6|alibaba-small|Fiverr", "prompt": "c178-s6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use for micro-tasks.** Good for one-off deliverables, bad for ongoing strategy."}, {"id": "mai-20260917-1752-baseline|c178-s6|alibaba-small|Toptal", "prompt": "c178-s6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Use sparingly.** Only when you have the budget for top-tier engineering/design."}, {"id": "mai-20260917-1752-baseline|c178-s6|alibaba-small|99designs", "prompt": "c178-s6", "model": "alibaba-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "99designs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** for logos/IP. Okay for simple graphic design help."}, {"id": "mai-20260917-1752-baseline|c178-s6|anthropic-small|Fiverr", "prompt": "c178-s6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fiverr holds a 2.5/5 Trustpilot rating, with the same issues appearing repeatedly: inconsistent quality, slow support, and refund disputes."}, {"id": "mai-20260917-1752-baseline|c178-s6|anthropic-small|Upwork", "prompt": "c178-s6", "model": "anthropic-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Upwork's open bidding system often results in dozens or even hundreds of proposals for a single job."}, {"id": "mai-20260917-1752-baseline|c178-s6|challenger-small|Upwork", "prompt": "c178-s6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open general marketplaces like Upwork, Fiverr, and Freelancer.com when you need highly consistent quality... can require significant DIY screening and management."}, {"id": "mai-20260917-1752-baseline|c178-s6|challenger-small|Fiverr", "prompt": "c178-s6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Open general marketplaces like Upwork, Fiverr, and Freelancer.com ... can require significant DIY screening and management."}, {"id": "mai-20260917-1752-baseline|c178-s6|challenger-small|Freelancer.com", "prompt": "c178-s6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Open general marketplaces like Upwork, Fiverr, and Freelancer.com when you need highly consistent quality, strong oversight, or repeatable outcomes"}, {"id": "mai-20260917-1752-baseline|c178-s6|challenger-small|Toptal", "prompt": "c178-s6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "one source explicitly says beginners should avoid Toptal-style platforms because the screening expects years of experience and the premium pricing often does not help"}, {"id": "mai-20260917-1752-baseline|c178-s6|challenger-small|Gun.io", "prompt": "c178-s6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gun.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium vetted networks like Toptal, Gun.io, or similar curated platforms if you are a beginner, have a tight budget, or need quick low-stakes hiring"}, {"id": "mai-20260917-1752-baseline|c178-s6|challenger-small|Dribbble Hire", "prompt": "c178-s6", "model": "challenger-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Dribbble Hire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Dribbble is described as more of a portfolio network than a true marketplace, with no escrow, no payment protection, and no built-in project management."}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|Freelancer.com", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for critical or complex work"}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|Fiverr", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution for anything beyond micro-tasks"}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|PeoplePerHour", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for most small business needs"}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|Guru.com", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution (outdated UX, quality issues)"}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|Fiverr Pro", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vetted sellers, higher quality, but still uses Fiverr's dispute system."}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|Upwork", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Upwork (with caution) – Has better tools for milestones and contracts, but watch for: 10% platform fees"}, {"id": "mai-20260917-1752-baseline|c178-s6|deepseek-small|Toptal", "prompt": "c178-s6", "model": "deepseek-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Premium vetting (3–5% acceptance rate), but very expensive. Good for senior tech roles if budget allows."}, {"id": "mai-20260917-1752-baseline|c178-s6|google-small|Freelancer.com", "prompt": "c178-s6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms to avoid or approach with extreme caution ... Some of these platforms (most notably Freelancer.com) are highly criticized for user-unfriendly terms, including hidden fees"}, {"id": "mai-20260917-1752-baseline|c178-s6|google-small|Guru", "prompt": "c178-s6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Primary Examples: Freelancer.com, Guru, PeoplePerHour ... Why Small Businesses Should Be Cautious"}, {"id": "mai-20260917-1752-baseline|c178-s6|google-small|PeoplePerHour", "prompt": "c178-s6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Primary Examples: Freelancer.com, Guru, PeoplePerHour ... Why Small Businesses Should Be Cautious"}, {"id": "mai-20260917-1752-baseline|c178-s6|google-small|Upwork", "prompt": "c178-s6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-Fee Generalist Giants ... Why Small Businesses Should Be Cautious: Rising Middleman Fees"}, {"id": "mai-20260917-1752-baseline|c178-s6|google-small|Fiverr", "prompt": "c178-s6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Poor for Long-Term Scaling: Fiverr is great for micro-tasks ... it is a terrible place to build a long-term business partner"}, {"id": "mai-20260917-1752-baseline|c178-s6|google-small|Toptal", "prompt": "c178-s6", "model": "google-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Toptal requires a $500 refundable deposit just to start a talent search ... these platforms are financially inefficient"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Braintrust", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Braintrust and Guru are recommended for small-to-mid-sized businesses that need high-quality talent but can't afford a full HR team"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Guru", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Braintrust and Guru are recommended for small-to-mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Toptal", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Toptal is worth the premium for hiring technical roles where quality is a major risk"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Upwork", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Freelance marketplaces (e.g. Upwork, Fiverr, Freelancer.com)"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Fiverr", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Freelance marketplaces (e.g. Upwork, Fiverr, Freelancer.com)"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Freelancer.com", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Freelance marketplaces (e.g. Upwork, Fiverr, Freelancer.com)"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Gigster", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gigster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Curated talent networks (e.g. Toptal, Gigster)"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Awesomic", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Awesomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Subscription talent services (e.g. Awesomic, Superside, Magier)"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Superside", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Superside", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Subscription talent services (e.g. Awesomic, Superside, Magier)"}, {"id": "mai-20260917-1752-baseline|c178-s6|meta-small|Magier", "prompt": "c178-s6", "model": "meta-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Magier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Subscription talent services (e.g. Awesomic, Superside, Magier)"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Upwork", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open Freelance Platforms (Upwork, Fiverr, Freelancer.com)... These large open marketplaces have significant risks"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Fiverr", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trustpilot reviews for Fiverr show frustration with unexpected fees and weak dispute resolution"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Freelancer.com", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Open Freelance Platforms (Upwork, Fiverr, Freelancer.com)... significant risks"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Toptal", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Curated networks** (Toptal, Gigster) - pre-screened talent"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Gigster", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Gigster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Curated networks** (Toptal, Gigster) - pre-screened talent"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Awesomic", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Awesomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Subscription services** (Awesomic, Superside) - flat monthly fees with vetted talent"}, {"id": "mai-20260917-1752-baseline|c178-s6|minimax-small|Superside", "prompt": "c178-s6", "model": "minimax-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Superside", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Subscription services** (Awesomic, Superside) - flat monthly fees with vetted talent"}, {"id": "mai-20260917-1752-baseline|c178-s6|mistral-small|Freelancer.com", "prompt": "c178-s6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently cited for a high number of scams and unreliable freelancers."}, {"id": "mai-20260917-1752-baseline|c178-s6|mistral-small|Upwork", "prompt": "c178-s6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is often described as a marketplace of non-vetted freelancers"}, {"id": "mai-20260917-1752-baseline|c178-s6|mistral-small|Fiverr", "prompt": "c178-s6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The regular Fiverr platform is criticized for its lack of quality control."}, {"id": "mai-20260917-1752-baseline|c178-s6|mistral-small|Fiverr Pro", "prompt": "c178-s6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "platforms that offer vetting (such as Fiverr Pro, Toptal, or specialized agencies) ... may be more reliable"}, {"id": "mai-20260917-1752-baseline|c178-s6|mistral-small|Toptal", "prompt": "c178-s6", "model": "mistral-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "platforms that offer vetting (such as Fiverr Pro, Toptal, or specialized agencies) ... may be more reliable"}, {"id": "mai-20260917-1752-baseline|c178-s6|moonshot-small|Freelancer.com", "prompt": "c178-s6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Major red flags**: Low payouts, weak client vetting, and intense competition"}, {"id": "mai-20260917-1752-baseline|c178-s6|moonshot-small|Fiverr", "prompt": "c178-s6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Concerns**: Inconsistent quality standards, especially for lower-priced services"}, {"id": "mai-20260917-1752-baseline|c178-s6|moonshot-small|Upwork", "prompt": "c178-s6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While popular, small businesses should be aware of: High fees that can add up quickly"}, {"id": "mai-20260917-1752-baseline|c178-s6|moonshot-small|A.Team", "prompt": "c178-s6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "A.Team", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Vetted talent networks** like A.Team or Toptal that pre-screen candidates"}, {"id": "mai-20260917-1752-baseline|c178-s6|moonshot-small|Toptal", "prompt": "c178-s6", "model": "moonshot-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Vetted talent networks** like A.Team or Toptal that pre-screen candidates"}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Freelancer.com", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently cited as one of the worst due to rampant scams, account suspensions without explanation, payment freezes, and poor dispute resolution."}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Guru", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Low Trustpilot rating (1.5-1.8/5), with complaints about zero client accountability... Not ideal for SMBs needing reliable hires."}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Fiverr", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High volume of negative Trustpilot feedback... Lacks strong vetting for non-Pro gigs, leading to inconsistent work"}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Upwork", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More reputable for businesses... but caution advised for high fees (up to 15%+), off-platform scam attempts, declining quality, and slow support."}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Toptal", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Opt for vetted/curated platforms like **Toptal** (top 3% talent, premium but reliable)"}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Braintrust", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Braintrust** (low fees)"}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|Hubstaff Talent", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Hubstaff Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hubstaff Talent** (no fees)"}, {"id": "mai-20260917-1752-baseline|c178-s6|xai-small|PeoplePerHour", "prompt": "c178-s6", "model": "xai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "For quick gigs, test **PeoplePerHour** cautiously."}, {"id": "mai-20260917-1752-baseline|c178-s6|zai-small|Upwork", "prompt": "c178-s6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While popular, Upwork has several drawbacks for small businesses: **Cluttered Interface**... **Refund Issues**"}, {"id": "mai-20260917-1752-baseline|c178-s6|zai-small|Fiverr", "prompt": "c178-s6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fiverr has a few concerning aspects: **High Commission**: Flat 20% commission"}, {"id": "mai-20260917-1752-baseline|c178-s6|zai-small|Freelancer.com", "prompt": "c178-s6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Scam History**: Known for fraudulent activities and payment problems"}, {"id": "mai-20260917-1752-baseline|c178-s6|zai-small|Toptal", "prompt": "c178-s6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Curated Marketplaces**: Toptal, Braintrust, or YunoJuno (pre-screened talent pools)"}, {"id": "mai-20260917-1752-baseline|c178-s6|zai-small|Braintrust", "prompt": "c178-s6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "Braintrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Curated Marketplaces**: Toptal, Braintrust, or YunoJuno (pre-screened talent pools)"}, {"id": "mai-20260917-1752-baseline|c178-s6|zai-small|YunoJuno", "prompt": "c178-s6", "model": "zai-small", "cat": "internal-talent-marketplace", "variant": "negative", "raw": "YunoJuno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Curated Marketplaces**: Toptal, Braintrust, or YunoJuno (pre-screened talent pools)"}, {"id": "mai-20260917-1752-baseline|c179-l1|alibaba-small|Eightfold AI", "prompt": "c179-l1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** is widely considered the market leader for most large enterprises."}, {"id": "mai-20260917-1752-baseline|c179-l1|alibaba-small|Gloat", "prompt": "c179-l1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Internal Mobility & Upskilling: Gloat"}, {"id": "mai-20260917-1752-baseline|c179-l1|alibaba-small|SeekOut", "prompt": "c179-l1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Hard-to-Fill Technical Roles: SeekOut"}, {"id": "mai-20260917-1752-baseline|c179-l1|alibaba-small|Pymetrics", "prompt": "c179-l1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Pymetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Objective Potential: Pymetrics"}, {"id": "mai-20260917-1752-baseline|c179-l1|alibaba-small|Altogether (formerly Hiive) / Fuel54", "prompt": "c179-l1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Altogether (formerly Hiive) / Fuel54", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Customization & Scale: Altogether (formerly Hiive) / Fuel54"}, {"id": "mai-20260917-1752-baseline|c179-l1|challenger-small|Eightfold AI", "prompt": "c179-l1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI is the safest default recommendation for an enterprise B2B company"}, {"id": "mai-20260917-1752-baseline|c179-l1|challenger-small|Darwinbox", "prompt": "c179-l1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest choice if you want skills intelligence embedded natively in an HRIS/HCM suite"}, {"id": "mai-20260917-1752-baseline|c179-l1|challenger-small|TechWolf", "prompt": "c179-l1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose TechWolf if your focus is translating skills into actual work"}, {"id": "mai-20260917-1752-baseline|c179-l1|challenger-small|Gloat", "prompt": "c179-l1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for marketplace-led skills strategies and enterprise talent movement"}, {"id": "mai-20260917-1752-baseline|c179-l1|challenger-small|Fuel50", "prompt": "c179-l1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for marketplace-led skills strategies and enterprise talent movement"}, {"id": "mai-20260917-1752-baseline|c179-l1|challenger-small|SeekOut", "prompt": "c179-l1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it is more sourcing-oriented than pure internal skills intelligence"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Eightfold AI", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** and **Fuel50** are the safest top-tier choices"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Fuel50", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Eightfold AI** and **Fuel50** are the safest top-tier choices"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Gloat", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **large, matrixed organizations needing real-time workforce agility**"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Lightcast (formerly Emsi Burning Glass)", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Lightcast (formerly Emsi Burning Glass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **labor-market intelligence** and external skills data"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Workday Skills Cloud", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your skills strategy must live **natively inside your existing HCM/ERP**"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|SAP SuccessFactors Skills", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SAP SuccessFactors Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if your skills strategy must live **natively inside your existing HCM/ERP**"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Phenom", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also strong candidates depending on whether you need ontology-led talent journeys"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|Beamery", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Also strong candidates depending on whether you need ontology-led talent journeys"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|iMocha", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "rigorous skills *assessment* (iMocha's 2,500+ tests)"}, {"id": "mai-20260917-1752-baseline|c179-l1|deepseek-small|TechWolf", "prompt": "c179-l1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TechWolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "task-based inference with automation scoring (TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-l1|google-small|TechWolf", "prompt": "c179-l1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already have Workday, SAP, or ServiceNow and your employees *hate* logging into multiple systems, go with **TechWolf**."}, {"id": "mai-20260917-1752-baseline|c179-l1|google-small|Eightfold AI", "prompt": "c179-l1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is filling high-tech B2B hiring pipelines from the open market using advanced AI matching, go with **Eightfold AI**."}, {"id": "mai-20260917-1752-baseline|c179-l1|google-small|Gloat", "prompt": "c179-l1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a highly interactive \"career portal\" ... go with **Gloat**."}, {"id": "mai-20260917-1752-baseline|c179-l1|google-small|SkyHive (by Cornerstone)", "prompt": "c179-l1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkyHive (by Cornerstone)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your priority is optimizing and reskilling the people you already have, go with **SkyHive** or **TechWolf**."}, {"id": "mai-20260917-1752-baseline|c179-l1|google-small|CodeSignal", "prompt": "c179-l1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose a platform that features rigorous, objective skills assessments like **CodeSignal** or **iMocha**"}, {"id": "mai-20260917-1752-baseline|c179-l1|google-small|iMocha", "prompt": "c179-l1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CodeSignal and iMocha offer customizable B2B tech and business assessments to create an auditable, verified skills matrix."}, {"id": "mai-20260917-1752-baseline|c179-l1|meta-small|Eightfold Talent Intelligence", "prompt": "c179-l1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold Talent Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated platforms include Eightfold Talent Intelligence, Beamery Skills Intelligence, and 365Talents"}, {"id": "mai-20260917-1752-baseline|c179-l1|meta-small|Beamery Skills Intelligence", "prompt": "c179-l1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery Skills Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated platforms include Eightfold Talent Intelligence, Beamery Skills Intelligence, and 365Talents"}, {"id": "mai-20260917-1752-baseline|c179-l1|meta-small|365Talents", "prompt": "c179-l1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated platforms include Eightfold Talent Intelligence, Beamery Skills Intelligence, and 365Talents"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Eightfold AI", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Global enterprise needing full talent lifecycle?** → Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Workday Skills Cloud", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Existing Workday ecosystem?** → Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Gloat", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Large enterprise focus on internal mobility?** → Gloat"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Phenom", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**A talent intelligence platform** (Eightfold, Phenom, or Beamery) for skills inference and matching"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|365Talents", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Enterprise-wide skills intelligence"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Fuel50", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Strong assessment capabilities needed?** → Fuel50 or iMocha"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Beamery", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Eightfold, Phenom, or Beamery) for skills inference and matching"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|iMocha", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Strong assessment capabilities needed?** → Fuel50 or iMocha"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|SHL", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SHL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**A validated assessment layer** (iMocha, SHL, or Harver) for skills validation"}, {"id": "mai-20260917-1752-baseline|c179-l1|minimax-small|Harver", "prompt": "c179-l1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**A validated assessment layer** (iMocha, SHL, or Harver) for skills validation"}, {"id": "mai-20260917-1752-baseline|c179-l1|mistral-small|Eightfold AI", "prompt": "c179-l1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI**: Known for its talent intelligence and skills inference, it supports workforce planning, internal mobility, and hiring with AI-driven recommendations."}, {"id": "mai-20260917-1752-baseline|c179-l1|mistral-small|Phenom", "prompt": "c179-l1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers robust skills intelligence for talent matching and workforce planning, especially strong in B2B enterprise contexts."}, {"id": "mai-20260917-1752-baseline|c179-l1|mistral-small|Gloat", "prompt": "c179-l1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in internal talent marketplace and mobility, helping enterprises redeploy skills and reduce external hiring costs."}, {"id": "mai-20260917-1752-baseline|c179-l1|mistral-small|Docebo", "prompt": "c179-l1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Docebo and Cornerstone**: Provide strong skills intelligence with learning integration and AI-powered recommendations"}, {"id": "mai-20260917-1752-baseline|c179-l1|mistral-small|Cornerstone", "prompt": "c179-l1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Docebo and Cornerstone**: Provide strong skills intelligence with learning integration and AI-powered recommendations"}, {"id": "mai-20260917-1752-baseline|c179-l1|moonshot-small|Eightfold AI", "prompt": "c179-l1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** and **Gloat** are the most frequently recommended"}, {"id": "mai-20260917-1752-baseline|c179-l1|moonshot-small|Gloat", "prompt": "c179-l1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Eightfold AI** and **Gloat** are the most frequently recommended"}, {"id": "mai-20260917-1752-baseline|c179-l1|moonshot-small|Beamery", "prompt": "c179-l1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Talent Lifecycle CRM + Skills Graph"}, {"id": "mai-20260917-1752-baseline|c179-l1|moonshot-small|Fuel50", "prompt": "c179-l1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Career Pathing + Skills Intelligence Combined"}, {"id": "mai-20260917-1752-baseline|c179-l1|moonshot-small|Phenom", "prompt": "c179-l1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Ontology-Led AI"}, {"id": "mai-20260917-1752-baseline|c179-l1|openai-small|Fuel50", "prompt": "c179-l1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fuel50** is a very strong fit... 1. **Fuel50** if skills governance and enterprise-wide activation are the top priority."}, {"id": "mai-20260917-1752-baseline|c179-l1|openai-small|Eightfold AI", "prompt": "c179-l1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a broader **talent intelligence platform** with strong AI-driven matching"}, {"id": "mai-20260917-1752-baseline|c179-l1|openai-small|Workday Skills Cloud", "prompt": "c179-l1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already deeply standardized on **Workday** and want a native skills layer"}, {"id": "mai-20260917-1752-baseline|c179-l1|openai-small|Gloat", "prompt": "c179-l1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main use case is **internal talent mobility / talent marketplace**"}, {"id": "mai-20260917-1752-baseline|c179-l1|xai-small|Eightfold AI", "prompt": "c179-l1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Eightfold AI often ranks #1 for broad enterprise B2B use"}, {"id": "mai-20260917-1752-baseline|c179-l1|xai-small|Gloat", "prompt": "c179-l1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Internal focus (e.g., reducing turnover):** Gloat or Phenom."}, {"id": "mai-20260917-1752-baseline|c179-l1|xai-small|Phenom", "prompt": "c179-l1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest Leader in Everest PEAK Matrix 2026; end-to-end talent"}, {"id": "mai-20260917-1752-baseline|c179-l1|xai-small|Beamery", "prompt": "c179-l1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Start here if B2B sales/marketing heavy:** Eightfold or Beamery (talent pipelines)."}, {"id": "mai-20260917-1752-baseline|c179-l1|xai-small|Workday Skills Cloud", "prompt": "c179-l1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're in Workday ecosystem | Native HCM integration"}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|INOP", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "INOP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a dedicated, workflow‑embedded platform: Start with INOP or Eightfold AI."}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|Gloat", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If internal mobility and talent marketplace are top priorities: Gloat or iMocha."}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|Eightfold AI", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with INOP or Eightfold AI."}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|365Talents", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise‑wide skills mapping, talent management, and role‑skill alignment"}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|iMocha", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If internal mobility and talent marketplace are top priorities: Gloat or iMocha."}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|Degreed", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If skills‑to‑learning and measurable progress are key: Degreed."}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|AG5", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need a centralized, audit‑ready skills matrix: AG5."}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|Workday", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limitations: Skills intelligence is typically a feature, not a dedicated, advanced platform"}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|SAP SuccessFactors", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limitations: Skills intelligence is typically a feature, not a dedicated, advanced platform"}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|Oracle", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Limitations: Skills intelligence is typically a feature, not a dedicated, advanced platform"}, {"id": "mai-20260917-1752-baseline|c179-l1|zai-small|Cornerstone", "prompt": "c179-l1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cornerstone & Degreed – Skills‑to‑Learning Leaders"}, {"id": "mai-20260917-1752-baseline|c179-l2|alibaba-small|Eightfold AI", "prompt": "c179-l2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Overall Powerhouse: **Eightfold AI** ... generally considered the gold standard for large organizations"}, {"id": "mai-20260917-1752-baseline|c179-l2|alibaba-small|Gloat", "prompt": "c179-l2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Gloat** if your main pain point is moving people around internally."}, {"id": "mai-20260917-1752-baseline|c179-l2|alibaba-small|Acorn", "prompt": "c179-l2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acorn is a strong contender."}, {"id": "mai-20260917-1752-baseline|c179-l2|alibaba-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often criticized for being slower to update and less rich out-of-the-box than standalone platforms like Eightfold"}, {"id": "mai-20260917-1752-baseline|c179-l2|alibaba-small|SAP SuccessFactors Skills", "prompt": "c179-l2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you use SAP:** Look at **SAP SuccessFactors Skills** paired with their generative AI assistant, Joule."}, {"id": "mai-20260917-1752-baseline|c179-l2|anthropic-small|ESCO (European Skills framework)", "prompt": "c179-l2", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO (European Skills framework)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Taxonomies**: Popular options include ESCO (European Skills framework), O*NET, LinkedIn's Skills taxonomy"}, {"id": "mai-20260917-1752-baseline|c179-l2|anthropic-small|O*NET", "prompt": "c179-l2", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include ESCO (European Skills framework), O*NET, LinkedIn's Skills taxonomy, or industry-specific frameworks"}, {"id": "mai-20260917-1752-baseline|c179-l2|anthropic-small|LinkedIn's Skills taxonomy", "prompt": "c179-l2", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "LinkedIn's Skills taxonomy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include ESCO (European Skills framework), O*NET, LinkedIn's Skills taxonomy"}, {"id": "mai-20260917-1752-baseline|c179-l2|challenger-small|Lightcast Skills Taxonomy", "prompt": "c179-l2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Skills Taxonomy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall taxonomy foundation:** **Lightcast Skills Taxonomy**[11]"}, {"id": "mai-20260917-1752-baseline|c179-l2|challenger-small|Mercer's Skills Map", "prompt": "c179-l2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Mercer's Skills Map", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best inference / continuous update layer:** **Mercer Skills Map**[16]"}, {"id": "mai-20260917-1752-baseline|c179-l2|challenger-small|SkillsDB", "prompt": "c179-l2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SkillsDB** is another credible option because it emphasizes that you can define every skill, description, label, and category in your own language"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|Eightfold AI", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "go with **Eightfold AI** for the widest coverage"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|Gloat", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is internal mobility and redeployment (talent marketplace)"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you're a Workday enterprise** (most common for large B2B): start with **Workday Skills Cloud**"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|Lightcast", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pair it with a specialist inference tool (Lightcast for labor-market benchmarking"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|TechWolf", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TechWolf/iMocha for work-signal validation"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|iMocha", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "iMocha runs silent, continuous validation from trusted systems"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|Fuel50", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong specialist options depending on whether you're focused on work-signal validation or learning-to-skills"}, {"id": "mai-20260917-1752-baseline|c179-l2|deepseek-small|Degreed", "prompt": "c179-l2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TechWolf / iMocha / Fuel50 / Degreed** \\u2014 strong specialist options"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|Lightcast Open Skills Taxonomy", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills Taxonomy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Core Backbone: **Lightcast Open Skills Taxonomy** ... gold standard for dynamic, market-aligned skills"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|SFIA (Skills Framework for the Information Age)", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SFIA (Skills Framework for the Information Age)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SFIA provides a highly structured, internationally recognized framework specifically designed for IT and digital capabilities"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|ESCO (European Skills, Competences, and Occupations)", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO (European Skills, Competences, and Occupations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "aligning with the EU\\u2019s ESCO framework is highly recommended"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|TechWolf", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Recommendation:** **TechWolf** ... want top-tier accuracy"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|Eightfold AI", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for End-to-End Talent Acquisition & Strategic Workforce Planning * **Top Recommendation:** **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|Gloat", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Employee Retention, Internal Mobility... **Top Recommendation:** **Gloat**"}, {"id": "mai-20260917-1752-baseline|c179-l2|google-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Evaluate if **Workday Skills Cloud** handles your basic needs"}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|TechWolf", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "TechWolf: It uses AI to infer a live skills profile for each role and employee... It is built for enterprise in-house teams on Workday or SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|Skills Base", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Skills Base: It includes tools that make it easy to load, create or import your own taxonomy."}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|Beamery", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beamery: It is a skills data platform that infers skills from an unlimited amount of data sources"}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|OVI (Milo)", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "OVI (Milo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OVI (Milo): It is a skills inference and taxonomy platform that builds a persistent operational data layer"}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|Eightfold", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as TechWolf, Skills Base, Beamery, OVI (Milo), Eightfold, Gloat, SAP SuccessFactors Skills + Joule, and Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|Gloat", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as TechWolf, Skills Base, Beamery, OVI (Milo), Eightfold, Gloat, SAP SuccessFactors Skills + Joule, and Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|SAP SuccessFactors Skills + Joule", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors Skills + Joule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP SuccessFactors Skills + Joule, and Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-l2|meta-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP SuccessFactors Skills + Joule, and Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-l2|minimax-small|Eightfold AI", "prompt": "c179-l2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** would be my primary recommendation for a large B2B company"}, {"id": "mai-20260917-1752-baseline|c179-l2|minimax-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already invested in the Workday ecosystem, **Workday Skills Cloud** would provide the smoothest integration"}, {"id": "mai-20260917-1752-baseline|c179-l2|minimax-small|Lightcast Skills Taxonomy", "prompt": "c179-l2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Skills Taxonomy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lightcast** or **TechWolf** would also be excellent choices"}, {"id": "mai-20260917-1752-baseline|c179-l2|minimax-small|TechWolf", "prompt": "c179-l2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lightcast** or **TechWolf** would also be excellent choices"}, {"id": "mai-20260917-1752-baseline|c179-l2|minimax-small|iMocha", "prompt": "c179-l2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Large organizations needing automated skill validation"}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|O*NET", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Taxonomy:** Start with O*NET, enrich with company-specific skills."}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|ESCO (European Skills/Competences, Qualifications and Occupations)", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO (European Skills/Competences, Qualifications and Occupations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ESCO (European Skills/Competences, Qualifications and Occupations):** Free, multilingual, and designed for labor market transparency."}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Lightcast (formerly EMSI Burning Glass) Skills Taxonomy", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast (formerly EMSI Burning Glass) Skills Taxonomy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Inference Tool:** Use Lightcast or Eightfold for quick wins"}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Degreed", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Degreed or Cornerstone Skills Graph:** Integrates with HR systems and infers skills from learning and performance data."}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Cornerstone Skills Graph", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Cornerstone Skills Graph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Degreed or Cornerstone Skills Graph:** Integrates with HR systems and infers skills"}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workday Skills Cloud:** Native to Workday, uses AI to infer skills from employee data."}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Eightfold.ai", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Use Lightcast or Eightfold for quick wins, or build a custom AI/ML model"}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Gloat", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gloat or Fuel50:** Focus on internal talent marketplaces and skills inference."}, {"id": "mai-20260917-1752-baseline|c179-l2|mistral-small|Fuel50", "prompt": "c179-l2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Gloat or Fuel50:** Focus on internal talent marketplaces and skills inference."}, {"id": "mai-20260917-1752-baseline|c179-l2|moonshot-small|TechWolf", "prompt": "c179-l2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TechWolf** as the **inference and taxonomy foundation** (the data layer that actually captures what people can do based on work evidence)"}, {"id": "mai-20260917-1752-baseline|c179-l2|moonshot-small|Fuel50", "prompt": "c179-l2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50 or Gloat** as the **activation layer** (career paths, internal marketplace, and employee-facing mobility)"}, {"id": "mai-20260917-1752-baseline|c179-l2|moonshot-small|Gloat", "prompt": "c179-l2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're closer to 5,000+ and operate like a \"startup at scale\" with constant internal projects, **Gloat** may have the edge."}, {"id": "mai-20260917-1752-baseline|c179-l2|moonshot-small|Eightfold AI", "prompt": "c179-l2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trade-off:** Less specialized taxonomy curation than Fuel50; more of a matching engine."}, {"id": "mai-20260917-1752-baseline|c179-l2|moonshot-small|Beamery", "prompt": "c179-l2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Workforce Planning + Market Intelligence: Beamery"}, {"id": "mai-20260917-1752-baseline|c179-l2|moonshot-small|SAP SuccessFactors Skills + Joule", "prompt": "c179-l2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors Skills + Joule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best choice if you're already heavily invested in SAP and want native integration"}, {"id": "mai-20260917-1752-baseline|c179-l2|openai-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-in-one enterprise choice:** Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-l2|openai-small|Eightfold", "prompt": "c179-l2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendor comparison matrix** for Workday vs Eightfold vs Gloat vs Degreed"}, {"id": "mai-20260917-1752-baseline|c179-l2|openai-small|Gloat", "prompt": "c179-l2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday vs Eightfold vs Gloat vs Degreed"}, {"id": "mai-20260917-1752-baseline|c179-l2|openai-small|Degreed", "prompt": "c179-l2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday vs Eightfold vs Gloat vs Degreed"}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|Eightfold AI", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Eightfold AI** as the top skills taxonomy and inference tool"}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|O*NET", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Free, standardized (EU/US-centric), but no built-in inference; require custom AI tooling."}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|ESCO", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free, standardized (EU/US-centric), but no built-in inference; require custom AI tooling."}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|Gloat", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent alternative (#2 pick) for *internal mobility/gig matching*"}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|Workday Skills Cloud", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you're already on Workday/SAP (deep native integration... Less flexible for non-users."}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|SAP SuccessFactors Talent Intelligence Hub", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors Talent Intelligence Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal if you're already on Workday/SAP (deep native integration"}, {"id": "mai-20260917-1752-baseline|c179-l2|xai-small|Lightcast Open Skills", "prompt": "c179-l2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best *taxonomy foundation* (34k+ skills...). Use as a data layer... not full tool"}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|Lightcast", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lightcast** for an open, industry-standard taxonomy."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|SkillsDB", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SkillsDB** or **TalentGuard** if you want full ownership and governance of a custom taxonomy."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|TalentGuard", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SkillsDB** or **TalentGuard** if you want full ownership and governance of a custom taxonomy."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|Acorn (Acorn Works)", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn (Acorn Works)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you want a taxonomy tightly coupled to development pathways and proof of mastery."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|TechWolf", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**TechWolf** if you want deep HCM integration and inference from real work data."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|iMocha", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**iMocha** if you need low-maintenance, continuous validation across a diverse organization."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|Beamery", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Beamery** if you want a rich knowledge graph and strong integrations with SAP/Workday."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|Docebo", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent if you want inference tightly integrated with a learning platform."}, {"id": "mai-20260917-1752-baseline|c179-l2|zai-small|CodeSignal", "prompt": "c179-l2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Assessment-focused → iMocha, CodeSignal"}, {"id": "mai-20260917-1752-baseline|c179-l3|alibaba-small|Eightfold AI", "prompt": "c179-l3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Eightfold AI if you want a powerful standalone engine that improves both hiring quality and internal mobility simultaneously."}, {"id": "mai-20260917-1752-baseline|c179-l3|alibaba-small|Workday Skills Cloud", "prompt": "c179-l3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday/SAP if you are looking for a \"one-stop-shop\""}, {"id": "mai-20260917-1752-baseline|c179-l3|alibaba-small|Gloat", "prompt": "c179-l3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Gloat if your biggest challenge is employee retention"}, {"id": "mai-20260917-1752-baseline|c179-l3|alibaba-small|SAP SuccessFactors Skills", "prompt": "c179-l3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workday/SAP if you are looking for a \"one-stop-shop\""}, {"id": "mai-20260917-1752-baseline|c179-l3|alibaba-small|Lightcast (Emsi Burning Glass)", "prompt": "c179-l3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Lightcast (Emsi Burning Glass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Relies heavily on public labor market data and economic trends."}, {"id": "mai-20260917-1752-baseline|c179-l3|alibaba-small|365Talents", "prompt": "c179-l3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gloat and 365Talents are primarily \"internal talent marketplace\" solutions"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|TalentLMS", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LMS platforms (TalentLMS, Docebo) for structured workplace training"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Docebo", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LMS platforms (TalentLMS, Docebo) for structured workplace training"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Coursera", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Coursera partners with leading universities and organizations (like Google and IBM) to offer career-focused learning."}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Udemy", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "marketplaces (Coursera, Udemy) for self-paced upskilling"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Thinkific", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "creator tools (Thinkific) for selling courses"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Skilljar", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Skilljar is an external LMS aimed squarely at customer and partner academies."}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Pluralsight", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialist platforms (Skilljar, Pluralsight) for customer education or technical skills"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Intellum", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Nine enterprise LMS platforms make up this 2026 comparison: Intellum, Docebo, Absorb LMS..."}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Absorb LMS", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Nine enterprise LMS platforms make up this 2026 comparison"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Cornerstone OnDemand", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cornerstone OnDemand, Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Litmos", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cornerstone OnDemand, Litmos, 360Learning"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|360Learning", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "360Learning puts course creation in the hands of subject-matter experts."}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Moodle Workplace", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Moodle Workplace also adds enterprise-focused features like automated learning paths"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Thought Industries", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Thought Industries names six audiences including employee learning, and ships commerce as a core capability."}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|OpenSesame", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "OpenSesame's Oro Skills product adds a critical layer: AI-powered skills mapping and real-time gap analysis."}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Eightfold AI", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Eightfold AI is a talent intelligence platform that uses deep learning to map, infer, and analyze workforce skills"}, {"id": "mai-20260917-1752-baseline|c179-l3|anthropic-small|Fuel50", "prompt": "c179-l3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "Fuel50 is an AI-powered talent intelligence platform that combines a 5,500+ skill ontology, skills inventory, gap analysis"}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Degreed", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Degreed** if you want a **skills layer** across many learning sources."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Cornerstone", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cornerstone** or **SAP SuccessFactors Learning** if you need **enterprise learning tied to talent/compliance**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Workday Skills Cloud", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Workday Skills Cloud** if you want **skills embedded in your HR system**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|SAP SuccessFactors Learning", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cornerstone** or **SAP SuccessFactors Learning** if you need **enterprise learning tied to talent/compliance**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|360Learning", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **360Learning** if you want **internal experts and collaborative learning**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Udemy Business", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Udemy Business** or **OpenSesame** if you want **broad content access fast**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Coursera for Business", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Coursera** if you need **credentialed, structured learning**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|LinkedIn Learning", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for broad professional development and ecosystem integration."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Skillsoft", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for enterprise compliance and a broad content catalog within a platform model."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|OpenSesame", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Udemy Business** or **OpenSesame** if you want **broad content access fast**."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Eightfold", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Eightfold/Lightcast-style tools** focus on identifying, mapping, and inferring skills across the workforce."}, {"id": "mai-20260917-1752-baseline|c179-l3|challenger-small|Lightcast", "prompt": "c179-l3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Eightfold/Lightcast-style tools** focus on identifying, mapping, and inferring skills across the workforce."}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|Degreed", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a skills-first strategic platform that aggregates all content and builds a skills graph → Degreed"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|Cornerstone OnDemand", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need robust compliance and a full talent suite (large, regulated, learning-led) → Cornerstone"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|LinkedIn Learning", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's a supplementary content subscription, not a skills-management platform on its own"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|Skillsoft Percipio", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deep curated content with audit-grade compliance → Skillsoft Percipio"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|Gloat", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plus Gloat for internal mobility"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|Udemy Business", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "→ LinkedIn Learning or Udemy Business"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|Docebo", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market alternatives worth noting include Docebo"}, {"id": "mai-20260917-1752-baseline|c179-l3|deepseek-small|360Learning", "prompt": "c179-l3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "360Learning (collaborative, peer-driven authoring)"}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|Eightfold AI", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Key Differentiator: Unrivaled predictive capability for external talent sourcing and strategic workforce planning."}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|TechWolf", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TechWolf** (running in the background to automatically keep Workday's skills database clean and updated)"}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|Gloat", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gloat** (pulling that data to create a front-facing internal marketplace for employees to grab new projects)"}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|Fuel50", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Primary Focus: Ethical AI talent mapping, career architecture, and coaching."}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|Degreed", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strongest content aggregator. While it relies heavily on \"declarative\" (user-reported) skills rather than complex data-driven inference"}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|Cornerstone Galaxy (incorporating SkyHive & EdCast)", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone Galaxy (incorporating SkyHive & EdCast)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Global enterprises requiring strict compliance/LMS management paired with modern skills intelligence."}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|Workday Skills Cloud", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workday** (as the database of record)"}, {"id": "mai-20260917-1752-baseline|c179-l3|google-small|SAP SuccessFactors Talent Intelligence Hub", "prompt": "c179-l3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors Talent Intelligence Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP's Talent Intelligence Hub uses its \"Whole Self Model\" to store competencies, aspirations, and credentials natively."}, {"id": "mai-20260917-1752-baseline|c179-l3|meta-small|Degreed Skills+", "prompt": "c179-l3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed Skills+", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade skills platforms include Degreed Skills+, Coursera, Pluralsight, Cornerstone OnDemand, and Udemy Business."}, {"id": "mai-20260917-1752-baseline|c179-l3|meta-small|Coursera", "prompt": "c179-l3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade skills platforms include Degreed Skills+, Coursera, Pluralsight, Cornerstone OnDemand, and Udemy Business."}, {"id": "mai-20260917-1752-baseline|c179-l3|meta-small|Pluralsight", "prompt": "c179-l3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade skills platforms include Degreed Skills+, Coursera, Pluralsight, Cornerstone OnDemand, and Udemy Business."}, {"id": "mai-20260917-1752-baseline|c179-l3|meta-small|Cornerstone OnDemand", "prompt": "c179-l3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade skills platforms include Degreed Skills+, Coursera, Pluralsight, Cornerstone OnDemand, and Udemy Business."}, {"id": "mai-20260917-1752-baseline|c179-l3|meta-small|Udemy Business", "prompt": "c179-l3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top enterprise-grade skills platforms include Degreed Skills+, Coursera, Pluralsight, Cornerstone OnDemand, and Udemy Business."}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Degreed", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For comprehensive skills transformation**: Degreed or Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Skillsoft", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For compliance-heavy industries**: AG5 or Skillsoft"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Cornerstone OnDemand", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For comprehensive skills transformation**: Degreed or Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Workday", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Strong HCM integrations**: Workday, Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Pluralsight", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For technical workforce**: Pluralsight or O'Reilly"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Eightfold AI", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For AI-driven talent decisions**: Eightfold AI or Reejig"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Docebo", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Docebo** | Customizable learning ecosystem | AI-powered learning paths |"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Coursera", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Coursera** | Standardized learning pathways | Enterprise reporting, academic partnerships |"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Reejig", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For AI-driven talent decisions**: Eightfold AI or Reejig"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Phenom", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Talent intelligence**: Eightfold AI, Reejig, Phenom"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|AG5", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For compliance-heavy industries**: AG5 or Skillsoft"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|TalentGuard", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Skills management**: AG5, TalentGuard, Lightcast"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Lightcast", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Open APIs**: Lightcast (skills taxonomy frameworks)"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|O'Reilly", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "O'Reilly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**For technical workforce**: Pluralsight or O'Reilly"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|365Talents", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Internal mobility**: 365Talents, Reejig"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|360Learning", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Mid-market options: 360Learning, Udemy Business"}, {"id": "mai-20260917-1752-baseline|c179-l3|minimax-small|Udemy Business", "prompt": "c179-l3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Mid-market options: 360Learning, Udemy Business"}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|Degreed", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **skills visibility and internal mobility**: Degreed or 365Talents."}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|Skillsoft", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **compliance and technical training**: Skillsoft or Cornerstone."}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|Coursera for Enterprise", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera for Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **accredited or academic upskilling**: Coursera."}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|LinkedIn Learning", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **professional development and ecosystem fit**: LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|Cornerstone OnDemand", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **compliance and technical training**: Skillsoft or Cornerstone."}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|Docebo", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For **external training and scalability**: Docebo."}, {"id": "mai-20260917-1752-baseline|c179-l3|mistral-small|365Talents", "prompt": "c179-l3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For **skills visibility and internal mobility**: Degreed or 365Talents."}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Workday Skills Cloud", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations already embedded in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Cornerstone Skills Graph", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone Skills Graph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: LMS-driven skills development and evidence-backed skills data"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Degreed", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Skill-based learning pathways"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Eightfold AI", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: AI-powered talent intelligence at scale"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Gloat", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Internal talent marketplace and mobility"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Beamery", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Strategic workforce planning and talent lifecycle CRM"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|Fuel50", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Career pathing and strategic talent ecosystem"}, {"id": "mai-20260917-1752-baseline|c179-l3|moonshot-small|SAP SuccessFactors Opportunity Marketplace", "prompt": "c179-l3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors Opportunity Marketplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: SAP-integrated talent marketplace programs"}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Workday Skills Cloud", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need one skills foundation across HR? Start with **Workday Skills Cloud** if Workday is your core platform."}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Eightfold Talent Intelligence Platform", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold Talent Intelligence Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need best-in-class matching and internal talent intelligence? Look at **Eightfold**."}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Cornerstone Workforce AI", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone Workforce AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need skills tied tightly to learning and workforce readiness? Look at **Cornerstone Workforce AI**."}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Degreed", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **vendor-by-vendor comparison table** including Degreed, Fuel50, Gloat, SAP, and Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Fuel50", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Degreed, Fuel50, Gloat, SAP, and Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Gloat", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Degreed, Fuel50, Gloat, SAP, and Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|SAP", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Degreed, Fuel50, Gloat, SAP, and Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l3|openai-small|Oracle", "prompt": "c179-l3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including Degreed, Fuel50, Gloat, SAP, and Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|Degreed", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "L&D first? Degreed."}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|Gloat", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mobility? Gloat/Fuel50."}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|Fuel50", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often lower-cost entry vs. Gloat"}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|Eightfold AI", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "End-to-end talent lifecycle (hiring + mobility)"}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|365Talents", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Skills intelligence & internal matching"}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|Workday Skills Cloud", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if already on Workday; less standalone/flexible."}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|Cornerstone OnDemand", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More traditional LMS than pure skills intel; shallower mobility."}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|TechWolf", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TechWolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Skills intel/pure mapping (e.g., 365Talents, TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-l3|xai-small|SAP SuccessFactors", "prompt": "c179-l3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Full HCM/Talent (Workday, Eightfold, SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|Degreed", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Degreed (Skills+ / LXP)\n**Best for:** Holistic skills intelligence and unified learning ecosystems"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|Pluralsight", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Technical roles, cloud/AI/DevOps skill development"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|Fuel50", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Internal mobility, talent marketplace, reskilling at scale"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|AG5", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Real-time skill gap dashboards and compliance"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|Kahuna", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Frontline workforce proficiency tracking"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|365Talents", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** AI-powered career matching and internal mobility"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|TalentGuard", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Custom career path modeling and succession planning"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|SeekOut", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** External talent insights and hiring"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|Lightcast Skills Taxonomy", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Lightcast Skills Taxonomy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Open-source skills data frameworks"}, {"id": "mai-20260917-1752-baseline|c179-l3|zai-small|Skillsoft", "prompt": "c179-l3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Best for:** Companies prioritizing content access over advanced analytics"}, {"id": "mai-20260917-1752-baseline|c179-l4|alibaba-small|Leverage.ai", "prompt": "c179-l4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Leverage.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Leverage.ai (Best for Predictable Scaling)"}, {"id": "mai-20260917-1752-baseline|c179-l4|alibaba-small|Gloat", "prompt": "c179-l4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Gloat (Best for Modular/Ecosystem Flexibility)"}, {"id": "mai-20260917-1752-baseline|c179-l4|alibaba-small|Eightfold.ai", "prompt": "c179-l4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Warning: Eightfold traditionally sells via customized enterprise agreements where add-on capabilities can inflate the price."}, {"id": "mai-20260917-1752-baseline|c179-l4|anthropic-small|Eightfold AI", "prompt": "c179-l4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold operates on a skills ontology covering more than one billion talent profiles... Pricing runs $7–$10 per employee per month"}, {"id": "mai-20260917-1752-baseline|c179-l4|anthropic-small|Gloat", "prompt": "c179-l4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Organizations with 5,000+ employees particularly benefit from Gloat's ability to surface hidden talent"}, {"id": "mai-20260917-1752-baseline|c179-l4|anthropic-small|Beamery", "prompt": "c179-l4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for Fortune 500 organizations transforming workforce operations, with budget to commit six figures annually"}, {"id": "mai-20260917-1752-baseline|c179-l4|anthropic-small|Cloud Assess", "prompt": "c179-l4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Cloud Assess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud Assess offers one all-inclusive plan priced as a flat fee per employee/contractor from $12. Every feature is included from day one"}, {"id": "mai-20260917-1752-baseline|c179-l4|challenger-small|Workday Skills Cloud", "prompt": "c179-l4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest recommendation from the available results is **Workday Skills Cloud / Workday-native skills intelligence** if you already run Workday"}, {"id": "mai-20260917-1752-baseline|c179-l4|challenger-small|Eightfold AI", "prompt": "c179-l4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold AI** is the strongest overall enterprise option in the results"}, {"id": "mai-20260917-1752-baseline|c179-l4|challenger-small|Gloat", "prompt": "c179-l4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if internal mobility is the core use case:** **Gloat**"}, {"id": "mai-20260917-1752-baseline|c179-l4|challenger-small|Beamery", "prompt": "c179-l4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Beamery** has pricing around **$75/user/month** ... suggests variable or usage-based enterprise cost rather than inherently predictable flat pricing"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|Eightfold AI", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has no published pricing... but only if you can accept a quote-based pricing model and separate implementation costs"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|Gloat", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise quote-only, with typical annual contracts ranging $50k–$500k+, and costs scale unpredictably"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|Degreed", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also enterprise quote-only, with typical annual contracts ranging $50k–$500k+"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|Beamery", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use quote-only, custom enterprise pricing. This directly conflicts with your need for predictable total cost"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|Phenom", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "use quote-only, custom enterprise pricing. This directly conflicts with your need for predictable total cost"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|365Talents", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use quote-only, custom enterprise pricing. This directly conflicts with your need for predictable total cost"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|SkillsDB", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "SkillsDB is the best fit because it's the only established skills-intelligence platform offering transparent per-user pricing with volume tiers"}, {"id": "mai-20260917-1752-baseline|c179-l4|deepseek-small|Bryq", "prompt": "c179-l4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Runner-ups worth considering - Bryq ... offers a flat subscription with unlimited assessments"}, {"id": "mai-20260917-1752-baseline|c179-l4|google-small|TechWolf", "prompt": "c179-l4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TechWolf offers the most predictable and strategic TCO."}, {"id": "mai-20260917-1752-baseline|c179-l4|google-small|Workday Skills Cloud", "prompt": "c179-l4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Native Ecosystem Predictability: Workday Skills Cloud or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c179-l4|google-small|SAP SuccessFactors", "prompt": "c179-l4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Native Ecosystem Predictability: Workday Skills Cloud or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c179-l4|google-small|Eightfold AI", "prompt": "c179-l4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "looking outside the ecosystem for a standalone skills platform (like Eightfold AI or Gloat) introduces severe cost variables"}, {"id": "mai-20260917-1752-baseline|c179-l4|google-small|Gloat", "prompt": "c179-l4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(like Eightfold AI or Gloat) introduces severe cost variables"}, {"id": "mai-20260917-1752-baseline|c179-l4|google-small|Workera", "prompt": "c179-l4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Workera lets you buy precise, verified skills intelligence for a fixed, predictable budget."}, {"id": "mai-20260917-1752-baseline|c179-l4|meta-small|Bryq", "prompt": "c179-l4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bryq: Offers a flat subscription with unlimited assessments and all integrations included, with a typical mid-market deployment costing between $6,000 to $11,000 a year."}, {"id": "mai-20260917-1752-baseline|c179-l4|meta-small|SkillPanel", "prompt": "c179-l4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a simple pricing plan starting from roughly $1 per employee per month"}, {"id": "mai-20260917-1752-baseline|c179-l4|meta-small|Eightfold AI", "prompt": "c179-l4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-only, with a complex implementation process, and a starting price of around $25,000 per year"}, {"id": "mai-20260917-1752-baseline|c179-l4|minimax-small|Skilltype", "prompt": "c179-l4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skilltype", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Skilltype** (if within their band ranges)"}, {"id": "mai-20260917-1752-baseline|c179-l4|minimax-small|SkillsDB", "prompt": "c179-l4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "negotiate an **enterprise flat-rate** with vendors like SkillsDB"}, {"id": "mai-20260917-1752-baseline|c179-l4|minimax-small|365Talents", "prompt": "c179-l4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendors like SkillsDB, 365Talents, or enterprise LMS providers"}, {"id": "mai-20260917-1752-baseline|c179-l4|mistral-small|Bryq", "prompt": "c179-l4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bryq** stands out with its flat subscription model"}, {"id": "mai-20260917-1752-baseline|c179-l4|mistral-small|Eightfold AI", "prompt": "c179-l4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For more advanced AI-driven skills intelligence, **Eightfold AI** or **365Talents** are strong but require custom quotes"}, {"id": "mai-20260917-1752-baseline|c179-l4|mistral-small|365Talents", "prompt": "c179-l4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for large enterprises needing skills intelligence, internal mobility, and workforce planning at scale"}, {"id": "mai-20260917-1752-baseline|c179-l4|mistral-small|TestGorilla", "prompt": "c179-l4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Per-user or credit-based models (e.g., TestGorilla, HackerRank)"}, {"id": "mai-20260917-1752-baseline|c179-l4|mistral-small|HackerRank", "prompt": "c179-l4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Per-user or credit-based models (e.g., TestGorilla, HackerRank)"}, {"id": "mai-20260917-1752-baseline|c179-l4|moonshot-small|Workday Skills Cloud", "prompt": "c179-l4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Skills Cloud** is the clear winner — lowest cost, most predictable pricing, no surprises."}, {"id": "mai-20260917-1752-baseline|c179-l4|moonshot-small|Cornerstone Skills Graph", "prompt": "c179-l4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Cornerstone Skills Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone** offers more predictable enterprise pricing than Eightfold, though at higher cost."}, {"id": "mai-20260917-1752-baseline|c179-l4|moonshot-small|Eightfold AI", "prompt": "c179-l4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Eightfold, which operates on opaque enterprise sales cycles with wide pricing variance"}, {"id": "mai-20260917-1752-baseline|c179-l4|openai-small|Degreed", "prompt": "c179-l4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Degreed**, especially **Degreed Skills+**"}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|SkillsDB", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SkillsDB stands out as a strong contender based on available data"}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|Skills Base", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Alternatives with Per-User Predictability"}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|SkillPanel", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SkillPanel** (~$1/user/month base): Ultra-low entry"}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|AG5", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "predictable for known volumes... Compliance/matrix-focused; good for global ops."}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|Gloat", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Gloat $15–25 PEPM + $100K+ setup... they fail the \"predictable total cost\" criterion"}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|Eightfold", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Unpredictable Costs: Quote-only... they fail the \"predictable total cost\" criterion"}, {"id": "mai-20260917-1752-baseline|c179-l4|xai-small|Fuel50", "prompt": "c179-l4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why Not the Big Names (Gloat, Eightfold, Fuel50)?"}, {"id": "mai-20260917-1752-baseline|c179-l4|zai-small|Eightfold AI", "prompt": "c179-l4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the standard market leaders (like Eightfold AI or Beamery) are likely not the best fit"}, {"id": "mai-20260917-1752-baseline|c179-l4|zai-small|Beamery", "prompt": "c179-l4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the standard market leaders (like Eightfold AI or Beamery) are likely not the best fit"}, {"id": "mai-20260917-1752-baseline|c179-l4|zai-small|Skills Base", "prompt": "c179-l4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Skills Base** is the superior choice due to its flat $4/user/month rate and unlimited user allowance"}, {"id": "mai-20260917-1752-baseline|c179-l4|zai-small|MuchSkills", "prompt": "c179-l4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MuchSkills (Best for Security & Compliance)"}, {"id": "mai-20260917-1752-baseline|c179-l4|zai-small|SkillsDB", "prompt": "c179-l4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SkillsDB (Best for Modular Growth)"}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|Eightfold AI", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** — strongest compliance/certification (good if procurement is strict), AI-native talent intelligence."}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|Fuel50", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** — I/O-psychology-backed, career pathing/talent marketplace, enterprise."}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|iMocha", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iMocha** — assessment-heavy (2,500+ tests), strong Workday integration."}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|TechWolf", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TechWolf / Gloat** — inference from work data and internal mobility."}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|Phenom", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (Fuel50, iMocha, TechWolf, Phenom, Gloat, 365Talents) have trust centers"}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|Gloat", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TechWolf / Gloat** — inference from work data and internal mobility."}, {"id": "mai-20260917-1752-baseline|c179-l5|deepseek-small|365Talents", "prompt": "c179-l5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**365Talents** — strong on Europe/GDPR and AI Act alignment if relevant to you."}, {"id": "mai-20260917-1752-baseline|c179-l5|openai-small|Workday Skills Cloud", "prompt": "c179-l5", "model": "openai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Workday Skills Cloud, for example, is embedded in the broader Workday stack and uses a skills ontology to unify people and skills data."}, {"id": "mai-20260917-1752-baseline|c179-l5|xai-small|Gloat/Workday Skills Cloud", "prompt": "c179-l5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat/Workday Skills Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gloat/Workday Skills Cloud**: Strong internal mobility, deep HRIS integration."}, {"id": "mai-20260917-1752-baseline|c179-l5|xai-small|365Talents/MuchSkills", "prompt": "c179-l5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents/MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**365Talents/MuchSkills**: Skills passports, compliance reporting, EU-hosted SSO."}, {"id": "mai-20260917-1752-baseline|c179-l5|xai-small|Fuel50/Cloud Assess", "prompt": "c179-l5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Fuel50/Cloud Assess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fuel50/Cloud Assess**: Skills matrices, evidence tracking for regulated ops."}, {"id": "mai-20260917-1752-baseline|c179-l5|xai-small|Beamery", "prompt": "c179-l5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Others: Beamery, Phenom (higher cost, external talent focus)."}, {"id": "mai-20260917-1752-baseline|c179-l5|xai-small|Phenom", "prompt": "c179-l5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others: Beamery, Phenom (higher cost, external talent focus)."}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Pymetrics", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to avoid/be wary of:** Those relying heavily on **psychometric assessment models** rather than data-driven skill extraction (e.g., **Pymetrics**)."}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Oracle HCM", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many large enterprises use massive suites like **Oracle HCM**... Often, these systems have built-in \"skills\" modules. Platforms to avoid: Using the \"Lite\" version of the skills module"}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|SAP SuccessFactors", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "massive suites like **Oracle HCM**, **SAP SuccessFactors**, or standard Workdays... ERP skills modules often force managers to manually tag skills"}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Workdays", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Workdays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "or standard Workdays. Often, these systems have built-in \"skills\" modules."}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Gloat", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unlike specialized competitors (e.g., Gloat, Eightfold), ERP skills modules often force managers to manually tag skills"}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Eightfold", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unlike specialized competitors (e.g., Gloat, Eightfold)"}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Fuel50", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution advised on:** **Fuel50** (acquired by ADP)"}, {"id": "mai-20260917-1752-baseline|c179-l6|alibaba-small|Cornerstone", "prompt": "c179-l6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "acquired by a massive giant (like ADP, Cornerstone, or SAP), the development speed slows down significantly"}, {"id": "mai-20260917-1752-baseline|c179-l6|challenger-small|Degreed", "prompt": "c179-l6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Degreed is explicitly noted as needing strong skills data"}, {"id": "mai-20260917-1752-baseline|c179-l6|challenger-small|Gloat", "prompt": "c179-l6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Gloat is specifically flagged as less suitable without that foundation"}, {"id": "mai-20260917-1752-baseline|c179-l6|challenger-small|Workday", "prompt": "c179-l6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HCM-bundled marketplace modules** may be the safer choice for enterprises already standardized on Workday, SAP, or Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l6|challenger-small|SAP", "prompt": "c179-l6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "may be the safer choice for enterprises already standardized on Workday, SAP, or Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l6|challenger-small|Oracle", "prompt": "c179-l6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "may be the safer choice for enterprises already standardized on Workday, SAP, or Oracle"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|Workday", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Duplicative of capabilities your HCM (Workday/SAP) is already embedding"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|Sana", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workday buying Sana, Cornerstone buying SkyHive"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|Cornerstone", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cornerstone buying SkyHive"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|SkyHive", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone buying SkyHive"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|Skillwell", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillwell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ETU+Realizeit forming Skillwell"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|SAP", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "your HCM (Workday/SAP) is already embedding"}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|Lightcast Open Skills", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prefer platforms built on open standards like O*NET, ESCO, SFIA, or Lightcast Open Skills."}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|Udemy Business", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Massive libraries (general professional libraries, e.g., Udemy Business / LinkedIn Learning-style offerings) risk becoming \"expensive browsing services\""}, {"id": "mai-20260917-1752-baseline|c179-l6|deepseek-small|LinkedIn Learning", "prompt": "c179-l6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "risk becoming \"expensive browsing services\" when content isn't connected to actual work outcomes"}, {"id": "mai-20260917-1752-baseline|c179-l6|mistral-small|LinkedIn Learning", "prompt": "c179-l6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like LinkedIn Learning and Udemy Business may offer a wide range of courses, but their open nature can lead to inconsistent quality"}, {"id": "mai-20260917-1752-baseline|c179-l6|mistral-small|Udemy Business", "prompt": "c179-l6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "inconsistent quality, outdated content, and weak alignment with enterprise-specific needs"}, {"id": "mai-20260917-1752-baseline|c179-l6|mistral-small|Coursera for Business", "prompt": "c179-l6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises must be cautious about how credentials and academic credits are interpreted"}, {"id": "mai-20260917-1752-baseline|c179-l6|mistral-small|edX", "prompt": "c179-l6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Coursera for Business, edX | Credential misunderstanding, misalignment"}, {"id": "mai-20260917-1752-baseline|c179-l6|mistral-small|Pluralsight", "prompt": "c179-l6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Pluralsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Narrow focus, not suitable for all roles | Use selectively"}, {"id": "mai-20260917-1752-baseline|c179-l6|mistral-small|O’Reilly", "prompt": "c179-l6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "O’Reilly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "O’Reilly-style services offer deep technical content but often lack structured learning pathways"}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|LinkedIn Learning", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Useful as a *supplemental* content source, but dangerous as a core skills infrastructure."}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|Udemy Business", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Content governance gaps | 90% course overlap creates selection burden; update schedules unreliable"}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|SAP SuccessFactors Learning", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "legacy HCM modules forced by bundling"}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|Workday Learning", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy HCM Suite Learning Modules ... Feature depth gaps | Learning functionality lags 3-5 years behind best-of-breed platforms"}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|Cornerstone OnDemand / Cornerstone Galaxy", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Cornerstone OnDemand / Cornerstone Galaxy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with: Complex suites with module-based pricing"}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|Gloat", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Talent Marketplaces Without Learning Loops** (e.g., Gloat, Fuel50 as standalone)"}, {"id": "mai-20260917-1752-baseline|c179-l6|moonshot-small|Fuel50", "prompt": "c179-l6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Talent Marketplaces Without Learning Loops** (e.g., Gloat, Fuel50 as standalone)"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|HackerRank", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms/Types to **Avoid** ... **HackerRank Developer Skills Platform**: Leaked assessment questions undermine integrity; costly subscriptions limit high-volume hiring"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|SkillPanel", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SkillPanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**SkillPanel**: Major integration gaps with HR/ERP systems; lacks workflow approvals"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Skillable", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Skillable**: Persistent lab/connectivity issues ... unreliable for mission-critical upskilling at scale"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|CodeSignal", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "CodeSignal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**CodeSignal**: High candidate dropout and manual proctoring reviews slow large-scale hiring funnels."}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|LinkedIn Learning", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "weak curation leads to \"course-switching\" without focus/pathways ... doesn't scale to enterprise skills gaps"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Udemy Business", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great breadth, but weak curation leads to \"course-switching\" without focus/pathways"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|OpenClaw/ClawHub", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "OpenClaw/ClawHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid entirely for enterprises—malicious \"skills\" ... run unsandboxed with full agent permissions"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|O'Reilly", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "O'Reilly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Broad Library/Content Platforms (e.g., LinkedIn Learning, Udemy Business, O'Reilly)**: Great breadth, but weak curation"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Coursera", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "inconsistent academic credit and lack of practical labs limit applicability"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|edX", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "University/Pathway Platforms (e.g., Coursera, edX)**: Structured certs sound good, but inconsistent academic credit"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|SAP", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Vendor \"Skills Intelligence\" Add-Ons (e.g., in SAP, Workday, ServiceNow)**: Data gaps are rampant"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Workday", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Vendor \"Skills Intelligence\" Add-Ons (e.g., in SAP, Workday, ServiceNow)**: Data gaps are rampant"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|ServiceNow", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Vendor \"Skills Intelligence\" Add-Ons (e.g., in SAP, Workday, ServiceNow)**: Data gaps are rampant"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Skills Base", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "favor Skills Base, AG5, Kahuna, 365Talents, Docebo for scale/governance"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|AG5", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "AG5", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "favor Skills Base, AG5, Kahuna, 365Talents, Docebo for scale/governance"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Kahuna", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "favor Skills Base, AG5, Kahuna, 365Talents, Docebo for scale/governance"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|365Talents", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "favor Skills Base, AG5, Kahuna, 365Talents, Docebo for scale/governance"}, {"id": "mai-20260917-1752-baseline|c179-l6|xai-small|Docebo", "prompt": "c179-l6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "favor Skills Base, AG5, Kahuna, 365Talents, Docebo for scale/governance (though still check integrations)"}, {"id": "mai-20260917-1752-baseline|c179-l6|zai-small|AG5 Skills Management", "prompt": "c179-l6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "AG5 Skills Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Strong “Avoid” Signals ... **AG5 Skills Management** | • Difficult, complex configurations ... Complex, slow‑to‑implement tools are **high risk** for large orgs"}, {"id": "mai-20260917-1752-baseline|c179-l6|zai-small|SkillPanel", "prompt": "c179-l6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SkillPanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Lack of integration with other HR systems ... you'll end up with **data silos**"}, {"id": "mai-20260917-1752-baseline|c179-l6|zai-small|Legacy Workday Talent Management (Skills add‑on)", "prompt": "c179-l6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Legacy Workday Talent Management (Skills add‑on)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complex, non‑user‑friendly interface ... Poor reporting and performance issues"}, {"id": "mai-20260917-1752-baseline|c179-l6|zai-small|ClickUp (Skills & Projects)", "prompt": "c179-l6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "ClickUp (Skills & Projects)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "“Be Cautious About” Signals ... Learning curve due to many features ... AI features locked behind paid tiers"}, {"id": "mai-20260917-1752-baseline|c179-l6|zai-small|Skills Base", "prompt": "c179-l6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skills Base", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Administrative tools sometimes complex ... Need for improved AI features"}, {"id": "mai-20260917-1752-baseline|c179-m1|alibaba-small|Eightfold AI", "prompt": "c179-m1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder (AI & Talent Acquisition)\n**Eightfold AI**\n\nEightfold is widely considered the leader in the skills-based movement"}, {"id": "mai-20260917-1752-baseline|c179-m1|alibaba-small|Gloat", "prompt": "c179-m1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Internal Mobility (Retaining Talent)\n**Gloat**"}, {"id": "mai-20260917-1752-baseline|c179-m1|alibaba-small|Lightcast", "prompt": "c179-m1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Raw Data Accuracy (The \"Dictionary\")\n**Lightcast (formerly EMSI/Burning Glass)**"}, {"id": "mai-20260917-1752-baseline|c179-m1|alibaba-small|DeepSkill", "prompt": "c179-m1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "DeepSkill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Niche AI for Soft Skills\n**DeepSkill**"}, {"id": "mai-20260917-1752-baseline|c179-m1|alibaba-small|Clad.io", "prompt": "c179-m1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Clad.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Lightweight/Taxonomy Builder\n**Clad.io**"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|TalentGuard", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentGuard is best suited for mid-market companies that need structured competency frameworks and career pathing without the enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|Eightfold", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the enterprise complexity of Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|Gloat", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the enterprise complexity of Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|iMocha", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentGuard or iMocha will provide enough functionality to start building skills-based talent processes"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|Amplemarket", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amplemarket provides the most complete feature set at a mid-market price point with no implementation fee."}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|ZoomInfo", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ZoomInfo, 6sense, and Demandbase are priced for enterprise and typically require dedicated ops resources that mid-market companies don't have."}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|6sense", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "priced for enterprise and typically require dedicated ops resources"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|Demandbase", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "priced for enterprise and typically require dedicated ops resources"}, {"id": "mai-20260917-1752-baseline|c179-m1|anthropic-small|Apollo", "prompt": "c179-m1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Apollo is popular among startups and mid-sized B2B companies."}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|TalentGuard", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick is usually **TalentGuard**"}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|iMocha", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iMocha** is often the better fit for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|Skills Base", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Described as strong for validated skills data and replacing stale spreadsheets"}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|INOP", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "INOP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "framed around mid-market/enterprise workforce planning and skills intelligence"}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|SkillPanel", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "framed around mid-market/enterprise workforce planning and skills intelligence"}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|Eightfold", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positioned as an AI-driven talent intelligence platform for larger organizations"}, {"id": "mai-20260917-1752-baseline|c179-m1|challenger-small|Pin", "prompt": "c179-m1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "best for recruiter-led external sourcing rather than broad internal skills intelligence"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|TalentGuard", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **TalentGuard** (if you want formal career pathing + competency frameworks) and **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|Fuel50", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **TalentGuard** ... and **Fuel50** (if you want higher-fidelity skills intelligence with proven inference)"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|MuchSkills", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MuchSkills** or **Skills Base** deliver strong value at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|Skills Base", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MuchSkills** or **Skills Base** deliver strong value at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|Gloat", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid at this size ... built for large enterprises (5k+ employees)"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|Eightfold AI", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Gloat** and **Eightfold AI** ... bring enterprise-grade complexity, cost, and lengthy implementations that usually overkill mid-market budgets"}, {"id": "mai-20260917-1752-baseline|c179-m1|deepseek-small|Beamery", "prompt": "c179-m1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if your goal is **buying/hiring decisions** \\u2192 Eightfold/Beamery"}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Eightfold AI", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Massive enterprise platforms like **Eightfold AI, Gloat, or Beamery** are generally poor fits for the mid-market."}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Gloat", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally poor fits for the mid-market. They typically cost multiple six-figures annually"}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Beamery", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally poor fits for the mid-market. They typically cost multiple six-figures annually"}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Career Bird", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Career Bird", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for HR Simplification & Job Architecture: **Career Bird** ... addresses the sequencing problem"}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Workera", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech & Product-Heavy B2B Companies: **Workera**"}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Docebo (with 365Talents)", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Docebo (with 365Talents)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Connecting Skills to Training: **Docebo (with 365Talents)**"}, {"id": "mai-20260917-1752-baseline|c179-m1|google-small|Fuel50", "prompt": "c179-m1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Employee Engagement & Retention: **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c179-m1|meta-small|TalentGuard", "prompt": "c179-m1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best skills intelligence platform for a mid-market B2B company is TalentGuard"}, {"id": "mai-20260917-1752-baseline|c179-m1|meta-small|iMocha", "prompt": "c179-m1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include iMocha, Engagedly, and Criteria Corp, which are also suitable for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c179-m1|meta-small|Engagedly", "prompt": "c179-m1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include iMocha, Engagedly, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c179-m1|meta-small|Criteria Corp", "prompt": "c179-m1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Criteria Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include iMocha, Engagedly, and Criteria Corp"}, {"id": "mai-20260917-1752-baseline|c179-m1|minimax-small|TalentGuard", "prompt": "c179-m1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** appears to be the most specifically positioned for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c179-m1|minimax-small|365Talents", "prompt": "c179-m1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-powered skills graphs that map relationships between skills"}, {"id": "mai-20260917-1752-baseline|c179-m1|minimax-small|Gloat", "prompt": "c179-m1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines skills intelligence with an internal talent marketplace"}, {"id": "mai-20260917-1752-baseline|c179-m1|minimax-small|Eightfold AI", "prompt": "c179-m1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused but scalable"}, {"id": "mai-20260917-1752-baseline|c179-m1|mistral-small|TalentGuard", "prompt": "c179-m1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentGuard** and **iMocha** are the top choices due to their balance of features, ease of use, and pricing."}, {"id": "mai-20260917-1752-baseline|c179-m1|mistral-small|Eightfold", "prompt": "c179-m1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "without the overhead of larger platforms like Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c179-m1|mistral-small|Gloat", "prompt": "c179-m1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "without the overhead of larger platforms like Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c179-m1|mistral-small|iMocha", "prompt": "c179-m1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TalentGuard** and **iMocha** are the top choices"}, {"id": "mai-20260917-1752-baseline|c179-m1|mistral-small|Bryq", "prompt": "c179-m1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your focus is on hiring and internal mobility, **Bryq** is also highly recommended."}, {"id": "mai-20260917-1752-baseline|c179-m1|mistral-small|INOP", "prompt": "c179-m1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "INOP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For more advanced workforce planning, consider **INOP**."}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|TalentGuard", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most mid-market B2B companies:** **TalentGuard** for its balance of functionality, implementation ease, and mid-market focus"}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|TechWolf", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless you're already heavily invested in Workday/SAP, in which case **TechWolf** would be the seamless choice"}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|Fuel50", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Career Pathways & Transformation"}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|365Talents", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Distributed/Global Teams"}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|Engagedly", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One Platform"}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|Gloat", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Internal talent marketplace with strong mobility features (note: steeper learning curve)"}, {"id": "mai-20260917-1752-baseline|c179-m1|moonshot-small|Eightfold AI", "prompt": "c179-m1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Deep skills analysis and gap insights (more complex, enterprise-focused)"}, {"id": "mai-20260917-1752-baseline|c179-m1|openai-small|Eightfold AI", "prompt": "c179-m1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best all-around platform**: **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c179-m1|openai-small|Fuel50", "prompt": "c179-m1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the **best internal mobility platform**: **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c179-m1|openai-small|Workday Skills Cloud", "prompt": "c179-m1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're already a Workday customer and want embedded skills intelligence tied to HR workflows"}, {"id": "mai-20260917-1752-baseline|c179-m1|openai-small|SkillPanel", "prompt": "c179-m1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillPanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd usually pick **SkillPanel** if you want something simpler and faster to operationalize"}, {"id": "mai-20260917-1752-baseline|c179-m1|openai-small|Retrain.ai", "prompt": "c179-m1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Retrain.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you need AI-heavy skills extraction and gap analysis"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|TalentGuard", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **TalentGuard** or **iMocha** for most mid-market B2B"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|iMocha", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **TalentGuard** or **iMocha** for most mid-market B2B"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|Fuel50", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fuel50** (Best for career/talent marketplace)"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|INOP", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "INOP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "INOP (workforce planning, mid-market but few reviews)"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|365Talents", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "365Talents (multilingual graphs)"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|Eightfold", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid pure enterprises like Eightfold/Phenom (too pricey/complex, $100K+ ACV)"}, {"id": "mai-20260917-1752-baseline|c179-m1|xai-small|Phenom", "prompt": "c179-m1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid pure enterprises like Eightfold/Phenom (too pricey/complex, $100K+ ACV)"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|iMocha", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **iMocha** for its mid-market focus and comprehensive feature set"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|TalentGuard", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Structured Competency Frameworks"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|Skills Base", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Skills Base** if budget is a primary concern"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|MuchSkills", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Manager Validation"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|Eightfold AI", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fortune 500 talent management at scale"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|Beamery", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workforce redeployment + ethical AI"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|Lightcast (formerly Emsi Burning Glass)", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Lightcast (formerly Emsi Burning Glass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workforce analytics"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|Phenom", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Skills intelligence platform"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|Workday Skills Cloud", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise HRIS integration"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|SAP SuccessFactors Skills", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SAP SuccessFactors Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise HRIS integration"}, {"id": "mai-20260917-1752-baseline|c179-m1|zai-small|INOP", "prompt": "c179-m1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "INOP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strategic workforce planning & compensation analytics"}, {"id": "mai-20260917-1752-baseline|c179-m2|alibaba-small|TalentGuard", "prompt": "c179-m2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TalentGuard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **TalentGuard** as your primary choice"}, {"id": "mai-20260917-1752-baseline|c179-m2|alibaba-small|Acorn PLMS", "prompt": "c179-m2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn PLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Acorn PLMS** as a strong alternative depending on your specific infrastructure needs"}, {"id": "mai-20260917-1752-baseline|c179-m2|anthropic-small|O*NET", "prompt": "c179-m2", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can recommend specific skills taxonomies (like O*NET, ESCO, Lightcast, or proprietary options)"}, {"id": "mai-20260917-1752-baseline|c179-m2|anthropic-small|ESCO", "prompt": "c179-m2", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can recommend specific skills taxonomies (like O*NET, ESCO, Lightcast, or proprietary options)"}, {"id": "mai-20260917-1752-baseline|c179-m2|anthropic-small|Lightcast", "prompt": "c179-m2", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can recommend specific skills taxonomies (like O*NET, ESCO, Lightcast, or proprietary options)"}, {"id": "mai-20260917-1752-baseline|c179-m2|challenger-small|Lightcast's Open Skills taxonomy", "prompt": "c179-m2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast's Open Skills taxonomy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **Lightcast's Open Skills taxonomy** as the base language"}, {"id": "mai-20260917-1752-baseline|c179-m2|challenger-small|Skills Map", "prompt": "c179-m2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Map", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with an **AI-powered skills management layer** such as Mercer's **Skills Map** for ongoing inference and maintenance"}, {"id": "mai-20260917-1752-baseline|c179-m2|challenger-small|MuchSkills", "prompt": "c179-m2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "MuchSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the playbooks from **MuchSkills**, **365Talents**, and **Cognistry** emphasize taxonomy governance"}, {"id": "mai-20260917-1752-baseline|c179-m2|challenger-small|365Talents", "prompt": "c179-m2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the playbooks from **MuchSkills**, **365Talents**, and **Cognistry** emphasize taxonomy governance"}, {"id": "mai-20260917-1752-baseline|c179-m2|challenger-small|Cognistry", "prompt": "c179-m2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Cognistry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the playbooks from **MuchSkills**, **365Talents**, and **Cognistry** emphasize taxonomy governance"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|365Talents", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**365Talents** as your primary skills intelligence platform (best fit for mid-market companies specifically)"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|Lightcast's Open Skills Taxonomy", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast's Open Skills Taxonomy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great as baseline taxonomy / data layer"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|Eightfold AI", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually over-engineered & costly for mid-market"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|Gloat", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually over-engineered & costly for mid-market"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|TechWolf", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong but can be overkill/heavier integration"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|Acorn", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if this is primarily an L&D initiative"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|Workday Skills Cloud", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday Skills Cloud is the classic *taxonomic* approach (predefined skill hierarchies you assign)"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|ESCO", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use an existing base taxonomy (ESCO, O*NET, or Lightcast) as a starting point"}, {"id": "mai-20260917-1752-baseline|c179-m2|deepseek-small|O*NET", "prompt": "c179-m2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "use an existing base taxonomy (ESCO, O*NET, or Lightcast) as a starting point"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|Lightcast Skills Taxonomy (formerly Emsi Burning Glass)", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Skills Taxonomy (formerly Emsi Burning Glass)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard: Lightcast Skills Taxonomy (formerly Emsi Burning Glass)... The absolute gold standard in labor market data."}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|ESCO", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Free/Open-Source Alternative: ESCO or O\\*NET"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|O\\*NET", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O\\*NET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Free/Open-Source Alternative: ESCO or O\\*NET"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|Eightfold AI", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a mid-sized company shouldn't purchase heavy enterprise-only tools like *Eightfold AI* (which usually starts in the six-figure range)"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|TechWolf", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "or *TechWolf* (built for complex global structures)"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|iMocha", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Option A: iMocha (Best overall for B2B Tech & Skills Validation)"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|Retrain.ai", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Retrain.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Option B: Retrain.ai (Best for Strategic Workforce Planning & Upskilling)"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|Teammeter", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Option C: Teammeter or agyleOS (Best for HR-light Teams & GDPR Compliance)"}, {"id": "mai-20260917-1752-baseline|c179-m2|google-small|agyleOS", "prompt": "c179-m2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Option C: Teammeter or agyleOS (Best for HR-light Teams & GDPR Compliance)"}, {"id": "mai-20260917-1752-baseline|c179-m2|meta-small|OVI (Milo)", "prompt": "c179-m2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "OVI (Milo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results include several options such as OVI (Milo), Eightfold, Gloat, SAP SuccessFactors Skills + Joule, and Workday Skills Cloud, among others."}, {"id": "mai-20260917-1752-baseline|c179-m2|meta-small|Eightfold", "prompt": "c179-m2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The results include several options such as OVI (Milo), Eightfold, Gloat, SAP SuccessFactors Skills + Joule, and Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-m2|meta-small|Gloat", "prompt": "c179-m2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The results include several options such as OVI (Milo), Eightfold, Gloat, SAP SuccessFactors Skills + Joule, and Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-m2|meta-small|SAP SuccessFactors Skills + Joule", "prompt": "c179-m2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors Skills + Joule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP SuccessFactors Skills + Joule, and Workday Skills Cloud, among others"}, {"id": "mai-20260917-1752-baseline|c179-m2|meta-small|Workday Skills Cloud", "prompt": "c179-m2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP SuccessFactors Skills + Joule, and Workday Skills Cloud, among others"}, {"id": "mai-20260917-1752-baseline|c179-m2|minimax-small|TechWolf", "prompt": "c179-m2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **TechWolf** + **Lightcast (Open Skills)** Combination"}, {"id": "mai-20260917-1752-baseline|c179-m2|minimax-small|Lightcast", "prompt": "c179-m2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with **Lightcast** for taxonomy"}, {"id": "mai-20260917-1752-baseline|c179-m2|minimax-small|Acorn", "prompt": "c179-m2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **Acorn** as a unified solution if you want built-in development pathways"}, {"id": "mai-20260917-1752-baseline|c179-m2|minimax-small|OVI (Milo)", "prompt": "c179-m2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "OVI (Milo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OVI (Milo)** offers good value for recruitment-focused needs"}, {"id": "mai-20260917-1752-baseline|c179-m2|minimax-small|iMocha", "prompt": "c179-m2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "3,000+ ready-to-use skill assessments"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|TechWolf", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **TechWolf** or **365Talents**"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|365Talents", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Recommendation: **TechWolf** or **365Talents**"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|iMocha", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Explicit mid-market pricing ($400–500/mo); comprehensive assessment library"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|Eightfold AI", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** Eightfold/Gloat/Beamery unless you have enterprise-scale resources"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|Gloat", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** Eightfold/Gloat/Beamery unless you have enterprise-scale resources"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|Beamery", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** Eightfold/Gloat/Beamery unless you have enterprise-scale resources"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|Workday Skills Cloud", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Only viable if already using Workday HCM"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|SAP SuccessFactors", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full-suite dependency; complex for mid-market"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|Lightcast Open Skills", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Validate with Lightcast Open Skills** as your underlying taxonomy (it's free and widely adopted)"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|WBSP's open-source toolkit", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "WBSP's open-source toolkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Build on top with **WBSP's open-source toolkit** or integrate via API"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|OVI (Milo)", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "OVI (Milo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "iMocha or OVI (Milo) for smaller scale"}, {"id": "mai-20260917-1752-baseline|c179-m2|moonshot-small|Degreed", "prompt": "c179-m2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Degreed (LXP with skills inference)"}, {"id": "mai-20260917-1752-baseline|c179-m2|openai-small|Lightcast", "prompt": "c179-m2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Lightcast Skills Taxonomy + a Lightcast-based inference layer** as the default choice"}, {"id": "mai-20260917-1752-baseline|c179-m2|openai-small|TechWolf", "prompt": "c179-m2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TechWolf** is the stronger fit... if inference and internal mobility are the main goal"}, {"id": "mai-20260917-1752-baseline|c179-m2|openai-small|ESCO", "prompt": "c179-m2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ESCO** is a solid baseline taxonomy and API"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|Lightcast Open Skills", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lightcast Open Skills** as the skills **taxonomy** paired with **TechWolf** as the **inference tool**"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|TechWolf", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with **TechWolf** as the **inference tool**"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|Eightfold", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the complexity or enterprise pricing of heavier platforms like Eightfold or Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|Workday Skills Cloud", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the complexity or enterprise pricing of heavier platforms like Eightfold or Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|ESCO", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multilingual, ~14k skills, occupation-linked | Europe-centric ... Global ops in EU"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|O*NET", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep per-occupation detail, stable | Smaller skill set ... Regulated US industries"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|Fuel50 Ontology", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Fuel50 Ontology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Proficiency levels, psych-backed | Paid, proprietary | Heavy L&D focus"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|OVI (Milo)", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "OVI (Milo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rubric-based, ATS-native ($29-99/mo) ... High-volume hiring"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|iMocha", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Assessments + library, benchmarks | More testing than passive inference"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|Acorn", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Evidence-backed development ties | Ties to L&D, pricier"}, {"id": "mai-20260917-1752-baseline|c179-m2|xai-small|spaCy", "prompt": "c179-m2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "spaCy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For custom needs, layer on open-source like spaCy for basic inference"}, {"id": "mai-20260917-1752-baseline|c179-m2|zai-small|SkillsDB", "prompt": "c179-m2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SkillsDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall (All‑in‑One):** **SkillsDB**"}, {"id": "mai-20260917-1752-baseline|c179-m2|zai-small|TechWolf", "prompt": "c179-m2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for AI‑Driven Inference:** **TechWolf**"}, {"id": "mai-20260917-1752-baseline|c179-m2|zai-small|Leapsome", "prompt": "c179-m2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** is a strong mid‑size option"}, {"id": "mai-20260917-1752-baseline|c179-m3|alibaba-small|Eightfold AI", "prompt": "c179-m3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold is widely considered the leader in this space"}, {"id": "mai-20260917-1752-baseline|c179-m3|alibaba-small|Gloat", "prompt": "c179-m3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Gloat** if your priority is operational agility"}, {"id": "mai-20260917-1752-baseline|c179-m3|alibaba-small|Fuel50", "prompt": "c179-m3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Fuel50** if your primary goal is employee retention, upskilling"}, {"id": "mai-20260917-1752-baseline|c179-m3|alibaba-small|Phenom", "prompt": "c179-m3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Phenom approaches skills through the lens of the entire candidate and employee journey"}, {"id": "mai-20260917-1752-baseline|c179-m3|alibaba-small|TalentsForce", "prompt": "c179-m3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentsForce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A newer entrant rapidly gaining traction as a dedicated \"skills brain.\""}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|TalentLMS", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LMS platforms (like TalentLMS and Docebo) for structured workplace training"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Docebo", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Docebo strongest for AI-driven enterprise content"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Coursera", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Coursera is best for academic programs and accredited career certificates"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Udemy", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Udemy Business is best for volume and broad topics"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Thinkific", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "creator tools (like Thinkific) for selling courses"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Skilljar", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specialist platforms (like Skilljar and Pluralsight) for customer education or technical skills"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Pluralsight", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pluralsight is best for deep technical training in IT and engineering"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|OpenSesame", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OpenSesame is best for workforce upskilling, compliance, and skills mapping"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|edX for Business", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "edX for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "edX for Business is best for structured academic content and microcredentials"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|LinkedIn Learning", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LinkedIn Learning is best for Microsoft ecosystem users and professional skills"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Skillshare", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Skillshare is best for creative professionals and teams focused on projects and design skills"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Skillsoft", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Skillsoft is best for compliance and leadership development with built-in LMS"}, {"id": "mai-20260917-1752-baseline|c179-m3|anthropic-small|Acorn", "prompt": "c179-m3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Acorn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Acorn is a top pick for organizations that need to prove skill growth and workforce readiness"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Degreed", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Degreed** is often used as an **enterprise skills layer** that aggregates learning and workforce data across systems."}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Kahuna", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at **skills intelligence** platforms like Degreed, Kahuna, or TechWolf"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|365Talents", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Degreed**, **Kahuna**, **365Talents**, **Fuel50**, **TechWolf**, **iMocha**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Fuel50", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Degreed**, **Kahuna**, **365Talents**, **Fuel50**, **TechWolf**, **iMocha**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|TechWolf", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **skills intelligence** platforms like Degreed, Kahuna, or TechWolf"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|iMocha", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Degreed**, **Kahuna**, **365Talents**, **Fuel50**, **TechWolf**, **iMocha**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Coursera", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Coursera** is best known for **academic-grade credentials** and structured professional certificates."}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|LinkedIn Learning", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**LinkedIn Learning** is strong for **broad professional upskilling**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Udemy Business", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Udemy Business** stands out for **breadth and speed of content updates**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Skillsoft", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Skillsoft** is often chosen for **compliance, leadership, and enterprise training**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|OpenSesame", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**OpenSesame** is positioned for **workforce upskilling, compliance, and skills mapping**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|360Learning", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**360Learning**, **Docebo** | Deliver courses and learning paths"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Docebo", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**360Learning**, **Docebo** | Deliver courses and learning paths"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|HackerRank", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**HackerRank** and **Codility** are top choices when the goal is **technical assessment**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Codility", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**HackerRank** and **Codility** are top choices when the goal is **technical assessment**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|TestGorilla", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**TestGorilla** is broader, covering **mixed roles**"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Vervoe", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Vervoe**, **CodeSignal**, **SkillPanel** | Test candidates or employees"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|CodeSignal", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Vervoe**, **CodeSignal**, **SkillPanel** | Test candidates or employees"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|SkillPanel", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillPanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Vervoe**, **CodeSignal**, **SkillPanel** | Test candidates or employees"}, {"id": "mai-20260917-1752-baseline|c179-m3|challenger-small|Pluralsight", "prompt": "c179-m3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Pluralsight** is strongest for **deep technical training**"}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|TestGorilla", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Broadest test library ... #1 pick for breadth across roles."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|HackerRank", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hiring engineers? → HackerRank, Codility, or CoderPad (technical depth)."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Codility", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "emphasizes **methodology and compliance**"}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|CoderPad", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excels at real-time, pair-programming interviews rather than test batteries."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|iMocha", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deep validated-assessment library with skills intelligence for large teams."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Criteria Corp / Predictive Index", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Criteria Corp / Predictive Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong cognitive/personality/behavioral testing with validated science."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Vervoe / Harver", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Vervoe / Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Job simulations with AI scoring, ideal for frontline operational hiring."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Coursera", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Most prestigious credentials."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|edX", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "edX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "University-driven courses and MicroMasters that transfer into real degrees."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Udemy", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Great for specific tools/narrow topics; quality varies."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|LinkedIn Learning", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for workplace/interpersonal skills."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Pluralsight Skills", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Skills reporting anchored in learning activity for engineering/IT teams."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|DataCamp / GoSkills", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "DataCamp / GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Low cost per seat (~$15) for data science and business skills."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Fuel50", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Best overall for enterprise — maps employee skills, career paths, and internal mobility, with gap analysis tied to learning evidence."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Skills Base", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Tracks, maps, and acts on workforce skills to replace spreadsheets/skills matrices."}, {"id": "mai-20260917-1752-baseline|c179-m3|deepseek-small|Cornerstone OnDemand / Docebo / Learning Pool", "prompt": "c179-m3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone OnDemand / Docebo / Learning Pool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enterprise LMS + talent management that combines learning with 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"raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Examples:** Workday Skills Cloud, Degreed, TalentGuard, Cornerstone"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Degreed", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Examples:** Workday Skills Cloud, Degreed, TalentGuard, Cornerstone"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|TalentGuard", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Examples:** Workday Skills Cloud, Degreed, TalentGuard, Cornerstone"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Cornerstone", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Examples:** Workday Skills Cloud, Degreed, TalentGuard, Cornerstone"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Credly", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Credly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Examples:** Credly, Accredible, Open Badges ecosystems"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Accredible", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Accredible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Examples:** Credly, Accredible, Open Badges ecosystems"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Open Badges", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Open Badges", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Examples:** Credly, Accredible, Open Badges ecosystems"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|GitHub", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "GitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Examples:** GitHub, Kaggle, Behance, Dribbble"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Kaggle", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Kaggle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Examples:** GitHub, Kaggle, Behance, Dribbble"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Behance", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Behance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Examples:** GitHub, Kaggle, Behance, Dribbble"}, {"id": "mai-20260917-1752-baseline|c179-m3|openai-small|Dribbble", "prompt": "c179-m3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Dribbble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Examples:** GitHub, Kaggle, Behance, Dribbble"}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|Coursera", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on goals—e.g., job switch (Coursera), budget skill (Udemy)."}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|Udemy", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "budget skill (Udemy)"}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|edX", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "edX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coursera/edX prioritize recognized certs/degrees for resumes"}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|LinkedIn Learning", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Professional/soft skills, business (Microsoft-integrated)"}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|Skillshare", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Creative skills (design, photography, business)"}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|DataCamp", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "DataCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like DataCamp (data/AI) ... are niche but notable."}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|Pluralsight", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pluralsight (tech) ... niche but notable"}, {"id": "mai-20260917-1752-baseline|c179-m3|xai-small|MasterClass", "prompt": "c179-m3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "MasterClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MasterClass (expert-led) are niche but notable"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Coursera", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Earn employer-recognized credentials** | Coursera, edX, Udacity"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Udemy", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Udemy** | Specific skills, fast learning | $10–20/course"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|edX", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "edX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**edX** | Advanced academic education"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|LinkedIn Learning", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Build professional skills for work** | LinkedIn Learning, HubSpot Academy"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Skillshare", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Skillshare** | Creative & hobby learning"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Pluralsight", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "skill-based platforms (Pluralsight, DataCamp) are ideal for technical roles"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Khan Academy", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Khan Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Khan Academy** | K-12 & foundational learning | Free"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Udacity", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Udacity** | Tech (AI, data science) | Varies | Nanodegrees"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|DataCamp", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "DataCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**DataCamp** | Data science & programming"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|MasterClass", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "MasterClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**MasterClass** | World-class practitioners"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Brilliant", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Brilliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Brilliant** | Math, science, CS fundamentals"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|360Learning", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**Upskill an entire workforce** | OpenSesame, 360Learning, Acorn PLMS"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|OpenSesame", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "**Compliance & skills mapping** | OpenSesame, ClearCompany"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|ClearCompany", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Compliance & skills mapping** | OpenSesame, ClearCompany"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|HubSpot Academy", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "HubSpot Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**HubSpot Academy** | Marketing, sales, digital strategy"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Corporate Finance Institute", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Corporate Finance Institute", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Corporate Finance Institute** | Finance upskilling"}, {"id": "mai-20260917-1752-baseline|c179-m3|zai-small|Acorn PLMS", "prompt": "c179-m3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Acorn PLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Acorn PLMS** | Proving skill growth | Evidence of skill growth & readiness"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Lattice", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Value (Performance-Growth Integrated)\n**Lattice** ... If you prioritize Growth & Retention:** Choose **Lattice**"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Skillfully", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skillfully", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you prioritize Hiring & Matching:** Choose **Skillfully**"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Eightfold", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eightfold (Insights Plan) ... they offer lighter entry-level plans specifically designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Gloat", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unlike competitors (Gloat, Fuel50) which often ignore companies under 500 employees"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Fuel50", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike competitors (Gloat, Fuel50) which often ignore companies under 500 employees"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|BambooHR", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick to **BambooHR/Rippling** features until you outgrow them"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Rippling", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like **BambooHR** and **Rippling** have added \"Skills\" modules"}, {"id": "mai-20260917-1752-baseline|c179-m4|alibaba-small|Personio", "prompt": "c179-m4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Your Existing HRIS (e.g., BambooHR, Rippling, Personio)"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Pin", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin is the most accessible option, starting at just $100/month with a free tier and no credit card required"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Pluralsight", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're focused on technical skills development, Pluralsight offers affordable per-user pricing"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Skima AI", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors such as Skima AI, Eightfold AI, Visier, and Gloat combine talent intelligence with workforce analytics"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Eightfold AI", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vendors such as Skima AI, Eightfold AI, Visier, and Gloat combine talent intelligence with workforce analytics"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Visier", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors such as Skima AI, Eightfold AI, Visier, and Gloat combine talent intelligence with workforce analytics"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Gloat", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendors such as Skima AI, Eightfold AI, Visier, and Gloat combine talent intelligence with workforce analytics"}, {"id": "mai-20260917-1752-baseline|c179-m4|anthropic-small|Beamery", "prompt": "c179-m4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "five-figure-monthly floors and 6 to 12 month rollouts make enterprise platforms like Beamery impractical for recruiting agencies or mid-market teams"}, {"id": "mai-20260917-1752-baseline|c179-m4|challenger-small|Skills Base", "prompt": "c179-m4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Skills Base** if you want a dedicated skills management platform with strong value for SMBs"}, {"id": "mai-20260917-1752-baseline|c179-m4|challenger-small|Cloud Assess", "prompt": "c179-m4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Cloud Assess", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **cheapest viable option**, I'd start with **Cloud Assess**"}, {"id": "mai-20260917-1752-baseline|c179-m4|challenger-small|AG5", "prompt": "c179-m4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if compliance and audit readiness matter, from **~€100/mo**"}, {"id": "mai-20260917-1752-baseline|c179-m4|challenger-small|SkillPanel", "prompt": "c179-m4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worth considering, but pricing is not shown in the provided results"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|Skills Base", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for most budget-constrained companies: Skills Base"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|SkillsDB", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a single flat monthly cost that won't creep up with headcount, **SkillsDB** (~$100/month) is worth a look."}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|SkillPanel", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other affordable contenders to compare"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|ClickUp", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Do-everything tool (skills + project mgmt)"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|iMocha", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Actually *testing* skills (not just self-reporting)"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|Eightfold", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-focused with undisclosed, quote-based pricing — these are typically far outside a limited budget"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|Gloat", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise-focused with undisclosed, quote-based pricing — these are typically far outside a limited budget"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|Beamery", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-focused with undisclosed, quote-based pricing — these are typically far outside a limited budget"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|Seekout", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Seekout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "enterprise-focused with undisclosed, quote-based pricing — these are typically far outside a limited budget"}, {"id": "mai-20260917-1752-baseline|c179-m4|deepseek-small|hireEZ", "prompt": "c179-m4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprise-focused with undisclosed, quote-based pricing — these are typically far outside a limited budget"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|Eightfold AI", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level skills intelligence giants (like Eightfold AI, Gloat, or Workday Skills Cloud) are typically out of reach"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|Gloat", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically out of reach, often costing tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|Workday Skills Cloud", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically out of reach, often costing tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|Skills Base", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall Value & \"Spreadsheet Killer\": **Skills Base** ... is the industry standard for budget-conscious companies"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|SkillPanel (by DevSkiller)", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel (by DevSkiller)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Employee Development & Career Growth: **SkillPanel (by DevSkiller)**"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|MuchSkills", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Employee Adoption & Engagement: **MuchSkills**"}, {"id": "mai-20260917-1752-baseline|c179-m4|google-small|Pin", "prompt": "c179-m4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pin is a highly budget-friendly recruiting-focused talent intelligence platform that starts at **$100/month**"}, {"id": "mai-20260917-1752-baseline|c179-m4|meta-small|Metaview", "prompt": "c179-m4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some platforms offer free or low-cost plans, such as Metaview, which is free with a work email"}, {"id": "mai-20260917-1752-baseline|c179-m4|meta-small|Skills Management Software", "prompt": "c179-m4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Management Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other platforms, like Skills Management Software, offer various pricing plans, including a free plan"}, {"id": "mai-20260917-1752-baseline|c179-m4|minimax-small|Skills Base", "prompt": "c179-m4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** (Best Overall Value)"}, {"id": "mai-20260917-1752-baseline|c179-m4|minimax-small|Lessie AI", "prompt": "c179-m4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lessie AI** if your primary need is talent sourcing and recruitment intelligence"}, {"id": "mai-20260917-1752-baseline|c179-m4|minimax-small|GoSkills", "prompt": "c179-m4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoSkills** if you want a combination of training delivery and skills tracking"}, {"id": "mai-20260917-1752-baseline|c179-m4|minimax-small|SkillsDB", "prompt": "c179-m4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Flat rate**: $100/month (unlimited users)"}, {"id": "mai-20260917-1752-baseline|c179-m4|minimax-small|TalentLMS", "prompt": "c179-m4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Budget-friendly** for small businesses"}, {"id": "mai-20260917-1752-baseline|c179-m4|mistral-small|Skills Base", "prompt": "c179-m4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highlighted as one of the easiest tools to understand and budget for, making it ideal for budget-conscious teams"}, {"id": "mai-20260917-1752-baseline|c179-m4|mistral-small|Cloud Assess", "prompt": "c179-m4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Cloud Assess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a simple, structured approach, Skills Base or Cloud Assess may be best."}, {"id": "mai-20260917-1752-baseline|c179-m4|mistral-small|TestGorilla", "prompt": "c179-m4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Their Starter plan is as low as $83/month, making it very affordable for small businesses."}, {"id": "mai-20260917-1752-baseline|c179-m4|mistral-small|Vervoe", "prompt": "c179-m4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "among the most affordable options for SMBs"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|Skills Base", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Skills Base** (free tier)"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|SkillsDB", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SkillsDB** offers excellent value with their free and low-cost tiers"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|AG5", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for regulated/frontline work requiring certification tracking"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|Kahuna", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AG5** or **Kahuna** - Best for regulated/frontline work"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|ClickUp", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Extend ClickUp or similar tools with skills tracking"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|Zoho People", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with Skills Base free tier or Zoho People (free up to 5 employees)"}, {"id": "mai-20260917-1752-baseline|c179-m4|moonshot-small|Metaview", "prompt": "c179-m4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Many platforms (Skills Base, SkillsDB, Metaview) offer genuinely free plans"}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|SkillHub", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **technical capacity**: start with **SkillHub** or **skilly** for the lowest-cost route."}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|skilly", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "skilly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **SkillHub** or **skilly** for the lowest-cost route"}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|SkillsCat", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsCat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include **SkillHub**, **skilly**, and **SkillsCat**, which are open-source or self-hosted skills registries/platforms."}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|SkillPanel", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a **vendor-supported product** and can spend a bit more: **SkillPanel** is a reasonable place to start evaluating."}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|Eightfold", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise platforms like Eightfold... tend to be stronger but usually not the best fit for a tight budget."}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|Gloat", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms like Eightfold, Gloat... usually not the best fit for a tight budget"}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|Workday Skills Cloud", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise platforms like ... Workday Skills Cloud, Lightcast, etc. tend to be stronger but usually not the best fit for a tight budget."}, {"id": "mai-20260917-1752-baseline|c179-m4|openai-small|Lightcast", "prompt": "c179-m4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Lightcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise platforms like ... Lightcast, etc. tend to be stronger but usually not the best fit for a tight budget."}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|Skills Base", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Skills Base stands out as the best skills intelligence platform for a company with a limited budget."}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|MuchSkills", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Skills Base doesn't fit:- **MuchSkills**: Free tier (up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|SkillPanel", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SkillPanel**: From ~$1/user/month. Focuses on skills gaps, development paths, internal mobility"}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|SkillsDB", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SkillsDB**: Starter at flat $100/month (covers ~50 users)"}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|Workday", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These beat pricier options like enterprise tools (e.g., Workday, Degreed)"}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|Degreed", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These beat pricier options like enterprise tools (e.g., Workday, Degreed)"}, {"id": "mai-20260917-1752-baseline|c179-m4|xai-small|Pin", "prompt": "c179-m4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "even $100+/mo talent intel platforms (e.g., Pin)"}, {"id": "mai-20260917-1752-baseline|c179-m4|zai-small|Skills Base", "prompt": "c179-m4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** (starting at ~$2–$2.25 per user per month with a free tier) ... are the most practical entry points."}, {"id": "mai-20260917-1752-baseline|c179-m4|zai-small|MuchSkills", "prompt": "c179-m4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MuchSkills** (free tier with visual skills mapping) are the most practical entry points."}, {"id": "mai-20260917-1752-baseline|c179-m4|zai-small|Pluralsight", "prompt": "c179-m4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Pluralsight** if you also need a learning platform"}, {"id": "mai-20260917-1752-baseline|c179-m4|zai-small|TestGorilla", "prompt": "c179-m4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TestGorilla** offers a free tier for candidate screening, but for internal skills tracking, **Skills Base** is more cost-effective."}, {"id": "mai-20260917-1752-baseline|c179-m4|zai-small|Cloud Assess", "prompt": "c179-m4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Cloud Assess", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cost may be higher—use only if compliance is a primary concern."}, {"id": "mai-20260917-1752-baseline|c179-m5|alibaba-small|365Talents", "prompt": "c179-m5", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**365Talents** – Strong on internal mobility and professional services"}, {"id": "mai-20260917-1752-baseline|c179-m5|alibaba-small|TalentGuard", "prompt": "c179-m5", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**TalentGuard** – Mid-market focused on career pathing and competency frameworks"}, {"id": "mai-20260917-1752-baseline|c179-m5|alibaba-small|INOP", "prompt": "c179-m5", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "scale", "raw": "INOP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**INOP** – Strategic workforce planning and compensation analytics"}, {"id": "mai-20260917-1752-baseline|c179-m5|alibaba-small|iMocha", "prompt": "c179-m5", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**iMocha** – Assessment-driven validation, good for hiring use cases"}, {"id": "mai-20260917-1752-baseline|c179-m5|alibaba-small|INSPYR Solutions (Symphony)", "prompt": "c179-m5", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "scale", "raw": "INSPYR Solutions (Symphony)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**INSPYR Solutions (Symphony)** – Broad workforce analytics including skills layers"}, {"id": "mai-20260917-1752-baseline|c179-m5|alibaba-small|Workday Skills Cloud", "prompt": "c179-m5", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Your native HCM vendor (e.g., Workday Skills Cloud) if you're invested there"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|Eightfold AI", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading platforms across the market include **Eightfold AI, Gloat, Beamery, TalentGuard, iMocha, Lightcast, Phenom, Workday Skills Cloud, and SAP SuccessFactors Skills**"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|Gloat", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading platforms across the market include **Eightfold AI, Gloat, Beamery..."}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|Beamery", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading platforms across the market include **Eightfold AI, Gloat, Beamery, TalentGuard..."}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|TalentGuard", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TalentGuard, iMocha, Lightcast, Phenom"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|iMocha", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TalentGuard, iMocha, Lightcast, Phenom"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|Lightcast", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TalentGuard, iMocha, Lightcast, Phenom"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|Phenom", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "iMocha, Lightcast, Phenom, Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|Workday Skills Cloud", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the big-ERP-native options (Workday, SAP) are often built for larger enterprises"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|SAP SuccessFactors Skills", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SAP SuccessFactors Skills", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the big-ERP-native options (Workday, SAP) are often built for larger enterprises"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|TechWolf", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TechWolf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "at 500 employees, specialized mid-market platforms like **TechWolf, 365Talents, or SkillPanel** may be a better fit for speed and cost"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|365Talents", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "specialized mid-market platforms like **TechWolf, 365Talents, or SkillPanel** may be a better fit"}, {"id": "mai-20260917-1752-baseline|c179-m5|deepseek-small|SkillPanel", "prompt": "c179-m5", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SkillPanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "specialized mid-market platforms like **TechWolf, 365Talents, or SkillPanel** may be a better fit"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|Eightfold", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Giants like *Eightfold* or *Gloat* are built for massive organizations... these are often cost-prohibitive, overly complex"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|Gloat", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Giants like *Eightfold* or *Gloat* are built for massive organizations... these are often cost-prohibitive, overly complex"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|TalentGuard", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Competency & Career Pathing Focused (e.g., TalentGuard): ... Extremely strong for compliance and mid-market execution."}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|iMocha", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Assessment-Led Platforms (e.g., iMocha, Cloud Assess)"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|Cloud Assess", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Cloud Assess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Assessment-Led Platforms (e.g., iMocha, Cloud Assess)"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|MuchSkills", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Simple, Visual Mapping Platforms (e.g., MuchSkills, Kahuna)"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|Kahuna", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Simple, Visual Mapping Platforms (e.g., MuchSkills, Kahuna)"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|365Talents", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI-Inference Mid-Market Layers (e.g., 365Talents, TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-m5|google-small|TechWolf", "prompt": "c179-m5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI-Inference Mid-Market Layers (e.g., 365Talents, TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|Degreed", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Degreed** (skills-first LXP with strong analytics)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|Cornerstone Skills Graph", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Cornerstone Skills Graph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cornerstone Skills Graph** (AI-driven skills taxonomy)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|Workday Skills Cloud", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday Skills Cloud** (integrated with Workday HCM)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|Eightfold.ai", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Eightfold.ai** (AI-powered talent intelligence)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|Gloat", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gloat** (internal talent marketplace + skills insights)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|SkyHive", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SkyHive** (quantum-based skills analysis)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|TalentGuard", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TalentGuard** (skills-based career pathing)"}, {"id": "mai-20260917-1752-baseline|c179-m5|mistral-small|SAP SuccessFactors Skills Management", "prompt": "c179-m5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SAP SuccessFactors Skills Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SAP SuccessFactors Skills Management**"}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|Eightfold", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Prioritize mid-market friendly options over massive ones like Eightfold or SAP, unless you have a specific need."}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|SAP", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Prioritize mid-market friendly options over massive ones like Eightfold or SAP, unless you have a specific need."}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|Gloat", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms include Gloat, Phenom, Fuel50, 365Talents, Workday Skills Cloud (if you're on Workday), iMocha, or Beamery"}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|Phenom", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms include Gloat, Phenom, Fuel50, 365Talents..."}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|Fuel50", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top platforms include Gloat, Phenom, Fuel50, 365Talents..."}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|365Talents", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top platforms include Gloat, Phenom, Fuel50, 365Talents..."}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|Workday Skills Cloud", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday Skills Cloud (if you're on Workday)"}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|iMocha", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "iMocha, or Beamery\\u2014many have mid-market success stories"}, {"id": "mai-20260917-1752-baseline|c179-m5|xai-small|Beamery", "prompt": "c179-m5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "iMocha, or Beamery\\u2014many have mid-market success stories"}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|The Odin Project", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "The Odin Project", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Better Alternative: Free resources like The Odin Project, freeCodeCamp, or bootcamps with transparent refund policies"}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|freeCodeCamp", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "freeCodeCamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free resources like The Odin Project, freeCodeCamp, or bootcamps with transparent refund policies (CIRR certified)."}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|Udemy", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like **Udemy** or **Alison** are huge marketplaces. While they contain gems, they also host thousands of abandoned, outdated courses."}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|Alison", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Alison", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Alison:** Specifically, be wary of their \"Diploma\" offerings... charge upwards of $60–$80 to download the printed PDF certificate, which usually holds little value."}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|ClickFunnels", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "ClickFunnels", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "launch their own learning platforms (often hosted on ClickFunnels or Kajabi)"}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|Kajabi", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "launch their own learning platforms (often hosted on ClickFunnels or Kajabi)"}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|Coursera", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Coursera is generally a reputable source... but users frequently complain about the billing structure... can run indefinitely if you don't set strict deadlines"}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|edX", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to established providers (Coursera, edX, LinkedIn Learning) but verify the specific instructor's update frequency."}, {"id": "mai-20260917-1752-baseline|c179-m6|alibaba-small|LinkedIn Learning", "prompt": "c179-m6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick to established providers (Coursera, edX, LinkedIn Learning)"}, {"id": "mai-20260917-1752-baseline|c179-m6|anthropic-small|Outskill", "prompt": "c179-m6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Outskill", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reports indicate this is an absolute scam, with users reporting ignored refund requests"}, {"id": "mai-20260917-1752-baseline|c179-m6|anthropic-small|Science of Skill", "prompt": "c179-m6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Science of Skill", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "complaints about repeated unauthorized $57 monthly charges, deceptive billing"}, {"id": "mai-20260917-1752-baseline|c179-m6|anthropic-small|Skill Arbitrage", "prompt": "c179-m6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skill Arbitrage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "one reviewer calling it the worst learning platform they've encountered"}, {"id": "mai-20260917-1752-baseline|c179-m6|anthropic-small|Skillshare", "prompt": "c179-m6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "billing issues represent a defining pain point for subscribers"}, {"id": "mai-20260917-1752-baseline|c179-m6|anthropic-small|Treehouse", "prompt": "c179-m6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Treehouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Treehouse struggles with stale content and minimal updates"}, {"id": "mai-20260917-1752-baseline|c179-m6|anthropic-small|Skillwise", "prompt": "c179-m6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillwise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often delivers surface-level content that skims over topics without diving deep"}, {"id": "mai-20260917-1752-baseline|c179-m6|challenger-small|Skillshare", "prompt": "c179-m6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "being more cautious with platforms like **Skillshare** and **MasterClass**"}, {"id": "mai-20260917-1752-baseline|c179-m6|challenger-small|MasterClass", "prompt": "c179-m6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "being more cautious with platforms like **Skillshare** and **MasterClass**"}, {"id": "mai-20260917-1752-baseline|c179-m6|challenger-small|Coursera", "prompt": "c179-m6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "more employer-recognized options such as **Coursera** or **edX**"}, {"id": "mai-20260917-1752-baseline|c179-m6|challenger-small|edX", "prompt": "c179-m6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more employer-recognized options such as **Coursera** or **edX**"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|Upskillist", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upskillist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit's r/Scams specifically flags **Upskillist** and similar models this way.)"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|MasterClass", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "auto-renewal charges without warning, hard-to-find cancellation, and refund disputes"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|Skillshare", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Billing/subscription issues make up **35–50% of negative reviews**"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|Coursera", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "billing confusion** (Trustpilot ~1.5/5 from billing complaints), plus certificate revocation terms"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|Udemy", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quality varies wildly since anyone can publish"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|LinkedIn Learning", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Credential-first platforms like **LinkedIn Learning**, **edX**, and **Google Career Certificates** tend to grade better on consumer-friendliness"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|edX", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer bets... **edX**... tend to grade better on consumer-friendliness"}, {"id": "mai-20260917-1752-baseline|c179-m6|deepseek-small|Google Career Certificates", "prompt": "c179-m6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Google Career Certificates", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Google Career Certificates** tend to grade better on consumer-friendliness, with documented outcomes"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|ClawHub", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "ClawHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "What to be cautious about: Public, unvetted registries such as ClawHub, MCP.so, SkillHub"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|MCP.so", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MCP.so", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Public, unvetted registries such as ClawHub, MCP.so, SkillHub"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|SkillHub", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SkillHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Public, unvetted registries such as ClawHub, MCP.so, SkillHub"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|Vercel's `skills.sh`", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Vercel's `skills.sh`", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "and even Vercel's `skills.sh`"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|2U", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "2U", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: White-Label University Bootcamps (Trilogy / 2U / edX)"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|edX", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: White-Label University Bootcamps (Trilogy / 2U / edX)"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|Trilogy Education Services", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Trilogy Education Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "white-labeled programs run by a third-party, for-profit company (historically Trilogy Education Services"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|BloomTech", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "BloomTech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "BloomTech, formerly Lambda School) have faced heavy regulatory scrutiny, lawsuits, and federal enforcement actions"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|Udemy", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be Cautious of: Unvetted Course Directories (e.g., Udemy)"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|Freelancer.com", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid: Freelancer.com ... Consistently ranked as one of the least freelancer-friendly platforms."}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|Upwork", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Be Cautious of: Upwork and Fiverr"}, {"id": "mai-20260917-1752-baseline|c179-m6|google-small|Fiverr", "prompt": "c179-m6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Fiverr can be a \"beginner trap\""}, {"id": "mai-20260917-1752-baseline|c179-m6|meta-small|Skillshare", "prompt": "c179-m6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Skillshare - mentioned as a \"complete scam\" and having numerous glitches, making it difficult to cancel a subscription."}, {"id": "mai-20260917-1752-baseline|c179-m6|meta-small|MasterClass", "prompt": "c179-m6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "MasterClass - not recommended for certain goals, such as employer-recognized credentials or data science/ML career."}, {"id": "mai-20260917-1752-baseline|c179-m6|meta-small|LinkedIn Learning", "prompt": "c179-m6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "LinkedIn Learning - not recommended for certain goals, such as software engineering skills or creative/design skills."}, {"id": "mai-20260917-1752-baseline|c179-m6|meta-small|Udemy", "prompt": "c179-m6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Udemy - not recommended for certain goals, such as structured, guided learning path or enterprise team upskilling (tech)."}, {"id": "mai-20260917-1752-baseline|c179-m6|meta-small|Pluralsight", "prompt": "c179-m6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Pluralsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pluralsight - not recommended for certain goals, such as creative/design skills or budget under $200/year."}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Freelancer.com", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Low payouts** and weak client vetting"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Upwork", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High fees** - up to 18% on smaller jobs"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Fiverr", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Flat 20% fee** - one of the highest in the industry"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|PeoplePerHour", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Confusing fee structure** ranging from 20% to 3.5%"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Contra", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Alternatives to Consider - **Contra** - Zero-fee platform"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Hubstaff Talent", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Hubstaff Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hubstaff Talent** - No fees"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Guru", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Guru** - Lower fees (5-9%)"}, {"id": "mai-20260917-1752-baseline|c179-m6|minimax-small|Toptal", "prompt": "c179-m6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Toptal** - For expert-level projects (0% fee to freelancers)"}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|AgentSkillsHub", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "AgentSkillsHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they have been flagged for hosting potentially dangerous or malicious skills"}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|skillsmp", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "skillsmp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they have been flagged for hosting potentially dangerous or malicious skills"}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|MCP Market", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MCP Market", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "they have been flagged for hosting potentially dangerous or malicious skills"}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|Udemy", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Some reviewers suggest that Udemy is not worth paying for unless you carefully vet each course yourself."}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|Teachable", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some users advise caution due to inconsistent quality and the potential for misleading marketing"}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|Skillshare", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some users advise caution due to inconsistent quality and the potential for misleading marketing"}, {"id": "mai-20260917-1752-baseline|c179-m6|mistral-small|ESET AI Skills Checker", "prompt": "c179-m6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "ESET AI Skills Checker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider using tools like ESET AI Skills Checker to scan for malicious activity"}, {"id": "mai-20260917-1752-baseline|c179-m6|moonshot-small|Udacity", "prompt": "c179-m6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udacity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Udacity**: Frequently cited as overpriced compared to free alternatives, with strict refund policies and content quality concerns"}, {"id": "mai-20260917-1752-baseline|c179-m6|moonshot-small|Outlier", "prompt": "c179-m6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Outlier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "legitimate ones include Outlier, Mercor, Surge AI, Turing, and Invisible"}, {"id": "mai-20260917-1752-baseline|c179-m6|moonshot-small|Mercor", "prompt": "c179-m6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Mercor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "legitimate ones include Outlier, Mercor, Surge AI, Turing, and Invisible"}, {"id": "mai-20260917-1752-baseline|c179-m6|moonshot-small|Surge AI", "prompt": "c179-m6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Surge AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "legitimate ones include Outlier, Mercor, Surge AI, Turing, and Invisible"}, {"id": "mai-20260917-1752-baseline|c179-m6|moonshot-small|Turing", "prompt": "c179-m6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Turing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "legitimate ones include Outlier, Mercor, Surge AI, Turing, and Invisible"}, {"id": "mai-20260917-1752-baseline|c179-m6|moonshot-small|Invisible", "prompt": "c179-m6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Invisible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "legitimate ones include Outlier, Mercor, Surge AI, Turing, and Invisible"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|SkillArbitrage", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SkillArbitrage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SkillArbitrage**: Accused of fake job promises, outdated content, and hype without value."}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|pwskills.com", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "pwskills.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pushy sales for premium/placement assistance that doesn't deliver; users report lost money and poor support."}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Outskill.com", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Outskill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Spam emails, unfulfilled promises (e.g., no recordings after bootcamps), hard to unsubscribe."}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|ExpertSkills.org", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "ExpertSkills.org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Called outright scams for stealing money, fake certifications, and no post-course help."}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Skillshare", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hard subscription cancellations, variable/low-quality courses (anyone can upload), worthless certificates. Users call it \"predatory.\""}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Udemy", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quality varies wildly, fake reviews/bots, low instructor pay leading to hit-or-miss content."}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Coursera", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Auto-charging after free trials, refund denials, access issues, poor support (chatbots only)."}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Upwork", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not inherently bad, but **high scam risk**"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Fiverr", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not inherently bad, but **high scam risk**"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Freelancer", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Not inherently bad, but **high scam risk**"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|LinkedIn Learning", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Safer alternatives**: Coursera/LinkedIn Learning/edX for credentials"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|edX", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Safer alternatives**: Coursera/LinkedIn Learning/edX for credentials"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Udacity", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udacity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Udacity/Pluralsight for tech skills"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Pluralsight", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Udacity/Pluralsight for tech skills"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|YouTube", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "YouTube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "free YouTube/Khan Academy to test before paying"}, {"id": "mai-20260917-1752-baseline|c179-m6|xai-small|Khan Academy", "prompt": "c179-m6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Khan Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "free YouTube/Khan Academy to test before paying"}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|PW Skills", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "PW Skills", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many students say they were pressured into a premium \"placement assistance\" subscription and received only a basic certificate"}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|Study.com", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Study.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Several students describe it as a \"predatory\" platform that takes payments and fails to deliver promised services or refunds."}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|Great Learning", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Great Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complaints about \"dark patterns\" that pressure users to enroll and about technical issues with the learning portal."}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|Finestro.io", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Finestro.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Complaints about billing issues, including unexpected recurring charges and difficulty getting refunds."}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|Learning People", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Learning People", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Some customers say the company's sales practices are misleading"}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|AI Pro University", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "AI Pro University", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "If a platform has a 0-star rating and repeated reports of fraud and refusal to refund, avoid it."}, {"id": "mai-20260917-1752-baseline|c179-m6|zai-small|Air AI", "prompt": "c179-m6", "model": "zai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Air AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Complaints about false promises of guaranteed income and performance results, and failure to deliver promised access or refunds."}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Eightfold AI", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid platforms like **Eightfold AI**, **Gloat**, or **Firefly Talent** unless you have over $1M in annual HR spend."}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Gloat", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid platforms like **Eightfold AI**, **Gloat**, or **Firefly Talent**"}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Lattice", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-Rounder: Lattice"}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|BambooHR", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Data Aggregation: BambooHR (with Integrations)"}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Pluralsight Skills", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Pluralsight Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Upskilling & Roadmaps: Pluralsight Skills"}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Airtable", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for \"No Budget/Start-up\" Phase: Airtable or Notion"}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Notion", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "many small B2B founders build a \"Skills Matrix\" in Airtable or Notion"}, {"id": "mai-20260917-1752-baseline|c179-s1|alibaba-small|Firefly Talent", "prompt": "c179-s1", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Firefly Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid platforms like **Eightfold AI**, **Gloat**, or **Firefly Talent**"}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|Metaview", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Smaller teams get more value from interview intelligence (Metaview), AI sourcing (HireEZ, Gem), and a modern ATS with built-in analytics (Ashby)."}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|HireEZ", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Smaller teams get more value from interview intelligence (Metaview), AI sourcing (HireEZ, Gem)"}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|Gem", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gem's pricing is high, limiting access for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|Ashby", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modern ATS with built-in analytics (Ashby)"}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|Gloat", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise platforms like Gloat and Eightfold AI may overwhelm smaller companies"}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|Eightfold AI", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms like Gloat and Eightfold AI may overwhelm smaller companies"}, {"id": "mai-20260917-1752-baseline|c179-s1|anthropic-small|Docebo", "prompt": "c179-s1", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Docebo is an AI-powered platform for employee training that offers a skills intelligence extension"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|Lessie AI", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B teams:** **Lessie AI** — the source explicitly says it is the best fit for small and mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|iMocha", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iMocha** is the better fit if you specifically want internal skills mapping and validation"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|Eightfold", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most enterprise platforms like Eightfold or Beamery are likely overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|Beamery", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most enterprise platforms like Eightfold or Beamery are likely overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|agyleOS", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs should look for tools built for smaller teams, such as **agyleOS**, **edyoucated**, or **SwipeGuide**"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|edyoucated", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "edyoucated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMBs should look for tools built for smaller teams, such as **agyleOS**, **edyoucated**, or **SwipeGuide**"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|SwipeGuide", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SwipeGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs should look for tools built for smaller teams, such as **agyleOS**, **edyoucated**, or **SwipeGuide**"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|Loxo", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Loxo** or **Ashby-style tooling** can be more economical for smaller teams"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|Ashby", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Loxo** or **Ashby-style tooling** can be more economical for smaller teams"}, {"id": "mai-20260917-1752-baseline|c179-s1|challenger-small|Gloat", "prompt": "c179-s1", "model": "challenger-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise workforce planning and internal mobility | **Eightfold / Beamery / Gloat**"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|Skills Base", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a **free trial of Skills Base** if you mainly need simple, affordable inventory and gap analysis."}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|AG5", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **certification/compliance or operational workforce planning**, use **AG5**."}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|SkillsDB", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "flat ~$100/month, doesn't scale with headcount, which is attractive for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|agyleOS", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modular and used by small-to-mid consultancies that want skills + engagement in one place"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|Kahuna", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pivot toward **AG5** or **Kahuna** (evidence and certification tracking)"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|Eightfold", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-class platforms like Eightfold, Fuel50, or TalentGuard until you're much larger"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|SeekOut", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "quote-based enterprise tools and are **overkill and overpriced** for a small company"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|TalentGuard", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TalentGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-class platforms like Eightfold, Fuel50, or TalentGuard"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|iMocha", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "assessment-based tools (iMocha) are better if you actually need to test skills"}, {"id": "mai-20260917-1752-baseline|c179-s1|deepseek-small|Fuel50", "prompt": "c179-s1", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise-class platforms like Eightfold, Fuel50, or TalentGuard until you're much larger"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|Gloat", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High-profile enterprise tools like Gloat, Eightfold, or Workday Skills Cloud require massive budgets, have six-month implementation times"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|Eightfold", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "require massive budgets, have six-month implementation times, and demand large HR teams to manage complex taxonomies"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|Workday Skills Cloud", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "require massive budgets, have six-month implementation times, and demand large HR teams to manage complex taxonomies"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|MuchSkills", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "MuchSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**MuchSkills** is highly recommended"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|SkillPanel", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech and Knowledge-Worker B2B Companies: **SkillPanel** or **agyleOS**"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|agyleOS", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a highly modern, all-in-one skills-based platform that features powerful skills gap analysis tools"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|AG5", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Compliance-Heavy or Technical B2B ... **AG5** is the gold standard"}, {"id": "mai-20260917-1752-baseline|c179-s1|google-small|Skills Base", "prompt": "c179-s1", "model": "google-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Low-Cost / No-Frills Option: **Skills Base** is the most reliable starting point"}, {"id": "mai-20260917-1752-baseline|c179-s1|meta-small|Eightfold Talent Intelligence", "prompt": "c179-s1", "model": "meta-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold Talent Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Eightfold Talent Intelligence, which is AI-powered and best for large organizations combining recruiting and internal mobility"}, {"id": "mai-20260917-1752-baseline|c179-s1|minimax-small|Sprout", "prompt": "c179-s1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Sprout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Sprout** or **BetterTeam** as they offer good balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c179-s1|minimax-small|BetterTeam", "prompt": "c179-s1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "BetterTeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Sprout** or **BetterTeam** as they offer good balance of features and affordability"}, {"id": "mai-20260917-1752-baseline|c179-s1|minimax-small|Assessly", "prompt": "c179-s1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Assessly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have more specific needs around talent management, **Assessly** might be worth considering."}, {"id": "mai-20260917-1752-baseline|c179-s1|minimax-small|Skills Base", "prompt": "c179-s1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on skills tracking and management"}, {"id": "mai-20260917-1752-baseline|c179-s1|minimax-small|Cyara", "prompt": "c179-s1", "model": "minimax-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Cyara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cyara** (for B2B specifically) - Customer experience testing with skills assessment"}, {"id": "mai-20260917-1752-baseline|c179-s1|mistral-small|Skills Base", "prompt": "c179-s1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Skills Base and MuchSkills are especially strong starting points"}, {"id": "mai-20260917-1752-baseline|c179-s1|mistral-small|MuchSkills", "prompt": "c179-s1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "MuchSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Skills Base and MuchSkills are especially strong starting points"}, {"id": "mai-20260917-1752-baseline|c179-s1|mistral-small|Cloud Assess", "prompt": "c179-s1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Cloud Assess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want more advanced features like assessments and compliance tracking, Cloud Assess is a good step up."}, {"id": "mai-20260917-1752-baseline|c179-s1|mistral-small|edyoucated", "prompt": "c179-s1", "model": "mistral-small", "cat": "skills-intelligence", "variant": "direct", "raw": "edyoucated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for companies that want to integrate learning and skills management in one platform"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|Skills Base", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** offers the best balance of features, affordability, and scalability"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|agyleOS", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**agyleOS** – Best for Growing Teams"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|SkillsDB", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SkillsDB** – Best Flat-Rate Option"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|Fuel50", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Fuel50** – Full talent marketplace + skills intelligence"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|365Talents", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**365Talents** – AI-powered skills identification from work activity"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|Eightfold AI", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Advanced AI inference (typically enterprise-priced)"}, {"id": "mai-20260917-1752-baseline|c179-s1|moonshot-small|TechWolf", "prompt": "c179-s1", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TechWolf", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Advanced AI inference (typically enterprise-priced)"}, {"id": "mai-20260917-1752-baseline|c179-s1|openai-small|Cobrainer", "prompt": "c179-s1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Cobrainer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **SkillPanel** or **Cobrainer**"}, {"id": "mai-20260917-1752-baseline|c179-s1|openai-small|SkillPanel", "prompt": "c179-s1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillPanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **SkillPanel** or **Cobrainer**"}, {"id": "mai-20260917-1752-baseline|c179-s1|openai-small|Codility Skills Intelligence", "prompt": "c179-s1", "model": "openai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Codility Skills Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is **engineering-heavy**"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|Skills Base", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** (Best Overall Starter Pick)"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|SkillsDB", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SkillsDB** (Best for Flat Pricing & Depth)"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|AG5", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visual matrices, compliance/certifications | Quote-based"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|ClickUp", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All-in-one PM + skills tracking/gaps"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|Skills Inventory Manager", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Inventory Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flat-rate, pre-loaded taxonomy | $199/mo (up to 100 emp)"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|Eightfold", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Enterprise tools like Eightfold/Gloat are overkill** (quote-only, 5k+ emp focus, high cost)"}, {"id": "mai-20260917-1752-baseline|c179-s1|xai-small|Gloat", "prompt": "c179-s1", "model": "xai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Enterprise tools like Eightfold/Gloat are overkill**"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Skills Base", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** is usually the best starting point because of its low cost and simple, effective skills matrix"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|iMocha (InterviewMocha)", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "iMocha (InterviewMocha)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iMocha** is the strong second choice"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Fuel50", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're planning to scale internal mobility and talent marketplace features, consider **Fuel50**"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|SkillsDB", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SkillsDB** or **Skills Inventory Manager** are practical alternatives"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Skills Inventory Manager", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Skills Inventory Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SkillsDB** or **Skills Inventory Manager** are practical alternatives"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|AG5", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compliance and frontline/operational readiness (e.g., regulated industries) | **AG5** or **Kahuna**"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Kahuna", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Kahuna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AG5** or **Kahuna**"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Pluralsight Skills", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Pluralsight Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated learning + skill tracking (plus some career pathing) | **Pluralsight Skills** or **Cloud Academy**"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Cloud Academy", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Cloud Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Pluralsight Skills** or **Cloud Academy**"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Eightfold", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "I/O-psychology ontology + AI** (Fuel50, Eightfold, Phenom, TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|Phenom", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(Fuel50, Eightfold, Phenom, TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-s1|zai-small|TechWolf", "prompt": "c179-s1", "model": "zai-small", "cat": "skills-intelligence", "variant": "direct", "raw": "TechWolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "(Fuel50, Eightfold, Phenom, TechWolf)"}, {"id": "mai-20260917-1752-baseline|c179-s2|alibaba-small|Gilt Edge (Talent Inc.)", "prompt": "c179-s2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Gilt Edge (Talent Inc.)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around \"Skills Taxonomy & Search\": Gilt Edge (Talent Inc.)  ... arguably the best current option for SMBs"}, {"id": "mai-20260917-1752-baseline|c179-s2|alibaba-small|Jobscan", "prompt": "c179-s2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Jobscan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Jobscan** externally to verify that your talent matches specific prospective client requirements before you pitch."}, {"id": "mai-20260917-1752-baseline|c179-s2|alibaba-small|Paradox (mycareer)", "prompt": "c179-s2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Paradox (mycareer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Recruiting & Volume: Paradox (mycareer)"}, {"id": "mai-20260917-1752-baseline|c179-s2|alibaba-small|O*Net", "prompt": "c179-s2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*Net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Standard taxonomies (like O*Net or ESCO) may be too generic and miss these specific capabilities."}, {"id": "mai-20260917-1752-baseline|c179-s2|alibaba-small|ESCO", "prompt": "c179-s2", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Standard taxonomies (like O*Net or ESCO) may be too generic and miss these specific capabilities."}, {"id": "mai-20260917-1752-baseline|c179-s2|challenger-small|Lightcast Open Skills", "prompt": "c179-s2", "model": "challenger-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "based on an existing library such as **Lightcast Open Skills** or another prebuilt framework"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|Lightcast Open Skills", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with the **free Lightcast Open Skills taxonomy** as your standard vocabulary"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|Skills Extractor", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Extractor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A structured spreadsheet plus Lightcast's free **Skills Extractor** ... is genuinely adequate"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|SkillGraph AI", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SkillGraph AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**SkillGraph AI** is a strong fit — upload resumes/PDFs and an AI extracts 35+ skills per resume"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|Skills Base", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Skills Base** (free tier, then ~$2/user) is the easiest entry"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|SkillsDB", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SkillsDB** is a flat ~$100/month"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|iMocha", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it's more oriented to larger orgs"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|Aon SkillsGraph", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Aon SkillsGraph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "built for mid-market/enterprise and far exceed a small B2B shop's budget and scale"}, {"id": "mai-20260917-1752-baseline|c179-s2|deepseek-small|Clarivex", "prompt": "c179-s2", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Clarivex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Clarivex (with $200K+ implementations) ... far exceed a small B2B shop's budget and scale"}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|Workday Skills Cloud", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SMBs lack the massive budgets and dedicated HR teams required to manage enterprise platforms (like Workday Skills Cloud or Eightfold.ai)"}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|Eightfold.ai", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SMBs lack the massive budgets and dedicated HR teams required to manage enterprise platforms (like Workday Skills Cloud or Eightfold.ai)"}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|Lightcast Open Skills", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Recommended Taxonomy: Lightcast Open Skills ... free, public, and open-source"}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|Cinode", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Cinode", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your small business sells the expertise of your team to other businesses, **Cinode** is the top choice."}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|MuchSkills", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Option B: MuchSkills (Best for Modern Tech-Focused SMBs)"}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|Talentguide", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Talentguide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Option C: Talentguide or Teammeter (Best for Operations, Compliance, & Workforce Planning)"}, {"id": "mai-20260917-1752-baseline|c179-s2|google-small|Teammeter", "prompt": "c179-s2", "model": "google-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Option C: Talentguide or Teammeter (Best for Operations, Compliance, & Workforce Planning)"}, {"id": "mai-20260917-1752-baseline|c179-s2|meta-small|Acorn", "prompt": "c179-s2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Acorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Acorn - A skills taxonomy software that helps organizations build, structure, maintain, and apply a library of skills"}, {"id": "mai-20260917-1752-baseline|c179-s2|meta-small|Lightcast", "prompt": "c179-s2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lightcast - A skills taxonomy platform that provides a comprehensive, transparent, and ready-to-use collection of 34,000+ skills."}, {"id": "mai-20260917-1752-baseline|c179-s2|meta-small|Skills Base", "prompt": "c179-s2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Base", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Skills Base - A skills inventory tool that allows users to load, create, or import their own taxonomy"}, {"id": "mai-20260917-1752-baseline|c179-s2|meta-small|InterviewMocha (iMocha)", "prompt": "c179-s2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "InterviewMocha (iMocha)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cloud-based skills assessment and skills intelligence platform that offers 3,000+ ready-to-use skill assessments"}, {"id": "mai-20260917-1752-baseline|c179-s2|meta-small|Visual Workforce", "prompt": "c179-s2", "model": "meta-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Visual Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Visual Workforce - A skills management and workforce visualization platform"}, {"id": "mai-20260917-1752-baseline|c179-s2|minimax-small|ESCO Skill Extractor", "prompt": "c179-s2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO Skill Extractor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best Open Source Option (Build It Yourself)"}, {"id": "mai-20260917-1752-baseline|c179-s2|minimax-small|Lightcast", "prompt": "c179-s2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Commercial Option (Ready-Made) ... **Lightcast** (formerly EMSI/Burning Glass)"}, {"id": "mai-20260917-1752-baseline|c179-s2|minimax-small|iMocha", "prompt": "c179-s2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pricing**: SMB-friendly"}, {"id": "mai-20260917-1752-baseline|c179-s2|minimax-small|O*NET", "prompt": "c179-s2", "model": "minimax-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "can you use an existing one (ESCO, O*NET)?"}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Salesforce Skills Taxonomy", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Salesforce Skills Taxonomy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A good starting point is to adapt the **Salesforce Skills Taxonomy** or **LinkedIn's Skills Taxonomy**, but simplify it"}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|LinkedIn's Skills Taxonomy", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "LinkedIn's Skills Taxonomy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're just starting, use **LinkedIn Skills + HubSpot CRM** as your foundation."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Google Sheets", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use a spreadsheet or a simple tool like Google Sheets to map these skills."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Toggl Hire", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **hiring and internal skills**: Use **LinkedIn Skills** or **Toggl Hire**."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Notion", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Create a custom skills matrix in Notion or Airtable."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Airtable", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Create a custom skills matrix in Notion or Airtable."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|HubSpot CRM", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "use **LinkedIn Skills + HubSpot CRM** as your foundation. They're affordable, easy to set up, and scale with your business."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Zendesk Sunshine", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Zendesk Sunshine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For **customer-facing skills**: Use **HubSpot CRM** or **Zendesk Sunshine**."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Google Forms", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Create simple surveys to assess customer-facing team skills."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|SeekOut", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "AI-driven skills inference for hiring and internal mobility. Good if you're scaling quickly."}, {"id": "mai-20260917-1752-baseline|c179-s2|mistral-small|Eightfold.ai", "prompt": "c179-s2", "model": "mistral-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "More enterprise-focused but has SMB plans."}, {"id": "mai-20260917-1752-baseline|c179-s2|moonshot-small|Lightcast Open Skills", "prompt": "c179-s2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Skills Taxonomy: Lightcast Open Skills"}, {"id": "mai-20260917-1752-baseline|c179-s2|moonshot-small|ESCO", "prompt": "c179-s2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative if budget is zero:** **ESCO** (European multilingual classification)—free, government-backed"}, {"id": "mai-20260917-1752-baseline|c179-s2|moonshot-small|Skills Base", "prompt": "c179-s2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Recommended Inference Tool: Skills Base + Lightcast Taxonomy"}, {"id": "mai-20260917-1752-baseline|c179-s2|moonshot-small|Eightfold", "prompt": "c179-s2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Eightfold AI** | $150K–$500K+/year, enterprise-only"}, {"id": "mai-20260917-1752-baseline|c179-s2|moonshot-small|Beamery", "prompt": "c179-s2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No enterprise complexity — Unlike Eightfold, Beamery, or LinkedIn Talent Insights ($6K–$60K+/year), this fits small business budgets"}, {"id": "mai-20260917-1752-baseline|c179-s2|moonshot-small|LinkedIn Talent Insights", "prompt": "c179-s2", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**LinkedIn Talent Insights** | $20K–$60K+/year—prohibitive for small business"}, {"id": "mai-20260917-1752-baseline|c179-s2|openai-small|Lightcast's Skills Taxonomy + Classification API", "prompt": "c179-s2", "model": "openai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast's Skills Taxonomy + Classification API", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Lightcast’s Skills Taxonomy + Classification API** as the best default choice."}, {"id": "mai-20260917-1752-baseline|c179-s2|xai-small|O*NET", "prompt": "c179-s2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "O*NET", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with the free, open O*NET skills taxonomy from the U.S. Department of Labor paired with their public Web Services API"}, {"id": "mai-20260917-1752-baseline|c179-s2|xai-small|ESCO (European Skills/Competences)", "prompt": "c179-s2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ESCO (European Skills/Competences)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free EU taxonomy with 13,000+ skills across occupations, multilingual... good for international B2B sales"}, {"id": "mai-20260917-1752-baseline|c179-s2|xai-small|Lightcast Open Skills", "prompt": "c179-s2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Lightcast Open Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free API tier exists for exploration... but commercial use now requires contracts. Best if you need labor market trends."}, {"id": "mai-20260917-1752-baseline|c179-s2|xai-small|Tanova's open-source technical skills taxonomy", "prompt": "c179-s2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Tanova's open-source technical skills taxonomy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "layer on free tools like **Tanova's open-source technical skills taxonomy** (GitHub JSON download, CC BY 4.0"}, {"id": "mai-20260917-1752-baseline|c179-s2|xai-small|ChatGPT", "prompt": "c179-s2", "model": "xai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "general LLMs (e.g., prompt ChatGPT with O*NET skills for CV parsing)"}, {"id": "mai-20260917-1752-baseline|c179-s2|zai-small|Skills Base", "prompt": "c179-s2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best combination of price, ease of use, and AI-powered features is **Skills Base**."}, {"id": "mai-20260917-1752-baseline|c179-s2|zai-small|SkillsDB", "prompt": "c179-s2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: SkillsDB"}, {"id": "mai-20260917-1752-baseline|c179-s2|zai-small|iMocha", "prompt": "c179-s2", "model": "zai-small", "cat": "skills-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the full platform is likely too expensive for a small business unless you have a specific need for formal certification testing"}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|Workday", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most Enterprise platforms (like Workday or SAP) are too expensive and slow for small businesses."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|SAP", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most Enterprise platforms (like Workday or SAP) are too expensive and slow for small businesses."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|Lattice", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lattice is widely considered the best all-around tool for startups and tech-forward small teams."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|15Five", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have 10–40 people: Use **15Five**. It keeps the friction low."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|BambooHR", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR includes skills tracking without needing a separate specialized tool."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|Mantle", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mantle is an \"Internal Talent Marketplace\" designed for modern, flexible organizations."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|Notion", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Airtable** or a shared **Notion page**."}, {"id": "mai-20260917-1752-baseline|c179-s3|alibaba-small|Airtable", "prompt": "c179-s3", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have <10 people: Do not buy a platform. Use **Airtable**"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|Monday.com", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Monday is best for teams that want approachable, visual templates for repeatable work"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|Asana", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Asana is a cloud-based work management platform built around projects, tasks, goals, and cross-functional coordination."}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|ClickUp", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ClickUp is best for teams that want reusable skills to trigger structured work"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|Skillshare", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "making it ideal for individuals and small teams in creative industries"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|Pluralsight", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a top pick for teams looking to build engineering and tech skills"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|TalentLMS", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TalentLMS is a platform designed for small to mid-sized teams that need to launch internal training fast"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|agyleOS", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "agyleOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The platform combines skill management, organizational design, and employee feedback into a flexible system"}, {"id": "mai-20260917-1752-baseline|c179-s3|anthropic-small|MuchSkills", "prompt": "c179-s3", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "MuchSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MuchSkills is a skills management platform designed to visualize and analyze skills within your organization"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|GoSkills", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** is the best all-around choice for a small team that wants training quickly"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|TalentLMS", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** is the simplest budget option"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|360Learning", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** is best for collaborative learning"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|Trainual", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Converts SOPs and internal processes into structured training"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|Pluralsight", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pluralsight is the most specialized option for engineering and IT skills"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|Skills Base", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**SkillPanel/Skills Base** are better if your priority is skills mapping instead of training delivery"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|SkillPanel", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillPanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Centers on competency mapping and growth paths, so it is more a skills intelligence tool than a training LMS"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|AG5", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for compliance and audits:** AG5 and iSpring Learn/Litmos are more oriented to tracked, regulated training needs"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|MuchSkills", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "MuchSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lean skills-management workflow, typically for teams that want a simple skills database"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|iSpring Learn", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AG5 and iSpring Learn/Litmos are more oriented to tracked, regulated training needs"}, {"id": "mai-20260917-1752-baseline|c179-s3|challenger-small|Litmos", "prompt": "c179-s3", "model": "challenger-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AG5 and iSpring Learn/Litmos are more oriented to tracked, regulated training needs"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|TestGorilla", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hiring across multiple roles on a budget:** **TestGorilla** — best free tier and broadest coverage."}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Coderbyte", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coderbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hiring engineers on a budget:** **Coderbyte** for low volume"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|HackerRank", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "HackerRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Developer/engineering screening | ~$100–450/mo | Huge 3,000+ question library"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Codility", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rigorous, structured dev assessments | ~$1,200/yr"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Vervoe", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Work simulations (job-simulation tasks) | ~$19/mo"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|TestDome", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Only hiring a few people occasionally:** **TestDome** ($20/candidate, no subscription)."}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|CoderPad", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "CoderPad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or **CoderPad** if you want live interviews"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|HireVue", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "be warned — it starts around **$35,000**, which makes it a poor fit for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|SkillPanel", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillPanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Developing/tracking your existing team's skills:** **SkillPanel** (~$1/employee/mo)"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|AG5", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Quote-only / enterprise** (HireVue, AG5, 365Talents, Criteria) — usually too expensive or opaque for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|365Talents", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Quote-only / enterprise** (HireVue, AG5, 365Talents, Criteria) — usually too expensive or opaque for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Pluralsight", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **Pluralsight** for tech upskilling"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Sprad", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Sprad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Lightweight options that don't slow a small team down"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|15Five", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Performance + skills/career paths in one | Varies"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Lattice", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Performance + skills/career paths in one | Varies"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Testlify", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Testlify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**TestGorilla, Vervoe, Testlify** cover *any* role"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Fueler", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fueler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Work simulations & proof-of-work (Vervoe, Fueler)"}, {"id": "mai-20260917-1752-baseline|c179-s3|deepseek-small|Criteria", "prompt": "c179-s3", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Criteria", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "**Quote-only / enterprise** (HireVue, AG5, 365Talents, Criteria) — usually too expensive or opaque for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|Gloat", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-heavy talent suites like Gloat, Eightfold, or Cornerstone are generally overkill"}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|Eightfold", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-heavy talent suites like Gloat, Eightfold, or Cornerstone are generally overkill"}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|Cornerstone", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-heavy talent suites like Gloat, Eightfold, or Cornerstone are generally overkill"}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|Skills Base", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Small teams starting from scratch who want a straightforward, budget-friendly skills inventory."}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|MuchSkills", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose MuchSkills if you run a small agency, consultancy, or client-facing team"}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|Teammeter", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Teammeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Teammeter if you run an agile, modern team"}, {"id": "mai-20260917-1752-baseline|c179-s3|google-small|agyleOS", "prompt": "c179-s3", "model": "google-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose agyleOS if you are a growing startup that wants a dual-purpose tool"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|Skills Base", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Skills Base is designed for small businesses to enterprises"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|SkillsDB", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillsDB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Skills Base, SkillsDB, agyleOS, GoSkills"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|agyleOS", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "agyleOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "agyleOS is suitable for small to mid-sized teams, and provides customizable skill matrices and interactive org charts"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|GoSkills", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GoSkills is a strong all-round option for small businesses"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|360Learning", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "360Learning, Coassemble, iSpring Learn, and LearnUpon"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|Coassemble", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "360Learning, Coassemble, iSpring Learn, and LearnUpon"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|iSpring Learn", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "360Learning, Coassemble, iSpring Learn, and LearnUpon"}, {"id": "mai-20260917-1752-baseline|c179-s3|meta-small|LearnUpon", "prompt": "c179-s3", "model": "meta-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "360Learning, Coassemble, iSpring Learn, and LearnUpon"}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|Skills Base", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start‑small** → Skills Base (free)."}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|Workprove", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workprove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compliance‑heavy** → Workprove (≈ £1) or AG5 (≈ €99)."}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|AG5", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AG5 is purpose‑built for operational/front‑line roles"}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|SkillPanel", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growth‑oriented / AI** → SkillPanel (≈ $1) or 365Talents (quote)."}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|365Talents", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote‑based (expensive for very small teams)"}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|Pluralsight", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tech upskilling** → Pluralsight."}, {"id": "mai-20260917-1752-baseline|c179-s3|minimax-small|Kahuna", "prompt": "c179-s3", "model": "minimax-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Kahuna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need an internal “talent marketplace” … ** | **Kahuna**"}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|Skills Base", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Standout: Easiest entry point... If you want a simple, free start: Skills Base or Kahuna."}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|agyleOS", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to combine skills tracking with culture and engagement: agyleOS."}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|OpenSesame", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a broad course library: Udemy Business or OpenSesame."}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|Udemy Business", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective for large teams, wide range of topics."}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|Kahuna", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Kahuna", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you want a simple, free start: Skills Base or Kahuna."}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|Eightfold AI", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want AI-driven role matching: Eightfold AI."}, {"id": "mai-20260917-1752-baseline|c179-s3|mistral-small|LinkedIn Learning", "prompt": "c179-s3", "model": "mistral-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Microsoft ecosystem users and professional skills."}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|Udemy Business", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Udemy Business** or **GoSkills** offer the best balance of cost, content breadth, and ease of use"}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|LinkedIn Learning", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn Learning** makes sense if LinkedIn visibility is important to your team"}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|Coursera for Business", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for Academic Credibility & Structured Learning"}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|Pluralsight", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Narrow focus (tech only); expensive for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|GoSkills", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Udemy Business** or **GoSkills** offer the best balance of cost, content breadth, and ease of use"}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|TalentLMS", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best Budget-Friendly LMS"}, {"id": "mai-20260917-1752-baseline|c179-s3|moonshot-small|360Learning", "prompt": "c179-s3", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|SkillPanel", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillPanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "highlights products like **SkillPanel, AG5, Pluralsight, CodeSignal, Cinode, Codility, and Growthspace** as common options"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|AG5", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "highlights products like **SkillPanel, AG5, Pluralsight, CodeSignal, Cinode, Codility, and Growthspace** as common options"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Pluralsight", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common options in this space"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|CodeSignal", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common options in this space"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Cinode", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Cinode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common options in this space"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Codility", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Codility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "common options in this space"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Growthspace", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "common options in this space"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Fuel50", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Examples in Gartner's marketplace coverage include **Fuel50, Gigged.AI, DevSkiller TalentBoost, and Eightfold**"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Gigged.AI", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gigged.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Examples in Gartner's marketplace coverage include **Fuel50, Gigged.AI, DevSkiller TalentBoost, and Eightfold**"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|DevSkiller TalentBoost", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "DevSkiller TalentBoost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Examples in Gartner's marketplace coverage include **Fuel50, Gigged.AI, DevSkiller TalentBoost, and Eightfold**"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Eightfold", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Examples in Gartner's marketplace coverage include **Fuel50, Gigged.AI, DevSkiller TalentBoost, and Eightfold**"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Zoho Learn", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "some small-business learning platforms, like **Zoho Learn, Rippling, and Trainual**, are strong when training is tied to onboarding"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Rippling", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "like **Zoho Learn, Rippling, and Trainual**, are strong when training is tied to onboarding and HR workflows"}, {"id": "mai-20260917-1752-baseline|c179-s3|openai-small|Trainual", "prompt": "c179-s3", "model": "openai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "like **Zoho Learn, Rippling, and Trainual**, are strong when training is tied to onboarding and HR workflows"}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|Skills Base", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Skills Base (Top pick for most small teams)... Start with Skills Base for affordability/simplicity."}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|agyleOS", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SMBs wanting integrated skills + engagement/feedback."}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|SkillsDB", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams needing deeper career/gap intelligence beyond basic tracking."}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|TestGorilla", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams prioritizing validated assessments for hiring or audits"}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|GoSkills", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams emphasizing upskilling/training over pure inventory."}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|Gloat", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise tools like Gloat/Fuel50 are pricier/slower for small teams."}, {"id": "mai-20260917-1752-baseline|c179-s3|xai-small|Fuel50", "prompt": "c179-s3", "model": "xai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise tools like Gloat/Fuel50 are pricier/slower for small teams."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|Skills Base", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a minimal, low‑cost start:** Skills Base or MuchSkills."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|MuchSkills", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "MuchSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For a minimal, low‑cost start:** Skills Base or MuchSkills."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|agyleOS", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For a one‑stop skills + engagement hub:** agyleOS."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|SkillPanel", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For gap analysis + internal mobility:** SkillPanel or 365Talents."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|365Talents", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI inference needs clean HR data; internal marketplace adds another layer of complexity."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|Pluralsight", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For focused technical upskilling:** Pluralsight or CodeSignal."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|CodeSignal", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "CodeSignal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For focused technical upskilling:** Pluralsight or CodeSignal."}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|Gloat", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SkillPanel, 365Talents, Gloat (larger orgs)"}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|Workday Skills Cloud", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "365Talents, Gloat, Workday Skills Cloud | Infer skills from HR data"}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|AG5", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "platforms like AG5 or iMocha (with evidence capture) may be worth the extra effort"}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|Kahuna", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "Kahuna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AG5, Kahuna, iMocha (assessment) | Capture evidence, track qualifications"}, {"id": "mai-20260917-1752-baseline|c179-s3|zai-small|iMocha", "prompt": "c179-s3", "model": "zai-small", "cat": "skills-intelligence", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "platforms like AG5 or iMocha (with evidence capture) may be worth the extra effort"}, {"id": "mai-20260917-1752-baseline|c179-s4|alibaba-small|Lessie AI", "prompt": "c179-s4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lessie AI** — *Best Overall for Small Budgets*"}, {"id": "mai-20260917-1752-baseline|c179-s4|alibaba-small|SkillPanel", "prompt": "c179-s4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **deep internal skills visibility**, evaluate **SkillPanel** or **iMocha**."}, {"id": "mai-20260917-1752-baseline|c179-s4|alibaba-small|iMocha", "prompt": "c179-s4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iMocha** — *Best for Skills Assessment & Tracking*"}, {"id": "mai-20260917-1752-baseline|c179-s4|alibaba-small|agyleOS", "prompt": "c179-s4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**agyleOS / edyoucated / SwipeGuide** — *Best for Learning-Centric Teams*"}, {"id": "mai-20260917-1752-baseline|c179-s4|alibaba-small|edyoucated", "prompt": "c179-s4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "edyoucated", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**agyleOS / edyoucated / SwipeGuide** — *Best for Learning-Centric Teams*"}, {"id": "mai-20260917-1752-baseline|c179-s4|alibaba-small|SwipeGuide", "prompt": "c179-s4", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SwipeGuide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**agyleOS / edyoucated / SwipeGuide** — *Best for Learning-Centric Teams*"}, {"id": "mai-20260917-1752-baseline|c179-s4|anthropic-small|Pin", "prompt": "c179-s4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small companies with tight budgets, **Pin** appears to be the best value, combining affordability with comprehensive features."}, {"id": "mai-20260917-1752-baseline|c179-s4|anthropic-small|Arya Pulse", "prompt": "c179-s4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Arya Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a pay-per-job model at $100-$599 per job, making it suitable for small companies with infrequent hiring"}, {"id": "mai-20260917-1752-baseline|c179-s4|anthropic-small|Metaview", "prompt": "c179-s4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "smaller teams get more value from interview intelligence (Metaview)"}, {"id": "mai-20260917-1752-baseline|c179-s4|anthropic-small|HireEZ", "prompt": "c179-s4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI sourcing (HireEZ, Gem)"}, {"id": "mai-20260917-1752-baseline|c179-s4|anthropic-small|Gem", "prompt": "c179-s4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI sourcing (HireEZ, Gem)"}, {"id": "mai-20260917-1752-baseline|c179-s4|anthropic-small|Ashby", "prompt": "c179-s4", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a modern ATS with built-in analytics (Ashby)"}, {"id": "mai-20260917-1752-baseline|c179-s4|challenger-small|Skills Base", "prompt": "c179-s4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** is the strongest overall fit"}, {"id": "mai-20260917-1752-baseline|c179-s4|challenger-small|Udemy Business", "prompt": "c179-s4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Udemy Business** is a good budget-friendly alternative, but it is not as focused on skills intelligence itself"}, {"id": "mai-20260917-1752-baseline|c179-s4|challenger-small|Pin", "prompt": "c179-s4", "model": "challenger-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pin** is one of the most affordable options, with a free tier"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|Skills Base", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Skills Base ... start with Skills Base (free, then $2/user) — it's the lowest-risk, lowest-cost proven option"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|MuchSkills", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also Strong: MuchSkills"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|SkillsDB", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SkillsDB at ~$100/month flat is the strongest value"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|agyleOS", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "agyleOS — ~$2–$12 per user/month."}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|iMocha", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "iMocha — good if you actually want to test skills"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|AG5", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AG5, Kahuna, or Cloud Assess if you're in regulated frontline work"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|Kahuna", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Kahuna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AG5, Kahuna, or Cloud Assess if you're in regulated frontline work"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|Cloud Assess", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Cloud Assess", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AG5, Kahuna, or Cloud Assess if you're in regulated frontline work"}, {"id": "mai-20260917-1752-baseline|c179-s4|deepseek-small|Eightfold", "prompt": "c179-s4", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "platforms like Eightfold are generally overkill for teams under ~200 employees"}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|Eightfold AI", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprise-grade skills intelligence platforms (like Eightfold AI, Gloat, or TechWolf) are out of the question"}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|Gloat", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "are out of the question. They are expensive, require heavy implementation"}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|TechWolf", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TechWolf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are out of the question. They are expensive, require heavy implementation"}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|Skills Base", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have **under 25 employees**, start with **Skills Base**."}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|MuchSkills", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "want an engaging interface ... go with **MuchSkills**"}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|SkillPanel", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts at an incredibly affordable **$1 per user, per month**"}, {"id": "mai-20260917-1752-baseline|c179-s4|google-small|agyleOS", "prompt": "c179-s4", "model": "google-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "agyleOS is a modular \"People & Culture\" platform that combines skills mapping with overall talent management"}, {"id": "mai-20260917-1752-baseline|c179-s4|meta-small|agyleOS", "prompt": "c179-s4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best skills intelligence platform for a small company with a tight budget is likely to be one of the following options:\n\n1. agyleOS"}, {"id": "mai-20260917-1752-baseline|c179-s4|meta-small|edyoucated", "prompt": "c179-s4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "edyoucated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. edyoucated"}, {"id": "mai-20260917-1752-baseline|c179-s4|meta-small|SwipeGuide", "prompt": "c179-s4", "model": "meta-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SwipeGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. SwipeGuide"}, {"id": "mai-20260917-1752-baseline|c179-s4|minimax-small|Skills Base", "prompt": "c179-s4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skills Base** stands out as the best budget-friendly option for small companies"}, {"id": "mai-20260917-1752-baseline|c179-s4|minimax-small|Eightfold AI", "prompt": "c179-s4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More enterprise-focused, but offers strong AI-powered skills intelligence (better for larger organizations)"}, {"id": "mai-20260917-1752-baseline|c179-s4|minimax-small|agyleOS", "prompt": "c179-s4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentioned as good for SMBs with personalized learning & skills tracking"}, {"id": "mai-20260917-1752-baseline|c179-s4|minimax-small|edyoucated", "prompt": "c179-s4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "edyoucated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another SMB-focused platform for skills development"}, {"id": "mai-20260917-1752-baseline|c179-s4|minimax-small|SwipeGuide", "prompt": "c179-s4", "model": "minimax-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SwipeGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers skills tracking with a focus on personalized learning"}, {"id": "mai-20260917-1752-baseline|c179-s4|mistral-small|Published", "prompt": "c179-s4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Published", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Starts free and scales to about $8 per user monthly, making it cost-effective for small teams"}, {"id": "mai-20260917-1752-baseline|c179-s4|mistral-small|TalentLMS", "prompt": "c179-s4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highlighted as the best for tight budgets and rapid self-serve onboarding."}, {"id": "mai-20260917-1752-baseline|c179-s4|mistral-small|Skills Base", "prompt": "c179-s4", "model": "mistral-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned as a budget-conscious option that still provides structure"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|Skills Base", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value ... **Start with Skills Base's free tier.**"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|SkillsDB", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small teams wanting predictable costs"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|MuchSkills", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FREE tier, then approximately **$5/user/month**"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|agyleOS", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small to mid-market businesses wanting flexibility"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|iMocha", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider **iMocha** or **Vervoe** (though more recruiting-focused)"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|Vervoe", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Vervoe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider **iMocha** or **Vervoe** (though more recruiting-focused)"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|Eightfold AI", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - **Enterprise platforms** like Eightfold AI ($650+/month) ... overkill and overpriced"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|Beamery", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid ... Beamery, Gloat, or Phenom — these are overkill and overpriced for small companies"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|Gloat", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid ... Gloat, or Phenom — these are overkill and overpriced"}, {"id": "mai-20260917-1752-baseline|c179-s4|moonshot-small|Phenom", "prompt": "c179-s4", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid ... or Phenom — these are overkill and overpriced for small companies"}, {"id": "mai-20260917-1752-baseline|c179-s4|openai-small|Skills Base", "prompt": "c179-s4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Skills Base**. It has a **free tier** and a very low-cost paid plan starting at **$2.25 per user per month**"}, {"id": "mai-20260917-1752-baseline|c179-s4|openai-small|MuchSkills", "prompt": "c179-s4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MuchSkills** is worth a look, but its pricing is less transparent and appears aimed more at growing teams than ultra-tight budgets"}, {"id": "mai-20260917-1752-baseline|c179-s4|openai-small|SkillPanel", "prompt": "c179-s4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want stronger skills visibility and can get custom pricing:** **SkillPanel**"}, {"id": "mai-20260917-1752-baseline|c179-s4|openai-small|365Talents", "prompt": "c179-s4", "model": "openai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "custom-priced and aimed at mid-market/enterprise, so it's usually not ideal for a small company on a budget"}, {"id": "mai-20260917-1752-baseline|c179-s4|xai-small|Skills Base", "prompt": "c179-s4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Skills Base stands out as the best skills intelligence platform for a small company on a tight budget."}, {"id": "mai-20260917-1752-baseline|c179-s4|xai-small|SkillPanel", "prompt": "c179-s4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, but less free access."}, {"id": "mai-20260917-1752-baseline|c179-s4|xai-small|SkillsDB", "prompt": "c179-s4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "SkillsDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good flat rate for tiny teams."}, {"id": "mai-20260917-1752-baseline|c179-s4|xai-small|TestGorilla", "prompt": "c179-s4", "model": "xai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "TestGorilla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Assessments, not full ongoing intel."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|Skills Base", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Base", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero‑cost start** (≤ 25 people) | **Skills Base** – free tier, $2 / user thereafter."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|agyleOS", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "agyleOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid‑market SMBs that want a modern UI and self/manager ratings"}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|MuchSkills", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MuchSkills** – ~€5 / user / mo, free individual tier."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|Talantrix", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Talantrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Talantrix** – Solo $39 / mo, Starter $75 / mo."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|Skills Inventory Manager", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Skills Inventory Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Skills Inventory Manager** – fixed $199 / mo up to 100 employees."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|AG5", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AG5** – $6–12 / user / mo, free trial."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|iMocha", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**iMocha** – $999 / yr Basic, $1,199 / yr Pro."}, {"id": "mai-20260917-1752-baseline|c179-s4|zai-small|Pluralsight Skills", "prompt": "c179-s4", "model": "zai-small", "cat": "skills-intelligence", "variant": "budget", "raw": "Pluralsight Skills", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher price point, but includes curated learning paths"}, {"id": "mai-20260917-1752-baseline|c179-s5|google-small|Gloat", "prompt": "c179-s5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade suites (like Gloat, Eightfold AI, or Cornerstone) are far too expensive"}, {"id": "mai-20260917-1752-baseline|c179-s5|google-small|Eightfold AI", "prompt": "c179-s5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade suites (like Gloat, Eightfold AI, or Cornerstone) are far too expensive"}, {"id": "mai-20260917-1752-baseline|c179-s5|google-small|Cornerstone", "prompt": "c179-s5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade suites (like Gloat, Eightfold AI, or Cornerstone) are far too expensive"}, {"id": "mai-20260917-1752-baseline|c179-s5|google-small|MuchSkills", "prompt": "c179-s5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "MuchSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start by signing up for a free trial of a visual tool like **MuchSkills** or **SkillPanel**"}, {"id": "mai-20260917-1752-baseline|c179-s5|google-small|SkillPanel (formerly DevSkiller)", "prompt": "c179-s5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SkillPanel (formerly DevSkiller)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start by signing up for a free trial of a visual tool like **MuchSkills** or **SkillPanel**"}, {"id": "mai-20260917-1752-baseline|c179-s5|google-small|Cinode", "prompt": "c179-s5", "model": "google-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Cinode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Consultancies, Agency, and Professional Services"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|Degreed", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top Skills Intelligence Platforms to Consider"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|Cornerstone Skills Graph", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Cornerstone Skills Graph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cornerstone Skills Graph**"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|Gloat", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gloat**"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|SkyHive", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SkyHive**"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|Visier Skills", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Visier Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Visier Skills**"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|Eightfold.ai", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Eightfold.ai**"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|Workday Skills Cloud", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workday Skills Cloud**"}, {"id": "mai-20260917-1752-baseline|c179-s5|mistral-small|365Talents", "prompt": "c179-s5", "model": "mistral-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**365Talents** (popular in Europe)"}, {"id": "mai-20260917-1752-baseline|c179-s5|moonshot-small|AG5", "prompt": "c179-s5", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "scale", "raw": "AG5", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AG5** - Skills matrices, training tracking, certification alerts (from ~€100/mo)"}, {"id": "mai-20260917-1752-baseline|c179-s5|moonshot-small|Cloud Assess", "prompt": "c179-s5", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Cloud Assess", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cloud Assess** - Skills matrix, on-the-job assessments (from $99/mo)"}, {"id": "mai-20260917-1752-baseline|c179-s5|moonshot-small|edyoucated", "prompt": "c179-s5", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "scale", "raw": "edyoucated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**edyoucated** - Personalized learning & skills tracking (SMB-focused)"}, {"id": "mai-20260917-1752-baseline|c179-s5|moonshot-small|agyleOS", "prompt": "c179-s5", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "scale", "raw": "agyleOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**agyleOS** - Skills management for smaller teams"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|Eightfold AI", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Eightfold AI** | Maybe (enterprise-leaning) | Deep AI inference, full talent lifecycle | Starts ~$10/user/mo; negotiate"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|Gloat", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gloat** | Yes, flexible | Internal mobility marketplace | Usage-based; SMB tiers"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|365Talents", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**365Talents** | Yes | Skills validation from work data | Affordable, quick deploy"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|TechWolf", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "TechWolf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TechWolf** | Yes | Work-based inference (no self-reports) | Mid-range"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|Fuel50", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fuel50** | Yes, career-focused | Psych-backed ontology, bias-checked | Per user, SMB-friendly"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|Workera", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Workera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Workera/Phenom** | Selective | Skills assessments + inference | Higher-end; check trials"}, {"id": "mai-20260917-1752-baseline|c179-s5|xai-small|Phenom", "prompt": "c179-s5", "model": "xai-small", "cat": "skills-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Workera/Phenom** | Selective | Skills assessments + inference | Higher-end; check trials"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Upwork", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** Upwork has shifted to a variable fee structure (0–15%+) based on an undisclosed algorithm."}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Fiverr", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lacks robust project management tools for complex, multi-phase business projects"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Freelancer.com", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Known for lower-quality leads and non-paying clients. Scams and ghosting are common."}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Craigslist", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** These lack any formal vetting, contracts, or escrow services."}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Facebook Groups", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Facebook Groups", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to avoid:** These lack any formal vetting, contracts, or escrow services."}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Indeed", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are designed for full-time employment, not short-term skill-based tasks."}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Monster", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Monster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Generic Job Boards (e.g., Indeed, Monster) for Project-Based Work"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Toptal", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**For Vetted Top Talent:** **Toptal** or **Gun.io** (higher cost, but pre-screened experts)."}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Gun.io", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Gun.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Toptal** or **Gun.io** (higher cost, but pre-screened experts)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Time etc.", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Time etc.", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Virtual Assistants/Admin Support:** **Time etc.** or **MyOutDesk** (managed service model)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|MyOutDesk", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MyOutDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Time etc.** or **MyOutDesk** (managed service model)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Contra", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Contra** (0% commission for freelancers, client-paid fees)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|PeoplePerHour", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**PeoplePerHour** (good for creative/digital services)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Angi", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Angi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "For Local Services:** **Angi** (formerly Angie's List) or **Thumbtack**"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Thumbtack", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Thumbtack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Thumbtack** (local, home service providers)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|HirePython", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "HirePython", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "For Tech Developers:** **HirePython**, **Arc.dev**, or **Cord** (curated tech talent)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Arc.dev", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Arc.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**HirePython**, **Arc.dev**, or **Cord** (curated tech talent)"}, {"id": "mai-20260917-1752-baseline|c179-s6|alibaba-small|Cord", "prompt": "c179-s6", "model": "alibaba-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Cord", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Cord** (curated tech talent)"}, {"id": "mai-20260917-1752-baseline|c179-s6|anthropic-small|Absorb LMS", "prompt": "c179-s6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like Absorb LMS can be pricey for smaller organizations, with some advanced analytics features gated behind higher pricing tiers."}, {"id": "mai-20260917-1752-baseline|c179-s6|anthropic-small|Skillsoft", "prompt": "c179-s6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Skillsoft, while reliable for structured learning, comes with less flexibility and a more traditional user experience."}, {"id": "mai-20260917-1752-baseline|c179-s6|anthropic-small|Growthspace", "prompt": "c179-s6", "model": "anthropic-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some coaching platforms like Growthspace may be more suited to companies with leadership development as a central business priority."}, {"id": "mai-20260917-1752-baseline|c179-s6|challenger-small|Docebo", "prompt": "c179-s6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise platforms with oversized pricing and implementation**: Docebo, SAP SuccessFactors, and Cornerstone are described as designed for very large organizations"}, {"id": "mai-20260917-1752-baseline|c179-s6|challenger-small|SAP SuccessFactors", "prompt": "c179-s6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Docebo, SAP SuccessFactors, and Cornerstone are described as designed for very large organizations and potentially costing far beyond SMB budgets."}, {"id": "mai-20260917-1752-baseline|c179-s6|challenger-small|Cornerstone", "prompt": "c179-s6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Docebo, SAP SuccessFactors, and Cornerstone are described as designed for very large organizations and potentially costing far beyond SMB budgets."}, {"id": "mai-20260917-1752-baseline|c179-s6|challenger-small|SAP Litmos", "prompt": "c179-s6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SAP Litmos is noted as having a higher starting spend and a 150-user minimum in one comparison, which can be a poor fit for small teams."}, {"id": "mai-20260917-1752-baseline|c179-s6|challenger-small|Kajabi", "prompt": "c179-s6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Kajabi is explicitly described as *not designed for employee training*"}, {"id": "mai-20260917-1752-baseline|c179-s6|challenger-small|Udemy", "prompt": "c179-s6", "model": "challenger-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Udemy is flagged as less ideal because you do not control the experience"}, {"id": "mai-20260917-1752-baseline|c179-s6|deepseek-small|Udemy", "prompt": "c179-s6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mass-market platforms (e.g., Udemy) offer thousands of courses but have **limited quality control** and wildly inconsistent instructor standards."}, {"id": "mai-20260917-1752-baseline|c179-s6|deepseek-small|Coursera", "prompt": "c179-s6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Curated, accredited platforms** with university or industry-body alignment (e.g., Coursera, edX, AWS/Google/CompTIA) carry the most weight."}, {"id": "mai-20260917-1752-baseline|c179-s6|deepseek-small|edX", "prompt": "c179-s6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Curated, accredited platforms** with university or industry-body alignment (e.g., Coursera, edX, AWS/Google/CompTIA) carry the most weight."}, {"id": "mai-20260917-1752-baseline|c179-s6|deepseek-small|AWS", "prompt": "c179-s6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "AWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(e.g., Coursera, edX, AWS/Google/CompTIA) carry the most weight"}, {"id": "mai-20260917-1752-baseline|c179-s6|deepseek-small|Google", "prompt": "c179-s6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Google", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(e.g., Coursera, edX, AWS/Google/CompTIA) carry the most weight"}, {"id": "mai-20260917-1752-baseline|c179-s6|deepseek-small|CompTIA", "prompt": "c179-s6", "model": "deepseek-small", "cat": "skills-intelligence", "variant": "negative", "raw": "CompTIA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(e.g., Coursera, edX, AWS/Google/CompTIA) carry the most weight"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Freelancer.com", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid: Freelancer.com** ... notorious for high volumes of automated spam bids"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Fiverr", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious of: Low-Tier Fiverr and Upwork (for high-level, strategic skills)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Upwork", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious of: Low-Tier Fiverr and Upwork (for high-level, strategic skills)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Lemon.io", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Lemon.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use platforms with rigorous screening like **Lemon.io** or **Toptal**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Toptal", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use platforms with rigorous screening like **Lemon.io** or **Toptal**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|MarketerHire", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MarketerHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need marketing, look at **MarketerHire**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Contra", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "utilize zero-commission platforms like **Contra**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Cornerstone OnDemand", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: Heavyweight Enterprise Learning Management Systems (e.g., Cornerstone OnDemand, Workday Learning)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Workday Learning", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Heavyweight Enterprise Learning Management Systems (e.g., Cornerstone OnDemand, Workday Learning)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Coursera for Business", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be Cautious of: B2B Platforms with Rigid Seat Minimums (e.g., Coursera for Business, LinkedIn Learning B2B)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|LinkedIn Learning B2B", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning B2B", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Be Cautious of: B2B Platforms with Rigid Seat Minimums (e.g., Coursera for Business, LinkedIn Learning B2B)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Udemy Business", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Be Cautious of: Uncurated Udemy Business"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|TalentLMS", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "use lightweight, user-friendly LMS tools designed for SMBs like **TalentLMS** or **Looop**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Looop", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Looop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "use lightweight, user-friendly LMS tools designed for SMBs like **TalentLMS** or **Looop**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|HackerRank", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "HackerRank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Avoid: Outdated Technical Testing Suites (e.g., HackerRank)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|TestGorilla", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "TestGorilla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Use modern, SMB-friendly platforms like **TestGorilla** (which offers a free tier and robust anti-cheating measures)"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|Toggl Hire", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Toggl Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Toggl Hire**, or **TestDome**"}, {"id": "mai-20260917-1752-baseline|c179-s6|google-small|TestDome", "prompt": "c179-s6", "model": "google-small", "cat": "skills-intelligence", "variant": "negative", "raw": "TestDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Toggl Hire**, or **TestDome**"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|GoSkills", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "provides a list of four learning experience platforms that meet specific requirements for small businesses, including GoSkills"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|SafetyCulture Training (EdApp)", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SafetyCulture Training (EdApp)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including GoSkills, SafetyCulture Training (EdApp), HowNow, and 360Learning"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|HowNow", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "HowNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including GoSkills, SafetyCulture Training (EdApp), HowNow, and 360Learning"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|360Learning", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "360Learning, which is mentioned in multiple results as a viable option, but may not be the best fit for very small businesses due to its pricing"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|Skills Base", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skills Base", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Some specific platforms that may be worth avoiding ... Skills Base, MuchSkills, and SkillsDB, which may not be suitable for small businesses"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|MuchSkills", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "MuchSkills", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skills Base, MuchSkills, and SkillsDB, which may not be suitable for small businesses due to their pricing or complexity"}, {"id": "mai-20260917-1752-baseline|c179-s6|meta-small|SkillsDB", "prompt": "c179-s6", "model": "meta-small", "cat": "skills-intelligence", "variant": "negative", "raw": "SkillsDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skills Base, MuchSkills, and SkillsDB, which may not be suitable for small businesses due to their pricing or complexity"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|Freelancer.com", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to Approach with Caution ... Freelancer.com - **High fees** ... **Mixed results**: Quality inconsistency is a common complaint"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|Fiverr", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fiverr (Standard Tier) ... **Quality variability**: While \"Fiverr Pro\" offers better vetting, the standard marketplace has inconsistent results"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|PeoplePerHour", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**High fee structure** ... **Light vetting**: Less rigorous screening than curated platforms"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|Toptal", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**For quality work**: Consider curated platforms like Toptal or specialized networks"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|Contra", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Contra** | Quality freelancers | No fees (commission-free) |"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|Guru", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Guru** | Ongoing partnerships | ~9% average |"}, {"id": "mai-20260917-1752-baseline|c179-s6|minimax-small|Upwork", "prompt": "c179-s6", "model": "minimax-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For long-term relationships**: Upwork provides more vetting and project management tools"}, {"id": "mai-20260917-1752-baseline|c179-s6|mistral-small|Udemy", "prompt": "c179-s6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small businesses should approach Udemy, Skillshare, New Skills Academy, and TalentLMS with caution"}, {"id": "mai-20260917-1752-baseline|c179-s6|mistral-small|Skillshare", "prompt": "c179-s6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report \"terrible customer service\" and \"sneaky practices,\""}, {"id": "mai-20260917-1752-baseline|c179-s6|mistral-small|New Skills Academy", "prompt": "c179-s6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "New Skills Academy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many users have experienced unexpected charges, difficulties canceling memberships, and customer support issues"}, {"id": "mai-20260917-1752-baseline|c179-s6|mistral-small|TalentLMS", "prompt": "c179-s6", "model": "mistral-small", "cat": "skills-intelligence", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users frequently cite frustration with limited features, outdated UI, poor customization, and reporting issues"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|360Training.com", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "360Training.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be especially wary of 360Training, NovoEd (for SMBs)"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|NovoEd", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "NovoEd", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generally **avoid for small business** unless you have enterprise-level resources."}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|Coursera for Business", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Widely used but has specific **small-business caveats**"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|Udemy / Udemy Business", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Udemy / Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious for team training: **Inconsistent quality**"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|LinkedIn Learning", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the main caution is the **upsell requirement**"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|GoSkills", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one SMB-focused LMS+course libraries (e.g., GoSkills, 360Learning, Coassemble)"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|360Learning", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one SMB-focused LMS+course libraries (e.g., GoSkills, 360Learning, Coassemble)"}, {"id": "mai-20260917-1752-baseline|c179-s6|moonshot-small|Coassemble", "prompt": "c179-s6", "model": "moonshot-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "All-in-one SMB-focused LMS+course libraries (e.g., GoSkills, 360Learning, Coassemble)"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|Freelancer.com", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious With**:\n- **Freelancer.com**: ... Reviews call it \"one of the worst\" for hiring"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|Guru.com", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Guru.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Low Trustpilot ratings (1.5-1.8/5) from clients citing scams, flawed rating systems, zero accountability"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|Fiverr", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to **Approach with Caution** (Not outright avoid, but vet carefully):\n- **Fiverr**"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|Upwork", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better for long-term hires (4+/5 ratings), but watch for high fees ... and scams"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|Toptal", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use alternatives like Toptal (vetted talent, pricier)"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|PeoplePerHour", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PeoplePerHour (SMB-focused)"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|99designs", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "99designs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "niche sites (e.g., 99designs for graphics)"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|360Learning", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For employee **skills training platforms** (e.g., LMS like 360Learning), fewer red flags"}, {"id": "mai-20260917-1752-baseline|c179-s6|xai-small|IBM Watson", "prompt": "c179-s6", "model": "xai-small", "cat": "skills-intelligence", "variant": "negative", "raw": "IBM Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "avoid enterprise-heavy like IBM Watson if too costly/complex"}, {"id": "mai-20260917-1752-baseline|c180-l1|alibaba-small|Eightfold AI", "prompt": "c180-l1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** is widely regarded as the best all-around solution"}, {"id": "mai-20260917-1752-baseline|c180-l1|alibaba-small|SeekOut", "prompt": "c180-l1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SeekOut:** Excellent for diverse hiring and technical/niche talent."}, {"id": "mai-20260917-1752-baseline|c180-l1|alibaba-small|HireEZ", "prompt": "c180-l1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireEZ:** Known for its massive database breadth"}, {"id": "mai-20260917-1752-baseline|c180-l1|alibaba-small|Gem", "prompt": "c180-l1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gem is superior. It sits on top of your workflow to organize talent"}, {"id": "mai-20260917-1752-baseline|c180-l1|anthropic-small|Eightfold AI", "prompt": "c180-l1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI is the most complete option."}, {"id": "mai-20260917-1752-baseline|c180-l1|anthropic-small|Beamery", "prompt": "c180-l1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beamery leads on the talent CRM and long-term candidate-relationship layer."}, {"id": "mai-20260917-1752-baseline|c180-l1|anthropic-small|Phenom", "prompt": "c180-l1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Phenom leads on the candidate-facing experience surface"}, {"id": "mai-20260917-1752-baseline|c180-l1|anthropic-small|iCIMS", "prompt": "c180-l1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "iCIMS three-year TCO can hit $750K"}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|Eightfold AI", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *general-purpose* talent intelligence platform is usually **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|Beamery", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beamery** — strongest if your priority is talent CRM and long-term relationship management."}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|SeekOut", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your focus is external sourcing, technical talent, or diversity pipelines"}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|Lightcast", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you need *market intelligence* such as labor supply, pay, skills demand, or location planning"}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|TalentNeuron", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "TalentNeuron", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you need *market intelligence* such as labor supply, pay, skills demand, or location planning"}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|Draup", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Draup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better if you need *market intelligence* such as labor supply, pay, skills demand, or location planning"}, {"id": "mai-20260917-1752-baseline|c180-l1|challenger-small|LinkedIn Talent Insights", "prompt": "c180-l1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "better if you need *market intelligence* such as labor supply, pay, skills demand, or location planning"}, {"id": "mai-20260917-1752-baseline|c180-l1|deepseek-small|Eightfold AI", "prompt": "c180-l1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** is widely regarded as the **de facto market leader** for full-stack enterprise talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l1|deepseek-small|SeekOut", "prompt": "c180-l1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for External Sourcing & Niche Tech Roles: SeekOut"}, {"id": "mai-20260917-1752-baseline|c180-l1|deepseek-small|Gloat", "prompt": "c180-l1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Internal Mobility & Retention: Gloat"}, {"id": "mai-20260917-1752-baseline|c180-l1|deepseek-small|Lightcast (formerly Emsi)", "prompt": "c180-l1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lightcast (formerly Emsi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best used **alongside** Eightfold or SeekOut, not as a replacement."}, {"id": "mai-20260917-1752-baseline|c180-l1|google-small|Eightfold AI", "prompt": "c180-l1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI: Best for Global Skills-Based Enterprise & Workforce Planning ... is the industry heavyweight"}, {"id": "mai-20260917-1752-baseline|c180-l1|google-small|SeekOut", "prompt": "c180-l1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SeekOut is widely considered the gold standard for outbound sourcing"}, {"id": "mai-20260917-1752-baseline|c180-l1|google-small|Findem", "prompt": "c180-l1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Findem is the most innovative platform in this space"}, {"id": "mai-20260917-1752-baseline|c180-l1|google-small|Phenom", "prompt": "c180-l1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a talent intelligence platform that focuses on the candidate-facing experience ... Phenom is the leader"}, {"id": "mai-20260917-1752-baseline|c180-l1|google-small|Gloat", "prompt": "c180-l1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Eightfold AI** or **Gloat**"}, {"id": "mai-20260917-1752-baseline|c180-l1|google-small|Beamery", "prompt": "c180-l1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Phenom** or **Beamery**"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|Eightfold AI", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best talent intelligence platform for an enterprise B2B company is Eightfold AI, as it is considered the best overall for enterprise talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|Metaview", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other top talent intelligence platforms include Metaview"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|Andela", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Andela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other top talent intelligence platforms include Metaview, Andela"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|Gem", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Andela, Gem, CoRecruit (formerly Quil)"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|CoRecruit (formerly Quil)", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "CoRecruit (formerly Quil)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gem, CoRecruit (formerly Quil), HireEZ"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|HireEZ", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CoRecruit (formerly Quil), HireEZ, 365Talents"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|365Talents", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HireEZ, 365Talents, Loxo, and Popp"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|Loxo", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "365Talents, Loxo, and Popp"}, {"id": "mai-20260917-1752-baseline|c180-l1|meta-small|Popp", "prompt": "c180-l1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Popp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Loxo, and Popp"}, {"id": "mai-20260917-1752-baseline|c180-l1|minimax-small|Eightfold AI", "prompt": "c180-l1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best talent intelligence platform for an enterprise B2B company is **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l1|minimax-small|Gem", "prompt": "c180-l1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gem** - Strong on talent engagement and recruitment marketing"}, {"id": "mai-20260917-1752-baseline|c180-l1|minimax-small|HireEZ", "prompt": "c180-l1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireEZ** - Good for outbound recruiting and candidate sourcing"}, {"id": "mai-20260917-1752-baseline|c180-l1|minimax-small|Loxo", "prompt": "c180-l1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Loxo** - Offers robust talent intelligence and sourcing capabilities"}, {"id": "mai-20260917-1752-baseline|c180-l1|minimax-small|365Talents", "prompt": "c180-l1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**365Talents** - Focuses on talent intelligence and skills mapping"}, {"id": "mai-20260917-1752-baseline|c180-l1|minimax-small|Andela", "prompt": "c180-l1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Andela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Andela** - Specializes in building remote engineering teams"}, {"id": "mai-20260917-1752-baseline|c180-l1|mistral-small|Eightfold AI", "prompt": "c180-l1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **end-to-end talent intelligence** (hiring, internal mobility, workforce planning): **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l1|mistral-small|SeekOut", "prompt": "c180-l1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **AI-powered sourcing, diversity, and technical hiring**: **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c180-l1|mistral-small|Gloat", "prompt": "c180-l1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **internal talent mobility and project staffing**: **Gloat**"}, {"id": "mai-20260917-1752-baseline|c180-l1|moonshot-small|Eightfold AI", "prompt": "c180-l1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Eightfold AI** — *Best for Enterprise Workforce Planning*"}, {"id": "mai-20260917-1752-baseline|c180-l1|moonshot-small|Beamery", "prompt": "c180-l1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Beamery** — *Best for Talent Relationship Management (CRM)*"}, {"id": "mai-20260917-1752-baseline|c180-l1|moonshot-small|SeekOut", "prompt": "c180-l1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. SeekOut** — *Best for Talent Analytics & Sourcing*"}, {"id": "mai-20260917-1752-baseline|c180-l1|moonshot-small|hireEZ", "prompt": "c180-l1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. hireEZ** — *Best for Action-Oriented Sourcing*"}, {"id": "mai-20260917-1752-baseline|c180-l1|moonshot-small|Lightcast", "prompt": "c180-l1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Labor market intelligence | **Lightcast** or **TalentNeuron**"}, {"id": "mai-20260917-1752-baseline|c180-l1|moonshot-small|TalentNeuron", "prompt": "c180-l1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "TalentNeuron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Labor market intelligence | **Lightcast** or **TalentNeuron**"}, {"id": "mai-20260917-1752-baseline|c180-l1|openai-small|LinkedIn Talent Insights", "prompt": "c180-l1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best all-around enterprise B2B talent intelligence platform for external market intelligence and workforce planning**, start with **LinkedIn Talent Insights**"}, {"id": "mai-20260917-1752-baseline|c180-l1|openai-small|SeekOut", "prompt": "c180-l1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a strong choice for **deep sourcing + talent analytics** in enterprise recruiting workflows"}, {"id": "mai-20260917-1752-baseline|c180-l1|openai-small|Phenom Applied AI", "prompt": "c180-l1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom Applied AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your priority is **internal mobility, skills visibility, and talent marketplace / skills-based planning**"}, {"id": "mai-20260917-1752-baseline|c180-l1|openai-small|365Talents", "prompt": "c180-l1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate **365Talents, Phenom, or HiredScore** first"}, {"id": "mai-20260917-1752-baseline|c180-l1|openai-small|HiredScore AI for Recruiting", "prompt": "c180-l1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HiredScore AI for Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "evaluate **365Talents, Phenom, or HiredScore** first"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|Eightfold AI", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** (Most frequently cited as top for enterprises)"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|Beamery", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Talent CRM with skills graph, strong external/internal orchestration"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|Gloat", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in internal talent marketplaces, skills-based mobility"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|SeekOut", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "External sourcing & diversity | Tech/B2B hard-to-fill roles"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|Phenom", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TA suite with personalization"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|Findem", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "People-data sourcing | Precise external market mapping"}, {"id": "mai-20260917-1752-baseline|c180-l1|xai-small|Workday/SAP/Oracle", "prompt": "c180-l1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Workday/SAP/Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(HCM-embedded) | Integrated with core HR | If already using their HCM"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Eightfold AI", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most comprehensive skills‑driven platform**: Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Lightcast", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for labor‑market intelligence & workforce planning**: Lightcast"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|SeekOut", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strongest for targeted candidate sourcing**: SeekOut"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Beamery", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for end‑to‑end talent lifecycle management**: Beamery"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Findem", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Broad external sourcing + fast integration** → Findem or Gem"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Gem", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Broad external sourcing + fast integration** → Findem or Gem"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Phenom", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High‑volume enterprise TA & talent experience"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Loxo", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "All‑in‑one recruiting (sourcing + ATS + CRM + outreach)"}, {"id": "mai-20260917-1752-baseline|c180-l1|zai-small|Metaview", "prompt": "c180-l1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Entry‑level sourcing tools** (Gem, Metaview) can start under $60–$270/month."}, {"id": "mai-20260917-1752-baseline|c180-l2|alibaba-small|Eightfold AI", "prompt": "c180-l2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is generally **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l2|alibaba-small|Gloat", "prompt": "c180-l2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Gloat** if your primary pain point is retaining and redeploying existing staff"}, {"id": "mai-20260917-1752-baseline|c180-l2|alibaba-small|Workday Skills Cloud", "prompt": "c180-l2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Integrated Option: Workday Skills Cloud ... You trade customization and \"best-in-class\" AI depth for ease of deployment"}, {"id": "mai-20260917-1752-baseline|c180-l2|alibaba-small|Phenom", "prompt": "c180-l2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Phenom** | ... Candidate Experience / ATS Lifecycle"}, {"id": "mai-20260917-1752-baseline|c180-l2|anthropic-small|Gloat", "prompt": "c180-l2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gloat stands alone in category depth and track record for internal talent mobility and workforce agility"}, {"id": "mai-20260917-1752-baseline|c180-l2|anthropic-small|Eightfold AI", "prompt": "c180-l2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Eightfold covers internal mobility and workforce planning alongside external recruiting, making it well suited to organizations that want a single AI layer across both"}, {"id": "mai-20260917-1752-baseline|c180-l2|anthropic-small|Phenom", "prompt": "c180-l2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Phenom is an AI-driven talent marketplace platform that brings together internal mobility, gig projects, mentoring, skills intelligence, and career pathing"}, {"id": "mai-20260917-1752-baseline|c180-l2|challenger-small|Eightfold AI", "prompt": "c180-l2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my recommendation is **Eightfold AI** if your priority is a single platform for **hiring + internal mobility + skills-based workforce planning**"}, {"id": "mai-20260917-1752-baseline|c180-l2|challenger-small|Workday Talent Acquisition", "prompt": "c180-l2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday Talent Acquisition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Talent Acquisition** is the strongest alternative because it embeds AI recruiting and internal mobility inside the broader Workday HR"}, {"id": "mai-20260917-1752-baseline|c180-l2|challenger-small|Pin", "prompt": "c180-l2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose a sourcing-first tool like Pin or SeekOut** only if external sourcing is the main problem"}, {"id": "mai-20260917-1752-baseline|c180-l2|challenger-small|SeekOut", "prompt": "c180-l2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "those tools are optimized more for candidate discovery and outreach than for enterprise mobility planning"}, {"id": "mai-20260917-1752-baseline|c180-l2|deepseek-small|Eightfold AI", "prompt": "c180-l2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l2|deepseek-small|Gloat", "prompt": "c180-l2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if retention and redeployment are your 1# priority, but it's internal-only (no external sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-l2|deepseek-small|Phenom", "prompt": "c180-l2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good middle ground if you want hiring and mobility together"}, {"id": "mai-20260917-1752-baseline|c180-l2|deepseek-small|365Talents", "prompt": "c180-l2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong skills ontology and faster setup"}, {"id": "mai-20260917-1752-baseline|c180-l2|deepseek-small|Beamery", "prompt": "c180-l2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for pipeline and internal mobility"}, {"id": "mai-20260917-1752-baseline|c180-l2|deepseek-small|SAP SuccessFactors / Workday Talent Marketplace", "prompt": "c180-l2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors / Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native, tighter integration if you run your HRIS on SAP or Workday."}, {"id": "mai-20260917-1752-baseline|c180-l2|google-small|Eightfold AI", "prompt": "c180-l2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Overall Recommendation: Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c180-l2|google-small|Gloat", "prompt": "c180-l2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Internal Mobility: Gloat"}, {"id": "mai-20260917-1752-baseline|c180-l2|google-small|Phenom", "prompt": "c180-l2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Candidate Experience & Recruitment Automation: Phenom"}, {"id": "mai-20260917-1752-baseline|c180-l2|google-small|Beamery", "prompt": "c180-l2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Proactive Sourcing & CRM: Beamery"}, {"id": "mai-20260917-1752-baseline|c180-l2|google-small|Workday Skills Cloud/Talent Marketplace", "prompt": "c180-l2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud/Talent Marketplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its AI and external matching depth are significantly lighter than Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c180-l2|meta-small|Eightfold AI", "prompt": "c180-l2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI is a talent intelligence platform that uses AI to help companies make better talent decisions."}, {"id": "mai-20260917-1752-baseline|c180-l2|meta-small|Peoplebox.ai", "prompt": "c180-l2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Peoplebox.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Peoplebox.ai is an AI-native talent platform that helps companies hire, manage, and grow their people."}, {"id": "mai-20260917-1752-baseline|c180-l2|meta-small|Braintrust", "prompt": "c180-l2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Braintrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Braintrust is an AI-powered talent network that helps companies hire, assess, and manage talent."}, {"id": "mai-20260917-1752-baseline|c180-l2|meta-small|Phenom Applied AI", "prompt": "c180-l2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom Applied AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Phenom Applied AI is a talent intelligence platform that uses AI to help companies make better talent decisions."}, {"id": "mai-20260917-1752-baseline|c180-l2|minimax-small|Eightfold AI", "prompt": "c180-l2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Eightfold AI** as the top choice"}, {"id": "mai-20260917-1752-baseline|c180-l2|minimax-small|Gloat", "prompt": "c180-l2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gloat** – If your primary focus is internal mobility and redeploying existing employees"}, {"id": "mai-20260917-1752-baseline|c180-l2|minimax-small|Workday Skills Cloud", "prompt": "c180-l2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Workday for HRM, this integrates seamlessly for skills mapping and internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-l2|minimax-small|365Talents", "prompt": "c180-l2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for skills architecture and internal talent marketplace, with high customer ratings."}, {"id": "mai-20260917-1752-baseline|c180-l2|mistral-small|Eightfold", "prompt": "c180-l2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI talent platform for hiring and mobility would likely be **Eightfold, Gloat, Fuel50, or 365Talents**"}, {"id": "mai-20260917-1752-baseline|c180-l2|mistral-small|Gloat", "prompt": "c180-l2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would likely be **Eightfold, Gloat, Fuel50, or 365Talents** if your priority is internal mobility and workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-l2|mistral-small|Fuel50", "prompt": "c180-l2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Eightfold, Gloat, Fuel50, or 365Talents** if your priority is internal mobility"}, {"id": "mai-20260917-1752-baseline|c180-l2|mistral-small|365Talents", "prompt": "c180-l2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Eightfold and 365Talents offer strong skills intelligence and taxonomy-building features"}, {"id": "mai-20260917-1752-baseline|c180-l2|mistral-small|Phenom", "prompt": "c180-l2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eightfold, Phenom, or Beamery** are strong options, as they blend internal talent marketplace capabilities with external hiring tools"}, {"id": "mai-20260917-1752-baseline|c180-l2|mistral-small|Beamery", "prompt": "c180-l2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Eightfold, Phenom, or Beamery** are strong options"}, {"id": "mai-20260917-1752-baseline|c180-l2|moonshot-small|Eightfold AI", "prompt": "c180-l2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Eightfold AI** — Best for Comprehensive Talent Intelligence ... the most sophisticated AI engine in the category"}, {"id": "mai-20260917-1752-baseline|c180-l2|moonshot-small|Gloat", "prompt": "c180-l2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Gloat** — Best for Internal Talent Marketplace & Workforce Agility"}, {"id": "mai-20260917-1752-baseline|c180-l2|moonshot-small|Fuel50", "prompt": "c180-l2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Fuel50** — Best for Skills Architecture & Career Pathing"}, {"id": "mai-20260917-1752-baseline|c180-l2|openai-small|Eightfold AI", "prompt": "c180-l2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Eightfold AI** as the strongest single-platform choice for both **hiring and internal mobility**"}, {"id": "mai-20260917-1752-baseline|c180-l2|openai-small|Fuel50", "prompt": "c180-l2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fuel50** is also a very credible option"}, {"id": "mai-20260917-1752-baseline|c180-l2|openai-small|Workday + HiredScore AI for Talent Mobility", "prompt": "c180-l2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday + HiredScore AI for Talent Mobility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're standardized on Workday:** **Workday + HiredScore**"}, {"id": "mai-20260917-1752-baseline|c180-l2|xai-small|Eightfold AI", "prompt": "c180-l2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Eightfold AI as the top AI talent platform for both hiring (external talent acquisition) and mobility"}, {"id": "mai-20260917-1752-baseline|c180-l2|xai-small|Gloat", "prompt": "c180-l2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Gloat"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|Eightfold AI", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|Workday Talent Marketplace", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday Talent Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Workday | Fully integrated with Workday HRIS"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|Phenom", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "End-to-end talent experience"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|Gloat", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Internal mobility marketplace"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|SAP SuccessFactors Career & Talent Development", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors Career & Talent Development", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use SAP HR suite"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|Fuel50", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Talent mobility with career pathing"}, {"id": "mai-20260917-1752-baseline|c180-l2|zai-small|SeekOut", "prompt": "c180-l2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Do you need a standalone talent intelligence platform (Eightfold, SeekOut)"}, {"id": "mai-20260917-1752-baseline|c180-l3|alibaba-small|Eightfold AI", "prompt": "c180-l3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Large enterprises seeking an all-in-one platform that unifies hiring, internal mobility, and skills inference across the entire employee lifecycle."}, {"id": "mai-20260917-1752-baseline|c180-l3|alibaba-small|Lightcast", "prompt": "c180-l3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to plan your workforce for the next 3–5 years: Choose **Lightcast**."}, {"id": "mai-20260917-1752-baseline|c180-l3|alibaba-small|SeekOut", "prompt": "c180-l3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to fill roles quickly with hard-to-find tech talent: Choose **SeekOut**."}, {"id": "mai-20260917-1752-baseline|c180-l3|alibaba-small|Gloat", "prompt": "c180-l3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Eightfold AI** or **Gloat**."}, {"id": "mai-20260917-1752-baseline|c180-l3|alibaba-small|Beamery", "prompt": "c180-l3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are focused on employer branding and pipelining passive candidates: Choose **Beamery** or **Phenom**."}, {"id": "mai-20260917-1752-baseline|c180-l3|alibaba-small|Phenom", "prompt": "c180-l3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Beamery** or **Phenom**."}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|Eightfold AI", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI is the category heavyweight for enterprise talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|Beamery", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beamery and Phenom unify talent acquisition and talent management on one data layer"}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|SeekOut", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SeekOut is the enterprise talent intelligence platform with unusually deep specialized filters"}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|Phenom", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beamery and Phenom unify talent acquisition and talent management on one data layer"}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|Gloat", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eightfold, Beamery, and Gloat are built for skills mapping, workforce planning, and internal mobility"}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|Visier", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leading platforms evaluated for enterprise include Eightfold AI, Beamery, SeekOut, Phenom, Gloat, Visier, and LinkedIn Talent Insights"}, {"id": "mai-20260917-1752-baseline|c180-l3|anthropic-small|LinkedIn Talent Insights", "prompt": "c180-l3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The leading platforms evaluated for enterprise include Eightfold AI, Beamery, SeekOut, Phenom, Gloat, Visier, and LinkedIn Talent Insights"}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|Eightfold AI", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Eightfold** for the broadest enterprise talent intelligence platform."}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|Beamery", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Beamery** for talent CRM and lifecycle relationship management."}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|SeekOut", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SeekOut** for external sourcing intelligence."}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|Gloat", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Gloat** for internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|LinkedIn Talent Insights", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **LinkedIn Talent Insights** or **Lightcast** for labor-market analytics and workforce planning."}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|Lightcast", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better for macro labor-market forecasting and skills intelligence than direct recruiting workflow."}, {"id": "mai-20260917-1752-baseline|c180-l3|challenger-small|Phenom", "prompt": "c180-l3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Phenom** is more of a candidate-experience platform than a pure intelligence engine"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Eightfold AI", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the most complete and the category pioneer."}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Gloat", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The leader in internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Fuel50", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gloat's closest competitor, but leads on skills-architecture governance"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Beamery", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Owns the workforce intelligence/planning layer."}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Phenom", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Owns the candidate and employee experience layer."}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|SeekOut", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The strongest external/discovery engine."}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Findem", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "attribute-based (people-data correlation) external sourcing intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Draup", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "labor-market and location data insights"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|365Talents", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "skills mapping and internal talent marketplaces (a credible alternative to Gloat/Fuel50)"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Lightcast", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "labor-market/skills data; often ranked well for analytics value"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|HiredScore", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "HiredScore / Visier (with workforce planning) \\u2013 planning-oriented analytics"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Visier", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HiredScore / Visier (with workforce planning) \\u2013 planning-oriented analytics"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|TalentsForce", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "TalentsForce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "or TalentsForce for a skills-first intelligence layer"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Workday", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "whether native HCM AI (e.g., Workday/ServiceNow) suffices before adding a point solution"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|SAP", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "with Workday, SAP, Oracle, and Eightfold AI controlling a large share"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|Oracle", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "with Workday, SAP, Oracle, and Eightfold AI controlling a large share"}, {"id": "mai-20260917-1752-baseline|c180-l3|deepseek-small|ServiceNow", "prompt": "c180-l3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "native HCM AI (e.g., Workday/ServiceNow) suffices"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|Eightfold AI", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI: *The Skills Engine & AI-Matching Powerhouse* ... Industry-leading predictive skill and role matching AI"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|Phenom", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phenom\\u2019s \"WorkOps\" orchestration is the market leader"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|Beamery", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beamery: *The CRM-First Talent Lifecycle Platform*"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|Gloat", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gloat: *The Internal Talent Marketplace Pioneer*"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|SeekOut", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unmatched talent sourcing filters"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|Findem", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Findem aggregates data to search by *attributes over time*"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|Workday Skills Cloud", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While these native modules are often less advanced than standalone TI platforms"}, {"id": "mai-20260917-1752-baseline|c180-l3|google-small|SAP SuccessFactors", "prompt": "c180-l3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While these native modules are often less advanced than standalone TI platforms"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Eightfold AI", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade talent intelligence platforms include Eightfold AI, Beamery, Gloat, HiredScore"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Beamery", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Eightfold AI, Beamery, Gloat, HiredScore"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Gloat", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Eightfold AI, Beamery, Gloat, HiredScore, Censia"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|HiredScore", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gloat, HiredScore, Censia, SeekOut"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Censia", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Censia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HiredScore, Censia, SeekOut, Findem"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|SeekOut", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Censia, SeekOut, Findem, Metaview"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Findem", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SeekOut, Findem, Metaview, Andela"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Metaview", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Findem, Metaview, Andela, Gem"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Andela", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Andela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Metaview, Andela, Gem, CoRecruit"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Gem", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Andela, Gem, CoRecruit, HireEZ"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|CoRecruit", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "CoRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Gem, CoRecruit, HireEZ, 365Talents"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|HireEZ", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "CoRecruit, HireEZ, 365Talents, Loxo"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|365Talents", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "HireEZ, 365Talents, Loxo, and Popp"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Loxo", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "365Talents, Loxo, and Popp"}, {"id": "mai-20260917-1752-baseline|c180-l3|meta-small|Popp", "prompt": "c180-l3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Popp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Loxo, and Popp"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Eightfold AI", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI is widely regarded as a category-defining enterprise talent intelligence platform."}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Beamery", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Beamery if building long-term talent relationships and CRM-style engagement is a strategic priority"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|SeekOut", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SeekOut if your primary challenge is sourcing hard-to-find technical, diverse, or specialized talent"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Phenom People (Phenom)", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom People (Phenom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Phenom if your focus is on delivering a hyper-personalized candidate and employee experience"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Gloat", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider Gloat or Reejig if internal workforce redeployment and internal talent marketplaces are your primary focus."}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Reejig", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider Gloat or Reejig if internal workforce redeployment and internal talent marketplaces are your primary focus."}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Loxo", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Outbound recruiting + market intelligence | Agencies consolidating fragmented tech stacks"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|365Talents", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Skills mapping and internal talent marketplaces"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Gem", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pipeline visibility and outbound recruiting"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|Metaview", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Consider Metaview or hireEZ if you want to add intelligence at the interview or sourcing layer"}, {"id": "mai-20260917-1752-baseline|c180-l3|minimax-small|hireEZ", "prompt": "c180-l3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI sourcing layer on top of existing ATS"}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|Eightfold AI", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Differentiators: Most comprehensive, but heavy implementation and high cost; UI is utilitarian."}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|Gloat (now part of Paradox)", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat (now part of Paradox)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in internal mobility and ethical AI; less focused on external sourcing."}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|SeekOut", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on cleared and technical talent; annual contracts and higher pricing."}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|Gem", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in recruiting workflows and analytics; less focus on internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|365Talents", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focus on skills intelligence and internal talent ecosystems."}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|Lightcast (formerly EMSI Burning Glass)", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast (formerly EMSI Burning Glass)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lightcast stands out for labor market data and workforce planning, not candidate matching."}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|Beamery", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for full-stack talent intelligence and CRM, respectively, with strong enterprise focus"}, {"id": "mai-20260917-1752-baseline|c180-l3|mistral-small|Findem", "prompt": "c180-l3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Multi-week onboarding; strong in external talent intelligence."}, {"id": "mai-20260917-1752-baseline|c180-l3|moonshot-small|Eightfold AI", "prompt": "c180-l3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Full-stack talent intelligence across hiring, internal mobility, and workforce planning ... Deepest AI skills inference"}, {"id": "mai-20260917-1752-baseline|c180-l3|moonshot-small|Beamery", "prompt": "c180-l3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Beamery if: Your priority is strategic workforce planning with strong talent relationship management."}, {"id": "mai-20260917-1752-baseline|c180-l3|moonshot-small|Phenom", "prompt": "c180-l3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Phenom if: You need a comprehensive talent experience platform"}, {"id": "mai-20260917-1752-baseline|c180-l3|moonshot-small|Gloat", "prompt": "c180-l3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Gloat if: Your primary challenge is internal mobility and career development"}, {"id": "mai-20260917-1752-baseline|c180-l3|moonshot-small|Findem", "prompt": "c180-l3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Findem if: Your focus is specifically on advanced external sourcing"}, {"id": "mai-20260917-1752-baseline|c180-l3|openai-small|Eightfold AI", "prompt": "c180-l3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strongest reputation for **AI-native talent intelligence**... best AI-native talent intelligence → **Eightfold**"}, {"id": "mai-20260917-1752-baseline|c180-l3|openai-small|Beamery", "prompt": "c180-l3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best workforce intelligence / skills transformation → **Beamery**"}, {"id": "mai-20260917-1752-baseline|c180-l3|openai-small|Phenom", "prompt": "c180-l3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best talent experience and workflow orchestration → **Phenom**"}, {"id": "mai-20260917-1752-baseline|c180-l3|openai-small|Oracle HCM / Oracle Talent Management", "prompt": "c180-l3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Oracle HCM / Oracle Talent Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best integrated HCM suite approach → **Oracle**"}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|Eightfold AI", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Unified platform**: Eightfold (often benchmarked as #1 for enterprises)"}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|Beamery", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**External talent acquisition**: Beamery or SeekOut."}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|Phenom", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High-volume/employer branding**: Phenom."}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|Gloat", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cost reduction via mobility**: Gloat or Eightfold."}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|SeekOut", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**External talent acquisition**: Beamery or SeekOut."}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|LinkedIn Talent Insights", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like LinkedIn Talent Insights (more analytics-focused) ... often play supporting roles"}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|Findem", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Findem (sourcing-heavy) ... strong but often play supporting roles in enterprise stacks"}, {"id": "mai-20260917-1752-baseline|c180-l3|xai-small|365Talents", "prompt": "c180-l3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "365Talents (mobility niche) are strong but often play supporting roles"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Eightfold AI", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** leads in full‑stack, skills‑based talent management for large enterprises."}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Beamery", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beamery** excels at talent CRM + skills graph for pipeline orchestration."}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Gloat", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gloat** is the go‑to for internal talent marketplaces and employee‑facing mobility."}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Findem", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Findem** dominates external sourcing through people‑data correlation."}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Lightcast", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lightcast** is the market‑standard for labor‑market intelligence and forecasting."}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|SeekOut", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep technical/demographic filters + AI‑assisted search and outreach"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Gem", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "End‑to‑end pipeline management with analytics and sequencing tools"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|HireEZ", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Multi‑channel outbound (email, LinkedIn InMail, SMS) + AI resume screening"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Metaview", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI‑driven interview intelligence with ATS‑ready notes and summaries"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Fuel50", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Internal mobility and role‑matching analytics at scale"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Phenom", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI orchestration across sourcing, hiring, and employee experience"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Visier", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Data‑driven workforce planning with scenario modeling and forecasting"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Xobin", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Xobin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI assessments and interview automation with proctoring"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|TalentNeuron", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "TalentNeuron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "look to **Lightcast**, **TalentNeuron**, or **Draup**"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Draup", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "look to **Lightcast**, **TalentNeuron**, or **Draup**"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|LinkedIn Talent Insights", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Lightcast, TalentNeuron, Draup, LinkedIn Talent Insights"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|HiredScore", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Eightfold AI, Beamery, Gloat, HiredScore, Censia"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Censia", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Censia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Eightfold AI, Beamery, Gloat, HiredScore, Censia"}, {"id": "mai-20260917-1752-baseline|c180-l3|zai-small|Noon", "prompt": "c180-l3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "SeekOut, Findem, Gem, HireEZ, Noon"}, {"id": "mai-20260917-1752-baseline|c180-l4|alibaba-small|LinkedIn Recruiter Lite", "prompt": "c180-l4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Credit-based models (like LinkedIn Recruiter Lite or some sourcing tools) become unpredictable and expensive at scale."}, {"id": "mai-20260917-1752-baseline|c180-l4|alibaba-small|LinkedIn Talent Solutions (Enterprise License)", "prompt": "c180-l4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Talent Solutions (Enterprise License)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pure predictability and massive user scale:** **LinkedIn Enterprise License** is the most straightforward choice for budgeting and forecasting"}, {"id": "mai-20260917-1752-baseline|c180-l4|alibaba-small|Eightfold AI", "prompt": "c180-l4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Eightfold AI** or **Phenom** are stronger fits if you need deeper skills-based matching"}, {"id": "mai-20260917-1752-baseline|c180-l4|alibaba-small|Phenom", "prompt": "c180-l4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Phenom offers a unified talent experience platform ... Cost Predictability:** Medium."}, {"id": "mai-20260917-1752-baseline|c180-l4|alibaba-small|iCIMS Talent Cloud", "prompt": "c180-l4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise licensing is typically based on module subscriptions and user counts, offering budgetary stability."}, {"id": "mai-20260917-1752-baseline|c180-l4|anthropic-small|Eightfold AI", "prompt": "c180-l4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best talent intelligence platform for a large company needing predictable total cost across thousands of users is **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l4|anthropic-small|Dayforce", "prompt": "c180-l4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also consider \nDayforce, which is the only enterprise vendor that publishes a downloadable price book"}, {"id": "mai-20260917-1752-baseline|c180-l4|challenger-small|Eightfold AI", "prompt": "c180-l4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Eightfold AI** if you want one enterprise platform for external talent, internal mobility, and workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-l4|challenger-small|SeekOut", "prompt": "c180-l4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for tighter budget predictability:** **SeekOut** — more transparent pricing and easier to forecast"}, {"id": "mai-20260917-1752-baseline|c180-l4|challenger-small|Beamery", "prompt": "c180-l4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise suites like Eightfold, Beamery, and Gloat are generally quote-based"}, {"id": "mai-20260917-1752-baseline|c180-l4|challenger-small|Gloat", "prompt": "c180-l4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for internal mobility only:** **Gloat** — strong for internal marketplaces, but also quote-based"}, {"id": "mai-20260917-1752-baseline|c180-l4|deepseek-small|Eightfold AI", "prompt": "c180-l4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear structural answer is **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l4|deepseek-small|SeekOut", "prompt": "c180-l4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Competitors like SeekOut ($149/seat/mo) and Loxo ($149–$199/seat/mo) scale linearly with recruiter seats. At thousands of users, those costs balloon"}, {"id": "mai-20260917-1752-baseline|c180-l4|deepseek-small|Loxo", "prompt": "c180-l4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your procurement team requires **public, clickable pricing** ... the best fit is **Loxo**"}, {"id": "mai-20260917-1752-baseline|c180-l4|deepseek-small|Beamery", "prompt": "c180-l4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom quote; module + headcount | Low — ranges $50K–$580K/yr with wide swings"}, {"id": "mai-20260917-1752-baseline|c180-l4|deepseek-small|Phenom", "prompt": "c180-l4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom quote; module + headcount | Low — ranges $50K–$580K/yr with wide swings"}, {"id": "mai-20260917-1752-baseline|c180-l4|google-small|LinkedIn Recruiter", "prompt": "c180-l4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you use seat-based platforms like LinkedIn Recruiter or SeekOut, trying to scale access to thousands of users can quickly drive licensing costs into millions of dollars."}, {"id": "mai-20260917-1752-baseline|c180-l4|google-small|SeekOut", "prompt": "c180-l4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you use seat-based platforms like LinkedIn Recruiter or SeekOut, trying to scale access to thousands of users can quickly drive licensing costs into millions of dollars."}, {"id": "mai-20260917-1752-baseline|c180-l4|google-small|Eightfold AI", "prompt": "c180-l4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c180-l4|google-small|Beamery", "prompt": "c180-l4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beamery is the strongest enterprise CRM-centric choice"}, {"id": "mai-20260917-1752-baseline|c180-l4|google-small|Gloat", "prompt": "c180-l4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gloat is the market pioneer in Talent Marketplaces"}, {"id": "mai-20260917-1752-baseline|c180-l4|google-small|Findem", "prompt": "c180-l4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Findem (Best for Attribute-Based Search & Sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|Workday (Talent Intelligence)", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Workday (Talent Intelligence)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need absolute predictability and have >10,000 employees, negotiate a **per-employee model** (Workday-style) to cap costs"}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|Pin (Talent Intelligence Platform)", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin (Talent Intelligence Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Predictability:** Moderate — needs custom quote for thousands of users"}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|RefAssured", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "RefAssured", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limitation:** This is reference-checking focused, not full talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|Loxo", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Predictability:** Moderate — scales with users, but includes volume discounts at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|Eightfold AI", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "use **custom quote-based pricing** with typical enterprise contracts ranging from **$100,000 to $500,000+ annually**"}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|Beamery", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use **custom quote-based pricing** ... They rarely offer truly unlimited user pricing."}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|Phenom", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use **custom quote-based pricing** ... They rarely offer truly unlimited user pricing."}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|SeekOut", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "use **custom quote-based pricing** ... They rarely offer truly unlimited user pricing."}, {"id": "mai-20260917-1752-baseline|c180-l4|minimax-small|iCIMS", "prompt": "c180-l4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "use **custom quote-based pricing** ... They rarely offer truly unlimited user pricing."}, {"id": "mai-20260917-1752-baseline|c180-l4|mistral-small|Talent IQ", "prompt": "c180-l4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Talent IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Talent IQ** stands out as the best talent intelligence platform"}, {"id": "mai-20260917-1752-baseline|c180-l4|moonshot-small|Phenom", "prompt": "c180-l4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Phenom (Enterprise Tier)"}, {"id": "mai-20260917-1752-baseline|c180-l4|moonshot-small|Eightfold AI", "prompt": "c180-l4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Eightfold AI"}, {"id": "mai-20260917-1752-baseline|c180-l4|moonshot-small|Beamery", "prompt": "c180-l4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for This Use Case: Beamery"}, {"id": "mai-20260917-1752-baseline|c180-l4|moonshot-small|LinkedIn Talent Insights", "prompt": "c180-l4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's primarily labor market benchmarking, not a full talent intelligence platform"}, {"id": "mai-20260917-1752-baseline|c180-l4|openai-small|LinkedIn Talent Insights / LinkedIn Recruiter enterprise", "prompt": "c180-l4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Talent Insights / LinkedIn Recruiter enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest choice is usually **LinkedIn Talent Insights / LinkedIn Recruiter enterprise**"}, {"id": "mai-20260917-1752-baseline|c180-l4|openai-small|Eightfold", "prompt": "c180-l4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold** is a very strong enterprise contender"}, {"id": "mai-20260917-1752-baseline|c180-l4|openai-small|SeekOut", "prompt": "c180-l4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less ideal if you need a single predictable cost envelope for thousands of users"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|SeekOut", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SeekOut stands out as the strongest option for a large company needing predictable total cost across thousands of users."}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|hireEZ", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Low (usage-based credits) | $2M+ with overages | Unpredictable at scale"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Eightfold AI", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If internal mobility > external sourcing, consider Eightfold despite less predictability."}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Beamery", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Long setup, not per-user fixed"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|LinkedIn Recruiter", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive per seat; separate Insights add-on"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Phenom", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often $200K–$1M+/year + implementation, but modular/variable—not purely predictable per user."}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Pin", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less enterprise-proven for 1000s (better for <500)"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Wrangle", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pin/Wrangle/Gem | Per user ($100–$270/mo)"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Gem", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pin/Wrangle/Gem | Per user ($100–$270/mo)"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|iCIMS", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Often $200K–$1M+/year + implementation, but modular/variable—not purely predictable per user."}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Loxo", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Affordable fixed per-user ($100–$199/mo), but databases (850M) and features lag for massive scale"}, {"id": "mai-20260917-1752-baseline|c180-l4|xai-small|Avature", "prompt": "c180-l4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "related TA reports highlight Leaders like Phenom/Avature"}, {"id": "mai-20260917-1752-baseline|c180-l4|zai-small|Eightfold AI", "prompt": "c180-l4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best talent intelligence platform is **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-l4|zai-small|Workday", "prompt": "c180-l4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: Workday (Talent Suite)"}, {"id": "mai-20260917-1752-baseline|c180-l4|zai-small|Greenhouse", "prompt": "c180-l4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "integrates with your existing ATS (like Workday or Greenhouse)"}, {"id": "mai-20260917-1752-baseline|c180-l5|alibaba-small|ZoomInfo", "prompt": "c180-l5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "evaluate talent intelligence platforms (e.g., ZoomInfo, Cognism, GoToInterview)"}, {"id": "mai-20260917-1752-baseline|c180-l5|alibaba-small|Cognism", "prompt": "c180-l5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "evaluate talent intelligence platforms (e.g., ZoomInfo, Cognism, GoToInterview)"}, {"id": "mai-20260917-1752-baseline|c180-l5|alibaba-small|GoToInterview", "prompt": "c180-l5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "GoToInterview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "evaluate talent intelligence platforms (e.g., ZoomInfo, Cognism, GoToInterview)"}, {"id": "mai-20260917-1752-baseline|c180-l5|meta-small|Talent IQ", "prompt": "c180-l5", "model": "meta-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Talent IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Talent IQ: Offers SOC 2 Type II certification, SSO, and role-based access control."}, {"id": "mai-20260917-1752-baseline|c180-l5|meta-small|SocialTalent", "prompt": "c180-l5", "model": "meta-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SocialTalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Meets security requirements with SOC 2, ISO 27001 certifications, and is GDPR-ready."}, {"id": "mai-20260917-1752-baseline|c180-l5|meta-small|Jobtalk.ai", "prompt": "c180-l5", "model": "meta-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Jobtalk.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SOC 2 certified with GDPR, CCPA, and TCPA safeguards."}, {"id": "mai-20260917-1752-baseline|c180-l5|meta-small|TalentGuard", "prompt": "c180-l5", "model": "meta-small", "cat": "talent-intelligence", "variant": "scale", "raw": "TalentGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a governed platform with nine modules for skills trust and readiness intelligence."}, {"id": "mai-20260917-1752-baseline|c180-l5|meta-small|Loxo", "prompt": "c180-l5", "model": "meta-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Supports SSO and is SOC 2 and GDPR compliant."}, {"id": "mai-20260917-1752-baseline|c180-l5|minimax-small|Eightfold", "prompt": "c180-l5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold** - Strong enterprise focus, extensive compliance certifications"}, {"id": "mai-20260917-1752-baseline|c180-l5|minimax-small|Phenom", "prompt": "c180-l5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Phenom** - Enterprise-tier with robust security features"}, {"id": "mai-20260917-1752-baseline|c180-l5|minimax-small|SeekOut", "prompt": "c180-l5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SeekOut** - Enterprise features with compliance focus"}, {"id": "mai-20260917-1752-baseline|c180-l5|minimax-small|Lattice", "prompt": "c180-l5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** - Growing talent intelligence with enterprise security"}, {"id": "mai-20260917-1752-baseline|c180-l5|moonshot-small|Eightfold", "prompt": "c180-l5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like Eightfold, SocialTalent, and Phenom publish these"}, {"id": "mai-20260917-1752-baseline|c180-l5|moonshot-small|SocialTalent", "prompt": "c180-l5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SocialTalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Eightfold, SocialTalent, and Phenom publish these"}, {"id": "mai-20260917-1752-baseline|c180-l5|moonshot-small|Phenom", "prompt": "c180-l5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors like Eightfold, SocialTalent, and Phenom publish these"}, {"id": "mai-20260917-1752-baseline|c180-l5|moonshot-small|SeekOut", "prompt": "c180-l5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing how specific vendors (e.g., Eightfold, Phenom, SeekOut, Beamery) stack up"}, {"id": "mai-20260917-1752-baseline|c180-l5|moonshot-small|Beamery", "prompt": "c180-l5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing how specific vendors (e.g., Eightfold, Phenom, SeekOut, Beamery) stack up"}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|SeekOut", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Talent intelligence platforms (e.g., SeekOut, Eightfold, Phenom, Loxo, TalentIQ) aggregate internal/external talent data"}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|Eightfold", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., SeekOut, Eightfold, Phenom, Loxo, TalentIQ"}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|Phenom", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms like Phenom, Loxo Enterprise, and Neuroscale/Arbi claim SOC 2 Type II + SSO."}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|Loxo", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms like Phenom, Loxo Enterprise, and Neuroscale/Arbi claim SOC 2 Type II + SSO."}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|TalentIQ", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "TalentIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., SeekOut, Eightfold, Phenom, Loxo, TalentIQ"}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|Neuroscale/Arbi", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Neuroscale/Arbi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top platforms like Phenom, Loxo Enterprise, and Neuroscale/Arbi claim SOC 2 Type II + SSO."}, {"id": "mai-20260917-1752-baseline|c180-l5|xai-small|Beamery", "prompt": "c180-l5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "3-5 vendors (e.g., SeekOut, Eightfold, Phenom, Loxo, Beamery) via Gartner/peer reviews"}, {"id": "mai-20260917-1752-baseline|c180-l6|alibaba-small|Visier", "prompt": "c180-l6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Visier is a dominant player in the space, recent user reviews highlight significant friction points for enterprises that do not fit its ideal profile"}, {"id": "mai-20260917-1752-baseline|c180-l6|challenger-small|Gloat", "prompt": "c180-l6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious about **Gloat** and **Workday Skills Cloud**; ... zero external sourcing capability"}, {"id": "mai-20260917-1752-baseline|c180-l6|challenger-small|Workday Skills Cloud", "prompt": "c180-l6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Gloat** and **Workday Skills Cloud** are described as excellent for internal mobility but not for external sourcing"}, {"id": "mai-20260917-1752-baseline|c180-l6|challenger-small|Phenom", "prompt": "c180-l6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "that does not make it the best choice if the main need is deep sourcing or workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-l6|challenger-small|iCIMS Talent Cloud", "prompt": "c180-l6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ATS-centric with sourcing as an add-on, so it may be less suitable if you need a standalone, broad talent-intelligence layer"}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Eightfold AI", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Eightfold** unless you have clean data, a 12-month rollout team, and $250K+ budget"}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Phenom", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Phenom** if you want internal mobility or predictive analytics—you will get a great career site, not intelligence."}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Beamery", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Beamery is excellent for *strategic workforce planning and talent CRM*, but it is the most enterprise-heavy and cost-intensive option in this space."}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Findem", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You can often get 80% of the benefit from a lighter tool (e.g., Findem at $15–40K/year) if your goal is sourcing pipelines"}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Gloat", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Gloat/Fuel50** if external sourcing is a primary need."}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Fuel50", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Gloat/Fuel50** if external sourcing is a primary need."}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Draup", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid Draup** unless you have a dedicated research team."}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|LinkedIn Talent Insights", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already have LinkedIn Talent Insights or Lightcast, Draup adds marginal value at significant cost."}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Lightcast", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already have LinkedIn Talent Insights or Lightcast, Draup adds marginal value"}, {"id": "mai-20260917-1752-baseline|c180-l6|deepseek-small|Visier", "prompt": "c180-l6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "If your enterprise expects a talent intelligence platform to tell you *who to hire externally*, Visier will disappoint."}, {"id": "mai-20260917-1752-baseline|c180-l6|google-small|Eightfold AI", "prompt": "c180-l6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a groundbreaking proposed class-action lawsuit was filed against **Eightfold AI**. The suit alleges that Eightfold's AI-generated suitability scores ... violate the Fair Credit Reporting Act"}, {"id": "mai-20260917-1752-baseline|c180-l6|google-small|Workday", "prompt": "c180-l6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large enterprises often operate on massive Systems of Record like Workday, SAP SuccessFactors, or Oracle."}, {"id": "mai-20260917-1752-baseline|c180-l6|google-small|Beamery", "prompt": "c180-l6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Beamery**\\u2014while widely respected ... has faced criticisms from some enterprise users regarding past support bottlenecks, API limitations, and corporate downsizing"}, {"id": "mai-20260917-1752-baseline|c180-l6|google-small|HiredScore", "prompt": "c180-l6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HiredScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "closely evaluate whether adopting Workday's native HiredScore features outweighs the high customization costs and data-sync risks of bringing in external players"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Eightfold AI", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Eightfold AI, Beamery, and Gloat are mentioned as being suitable for enterprise workforce planning and talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Beamery", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold AI, Beamery, and Gloat are mentioned as being suitable for enterprise workforce planning and talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Phenom", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The search results mention several talent intelligence platforms, including Eightfold AI, Beamery, Phenom, Gloat, SeekOut, Findem"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Gloat", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Eightfold AI, Beamery, and Gloat are mentioned as being suitable for enterprise workforce planning and talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|SeekOut", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Eightfold AI, Beamery, Phenom, Gloat, SeekOut, Findem, LinkedIn Talent Insights, Draup, Visier, and Xobin"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Findem", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Eightfold AI, Beamery, Phenom, Gloat, SeekOut, Findem, LinkedIn Talent Insights, Draup, Visier, and Xobin"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|LinkedIn Talent Insights", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LinkedIn Talent Insights, Draup, Visier, and Xobin"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Draup", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LinkedIn Talent Insights, Draup, Visier, and Xobin"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Visier", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "LinkedIn Talent Insights, Draup, Visier, and Xobin"}, {"id": "mai-20260917-1752-baseline|c180-l6|meta-small|Xobin", "prompt": "c180-l6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Xobin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LinkedIn Talent Insights, Draup, Visier, and Xobin"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|Beamery", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Beamery** (~$220K/year) ... only practical for organizations with very high hiring volumes"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|Phenom", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Phenom** (~$10K/month) ... only practical for organizations with very high hiring volumes"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|iCIMS", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**iCIMS** (up to $750K for 3-year TCO) — only practical for organizations with very high hiring volumes"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|Eightfold AI", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires minimum $150K/year contract with 2-year commitment, plus $50K-$100K implementation costs"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|LinkedIn Talent Insights", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Data is primarily self-reported, creating gaps in sectors where professionals don't maintain active profiles"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|Draup", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Significant learning curve ... Incomplete training paths for independent adoption"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|Gloat", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent for internal mobility but have zero external sourcing capability"}, {"id": "mai-20260917-1752-baseline|c180-l6|minimax-small|Workday Skills Cloud", "prompt": "c180-l6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "excellent for internal mobility but have zero external sourcing capability"}, {"id": "mai-20260917-1752-baseline|c180-l6|mistral-small|Draup", "prompt": "c180-l6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as Draup, have received feedback citing a steep learning curve, need for consultant guidance, and incomplete training resources"}, {"id": "mai-20260917-1752-baseline|c180-l6|mistral-small|ZoomInfo Talent", "prompt": "c180-l6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "ZoomInfo Talent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like ZoomInfo Talent have faced criticism for data inaccuracy, outdated information, and integration issues."}, {"id": "mai-20260917-1752-baseline|c180-l6|mistral-small|Eightfold AI", "prompt": "c180-l6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Eightfold AI, have received mixed reviews for clunky upkeep, bugs in ATS integration, and slow ramp-up times"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|Eightfold AI", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Eightfold AI** — **HIGH CAUTION** ... Using this platform may create compliance liability under existing consumer protection laws"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|Fuel50", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Implementation requires significant configuration; lengthy skills assessments overwhelm users; integration friction during rollout"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|Beamery", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Opaque pricing (six-to-seven figure contracts); 4-9 month implementation timelines; steep learning curve"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|SeekOut", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Contact information can be stale/incomplete; strong for sourcing but less complete for back-office staffing tasks"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|Visier", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No verified native AI sourcing; analyzes rather than sources candidates; requires 6-12 months for skills taxonomy alignment"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|Talentsconnect", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Talentsconnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Talentsconnect breach (2026)** | 5M job listings exposed"}, {"id": "mai-20260917-1752-baseline|c180-l6|moonshot-small|HireVue", "prompt": "c180-l6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Facial analysis and emotion scoring criticized as pseudoscientific; some features discontinued after regulatory pressure"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Oracle Taleo", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid or Approach with Extreme Caution**: Legacy ATS-Heavy Systems (e.g., Oracle Taleo, SAP SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|SAP SuccessFactors", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy ATS-Heavy Systems (e.g., Oracle Taleo, SAP SuccessFactors)... \"legacy traps\" unfit for modern skills-based intelligence"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Paradox", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Recent major data exposure (July 2025) due to basic authentication lapses... GDPR/NDPA compliance nightmares"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Workday Talent/Skills Cloud", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Talent/Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dated UX, heavy implementation (6-12+ months), and overpriced for non-Workday HCM users"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Beamery", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Opaque pricing, massive TCO... Gartner notes execution gaps in scalability for ultra-large orgs."}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Phenom", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong in demos but implementation slips; limited external sourcing if internal-focused."}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|iCIMS", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Leader in Gartner but cautions on customization rigidity and bias auditing opacity."}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Infor Talent Science", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Infor Talent Science", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Time-consuming/complex assessments cause candidate drop-offs; insufficient profiling depth"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Greenhouse", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited customization in reporting/scheduling; not intuitive... Better for mid-market than true enterprise scale."}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Visier", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "platforms like Visier or Gloat fail spectacularly (9-12 month delays"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Gloat", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "platforms like Visier or Gloat fail spectacularly (9-12 month delays"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Talentsconnect", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Talentsconnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Any with breach history (e.g., Talentsconnect: 5M listings exposed)"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Pin", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "SMB-Focused Tools: Pin or similar ($100/mo) lack enterprise-grade compliance/scalability."}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|Eightfold.ai", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "considerEightfold.ai or SeekOut for balanced external intelligence (fewer complaints)"}, {"id": "mai-20260917-1752-baseline|c180-l6|xai-small|SeekOut", "prompt": "c180-l6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "considerEightfold.ai or SeekOut for balanced external intelligence (fewer complaints)"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|Infor Talent Science", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Infor Talent Science", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Recommendation**: Avoid unless your use case specifically requires Infor's existing ecosystem"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|Crunchr", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Recommendation**: Avoid if you need transparent pricing and a self-service analytics platform"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|Fuel50", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider only if you have strong change management and dedicated implementation resources"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|Talent Intelligence Lab", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Talent Intelligence Lab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Talent Intelligence Lab (early access, no security certifications) ... Avoid for large enterprises handling sensitive employee data"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|Beamery", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Proceed with extreme caution—only consider if you have significant hiring volume and dedicated budget"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|Phenom", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Proceed with extreme caution—only consider if you have significant hiring volume and dedicated budget"}, {"id": "mai-20260917-1752-baseline|c180-l6|zai-small|iCIMS", "prompt": "c180-l6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Proceed with extreme caution—only consider if you have significant hiring volume and dedicated budget"}, {"id": "mai-20260917-1752-baseline|c180-m1|alibaba-small|Gem", "prompt": "c180-m1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Gem** if you want a user-friendly tool that automates the busywork of reaching out to candidates."}, {"id": "mai-20260917-1752-baseline|c180-m1|alibaba-small|HireEZ", "prompt": "c180-m1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose HireEZ** if you are hitting a wall finding candidates on LinkedIn and need broader internet search capabilities."}, {"id": "mai-20260917-1752-baseline|c180-m1|alibaba-small|AmazingHiring", "prompt": "c180-m1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Technical Roles: **AmazingHiring**"}, {"id": "mai-20260917-1752-baseline|c180-m1|alibaba-small|iCIMS Talent Cloud", "prompt": "c180-m1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One ATS Solution: **iCIMS Talent Cloud**"}, {"id": "mai-20260917-1752-baseline|c180-m1|alibaba-small|Eightfold", "prompt": "c180-m1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Eightfold or SeekOut** unless you are at the upper end of the mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m1|alibaba-small|SeekOut", "prompt": "c180-m1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Eightfold or SeekOut** unless you are at the upper end of the mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m1|anthropic-small|Bryq", "prompt": "c180-m1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Bryq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bryq is the strongest pick for mid-market skills-based hiring, quality of hire, and internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-m1|anthropic-small|iCIMS Talent Cloud", "prompt": "c180-m1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for mid-market to enterprise organizations ... wanting a trusted ATS backbone with incremental AI sourcing layered on top."}, {"id": "mai-20260917-1752-baseline|c180-m1|anthropic-small|GoPerfect", "prompt": "c180-m1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For most mid-market companies, a purpose-built alternative is faster, cheaper, and more effective"}, {"id": "mai-20260917-1752-baseline|c180-m1|anthropic-small|Skima AI", "prompt": "c180-m1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Skima AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market and enterprise recruiting teams with large candidate databases get the most value from Skima AI"}, {"id": "mai-20260917-1752-baseline|c180-m1|challenger-small|hireEZ", "prompt": "c180-m1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **hireEZ** if your priority is external sourcing plus outreach automation"}, {"id": "mai-20260917-1752-baseline|c180-m1|challenger-small|Pin", "prompt": "c180-m1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pin** is the more practical second choice"}, {"id": "mai-20260917-1752-baseline|c180-m1|challenger-small|Lightcast", "prompt": "c180-m1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest overall market-intelligence option, but it is often more than a mid-market team needs"}, {"id": "mai-20260917-1752-baseline|c180-m1|challenger-small|Eightfold AI", "prompt": "c180-m1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally framed as enterprise-grade and often overkill below larger headcount levels"}, {"id": "mai-20260917-1752-baseline|c180-m1|challenger-small|Beamery", "prompt": "c180-m1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally framed as enterprise-grade and often overkill below larger headcount levels"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Eightfold", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The enterprise suites (Eightfold, Beamery) are typically not worth it for mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Beamery", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The enterprise suites (Eightfold, Beamery) are typically not worth it for mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Findem", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "priced for large orgs with dedicated TA ops teams... Probably overkill for mid-market."}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Draup", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced for large orgs with dedicated TA ops teams... Probably overkill for mid-market."}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Gem", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Gem is the strongest overall pick for most use cases"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|hireEZ", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget is a priority and you need pure sourcing speed → hireEZ"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|SeekOut", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hiring lots of technical/niche roles → SeekOut"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|iCIMS Talent Cloud", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good if you want AI layered onto an existing ATS backbone."}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Pin", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a lighter tool like Pin or Lessie AI ($100–$300/mo with free tiers) to avoid overpaying"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Arya", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Arya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pin / Arya / Lessie | SMB-to-small mid-market, budget-conscious"}, {"id": "mai-20260917-1752-baseline|c180-m1|deepseek-small|Lessie", "prompt": "c180-m1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a lighter tool like Pin or Lessie AI ($100–$300/mo with free tiers)"}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|Eightfold AI", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" talent intelligence platform (TIP) is **not** one of the heavy enterprise-grade market leaders like Eightfold AI, Gloat, or Beamery"}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|Gloat", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are generally a poor fit for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|Beamery", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost between $120,000 and $250,000+ per year, take 6+ months to implement"}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|Gem", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are hiring a high volume of Sales, Marketing, and Account Management roles alongside software developers, **Gem** is your best bet."}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|hireEZ", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gem** and **hireEZ** have the fastest onboarding times and require very little training"}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|SeekOut", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are primarily hiring hard-to-find AI/ML engineers... go with **SeekOut**"}, {"id": "mai-20260917-1752-baseline|c180-m1|google-small|Findem", "prompt": "c180-m1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For:** B2B companies looking for executive/leadership talent based on specific career trajectories"}, {"id": "mai-20260917-1752-baseline|c180-m1|meta-small|Lessie AI", "prompt": "c180-m1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best talent intelligence platform for a mid-market B2B company is Lessie AI"}, {"id": "mai-20260917-1752-baseline|c180-m1|meta-small|Gem", "prompt": "c180-m1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Gem (~$7k/yr)"}, {"id": "mai-20260917-1752-baseline|c180-m1|meta-small|hireEZ", "prompt": "c180-m1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "hireEZ (~$10k+/yr), which are mid-market tools"}, {"id": "mai-20260917-1752-baseline|c180-m1|meta-small|AmazingHiring", "prompt": "c180-m1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AmazingHiring (~$165/mo) is a strong niche pick for technical roles."}, {"id": "mai-20260917-1752-baseline|c180-m1|minimax-small|GoPerfect", "prompt": "c180-m1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**GoPerfect** - Specifically mentioned as best for mid-market companies (50-5,000 employees) in 2026"}, {"id": "mai-20260917-1752-baseline|c180-m1|minimax-small|SeekOut", "prompt": "c180-m1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **SeekOut** or **hireEZ** as they specifically position themselves as talent intelligence platforms"}, {"id": "mai-20260917-1752-baseline|c180-m1|minimax-small|hireEZ", "prompt": "c180-m1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **SeekOut** or **hireEZ**"}, {"id": "mai-20260917-1752-baseline|c180-m1|minimax-small|Eightfold AI", "prompt": "c180-m1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Eightfold AI** - Known for AI-driven talent management"}, {"id": "mai-20260917-1752-baseline|c180-m1|minimax-small|Greenhouse", "prompt": "c180-m1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Greenhouse** is also excellent if you prioritize interviewer training and data-driven hiring"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|Gem", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gem** and **Metaview** are often highlighted as top choices due to their strong feature sets and positive user reviews"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|Metaview", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gem** and **Metaview** are often highlighted as top choices"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|CoRecruit (formerly Quil)", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "CoRecruit (formerly Quil)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-powered recruiting platform designed to streamline the hiring process, especially for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|HireEZ", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers robust sourcing and talent intelligence features, with a focus on data-driven recruitment"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|365Talents", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides talent intelligence for internal mobility and skills management"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|Loxo", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines talent intelligence with AI-driven sourcing and engagement tools"}, {"id": "mai-20260917-1752-baseline|c180-m1|mistral-small|Popp", "prompt": "c180-m1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Popp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on predictive analytics and workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|Gem", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gem** generally hits the sweet spot for this segment."}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|Beamery", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to Avoid in the Mid-Market - **Enterprise suites (Beamery, Phenom, iCIMS AI):**"}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|Phenom", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid in the Mid-Market - **Enterprise suites (Beamery, Phenom, iCIMS AI):**"}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|hireEZ", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **hireEZ** if you already have a solid ATS/CRM and just need a sourcing and outbound engine."}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|SeekOut", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Superior boolean/smart search and diversity analytics."}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|Pin", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts around **$100/month** with a free tier. Good for validating AI sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|Eightfold AI", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "realistically only viable if you have an enterprise budget and dedicated HR ops to implement it"}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|iCIMS AI", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid in the Mid-Market - **Enterprise suites (Beamery, Phenom, iCIMS AI):**"}, {"id": "mai-20260917-1752-baseline|c180-m1|moonshot-small|Lightcast", "prompt": "c180-m1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lightcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mid-market teams usually don't need deep labor-market economics (Lightcast)"}, {"id": "mai-20260917-1752-baseline|c180-m1|openai-small|SeekOut", "prompt": "c180-m1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one platform** for a typical mid-market B2B company, I'd start with **SeekOut** for external talent intelligence and sourcing."}, {"id": "mai-20260917-1752-baseline|c180-m1|openai-small|Eightfold AI", "prompt": "c180-m1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is more focused on **internal mobility and skills architecture**, start with **Eightfold** instead."}, {"id": "mai-20260917-1752-baseline|c180-m1|openai-small|LinkedIn Talent Insights", "prompt": "c180-m1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "especially useful as a market-research layer, but typically not enough by itself for end-to-end talent intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|Gem", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gem edges out as the top pick for most mid-market B2B setups due to balance of features, reviews, and pricing flexibility."}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|hireEZ", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**hireEZ** (Best for AI sourcing at scale)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|Loxo", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Loxo** (Best value all-in-one for agencies/outbound B2B)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|Metaview", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Metaview** (Best for interview-tied intelligence)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|Eightfold", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise heavies like Eightfold/SeekOut ($800+/seat, Fortune 500 focus)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|SeekOut", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise heavies like Eightfold/SeekOut ($800+/seat, Fortune 500 focus)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|Pin", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Alternatives to watch**: Pin ($100/mo, sourcing-focused)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|CoRecruit", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "CoRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CoRecruit (agency notes)"}, {"id": "mai-20260917-1752-baseline|c180-m1|xai-small|365Talents", "prompt": "c180-m1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "365Talents (skills/internal)"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Pin", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** — best all‑in‑one, externally‑focused platform"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Metaview", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Metaview** offers a strong free‑tier entry point."}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|SeekOut", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SeekOut** is a solid choice despite higher seat costs."}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Andela", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Andela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Andela / Gem / 365Talents / Loxo / Popp"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Gem", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Andela / Gem / 365Talents / Loxo / Popp"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|365Talents", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Andela / Gem / 365Talents / Loxo / Popp"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Loxo", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Andela / Gem / 365Talents / Loxo / Popp"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Popp", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Popp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Andela / Gem / 365Talents / Loxo / Popp"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|iCIMS Talent Cloud", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**iCIMS Talent Cloud** provides a familiar backbone with incremental AI sourcing."}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Phenom", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "pricing is enterprise‑heavy (~$10K+/mo)"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Beamery", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Custom; averages ~$220K/yr."}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Eightfold AI", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "expect enterprise‑scale commitments (quote‑based)"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Gloat", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "note: limited external sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Visier", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Visier / Draup | Workforce intelligence and planning"}, {"id": "mai-20260917-1752-baseline|c180-m1|zai-small|Draup", "prompt": "c180-m1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Visier / Draup | Workforce intelligence and planning"}, {"id": "mai-20260917-1752-baseline|c180-m2|alibaba-small|Eightfold AI", "prompt": "c180-m2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** offers the best dual capability in hiring and mobility within a single talent intelligence framework."}, {"id": "mai-20260917-1752-baseline|c180-m2|alibaba-small|Gloat", "prompt": "c180-m2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Internal Mobility & Retention ... **Caveat:** Gloat is less about external sourcing/recruiting workflows."}, {"id": "mai-20260917-1752-baseline|c180-m2|alibaba-small|Engagedly", "prompt": "c180-m2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One HR Tech Platform ... combines all these into one AI-driven platform"}, {"id": "mai-20260917-1752-baseline|c180-m2|alibaba-small|Pin", "prompt": "c180-m2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for External Sourcing & Recruitment Efficiency ... Pin is a powerful sourcing tool."}, {"id": "mai-20260917-1752-baseline|c180-m2|anthropic-small|Eightfold", "prompt": "c180-m2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: \nEightfold, which sits in the talent-intelligence lane for sourcing, matching, and internal mobility"}, {"id": "mai-20260917-1752-baseline|c180-m2|anthropic-small|Engagedly", "prompt": "c180-m2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternatives:** 1. **Engagedly** - Included among the best talent mobility software in 2026"}, {"id": "mai-20260917-1752-baseline|c180-m2|anthropic-small|Fuel50", "prompt": "c180-m2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is particularly strong if internal mobility is a priority."}, {"id": "mai-20260917-1752-baseline|c180-m2|anthropic-small|Phenom", "prompt": "c180-m2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Among the best talent mobility software in 2026, with strong capabilities in AI-driven career pathing"}, {"id": "mai-20260917-1752-baseline|c180-m2|challenger-small|Eightfold AI", "prompt": "c180-m2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-m2|challenger-small|SeekOut", "prompt": "c180-m2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if budget, complexity, or implementation speed matter more than mobility, pick **SeekOut** instead"}, {"id": "mai-20260917-1752-baseline|c180-m2|challenger-small|Workable", "prompt": "c180-m2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Workable or Greenhouse + point tools if you want a more mid-market-friendly ATS-first setup"}, {"id": "mai-20260917-1752-baseline|c180-m2|challenger-small|Greenhouse", "prompt": "c180-m2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workable or Greenhouse + point tools if you want a more mid-market-friendly ATS-first setup"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Fuel50", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fuel50** is your sweet spot"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Phenom", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Phenom** is a strong full-lifecycle alternative"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Eightfold AI", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for large enterprises... potentially overkill for your needs"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Gloat", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "built for large enterprises... potentially overkill for your needs"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Beamery", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "built for large enterprises... potentially overkill for your needs"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Lever", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hiring**: **Lever** or **Greenhouse** – both are excellent ATS platforms for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|Greenhouse", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lever** or **Greenhouse** – both are excellent ATS platforms for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c180-m2|deepseek-small|LinkedIn Talent Insights", "prompt": "c180-m2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No native labor-market intelligence layer (you’d need LinkedIn Talent Insights for that, if at all)"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|Eightfold AI", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|Gloat", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|Nestor", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Nestor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Nestor (Best for Skills-Driven Mobility, Performance, & Retention) ... is an outstanding mid-market solution"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|SeekOut", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut is highly recommended"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|Engagedly", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Engagedly is a top-tier choice designed specifically for the mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|SAP SuccessFactors", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "much faster to implement than Gloat or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c180-m2|google-small|Phenom", "prompt": "c180-m2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Phenom's Intelligent Talent Experience is the most cohesive end-to-end option"}, {"id": "mai-20260917-1752-baseline|c180-m2|meta-small|Eightfold AI", "prompt": "c180-m2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Eightfold AI: Known for its AI-driven matching across hiring, internal mobility, and workforce planning."}, {"id": "mai-20260917-1752-baseline|c180-m2|meta-small|SeekOut", "prompt": "c180-m2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SeekOut: Offers workforce analytics and specialized sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m2|meta-small|Reejig", "prompt": "c180-m2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Reejig: Provides workforce redeployment and ethical AI for enterprises"}, {"id": "mai-20260917-1752-baseline|c180-m2|meta-small|Gloat", "prompt": "c180-m2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gloat: Offers internal talent marketplaces for large enterprises"}, {"id": "mai-20260917-1752-baseline|c180-m2|meta-small|365Talents", "prompt": "c180-m2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "365Talents: Best for internal mobility and skills intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m2|meta-small|Asymbl", "prompt": "c180-m2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Asymbl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Asymbl: Offers Salesforce-based talent relationship management"}, {"id": "mai-20260917-1752-baseline|c180-m2|minimax-small|Phenom", "prompt": "c180-m2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Phenom** as a top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c180-m2|minimax-small|Eightfold AI", "prompt": "c180-m2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Phenom** or **Eightfold**. Both offer"}, {"id": "mai-20260917-1752-baseline|c180-m2|minimax-small|Beamery", "prompt": "c180-m2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies wanting both external hiring + internal mobility | Unified talent data layer"}, {"id": "mai-20260917-1752-baseline|c180-m2|minimax-small|Gloat", "prompt": "c180-m2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Internal talent marketplace focus | Skills-based matching to projects & roles"}, {"id": "mai-20260917-1752-baseline|c180-m2|minimax-small|365Talents", "prompt": "c180-m2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Skills intelligence + internal mobility | Excellent for workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|GoPerfect", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoPerfect** and **Ashby** are the most balanced choices, offering AI-powered hiring and internal talent mobility in a single platform"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Recruit", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Recruit, Breezy HR, and Manatal are highlighted as top choices for mid-sized companies in 2026"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Breezy HR", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Recruit, Breezy HR, and Manatal are highlighted as top choices for mid-sized companies in 2026"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Manatal", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recruit, Breezy HR, and Manatal are highlighted as top choices for mid-sized companies in 2026"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Ashby", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**GoPerfect** and **Ashby** are the most balanced choices"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Lever", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are GoPerfect, Ashby, Lever, Greenhouse, hireEZ, SeekOut, Fetcher, Zoho Recruit, Breezy HR, and Manatal"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Greenhouse", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GoPerfect, Ashby, Lever, Greenhouse, hireEZ, SeekOut, Fetcher, Zoho Recruit"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Fetcher", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fetcher, Zoho Recruit, Breezy HR, and Manatal"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|Zoho Recruit", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fetcher, Zoho Recruit, Breezy HR, and Manatal"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|SeekOut", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**SeekOut** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c180-m2|mistral-small|hireEZ", "prompt": "c180-m2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For companies with a strong need to engage passive candidates, **hireEZ** is worth considering"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Workable", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Workable**"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|hireEZ", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for outbound sourcing with AI-powered sequences"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Ashby", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent analytics and workflow automation for data-driven teams"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Fuel50", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More affordable than Gloat/Eightfold for mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|365Talents", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More affordable than Gloat/Eightfold for mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Degreed", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want learning + mobility combined"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Manatal", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Most affordable full-featured ATS with AI"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Zoho Recruit", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good if you're already in the Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Eightfold AI", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid: **Enterprise-only platforms** like **Eightfold AI** ... likely **overkill and overpriced**"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Gloat", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "overkill and overpriced for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Beamery", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "overkill and overpriced for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c180-m2|moonshot-small|Phenom", "prompt": "c180-m2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "overkill and overpriced for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c180-m2|openai-small|Eightfold AI", "prompt": "c180-m2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-m2|openai-small|Greenhouse", "prompt": "c180-m2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenhouse or iCIMS** if your main need is a more traditional recruiting suite"}, {"id": "mai-20260917-1752-baseline|c180-m2|openai-small|iCIMS", "prompt": "c180-m2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse or iCIMS** if your main need is a more traditional recruiting suite"}, {"id": "mai-20260917-1752-baseline|c180-m2|openai-small|Phenom", "prompt": "c180-m2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Phenom** if your focus is more on candidate experience and employee experience"}, {"id": "mai-20260917-1752-baseline|c180-m2|openai-small|Workable", "prompt": "c180-m2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lighter-weight and easier to roll out, but it may be less ambitious for deep internal mobility than Eightfold"}, {"id": "mai-20260917-1752-baseline|c180-m2|xai-small|hireEZ", "prompt": "c180-m2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "hireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **hireEZ** as the top AI talent platform for both hiring (external sourcing/screening) and internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-m2|xai-small|Workable", "prompt": "c180-m2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workable** (if you want an all-in-one ATS): Affordable (~$299/mo base), AI sourcing from 400M+ profiles"}, {"id": "mai-20260917-1752-baseline|c180-m2|xai-small|Greenhouse", "prompt": "c180-m2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** (structured hiring focus): Solid AI screening/analytics, mid-market pricing... but lighter on mobility."}, {"id": "mai-20260917-1752-baseline|c180-m2|xai-small|Eightfold", "prompt": "c180-m2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for your size**: Eightfold/Phenom/Gloat\\u2014enterprise-heavy, pricey ($100K+), complex setups"}, {"id": "mai-20260917-1752-baseline|c180-m2|xai-small|Phenom", "prompt": "c180-m2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for your size**: Eightfold/Phenom/Gloat\\u2014enterprise-heavy, pricey ($100K+)"}, {"id": "mai-20260917-1752-baseline|c180-m2|xai-small|Gloat", "prompt": "c180-m2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for your size**: Eightfold/Phenom/Gloat\\u2014enterprise-heavy, pricey ($100K+)"}, {"id": "mai-20260917-1752-baseline|c180-m2|zai-small|Fuel50", "prompt": "c180-m2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for a mid‑sized B2B company looking for both external hiring and internal mobility is Fuel50."}, {"id": "mai-20260917-1752-baseline|c180-m2|zai-small|Workable", "prompt": "c180-m2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Workable (AI ATS + HRIS)"}, {"id": "mai-20260917-1752-baseline|c180-m2|zai-small|iMocha", "prompt": "c180-m2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: iMocha (AI‑Powered Skills Profiles + Internal Mobility)"}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|SeekOut", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you struggle to find engineers or scientists:** Go with **SeekOut** or **Arya**."}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need to know *who* your competitors are hiring:** Use **LinkedIn Talent Insights**."}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Arya by Leoforce", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Arya by Leoforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** High-volume outbound recruiting without upfront software costs."}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Eightfold AI", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want to reduce turnover by promoting internally:** Look at **Eightfold**"}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Fuel50", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong focus on connecting employees to internal opportunities"}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Beamery", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** Enterprise talent CRM and lifecycle management."}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Pin", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you want one tool to do everything (search, email, schedule):** Try **Pin**."}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Reejig", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strong emphasis on \"redployment\" ... and fair, ethical AI for internal mobility"}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Loxo", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A consolidator platform that brings together various sourcing data sources into one inbox/workflow."}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Metaview", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Recently emerged with a focus on linking interview intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m3|alibaba-small|Lightcast (formerly Emsi Burning Glass)", "prompt": "c180-m3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast (formerly Emsi Burning Glass)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "More focused on macro labor market trends and economic data than individual candidate sourcing."}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Skima AI", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Skima AI (best for AI-powered talent matching and talent rediscovery)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Eightfold AI", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eightfold is best for large enterprises that want AI-driven talent intelligence for recruiting, workforce planning, internal mobility"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|SeekOut", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SeekOut (best for AI sourcing and diversity hiring)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|hireEZ", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "hireEZ (best for candidate sourcing and engagement)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Beamery", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Beamery (best for talent lifecycle management)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Juicebox", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Juicebox (best for AI-powered outbound sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Gem", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gem (best for recruiting CRM and pipeline analytics)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Reejig", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Reejig (best for internal mobility and workforce planning)"}, {"id": "mai-20260917-1752-baseline|c180-m3|anthropic-small|Pin", "prompt": "c180-m3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "platforms like Pin offering 850 million+ multi-source profiles and an 83% candidate acceptance rate"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Eightfold AI", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Skills-based matching across hiring, internal mobility, and workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|SeekOut", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep external sourcing plus diversity and technical talent search"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Labor-market benchmarking from LinkedIn data"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Beamery", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Talent CRM plus skills-based workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Gloat", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Internal talent marketplace and mobility"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Findem", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Attribute-based talent discovery"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Phenom", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Talent experience platform with workforce intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Visier", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "People analytics and workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Draup", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workforce and labor-market intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Metaview", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Interview intelligence and AI recruiting signal capture"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|hireEZ", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI sourcing and candidate search layer"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Pin", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SeekOut, Findem, hireEZ, Pin, Lessie AI focus on finding candidates in external talent pools"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Lessie AI", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lessie AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SeekOut, Findem, hireEZ, Pin, Lessie AI focus on finding candidates in external talent pools"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Workday Skills Cloud", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Eightfold, Gloat, Beamery, Workday Skills Cloud emphasize matching current employees to roles"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Lightcast", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "LinkedIn Talent Insights, Draup, Lightcast are used to understand talent supply"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|One Model", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Visier, One Model, ChartHop, Crunchr are broader HR analytics tools"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|ChartHop", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Visier, One Model, ChartHop, Crunchr are broader HR analytics tools"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Crunchr", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Visier, One Model, ChartHop, Crunchr are broader HR analytics tools"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|Gem", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Metaview, Gem, CoRecruit focus more on capturing recruiter and interview signal"}, {"id": "mai-20260917-1752-baseline|c180-m3|challenger-small|CoRecruit", "prompt": "c180-m3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "CoRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Metaview, Gem, CoRecruit focus more on capturing recruiter and interview signal"}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Eightfold AI", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest AI skill-inference and candidate-to-role matching engine, extending into reskilling & internal mobility — the classic \"talent intelligence\" pitch"}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Beamery", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beamery leads on strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Phenom", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, 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850M+ profiles, ~$100/month"}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Loxo", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Outbound recruiting + market intelligence, aimed at agencies"}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Lightcast", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "The leading labor-market data provider (job posting analytics, skills supply/demand)."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|TalentNeuron", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "TalentNeuron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Labor market and workforce planning data."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Draup", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Sales/recruiting intelligence on talent pools."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Benchmarking and workforce composition data."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Metaview", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "AI interview notes, transcription, and recruiting signal tied to the interview layer"}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|CoRecruit", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "CoRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "AI interview notes + ATS sync for agencies."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|365Talents", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Internal skills mapping, redeployment, talent marketplaces, and ethical AI."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Reejig", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Internal skills mapping, redeployment, talent marketplaces, and ethical AI."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Noon", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Candidate-level AI matching for recruiting teams."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|Workday Skills Cloud", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "The HCM giants that embed talent intelligence as a feature inside their broader HR suites."}, {"id": "mai-20260917-1752-baseline|c180-m3|deepseek-small|SAP SuccessFactors", "prompt": "c180-m3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "The HCM giants that embed talent intelligence as a feature inside their broader HR suites."}, {"id": "mai-20260917-1752-baseline|c180-m3|google-small|Eightfold AI", "prompt": "c180-m3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold AI: The Full-Lifecycle Enterprise Standard ... 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"pos": 4, "ev": "Findem: The Attribute-Based Search Innovator"}, {"id": "mai-20260917-1752-baseline|c180-m3|google-small|Beamery", "prompt": "c180-m3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Beamery: The Enterprise Talent CRM & Skills Engine"}, {"id": "mai-20260917-1752-baseline|c180-m3|google-small|Reejig", "prompt": "c180-m3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look at **Gloat** or **Reejig**"}, {"id": "mai-20260917-1752-baseline|c180-m3|meta-small|Metaview", "prompt": "c180-m3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Metaview is best for 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"Interview intelligence + AI sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|SeekOut", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workforce analytics + specialized sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|Gem", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sourcing, sequencing, analytics"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|Loxo", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Outbound recruiting + market intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|HireEZ", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI sourcing layer"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|365Talents", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Skills mapping + internal talent marketplaces"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|Pin", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "External sourcing + outreach"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|Reejig", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workforce redeployment + ethical AI"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|Crunchr", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "People analytics + HR reporting"}, {"id": "mai-20260917-1752-baseline|c180-m3|minimax-small|CoRecruit", "prompt": "c180-m3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "CoRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "vs. agencies/smaller teams (Loxo, CoRecruit)"}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|Eightfold AI", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises needing AI-driven matching across hiring, internal mobility, and workforce planning."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|SeekOut", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Sourcing-heavy teams, especially for cleared, diverse, and technical talent."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|Metaview", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unique focus on interview intelligence and recruiter productivity."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|Gem", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Emphasizes outbound recruiting and candidate pipeline management."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|Loxo", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Designed for agencies, offering a consolidated workflow and market insights."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|Pin", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines sourcing and outreach, with a large multi-source database."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|365Talents", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on internal talent development and redeployment."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leverages LinkedIn's unmatched dataset for market and competitor insights."}, {"id": "mai-20260917-1752-baseline|c180-m3|mistral-small|Reejig", "prompt": "c180-m3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Reejig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Eightfold and Reejig target large enterprises"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|Lightcast", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lightcast** | Deepest job postings history (20+ years), normalized labor market analytics"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|TalentNeuron", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "TalentNeuron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**TalentNeuron** | AI-powered demand forecasting, automation impact analysis, scenario modeling"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|Draup", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Draup** | Global talent pool mapping, cost benchmarking, skills shifting analysis"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-time data from 900M+ profiles, company benchmarking"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|Eightfold AI", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deep-learning skills inference, matches on capability not just titles"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|Beamery", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talent lifecycle CRM with skills graph, AI-powered candidate engagement"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|Gloat", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Internal talent marketplace, skills-based mobility"}, {"id": "mai-20260917-1752-baseline|c180-m3|moonshot-small|HiredScore", "prompt": "c180-m3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI orchestration within Workday 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null, "weight": 2, "pos": 2, "ev": "If you need **skills visibility for workforce planning**, **Beamery** is a strong fit."}, {"id": "mai-20260917-1752-baseline|c180-m3|openai-small|SeekOut", "prompt": "c180-m3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your pain point is **finding passive candidates faster**, **SeekOut** is a good fit."}, {"id": "mai-20260917-1752-baseline|c180-m3|openai-small|Phenom", "prompt": "c180-m3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you care most about **candidate/employee experience and automation**, **Phenom** stands out."}, {"id": "mai-20260917-1752-baseline|c180-m3|openai-small|Gloat", "prompt": "c180-m3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want an **internal talent marketplace**, **Gloat** is the classic option."}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Eightfold AI", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise talent management & workforce planning ... 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Strong for hard-to-find talent beyond LinkedIn"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|HireEZ", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "recruiters pick HireEZ/Gem"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Gem", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "recruiters pick HireEZ/Gem"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Beamery", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unifies CRM, skills intel, nurture; strong for pipelines/experience"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Metaview", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Interview intelligence & recruiting signals"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Pin", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: **Pin** (affordable all-in-one sourcing, $100/mo)"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Findem", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Findem** (attribute-based search, 1.5B profiles)"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Phenom/Gloat", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom/Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Phenom/Gloat** (experience/mobility)"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Loxo", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Loxo** (agencies)"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "market intel (add-ons like LinkedIn Talent Insights or Lightcast)"}, {"id": "mai-20260917-1752-baseline|c180-m3|xai-small|Lightcast", "prompt": "c180-m3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "add-ons like LinkedIn Talent Insights or Lightcast"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Lightcast", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Labor-market analytics (supply, demand, pay, skills, location) | Companies needing deep macro-market intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|TalentNeuron", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "TalentNeuron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Labor-market insights (skills, demand, pay)"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Draup", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Draup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Draup emphasizes AI-driven skill inference"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|LinkedIn Talent Insights", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Labor-market analytics based on LinkedIn data"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Eightfold AI", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skills 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"c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "JobsPi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Raw posting data layer"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Metaview", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Interview intelligence + AI sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Pin", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Sourcing, outreach, scheduling in one workflow"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Loxo", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Outbound recruiting + AI sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Fuel50", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Workforce redeployment + skills-gap reporting"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Sapia.ai", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Sapia.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "High-volume hiring with measured signals"}, {"id": "mai-20260917-1752-baseline|c180-m3|zai-small|Arya by Leoforce", "prompt": "c180-m3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Arya by Leoforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "AI-driven sourcing & matching"}, {"id": "mai-20260917-1752-baseline|c180-m4|alibaba-small|Lessie AI", "prompt": "c180-m4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the primary constraint, Lessie AI offers the lowest barrier to entry among serious platforms."}, {"id": "mai-20260917-1752-baseline|c180-m4|alibaba-small|Pin", "prompt": "c180-m4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pin is often cited as the most cost-effective \"full-platform\" alternative to expensive enterprise software"}, {"id": "mai-20260917-1752-baseline|c180-m4|alibaba-small|Metaview", "prompt": "c180-m4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Freemium\" / Niche Option: **Metaview**"}, {"id": "mai-20260917-1752-baseline|c180-m4|alibaba-small|Eightfold", "prompt": "c180-m4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Enterprise Tools** (like Eightfold or LinkedIn Talent Solutions) unless you are ready to commit to $25,000+ annual contracts"}, {"id": "mai-20260917-1752-baseline|c180-m4|alibaba-small|LinkedIn Talent Solutions", "prompt": "c180-m4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Enterprise Tools** (like Eightfold or LinkedIn Talent Solutions) unless you are ready to commit to $25,000+ annual contracts"}, {"id": "mai-20260917-1752-baseline|c180-m4|alibaba-small|LinkedIn Recruiter", "prompt": "c180-m4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "most cost-effective \"full-platform\" alternative to expensive enterprise software like LinkedIn Recruiter"}, {"id": "mai-20260917-1752-baseline|c180-m4|anthropic-small|Pin", "prompt": "c180-m4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** is highlighted as the best talent intelligence platform for recruiters, starting at $100/mo with a free tier"}, {"id": "mai-20260917-1752-baseline|c180-m4|anthropic-small|GoPerfect", "prompt": "c180-m4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoPerfect** is noted as a clear winner if you need to find passive talent and screen applicants autonomously"}, {"id": "mai-20260917-1752-baseline|c180-m4|anthropic-small|Eightfold AI", "prompt": "c180-m4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid enterprise platforms like: Eightfold AI, which is built for enterprise teams with large budgets"}, {"id": "mai-20260917-1752-baseline|c180-m4|anthropic-small|Beamery", "prompt": "c180-m4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Beamery, with average annual contracts around $220,000... make it impractical for recruiting agencies or mid-market teams"}, {"id": "mai-20260917-1752-baseline|c180-m4|challenger-small|Pin", "prompt": "c180-m4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is **Pin** if you want a dedicated talent intelligence platform with a free tier and published low starting price"}, {"id": "mai-20260917-1752-baseline|c180-m4|challenger-small|Lessie AI", "prompt": "c180-m4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lessie AI** is a good budget-friendly option for small and mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c180-m4|challenger-small|Gem", "prompt": "c180-m4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gem** can also be a cost-conscious choice for smaller teams"}, {"id": "mai-20260917-1752-baseline|c180-m4|challenger-small|Loxo", "prompt": "c180-m4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Loxo** is worth considering because it bundles sourcing, ATS, CRM, outreach, and tracking"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Metaview", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Metaview** — Best overall for low cost"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Pin", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Pin** if your priority is external candidate sourcing and outreach at a flat $100/month"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Lessie AI", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value for fast, action-oriented sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Gem", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget entry point if you need a CRM workflow"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Eightfold", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid on a tight budget ... (Eightfold, Beamery, Phenom, iCIMS, Workday) require six-figure annual commitments"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Beamery", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Beamery averages ~$220K/yr"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Phenom", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Phenom from ~$10K/month"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|iCIMS", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "iCIMS $250K–750K+ over three years"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Workday", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid on a tight budget"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|hireEZ", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "runs ~$169–494/month per recruiter ... which is reasonable but not the cheapest"}, {"id": "mai-20260917-1752-baseline|c180-m4|deepseek-small|Tiny Team", "prompt": "c180-m4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Tiny Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "also look at **Tiny Team** ($79/month flat after a free tier), though it's more of an all-in-one HR/talent tool"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Eightfold AI", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade Talent Intelligence Platforms (such as Eightfold AI, Phenom, or Beamery) are likely out of reach"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Phenom", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Eightfold AI, Phenom, or Beamery) are likely out of reach"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Beamery", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Eightfold AI, Phenom, or Beamery) are likely out of reach"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Pin", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pin is widely regarded as one of the most accessible and cost-effective AI recruitment platforms on the market."}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Juicebox (PeopleGPT)", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Juicebox (built on the PeopleGPT engine) is an excellent choice"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|LinkedIn Recruiter Corporate", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "rival LinkedIn Recruiter Corporate, but at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Loxo", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want to completely eliminate your software overlap, Loxo is a top contender."}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Greenhouse", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "far cheaper than running Greenhouse + LinkedIn Recruiter + an outreach tool"}, {"id": "mai-20260917-1752-baseline|c180-m4|google-small|Metaview", "prompt": "c180-m4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Metaview provides \"interview intelligence\""}, {"id": "mai-20260917-1752-baseline|c180-m4|meta-small|Lessie AI", "prompt": "c180-m4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best talent intelligence platform for a company with a limited budget is Lessie AI, which is free to start"}, {"id": "mai-20260917-1752-baseline|c180-m4|meta-small|Metaview", "prompt": "c180-m4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Metaview and Wrangle."}, {"id": "mai-20260917-1752-baseline|c180-m4|meta-small|Wrangle", "prompt": "c180-m4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Metaview and Wrangle."}, {"id": "mai-20260917-1752-baseline|c180-m4|minimax-small|Lessie AI", "prompt": "c180-m4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lessie AI** (Best Overall Value)"}, {"id": "mai-20260917-1752-baseline|c180-m4|minimax-small|Loxo", "prompt": "c180-m4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Loxo** if you need robust all-in-one functionality at a reasonable price point"}, {"id": "mai-20260917-1752-baseline|c180-m4|minimax-small|AmazingHiring", "prompt": "c180-m4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong niche for technical roles"}, {"id": "mai-20260917-1752-baseline|c180-m4|minimax-small|hireEZ", "prompt": "c180-m4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More affordable option for small businesses"}, {"id": "mai-20260917-1752-baseline|c180-m4|minimax-small|Eightfold", "prompt": "c180-m4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid Enterprise platforms like **Eightfold** and **Beamery** are typically overkill and out of budget"}, {"id": "mai-20260917-1752-baseline|c180-m4|minimax-small|Beamery", "prompt": "c180-m4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid Enterprise platforms like **Eightfold** and **Beamery** are typically overkill and out of budget"}, {"id": "mai-20260917-1752-baseline|c180-m4|mistral-small|Metaview", "prompt": "c180-m4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a free tier with a work email... making it ideal for smaller teams"}, {"id": "mai-20260917-1752-baseline|c180-m4|mistral-small|Pin", "prompt": "c180-m4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Metaview\\u2019s free tier** and **Pin\\u2019s $100/month plan** are the most accessible options"}, {"id": "mai-20260917-1752-baseline|c180-m4|mistral-small|Arya by Leoforce", "prompt": "c180-m4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Arya by Leoforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing ranges from $100\\u2013$599 per job, which can be cost-effective for targeted hiring needs."}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Lessie AI", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the **tightest budgets**: Start with **Lessie AI** (free tier)"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Pin", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **best overall value**: **Pin** at $100/month offers robust features comparable to platforms costing 10-50x more."}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Gem", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gem** (if under 30 employees)... Free tier has limitations; paid version jumps significantly in price"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Wrangle", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wrangle** — Mid-Range Option ... $199/month with free trial"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Loxo", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Loxo** — All-in-One for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Beamery", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **Enterprise suites** like Beamery (~$220K/year)"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Phenom", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... Phenom (~$10K/month)"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|Eightfold", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid ... Eightfold (~$25K+/year)"}, {"id": "mai-20260917-1752-baseline|c180-m4|moonshot-small|iCIMS", "prompt": "c180-m4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "iCIMS (up to $750K over 3 years) are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c180-m4|openai-small|Loxo", "prompt": "c180-m4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Loxo** or **Jobin.cloud**"}, {"id": "mai-20260917-1752-baseline|c180-m4|openai-small|Jobin.cloud", "prompt": "c180-m4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Jobin.cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tightest budget:** **Jobin.cloud**"}, {"id": "mai-20260917-1752-baseline|c180-m4|openai-small|Gem", "prompt": "c180-m4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gem** starts at **$135/month**"}, {"id": "mai-20260917-1752-baseline|c180-m4|openai-small|HireEZ", "prompt": "c180-m4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**HireEZ** and **365Talents** require contacting sales"}, {"id": "mai-20260917-1752-baseline|c180-m4|openai-small|365Talents", "prompt": "c180-m4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**HireEZ** and **365Talents** require contacting sales"}, {"id": "mai-20260917-1752-baseline|c180-m4|xai-small|Pin", "prompt": "c180-m4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin (Top Pick for Most SMBs – External Sourcing & Outreach)"}, {"id": "mai-20260917-1752-baseline|c180-m4|xai-small|Lessie AI", "prompt": "c180-m4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lessie AI (Cheapest Paid Option – Quick People Search)"}, {"id": "mai-20260917-1752-baseline|c180-m4|xai-small|Metaview", "prompt": "c180-m4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Metaview (Best Free for Interview Intelligence + Basic Sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-m4|xai-small|Loxo", "prompt": "c180-m4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Loxo (Honorable) | Limited/solo only (now trial-like) | $149/mo ... All-in-one (less budget)"}, {"id": "mai-20260917-1752-baseline|c180-m4|xai-small|Manatal", "prompt": "c180-m4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Manatal (ATS Alternative) | Trial | $15/user/mo ... Basic ATS, not pure TI"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Lessie AI", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lessie AI** is the best overall talent‑intelligence platform right now"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Metaview", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for interview intelligence:** Metaview"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Pin", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pin at $100/month with free tier"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Gem", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gem has a free tier for teams <30"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Wrangle", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wrangle at $199/month with trial"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|100Hires", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "100Hires starts at $49/month with trial"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Recruit CRM", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for pipeline management, less about deep candidate intelligence"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Wellfound", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wellfound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Community‑driven; no full‑featured sourcing or outreach automation"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Fathom", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Solo recruiters or freelancers** → Metaview (free plan), Fathom"}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Eightfold", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Eightfold, Beamery, iCIMS, Phenom are excellent but typically cost **$10K–$220K/year** ... They’re not practical for small teams."}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Beamery", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "typically cost **$10K–$220K/year** ... They’re not practical for small teams."}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|iCIMS", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "typically cost **$10K–$220K/year** ... They’re not practical for small teams."}, {"id": "mai-20260917-1752-baseline|c180-m4|zai-small|Phenom", "prompt": "c180-m4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "typically cost **$10K–$220K/year** ... They’re not practical for small teams."}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|SeekOut", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SeekOut/Findem (external sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Findem", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SeekOut/Findem (external sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Pin", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "finding new candidates (SeekOut, Findem, Pin)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|LinkedIn Talent Insights", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LinkedIn Talent Insights (benchmarking)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Gloat", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gloat (internal mobility)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Workday Skills Cloud", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "matching current employees to roles/projects (Gloat, Workday Skills Cloud)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Beamery", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Beamery (talent CRM + skills graph)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Eightfold", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Eightfold (full-stack workforce intelligence)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|Phenom", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "unify TA + talent management (Beamery, Eightfold, Phenom, iCIMS)"}, {"id": "mai-20260917-1752-baseline|c180-m5|deepseek-small|iCIMS", "prompt": "c180-m5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "unify TA + talent management (Beamery, Eightfold, Phenom, iCIMS)"}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|SeekOut", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "focus your evaluation on **sourcing-first TI platforms** (e.g., Gem, SeekOut, or hireEZ)"}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Gem", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "focus your evaluation on **sourcing-first TI platforms** (e.g., Gem, SeekOut, or hireEZ)"}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|hireEZ", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "hireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "focus your evaluation on **sourcing-first TI platforms** (e.g., Gem, SeekOut, or hireEZ)"}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Findem", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Key players:* SeekOut, Gem, hireEZ, Findem, Noon AI."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Noon AI", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Noon AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Key players:* SeekOut, Gem, hireEZ, Findem, Noon AI."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Gloat", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Key players:* Gloat, SkyHive, TechWolf."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|SkyHive", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Key players:* Gloat, SkyHive, TechWolf."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|TechWolf", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "TechWolf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Key players:* Gloat, SkyHive, TechWolf."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Lightcast", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "*Key players:* Lightcast, Horsefly."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Horsefly", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Horsefly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "*Key players:* Lightcast, Horsefly."}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Eightfold", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Many enterprise platforms (like Eightfold or Beamery) rely on deep, historical internal data"}, {"id": "mai-20260917-1752-baseline|c180-m5|google-small|Beamery", "prompt": "c180-m5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Many enterprise platforms (like Eightfold or Beamery) rely on deep, historical internal data"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|SeekOut", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SeekOut** | Enterprise-grade talent intelligence, strong analytics | Higher price point, enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|Gem", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Gem** | ATS-integrated sourcing & engagement | Mid-tier, scales with seats"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|HireEZ", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HireEZ** | AI-powered outbound sourcing | Competitive pricing for mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|Metaview", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Metaview** | Interview intelligence & onboarding | Often smaller teams"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|Loxo", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Loxo** | Full-cycle recruiting + AI sourcing | Mid-market"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|Andela", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Andela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Andela** | Global talent sourcing (also does contractor placement)"}, {"id": "mai-20260917-1752-baseline|c180-m5|minimax-small|365Talents", "prompt": "c180-m5", "model": "minimax-small", "cat": "talent-intelligence", "variant": "scale", "raw": "365Talents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**365Talents** | Skills intelligence & internal mobility | Growing mid-market appeal"}, {"id": "mai-20260917-1752-baseline|c180-m5|xai-small|Eightfold AI", "prompt": "c180-m5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 4-6 vendors: Eightfold AI (full lifecycle), Gloat (internal mobility), Beamery/Phenom (CRM-focused), Findem (sourcing)."}, {"id": "mai-20260917-1752-baseline|c180-m5|xai-small|Gloat", "prompt": "c180-m5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gloat (internal mobility)"}, {"id": "mai-20260917-1752-baseline|c180-m5|xai-small|Beamery", "prompt": "c180-m5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beamery/Phenom (CRM-focused)"}, {"id": "mai-20260917-1752-baseline|c180-m5|xai-small|Phenom", "prompt": "c180-m5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beamery/Phenom (CRM-focused)"}, {"id": "mai-20260917-1752-baseline|c180-m5|xai-small|Findem", "prompt": "c180-m5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Findem (sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Gloat", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious of platforms designed strictly for internal mobility... Platforms like **Gloat** and **Workday Skills Cloud**"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Workday Skills Cloud", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like **Gloat** and **Workday Skills Cloud** excel at mapping internal career paths... little to no capability in identifying or sourcing candidates from the open market."}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Eightfold AI", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "customers of **Eightfold AI** have noted that integration into specific ATS environments can be brittle, requiring constant IT intervention"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Loxo", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Loxo** has faced criticism where users found the interview process features underdeveloped and unintuitive"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Draup", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Draup** reviews note a heavy reliance on external consultants for proper adoption, which adds to the total cost of ownership"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|LinkedIn Recruiter", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stick to specialized databases like **LinkedIn Recruiter**, **Gem**, or **HireEZ** if you only need volume-based sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Gem", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stick to specialized databases like **LinkedIn Recruiter**, **Gem**, or **HireEZ**"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|HireEZ", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to specialized databases like **LinkedIn Recruiter**, **Gem**, or **HireEZ** if you only need volume-based sourcing"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Beamery", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Before signing a contract with any provider (e.g., **Beamery**, **SeekOut**, **Coresight**), ask yourself"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|SeekOut", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Before signing a contract with any provider (e.g., **Beamery**, **SeekOut**, **Coresight**)"}, {"id": "mai-20260917-1752-baseline|c180-m6|alibaba-small|Coresight", "prompt": "c180-m6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Coresight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Before signing a contract with any provider (e.g., **Beamery**, **SeekOut**, **Coresight**)"}, {"id": "mai-20260917-1752-baseline|c180-m6|anthropic-small|Eightfold AI", "prompt": "c180-m6", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Organizations with strong privacy regimes or in regulated industries where opaque AI matching produces compliance friction should be aware this platform is weaker for those use cases."}, {"id": "mai-20260917-1752-baseline|c180-m6|anthropic-small|Entelo", "prompt": "c180-m6", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Entelo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users find Entelo's platform not very customizable for hiring needs."}, {"id": "mai-20260917-1752-baseline|c180-m6|anthropic-small|Reejig", "prompt": "c180-m6", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Reejig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Issues with LinkedIn integration suggest that Reejig needs to improve collaboration."}, {"id": "mai-20260917-1752-baseline|c180-m6|challenger-small|Gloat", "prompt": "c180-m6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gloat and Workday Skills Cloud are described as strong for internal mobility but with **zero external sourcing capability**, so they are poor choices if your main goal is filling open requisitions"}, {"id": "mai-20260917-1752-baseline|c180-m6|challenger-small|Workday Skills Cloud", "prompt": "c180-m6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong for internal mobility but with **zero external sourcing capability**, so they are poor choices if your main goal is filling open requisitions from the market"}, {"id": "mai-20260917-1752-baseline|c180-m6|deepseek-small|Eightfold AI", "prompt": "c180-m6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This is the platform with the most serious, current concerns. Multiple class-action lawsuits ... allege ... Secretly scrapes data on over a billion workers"}, {"id": "mai-20260917-1752-baseline|c180-m6|deepseek-small|Workday", "prompt": "c180-m6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday faces the closely-watched *Mobley v. Workday* class action ... the litigation specifically targets its AI screening functionality."}, {"id": "mai-20260917-1752-baseline|c180-m6|deepseek-small|ModernHire", "prompt": "c180-m6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "ModernHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Independent transparency assessments rated several tools poorly on fairness/openness, including **ModernHire (4.3/10)**"}, {"id": "mai-20260917-1752-baseline|c180-m6|deepseek-small|Pymetrics", "prompt": "c180-m6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pymetrics (6.8/10)** for transparency ... it signals weaker disclosure of how decisions get made."}, {"id": "mai-20260917-1752-baseline|c180-m6|deepseek-small|HireVue", "prompt": "c180-m6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "versus HireVue (7.2) and LinkedIn (8.5)"}, {"id": "mai-20260917-1752-baseline|c180-m6|deepseek-small|LinkedIn", "prompt": "c180-m6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "versus HireVue (7.2) and LinkedIn (8.5)"}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|Eightfold AI", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Eightfold AI (Extreme Caution on \"Match Scores\")... class-action lawsuit... acts as a \"consumer reporting agency\" under the Fair Credit Reporting Act"}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|Workday", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "relying blindly on its native screening/ranking features without rigorous internal bias auditing exposes your organization to class-action discrimination claims"}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|HireVue", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HireVue previously faced immense backlash—and regulatory scrutiny—for using facial analysis and voice/tone evaluation"}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|SeekOut", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Data Integrity & Stale Databases (e.g., SeekOut, hireEZ)... users frequently complain about \"stale data\""}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|Phenom", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Reputable vendors like Beamery and Phenom undergo regular third-party audits and publish the results"}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|Beamery", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Talent Lifecycle Management platforms (like Beamery) require immense internal resources to implement"}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|Gloat", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Internal talent marketplaces (like Gloat)... frequently turn into expensive \"shelfware\""}, {"id": "mai-20260917-1752-baseline|c180-m6|google-small|hireEZ", "prompt": "c180-m6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "In pure sourcing tools, users frequently complain about \"stale data\""}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Gloat", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "excellent for internal mobility but lack external sourcing capability, making them less suitable for companies that need to fill open market positions"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Workday Skills Cloud", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "excellent for internal mobility but lack external sourcing capability, making them less suitable for companies that need to fill open market positions"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Beamery", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This platform averages $220K per year, which may be a significant commitment for some companies."}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Phenom", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "This platform starts around $10K per month, which may be a substantial expense for smaller companies."}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|iCIMS", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "three-year Total Cost of Ownership (TCO) can reach $750K, which may be a significant investment"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Eightfold AI", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "recommended to evaluate the features, pricing, and suitability of various talent intelligence platforms, such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|SeekOut", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon, among others"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Findem", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon, among others"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Gem", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon, among others"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|hireEZ", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon, among others"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Lightcast", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon, among others"}, {"id": "mai-20260917-1752-baseline|c180-m6|meta-small|Noon", "prompt": "c180-m6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "such as Eightfold AI, SeekOut, Beamery, Findem, Gem, hireEZ, Lightcast, and Noon, among others"}, {"id": "mai-20260917-1752-baseline|c180-m6|minimax-small|Workday", "prompt": "c180-m6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Currently facing a federal class-action lawsuit (*Mobley v. Workday*) alleging systematic algorithmic discrimination in applicant screening"}, {"id": "mai-20260917-1752-baseline|c180-m6|minimax-small|Eightfold AI", "prompt": "c180-m6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sued in January 2026 for alleged FCRA violations, accused of operating as a \"hidden consumer reporting agency\""}, {"id": "mai-20260917-1752-baseline|c180-m6|minimax-small|Gloat", "prompt": "c180-m6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some (like Gloat) are enterprise-only with long implementation times"}, {"id": "mai-20260917-1752-baseline|c180-m6|mistral-small|Eightfold AI", "prompt": "c180-m6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is enterprise-only, has complex implementation, and is very expensive"}, {"id": "mai-20260917-1752-baseline|c180-m6|mistral-small|Beamery", "prompt": "c180-m6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its enterprise pricing is high (averaging $220K per year), making it less accessible"}, {"id": "mai-20260917-1752-baseline|c180-m6|mistral-small|Phenom", "prompt": "c180-m6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "starting costs around $10K per month, which can add up quickly"}, {"id": "mai-20260917-1752-baseline|c180-m6|mistral-small|Gloat", "prompt": "c180-m6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lacks external sourcing capabilities, so it may not be useful"}, {"id": "mai-20260917-1752-baseline|c180-m6|mistral-small|SeekOut", "prompt": "c180-m6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is expensive (often $50,000–$90,000 for 10 seats) and requires annual contracts"}, {"id": "mai-20260917-1752-baseline|c180-m6|mistral-small|Findem", "prompt": "c180-m6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Findem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires multi-week onboarding and its pricing is high (~$6,000/user/year)"}, {"id": "mai-20260917-1752-baseline|c180-m6|moonshot-small|Workday", "prompt": "c180-m6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms and AI hiring tools you should approach with caution... **Active lawsuit**: *Mobley v. Workday*"}, {"id": "mai-20260917-1752-baseline|c180-m6|moonshot-small|Eightfold AI", "prompt": "c180-m6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "*Kistler v. Eightfold AI* (January 2026) - class-action alleging FCRA violations and privacy law breaches"}, {"id": "mai-20260917-1752-baseline|c180-m6|moonshot-small|HireVue", "prompt": "c180-m6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms with Documented Bias Concerns ... Video interview analysis and facial recognition technology"}, {"id": "mai-20260917-1752-baseline|c180-m6|moonshot-small|Pymetrics", "prompt": "c180-m6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Despite claims of being \"bias-free,\" research suggests it replicated bias rather than erasing it"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|TalentLaunch", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "TalentLaunch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with the following... TalentLaunch: Faced a 2023 data breach exposing personal info of ~120,000 people."}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Talentsconnect", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Talentsconnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "In 2026, an unprotected database leaked ~11GB of data"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|TalentHook", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "TalentHook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A misconfigured Azure container exposed ~26M resumes/CVs in 2025"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Mercor.io", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Mercor.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Multiple 2026 class-action lawsuits over a March breach"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Eightfold AI", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ongoing class-action lawsuits ... allege secret scraping of social media/personal data"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Workday", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cases like Amazon (2018) and Workday lawsuits highlight this."}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Reejig", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Reejig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lowest scores (~3.0-3.5) for some like Reejig, HiredScore"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|HiredScore", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HiredScore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lowest scores (~3.0-3.5) for some like Reejig, HiredScore"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Metaview", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prioritize high-rated ones (e.g., Metaview 4.5+, hireEZ 4.6+)"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|hireEZ", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "prioritize high-rated ones (e.g., Metaview 4.5+, hireEZ 4.6+)"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Beamery", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Red flags: ... enterprise lock-in (e.g., Beamery/Phenom high TCO)"}, {"id": "mai-20260917-1752-baseline|c180-m6|xai-small|Phenom", "prompt": "c180-m6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "enterprise lock-in (e.g., Beamery/Phenom high TCO)"}, {"id": "mai-20260917-1752-baseline|c180-m6|zai-small|Eightfold AI", "prompt": "c180-m6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Eightfold AI (High Risk) ... platforms you should avoid or exercise extreme caution with"}, {"id": "mai-20260917-1752-baseline|c180-m6|zai-small|Workday", "prompt": "c180-m6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday (High Risk) ... their AI hiring tools are currently under fire in federal court."}, {"id": "mai-20260917-1752-baseline|c180-s1|alibaba-small|Gem", "prompt": "c180-s1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Gem ... For most small B2B companies, **Gem** is the safer, more scalable choice"}, {"id": "mai-20260917-1752-baseline|c180-s1|alibaba-small|Greenhouse", "prompt": "c180-s1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "replaces the need for a separate ATS like Greenhouse or Lever"}, {"id": "mai-20260917-1752-baseline|c180-s1|alibaba-small|Lever", "prompt": "c180-s1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "replaces the need for a separate ATS like Greenhouse or Lever"}, {"id": "mai-20260917-1752-baseline|c180-s1|alibaba-small|hireEZ", "prompt": "c180-s1", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: hireEZ ... Choose **hireEZ** only if your roles are highly specialized"}, {"id": "mai-20260917-1752-baseline|c180-s1|anthropic-small|Pin", "prompt": "c180-s1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin is the best talent intelligence software in 2026 for teams that need external sourcing intelligence and automated outreach in one workflow"}, {"id": "mai-20260917-1752-baseline|c180-s1|anthropic-small|Talentel", "prompt": "c180-s1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Talentel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is best for small to mid-sized businesses managing recruitment and talent processes"}, {"id": "mai-20260917-1752-baseline|c180-s1|anthropic-small|Loxo", "prompt": "c180-s1", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Loxo is an AI-powered talent intelligence platform designed specifically for small businesses and recruiting agencies"}, {"id": "mai-20260917-1752-baseline|c180-s1|challenger-small|Pin", "prompt": "c180-s1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your priority is fast, affordable **external sourcing with outreach**, **Pin** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c180-s1|challenger-small|Loxo", "prompt": "c180-s1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick **one default recommendation** for a small B2B company, I'd choose **Loxo**"}, {"id": "mai-20260917-1752-baseline|c180-s1|challenger-small|Lessie AI", "prompt": "c180-s1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best fit for small/mid-sized teams on a budget:** **Lessie AI**"}, {"id": "mai-20260917-1752-baseline|c180-s1|challenger-small|Eightfold AI", "prompt": "c180-s1", "model": "challenger-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for enterprise-level workforce planning:** **Eightfold AI**"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Gem", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Gem** (if you want one consolidated, affordable system) or **Metaview**"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Loxo", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Loxo** — Best all-in-one for agencies/solo recruiters"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|hireEZ", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your problem is *finding* enough candidates"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Metaview", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Gem** ... or **Metaview** (if your budget is tight and interviews are your main volume)"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Pin", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pin** from ~$100/mo with a free tier"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Wrangle", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Wrangle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wrangle** from ~$199/mo with free trial (external sourcing only"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Eightfold", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise platforms (Eightfold, Beamery, Phenom, iCIMS) run $100K+/year — avoid those for a small company."}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Beamery", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "run $100K+/year — avoid those for a small company"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|Phenom", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "run $100K+/year — avoid those for a small company"}, {"id": "mai-20260917-1752-baseline|c180-s1|deepseek-small|iCIMS", "prompt": "c180-s1", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "run $100K+/year — avoid those for a small company"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Eightfold.ai", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "designed strictly for Fortune 500 enterprises, costing tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Phenom", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "designed strictly for Fortune 500 enterprises, costing tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Beamery", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed strictly for Fortune 500 enterprises, costing tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Pin", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pin** is the strongest choice."}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Arya (by Leajob)", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Arya (by Leajob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also excellent, highly rated sourcing-first AI alternatives with SMB-friendly tiers"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|hireEZ", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also excellent, highly rated sourcing-first AI alternatives with SMB-friendly tiers"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Metaview", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Interview & Evaluation Intelligence: **Metaview**"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Intervue", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Intervue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Tech & Remote Skill Intelligence: **Intervue**"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|ALT-Talent", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "ALT-Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Labor & Compensation Analytics: **ALT-Talent**"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|LinkedIn Talent Insights", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "can't afford enterprise analytics like LinkedIn Talent Insights"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Gloat", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Steer clear of systems marketed for \"internal talent marketplaces\" ... (such as Gloat or Retrain.ai)"}, {"id": "mai-20260917-1752-baseline|c180-s1|google-small|Retrain.ai", "prompt": "c180-s1", "model": "google-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Retrain.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Steer clear of systems marketed for \"internal talent marketplaces\" ... (such as Gloat or Retrain.ai)"}, {"id": "mai-20260917-1752-baseline|c180-s1|meta-small|Lessie AI", "prompt": "c180-s1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best talent intelligence platform for a small B2B company is Lessie AI"}, {"id": "mai-20260917-1752-baseline|c180-s1|meta-small|Loxo", "prompt": "c180-s1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Loxo, which combines sourcing, ATS, CRM, outreach, and tracking in one platform"}, {"id": "mai-20260917-1752-baseline|c180-s1|meta-small|AmazingHiring", "prompt": "c180-s1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AmazingHiring, which is a strong niche pick for technical roles"}, {"id": "mai-20260917-1752-baseline|c180-s1|meta-small|Eightfold", "prompt": "c180-s1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise suites like Eightfold and Beamery are usually overkill and out of budget"}, {"id": "mai-20260917-1752-baseline|c180-s1|meta-small|Beamery", "prompt": "c180-s1", "model": "meta-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise suites like Eightfold and Beamery are usually overkill and out of budget"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|Loxo", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Loxo** - Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|Lessie AI", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Loxo** or **Lessie AI**"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|HireEZ", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. HireEZ or Gem** - Best for AI Sourcing"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|Gem", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**3. HireEZ or Gem** - Best for AI Sourcing"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|Ashby", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**4. Ashby** - Best Modern ATS with Analytics"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|AmazingHiring", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **AmazingHiring** as a niche option"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|Eightfold", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid Enterprise platforms like **Eightfold** and **Beamery** are generally overkill"}, {"id": "mai-20260917-1752-baseline|c180-s1|minimax-small|Beamery", "prompt": "c180-s1", "model": "minimax-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid Enterprise platforms like **Eightfold** and **Beamery** are generally overkill"}, {"id": "mai-20260917-1752-baseline|c180-s1|mistral-small|HireEZ", "prompt": "c180-s1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HireEZ** is frequently highlighted as a top choice for small businesses due to its robust sourcing capabilities and ease of use."}, {"id": "mai-20260917-1752-baseline|c180-s1|mistral-small|Gem", "prompt": "c180-s1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **HireEZ** (formerly Hiretual), **Gem**, and **Ashby** are particularly well-suited for smaller teams"}, {"id": "mai-20260917-1752-baseline|c180-s1|mistral-small|Ashby", "prompt": "c180-s1", "model": "mistral-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**HireEZ** and **Ashby** are among the best talent intelligence platforms"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Gem", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gem** – Best Overall for Small Teams ... **Start with Gem** if you have under 30 employees"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Wrangle", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wrangle** – Most Accessible Entry Point"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Metaview", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Metaview** if your main pain point is interview coordination"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Pin", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pin** – Best for External Sourcing"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Lessie AI", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Try Lessie AI** if you need fast sourcing on a tight budget"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Beamery", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Enterprise-focused platforms like Beamery, Phenom, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|Phenom", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Enterprise-focused platforms like Beamery, Phenom, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c180-s1|moonshot-small|iCIMS", "prompt": "c180-s1", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid:** Enterprise-focused platforms like Beamery, Phenom, and iCIMS"}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|Loxo", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single best default pick**, I'd lean **Loxo** for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|Recruiterflow", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Recruiterflow** — good if you want a structured recruiting CRM/ATS with AI-native workflow support."}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|LinkedIn Talent Insights", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your main need is market mapping and talent demand/supply intelligence"}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|Juicebox", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlights products like Loxo, Recruiterflow, LinkedIn Talent Insights, Juicebox, and Ashby for this segment"}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|Ashby", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights products like Loxo, Recruiterflow, LinkedIn Talent Insights, Juicebox, and Ashby for this segment"}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|Eightfold", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually better for larger companies; they're positioned more as enterprise talent intelligence platforms"}, {"id": "mai-20260917-1752-baseline|c180-s1|openai-small|Phenom", "prompt": "c180-s1", "model": "openai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually better for larger companies; they're positioned more as enterprise talent intelligence platforms"}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|Gem", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**start with Gem** or **Metaview** due to their low barriers, free trials/tiers"}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|Loxo", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need full recruiting suite?** Loxo or Gem."}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|Metaview", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**start with Gem** or **Metaview** due to their low barriers"}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|HireEZ", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excellent for finding niche B2B talent; automates outreach; but pricier for solos."}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|CoRecruit (formerly Quil)", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "CoRecruit (formerly Quil)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "4.7/5 (86% small biz users on G2)"}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|Eightfold", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise tools like Eightfold/Beamery are often overkill/too pricey ($10K+/yr)."}, {"id": "mai-20260917-1752-baseline|c180-s1|xai-small|Beamery", "prompt": "c180-s1", "model": "xai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise tools like Eightfold/Beamery are often overkill/too pricey ($10K+/yr)."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|Gem", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent. Free tier lets you start with zero cost; strong sourcing, outreach, and analytics for early-stage hiring."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|Metaview", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for small teams that want to automate note-taking and candidate scoring without a heavy CRM."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|SeekOut", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong if your bottleneck is finding hard-to-reach talent or understanding talent supply."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|Eightfold AI", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill if you only need sourcing... Enterprise pricing; steep learning curve."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|HireEZ", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing may be steep for very small teams"}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|Lessie AI", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal if you want low friction, real-time sourcing across 100+ sources with built-in outreach."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|Beamery", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for early-stage teams unless you plan to scale quickly."}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|Bryq", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "Bryq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free plan available | Good if you want to evaluate not just skills but cultural alignment"}, {"id": "mai-20260917-1752-baseline|c180-s1|zai-small|iMocha", "prompt": "c180-s1", "model": "zai-small", "cat": "talent-intelligence", "variant": "direct", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong if you need deep skills testing and integration with HCM platforms"}, {"id": "mai-20260917-1752-baseline|c180-s2|alibaba-small|Rippling", "prompt": "c180-s2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Rippling** if you need a foundational HR/hiring system that grows with you."}, {"id": "mai-20260917-1752-baseline|c180-s2|alibaba-small|Gloat", "prompt": "c180-s2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "not a \"dedicated\" enterprise mobility suite like Gloat"}, {"id": "mai-20260917-1752-baseline|c180-s2|alibaba-small|HireScore", "prompt": "c180-s2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "HireScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already have an HRIS and just need a superior hiring tool, go with **HireScore**."}, {"id": "mai-20260917-1752-baseline|c180-s2|alibaba-small|Eightfold AI", "prompt": "c180-s2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically priced for mid-market to enterprise. For a very small business, they may be overkill initially"}, {"id": "mai-20260917-1752-baseline|c180-s2|alibaba-small|Phenom", "prompt": "c180-s2", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically priced for mid-market to enterprise. For a very small business, they may be overkill initially"}, {"id": "mai-20260917-1752-baseline|c180-s2|anthropic-small|Eightfold AI", "prompt": "c180-s2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** is a strong choice for small businesses."}, {"id": "mai-20260917-1752-baseline|c180-s2|anthropic-small|365Talents", "prompt": "c180-s2", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**365Talents** is another option worth considering, specifically noted as best for AI skills-based mobility"}, {"id": "mai-20260917-1752-baseline|c180-s2|challenger-small|Workable", "prompt": "c180-s2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** as the safest all-around choice if you want one platform for hiring"}, {"id": "mai-20260917-1752-baseline|c180-s2|challenger-small|Manatal", "prompt": "c180-s2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** is the better \"small business\" pick: multiple sources describe it as an affordable AI-powered ATS built for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s2|challenger-small|Pin", "prompt": "c180-s2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pin**: best if outbound sourcing and response rates matter most."}, {"id": "mai-20260917-1752-baseline|c180-s2|challenger-small|Talentprise/Juicebox", "prompt": "c180-s2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Talentprise/Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Talentprise**: best if you want low-cost AI matching without needing a heavy ATS."}, {"id": "mai-20260917-1752-baseline|c180-s2|challenger-small|Eightfold", "prompt": "c180-s2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise talent intelligence suites like **Eightfold** or **Reejig**, which sources say are usually overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c180-s2|challenger-small|Reejig", "prompt": "c180-s2", "model": "challenger-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Reejig", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Gloat", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Gloat**, **Eightfold AI**, **SAP**, **Phenom** — these are enterprise tools."}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Fuel50", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "look at **Fuel50**’s lower tier (not the enterprise one), but only after you hit ~100+ employees"}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Aimploy Recruit", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Aimploy Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Aimploy Recruit** (free tier) for hiring"}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Workable", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** — the classic SMB pick for hiring."}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|BambooHR", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plus **BambooHR** (as your HRIS) for light career tracking and internal role posting"}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Eightfold AI", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these are enterprise tools. You'll be paying for features you won't use for years"}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|SAP", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**SAP**, **Phenom** — these are enterprise tools."}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Phenom", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "these are enterprise tools"}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|Pin", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Pin** or **SeekOut** — these are great for external sourcing but offer zero internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-s2|deepseek-small|SeekOut", "prompt": "c180-s2", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Pin** or **SeekOut** — these are great for external sourcing but offer zero internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-s2|google-small|Gloat", "prompt": "c180-s2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade AI platforms like *Gloat* or *Eightfold AI* are usually cost-prohibitive and overly complex to implement"}, {"id": "mai-20260917-1752-baseline|c180-s2|google-small|Eightfold AI", "prompt": "c180-s2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade AI platforms like *Gloat* or *Eightfold AI* are usually cost-prohibitive and overly complex to implement"}, {"id": "mai-20260917-1752-baseline|c180-s2|google-small|Plum (A Phenom Company)", "prompt": "c180-s2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Plum (A Phenom Company)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Plum if** your primary goal is reducing turnover and making sure the people you hire (and promote) have the exact behavioral traits"}, {"id": "mai-20260917-1752-baseline|c180-s2|google-small|SeekOut", "prompt": "c180-s2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SeekOut if** you are in a highly competitive or technical B2B niche"}, {"id": "mai-20260917-1752-baseline|c180-s2|google-small|Workable", "prompt": "c180-s2", "model": "google-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best all-in-one platform for an SMB wanting low complexity and fast setup."}, {"id": "mai-20260917-1752-baseline|c180-s2|meta-small|Hirevire", "prompt": "c180-s2", "model": "meta-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI talent platform for hiring and mobility for a small business that sells to other businesses is Hirevire"}, {"id": "mai-20260917-1752-baseline|c180-s2|minimax-small|Pin", "prompt": "c180-s2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** (Best Overall for Small Business)"}, {"id": "mai-20260917-1752-baseline|c180-s2|minimax-small|Manatal", "prompt": "c180-s2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline|c180-s2|minimax-small|Eightfold AI", "prompt": "c180-s2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "talking to **Eightfold** about their SMB options, as they genuinely cover both worlds well"}, {"id": "mai-20260917-1752-baseline|c180-s2|minimax-small|Gloat", "prompt": "c180-s2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(like Gloat, Phenom, 365Talents) are designed for mid-to-enterprise companies"}, {"id": "mai-20260917-1752-baseline|c180-s2|minimax-small|Phenom", "prompt": "c180-s2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(like Gloat, Phenom, 365Talents) are designed for mid-to-enterprise companies"}, {"id": "mai-20260917-1752-baseline|c180-s2|minimax-small|365Talents", "prompt": "c180-s2", "model": "minimax-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "365Talents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(like Gloat, Phenom, 365Talents) are designed for mid-to-enterprise companies"}, {"id": "mai-20260917-1752-baseline|c180-s2|mistral-small|Manatal", "prompt": "c180-s2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget and ease of use are top priorities, **Manatal** is a great all-in-one solution."}, {"id": "mai-20260917-1752-baseline|c180-s2|mistral-small|Eightfold AI", "prompt": "c180-s2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If internal mobility and long-term talent development are important, **Eightfold AI** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c180-s2|mistral-small|SeekOut", "prompt": "c180-s2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combining **SeekOut** for sourcing and **iMocha** for skills testing can be cost-effective and scalable"}, {"id": "mai-20260917-1752-baseline|c180-s2|mistral-small|iMocha", "prompt": "c180-s2", "model": "mistral-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "iMocha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iMocha for skills assessments"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|GoFIGR", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "GoFIGR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GoFIGR**"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|Manatal", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** ($15/user/month) - Affordable AI-powered ATS with candidate matching"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|Pin", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pin** (Free tier available, paid from $100/month)"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|Eightfold AI", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat**: Better suited for companies with 500+ employees due to contract minimums"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|HireVue", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid... $35K–$175K/year pricing, designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|Gloat", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-only contracts, no SMB pricing tier"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|Fuel50", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Recently acquired by Phoenix Education, enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c180-s2|moonshot-small|Paradox (Olivia)", "prompt": "c180-s2", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "$15K–$60K/year, premium pricing for conversational AI"}, {"id": "mai-20260917-1752-baseline|c180-s2|openai-small|Eightfold AI", "prompt": "c180-s2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Eightfold AI** if you want one platform that covers both **hiring** and **internal mobility** well."}, {"id": "mai-20260917-1752-baseline|c180-s2|openai-small|Gloat", "prompt": "c180-s2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gloat** or **Fuel50** are strong alternatives in the internal talent marketplace category."}, {"id": "mai-20260917-1752-baseline|c180-s2|openai-small|Fuel50", "prompt": "c180-s2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gloat** or **Fuel50** are strong alternatives in the internal talent marketplace category."}, {"id": "mai-20260917-1752-baseline|c180-s2|openai-small|Beamery", "prompt": "c180-s2", "model": "openai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the category is dominated by platforms like Eightfold, Gloat, Fuel50, Beamery, and similar systems aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline|c180-s2|xai-small|Manatal", "prompt": "c180-s2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Manatal as the top AI talent platform for both hiring and internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-s2|xai-small|Eightfold", "prompt": "c180-s2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike pricier enterprise tools like Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c180-s2|xai-small|Gloat", "prompt": "c180-s2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "unlike pricier enterprise tools like Eightfold or Gloat"}, {"id": "mai-20260917-1752-baseline|c180-s2|xai-small|Workable", "prompt": "c180-s2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher volume hiring, less emphasis on mobility"}, {"id": "mai-20260917-1752-baseline|c180-s2|xai-small|Breezy HR", "prompt": "c180-s2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-low budget, simple pipelines"}, {"id": "mai-20260917-1752-baseline|c180-s2|xai-small|Pin", "prompt": "c180-s2", "model": "xai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Heavy external sourcing needs"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Monday.com Agents", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Monday.com Agents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Monday.com Agents** as the best all‑in‑one AI talent platform for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Manatal", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Manatal** as a strong alternative if you want a dedicated ATS"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|HeroHunt.ai", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "HeroHunt.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For very small teams with occasional hires, HeroHunt.ai or Fetcher might be overkill."}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Fetcher", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Fetcher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more expensive, so good for higher‑volume needs"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Metaview", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great if you want interview automation and sourcing, but less focused on internal mobility."}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Leapsome", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines performance management, learning, and career pathways"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Lattice", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified system for performance, engagement, and career ladders"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Anutio", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Anutio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on personalized growth paths, skill development, and retention"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Gloat", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Gloat and Workday Skills Cloud excel at internal mobility but lack external sourcing, so they're not ideal"}, {"id": "mai-20260917-1752-baseline|c180-s2|zai-small|Workday Skills Cloud", "prompt": "c180-s2", "model": "zai-small", "cat": "talent-intelligence", "variant": "paraphrase", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "lack external sourcing, so they're not ideal if you need to hire from the open market"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|Eightfold", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "shifts away from expensive, complex workforce planning suites (like Eightfold or Beamery)"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|Beamery", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "shifts away from expensive, complex workforce planning suites (like Eightfold or Beamery)"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|Loxo", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Loxo (Best \"All-in-One\" for SMBs) ... frequently cited as the strongest option for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|Gem", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gem or HireEZ (Best for Autonomous Outbound Sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|HireEZ", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gem or HireEZ (Best for Autonomous Outbound Sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|Ashby", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ashby (Best Data-Centric ATS)"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|Lessie AI", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lessie AI (Best Budget Entry-Level Tool)"}, {"id": "mai-20260917-1752-baseline|c180-s3|alibaba-small|AmazingHiring", "prompt": "c180-s3", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AmazingHiring (Best for Technical Roles)"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Metaview", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Smaller teams get more value from interview intelligence (Metaview), AI sourcing (HireEZ, Gem), and a modern ATS with built-in analytics (Ashby)"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|HireEZ", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI sourcing (HireEZ, Gem)... hireEZ is best for candidate sourcing and engagement"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Gem", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI sourcing (HireEZ, Gem)"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Ashby", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modern ATS with built-in analytics (Ashby) compared to enterprise-level solutions"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Loxo", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Loxo is one of the strongest options for SMBs because it combines sourcing, ATS, CRM, outreach, and tracking in one platform"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Pin", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pin pairs 850M+ multi-source profiles with an 83% candidate acceptance rate and pricing from $100/mo"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|SeekOut", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SeekOut is best for AI sourcing and diversity hiring"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Skima AI", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Skima AI is best for AI-powered talent matching, talent rediscovery and integrations"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Eightfold AI", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Eightfold AI is best for skills intelligence and workforce planning, though it's more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c180-s3|anthropic-small|Beamery", "prompt": "c180-s3", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Beamery is best for talent lifecycle management"}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Pin", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best \"lightweight\" option if you want AI sourcing and outbound messaging without enterprise complexity | Free tier; published starting price around $100/mo"}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Metaview", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need better interview signal and hiring consistency? Pick **Metaview**."}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|hireEZ", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **hireEZ**/**SeekOut** if you need deeper search and enrichment"}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Gem", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need outbound recruiting plus pipeline management in one place? Pick **Gem**."}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|SeekOut", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consider **SeekOut** or **Eightfold**, but they are usually a heavier lift for a small team."}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Findem", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Differentiates on multidimensional candidate attributes rather than standard keyword search"}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Eightfold AI", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "small teams usually do not need full enterprise talent intelligence suites** like **Eightfold AI** or **Beamery**"}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Beamery", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "small teams usually do not need full enterprise talent intelligence suites** like **Eightfold AI** or **Beamery**"}, {"id": "mai-20260917-1752-baseline|c180-s3|challenger-small|Ashby", "prompt": "c180-s3", "model": "challenger-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a modern ATS with built-in analytics such as Ashby"}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Eightfold", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Don't buy an \"enterprise talent intelligence platform\"** (Eightfold, SeekOut, Findem, Beamery)."}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|SeekOut", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Don't buy an \"enterprise talent intelligence platform\"** (Eightfold, SeekOut, Findem, Beamery)."}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Findem", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Don't buy an \"enterprise talent intelligence platform\"** (Eightfold, SeekOut, Findem, Beamery)."}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Metaview", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Ashby as the ATS** (for analytics) + **Metaview** (for interviews) + **Pin** (for sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Pin", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Sourcing pain?** → **Pin** or **Wrangle**."}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Gem", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Outbound response rates and pipeline visibility?** → **Gem**."}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Wrangle", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for skills-based search / hard-to-find technical talent"}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Ashby", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Most small teams I've seen start with **Ashby as the ATS** (for analytics)"}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Loxo", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best agency-style all-in-one (with free tier)... However, per-user pricing gets expensive at 5+ recruits."}, {"id": "mai-20260917-1752-baseline|c180-s3|deepseek-small|Beamery", "prompt": "c180-s3", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Don't buy an \"enterprise talent intelligence platform\"** (Eightfold, SeekOut, Findem, Beamery)."}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|Eightfold.ai", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These cost six figures, require months to deploy... **These are rarely a fit for small teams.**"}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|Gloat", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These cost six figures, require months to deploy... **These are rarely a fit for small teams.**"}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|Beamery", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These cost six figures, require months to deploy... **These are rarely a fit for small teams.**"}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|Phenom", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These cost six figures, require months to deploy... **These are rarely a fit for small teams.**"}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|Pin", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have a **very tight budget** and just need an all-in-one tool to find people and message them, go with **Pin**."}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|hireEZ", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are constantly **building cold outreach sequences**... go with **hireEZ**."}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|SeekOut", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**High** (Starts ~$833 per seat/mo) ... invest in **SeekOut**."}, {"id": "mai-20260917-1752-baseline|c180-s3|google-small|Metaview", "prompt": "c180-s3", "model": "google-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your hiring managers struggle with **structured evaluations**... go with **Metaview**."}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|Lessie AI", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Lessie AI is best for technical recruiters and smaller teams"}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|AmazingHiring", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|Loxo", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Loxo is one of the strongest options for SMBs because it combines sourcing, ATS, CRM, outreach, and tracking in one platform"}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|Metaview", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Metaview is best for interview intelligence"}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|HireEZ", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HireEZ and Gem are best for AI sourcing"}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|Gem", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HireEZ and Gem are best for AI sourcing"}, {"id": "mai-20260917-1752-baseline|c180-s3|meta-small|Ashby", "prompt": "c180-s3", "model": "meta-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ashby is a modern ATS with built-in analytics"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|Metaview", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Metaview** (if interview notes are the pain point)"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|Gem", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Gem or HireEZ** (if sourcing volume is the problem)"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|HireEZ", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. **Gem or HireEZ** (if sourcing volume is the problem)"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|Ashby", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. **Ashby** (if you need a full ATS with intelligence built in)"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|Juicebox", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HireEZ, Gem, or Juicebox (search hundreds of millions of profiles)"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|Eightfold", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "most **enterprise** talent intelligence platforms (like Eightfold, Lightcast) are overkill"}, {"id": "mai-20260917-1752-baseline|c180-s3|minimax-small|Lightcast", "prompt": "c180-s3", "model": "minimax-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "most **enterprise** talent intelligence platforms (like Eightfold, Lightcast) are overkill"}, {"id": "mai-20260917-1752-baseline|c180-s3|mistral-small|Loxo", "prompt": "c180-s3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Loxo is an all-in-one solution, reducing the need for multiple tools"}, {"id": "mai-20260917-1752-baseline|c180-s3|mistral-small|Gem", "prompt": "c180-s3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gem focuses on outbound recruiting and pipeline management"}, {"id": "mai-20260917-1752-baseline|c180-s3|mistral-small|hireEZ (formerly Hiretual)", "prompt": "c180-s3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ (formerly Hiretual)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "hireEZ excels at passive candidate sourcing and automating outreach"}, {"id": "mai-20260917-1752-baseline|c180-s3|mistral-small|Metaview", "prompt": "c180-s3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Metaview stands out for its focus on interview-derived insights"}, {"id": "mai-20260917-1752-baseline|c180-s3|mistral-small|SeekOut", "prompt": "c180-s3", "model": "mistral-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally more expensive, making it less ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Eightfold AI", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "most all-in-one enterprise platforms (like Eightfold AI or Beamery) are overbuilt and overpriced for teams under ~200 people"}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Beamery", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most all-in-one enterprise platforms (like Eightfold AI or Beamery) are overbuilt and overpriced for teams under ~200 people"}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Pin", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pin is the all-in-one layer (sourcing → outreach → scheduling). ... Replaces a 3–4 tool stack."}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|HireEZ", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest Boolean/AI search across 40+ sources (not just LinkedIn). Better *discovery* than Pin, but weaker native CRM/outreach."}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Lessie AI", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lessie is the fastest, most lightweight option."}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Metaview", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Metaview for interviews"}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Gem", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gem sits *on top* of your ATS (Greenhouse, Lever, etc.) and fixes follow-up."}, {"id": "mai-20260917-1752-baseline|c180-s3|moonshot-small|Ashby", "prompt": "c180-s3", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ashby *replaces* your ATS and gives you hiring analytics out of the box."}, {"id": "mai-20260917-1752-baseline|c180-s3|openai-small|Gem", "prompt": "c180-s3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small startup / lean recruiting team:** **Gem**"}, {"id": "mai-20260917-1752-baseline|c180-s3|openai-small|LinkedIn Talent Insights / LinkedIn Recruiter", "prompt": "c180-s3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights / LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want **market intelligence plus access to LinkedIn's network**"}, {"id": "mai-20260917-1752-baseline|c180-s3|openai-small|Eightfold AI", "prompt": "c180-s3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It's powerful, but often more than a tiny team needs unless you're scaling fast"}, {"id": "mai-20260917-1752-baseline|c180-s3|openai-small|Phenom", "prompt": "c180-s3", "model": "openai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "typically better suited to organizations looking for a more complete talent journey platform"}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|Eightfold", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "lighter-weight than enterprise tools like Eightfold or Beamery, which often require custom quotes starting at $10K+/year and heavy implementation"}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|Beamery", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lighter-weight than enterprise tools like Eightfold or Beamery, which often require custom quotes starting at $10K+/year and heavy implementation"}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|Metaview", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Metaview or Gem free/trial for testing."}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|Gem", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with Metaview or Gem free/trial for testing."}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|Loxo", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: SMBs wanting a single platform to replace multiple tools without complexity."}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|hireEZ", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: High-volume sourcing on a budget. ... Opaque pricing, sales-gated"}, {"id": "mai-20260917-1752-baseline|c180-s3|xai-small|CoRecruit (formerly Quil)", "prompt": "c180-s3", "model": "xai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "CoRecruit (formerly Quil)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Call-heavy teams (agencies/small recruiters) focused on post-interview signal."}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Lessie AI", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, **Lessie AI** and **Gem** stand out for their accessible pricing and strong sourcing capabilities"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Gem", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small team, **Lessie AI** and **Gem** stand out for their accessible pricing and strong sourcing capabilities"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Metaview", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Metaview** is ideal if interview intelligence is your top priority"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Loxo", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a full all-in-one platform, **Loxo** or **Gem** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Pin", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pin** or **Wrangle** are great for sourcing-heavy teams"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Wrangle", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pin** or **Wrangle** are great for sourcing-heavy teams"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|SeekOut", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Deep technical talent search** | SeekOut"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Eightfold AI", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise tools like **Eightfold AI** and **Beamery** are overkill unless you're scaling to hundreds of employees"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Beamery", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise tools like **Eightfold AI** and **Beamery** are overkill"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|HireEZ", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Sourcing + outreach in one tool** | Lessie AI, HireEZ, Wrangle"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Andela", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Andela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Andela** | Global talent access | Pricing varies | Skilled global talent network |"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|CoRecruit", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "CoRecruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Interview intelligence** | Metaview, CoRecruit"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Gloat", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Skills intelligence & internal mobility** | Eightfold AI, Gloat, Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Workday Skills Cloud", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Eightfold AI, Gloat, Workday Skills Cloud"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Lightcast", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Labor market data** | Lightcast"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|LinkedIn Talent Insights", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Labor market intelligence** | Lightcast, LinkedIn Talent Insights"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|iMocha", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Skills assessment** | iMocha, Xobin"}, {"id": "mai-20260917-1752-baseline|c180-s3|zai-small|Xobin", "prompt": "c180-s3", "model": "zai-small", "cat": "talent-intelligence", "variant": "comparative", "raw": "Xobin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Skills assessment** | iMocha, Xobin"}, {"id": "mai-20260917-1752-baseline|c180-s4|alibaba-small|Pin", "prompt": "c180-s4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** is currently widely recommended as the strongest choice for small businesses."}, {"id": "mai-20260917-1752-baseline|c180-s4|alibaba-small|Loxo", "prompt": "c180-s4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Loxo** is highly rated for SMBs because it combines Sourcing, ATS, Candidate Relationship Management (CRM), and Outreach into one platform."}, {"id": "mai-20260917-1752-baseline|c180-s4|alibaba-small|HireEZ", "prompt": "c180-s4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very popular among startup recruiters for its browser-based \"enrichment\" features."}, {"id": "mai-20260917-1752-baseline|c180-s4|alibaba-small|Gem", "prompt": "c180-s4", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "frequently cited as one of the most cost-effective ways to get high-quality leads"}, {"id": "mai-20260917-1752-baseline|c180-s4|anthropic-small|Pin", "prompt": "c180-s4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** appears to be the most accessible full-featured option that balances cost and functionality for small companies"}, {"id": "mai-20260917-1752-baseline|c180-s4|anthropic-small|Arya Pulse", "prompt": "c180-s4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Arya Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Arya Pulse runs $100-$599 per job for small companies with infrequent hiring"}, {"id": "mai-20260917-1752-baseline|c180-s4|anthropic-small|Leonar", "prompt": "c180-s4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Leonar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can consider Leonar or Juicebox which offer strong sourcing at moderate price points"}, {"id": "mai-20260917-1752-baseline|c180-s4|anthropic-small|Juicebox", "prompt": "c180-s4", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can consider Leonar or Juicebox which offer strong sourcing at moderate price points"}, {"id": "mai-20260917-1752-baseline|c180-s4|challenger-small|Manatal", "prompt": "c180-s4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the strongest single pick is usually **Manatal** if you need an affordable, functional recruiting platform"}, {"id": "mai-20260917-1752-baseline|c180-s4|challenger-small|Lessie AI", "prompt": "c180-s4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is **talent intelligence/sourcing specifically**, **Lessie AI** is the best budget-friendly fit"}, {"id": "mai-20260917-1752-baseline|c180-s4|challenger-small|Loxo", "prompt": "c180-s4", "model": "challenger-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Loxo** is highlighted as a strong SMB choice, though the search results do not give its exact starting price here"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Lessie AI", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for SMBs: **Lessie AI**"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Loxo", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up for All-in-One Value: **Loxo**"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Manatal", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manatal** at $15/user/month is the budget winner"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Gem", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free for teams under 30, good pipeline visibility and outbound workflows"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Pin", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free tier with no credit card required, paid plans from ~$100/month"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Wrangle", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "starting ~$199/month with a free trial"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Eightfold", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Tight Budget Enterprise platforms like **Eightfold, Beamery, Phenom, and iCIMS** are typically overkill"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Beamery", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "require **six-figure annual commitments** (e.g., Beamery ~$220K/year"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|Phenom", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Phenom from $10K/month) and are really only practical for organizations hiring 1,000+ roles"}, {"id": "mai-20260917-1752-baseline|c180-s4|deepseek-small|iCIMS", "prompt": "c180-s4", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Tight Budget Enterprise platforms like **Eightfold, Beamery, Phenom, and iCIMS**"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|Eightfold", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These enterprise suites are notoriously expensive ... Most small-to-midsize businesses (SMBs) simply do not have the budget"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|SeekOut", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These enterprise suites are notoriously expensive ($10,000 to over $200,000 annually)"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|Beamery", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These enterprise suites are notoriously expensive ($10,000 to over $200,000 annually)"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|Pin", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pin** is the strongest \"true\" talent intelligence platform for small budgets"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|CoRecruit (formerly Quil)", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "CoRecruit (formerly Quil)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CoRecruit** is an exceptional G2 favorite for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|Zoho Recruit", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zoho Recruit** is the most cost-effective option on the market"}, {"id": "mai-20260917-1752-baseline|c180-s4|google-small|Manatal", "prompt": "c180-s4", "model": "google-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Manatal** bridges the gap between a standard recruiting database and a talent intelligence platform"}, {"id": "mai-20260917-1752-baseline|c180-s4|meta-small|Lessie AI", "prompt": "c180-s4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best talent intelligence platform for a small company with a tight budget is Lessie AI, which offers a free tier and no enterprise contract."}, {"id": "mai-20260917-1752-baseline|c180-s4|meta-small|Wrangle", "prompt": "c180-s4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Wrangle, Gem, Loxo, and AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c180-s4|meta-small|Gem", "prompt": "c180-s4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Wrangle, Gem, Loxo, and AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c180-s4|meta-small|Loxo", "prompt": "c180-s4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Wrangle, Gem, Loxo, and AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c180-s4|meta-small|AmazingHiring", "prompt": "c180-s4", "model": "meta-small", "cat": "talent-intelligence", "variant": "budget", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Wrangle, Gem, Loxo, and AmazingHiring"}, {"id": "mai-20260917-1752-baseline|c180-s4|minimax-small|Lessie AI", "prompt": "c180-s4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lessie AI** — Most Affordable ... Starting at $34.99/month (free tier available)"}, {"id": "mai-20260917-1752-baseline|c180-s4|minimax-small|Manatal", "prompt": "c180-s4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need a complete ATS**: **Manatal** at $15/user/month is the cheapest option"}, {"id": "mai-20260917-1752-baseline|c180-s4|minimax-small|Pin", "prompt": "c180-s4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you need sourcing**: Try **Pin's free tier** first ($100/mo for paid plans)"}, {"id": "mai-20260917-1752-baseline|c180-s4|minimax-small|Metaview", "prompt": "c180-s4", "model": "minimax-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need interview help**: Start with **Metaview's free plan**"}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|Wrangle", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wrangle** – Starts at $199/month and offers a free trial, making it accessible for small teams focused on external sourcing."}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|Gem", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for teams under 30 employees, which is ideal for very small companies"}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|Lessie AI", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a free tier and is designed for smaller teams"}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|Loxo", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines sourcing, ATS, CRM, outreach, and tracking in one platform ... suitable for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|AmazingHiring", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong niche option for technical roles, with pricing around $165/month"}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|Eightfold", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoiding the high costs and complexity of enterprise solutions like Eightfold or Beamery"}, {"id": "mai-20260917-1752-baseline|c180-s4|mistral-small|Beamery", "prompt": "c180-s4", "model": "mistral-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoiding the high costs and complexity of enterprise solutions like Eightfold or Beamery"}, {"id": "mai-20260917-1752-baseline|c180-s4|moonshot-small|Lessie AI", "prompt": "c180-s4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lessie AI** – Most Affordable ... **Start with Pin's free tier** or **Lessie AI's free tier** to test the waters"}, {"id": "mai-20260917-1752-baseline|c180-s4|moonshot-small|Pin", "prompt": "c180-s4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Pin's free tier** or **Lessie AI's free tier** to test the waters"}, {"id": "mai-20260917-1752-baseline|c180-s4|moonshot-small|Manatal", "prompt": "c180-s4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a full ATS, **Manatal at $15/user/month** is unbeatable for price"}, {"id": "mai-20260917-1752-baseline|c180-s4|moonshot-small|Gem", "prompt": "c180-s4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gem** if you have under 30 employees and want a completely free option"}, {"id": "mai-20260917-1752-baseline|c180-s4|moonshot-small|Loxo", "prompt": "c180-s4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Loxo** – Best All-in-One Value"}, {"id": "mai-20260917-1752-baseline|c180-s4|moonshot-small|Metaview", "prompt": "c180-s4", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Metaview** – Free Interview Intelligence"}, {"id": "mai-20260917-1752-baseline|c180-s4|openai-small|Loxo", "prompt": "c180-s4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Loxo** or **TalentHR**"}, {"id": "mai-20260917-1752-baseline|c180-s4|openai-small|TalentHR", "prompt": "c180-s4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best choice is usually **Loxo** or **TalentHR**"}, {"id": "mai-20260917-1752-baseline|c180-s4|openai-small|ZoomInfo Talent", "prompt": "c180-s4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "ZoomInfo Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I would **not** pick premium tools like **ZoomInfo Talent**, **365Talents**"}, {"id": "mai-20260917-1752-baseline|c180-s4|openai-small|365Talents", "prompt": "c180-s4", "model": "openai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "365Talents", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **not** pick premium tools like **ZoomInfo Talent**, **365Talents**"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|Zoho Recruit", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Recruit (Best overall value for beginners)"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|Manatal", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Zoho or Manatal if under 5 hires/year"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|Pin", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pin (Best for AI sourcing/outreach)"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|Metaview", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others to consider: Metaview (~$60/mo + free plan, interview intel)"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|Lessie AI", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lessie AI (free limited, ~$35-99/mo, people search)"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|hireEZ", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "hireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise like hireEZ/SeekOut ($400+/mo+)"}, {"id": "mai-20260917-1752-baseline|c180-s4|xai-small|SeekOut", "prompt": "c180-s4", "model": "xai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise like hireEZ/SeekOut ($400+/mo+)"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Lessie AI", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Lessie AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lessie AI** is likely the best starting point"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Gem", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a more complete recruiting stack (sourcing + outreach + CRM), **Gem** offers a free trial for startups under 30 employees"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Metaview", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For interview intelligence, **Metaview** is a strong, affordable option starting at $60/month."}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Pin", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pure sourcing** → Lessie AI or Pin (fast, verified contacts)"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Wrangle", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Wrangle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Talent graph search across 800M+ profiles; setup <5 minutes"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Eightfold AI", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$25,000+/year | Enterprise‑only, complex implementation"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|SeekOut", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Annual contracts, expensive per‑seat pricing"}, {"id": "mai-20260917-1752-baseline|c180-s4|zai-small|Findem", "prompt": "c180-s4", "model": "zai-small", "cat": "talent-intelligence", "variant": "budget", "raw": "Findem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Multi‑week onboarding, high minimum commitments"}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|Draup", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Eightfold**, **Draper/Draup** | Only consider if you are in heavy compliance or highly regulated industries requiring rigorous auditing. | High (Enterprise level)"}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|Eightfold", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only consider if you are in heavy compliance or highly regulated industries requiring rigorous auditing. | High (Enterprise level)"}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|Gem", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**AI Sourcing Platforms** | **Gem**, **HireEZ**, **AmazingHiring** | Finding candidates via social signals & enriching CRM data. | ~$200 - $400/mo"}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|HireEZ", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**AI Sourcing Platforms** | **Gem**, **HireEZ**, **AmazingHiring** | Finding candidates via social signals & enriching CRM data."}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|AmazingHiring", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "AmazingHiring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gem**, **HireEZ**, **AmazingHiring** | Finding candidates via social signals & enriching CRM data."}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|CoRecruit", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "CoRecruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Niche/Tech Sourcing** | **CoRecruit**, **Andela** | Specifically for technical/hard-to-find talent."}, {"id": "mai-20260917-1752-baseline|c180-s5|alibaba-small|Andela", "prompt": "c180-s5", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Andela", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CoRecruit**, **Andela** | Specifically for technical/hard-to-find talent. | Variable"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Gloat", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Eightfold, Gloat, Beamery, SeekOut, Visier, Phenom — enterprise-only pricing and implementation complexity"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Eightfold", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Eightfold, Gloat, Beamery, SeekOut, Visier, Phenom"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Visier", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Eightfold, Gloat, Beamery, SeekOut, Visier, Phenom"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Gem", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Gem** (free for teams under 30, ~$270/mo after)"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Beamery", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Eightfold, Gloat, Beamery, SeekOut, Visier, Phenom"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Phenom", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Eightfold, Gloat, Beamery, SeekOut, Visier, Phenom"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Wrangle", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Wrangle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Wrangle** (~$199/mo, no internal mobility features, which is fine for you)"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|Pin", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pin** (~$100/mo, free tier)"}, {"id": "mai-20260917-1752-baseline|c180-s5|deepseek-small|SeekOut", "prompt": "c180-s5", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid:** Eightfold, Gloat, Beamery, SeekOut, Visier, Phenom"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Eightfold", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms (like Eightfold, Phenom, or Beamery) are designed for companies with thousands of employees... They often cost tens or hundreds of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Phenom", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms (like Eightfold, Phenom, or Beamery)... take months to implement"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Beamery", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise platforms (like Eightfold, Phenom, or Beamery) are designed for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Pin", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pick a highly focused, lightweight tool (like Metaview for interviews, Pin or Loxo for sourcing, or Truffle for screening)"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Loxo", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Pin or Loxo for sourcing"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Gem", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*SMB-friendly options:* **Pin** (starts at ~$100/mo), **Loxo**, or **Gem**."}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Truffle", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Truffle** (AI screening/ranking from $49/mo)"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Manatal", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*SMB-friendly options:* **Truffle**..., **Manatal**, or **Criteria Corp**"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Criteria Corp", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Criteria Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Criteria Corp** (for skills/cognitive testing)"}, {"id": "mai-20260917-1752-baseline|c180-s5|google-small|Metaview", "prompt": "c180-s5", "model": "google-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Metaview** (an AI assistant that records/transcribes and writes structured interview notes, featuring a robust free/cheap tier for small teams)"}, {"id": "mai-20260917-1752-baseline|c180-s5|mistral-small|Eightfold", "prompt": "c180-s5", "model": "mistral-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare 2–3 platforms (e.g., Eightfold, Gloat, SeekOut, SkyHive, Fuel50)."}, {"id": "mai-20260917-1752-baseline|c180-s5|mistral-small|Gloat", "prompt": "c180-s5", "model": "mistral-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare 2–3 platforms (e.g., Eightfold, Gloat, SeekOut, SkyHive, Fuel50)."}, {"id": "mai-20260917-1752-baseline|c180-s5|mistral-small|SeekOut", "prompt": "c180-s5", "model": "mistral-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare 2–3 platforms (e.g., Eightfold, Gloat, SeekOut, SkyHive, Fuel50)."}, {"id": "mai-20260917-1752-baseline|c180-s5|mistral-small|SkyHive", "prompt": "c180-s5", "model": "mistral-small", "cat": "talent-intelligence", "variant": "scale", "raw": "SkyHive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare 2–3 platforms (e.g., Eightfold, Gloat, SeekOut, SkyHive, Fuel50)."}, {"id": "mai-20260917-1752-baseline|c180-s5|mistral-small|Fuel50", "prompt": "c180-s5", "model": "mistral-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare 2–3 platforms (e.g., Eightfold, Gloat, SeekOut, SkyHive, Fuel50)."}, {"id": "mai-20260917-1752-baseline|c180-s5|moonshot-small|Metaview", "prompt": "c180-s5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Interview intelligence tools** (e.g., Metaview) - analyze recorded interviews for structured signal"}, {"id": "mai-20260917-1752-baseline|c180-s5|moonshot-small|Ashby", "prompt": "c180-s5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Modern ATS with built-in analytics** (e.g., Ashby)"}, {"id": "mai-20260917-1752-baseline|c180-s5|moonshot-small|HireEZ", "prompt": "c180-s5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AI sourcing tools** (e.g., HireEZ, Gem)"}, {"id": "mai-20260917-1752-baseline|c180-s5|moonshot-small|Gem", "prompt": "c180-s5", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AI sourcing tools** (e.g., HireEZ, Gem)"}, {"id": "mai-20260917-1752-baseline|c180-s5|xai-small|Sapia.ai", "prompt": "c180-s5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Sapia.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "drawn from industry buyer's guides (e.g., Sapia.ai, G2, HR Tech SaaS, Truffle)"}, {"id": "mai-20260917-1752-baseline|c180-s5|xai-small|Eightfold", "prompt": "c180-s5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms often cited for SMBs: Eightfold (skills focus)"}, {"id": "mai-20260917-1752-baseline|c180-s5|xai-small|Phenom", "prompt": "c180-s5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Phenom (sourcing)"}, {"id": "mai-20260917-1752-baseline|c180-s5|xai-small|Gloat", "prompt": "c180-s5", "model": "xai-small", "cat": "talent-intelligence", "variant": "scale", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gloat (mobility)\\u2014but verify fit"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|Eightfold AI", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid/be cautious:** If you only have 20–50 employees, you likely do not have enough historical data"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|Gloat", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** These tools typically have **zero external sourcing capability**"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** These tools typically have **zero external sourcing capability**"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|LinkedIn Talent Insights", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** Pricing for tools like **LinkedIn Talent Insights** is typically quoted annually in the range of **$20,000 to $60,000+**"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|HireEZ", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cheaper, tactical tools like **HireEZ** or **Pin**, which allow for targeted outreach"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|Pin", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "cheaper, tactical tools like **HireEZ** or **Pin**, which allow for targeted outreach"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|Oracle Taleo", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "legacy providers like **Oracle Taleo** ... introduce significant administrative bloat"}, {"id": "mai-20260917-1752-baseline|c180-s6|alibaba-small|Greenhouse/Lever", "prompt": "c180-s6", "model": "alibaba-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Greenhouse/Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "heavy modules within **Greenhouse/Lever** if added on top of other tools) introduce significant administrative bloat"}, {"id": "mai-20260917-1752-baseline|c180-s6|anthropic-small|Aon", "prompt": "c180-s6", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Aon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Aon's talent intelligence tools Adept15, Vid-assess AI, and ACLUgridChallenge have faced complaints with the FTC for alleged discrimination"}, {"id": "mai-20260917-1752-baseline|c180-s6|anthropic-small|Workday", "prompt": "c180-s6", "model": "anthropic-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday has faced a collective action lawsuit ... AI-driven applicant screening tools have systematically disadvantaged older job seekers"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Beamery", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-level, expensive, and geared toward large-scale talent transformation."}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Phenom", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High-volume enterprise recruiting platform; likely overkill for small hiring teams."}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|iCIMS Talent Cloud", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mid-market/enterprise ATS-anchored tool; may be too heavy unless you already use iCIMS and have scale."}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Gloat", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Internal mobility only; not useful for external sourcing."}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Internal skills/mobility focus; not an open-market sourcing solution."}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Eightfold", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Powerful, but several sources flag that these platforms often require clean data, mature HR processes, and a meaningful implementation effort."}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Lightcast", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Lightcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best treated as market-intelligence/planning tools rather than SMB recruiting tools"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|TalentNeuron", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "TalentNeuron", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Best treated as market-intelligence/planning tools rather than SMB recruiting tools"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Draup", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Best treated as market-intelligence/planning tools rather than SMB recruiting tools"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Pin", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "the results point toward more accessible tools such as **Pin, Arya, Wrangle, Gem, or LinkedIn Talent Insights**"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Arya", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Arya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "more accessible tools such as **Pin, Arya, Wrangle, Gem, or LinkedIn Talent Insights**"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Wrangle", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Wrangle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "more accessible tools such as **Pin, Arya, Wrangle, Gem, or LinkedIn Talent Insights**"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|Gem", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "more accessible tools such as **Pin, Arya, Wrangle, Gem, or LinkedIn Talent Insights**"}, {"id": "mai-20260917-1752-baseline|c180-s6|challenger-small|LinkedIn Talent Insights", "prompt": "c180-s6", "model": "challenger-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "more accessible tools such as **Pin, Arya, Wrangle, Gem, or LinkedIn Talent Insights**"}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|Eightfold AI", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Designed for Fortune 500 / 2,000+ employee organizations... \"almost certainly not cost-effective\" for companies under 1,000 employees."}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|Phenom", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Enterprise contract model, no free tier"}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|Beamery", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews consistently flag it as \"overpowered,\" \"extremely complex,\" and \"prohibitive for SMBs.\""}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|iCIMS Talent Cloud", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid:** Enterprise-grade ATS meant for mid-to-large organizations."}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|SeekOut", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why cautious:** Known **data accuracy issues**—outdated candidate profiles and stale contact information"}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|Workable", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Structured, affordable AI recruiting/ATS tools in the $99–$299/month range (e.g., Workable, Recruitee, Pin at ~$100/month)"}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|Recruitee", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Recruitee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., Workable, Recruitee, Pin at ~$100/month) — these deliver actionable intelligence without enterprise contracts"}, {"id": "mai-20260917-1752-baseline|c180-s6|deepseek-small|Pin", "prompt": "c180-s6", "model": "deepseek-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pin at ~$100/month) — these deliver actionable intelligence without enterprise contracts"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Beamery", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Beamery is an incredible platform for massive enterprises but is a financial and operational mismatch for small businesses"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Phenom", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "pricing starts at around **$10,000 per month**. It is only cost-effective for companies executing massive, continuous high-volume hiring campaigns."}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Eightfold.ai", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "For an SMB, Eightfold is a massive financial commitment for AI that will underperform due to a lack of data volume."}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|iCIMS", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "TCO) can reach upward of **$750,000**, which is far outside an SMB budget"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Gloat", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "paying for Gloat is unnecessary. It does not help you source or hire external talent."}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "It provides no value for day-to-day external sourcing."}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Visier", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "it has **no candidate-sourcing or resume-matching capabilities**"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Pin", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look into platforms like **Pin** (which offers external candidate data and email outreach starting around $100/month)"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Loxo", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Pin** ..., **Loxo**, or **Gem**"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Gem", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Pin** ..., **Loxo**, or **Gem**"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Metaview", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Tools like **Metaview** use AI to write structured interview notes and feedback"}, {"id": "mai-20260917-1752-baseline|c180-s6|google-small|Ashby", "prompt": "c180-s6", "model": "google-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as **Ashby**, which are designed specifically to help scaling companies track and optimize their pipelines"}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|Gloat", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some platforms that are not suitable for small businesses include Gloat, Workday Skills Cloud, Phenom, and iCIMS Talent Cloud."}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "not suitable for small businesses include Gloat, Workday Skills Cloud, Phenom, and iCIMS Talent Cloud"}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|Phenom", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "not suitable for small businesses include Gloat, Workday Skills Cloud, Phenom, and iCIMS Talent Cloud"}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|iCIMS Talent Cloud", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not suitable for small businesses include Gloat, Workday Skills Cloud, Phenom, and iCIMS Talent Cloud"}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|Pin", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "some platforms that are suitable for small businesses include Pin, hireEZ, and Skills Base"}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|hireEZ", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "some platforms that are suitable for small businesses include Pin, hireEZ, and Skills Base"}, {"id": "mai-20260917-1752-baseline|c180-s6|meta-small|Skills Base", "prompt": "c180-s6", "model": "meta-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "some platforms that are suitable for small businesses include Pin, hireEZ, and Skills Base"}, {"id": "mai-20260917-1752-baseline|c180-s6|minimax-small|Beamery", "prompt": "c180-s6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Beamery**: ~$220,000/year ... These price points are impractical for small businesses."}, {"id": "mai-20260917-1752-baseline|c180-s6|minimax-small|Phenom", "prompt": "c180-s6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Phenom**: ~$10,000/month ... These price points are impractical for small businesses."}, {"id": "mai-20260917-1752-baseline|c180-s6|minimax-small|iCIMS", "prompt": "c180-s6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**iCIMS**: Three-year total cost can reach $750,000 ... impractical for small businesses."}, {"id": "mai-20260917-1752-baseline|c180-s6|minimax-small|Pin", "prompt": "c180-s6", "model": "minimax-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Lower-cost sourcing tools** like Pin (starting at $100/month)"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|Eightfold AI", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many top-tier talent intelligence platforms (such as Eightfold AI, Beamery, TalentNeuron, Phenom, and iCIMS Talent Cloud) are built for large organizations"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|Beamery", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for large organizations with extensive data... Overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|TalentNeuron", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "TalentNeuron", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overkill for small teams - Expensive (often $10K/month or more)"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|Phenom", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "built for large organizations... Complex to implement and maintain"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|iCIMS Talent Cloud", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "such as Eightfold AI, Beamery, TalentNeuron, Phenom, and iCIMS Talent Cloud) are built for large organizations"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|Gloat", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like Gloat and Workday Skills Cloud... have **zero external sourcing capability**... these are not suitable"}, {"id": "mai-20260917-1752-baseline|c180-s6|mistral-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "mistral-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "excellent for internal mobility but have **zero external sourcing capability**... these are not suitable"}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Eightfold AI", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Eightfold AI, Gloat, Beamery, Phenom, and any quote-only enterprise suite."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Gloat", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Has **zero external sourcing capability**"}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Beamery", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overkill if you just need to hire a few people per year."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Phenom", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High-volume hiring platform with custom-only pricing."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Only makes sense if you're already deeply embedded in the Workday ecosystem at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|LinkedIn Recruiter", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Paying for a full annual seat makes no sense if you only hire **2\\u20135 people per year**."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|HireEZ", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Multiple reports of **exploitative yearly price increases**"}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|SeekOut", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "similar to HireEZ in requiring significant expertise and volume to justify cost"}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Alex/Apriora", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Alex/Apriora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "If you hire fewer than ~20 people per year, the subscription rarely pays for itself."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|HeyMilo", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HeyMilo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Caution: If you hire fewer than ~20 people per year, the subscription rarely pays for itself."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|EasyHire", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "EasyHire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Caution: If you hire fewer than ~20 people per year, the subscription rarely pays for itself."}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Greenhouse", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "stage-by-stage tracking in a basic ATS (e.g., Greenhouse, Lever"}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Lever", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "tracking in a basic ATS (e.g., Greenhouse, Lever, or even well-organized spreadsheets)"}, {"id": "mai-20260917-1752-baseline|c180-s6|moonshot-small|Vervoe", "prompt": "c180-s6", "model": "moonshot-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Vervoe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "**SMB-friendly tools:** Vervoe (job simulations, low setup), or transparently priced self-serve tools."}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Beamery", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms/Types to Avoid or Approach with Caution: 1. **Beamery, Phenom, Eightfold.ai, iCIMS**"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Phenom", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Beamery, Phenom, Eightfold.ai, iCIMS**: Enterprise-focused with pricing starting at $10K+/month"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Eightfold.ai", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Beamery, Phenom, Eightfold.ai, iCIMS**: Enterprise-focused with pricing starting at $10K+/month"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|iCIMS", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Beamery, Phenom, Eightfold.ai, iCIMS**: Enterprise-focused... minimum commitments exclude SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Massive enterprise suites with modular add-ons... Overkill for basic recruiting"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|SAP SuccessFactors", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Massive enterprise suites with modular add-ons... Overkill for basic recruiting"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Cornerstone", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Massive enterprise suites with modular add-ons, annual contracts ($4K+ minimums reported), and months-long setups"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|SeekOut", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Strong for external sourcing (1B+ profiles), but per-seat costs scale poorly for small teams"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Gloat", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Any platform (e.g., Gloat, Draup) needing \"clean internal skills data\" upfront will underperform for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Draup", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Draup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Any platform (e.g., Gloat, Draup) needing \"clean internal skills data\" upfront will underperform for SMBs"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|CoRecruit", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "CoRecruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "options like CoRecruit/Greenhouse show complaints on connectivity, transcription accuracy, and ATS glitches"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Greenhouse", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "options like CoRecruit/Greenhouse show complaints on connectivity, transcription accuracy, and ATS glitches"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Pin", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Opt for lightweight, affordable tools like **Pin** ($100/mo + free tier)"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Lessie AI", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Lessie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Lessie AI** ($35-250/mo)"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Metaview", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Metaview** ($60/mo + free)"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Gem/HireEZ", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gem/HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Gem/HireEZ** ($135/mo+)"}, {"id": "mai-20260917-1752-baseline|c180-s6|xai-small|Loxo", "prompt": "c180-s6", "model": "xai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Loxo** (SMB-friendly all-in-one)"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Eightfold", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Most enterprise-sized talent intelligence suites (Eightfold, Beamery, Phenom, iCIMS, Workday Skills Cloud, Gloat, LinkedIn Talent Insights, etc.) are not built for small businesses"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Beamery", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise talent CRM + skills graph. Requires at-scale hiring and dedicated TA ops. Implementation and maintenance are complex and costly."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Phenom", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Phenom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you're paying for career site, CRM, internal mobility, and analytics you may never use"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|iCIMS", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overkill for most small teams; per-user pricing scales aggressively and contracts are long-term."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Workday Skills Cloud", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday Skills Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "has zero external sourcing capability. If your job is filling roles from the open market, this is irrelevant to you."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Gloat", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Strong internal talent marketplace, but again, no external sourcing. Not useful if you're trying to hire net-new candidates."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|LinkedIn Talent Insights", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "LinkedIn Talent Insights", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Pricing is not transparent and often out of reach for small businesses."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Greenhouse", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they're enterprise-focused. Pricing is custom and often falls into the high-thousands per year for smaller teams."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|BambooHR", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "their talent intelligence modules are often sold as add-ons to large HCM contracts"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Workday HCM", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Powerful, but enterprise-grade. The talent intelligence features are only a small slice of a massive system that's overkill for a small team."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|ChartHop", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Platforms to be cautious about: ... ChartHop (org planning & internal mobility)"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|HiBob", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Platforms to be cautious about: ... HiBob (HR platform with internal mobility features)"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|HireEZ", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Tools like HireEZ, Gem, Wrangle, and Lessie focus on finding and engaging candidates across the open web."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Gem", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Tools like HireEZ, Gem, Wrangle, and Lessie focus on finding and engaging candidates across the open web."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Wrangle", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Wrangle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Wrangle, for example, starts around $199/month with a free trial and searches 800M+ profiles."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Lessie", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Lessie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Tools like HireEZ, Gem, Wrangle, and Lessie focus on finding and engaging candidates across the open web."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Metaview", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Metaview uses AI to record and analyze interviews... a \"talent intelligence layer\" for a fraction of the cost of a full suite."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Ashby", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Ashby, Greenhouse (for small teams), and similar platforms can offer candidate tracking and basic analytics without the enterprise price tag."}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|Skills Base", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "Skills Base", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Platforms like Skills Base (free tier, then ~$2/user) ... can help you build a skills inventory"}, {"id": "mai-20260917-1752-baseline|c180-s6|zai-small|MuchSkills", "prompt": "c180-s6", "model": "zai-small", "cat": "talent-intelligence", "variant": "negative", "raw": "MuchSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "MuchSkills (free tier, then ~$5/user) can help you build a skills inventory that's actually usable for small organizations"}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|Degreed", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for pure LXPs... For deep skills intelligence and content aggregation, try Degreed."}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|Sana Learn", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Sana Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For highest adoption and easiest setup, try Sana Learn."}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|Docebo", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a balance of admin power and learning experience, try Docebo."}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|360Learning", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is excellent for collaborative environments and fast-moving teams."}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|Absorb LMS", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly regarded for its usability and customer support, making it a favorite for mid-size companies"}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|Continu", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on connecting learning directly to productivity."}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|Cornerstone OnDemand / EdCast", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone OnDemand / EdCast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best if your organization already uses Cornerstone for HRIS or performance management and wants a unified ecosystem"}, {"id": "mai-20260917-1752-baseline|c182-l1|alibaba-small|LinkedIn Learning Hub", "prompt": "c182-l1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LinkedIn Learning Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrating LinkedIn Learning directly into your workflow via their Hub can be very effective"}, {"id": "mai-20260917-1752-baseline|c182-l1|anthropic-small|Cornerstone LXP", "prompt": "c182-l1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone LXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cornerstone is noted for enterprise skills development and talent depth"}, {"id": "mai-20260917-1752-baseline|c182-l1|anthropic-small|Docebo", "prompt": "c182-l1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Docebo supports over 400 integrations ... providing a solid technical foundation for enterprise L&D teams"}, {"id": "mai-20260917-1752-baseline|c182-l1|anthropic-small|360Learning", "prompt": "c182-l1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360Learning is recommended for collaborative and social learning"}, {"id": "mai-20260917-1752-baseline|c182-l1|anthropic-small|Degreed", "prompt": "c182-l1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Degreed is one of the most established enterprise LXP platforms on the market"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|360Learning", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**360Learning** is a strong default choice for collaborative corporate learning"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|Intellum", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Intellum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would pick **Intellum** for an enterprise **B2B** company with an extended-enterprise learning strategy"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|Learn Amp", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Learn Amp** is another enterprise-capable option"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|Cornerstone", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you need deep enterprise integration, personalization, and learning analytics"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|Absorb", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often evaluated for enterprise-scale delivery and administration"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|Docebo", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often evaluated for enterprise-scale delivery and administration"}, {"id": "mai-20260917-1752-baseline|c182-l1|challenger-small|Litmos", "prompt": "c182-l1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often evaluated for enterprise-scale delivery and administration"}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|Docebo", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most B2B enterprises** that need one platform to train employees, customers, and channel partners, **Docebo** tends to come out on top"}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|Skilljar", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Purpose-built for **customer & partner education**. Excellent Salesforce sync"}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|Thought Industries", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A vertical specialist for external training with strong governance"}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|LearnUpon", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for **partner programs** with multiple audiences via portal sub-domains; slightly more mid-market oriented"}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|Degreed", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The enterprise LXP leader for **skills-first, self-directed learning**. Trade-off: weaker for compliance/structured admin."}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|360Learning", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **collaborative/peer-driven learning**"}, {"id": "mai-20260917-1752-baseline|c182-l1|deepseek-small|Cornerstone (EdCast)", "prompt": "c182-l1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone (EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you want learning wrapped inside a **full talent suite**. Trade-off: you may pay for modules you don't use."}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|Degreed", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is to upskill a large internal workforce ... **Degreed** is the industry gold standard."}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|Docebo", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Docebo** is widely recognized as the premier modular platform for training external audiences"}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|360Learning", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Agile & Peer-Driven Learning: **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|Cornerstone LXP (powered by EdCast)", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone LXP (powered by EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cornerstone** (following its acquisition of LXP pioneer EdCast) is a leading choice."}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|Highspot", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look into dedicated **revenue enablement/sales LXPs** like **Highspot**, **Seismic**, or **Mindtickle**"}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|Seismic", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look into dedicated **revenue enablement/sales LXPs** like **Highspot**, **Seismic**, or **Mindtickle**"}, {"id": "mai-20260917-1752-baseline|c182-l1|google-small|Mindtickle", "prompt": "c182-l1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look into dedicated **revenue enablement/sales LXPs** like **Highspot**, **Seismic**, or **Mindtickle**"}, {"id": "mai-20260917-1752-baseline|c182-l1|meta-small|Degreed", "prompt": "c182-l1", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Degreed - a heavy hitter in the enterprise LXP space, focused on helping organizations identify, build, and measure workforce skills."}, {"id": "mai-20260917-1752-baseline|c182-l1|meta-small|Continu", "prompt": "c182-l1", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Continu - a good option for lean, growing companies."}, {"id": "mai-20260917-1752-baseline|c182-l1|minimax-small|Degreed", "prompt": "c182-l1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Degreed** or **Thought Industries** are strong choices"}, {"id": "mai-20260917-1752-baseline|c182-l1|minimax-small|GoSkills", "prompt": "c182-l1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Overall learner experience"}, {"id": "mai-20260917-1752-baseline|c182-l1|minimax-small|Thought Industries", "prompt": "c182-l1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Thought Industries", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Degreed** or **Thought Industries** are strong choices due to their enterprise focus"}, {"id": "mai-20260917-1752-baseline|c182-l1|minimax-small|360Learning", "prompt": "c182-l1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Collaborative learning"}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Thinkific Plus", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Thinkific Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thinkific Plus** and **Sana Learn** are the top LXPs due to their scalability, AI features, and strong ROI"}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Sana Learn", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Sana Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Thinkific Plus** and **Sana Learn** are the top LXPs due to their scalability, AI features, and strong ROI"}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Degreed LXP", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed LXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Bringing together learning, talent development, and internal mobility."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|LearnWorlds", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies that sell training as a product, **LearnWorlds** or **Teachable** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Teachable", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For companies that sell training as a product, **LearnWorlds** or **Teachable** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Seismic", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Examples: Seismic, Highspot, Mindtickle, Showpad, Allego."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Highspot", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need a platform specifically for sales training, consider **Mindtickle** or **Highspot**."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Mindtickle", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need a platform specifically for sales training, consider **Mindtickle** or **Highspot**."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Showpad", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Showpad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Examples: Seismic, Highspot, Mindtickle, Showpad, Allego."}, {"id": "mai-20260917-1752-baseline|c182-l1|mistral-small|Allego", "prompt": "c182-l1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Examples: Seismic, Highspot, Mindtickle, Showpad, Allego."}, {"id": "mai-20260917-1752-baseline|c182-l1|moonshot-small|Docebo", "prompt": "c182-l1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Docebo** – *Best for AI-Driven Enterprise Scale*"}, {"id": "mai-20260917-1752-baseline|c182-l1|moonshot-small|Cornerstone (formerly EdCast)", "prompt": "c182-l1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone (formerly EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Cornerstone (formerly EdCast)** – *Best for Integrated Talent & Skills Management*"}, {"id": "mai-20260917-1752-baseline|c182-l1|moonshot-small|360Learning", "prompt": "c182-l1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. 360Learning** – *Best for Collaborative & Peer-Driven Learning*"}, {"id": "mai-20260917-1752-baseline|c182-l1|moonshot-small|Degreed", "prompt": "c182-l1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Degreed** – *Best for Skills-First Development*"}, {"id": "mai-20260917-1752-baseline|c182-l1|moonshot-small|Sana", "prompt": "c182-l1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Sana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Sana** – *Best for AI-Native Next-Gen Learning*"}, {"id": "mai-20260917-1752-baseline|c182-l1|openai-small|Docebo", "prompt": "c182-l1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one answer for an **enterprise B2B company**, I'd start with **Docebo**."}, {"id": "mai-20260917-1752-baseline|c182-l1|openai-small|Degreed", "prompt": "c182-l1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Degreed** if you want the platform to feel more like a **skills and learning experience layer**"}, {"id": "mai-20260917-1752-baseline|c182-l1|openai-small|Cornerstone", "prompt": "c182-l1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Cornerstone** if you are a **very large enterprise** with complex global learning needs"}, {"id": "mai-20260917-1752-baseline|c182-l1|openai-small|360Learning", "prompt": "c182-l1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **360Learning** if you want **rapid, collaborative content creation** by internal experts."}, {"id": "mai-20260917-1752-baseline|c182-l1|xai-small|Docebo", "prompt": "c182-l1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** (Frequently #1 for enterprises)"}, {"id": "mai-20260917-1752-baseline|c182-l1|xai-small|Cornerstone (EdCast LXP)", "prompt": "c182-l1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone (EdCast LXP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for skills intelligence, people-led learning, and enterprise-scale programs. Forrester Leader"}, {"id": "mai-20260917-1752-baseline|c182-l1|xai-small|Degreed", "prompt": "c182-l1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for skills-based learning, content curation from multiple sources"}, {"id": "mai-20260917-1752-baseline|c182-l1|xai-small|360Learning", "prompt": "c182-l1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for collaborative/peer-driven B2B training; affordable, social features."}, {"id": "mai-20260917-1752-baseline|c182-l1|xai-small|Absorb LMS", "prompt": "c182-l1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hybrid LXP/LMS; Forrester Leader, flexible for mid-large enterprises."}, {"id": "mai-20260917-1752-baseline|c182-l1|xai-small|LinkedIn Learning/Udemy Business", "prompt": "c182-l1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LinkedIn Learning/Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great content libraries, but lighter on custom enterprise tools."}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|Docebo", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** or **360Learning** are the top two contenders—Docebo if you need heavy AI personalization and an LXP‑first approach"}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|360Learning", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "360Learning if you want rapid, collaborative content creation and a modern, user‑friendly interface."}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|Absorb LMS", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance and regulatory reporting are your top priorities: → **Absorb LMS** or **SAP Litmos**."}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|Cornerstone OnDemand", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "learning tightly integrated with performance management and succession planning: → **Cornerstone OnDemand**"}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|SAP Litmos", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly regulated industry needing robust compliance and certification tracking | **Absorb LMS** or **SAP Litmos**"}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|Continu", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern, all‑in‑one platform for employees, customers, and partners with fast implementation | **Continu**"}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|LearnUpon", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need a clean, user‑friendly solution with strong automation and reporting | **LearnUpon**"}, {"id": "mai-20260917-1752-baseline|c182-l1|zai-small|D2L Brightspace", "prompt": "c182-l1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strategic upskilling, complex reporting, large‑scale deployments"}, {"id": "mai-20260917-1752-baseline|c182-l2|alibaba-small|Degreed", "prompt": "c182-l2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Degreed**"}, {"id": "mai-20260917-1752-baseline|c182-l2|alibaba-small|Cornerstone EdCast", "prompt": "c182-l2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone EdCast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Cornerstone EdCast**"}, {"id": "mai-20260917-1752-baseline|c182-l2|alibaba-small|Docebo", "prompt": "c182-l2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"All-in-One\" Contender: **Docebo**"}, {"id": "mai-20260917-1752-baseline|c182-l2|alibaba-small|HowNow (by Continual)", "prompt": "c182-l2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "HowNow (by Continual)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention for Specific Use Cases: HowNow (by Continual)"}, {"id": "mai-20260917-1752-baseline|c182-l2|alibaba-small|Udemy Business", "prompt": "c182-l2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often used as a core content supplier *within* an LXP like Degreed."}, {"id": "mai-20260917-1752-baseline|c182-l2|anthropic-small|Coursera for Business", "prompt": "c182-l2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common enterprise LXP options include platforms like Coursera for Business, LinkedIn Learning, Degreed, and others"}, {"id": "mai-20260917-1752-baseline|c182-l2|anthropic-small|LinkedIn Learning", "prompt": "c182-l2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common enterprise LXP options include platforms like Coursera for Business, LinkedIn Learning, Degreed, and others"}, {"id": "mai-20260917-1752-baseline|c182-l2|anthropic-small|Degreed", "prompt": "c182-l2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common enterprise LXP options include platforms like Coursera for Business, LinkedIn Learning, Degreed, and others"}, {"id": "mai-20260917-1752-baseline|c182-l2|challenger-small|Degreed", "prompt": "c182-l2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Degreed** as the default first choice"}, {"id": "mai-20260917-1752-baseline|c182-l2|challenger-small|Cornerstone / EdCast by Cornerstone", "prompt": "c182-l2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone / EdCast by Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "as the strongest alternative if you need deeper talent-development and skills orchestration"}, {"id": "mai-20260917-1752-baseline|c182-l2|challenger-small|Docebo", "prompt": "c182-l2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** if you need to train not only employees but also **partners or customers**"}, {"id": "mai-20260917-1752-baseline|c182-l2|challenger-small|360Learning", "prompt": "c182-l2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**360Learning** if your culture depends heavily on **peer learning**"}, {"id": "mai-20260917-1752-baseline|c182-l2|deepseek-small|Docebo", "prompt": "c182-l2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Docebo** (best all-around enterprise LXP)"}, {"id": "mai-20260917-1752-baseline|c182-l2|deepseek-small|Degreed", "prompt": "c182-l2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company's primary need is enterprise skills transformation and mobility across the workforce, I'd recommend **Degreed** instead"}, {"id": "mai-20260917-1752-baseline|c182-l2|deepseek-small|Cornerstone (EdCast)", "prompt": "c182-l2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone (EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **people-led learning** and talent ecosystems; strong analytics... Highest relative cost"}, {"id": "mai-20260917-1752-baseline|c182-l2|deepseek-small|360Learning", "prompt": "c182-l2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**360Learning** is worth evaluating"}, {"id": "mai-20260917-1752-baseline|c182-l2|google-small|Degreed", "prompt": "c182-l2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Degreed** is the industry standard."}, {"id": "mai-20260917-1752-baseline|c182-l2|google-small|Docebo", "prompt": "c182-l2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Docebo** is the market leader for this \"extended enterprise\" use case."}, {"id": "mai-20260917-1752-baseline|c182-l2|google-small|Cornerstone LXP (Powered by EdCast)", "prompt": "c182-l2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone LXP (Powered by EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cornerstone’s LXP** (which integrates their acquisition of EdCast) is highly recommended."}, {"id": "mai-20260917-1752-baseline|c182-l2|google-small|360Learning", "prompt": "c182-l2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**360Learning** is designed to unlock that institutional knowledge."}, {"id": "mai-20260917-1752-baseline|c182-l2|meta-small|360Learning", "prompt": "c182-l2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "360Learning: Combines an LXP and LMS into one collaborative platform"}, {"id": "mai-20260917-1752-baseline|c182-l2|meta-small|Cornerstone LXP (EdCast)", "prompt": "c182-l2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone LXP (EdCast)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cornerstone LXP (EdCast): Best for people-led learning."}, {"id": "mai-20260917-1752-baseline|c182-l2|meta-small|Degreed", "prompt": "c182-l2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Degreed: A leading LXP focused on skill-based learning"}, {"id": "mai-20260917-1752-baseline|c182-l2|meta-small|LinkedIn Learning", "prompt": "c182-l2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LinkedIn Learning: Provides access to thousands of expert-led courses"}, {"id": "mai-20260917-1752-baseline|c182-l2|minimax-small|Docebo", "prompt": "c182-l2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** appears to be frequently mentioned as a top choice for large enterprises with thousands of employees."}, {"id": "mai-20260917-1752-baseline|c182-l2|mistral-small|Docebo", "prompt": "c182-l2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Docebo** as the top LXP choice"}, {"id": "mai-20260917-1752-baseline|c182-l2|mistral-small|360Learning", "prompt": "c182-l2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "360Learning is a strong contender, especially for fostering a culture of continuous learning"}, {"id": "mai-20260917-1752-baseline|c182-l2|mistral-small|Degreed", "prompt": "c182-l2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another established enterprise LXP, trusted by global brands like Cisco and IBM, but may be more focused on skills"}, {"id": "mai-20260917-1752-baseline|c182-l2|moonshot-small|Degreed", "prompt": "c182-l2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Degreed"}, {"id": "mai-20260917-1752-baseline|c182-l2|moonshot-small|LinkedIn Learning", "prompt": "c182-l2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "external providers (LinkedIn Learning, Udemy, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-l2|moonshot-small|Udemy", "prompt": "c182-l2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "external providers (LinkedIn Learning, Udemy, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-l2|moonshot-small|Docebo", "prompt": "c182-l2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative: Docebo"}, {"id": "mai-20260917-1752-baseline|c182-l2|moonshot-small|Cornerstone LXP (formerly EdCast)", "prompt": "c182-l2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone LXP (formerly EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Also Consider: Cornerstone LXP (formerly EdCast)"}, {"id": "mai-20260917-1752-baseline|c182-l2|moonshot-small|360Learning", "prompt": "c182-l2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Collaborative/peer-led learning at scale | **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-l2|openai-small|Docebo", "prompt": "c182-l2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more context: **Docebo**."}, {"id": "mai-20260917-1752-baseline|c182-l2|openai-small|Cornerstone Learning Experience Platform", "prompt": "c182-l2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone Learning Experience Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cornerstone** if you want a broader talent/learning suite and deep enterprise integrations"}, {"id": "mai-20260917-1752-baseline|c182-l2|openai-small|360Learning", "prompt": "c182-l2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider 360Learning** if your priority is collaborative, employee-generated learning"}, {"id": "mai-20260917-1752-baseline|c182-l2|openai-small|Degreed", "prompt": "c182-l2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Degreed** if your focus is skills-based learning and capability building"}, {"id": "mai-20260917-1752-baseline|c182-l2|xai-small|Docebo", "prompt": "c182-l2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Docebo or Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c182-l2|xai-small|Cornerstone OnDemand", "prompt": "c182-l2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Docebo or Cornerstone OnDemand (now featuring Cornerstone LXP, incorporating EdCast)"}, {"id": "mai-20260917-1752-baseline|c182-l2|xai-small|Absorb", "prompt": "c182-l2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Named Leaders in the Forrester Wave™ ... Q4 2025 (alongside Absorb)"}, {"id": "mai-20260917-1752-baseline|c182-l2|xai-small|Degreed", "prompt": "c182-l2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Degreed** is a close third—great for skills-first upskilling (used by IBM, Cisco)—but trails slightly in full enterprise compliance/reporting"}, {"id": "mai-20260917-1752-baseline|c182-l2|zai-small|Docebo", "prompt": "c182-l2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick (balanced):** Docebo"}, {"id": "mai-20260917-1752-baseline|c182-l2|zai-small|Degreed", "prompt": "c182-l2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Skills-first and content-agnostic:** Degreed"}, {"id": "mai-20260917-1752-baseline|c182-l2|zai-small|360Learning", "prompt": "c182-l2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Collaborative and modern:** 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-l2|zai-small|LinkedIn Learning (via Udemy Business)", "prompt": "c182-l2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LinkedIn Learning (via Udemy Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Content-heavy / off-the-shelf:** LinkedIn Learning (via Udemy Business)"}, {"id": "mai-20260917-1752-baseline|c182-l2|zai-small|Workday Learning", "prompt": "c182-l2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you already use Workday:** Workday Learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|Docebo", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Docebo** if you want a comprehensive, AI-powered platform that handles both compliance/tracking (LMS) and experiential learning (LXP)."}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|Degreed", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Degreed** if your primary goal is **skills-based hiring/upskilling**"}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|Cornerstone (EdCast & Onboarding+)", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone (EdCast & Onboarding+)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cornerstone/EdCast** if you\\u2019re already using the Cornerstone HR suite"}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|Sana Learn", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Sana Learn** if your challenge is **knowledge retention** for operational or frontline roles"}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|360Learning", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **360Learning** if you want to foster a **culture of peer teaching** and collaboration"}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|LinkedIn Learning", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "is lighter on custom/internal content management compared to Docebo or Degreed"}, {"id": "mai-20260917-1752-baseline|c182-l3|alibaba-small|Thrive (by Thrive Apprenticeship)", "prompt": "c182-l3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thrive (by Thrive Apprenticeship)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Structured apprenticeship programs and guided skill acquisition."}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Intellum", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Intellum runs employee, customer, and partner education from one system of record"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Docebo", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Docebo stands out for its AI capabilities."}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Absorb LMS", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Absorb LMS emphasizes engagement."}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Cornerstone OnDemand", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone OnDemand ties learning to performance reviews, succession planning, and skills mapping"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Litmos", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The major enterprise platforms include Intellum, Docebo, Absorb LMS, Cornerstone OnDemand, Litmos, 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|360Learning", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The major enterprise platforms include ... Litmos, 360Learning, Moodle Workplace"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Moodle Workplace", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Skilljar", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|Thought Industries", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260917-1752-baseline|c182-l3|anthropic-small|EdCast", "prompt": "c182-l3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms like EdCast, Docebo, and Cornerstone OnDemand show how AI, personalization, and social learning create effective development programs"}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Cornerstone (EdCast)", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone (EdCast)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong **skills intelligence** and broad enterprise learning orchestration."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Degreed", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Maps learning to a **skills architecture** and blends internal/external content."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Docebo", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong **AI-driven discovery**, automation, and support for employees, partners, and customers."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|360Learning", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best known for **SME-led content creation** and social learning."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Learn Amp", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines **learning, engagement, and performance/coaching**."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Absorb", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Positioned as a **hybrid LMS/LXP** bridging administration and learner experience."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Sana", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on **AI content creation**, adaptive learning, and analytics."}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|CYPHER", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "CYPHER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer entrants like Sana and some CYPHER-focused offerings emphasize **AI-native content creation and automation**"}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|LinkedIn Learning", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often used as content layers rather than full learning systems"}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Udemy Business", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they are usually not the core enterprise learning workflow"}, {"id": "mai-20260917-1752-baseline|c182-l3|challenger-small|Intellum", "prompt": "c182-l3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Docebo and Intellum-style platforms are especially strong when you need to train **employees, customers, and partners** in one system."}, {"id": "mai-20260917-1752-baseline|c182-l3|deepseek-small|Degreed", "prompt": "c182-l3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Degreed if you're a massive enterprise (5,000+ employees) with a complex skills gap problem"}, {"id": "mai-20260917-1752-baseline|c182-l3|deepseek-small|Docebo", "prompt": "c182-l3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Docebo if you need a robust admin tool that handles mandatory compliance training *and* personalized learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|deepseek-small|Cornerstone LXP (EdCast)", "prompt": "c182-l3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone LXP (EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cornerstone if you want to break down silos between learning, performance reviews, and career development in one suite."}, {"id": "mai-20260917-1752-baseline|c182-l3|deepseek-small|360Learning", "prompt": "c182-l3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose 360Learning if your culture is highly collaborative and your priority is speed of knowledge transfer among peers"}, {"id": "mai-20260917-1752-baseline|c182-l3|deepseek-small|Learn Amp", "prompt": "c182-l3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Learn Amp if you want a single, elegant platform for casual development, onboarding, and performance check-ins"}, {"id": "mai-20260917-1752-baseline|c182-l3|deepseek-small|Continu", "prompt": "c182-l3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Continu if you're a growing company with a tight budget but need a \"set-and-forget\" platform"}, {"id": "mai-20260917-1752-baseline|c182-l3|google-small|Degreed", "prompt": "c182-l3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Degreed is the pioneer of the LXP category... Best for Skills Intelligence & Open Integration"}, {"id": "mai-20260917-1752-baseline|c182-l3|google-small|EdCast (by Cornerstone)", "prompt": "c182-l3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdCast (by Cornerstone)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Scale & HR Ecosystems"}, {"id": "mai-20260917-1752-baseline|c182-l3|google-small|Sana (Sana Labs)", "prompt": "c182-l3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana (Sana Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best AI-Native Experience & Knowledge Management"}, {"id": "mai-20260917-1752-baseline|c182-l3|google-small|360Learning", "prompt": "c182-l3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaborative & Peer-to-Peer Learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|google-small|Docebo", "prompt": "c182-l3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Modular LMS/LXP Hybrid"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|Cornerstone", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Enterprise skills development and talent depth"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|Docebo", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: AI-driven discovery at scale"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|360Learning", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Collaborative and social learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|Degreed", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Top choice for**: Content aggregation and curation"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|GoSkills", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Small to mid-sized businesses and growing teams"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|Adobe Learning Manager", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Enterprises using Adobe products"}, {"id": "mai-20260917-1752-baseline|c182-l3|minimax-small|iSpring Learn", "prompt": "c182-l3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Fast onboarding"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|Docebo", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A modern, AI-driven LMS/LXP hybrid known for its AI content recommendations"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|360Learning", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A collaborative LXP that empowers subject matter experts to create and share courses"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|Adobe Learning Manager", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Designed for enterprise employee, partner, and customer training"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|Degreed", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An established LXP focused on self-directed skills discovery"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|Litmos", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A long-standing LMS/LXP that has evolved into an AI-powered learning platform"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|Absorb LMS", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A robust LMS with strong compliance tracking and reporting"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|LinkedIn Learning", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A large library of off-the-shelf courses"}, {"id": "mai-20260917-1752-baseline|c182-l3|mistral-small|ExpertusONE", "prompt": "c182-l3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "ExpertusONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A cloud-based platform that unifies LMS, LXP, and skills into one"}, {"id": "mai-20260917-1752-baseline|c182-l3|moonshot-small|Docebo", "prompt": "c182-l3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** — Best for Global, Multi-Audience Delivery"}, {"id": "mai-20260917-1752-baseline|c182-l3|moonshot-small|Degreed", "prompt": "c182-l3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Degreed** — Best for Enterprise Skills Intelligence"}, {"id": "mai-20260917-1752-baseline|c182-l3|moonshot-small|360Learning", "prompt": "c182-l3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** — Best for Peer-Led & Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|moonshot-small|Sana Labs", "prompt": "c182-l3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sana Labs** — Best AI-Native All-in-One Platform"}, {"id": "mai-20260917-1752-baseline|c182-l3|moonshot-small|Cornerstone LXP (EdCast)", "prompt": "c182-l3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone LXP (EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cornerstone LXP (EdCast)** — Best for People-Led Learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|Docebo", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** = best AI-native enterprise LXP/LMS hybrid"}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|Cornerstone", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone** = best for compliance-heavy enterprise learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|360Learning", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** = best for collaborative, SME-led learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|Absorb LMS", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Typically selected more for robust enterprise LMS needs than for a pure “LXP-first” experience."}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|SAP SuccessFactors Learning", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less about best-in-class LXP discovery, more about deep HR-suite alignment at scale."}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|Moodle Workplace", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly flexible, but usually requires more technical stewardship than SaaS enterprise platforms."}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|Tovuti", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often less deep in governance or advanced skills architecture"}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|CYPHER Learning", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often less deep in governance or advanced skills architecture"}, {"id": "mai-20260917-1752-baseline|c182-l3|openai-small|Paradiso", "prompt": "c182-l3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Paradiso", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often less deep in governance or advanced skills architecture"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|Degreed", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Skills intelligence (30k+ skill graph), 800+ integrations, AI curation from vast external libraries... skills (Degreed)"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|Docebo", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hybrid LMS/LXP: Strong admin controls, scalability... compliance (Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|Cornerstone", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full HCM ecosystem; orchestrates learning with performance/recruiting"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|360Learning", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaborative authoring (SMEs create courses)... collaboration (360Learning)"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|Sana Labs", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-native automation, high engagement (73% MAU), unified ROI analytics"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|Absorb LMS", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: Absorb LMS (flexible hybrid)"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|LinkedIn Learning Hub", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LinkedIn Learning Hub (content-rich, lower cost)"}, {"id": "mai-20260917-1752-baseline|c182-l3|xai-small|Continu", "prompt": "c182-l3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Continu (lean growth)"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Sana Learn", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Highest MAU % and ROI composite (73% MAU, 9.2 ROI) | Lighter skills taxonomy & integration catalog than some peers"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Docebo", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global, multi‑audience delivery with AI → Docebo"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Degreed", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Skills‑first, content‑curation focus → Degreed"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Cornerstone", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large‑scale learning orchestration + performance → Cornerstone"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|360Learning", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collaborative, peer‑driven content → 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Thrive", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High engagement & ROI (69% MAU, 8.5 ROI) | Smaller integration ecosystem compared to larger platforms"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Continu", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Learning + performance integration → Continu"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Valamis", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Valamis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise scalability & compliance → Valamis or ExpertusONE"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|ExpertusONE", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "ExpertusONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Unified LMS/LXP/skills, modern UX, mobile‑first | Implementation timeline and change‑management load"}, {"id": "mai-20260917-1752-baseline|c182-l3|zai-small|Adobe Learning Manager", "prompt": "c182-l3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for Adobe‑centric organizations; less relevant otherwise"}, {"id": "mai-20260917-1752-baseline|c182-l4|alibaba-small|TalentLMS", "prompt": "c182-l4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is arguably the best choice for large companies specifically looking for cost control."}, {"id": "mai-20260917-1752-baseline|c182-l4|alibaba-small|iSpring Learn", "prompt": "c182-l4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **TalentLMS** or **iSpring Learn** for a demonstration."}, {"id": "mai-20260917-1752-baseline|c182-l4|alibaba-small|Docebo", "prompt": "c182-l4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Docebo is the industry standard, though it requires higher upfront investment."}, {"id": "mai-20260917-1752-baseline|c182-l4|alibaba-small|Go1", "prompt": "c182-l4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go1 (Best for Content-Led Experiences)"}, {"id": "mai-20260917-1752-baseline|c182-l4|alibaba-small|Cornerstone", "prompt": "c182-l4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without requiring a multi-year, million-dollar commitment typical of heavy HRIS suites like Cornerstone or Workday"}, {"id": "mai-20260917-1752-baseline|c182-l4|alibaba-small|Workday", "prompt": "c182-l4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "million-dollar commitment typical of heavy HRIS suites like Cornerstone or Workday"}, {"id": "mai-20260917-1752-baseline|c182-l4|anthropic-small|Cornerstone OnDemand", "prompt": "c182-l4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for enterprise skills development and talent depth, with broad learning orchestration and skills intelligence built for large programs"}, {"id": "mai-20260917-1752-baseline|c182-l4|anthropic-small|Docebo", "prompt": "c182-l4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This modular approach allows you to control costs at scale."}, {"id": "mai-20260917-1752-baseline|c182-l4|anthropic-small|Absorb LMS", "prompt": "c182-l4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb offers personalized pricing for every enterprise, with a tailored approach that ensures users only pay for what they need"}, {"id": "mai-20260917-1752-baseline|c182-l4|challenger-small|Continu", "prompt": "c182-l4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Continu** stands out as a practical choice if you want enterprise training with clearer cost control"}, {"id": "mai-20260917-1752-baseline|c182-l4|challenger-small|Docebo", "prompt": "c182-l4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Docebo** is also a strong large-enterprise option, but its pricing is not published and is typically custom"}, {"id": "mai-20260917-1752-baseline|c182-l4|challenger-small|Absorb LMS", "prompt": "c182-l4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited to large enterprises, with custom pricing[10]"}, {"id": "mai-20260917-1752-baseline|c182-l4|challenger-small|Cornerstone", "prompt": "c182-l4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Proven at enterprise scale and compliance-heavy environments[19]"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|Docebo", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid per-user/month platforms (Docebo, Cornerstone, 360Learning) for thousands of users if cost predictability is your #1 priority"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|Degreed", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most enterprise LXPs (Docebo, Degreed, Cornerstone, 360Learning, etc.) price per active user or per registered user"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|Cornerstone", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid per-user/month platforms (Docebo, Cornerstone, 360Learning) for thousands of users"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|360Learning", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid per-user/month platforms (Docebo, Cornerstone, 360Learning) for thousands of users"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|SimpliTrain", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SimpliTrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternative: SimpliTrain** — If you want the absolute most predictable model"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|Learning Pool / Stream LXP", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Learning Pool / Stream LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**First choice: Learning Pool / Stream LXP** — It offers published, tiered annual pricing"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|LifterLMS (WordPress-based)", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LifterLMS (WordPress-based)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for full ownership... Caveat: Requires WordPress expertise"}, {"id": "mai-20260917-1752-baseline|c182-l4|deepseek-small|GoSkills", "prompt": "c182-l4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best budget-limited transparency... Less suited for very complex enterprise compliance/branding needs"}, {"id": "mai-20260917-1752-baseline|c182-l4|google-small|Microsoft Viva Learning", "prompt": "c182-l4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Microsoft Viva Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Viva Learning** is the most cost-predictable LXP available."}, {"id": "mai-20260917-1752-baseline|c182-l4|google-small|Totara Engage", "prompt": "c182-l4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Totara Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Choice: Totara Engage ... At scale (10,000+ users), the total annual subscription cost of a tiered Totara license is historically **30% to 50% cheaper**"}, {"id": "mai-20260917-1752-baseline|c182-l4|google-small|Continu", "prompt": "c182-l4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Continu** is a premier modern LXP/LMS hybrid that heavily utilizes this structure."}, {"id": "mai-20260917-1752-baseline|c182-l4|google-small|Docebo", "prompt": "c182-l4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Docebo often measures \"active\" over a rolling 12-month period, which can cause costs to eventually converge back to your total registered headcount"}, {"id": "mai-20260917-1752-baseline|c182-l4|google-small|Degreed", "prompt": "c182-l4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Degreed** is the industry standard ... negotiated **Enterprise Agreements (EAs)** with fixed annual caps."}, {"id": "mai-20260917-1752-baseline|c182-l4|meta-small|LifterLMS", "prompt": "c182-l4", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best learning experience platform for a large company that needs predictable total cost across thousands of users is LifterLMS."}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|CompanyLMS", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "CompanyLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Flat-Rate Predictability... Start with **CompanyLMS** or **360Learning** for published, flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|360Learning", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **CompanyLMS** or **360Learning** for published, flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|TalentLMS", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Predictability... Transparent pricing, straightforward tier structure"}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|Degreed", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "quote-based pricing with models that can create cost variability... Degreed, for example, requires $40K-$150K+ minimums"}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|Docebo", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most major enterprise platforms (Degreed, Docebo, Cornerstone, Absorb) use **quote-based pricing**"}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|Cornerstone", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use **quote-based pricing** with models that can create cost variability"}, {"id": "mai-20260917-1752-baseline|c182-l4|minimax-small|Absorb", "prompt": "c182-l4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most major enterprise platforms (Degreed, Docebo, Cornerstone, Absorb) use **quote-based pricing**"}, {"id": "mai-20260917-1752-baseline|c182-l4|mistral-small|TechClass", "prompt": "c182-l4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TechClass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TechClass and LifterLMS are the strongest choices due to their transparent, scalable pricing models"}, {"id": "mai-20260917-1752-baseline|c182-l4|mistral-small|LifterLMS (WordPress-based)", "prompt": "c182-l4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LifterLMS (WordPress-based)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TechClass and LifterLMS are the strongest choices due to their transparent, scalable pricing models"}, {"id": "mai-20260917-1752-baseline|c182-l4|mistral-small|360Learning", "prompt": "c182-l4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360Learning is also a solid option if you prefer a more traditional per-user model with enterprise support."}, {"id": "mai-20260917-1752-baseline|c182-l4|mistral-small|Degreed", "prompt": "c182-l4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Platforms like Degreed and Cornerstone, which require custom quotes"}, {"id": "mai-20260917-1752-baseline|c182-l4|mistral-small|Cornerstone", "prompt": "c182-l4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Platforms like Degreed and Cornerstone, which require custom quotes"}, {"id": "mai-20260917-1752-baseline|c182-l4|moonshot-small|Docebo", "prompt": "c182-l4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** if you want a standalone, AI-forward platform with transparent per-active-user scaling"}, {"id": "mai-20260917-1752-baseline|c182-l4|moonshot-small|Cornerstone OnDemand", "prompt": "c182-l4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone** if you need a broader talent suite and prefer bundled pricing"}, {"id": "mai-20260917-1752-baseline|c182-l4|moonshot-small|SAP SuccessFactors Learning", "prompt": "c182-l4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SAP-Integrated Environments... Trade-off: Less flexible if you need standalone learning"}, {"id": "mai-20260917-1752-baseline|c182-l4|moonshot-small|360Learning", "prompt": "c182-l4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alternative vendors like 360Learning, Degreed, or Workday Learning?"}, {"id": "mai-20260917-1752-baseline|c182-l4|moonshot-small|Degreed", "prompt": "c182-l4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternative vendors like 360Learning, Degreed, or Workday Learning?"}, {"id": "mai-20260917-1752-baseline|c182-l4|moonshot-small|Workday Learning", "prompt": "c182-l4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alternative vendors like 360Learning, Degreed, or Workday Learning?"}, {"id": "mai-20260917-1752-baseline|c182-l4|openai-small|Docebo", "prompt": "c182-l4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** looks like a strong default choice for this use case"}, {"id": "mai-20260917-1752-baseline|c182-l4|openai-small|Thought Industries", "prompt": "c182-l4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then compare it against **Thought Industries** and **Degreed**"}, {"id": "mai-20260917-1752-baseline|c182-l4|openai-small|Degreed", "prompt": "c182-l4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then compare it against **Thought Industries** and **Degreed**"}, {"id": "mai-20260917-1752-baseline|c182-l4|openai-small|Cornerstone", "prompt": "c182-l4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone positions its LXP for large, global organizations and enterprise use cases."}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|LifterLMS", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LifterLMS stands out based on current comparisons."}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|TalentLMS", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives with High Predictability"}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|iSpring Learn", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent public rates; scales to 150K users"}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|Workademy", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Workademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "True flat per band; all features included"}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|Cornerstone", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less Predictable Options ... initial opacity and add-ons ... create uncertainty"}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|Docebo", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less Predictable Options ... Quote-based (~$25K–$200K+/year), per-user or modular"}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|Absorb", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less Predictable Options (Common for Enterprises)"}, {"id": "mai-20260917-1752-baseline|c182-l4|xai-small|Workday Learning", "prompt": "c182-l4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Less Predictable Options ... initial opacity and add-ons"}, {"id": "mai-20260917-1752-baseline|c182-l4|zai-small|Learning Pool LXP", "prompt": "c182-l4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Learning Pool LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Learning Pool offers a published price list across thousands of users, which is ideal for budget certainty."}, {"id": "mai-20260917-1752-baseline|c182-l4|zai-small|GoSkills", "prompt": "c182-l4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoSkills offers a lower base cost with a straightforward per-user rate, making it easy to estimate total cost."}, {"id": "mai-20260917-1752-baseline|c182-l5|google-small|Degreed", "prompt": "c182-l5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The pioneer of the pure-play LXP space... Enterprise Fit: Excellent. Vetted by many of the world's largest companies."}, {"id": "mai-20260917-1752-baseline|c182-l5|google-small|Cornerstone LXP (formerly EdCast)", "prompt": "c182-l5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone LXP (formerly EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Perfect if you already use (or are looking at) Cornerstone for your LMS or talent management suite."}, {"id": "mai-20260917-1752-baseline|c182-l5|google-small|Docebo (Learning Suite)", "prompt": "c182-l5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo (Learning Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Extremely strong technical architecture. Known for having one of the best API and headless integration setups in the industry"}, {"id": "mai-20260917-1752-baseline|c182-l5|google-small|360Learning", "prompt": "c182-l5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if your organization relies on rapid, internally crowdsourced knowledge sharing... solid SOC 2 compliance"}, {"id": "mai-20260917-1752-baseline|c182-l5|meta-small|Thrive Learning", "prompt": "c182-l5", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Thrive Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Thrive Learning: A SOC 2 and ISO 27001 certified enterprise LMS with AI agents."}, {"id": "mai-20260917-1752-baseline|c182-l5|meta-small|LearningOS", "prompt": "c182-l5", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "LearningOS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LearningOS: An enterprise-grade learning platform with AI-powered features, SSO, and multi-language support."}, {"id": "mai-20260917-1752-baseline|c182-l5|meta-small|CYPHER Learning", "prompt": "c182-l5", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CYPHER Learning: A platform that combines AI-powered tools, skill-based learning, and enterprise-grade security"}, {"id": "mai-20260917-1752-baseline|c182-l5|meta-small|Mexty", "prompt": "c182-l5", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Mexty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mexty: An AI-Native learning infrastructure with ISO/IEC 27001 certification"}, {"id": "mai-20260917-1752-baseline|c182-l5|meta-small|Tovuti", "prompt": "c182-l5", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tovuti: An AI-powered LMS with FedRAMP authorization, SOC 2 Type II compliance"}, {"id": "mai-20260917-1752-baseline|c182-l5|mistral-small|Cornerstone", "prompt": "c182-l5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors (e.g., Cornerstone, Docebo, Absorb, 360Learning, SAP Litmos, Moodle Workplace)."}, {"id": "mai-20260917-1752-baseline|c182-l5|mistral-small|Docebo", "prompt": "c182-l5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors (e.g., Cornerstone, Docebo, Absorb, 360Learning, SAP Litmos, Moodle Workplace)."}, {"id": "mai-20260917-1752-baseline|c182-l5|mistral-small|Absorb", "prompt": "c182-l5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist vendors (e.g., Cornerstone, Docebo, Absorb, 360Learning, SAP Litmos, Moodle Workplace)."}, {"id": "mai-20260917-1752-baseline|c182-l5|mistral-small|360Learning", "prompt": "c182-l5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist vendors (e.g., Cornerstone, Docebo, Absorb, 360Learning, SAP Litmos, Moodle Workplace)."}, {"id": "mai-20260917-1752-baseline|c182-l5|mistral-small|SAP Litmos", "prompt": "c182-l5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist vendors (e.g., Cornerstone, Docebo, Absorb, 360Learning, SAP Litmos, Moodle Workplace)."}, {"id": "mai-20260917-1752-baseline|c182-l5|mistral-small|Moodle Workplace", "prompt": "c182-l5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist vendors (e.g., Cornerstone, Docebo, Absorb, 360Learning, SAP Litmos, Moodle Workplace)."}, {"id": "mai-20260917-1752-baseline|c182-l5|moonshot-small|Degreed", "prompt": "c182-l5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Degreed** (strong skills taxonomy)"}, {"id": "mai-20260917-1752-baseline|c182-l5|moonshot-small|Cornerstone Content Studio / CSX", "prompt": "c182-l5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone Content Studio / CSX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cornerstone Content Studio / CSX** (enterprise compliance)"}, {"id": "mai-20260917-1752-baseline|c182-l5|moonshot-small|Docebo", "prompt": "c182-l5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Docebo** (multi-tenancy leader)"}, {"id": "mai-20260917-1752-baseline|c182-l5|moonshot-small|360Learning", "prompt": "c182-l5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**360Learning** (collaborative/social focus)"}, {"id": "mai-20260917-1752-baseline|c182-l5|moonshot-small|EdCast (now Cornerstone)", "prompt": "c182-l5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "EdCast (now Cornerstone)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EdCast (now Cornerstone)** (AI curation)"}, {"id": "mai-20260917-1752-baseline|c182-l5|xai-small|Docebo", "prompt": "c182-l5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples: Docebo, 360Learning are compliant."}, {"id": "mai-20260917-1752-baseline|c182-l5|xai-small|360Learning", "prompt": "c182-l5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples: Docebo, 360Learning are compliant."}, {"id": "mai-20260917-1752-baseline|c182-l5|xai-small|EdCast", "prompt": "c182-l5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "EdCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: EdCast, Degreed, Docebo, 360Learning, Sana Labs (many SOC 2 + SSO-ready)."}, {"id": "mai-20260917-1752-baseline|c182-l5|xai-small|Degreed", "prompt": "c182-l5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: EdCast, Degreed, Docebo, 360Learning, Sana Labs (many SOC 2 + SSO-ready)."}, {"id": "mai-20260917-1752-baseline|c182-l5|xai-small|Sana Labs", "prompt": "c182-l5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Sana Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors: EdCast, Degreed, Docebo, 360Learning, Sana Labs (many SOC 2 + SSO-ready)."}, {"id": "mai-20260917-1752-baseline|c182-l6|alibaba-small|360Learning", "prompt": "c182-l6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many popular LXPs (e.g., 360Learning, SC Training, GoSkills) start with low barriers to entry for small teams but often lack the infrastructure required for global enterprises."}, {"id": "mai-20260917-1752-baseline|c182-l6|alibaba-small|SC Training", "prompt": "c182-l6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SC Training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many popular LXPs (e.g., 360Learning, SC Training, GoSkills) start with low barriers to entry for small teams but often lack the infrastructure required for global enterprises."}, {"id": "mai-20260917-1752-baseline|c182-l6|alibaba-small|GoSkills", "prompt": "c182-l6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many popular LXPs (e.g., 360Learning, SC Training, GoSkills) start with low barriers to entry for small teams but often lack the infrastructure required for global enterprises."}, {"id": "mai-20260917-1752-baseline|c182-l6|alibaba-small|Cornerstone", "prompt": "c182-l6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many legacy LMS providers (such as older iterations of Cornerstone or generic LMS wrappers) attempt to bolt on \"LXP-like\" features"}, {"id": "mai-20260917-1752-baseline|c182-l6|anthropic-small|Cornerstone", "prompt": "c182-l6", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cornerstone's user interface might be an issue according to customer reviews, with possible cons including integration issues and a steep learning curve."}, {"id": "mai-20260917-1752-baseline|c182-l6|challenger-small|Degreed", "prompt": "c182-l6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest shortlist usually includes **Degreed**, **Cornerstone/EdCast**, and **Docebo**"}, {"id": "mai-20260917-1752-baseline|c182-l6|challenger-small|Cornerstone/EdCast", "prompt": "c182-l6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone/EdCast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest shortlist usually includes **Degreed**, **Cornerstone/EdCast**, and **Docebo**"}, {"id": "mai-20260917-1752-baseline|c182-l6|challenger-small|Docebo", "prompt": "c182-l6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the safest shortlist usually includes **Degreed**, **Cornerstone/EdCast**, and **Docebo**"}, {"id": "mai-20260917-1752-baseline|c182-l6|challenger-small|GoSkills", "prompt": "c182-l6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools like **GoSkills** are explicitly described as better for narrower use cases and not ideal when you need white-labeling, partner training, or heavy customization"}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Cornerstone OnDemand", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid if you need user adoption:** G2 and SoftwareAdvice reviews consistently flag the **clunky backend, steep admin learning curve, and uninspiring learner UI**."}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Degreed", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict:** Be cautious if your L&D team is lean or if you need strict compliance tracking."}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Docebo", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict:** Be cautious if you need a simple, centralized internal hub."}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Fuel50", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Startups / Pre-IPO Vendors\" (e.g., **Fuel50, Valamis, or niche players**) ... enterprise risk"}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Valamis", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Valamis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"Startups / Pre-IPO Vendors\" (e.g., **Fuel50, Valamis, or niche players**)"}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Saba", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendors like Saba (acquired by Cornerstone) and Percipio (acquired by Skillsoft) have seen product churn"}, {"id": "mai-20260917-1752-baseline|c182-l6|deepseek-small|Percipio", "prompt": "c182-l6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Percipio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Percipio (acquired by Skillsoft) have seen product churn and overlapping roadmaps"}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|Cornerstone OnDemand", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid buying into consolidated suites under the assumption that they are naturally integrated out of the box."}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|Degreed", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "laying a pure LXP (like **Degreed** or **EdCast**) over a separate legacy LMS ... has proven to be an administrative nightmare"}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|EdCast", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "EdCast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be highly cautious of any LXP that requires a heavy, custom integration layer"}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|Microsoft Viva Learning", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Microsoft Viva Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not make the mistake of choosing Viva Learning as your primary enterprise LXP."}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|Thrive LXP", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Thrive LXP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be very cautious of \"scrappy,\" highly collaborative LXPs"}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|HowNow", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "HowNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid-Market and \"SMB-First\" LXPs (e.g., Thrive, HowNow, Looop)"}, {"id": "mai-20260917-1752-baseline|c182-l6|google-small|Looop", "prompt": "c182-l6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Looop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mid-Market and \"SMB-First\" LXPs (e.g., Thrive, HowNow, Looop)"}, {"id": "mai-20260917-1752-baseline|c182-l6|meta-small|Degreed", "prompt": "c182-l6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Degreed: While it is an established choice for large employers, it is positioned at very large employers and has high entry costs."}, {"id": "mai-20260917-1752-baseline|c182-l6|meta-small|Cornerstone", "prompt": "c182-l6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cornerstone: While it is also an established choice, it may not be suitable for smaller enterprises due to its high costs and complexity."}, {"id": "mai-20260917-1752-baseline|c182-l6|meta-small|Docebo", "prompt": "c182-l6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LXPs like Docebo and Skillsoft may be worth considering, as they offer strong delivery and analytics capabilities"}, {"id": "mai-20260917-1752-baseline|c182-l6|meta-small|Skillsoft", "prompt": "c182-l6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Skillsoft is strong when the content library is the reason to buy"}, {"id": "mai-20260917-1752-baseline|c182-l6|mistral-small|Degreed", "prompt": "c182-l6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like Degreed, Cornerstone, and Docebo do not publish public prices and have reported minimum annual costs starting from around $25,000"}, {"id": "mai-20260917-1752-baseline|c182-l6|mistral-small|Cornerstone", "prompt": "c182-l6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cornerstone and Docebo are positioned for very large employers and assume the enterprise has the infrastructure and resources to manage and run the platform effectively"}, {"id": "mai-20260917-1752-baseline|c182-l6|mistral-small|Docebo", "prompt": "c182-l6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cornerstone and Docebo are positioned for very large employers... This can lead to implementation delays and increased total cost of ownership."}, {"id": "mai-20260917-1752-baseline|c182-l6|mistral-small|GoSkills", "prompt": "c182-l6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "GoSkills is noted as potentially not being a good fit for large organizations due to scalability and feature limitations"}, {"id": "mai-20260917-1752-baseline|c182-l6|moonshot-small|SAP SuccessFactors Learning", "prompt": "c182-l6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Consistently cited as **not user-friendly** with a **steep learning curve**"}, {"id": "mai-20260917-1752-baseline|c182-l6|moonshot-small|Cornerstone OnDemand", "prompt": "c182-l6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Complex implementation** requiring significant technical expertise ... \"Learners suffer horribly in Cornerstone\""}, {"id": "mai-20260917-1752-baseline|c182-l6|moonshot-small|Totara Learn", "prompt": "c182-l6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Totara Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Steep complexity** — \"endless features can easily become overwhelming\""}, {"id": "mai-20260917-1752-baseline|c182-l6|moonshot-small|Docebo", "prompt": "c182-l6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Forces expensive third-party tools (noted as Docebo's weakness)"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|Docebo", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise buyers report a steep learning curve during setup and feature configuration, so it can be powerful but operationally demanding"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|360Learning", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviewers mention a steep learning curve and limited customization in some areas"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|Continu", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Continu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "review summaries point to a steep learning curve and a sense that the platform is still immature"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|LinkedIn Learning", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "note limited interactivity and limited customization, which can be a drawback"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|Coursera for Business", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you should verify governance, customization, and admin controls carefully"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|Viva Learning", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Viva Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not always the best choice if you need a full standalone enterprise LXP with deep learning ops and analytics"}, {"id": "mai-20260917-1752-baseline|c182-l6|openai-small|Zoho Learn", "prompt": "c182-l6", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "reviewers repeatedly mention limited customization and a steep learning curve, making it worth caution"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|Udemy Business", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Generally **Avoid for Large Enterprises**... **Udemy Business**: Primarily a content marketplace... Lacks deep enterprise governance"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|TalentLMS", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**TalentLMS or Moodle (self-hosted)**: Affordable for small teams but fail under heavy loads"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|Moodle (self-hosted)", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Moodle (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Scalability issues, limited native enterprise integrations... security concerns in open-source setups make them risky"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|Cornerstone OnDemand", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often criticized for clunky UI, steep implementation timelines (12+ weeks), rigid configurations, and poor usability"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|Docebo", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprises note a steep learning curve, inadequate reporting/analytics, missing batch actions, and setup complexity"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|Degreed", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "struggles with enterprise compliance, content governance (risk of low-quality UGC), and heavy reliance on manual curation"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|LinkedIn Learning (standalone)", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning (standalone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "as primary enterprise platforms, they lack full LMS rigor... High costs for scale"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|Coursera for Business", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "as primary enterprise platforms, they lack full LMS rigor (e.g., no robust paths for compliance, weak admin controls)"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|SAP Litmos", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "check recent Corporate Learning Systems reports for names like SAP Litmos or 360Learning, but verify fit"}, {"id": "mai-20260917-1752-baseline|c182-l6|xai-small|360Learning", "prompt": "c182-l6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "names like SAP Litmos or 360Learning, but verify fit"}, {"id": "mai-20260917-1752-baseline|c182-m1|alibaba-small|Absorb LMS", "prompt": "c182-m1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Sales-Driven B2B: Absorb LMS ... widely considered the gold standard for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c182-m1|alibaba-small|LearnUpon", "prompt": "c182-m1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Partner & Channel Education: LearnUpon"}, {"id": "mai-20260917-1752-baseline|c182-m1|alibaba-small|Docebo", "prompt": "c182-m1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Pure\" LXP with AI: Docebo"}, {"id": "mai-20260917-1752-baseline|c182-m1|alibaba-small|360Learning", "prompt": "c182-m1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Agile/Tech Companies: 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-m1|alibaba-small|Edcast", "prompt": "c182-m1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Edcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you might prefer an LXP like **Edcast**, which aggregates that content with internal resources"}, {"id": "mai-20260917-1752-baseline|c182-m1|anthropic-small|Learn Amp", "prompt": "c182-m1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-in-one mid-market learning platform. This is frequently recommended as the most balanced option for mid-market organizations."}, {"id": "mai-20260917-1752-baseline|c182-m1|anthropic-small|Docebo", "prompt": "c182-m1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely regarded as one of the most AI-forward LMS platforms in the market"}, {"id": "mai-20260917-1752-baseline|c182-m1|anthropic-small|Absorb LMS", "prompt": "c182-m1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for mid-sized companies that want an intuitive, easy-to-use learning platform"}, {"id": "mai-20260917-1752-baseline|c182-m1|anthropic-small|360Learning", "prompt": "c182-m1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-market companies whose L&D model relies heavily on internal subject matter experts"}, {"id": "mai-20260917-1752-baseline|c182-m1|anthropic-small|Continu", "prompt": "c182-m1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Blends LXP personalization with LMS functionality in a clean, modern interface."}, {"id": "mai-20260917-1752-baseline|c182-m1|challenger-small|Learn Amp", "prompt": "c182-m1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Learn Amp** if you want an all-in-one platform"}, {"id": "mai-20260917-1752-baseline|c182-m1|challenger-small|LearnUpon", "prompt": "c182-m1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnUpon** and **Absorb LMS** are also strong mid-market options"}, {"id": "mai-20260917-1752-baseline|c182-m1|challenger-small|Absorb LMS", "prompt": "c182-m1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** and **Absorb LMS** are also strong mid-market options"}, {"id": "mai-20260917-1752-baseline|c182-m1|challenger-small|360Learning", "prompt": "c182-m1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose 360Learning** if your team cares most about **collaborative course creation and peer learning**"}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|Learn Amp", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Learn Amp** — *Best all-in-one for mid-market* ... Frequently ranked the top mid-market-specific platform"}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|360Learning", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. 360Learning** — *Best for peer-led / collaborative learning*"}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|Docebo", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Docebo** — *Best for scaling global, multi-audience delivery*"}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|Absorb LMS", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Absorb LMS** — *Best hybrid LMS/LXP for flexibility*"}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|Litmos", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Litmos: quick rollout, free trial, good for fast deployments."}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|Tovuti", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tovuti: built-in portal/site with gamification and e-commerce"}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|Juno Journey", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Juno Journey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Juno Journey: talent + learning combined, with HRIS integrations."}, {"id": "mai-20260917-1752-baseline|c182-m1|deepseek-small|GoSkills", "prompt": "c182-m1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tight budget / small team, move fast?** → Litmos or GoSkills."}, {"id": "mai-20260917-1752-baseline|c182-m1|google-small|Docebo", "prompt": "c182-m1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo is the industry leader.... Best for External Customer & Partner Training (Extended Enterprise)"}, {"id": "mai-20260917-1752-baseline|c182-m1|google-small|360Learning", "prompt": "c182-m1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Peer-to-Peer & Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-m1|google-small|Sana (Sana Labs)", "prompt": "c182-m1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Sana (Sana Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sana is a highly rated, next-generation platform"}, {"id": "mai-20260917-1752-baseline|c182-m1|google-small|Learn Amp", "prompt": "c182-m1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Lean Teams Consolidating Tech Stacks"}, {"id": "mai-20260917-1752-baseline|c182-m1|meta-small|Learn Amp", "prompt": "c182-m1", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best learning experience platform for a mid-market B2B company is Learn Amp"}, {"id": "mai-20260917-1752-baseline|c182-m1|meta-small|Thinkific Grow or Plus", "prompt": "c182-m1", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Thinkific Grow or Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Thinkific Grow or Plus"}, {"id": "mai-20260917-1752-baseline|c182-m1|meta-small|TechClass", "prompt": "c182-m1", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TechClass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and TechClass, which are suitable for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c182-m1|minimax-small|Learn Amp", "prompt": "c182-m1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically called out as \"Best all-in-one mid-market learning platform\""}, {"id": "mai-20260917-1752-baseline|c182-m1|minimax-small|Absorb LMS", "prompt": "c182-m1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"Best For Mid-Market to Enterprise Teams Wanting AI-Driven Personalization\""}, {"id": "mai-20260917-1752-baseline|c182-m1|minimax-small|Litmos", "prompt": "c182-m1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"widely used in mid- to large-sized organizations\""}, {"id": "mai-20260917-1752-baseline|c182-m1|minimax-small|Docebo", "prompt": "c182-m1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for \"mid-market businesses to enterprises looking for a user-friendly platform\""}, {"id": "mai-20260917-1752-baseline|c182-m1|minimax-small|GoSkills", "prompt": "c182-m1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-based LXP \"built for small to mid-sized businesses and growing teams.\""}, {"id": "mai-20260917-1752-baseline|c182-m1|mistral-small|Learn Amp", "prompt": "c182-m1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Learn Amp** is often highlighted as the best all-in-one learning experience platform"}, {"id": "mai-20260917-1752-baseline|c182-m1|mistral-small|360Learning", "prompt": "c182-m1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **360Learning**, which offers a comprehensive platform with AI-powered features"}, {"id": "mai-20260917-1752-baseline|c182-m1|mistral-small|ProProfs Training Maker", "prompt": "c182-m1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "praised for being built specifically for mid-market teams evaluating a B2B LMS"}, {"id": "mai-20260917-1752-baseline|c182-m1|moonshot-small|Learn Amp", "prompt": "c182-m1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Learn Amp** or **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-m1|moonshot-small|GoSkills LXP", "prompt": "c182-m1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Learn Amp** or **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-m1|moonshot-small|360Learning", "prompt": "c182-m1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need stronger peer collaboration, **360Learning** is excellent."}, {"id": "mai-20260917-1752-baseline|c182-m1|moonshot-small|Litmos", "prompt": "c182-m1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Litmos** or **Absorb** are solid choices"}, {"id": "mai-20260917-1752-baseline|c182-m1|moonshot-small|Absorb LMS", "prompt": "c182-m1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Litmos** or **Absorb** are solid choices"}, {"id": "mai-20260917-1752-baseline|c182-m1|moonshot-small|Juno Journey", "prompt": "c182-m1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Juno Journey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Juno Journey** — Best for Talent + Learning Combined"}, {"id": "mai-20260917-1752-baseline|c182-m1|openai-small|Docebo", "prompt": "c182-m1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best learning experience platform is usually **Docebo**"}, {"id": "mai-20260917-1752-baseline|c182-m1|openai-small|360Learning", "prompt": "c182-m1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if your priority is **collaborative learning**"}, {"id": "mai-20260917-1752-baseline|c182-m1|openai-small|Thought Industries", "prompt": "c182-m1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your main goal is **customer education / external training**"}, {"id": "mai-20260917-1752-baseline|c182-m1|openai-small|Bridge", "prompt": "c182-m1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Bridge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it may be less expansive than Docebo for multi-audience programs"}, {"id": "mai-20260917-1752-baseline|c182-m1|openai-small|Seismic Learning", "prompt": "c182-m1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Seismic Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your company also needs **sales enablement** tightly connected to learning"}, {"id": "mai-20260917-1752-baseline|c182-m1|xai-small|Absorb LMS", "prompt": "c182-m1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absorb LMS** (Best Overall for Mid-Market Flexibility)"}, {"id": "mai-20260917-1752-baseline|c182-m1|xai-small|360Learning", "prompt": "c182-m1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**360Learning** (Best for Collaborative B2B Training)"}, {"id": "mai-20260917-1752-baseline|c182-m1|xai-small|Docebo", "prompt": "c182-m1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** (Best for Global B2B Sales Enablement)"}, {"id": "mai-20260917-1752-baseline|c182-m1|xai-small|LearnUpon", "prompt": "c182-m1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LearnUpon** (Best Value for B2B Customer/Partner Training)"}, {"id": "mai-20260917-1752-baseline|c182-m1|xai-small|Degreed", "prompt": "c182-m1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Employee-only? Prioritize Degreed/LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c182-m1|xai-small|LinkedIn Learning", "prompt": "c182-m1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Employee-only? Prioritize Degreed/LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c182-m1|zai-small|Learn Amp", "prompt": "c182-m1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1 | **Learn Amp** | Built specifically as an all‑in‑one mid‑market platform; strong on engagement, social learning, and analytics."}, {"id": "mai-20260917-1752-baseline|c182-m1|zai-small|360Learning", "prompt": "c182-m1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2 | **360Learning** | Best for peer‑driven, collaborative course creation; transparent pricing and easy onboarding."}, {"id": "mai-20260917-1752-baseline|c182-m1|zai-small|Docebo", "prompt": "c182-m1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3 | **Docebo** | Best AI‑powered LMS for midsize–large organizations"}, {"id": "mai-20260917-1752-baseline|c182-m1|zai-small|Absorb LMS", "prompt": "c182-m1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4 | **Absorb LMS** | Strong hybrid LMS/LXP for flexibility; good for mid‑market to enterprise"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|Docebo", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Sized Growth: **Docebo**"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|LinkedIn Learning", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "pull in content from external providers (LinkedIn Learning, Coursera, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|Coursera", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "external providers (LinkedIn Learning, Coursera, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|GoSkills LXP", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Speed & Simplicity: **GoSkills LXP**"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|Cornerstone", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lower administrative burden than heavyweights like Docebo or Cornerstone"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|Juno Journey", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Juno Journey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Talent Management Integration: **Juno Journey**"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|Tovuti", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Tovuti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Channel Partner Training: **Tovuti**"}, {"id": "mai-20260917-1752-baseline|c182-m2|alibaba-small|Udemy", "prompt": "c182-m2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "aggregates LinkedIn Learning, Udemy, or GCF Global"}, {"id": "mai-20260917-1752-baseline|c182-m2|anthropic-small|Learn Amp", "prompt": "c182-m2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Learn Amp** and **Continu** are specifically highlighted as strong options for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c182-m2|anthropic-small|Continu", "prompt": "c182-m2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Learn Amp** and **Continu** are specifically highlighted as strong options for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c182-m2|anthropic-small|Absorb LMS", "prompt": "c182-m2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS is noted as a best hybrid LMS/LXP for flexibility"}, {"id": "mai-20260917-1752-baseline|c182-m2|anthropic-small|LinkedIn Learning", "prompt": "c182-m2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong options include: LinkedIn Learning for its massive course library"}, {"id": "mai-20260917-1752-baseline|c182-m2|anthropic-small|360Learning", "prompt": "c182-m2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "360Learning, which blends LXP capabilities with collaborative learning tools"}, {"id": "mai-20260917-1752-baseline|c182-m2|challenger-small|Learn Amp", "prompt": "c182-m2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Learn Amp** if you want a broad, mid-market-friendly LXP"}, {"id": "mai-20260917-1752-baseline|c182-m2|challenger-small|360Learning", "prompt": "c182-m2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you want collaborative learning, personalized recommendations"}, {"id": "mai-20260917-1752-baseline|c182-m2|challenger-small|Docebo", "prompt": "c182-m2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a better fit if you need a more scalable, global platform"}, {"id": "mai-20260917-1752-baseline|c182-m2|challenger-small|Litmos", "prompt": "c182-m2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a practical option for SMB or mid-market teams that want a faster rollout"}, {"id": "mai-20260917-1752-baseline|c182-m2|challenger-small|Juno Journey", "prompt": "c182-m2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Juno Journey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if your focus is learning plus talent development"}, {"id": "mai-20260917-1752-baseline|c182-m2|deepseek-small|Docebo", "prompt": "c182-m2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: **Docebo** (if budget allows)"}, {"id": "mai-20260917-1752-baseline|c182-m2|deepseek-small|360Learning", "prompt": "c182-m2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value / collaborative alternative: **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-m2|deepseek-small|LearnUpon", "prompt": "c182-m2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** or **LearnUpon** are the strongest fits"}, {"id": "mai-20260917-1752-baseline|c182-m2|deepseek-small|Absorb LMS", "prompt": "c182-m2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "clean, easy-to-administer mid-market option with solid compliance features"}, {"id": "mai-20260917-1752-baseline|c182-m2|deepseek-small|Degreed", "prompt": "c182-m2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools (like Degreed) are built for employee skills and aren't great at monetizing or managing external audiences"}, {"id": "mai-20260917-1752-baseline|c182-m2|google-small|360Learning", "prompt": "c182-m2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. 360Learning\n**Best for:** Collaborative learning, sales enablement, and peer-to-peer knowledge sharing."}, {"id": "mai-20260917-1752-baseline|c182-m2|google-small|Learn Amp", "prompt": "c182-m2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Learn Amp is a \"Swiss Army knife\" that brings learning, skills mapping, and performance reviews ... under a single umbrella."}, {"id": "mai-20260917-1752-baseline|c182-m2|google-small|Docebo", "prompt": "c182-m2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Docebo** if a critical goal of this platform is **customer onboarding, partner training, or client certification**."}, {"id": "mai-20260917-1752-baseline|c182-m2|google-small|Continu", "prompt": "c182-m2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Continu** if you have a very lean HR team and just want a gorgeous, modern system"}, {"id": "mai-20260917-1752-baseline|c182-m2|meta-small|Learn Amp", "prompt": "c182-m2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LXP for a mid-sized B2B company would be Learn Amp, as it is designed for mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c182-m2|meta-small|GoSkills LXP", "prompt": "c182-m2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include GoSkills LXP, Litmos, and Tovuti, which are also suitable for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c182-m2|meta-small|Litmos", "prompt": "c182-m2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include GoSkills LXP, Litmos, and Tovuti, which are also suitable for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c182-m2|meta-small|Tovuti", "prompt": "c182-m2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Tovuti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include GoSkills LXP, Litmos, and Tovuti, which are also suitable for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c182-m2|minimax-small|LearnUpon", "prompt": "c182-m2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **LearnUpon** or **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-m2|minimax-small|360Learning", "prompt": "c182-m2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **LearnUpon** or **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-m2|minimax-small|Absorb LMS", "prompt": "c182-m2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Robust analytics and scalable for growing businesses"}, {"id": "mai-20260917-1752-baseline|c182-m2|minimax-small|Adobe Learning Manager", "prompt": "c182-m2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-sized companies already using Adobe products"}, {"id": "mai-20260917-1752-baseline|c182-m2|minimax-small|GoSkills", "prompt": "c182-m2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "User-friendly, free plan available, fast setup"}, {"id": "mai-20260917-1752-baseline|c182-m2|mistral-small|GoSkills LXP", "prompt": "c182-m2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Praised for being lightweight and a good fit for small to mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c182-m2|mistral-small|Litmos", "prompt": "c182-m2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Litmos** and **Docebo** are often highlighted for their scalability, ease of integration, and comprehensive feature sets"}, {"id": "mai-20260917-1752-baseline|c182-m2|mistral-small|Tovuti", "prompt": "c182-m2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suitable for SMBs or mid-market organizations that want a built-in site/portal"}, {"id": "mai-20260917-1752-baseline|c182-m2|mistral-small|Juno Journey", "prompt": "c182-m2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Juno Journey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent if you prioritize simplicity and talent development, respectively"}, {"id": "mai-20260917-1752-baseline|c182-m2|mistral-small|Docebo", "prompt": "c182-m2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Litmos** and **Docebo** are often highlighted for their scalability, ease of integration, and comprehensive feature sets"}, {"id": "mai-20260917-1752-baseline|c182-m2|moonshot-small|GoSkills", "prompt": "c182-m2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with GoSkills** if you want speed, affordability, and minimal setup friction"}, {"id": "mai-20260917-1752-baseline|c182-m2|moonshot-small|360Learning", "prompt": "c182-m2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose 360Learning** if peer-generated content and collaborative learning are priorities"}, {"id": "mai-20260917-1752-baseline|c182-m2|moonshot-small|Learn Amp", "prompt": "c182-m2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Learn Amp** if you need a more comprehensive talent development hub"}, {"id": "mai-20260917-1752-baseline|c182-m2|moonshot-small|Docebo", "prompt": "c182-m2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-Grade Options (If You Have Larger Budget/Needs)"}, {"id": "mai-20260917-1752-baseline|c182-m2|moonshot-small|Degreed", "prompt": "c182-m2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deep skills intelligence and career pathing | Custom (floor ~$25,000/year)"}, {"id": "mai-20260917-1752-baseline|c182-m2|openai-small|360Learning", "prompt": "c182-m2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **360Learning** first"}, {"id": "mai-20260917-1752-baseline|c182-m2|openai-small|Degreed", "prompt": "c182-m2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Degreed** as the runner-up"}, {"id": "mai-20260917-1752-baseline|c182-m2|openai-small|Thought Industries", "prompt": "c182-m2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth a look if your \"B2B\" means you need a platform for **customer/partner education**"}, {"id": "mai-20260917-1752-baseline|c182-m2|openai-small|Cornerstone LXP", "prompt": "c182-m2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone LXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid enterprise option if you already care about broader talent/HR ecosystem alignment"}, {"id": "mai-20260917-1752-baseline|c182-m2|xai-small|LearnAmp", "prompt": "c182-m2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LearnAmp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend LearnAmp as a strong LXP option"}, {"id": "mai-20260917-1752-baseline|c182-m2|xai-small|Degreed", "prompt": "c182-m2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Affordable for mid-sized budgets vs. enterprise tools like Degreed."}, {"id": "mai-20260917-1752-baseline|c182-m2|xai-small|GoSkills", "prompt": "c182-m2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong alternatives if it doesn't fit"}, {"id": "mai-20260917-1752-baseline|c182-m2|xai-small|Thirst", "prompt": "c182-m2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMBs wanting simple AI/social learning"}, {"id": "mai-20260917-1752-baseline|c182-m2|xai-small|360Learning", "prompt": "c182-m2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collaborative B2B training"}, {"id": "mai-20260917-1752-baseline|c182-m2|zai-small|360Learning", "prompt": "c182-m2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **360Learning** for most mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c182-m2|zai-small|Learn Amp", "prompt": "c182-m2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then considering **Learn Amp** if you need more advanced performance analytics and simulations"}, {"id": "mai-20260917-1752-baseline|c182-m2|zai-small|GoSkills", "prompt": "c182-m2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for small-to-midsize teams with built-in course library"}, {"id": "mai-20260917-1752-baseline|c182-m2|zai-small|Litmos", "prompt": "c182-m2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Well-established solution for mid-to-large organizations"}, {"id": "mai-20260917-1752-baseline|c182-m3|alibaba-small|Degreed", "prompt": "c182-m3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently widely considered the market leader in terms of pure \"experience.\"  Degreed is famous for its consumer-grade design"}, {"id": "mai-20260917-1752-baseline|c182-m3|alibaba-small|EdCast (SAP SuccessFactors)", "prompt": "c182-m3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdCast (SAP SuccessFactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it the premier choice for companies deeply integrated into the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c182-m3|alibaba-small|Skillsoft (Perspectives)", "prompt": "c182-m3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Skillsoft (Perspectives)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Companies that want an \"All-in-One\" solution where the platform comes pre-loaded with vast content."}, {"id": "mai-20260917-1752-baseline|c182-m3|alibaba-small|Cornerstone OnDemand (Edge)", "prompt": "c182-m3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone OnDemand (Edge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Mid-to-large organizations looking for stability and deep integration."}, {"id": "mai-20260917-1752-baseline|c182-m3|alibaba-small|360Learning", "prompt": "c182-m3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Agile teams, creative agencies, and startups focused on peer-to-peer culture."}, {"id": "mai-20260917-1752-baseline|c182-m3|alibaba-small|Axonify", "prompt": "c182-m3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Axonify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A specialized LXP focused on mobile, \"just-in-time\" learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|anthropic-small|Learn Amp", "prompt": "c182-m3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Learn Amp - Best all-in-one mid-market learning platform"}, {"id": "mai-20260917-1752-baseline|c182-m3|anthropic-small|Continu", "prompt": "c182-m3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Continu - Best for lean, growing companies"}, {"id": "mai-20260917-1752-baseline|c182-m3|anthropic-small|Cornerstone", "prompt": "c182-m3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cornerstone (best for enterprise skills development and talent depth)"}, {"id": "mai-20260917-1752-baseline|c182-m3|anthropic-small|360Learning", "prompt": "c182-m3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "360Learning (best for collaborative and social learning)"}, {"id": "mai-20260917-1752-baseline|c182-m3|anthropic-small|Absorb LMS", "prompt": "c182-m3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Absorb LMS - Best hybrid LMS/LXP for flexibility"}, {"id": "mai-20260917-1752-baseline|c182-m3|anthropic-small|Docebo", "prompt": "c182-m3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "has evolved into a comprehensive learning suite with serious LXP capabilities"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|360Learning", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**360Learning** is often highlighted for collaborative learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Degreed", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Degreed** for content aggregation and skill-based learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Docebo", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** for AI-driven customization"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|LinkedIn Learning", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when access to a broad library matters more than deep customization"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Absorb", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bridges formal training and learner experience"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Continu", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combines LXP-style discovery with LMS-style training management"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Cornerstone/EdCast", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone/EdCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More suitable for large organizations needing integrated talent and learning capabilities"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Learn Amp", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often positioned for mid-market teams wanting learning, coaching, and engagement together"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Udemy Business", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Often chosen for fast access to practical, job-ready content at scale"}, {"id": "mai-20260917-1752-baseline|c182-m3|challenger-small|Axonify", "prompt": "c182-m3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Axonify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for operational learning, reinforcement, and engagement"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|Degreed", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Degreed — **Best for skills-first upskilling** ... The leading \"pure\" LXP focused on **skills-based learning** for enterprises."}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|360Learning", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "360Learning — **Best collaborative / small-business fit**"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|LinkedIn Learning", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LinkedIn Learning — **Best for a massive course library**"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|Docebo", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Docebo — **Best for AI-driven enterprise LMS/LXP**"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|Continu", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Continu — **Best for lean, growing companies**"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|Absorb", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Absorb — **Best hybrid LMS/LXP for flexibility**"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|Cornerstone", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cornerstone — **Best for comprehensive enterprise suites**"}, {"id": "mai-20260917-1752-baseline|c182-m3|deepseek-small|Udemy Business", "prompt": "c182-m3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**LinkedIn Learning / Udemy Business**: rely on large external course libraries"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|Degreed", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Degreed: Best for Skills Mapping and Internal Mobility"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|360Learning", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "360Learning: Best for Peer-Led Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|Docebo", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Docebo: Best for AI-Driven UX and Hybrid LMS/LXP Flexibility"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|Cornerstone LXP (EdCast)", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone LXP (EdCast)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone LXP (EdCast): Best for Enterprise Talent Suites"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|Absorb LMS / Absorb Infuse", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS / Absorb Infuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Absorb LMS / Absorb Infuse: Best for \"In-the-Flow-of-Work\" Learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|CYPHER Learning", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CYPHER Learning: Best for Instant AI Course Generation"}, {"id": "mai-20260917-1752-baseline|c182-m3|google-small|Learn Amp", "prompt": "c182-m3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Learn Amp: Best All-in-One for the Mid-Market"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|UneeQ Immersive Training Platform", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "UneeQ Immersive Training Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top LXPs include UneeQ Immersive Training Platform, 360Learning, Degreed, Docebo"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|360Learning", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top LXPs include UneeQ Immersive Training Platform, 360Learning, Degreed, Docebo"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Degreed", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top LXPs include ... Degreed, Docebo"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Docebo", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top LXPs include ... Degreed, Docebo, Cornerstone LXP (EdCast)"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Cornerstone LXP (EdCast)", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone LXP (EdCast)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cornerstone LXP (EdCast), Absorb LMS, LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Absorb LMS", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Absorb LMS, LinkedIn Learning, Udemy Business"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|LinkedIn Learning", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LinkedIn Learning, Udemy Business, Learn Amp, and Continu"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Udemy Business", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Udemy Business, Learn Amp, and Continu"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Learn Amp", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Learn Amp, and Continu"}, {"id": "mai-20260917-1752-baseline|c182-m3|meta-small|Continu", "prompt": "c182-m3", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Learn Amp, and Continu"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|Degreed", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Focus:** Skills-centric learning platform"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|EdCast (Cornerstone LXP)", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdCast (Cornerstone LXP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**G2 Rating:** 4.5/5 (higher than Degreed)"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|360Learning", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Specialization:** Collaborative LXP for team-based learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|Docebo", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Specialization:** AI-enhanced LMS/LXP hybrid"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|LinkedIn Learning", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Key Strength:** Massive course library"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|Absorb LMS", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Absorb LMS** - Best hybrid LMS/LXP"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|Valamis", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Valamis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Valamis** - Strong for skills-driven operations"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|LearnUpon", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**LearnUpon** - Best for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c182-m3|minimax-small|GoSkills", "prompt": "c182-m3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GoSkills** - Best overall learner experience"}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Udemy Business", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for course variety and broad content library."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|LinkedIn Learning", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong integration with LinkedIn, ideal for professional development and social learning."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Degreed", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top choice for content aggregation and curation"}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Docebo", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for customization features and AI-driven personalization."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|360Learning", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excels in collaborative and social learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|GoSkills", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best overall for learner experience and ease of use."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Absorb LMS", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for scalability and enterprise features."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Adobe Learning Manager", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for organizations already using Adobe products."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Axonify", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Axonify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on microlearning and gamification."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Canvas LMS", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Popular in higher education and for analytics-driven learning."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Continu", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong in compliance training and content curation."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|D2L Brightspace", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Used in higher education and analytics-driven enterprise learning."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|EdCast", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Emphasizes AI-powered recommendations and content curation."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Juno LXP", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Juno LXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Focuses on personalized learning paths and career development."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Learn Amp", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Combines LXP and LMS features, good for performance management."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|LearnUpon", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Strong in customer training and partner enablement."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Litmos", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Known for mobile-first learning and ease of use."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|TalentLMS", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Popular for small to mid-sized businesses and quick setup."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Tovuti", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Offers built-in course authoring and gamification."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|NovoEd", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "NovoEd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Focuses on collaborative learning and cohort-based courses."}, {"id": "mai-20260917-1752-baseline|c182-m3|mistral-small|Cornerstone", "prompt": "c182-m3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "others (e.g., Absorb LMS, Cornerstone) are designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c182-m3|moonshot-small|Degreed", "prompt": "c182-m3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise skills intelligence... Higher cost, complex implementation"}, {"id": "mai-20260917-1752-baseline|c182-m3|moonshot-small|360Learning", "prompt": "c182-m3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Peer-led courses and collaborative learning"}, {"id": "mai-20260917-1752-baseline|c182-m3|moonshot-small|Docebo", "prompt": "c182-m3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Global, multi-audience delivery"}, {"id": "mai-20260917-1752-baseline|c182-m3|moonshot-small|GoSkills", "prompt": "c182-m3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Growing businesses and lean teams"}, {"id": "mai-20260917-1752-baseline|c182-m3|moonshot-small|CloudShare", "prompt": "c182-m3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "CloudShare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Virtual hands-on learning environments"}, {"id": "mai-20260917-1752-baseline|c182-m3|openai-small|Thrive", "prompt": "c182-m3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Thrive** if you want an **all-in-one LXP/LMS** with strong social learning."}, {"id": "mai-20260917-1752-baseline|c182-m3|openai-small|Docebo", "prompt": "c182-m3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Docebo** if you want an **AI-first enterprise learning platform** with broad scalability."}, {"id": "mai-20260917-1752-baseline|c182-m3|openai-small|360Learning", "prompt": "c182-m3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **360Learning** if you want **collaborative course creation** and SME-driven learning."}, {"id": "mai-20260917-1752-baseline|c182-m3|openai-small|Cornerstone", "prompt": "c182-m3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Cornerstone** if learning must connect tightly to **HR/talent management**."}, {"id": "mai-20260917-1752-baseline|c182-m3|openai-small|Degreed", "prompt": "c182-m3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly included in LXP conversations, especially for skills-based learning and content aggregation"}, {"id": "mai-20260917-1752-baseline|c182-m3|openai-small|SAP SuccessFactors Learning / Litmos", "prompt": "c182-m3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "SAP SuccessFactors Learning / Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually considered more LMS-oriented, but often part of LXP evaluations depending on the use case"}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|Degreed", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI skills intelligence, content aggregation from 1000s of sources, personalized paths based on career goals."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|360Learning", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Collaborative authoring (SMEs create courses), social features, peer feedback."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|Docebo", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Generative AI for content creation/tutors, automation, multi-language/global scalability."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|LearnAmp", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnAmp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern UI, powerful reporting, employee development focus, all-in-one for mid-market."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|Cornerstone (formerly EdCast)", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone (formerly EdCast)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skills-based adaptive learning, people-led content, deep HRIS integrations."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|LinkedIn Learning", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Massive course library (20k+ videos), professional dev, integrates with LinkedIn profiles."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|GoSkills", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best overall learner experience per some reviews; lighter analytics."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|Absorb LMS", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid flexibility, scalability, good for custom content."}, {"id": "mai-20260917-1752-baseline|c182-m3|xai-small|Udemy Business", "prompt": "c182-m3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "On-demand marketplace (25k+ courses), affordable skills training."}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Degreed", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For | Enterprise skills intelligence, self-directed development ... Massive skill graph (30,000+ skills) and 800+ integrations"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|360Learning", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For | Peer-led, collaborative courses built by internal experts"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Docebo", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For | AI-heavy, enterprise-grade delivery for employees, partners, and customers"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|GoSkills", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For | Growing businesses needing quick setup with built-in course libraries"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Cornerstone LXP (EdCast)", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone LXP (EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For | People-led learning and social knowledge sharing"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Udemy Business", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broad content variety → Udemy Business"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Coursera for Business", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Academic credentials → Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Pluralsight", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Technical depth → Pluralsight"}, {"id": "mai-20260917-1752-baseline|c182-m3|zai-small|Absorb LMS", "prompt": "c182-m3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Compliance & formal training → LMS-heavy (Docebo, Absorb LMS, 360Learning)"}, {"id": "mai-20260917-1752-baseline|c182-m4|alibaba-small|GoSkills", "prompt": "c182-m4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommendation: Start with **GoSkills** if you need a bit of both worlds without the high price tag."}, {"id": "mai-20260917-1752-baseline|c182-m4|alibaba-small|SC Training (formerly EdApp)", "prompt": "c182-m4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If price is the absolute driving factor, SC Training is widely considered the most affordable entry point."}, {"id": "mai-20260917-1752-baseline|c182-m4|alibaba-small|360Learning", "prompt": "c182-m4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Collaborative Teams: 360Learning ... Starts around **$8 per active user/month**."}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Moodle", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Moodle** - An open-source learning management system that's completely free to self-host, with no licensing fees"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Open edX", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Open edX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another open-source platform that offers free courses and customization options"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Google Classroom", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free for basic learning needs, though more limited in features"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Canvas", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Canvas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free tier suitable for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Docebo", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a free tier with basic features and affordable paid plans as you scale"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|TalentLMS", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for competitive pricing with a free option for up to 10 users"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Absorb LMS", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Provides flexible pricing models starting at lower price points"}, {"id": "mai-20260917-1752-baseline|c182-m4|anthropic-small|Cornerstone OnDemand", "prompt": "c182-m4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Has scalable pricing options for smaller teams"}, {"id": "mai-20260917-1752-baseline|c182-m4|challenger-small|TalentLMS", "prompt": "c182-m4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **TalentLMS** if you want a true low-cost, easy-to-run learning platform with a free tier"}, {"id": "mai-20260917-1752-baseline|c182-m4|challenger-small|GoSkills", "prompt": "c182-m4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoSkills** is a strong budget-friendly alternative because it offers a free plan and no setup fees"}, {"id": "mai-20260917-1752-baseline|c182-m4|challenger-small|People Managing People", "prompt": "c182-m4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "People Managing People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**People Managing People** lists an LXP for small businesses starting from **$9.71 per license/month billed annually**"}, {"id": "mai-20260917-1752-baseline|c182-m4|challenger-small|Google Classroom", "prompt": "c182-m4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lowest-cost alternatives mentioned, but they are less polished as business training platforms"}, {"id": "mai-20260917-1752-baseline|c182-m4|challenger-small|Moodle", "prompt": "c182-m4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually require more setup or tradeoffs"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|GoSkills", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GoSkills** as the strongest all-round pick"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Zoho Learn", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Zoho Learn** as the absolute cheapest if you have 5 or fewer users"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|360Learning", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning — Best collaborative option**"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|TalentLMS", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TalentLMS — Best for quick rollout / compliance**"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|SC Training (formerly EdApp)", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free for up to 10 learners, then ~$5/user"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Coassemble", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free plan available, AI-powered microlearning for lean teams"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|LearnWorlds", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(from ~$24/month) if you want white-labeling and e-commerce"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Degreed", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid enterprise LXPs** (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Docebo", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid enterprise LXPs** (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Cornerstone", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid enterprise LXPs** (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Learnerbly", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Learnerbly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid enterprise LXPs** (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c182-m4|deepseek-small|Skillsoft", "prompt": "c182-m4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Avoid enterprise LXPs** (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|Degreed", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Industry leaders like Degreed, Docebo, and Cornerstone (formerly EdCast) are heavily enterprise-focused... steep contract floors"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|Docebo", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavily enterprise-focused. They typically operate on quote-only pricing with minimum license requirements"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|Cornerstone", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cornerstone (formerly EdCast) are heavily enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|GoSkills", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "GoSkills: Best Overall LXP/LMS Hybrid for SMBs"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|SC Training (formerly EdApp)", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Frontline Teams & Mobile Learning"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|360Learning", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Peer-Driven & Social Learning"}, {"id": "mai-20260917-1752-baseline|c182-m4|google-small|TalentLMS", "prompt": "c182-m4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Structured but Predictable Scaling"}, {"id": "mai-20260917-1752-baseline|c182-m4|meta-small|Udemy Business", "prompt": "c182-m4", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Udemy Business - offers flexible, low-cost access to expert-led learning."}, {"id": "mai-20260917-1752-baseline|c182-m4|meta-small|GroupApp", "prompt": "c182-m4", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GroupApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a cost-effective option that bundles courses, community, events, and monetization into one plan, starting at $24/month"}, {"id": "mai-20260917-1752-baseline|c182-m4|minimax-small|TalentLMS", "prompt": "c182-m4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. TalentLMS** – Best Overall ... For the tightest budget, start with **TalentLMS** since it offers a genuine free tier"}, {"id": "mai-20260917-1752-baseline|c182-m4|minimax-small|iSpring Learn", "prompt": "c182-m4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Learn** might be easier to adopt quickly"}, {"id": "mai-20260917-1752-baseline|c182-m4|minimax-small|Thirst", "prompt": "c182-m4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Thirst** – Best Features"}, {"id": "mai-20260917-1752-baseline|c182-m4|minimax-small|GoSkills", "prompt": "c182-m4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. GoSkills** – Best for Skill Development"}, {"id": "mai-20260917-1752-baseline|c182-m4|mistral-small|360Learning", "prompt": "c182-m4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**360Learning** and **GoSkills** are often highlighted as the best affordable learning experience platforms"}, {"id": "mai-20260917-1752-baseline|c182-m4|mistral-small|GoSkills", "prompt": "c182-m4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**360Learning** and **GoSkills** are often highlighted as the best affordable learning experience platforms"}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|GoSkills LXP", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **GoSkills** (if you want the best small-business LXP experience)"}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|SafetyCulture Training (formerly EdApp)", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SafetyCulture Training (formerly EdApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **SafetyCulture/EdApp** (if budget is extremely tight). Both scale affordably as you grow."}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|Moodle", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Option (If You Have IT Support)... can become expensive if you need to hire help to maintain it"}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|360Learning", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|TalentLMS", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Very Small Teams"}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|HowNow", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "HowNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Need **AI-powered search** + knowledge aggregation | **HowNow** ($99/team/month up to 25 users)"}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|Degreed", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "True enterprise LXPs (like Degreed or Cornerstone) cost significantly more."}, {"id": "mai-20260917-1752-baseline|c182-m4|moonshot-small|Cornerstone", "prompt": "c182-m4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "True enterprise LXPs (like Degreed or Cornerstone) cost significantly more."}, {"id": "mai-20260917-1752-baseline|c182-m4|openai-small|360Learning", "prompt": "c182-m4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget option:** **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-m4|openai-small|TalentLMS", "prompt": "c182-m4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ultra-low-budget option:** **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c182-m4|openai-small|Thrive", "prompt": "c182-m4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid if budget is limited ... Premium LXPs like **Thrive** ... pricing that starts around **$15,000**, which is usually too high"}, {"id": "mai-20260917-1752-baseline|c182-m4|openai-small|Go1", "prompt": "c182-m4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want curated content at scale and can spend more:** **Go1**"}, {"id": "mai-20260917-1752-baseline|c182-m4|xai-small|TalentLMS", "prompt": "c182-m4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS stands out as the best learning experience platform (LXP/LMS hybrid) for companies on a limited budget.**"}, {"id": "mai-20260917-1752-baseline|c182-m4|xai-small|Moodle", "prompt": "c182-m4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free self-hosted (hosting ~$5-20/month) ... highly flexible, plugins galore. | Setup requires tech skills/time."}, {"id": "mai-20260917-1752-baseline|c182-m4|xai-small|Zoho Learn", "prompt": "c182-m4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for 5 users/1 portal; paid from $1/user/month | Affordable scaling, good integration"}, {"id": "mai-20260917-1752-baseline|c182-m4|xai-small|Google Classroom", "prompt": "c182-m4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lacks robust reporting, compliance tools, role-based access—not built for corporate (better for classrooms)."}, {"id": "mai-20260917-1752-baseline|c182-m4|zai-small|TalentLMS", "prompt": "c182-m4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is widely considered the best overall option for a limited budget"}, {"id": "mai-20260917-1752-baseline|c182-m4|zai-small|iSpring Learn", "prompt": "c182-m4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Existing Content: iSpring Learn"}, {"id": "mai-20260917-1752-baseline|c182-m4|zai-small|Teachfloor", "prompt": "c182-m4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Teachfloor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Community & Cohorts: Teachfloor"}, {"id": "mai-20260917-1752-baseline|c182-m4|zai-small|Moodle", "prompt": "c182-m4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Moodle is the most financially sustainable option, though it requires more effort."}, {"id": "mai-20260917-1752-baseline|c182-m5|deepseek-small|Docebo", "prompt": "c182-m5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "several of the most commonly cited mid-market options include **Docebo**, **360Learning**, **Skilljar**, **GoSkills**, **Disprz**, **5mins.ai**, and others"}, {"id": "mai-20260917-1752-baseline|c182-m5|deepseek-small|360Learning", "prompt": "c182-m5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most commonly cited mid-market options include **Docebo**, **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-m5|deepseek-small|Skilljar", "prompt": "c182-m5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "commonly cited mid-market options include ... **Skilljar**"}, {"id": "mai-20260917-1752-baseline|c182-m5|deepseek-small|GoSkills", "prompt": "c182-m5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly cited mid-market options include ... **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-m5|deepseek-small|Disprz", "prompt": "c182-m5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Disprz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly cited mid-market options include ... **Disprz**"}, {"id": "mai-20260917-1752-baseline|c182-m5|deepseek-small|5mins.ai", "prompt": "c182-m5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "5mins.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly cited mid-market options include ... **5mins.ai**, and others"}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|Degreed", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not buy a \"pure\" LXP (like Degreed...) ... Avoid heavy enterprise-only giants like Cornerstone or Degreed"}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|360Learning", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Look at agile, mid-market-focused platforms like **360Learning, Learn Amp, Continu, or Absorb**."}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|Learn Amp", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Learn Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look at agile, mid-market-focused platforms like **360Learning, Learn Amp, Continu, or Absorb**."}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|Absorb", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look at agile, mid-market-focused platforms like **360Learning, Learn Amp, Continu, or Absorb**."}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|Docebo", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for a **Modern LMS/LXP Hybrid** (like 360Learning, Learn Amp, Absorb, or Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|Continu", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look at agile, mid-market-focused platforms like **360Learning, Learn Amp, Continu, or Absorb**."}, {"id": "mai-20260917-1752-baseline|c182-m5|google-small|Cornerstone", "prompt": "c182-m5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid heavy enterprise-only giants like Cornerstone or Degreed"}, {"id": "mai-20260917-1752-baseline|c182-m5|minimax-small|Degreed", "prompt": "c182-m5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Degreed** – Strong on skill-based learning and analytics"}, {"id": "mai-20260917-1752-baseline|c182-m5|minimax-small|LinkedIn Learning", "prompt": "c182-m5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**LinkedIn Learning** – Great content library, deep profile integration"}, {"id": "mai-20260917-1752-baseline|c182-m5|minimax-small|360Learning", "prompt": "c182-m5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**360Learning** – Combines LXP + LMS, strong on collaboration"}, {"id": "mai-20260917-1752-baseline|c182-m5|minimax-small|Docebo", "prompt": "c182-m5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Docebo** – AI-powered, strong enterprise features"}, {"id": "mai-20260917-1752-baseline|c182-m5|minimax-small|EdApp", "prompt": "c182-m5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "EdApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EdApp** – Strong on microlearning and mobile"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|LinkedIn Learning", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LinkedIn Learning** | Huge content library, LinkedIn integration    | Tech, sales, and professional skills"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|Degreed", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Degreed**        | Skills-based, AI recommendations, integrations | Large enterprises, skills tracking"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|Cornerstone LXP", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone LXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cornerstone LXP** | Robust analytics, compliance, and customization | Highly regulated industries"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|Docebo", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Docebo**         | AI, gamification, and strong integrations     | Mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|360Learning", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**360Learning**    | Collaborative, peer learning, and UGC         | Fast-moving teams, internal experts"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|EdCast (now part of Cornerstone)", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "EdCast (now part of Cornerstone)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**EdCast (now part of Cornerstone)** | AI-driven, content aggregation | Global enterprises"}, {"id": "mai-20260917-1752-baseline|c182-m5|mistral-small|Tovuti LMS", "prompt": "c182-m5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Tovuti LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Tovuti LMS**     | All-in-one (LMS + LXP), gamification          | Companies wanting a single platform"}, {"id": "mai-20260917-1752-baseline|c182-m5|moonshot-small|Degreed", "prompt": "c182-m5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Degreed** – Strong skills focus, extensive integrations (best for skills-first strategy)"}, {"id": "mai-20260917-1752-baseline|c182-m5|moonshot-small|Cornerstone (with EdCast)", "prompt": "c182-m5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone (with EdCast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combined LMS + LXP functionality"}, {"id": "mai-20260917-1752-baseline|c182-m5|moonshot-small|Docebo", "prompt": "c182-m5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good balance of features and usability"}, {"id": "mai-20260917-1752-baseline|c182-m5|moonshot-small|360Learning", "prompt": "c182-m5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong collaborative features"}, {"id": "mai-20260917-1752-baseline|c182-m5|moonshot-small|GoSkills", "prompt": "c182-m5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for smaller mid-market companies"}, {"id": "mai-20260917-1752-baseline|c182-m5|xai-small|LinkedIn Learning", "prompt": "c182-m5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Built-in library (or integrations like LinkedIn Learning)"}, {"id": "mai-20260917-1752-baseline|c182-m5|xai-small|Udemy Business", "prompt": "c182-m5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "From recent lists (e.g., Udemy Business, Degreed, EdCast, 360Learning, LinkedIn Learning, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-m5|xai-small|Degreed", "prompt": "c182-m5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "From recent lists (e.g., Udemy Business, Degreed, EdCast, 360Learning, LinkedIn Learning, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-m5|xai-small|EdCast", "prompt": "c182-m5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "EdCast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From recent lists (e.g., Udemy Business, Degreed, EdCast, 360Learning, LinkedIn Learning, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-m5|xai-small|360Learning", "prompt": "c182-m5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From recent lists (e.g., Udemy Business, Degreed, EdCast, 360Learning, LinkedIn Learning, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-m5|xai-small|Docebo", "prompt": "c182-m5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From recent lists (e.g., Udemy Business, Degreed, EdCast, 360Learning, LinkedIn Learning, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|Udemy", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These are **marketplaces**, not curated universities... quality varies wildly"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|Teachable", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Variable Instructor Quality:** (Common in Udemy/Teachable)"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|Gumroad", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Gumroad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "similar marketplaces like Teachable/Gumroad"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|MasterClass", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "prioritize **production value over pedagogical depth**"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|Skillshare", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "poor substitutes for professional training"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|Coursera", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "user sentiment regarding **customer support and billing practices** is often negative"}, {"id": "mai-20260917-1752-baseline|c182-m6|alibaba-small|Skillsoft", "prompt": "c182-m6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have faced criticism for having libraries that feel stale or for labs/breaking functionality in technical tracks"}, {"id": "mai-20260917-1752-baseline|c182-m6|anthropic-small|Percipio LXP", "prompt": "c182-m6", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Percipio LXP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms like Percipio LXP have reported issues where the system \"times out if you leave the window open without advancing.\""}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Udemy", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the reviewer warns that it does **no vetting of instructors**, so course quality can vary widely"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Pirple", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Pirple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "described as a lesser-known platform that the reviewer would treat with caution"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Thinkster", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Thinkster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "criticized as **out-of-date** and **text-heavy**, making it feel like a substandard platform"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Degreed", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "do not publish pricing ... roughly $25,000/year or more, which makes them risky for small teams"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Cornerstone", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "do not publish pricing and are reported to start at roughly $25,000/year or more"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Docebo", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "do not publish pricing and are reported to start at roughly $25,000/year or more"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Skillsoft/Percipio", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft/Percipio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise LXPs like ... Skillsoft/Percipio ... if you're a small team or budget-conscious buyer"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Learnerbly", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learnerbly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "quote-only enterprise LXPs ... risky for small teams or early-stage budgets"}, {"id": "mai-20260917-1752-baseline|c182-m6|challenger-small|Fuel50", "prompt": "c182-m6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Quote-only enterprise LXPs such as ... Fuel50 ... these often do not publish pricing"}, {"id": "mai-20260917-1752-baseline|c182-m6|deepseek-small|Cornerstone Learning / Cornerstone LXP", "prompt": "c182-m6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone Learning / Cornerstone LXP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** Cornerstone if you don't have a dedicated admin team."}, {"id": "mai-20260917-1752-baseline|c182-m6|deepseek-small|Degreed", "prompt": "c182-m6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious** with Degreed unless you have a heavy content budget."}, {"id": "mai-20260917-1752-baseline|c182-m6|deepseek-small|Skillsoft Percipio", "prompt": "c182-m6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious with:** **Skillsoft Percipio** (especially the mobile app)"}, {"id": "mai-20260917-1752-baseline|c182-m6|deepseek-small|SAP SuccessFactors", "prompt": "c182-m6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** buying an LXP just because it's bundled with your HR suite (SAP, Workday, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-m6|deepseek-small|Workday", "prompt": "c182-m6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** buying an LXP just because it's bundled with your HR suite (SAP, Workday, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-m6|google-small|Workday Learning", "prompt": "c182-m6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is widely considered one of the weakest modules in the Workday suite... personalization is shallow, the reporting is clunky"}, {"id": "mai-20260917-1752-baseline|c182-m6|google-small|Docebo", "prompt": "c182-m6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Docebo can be incredibly expensive... admins frequently complain about system bugs following platform updates"}, {"id": "mai-20260917-1752-baseline|c182-m6|google-small|Degreed", "prompt": "c182-m6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users frequently report \"feed fatigue.\"... Degreed can quickly devolve into an overwhelming, unguided mess of external web links."}, {"id": "mai-20260917-1752-baseline|c182-m6|google-small|EdCast by Cornerstone", "prompt": "c182-m6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "EdCast by Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some features feel \"half-developed\" or misaligned with standard software usability guidelines"}, {"id": "mai-20260917-1752-baseline|c182-m6|meta-small|Udemy", "prompt": "c182-m6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "learning experience platforms (LXPs) to avoid or be cautious about. Some of the platforms mentioned include Udemy, Pirple, and others."}, {"id": "mai-20260917-1752-baseline|c182-m6|meta-small|Pirple", "prompt": "c182-m6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Pirple", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some of the platforms mentioned include Udemy, Pirple, and others."}, {"id": "mai-20260917-1752-baseline|c182-m6|minimax-small|Udemy", "prompt": "c182-m6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Issues ... **Udemy** - **Problems reported**: Frequent website crashes, slow loading times, videos failing to play during lessons"}, {"id": "mai-20260917-1752-baseline|c182-m6|minimax-small|Coursera", "prompt": "c182-m6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Subscription issues**: Free trials automatically converting to paid subscriptions without clear notice"}, {"id": "mai-20260917-1752-baseline|c182-m6|minimax-small|Intellum Platform", "prompt": "c182-m6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Intellum Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Limited search functionality**: Poor content findability and personalization"}, {"id": "mai-20260917-1752-baseline|c182-m6|minimax-small|Zearn", "prompt": "c182-m6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Zearn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "16 complaints on ComplaintsBoard, with 100% remaining unresolved"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|SAP Litmos", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently described as \"dated and clunky\" with limited customization, weak reporting/analytics"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Cornerstone OnDemand", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Criticized for a fragmented, inconsistent user experience across different modules"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Docebo", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Docebo (if you have admin resources)"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Workday Learning", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed-to-negative feedback from administrators"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Saba Software", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Saba Software", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Saba (sunsetting)"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|SumTotal Systems", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SumTotal Systems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Long-term roadmap is unclear as Cornerstone integrates it."}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|EdCast", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "EdCast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Acquired by Cornerstone in 2022; being absorbed into the larger Galaxy suite."}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Zoomin (Salesforce)", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Zoomin (Salesforce)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "new buyers should avoid it entirely"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|LabStar", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LabStar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Reached end of life in August 2024 after acquisition by 3Shape."}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|360Learning", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Good Fit, But Verify | ... 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Absorb LMS", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Good Fit, But Verify | ... Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Juno LXP", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Juno LXP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Juno LXP / Learn Amp (verify scalability)"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Learn Amp", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learn Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Juno LXP / Learn Amp (verify scalability)"}, {"id": "mai-20260917-1752-baseline|c182-m6|moonshot-small|Canvas LMS", "prompt": "c182-m6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Canvas LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Canvas LMS (for education)"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Edgenuity", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Edgenuity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often criticized for boring, unskippable videos, repetition, poor engagement, and stress on students"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|ALEKS (McGraw-Hill)", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "ALEKS (McGraw-Hill)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Faulted for confusing explanations, punitive grading, ineffective learning, billing issues, and unresponsive support."}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Sophia Learning", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Sophia Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Issues with inaccurate cheating detection leading to account bans without appeal"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|MasterClass", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "slammed for auto-renewal traps, hard cancellations, and refund disputes—not the courses themselves"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Udemy", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Variable course quality, technical glitches ... Frequent sales help, but check instructor ratings."}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Coursera", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some pricey courses, support delays, and billing gripes, though university-backed content is generally solid."}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Shaw Academy", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Shaw Academy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Hidden subscriptions, low-value certs, outdated content, or aggressive sales"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Alison", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Alison", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Hidden subscriptions, low-value certs, outdated content, or aggressive sales"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Simplilearn/Intellipaat", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Simplilearn/Intellipaat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Hidden subscriptions, low-value certs, outdated content, or aggressive sales"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Skillshare", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "fare better for creatives but watch subscription billing"}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|Khan Academy", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Khan Academy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Alternatives with strong reps: Khan Academy (free), edX, LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|edX", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Alternatives with strong reps: Khan Academy (free), edX, LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c182-m6|xai-small|LinkedIn Learning", "prompt": "c182-m6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Alternatives with strong reps: Khan Academy (free), edX, LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c182-m6|zai-small|Coursera", "prompt": "c182-m6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious of platforms like Coursera, LinkedIn Learning, edX, and Udemy if you haven't verified the specific course, instructor, and refund policy."}, {"id": "mai-20260917-1752-baseline|c182-m6|zai-small|LinkedIn Learning", "prompt": "c182-m6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High cost, limited interactivity, and outdated content are the main complaints."}, {"id": "mai-20260917-1752-baseline|c182-m6|zai-small|edX", "prompt": "c182-m6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "learners report usability and grading issues"}, {"id": "mai-20260917-1752-baseline|c182-m6|zai-small|Udemy", "prompt": "c182-m6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Quality is highly variable; many low-effort courses exist."}, {"id": "mai-20260917-1752-baseline|c182-s1|alibaba-small|GoSkills", "prompt": "c182-s1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** is currently the standout choice for versatility and ease of use"}, {"id": "mai-20260917-1752-baseline|c182-s1|alibaba-small|LearnUpon", "prompt": "c182-s1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnUpon** or **TalentLMS** are the strongest alternatives depending on your specific goal"}, {"id": "mai-20260917-1752-baseline|c182-s1|alibaba-small|TalentLMS", "prompt": "c182-s1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentLMS is widely considered the gold standard for small businesses focusing strictly on internal HR and compliance"}, {"id": "mai-20260917-1752-baseline|c182-s1|alibaba-small|Udemy Business", "prompt": "c182-s1", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Udemy Business is the best alternative"}, {"id": "mai-20260917-1752-baseline|c182-s1|anthropic-small|Cornerstone OnDemand", "prompt": "c182-s1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comprehensive features for employee development"}, {"id": "mai-20260917-1752-baseline|c182-s1|anthropic-small|LinkedIn Learning", "prompt": "c182-s1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with platforms that offer good out-of-the-box content (like LinkedIn Learning)"}, {"id": "mai-20260917-1752-baseline|c182-s1|anthropic-small|Docebo", "prompt": "c182-s1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong AI-powered recommendations"}, {"id": "mai-20260917-1752-baseline|c182-s1|anthropic-small|TalentLMS", "prompt": "c182-s1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable and easy to implement - Suitable for smaller teams"}, {"id": "mai-20260917-1752-baseline|c182-s1|anthropic-small|Absorb LMS", "prompt": "c182-s1", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good value for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c182-s1|challenger-small|GoSkills", "prompt": "c182-s1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** has the clearest support in the results as the \"best overall\" for learner experience and is explicitly noted as a good LXP for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s1|challenger-small|LearnWorlds", "prompt": "c182-s1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnWorlds** is often a better fit than a pure LXP because it is highlighted for businesses and course creators"}, {"id": "mai-20260917-1752-baseline|c182-s1|challenger-small|TalentLMS", "prompt": "c182-s1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentLMS** is a strong alternative because it is described as lightweight, affordable"}, {"id": "mai-20260917-1752-baseline|c182-s1|challenger-small|360Learning", "prompt": "c182-s1", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for collaborative corporate learning:** **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|GoSkills", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** is the strongest all-around pick"}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|360Learning", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**360Learning** being the best alternative if you want collaborative, peer-generated content"}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|SafetyCulture Training (EdApp)", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "SafetyCulture Training (EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best budget/mobile option"}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|HowNow", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "HowNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want an AI-powered internal knowledge hub → HowNow."}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|Degreed", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like Degreed, Docebo, and Cornerstone are enterprise-grade ... and are overkill for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|Docebo", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise-grade (quote-only pricing, heavy implementation) and are overkill for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c182-s1|deepseek-small|Cornerstone", "prompt": "c182-s1", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise-grade (quote-only pricing, heavy implementation) and are overkill for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|Degreed", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" Learning Experience Platform (LXP) is rarely an enterprise-scale tool like Degreed or Cornerstone"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|Cornerstone", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely an enterprise-scale tool like Degreed or Cornerstone. Those platforms require extensive L&D budgets"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|360Learning", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "360Learning is the industry standard for democratizing course creation"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|TalentLMS", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-Rounder & Most Budget-Friendly"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|GoSkills", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Low-Maintenance, Off-the-Shelf Training"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|Continu", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Growing Teams & Automation"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|Learn Amp", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Learn Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Learn Amp is a top-tier LXP/LMS hybrid"}, {"id": "mai-20260917-1752-baseline|c182-s1|google-small|LearnUpon", "prompt": "c182-s1", "model": "google-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or LearnUpon (more robust multi-portal architecture, though slightly pricier)"}, {"id": "mai-20260917-1752-baseline|c182-s1|meta-small|GoSkills", "prompt": "c182-s1", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options include GoSkills, which is a cloud-based LMS and LXP built for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c182-s1|minimax-small|GoSkills", "prompt": "c182-s1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** - A cloud-based LMS/LXP built specifically for small to mid-sized businesses and growing teams. It offers a learner-focused experience."}, {"id": "mai-20260917-1752-baseline|c182-s1|minimax-small|Continu", "prompt": "c182-s1", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Continu** - Focuses on content creation, authoring, automation, and distribution of eLearning materials."}, {"id": "mai-20260917-1752-baseline|c182-s1|mistral-small|GoSkills", "prompt": "c182-s1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** stands out as a top choice. It is specifically designed for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c182-s1|mistral-small|Thirst", "prompt": "c182-s1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other platforms like **Thirst** and **NotSalmon’s** recommendations also emphasize ease of use, quick deployment"}, {"id": "mai-20260917-1752-baseline|c182-s1|mistral-small|NotSalmon’s", "prompt": "c182-s1", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "NotSalmon’s", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other platforms like **Thirst** and **NotSalmon’s** recommendations also emphasize ease of use"}, {"id": "mai-20260917-1752-baseline|c182-s1|moonshot-small|GoSkills LXP", "prompt": "c182-s1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills LXP** or **TalentLMS** offer the best balance of features, affordability, and ease of use"}, {"id": "mai-20260917-1752-baseline|c182-s1|moonshot-small|360Learning", "prompt": "c182-s1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**360Learning** — Best for Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-s1|moonshot-small|TalentLMS", "prompt": "c182-s1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GoSkills LXP** or **TalentLMS** offer the best balance of features, affordability, and ease of use"}, {"id": "mai-20260917-1752-baseline|c182-s1|moonshot-small|GroupApp", "prompt": "c182-s1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GroupApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GroupApp** — Best for Creators & Training Businesses"}, {"id": "mai-20260917-1752-baseline|c182-s1|moonshot-small|SC Training (formerly EdApp)", "prompt": "c182-s1", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SC Training (formerly EdApp)** — Best for Microlearning"}, {"id": "mai-20260917-1752-baseline|c182-s1|openai-small|GoSkills / Mitti (by SafetyCulture)", "prompt": "c182-s1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills / Mitti (by SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills/Mitti** if you want the easiest all-around rollout"}, {"id": "mai-20260917-1752-baseline|c182-s1|openai-small|Coursera for Business", "prompt": "c182-s1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your main need is **high-quality curated content**"}, {"id": "mai-20260917-1752-baseline|c182-s1|openai-small|Udemy Business", "prompt": "c182-s1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for **broad content access** and quick learner adoption"}, {"id": "mai-20260917-1752-baseline|c182-s1|openai-small|360Learning", "prompt": "c182-s1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong choice if you care about **collaborative, peer-driven course creation**"}, {"id": "mai-20260917-1752-baseline|c182-s1|openai-small|Degreed", "prompt": "c182-s1", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may be more than a very small team needs"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|GoSkills", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills tops lists for \"lightweight LXP\" with high engagement"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|TalentLMS", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS for value"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|iSpring Learn", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Custom B2B courses (e.g., client-specific): iSpring or LearnWorlds"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|Connecteam", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Field/service teams in B2B (e.g., onboarding frontline)"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|Litmos", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "10+ users, compliance heavy: Litmos or Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|LearnWorlds", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "iSpring or LearnWorlds (~$24/mo)"}, {"id": "mai-20260917-1752-baseline|c182-s1|xai-small|Absorb LMS", "prompt": "c182-s1", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Litmos or Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c182-s1|zai-small|GoSkills", "prompt": "c182-s1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best learning experience platform (LXP) for a small B2B company is **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-s1|zai-small|360Learning", "prompt": "c182-s1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Collaboration: 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s1|zai-small|Udemy Business", "prompt": "c182-s1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This is generally more expensive than GoSkills for small teams."}, {"id": "mai-20260917-1752-baseline|c182-s1|zai-small|TalentLMS", "prompt": "c182-s1", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **TalentLMS** | Ease of Use | $59 - $99 / user / mo | Simple interface, flexible design | More expensive than GoSkills/360Learning |"}, {"id": "mai-20260917-1752-baseline|c182-s2|alibaba-small|GoSkills LXP", "prompt": "c182-s2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **GoSkills LXP**."}, {"id": "mai-20260917-1752-baseline|c182-s2|alibaba-small|TalentLMS", "prompt": "c182-s2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS**: If you prioritize strict compliance, e-signatures, and heavy custom branching scenarios"}, {"id": "mai-20260917-1752-baseline|c182-s2|alibaba-small|EdCast", "prompt": "c182-s2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "EdCast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EdCast** or **Docebo**: If you anticipate rapid scaling into mid-market/enterprise"}, {"id": "mai-20260917-1752-baseline|c182-s2|alibaba-small|Docebo", "prompt": "c182-s2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EdCast** or **Docebo**: If you anticipate rapid scaling into mid-market/enterprise"}, {"id": "mai-20260917-1752-baseline|c182-s2|alibaba-small|Outreach/Gong-native training hubs", "prompt": "c182-s2", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Outreach/Gong-native training hubs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized sales enablement tools may complement (not replace) an LXP"}, {"id": "mai-20260917-1752-baseline|c182-s2|anthropic-small|Docebo", "prompt": "c182-s2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Docebo** - Known for being flexible and scalable, good for both employee and customer training"}, {"id": "mai-20260917-1752-baseline|c182-s2|anthropic-small|360Learning", "prompt": "c182-s2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**360Learning** - Strong for collaborative learning and training at scale"}, {"id": "mai-20260917-1752-baseline|c182-s2|anthropic-small|Cornerstone", "prompt": "c182-s2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cornerstone** - Comprehensive platform with good B2B training capabilities"}, {"id": "mai-20260917-1752-baseline|c182-s2|anthropic-small|Moodle", "prompt": "c182-s2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Moodle** - Open-source option that's cost-effective for smaller budgets"}, {"id": "mai-20260917-1752-baseline|c182-s2|anthropic-small|Absorb LMS", "prompt": "c182-s2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Absorb LMS** - User-friendly with good content creation tools"}, {"id": "mai-20260917-1752-baseline|c182-s2|anthropic-small|LearnUpon", "prompt": "c182-s2", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LearnUpon** - Specifically strong for B2B training and customer education"}, {"id": "mai-20260917-1752-baseline|c182-s2|challenger-small|GoSkills LXP", "prompt": "c182-s2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GoSkills LXP** as the safest default choice"}, {"id": "mai-20260917-1752-baseline|c182-s2|challenger-small|GroupApp", "prompt": "c182-s2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GroupApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a more sales-oriented platform such as **GroupApp** may be better if you also need community and payments"}, {"id": "mai-20260917-1752-baseline|c182-s2|challenger-small|360Learning", "prompt": "c182-s2", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** is a stronger choice if your priority is collaborative internal learning at scale"}, {"id": "mai-20260917-1752-baseline|c182-s2|deepseek-small|GoSkills", "prompt": "c182-s2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GoSkills** as the top choice"}, {"id": "mai-20260917-1752-baseline|c182-s2|deepseek-small|360Learning", "prompt": "c182-s2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **360Learning** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-1752-baseline|c182-s2|deepseek-small|Degreed", "prompt": "c182-s2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but typically start at **$25K+/year** with 150+ license minimums — clearly overkill for a small business"}, {"id": "mai-20260917-1752-baseline|c182-s2|deepseek-small|Docebo", "prompt": "c182-s2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "clearly overkill for a small business"}, {"id": "mai-20260917-1752-baseline|c182-s2|deepseek-small|Cornerstone", "prompt": "c182-s2", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "clearly overkill for a small business"}, {"id": "mai-20260917-1752-baseline|c182-s2|google-small|LearnUpon", "prompt": "c182-s2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LearnUpon: Best Overall for Scaling B2B Customer Portals ... widely considered the gold standard for B2B extended enterprise training"}, {"id": "mai-20260917-1752-baseline|c182-s2|google-small|TalentLMS", "prompt": "c182-s2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious Teams & Fast Setup ... TalentLMS is the go-to option"}, {"id": "mai-20260917-1752-baseline|c182-s2|google-small|360Learning", "prompt": "c182-s2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "requires collaborative learning, cohort-based training, or community discussion, 360Learning is an outstanding choice"}, {"id": "mai-20260917-1752-baseline|c182-s2|google-small|Disco", "prompt": "c182-s2", "model": "google-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Disco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern, Community-Led Client Academies ... Disco is incredibly slick"}, {"id": "mai-20260917-1752-baseline|c182-s2|meta-small|GoSkills LXP", "prompt": "c182-s2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills LXP: A turnkey training platform for small teams, with hundreds of CPD-accredited micro courses included, starting at $9.25 per user/month"}, {"id": "mai-20260917-1752-baseline|c182-s2|meta-small|Thirst", "prompt": "c182-s2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a learning experience platform built specifically for SMBs, offering customizable, AI-powered learning, and easy to set up and manage"}, {"id": "mai-20260917-1752-baseline|c182-s2|meta-small|Litmos", "prompt": "c182-s2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A quick LMS rollout for SMB or mid-market companies, with features like course library, quizzes, certifications, automation, and e-commerce"}, {"id": "mai-20260917-1752-baseline|c182-s2|meta-small|Tovuti", "prompt": "c182-s2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Tovuti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A built-in site/portal for SMB or mid-market organizations, with features like course authoring, gamification, events/webinars, and e-commerce"}, {"id": "mai-20260917-1752-baseline|c182-s2|meta-small|Juno Journey", "prompt": "c182-s2", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Juno Journey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A talent + learn platform for mid-market businesses, with features like personalized learning, skill development, and talent management"}, {"id": "mai-20260917-1752-baseline|c182-s2|minimax-small|GoSkills LXP", "prompt": "c182-s2", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GoSkills LXP** as an excellent choice for a small business that sells to other businesses (B2B)"}, {"id": "mai-20260917-1752-baseline|c182-s2|mistral-small|GoSkills LXP", "prompt": "c182-s2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills LXP** and **Litmos** are both strong choices for small B2B businesses"}, {"id": "mai-20260917-1752-baseline|c182-s2|mistral-small|Litmos", "prompt": "c182-s2", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoSkills LXP** and **Litmos** are both strong choices for small B2B businesses"}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|GoSkills LXP", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: **GoSkills LXP**"}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|TalentLMS", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Budget Is Tight: **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|Thinkific Plus", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Thinkific Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You're Training Customers at Scale: **Thinkific Plus**"}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|Docebo", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What I'd Avoid - **Docebo** and **Skilljar** ... usually too heavy for a small business"}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|Skilljar", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What I'd Avoid - **Docebo** and **Skilljar** ... too heavy for a small business"}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|Cornerstone", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Cornerstone** or **SAP Litmos** are overkill for lean teams."}, {"id": "mai-20260917-1752-baseline|c182-s2|moonshot-small|SAP Litmos", "prompt": "c182-s2", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Cornerstone** or **SAP Litmos** are overkill for lean teams."}, {"id": "mai-20260917-1752-baseline|c182-s2|openai-small|GoSkills", "prompt": "c182-s2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GoSkills** as the best starting point"}, {"id": "mai-20260917-1752-baseline|c182-s2|openai-small|Mindtickle", "prompt": "c182-s2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Mindtickle, Allego, or SalesHood** are better specialized choices"}, {"id": "mai-20260917-1752-baseline|c182-s2|openai-small|Allego", "prompt": "c182-s2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then **Mindtickle, Allego, or SalesHood** are better specialized choices"}, {"id": "mai-20260917-1752-baseline|c182-s2|openai-small|SalesHood", "prompt": "c182-s2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "SalesHood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then **Mindtickle, Allego, or SalesHood** are better specialized choices"}, {"id": "mai-20260917-1752-baseline|c182-s2|openai-small|Udemy Business", "prompt": "c182-s2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be good complements, though they're not as tailored to internal process training"}, {"id": "mai-20260917-1752-baseline|c182-s2|openai-small|Coursera for Business", "prompt": "c182-s2", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be good complements, though they're not as tailored to internal process training"}, {"id": "mai-20260917-1752-baseline|c182-s2|xai-small|GoSkills", "prompt": "c182-s2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend GoSkills as the top LXP for a small B2B business."}, {"id": "mai-20260917-1752-baseline|c182-s2|xai-small|Thirst", "prompt": "c182-s2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives:\nIf GoSkills doesn't click"}, {"id": "mai-20260917-1752-baseline|c182-s2|xai-small|TalentLMS", "prompt": "c182-s2", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More LMS-like, gamified; good for quick sales training but less \"experience\" polish."}, {"id": "mai-20260917-1752-baseline|c182-s2|zai-small|GoSkills", "prompt": "c182-s2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **GoSkills**."}, {"id": "mai-20260917-1752-baseline|c182-s2|zai-small|360Learning", "prompt": "c182-s2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Alternative: 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s2|zai-small|Degreed", "prompt": "c182-s2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why you should avoid \"Enterprise\" LXPs (Degreed, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-s2|zai-small|Docebo", "prompt": "c182-s2", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why you should avoid \"Enterprise\" LXPs (Degreed, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-s3|alibaba-small|TalentLMS", "prompt": "c182-s3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS: Best for Speed & Low Cost ... widely considered the best \"LMS-turned-LXP\" hybrid for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s3|alibaba-small|360Learning", "prompt": "c182-s3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "360Learning: Best for Peer-to-Peer Collaboration ... The \"Team Plan\" (starting at ~$8/user/month) is designed specifically for teams up to 100 people."}, {"id": "mai-20260917-1752-baseline|c182-s3|alibaba-small|Docebo", "prompt": "c182-s3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is significantly more expensive ($25k+ annually) and harder to configure than the others."}, {"id": "mai-20260917-1752-baseline|c182-s3|alibaba-small|Thinkific", "prompt": "c182-s3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Thinkific / LearnWorlds: Best for \"Product-Led\" Training"}, {"id": "mai-20260917-1752-baseline|c182-s3|alibaba-small|LearnWorlds", "prompt": "c182-s3", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Thinkific / LearnWorlds: Best for \"Product-Led\" Training"}, {"id": "mai-20260917-1752-baseline|c182-s3|anthropic-small|GoSkills", "prompt": "c182-s3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills offers online courses for small teams on business and software skills, tailored for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s3|anthropic-small|Continu", "prompt": "c182-s3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's noted as best for lean, growing companies."}, {"id": "mai-20260917-1752-baseline|c182-s3|anthropic-small|360Learning", "prompt": "c182-s3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's not suitable for very small companies."}, {"id": "mai-20260917-1752-baseline|c182-s3|anthropic-small|Udemy Business", "prompt": "c182-s3", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Udemy Business is best for on-demand skills training for teams of any size."}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|GoSkills", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** if you want the easiest \"launch fast\" option with ready-made courses."}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|360Learning", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**360Learning** if your team's internal experts should help create and improve training."}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|EdApp", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EdApp** if your team is mobile-first or deskless."}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|Absorb", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less \"small-team simple\" than GoSkills or EdApp"}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|Degreed", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically more enterprise-focused and less budget-friendly for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|Thinkific", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Thinkific or LearnWorlds** if you actually want to build a branded learning program"}, {"id": "mai-20260917-1752-baseline|c182-s3|challenger-small|LearnWorlds", "prompt": "c182-s3", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Thinkific or LearnWorlds** if you actually want to build a branded learning program"}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|GoSkills", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small businesses ... **If you want the simplest, fastest \"it just works\" turnkey option** → **GoSkills**."}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|360Learning", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for collaborative, peer-led learning"}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|TalentLMS", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget-friendly generalist with an LMS feel"}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|EdApp (SC Training)", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdApp (SC Training)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mobile and frontline/deskless teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|LearnWorlds", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for course creators & training businesses"}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|Docebo", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise pricing (quote-based), heavy implementation ... generally overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c182-s3|deepseek-small|Degreed", "prompt": "c182-s3", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Quote-only pricing; significant data and integration effort ... generally overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|Degreed", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise LXPs—like Degreed, Sana Labs, or Docebo—are built for massive deployments. They often hide their pricing, require complex custom setups, and enforce **high seat minimums**"}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|Sana Labs", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Sana Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sana Labs has a 300-seat minimum"}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|Docebo", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Docebo contracts regularly start in the five figures"}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|360Learning", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Collaborative, team-driven knowledge sharing."}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|SC Training (formerly EdApp)", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**start with SC Training or GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|GoSkills", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**start with SC Training or GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|HowNow", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "HowNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: \"In the flow of work\" learning and tool integrations."}, {"id": "mai-20260917-1752-baseline|c182-s3|google-small|Disco", "prompt": "c182-s3", "model": "google-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Disco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Social learning, live events, and cohort-based training."}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|GoSkills", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quickest time to training**: Start with **TalentLMS** or **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|TalentLMS", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Quickest time to training**: Start with **TalentLMS** or **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|360Learning", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Collaborative team learning**: **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|iSpring Learn", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lowest cost for active users**: **iSpring Learn** (ideal for seasonal/occasional training)"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|GroupApp", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GroupApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Creators wanting learning + community + payments"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|Trainual", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Documenting processes/onboarding**: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|Degreed", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Degreed, Cornerstone, and Skillsoft start at $25,000+/year—generally not suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|Cornerstone", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Degreed, Cornerstone, and Skillsoft start at $25,000+/year—generally not suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|minimax-small|Skillsoft", "prompt": "c182-s3", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Degreed, Cornerstone, and Skillsoft start at $25,000+/year—generally not suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|GoSkills", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "quick setup and ease of use (GoSkills, TalentLMS)"}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|TalentLMS", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GoSkills and TalentLMS are known for quick setup and user-friendly interfaces, making them ideal for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|360Learning", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven personalization (360Learning, Docebo)"}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|Docebo", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small to mid-sized businesses needing AI-driven learning."}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|Continu", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small teams focused on ongoing learning and development."}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|Udemy Business", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "access to a broad course library (Udemy Business, LinkedIn Learning)"}, {"id": "mai-20260917-1752-baseline|c182-s3|mistral-small|LinkedIn Learning", "prompt": "c182-s3", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "provide extensive external course libraries"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|GoSkills", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** - Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|360Learning", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**360Learning** - Best for Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|EdApp", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EdApp** - Best for Mobile-First Training"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|Thirst", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Thirst** - Best for AI-Powered Personalization"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|SC Training (formerly iAuditor)", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "SC Training (formerly iAuditor)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SC Training (formerly iAuditor)** - Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|Degreed", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Enterprise LXPs to avoid** (typically require 150+ seats and $25,000+ annual contracts): - Degreed"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|Cornerstone", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise LXPs to avoid ... Cornerstone"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|Docebo", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise LXPs to avoid ... Docebo"}, {"id": "mai-20260917-1752-baseline|c182-s3|moonshot-small|Skillsoft", "prompt": "c182-s3", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise LXPs to avoid ... Skillsoft"}, {"id": "mai-20260917-1752-baseline|c182-s3|openai-small|360Learning", "prompt": "c182-s3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your small team mainly wants to **train employees quickly**: start with **TalentLMS** or **360Learning**."}, {"id": "mai-20260917-1752-baseline|c182-s3|openai-small|TalentLMS", "prompt": "c182-s3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **TalentLMS** or **360Learning**"}, {"id": "mai-20260917-1752-baseline|c182-s3|openai-small|LearnWorlds", "prompt": "c182-s3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team wants to **create and sell learning content**: start with **LearnWorlds**."}, {"id": "mai-20260917-1752-baseline|c182-s3|openai-small|iSpring Learn", "prompt": "c182-s3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a more **classic corporate LMS**: look at **iSpring Learn**."}, {"id": "mai-20260917-1752-baseline|c182-s3|openai-small|Docebo", "prompt": "c182-s3", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's powerful but usually **custom-priced** and more complex than you need for a very small team"}, {"id": "mai-20260917-1752-baseline|c182-s3|xai-small|GoSkills", "prompt": "c182-s3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** (Best overall for quick setup and ready-to-use training)"}, {"id": "mai-20260917-1752-baseline|c182-s3|xai-small|SC Training (formerly EdApp)", "prompt": "c182-s3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mobile-first microlearning and frontline teams"}, {"id": "mai-20260917-1752-baseline|c182-s3|xai-small|360Learning", "prompt": "c182-s3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collaborative, peer-generated content"}, {"id": "mai-20260917-1752-baseline|c182-s3|xai-small|TalentLMS", "prompt": "c182-s3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for flexible, scalable training with LMS hybrid features"}, {"id": "mai-20260917-1752-baseline|c182-s3|xai-small|Degreed", "prompt": "c182-s3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise LXPs like Degreed or Docebo are often quote-only ($25k+/year minimums) and overkill for small teams."}, {"id": "mai-20260917-1752-baseline|c182-s3|xai-small|Docebo", "prompt": "c182-s3", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise LXPs like Degreed or Docebo are often quote-only ($25k+/year minimums) and overkill for small teams."}, {"id": "mai-20260917-1752-baseline|c182-s3|zai-small|iSpring LMS", "prompt": "c182-s3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have to create compliance or technical training:** Choose **iSpring LMS**. The authoring tools are superior"}, {"id": "mai-20260917-1752-baseline|c182-s3|zai-small|360Learning", "prompt": "c182-s3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to train your team on soft skills...Choose **360Learning**."}, {"id": "mai-20260917-1752-baseline|c182-s3|zai-small|Udemy Business", "prompt": "c182-s3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to save time and money on content creation:** Choose **Udemy Business**."}, {"id": "mai-20260917-1752-baseline|c182-s3|zai-small|GoSkills", "prompt": "c182-s3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** Teams looking for microlearning (short, bite-sized lessons) and gamification."}, {"id": "mai-20260917-1752-baseline|c182-s3|zai-small|TalentLMS", "prompt": "c182-s3", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** The \"All-Rounder\"—teams that need a fast setup, easy integration"}, {"id": "mai-20260917-1752-baseline|c182-s4|alibaba-small|Degreed", "prompt": "c182-s4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "most powerful LXPs (like Degreed or Docebo) target enterprise budgets"}, {"id": "mai-20260917-1752-baseline|c182-s4|alibaba-small|Docebo", "prompt": "c182-s4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most powerful LXPs (like Degreed or Docebo) target enterprise budgets"}, {"id": "mai-20260917-1752-baseline|c182-s4|alibaba-small|TalentLMS", "prompt": "c182-s4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best \"All-in-One\" Value: TalentLMS ... widely considered the king of value for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s4|alibaba-small|Canva (for Teams)", "prompt": "c182-s4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Canva (for Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Content-First\" Approach: Canva (for Teams)"}, {"id": "mai-20260917-1752-baseline|c182-s4|alibaba-small|iSpring Learn", "prompt": "c182-s4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Existing PowerUsers: iSpring Learn"}, {"id": "mai-20260917-1752-baseline|c182-s4|alibaba-small|Rybar", "prompt": "c182-s4", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Rybar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Modern/DIY LXP: Rybar"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|GoSkills", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best free and affordable LMS platforms for small businesses are GoSkills, Canvas LMS, Google Classroom..."}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|Canvas LMS", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best free and affordable LMS platforms for small businesses are GoSkills, Canvas LMS, Google Classroom"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|Google Classroom", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "GoSkills, Canvas LMS, Google Classroom, LearnDash, Moodle"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|LearnDash", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Google Classroom, LearnDash, Moodle, SafetyCulture"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|Moodle", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Moodle** is a good budget-friendly choice... However, it requires technical expertise to set up and maintain it."}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|SafetyCulture", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Moodle, SafetyCulture, Sakai, TalentLMS"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|Sakai", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Sakai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|TalentLMS", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|Thinkific", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Thinkific** is another option, particularly for smaller teams"}, {"id": "mai-20260917-1752-baseline|c182-s4|anthropic-small|Zoho Learn", "prompt": "c182-s4", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1752-baseline|c182-s4|challenger-small|TalentLMS", "prompt": "c182-s4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the safest default choice because multiple recent reviews call it the best all-around LMS for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s4|challenger-small|GoSkills", "prompt": "c182-s4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the strongest *ready-to-use* option with a free plan and built-in course library"}, {"id": "mai-20260917-1752-baseline|c182-s4|challenger-small|ProProfs Training Maker", "prompt": "c182-s4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want the cheapest practical start, with a free plan for up to 10 learners"}, {"id": "mai-20260917-1752-baseline|c182-s4|challenger-small|Zoho Learn", "prompt": "c182-s4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want a budget-conscious option with a free tier and very low starting price"}, {"id": "mai-20260917-1752-baseline|c182-s4|challenger-small|Moodle", "prompt": "c182-s4", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if you have technical help available and want to minimize licensing cost, but expect more setup and maintenance effort"}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|Docebo", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you're generally better off looking at budget-friendly LXPs that bundle an LMS rather than enterprise platforms like Docebo or Cornerstone — those commonly start around $25,000/year"}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|Cornerstone", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rather than enterprise platforms like Docebo or Cornerstone — those commonly start around $25,000/year, which is far beyond a small company's budget"}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|GoSkills LXP", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Overall: GoSkills LXP ... The most consistently recommended option for small, lean teams."}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|Thinkific", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Customer Education / Predictable Pricing: Thinkific"}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|TalentLMS", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starter plan ~$69/month for 40 users, plus a genuinely free tier for micro teams. Strong all-around SMB training."}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|Whale", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free Forever for up to 10 members; Scale plan ~$249/month. Great to test-drive at $0."}, {"id": "mai-20260917-1752-baseline|c182-s4|deepseek-small|Zoho Learn", "prompt": "c182-s4", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "From ~$1/user/month, one of the cheapest per-user options."}, {"id": "mai-20260917-1752-baseline|c182-s4|google-small|Degreed", "prompt": "c182-s4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "looking for a traditional, enterprise-grade Learning Experience Platform (LXP) like *Degreed* or *EdCast* is usually not viable"}, {"id": "mai-20260917-1752-baseline|c182-s4|google-small|EdCast", "prompt": "c182-s4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "EdCast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like *Degreed* or *EdCast* is usually not viable, as their pricing and implementation costs are designed for thousands of users"}, {"id": "mai-20260917-1752-baseline|c182-s4|google-small|GoSkills LXP / LMS", "prompt": "c182-s4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills LXP / LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**GoSkills LXP / LMS** (Best Overall for Quick Setup & Ready-Made Content)"}, {"id": "mai-20260917-1752-baseline|c182-s4|google-small|SC Training (formerly EdApp)", "prompt": "c182-s4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Mobile & Frontline Teams... arguably the best learning experience you can provide"}, {"id": "mai-20260917-1752-baseline|c182-s4|google-small|360Learning", "prompt": "c182-s4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "360Learning is an excellent choice"}, {"id": "mai-20260917-1752-baseline|c182-s4|google-small|Zoho Learn", "prompt": "c182-s4", "model": "google-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zoho Learn is a highly reliable, low-cost option"}, {"id": "mai-20260917-1752-baseline|c182-s4|meta-small|GoSkills LXP", "prompt": "c182-s4", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best learning experience platform for a small company with a tight budget is GoSkills LXP, which is positioned as the #1 learning experience platform for small businesses."}, {"id": "mai-20260917-1752-baseline|c182-s4|minimax-small|TalentLMS", "prompt": "c182-s4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **TalentLMS** since it offers a真正的免费套餐 (true free tier)"}, {"id": "mai-20260917-1752-baseline|c182-s4|minimax-small|iSpring Learn", "prompt": "c182-s4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close second to TalentLMS for ease of use"}, {"id": "mai-20260917-1752-baseline|c182-s4|minimax-small|Thirst", "prompt": "c182-s4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thirst** (Best Overall in 2026)"}, {"id": "mai-20260917-1752-baseline|c182-s4|minimax-small|GoSkills", "prompt": "c182-s4", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GoSkills** - Offers free and affordable LMS platforms with good feature sets"}, {"id": "mai-20260917-1752-baseline|c182-s4|mistral-small|GoSkills", "prompt": "c182-s4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** and **TalentLMS** are among the best affordable learning experience platforms"}, {"id": "mai-20260917-1752-baseline|c182-s4|mistral-small|TalentLMS", "prompt": "c182-s4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoSkills** and **TalentLMS** are among the best affordable learning experience platforms"}, {"id": "mai-20260917-1752-baseline|c182-s4|mistral-small|LearnUpon", "prompt": "c182-s4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong contender, especially for compliance and onboarding training"}, {"id": "mai-20260917-1752-baseline|c182-s4|mistral-small|Absorb LMS", "prompt": "c182-s4", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While a bit pricier, Absorb is often recommended for its robust features"}, {"id": "mai-20260917-1752-baseline|c182-s4|moonshot-small|GoSkills LXP", "prompt": "c182-s4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills LXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with tight budgets, **GoSkills** offers the best balance of features, included content, and transparent pricing."}, {"id": "mai-20260917-1752-baseline|c182-s4|moonshot-small|EdApp", "prompt": "c182-s4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EdApp** \\u2013 Best Budget Option ... unlimited free tier is hard to beat."}, {"id": "mai-20260917-1752-baseline|c182-s4|moonshot-small|360Learning", "prompt": "c182-s4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** \\u2013 Best for Collaborative Learning"}, {"id": "mai-20260917-1752-baseline|c182-s4|moonshot-small|TalentLMS", "prompt": "c182-s4", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TalentLMS** \\u2013 Best Free Option"}, {"id": "mai-20260917-1752-baseline|c182-s4|openai-small|TalentLMS", "prompt": "c182-s4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my pick would be **TalentLMS**... best overall for tight budgets and simplicity"}, {"id": "mai-20260917-1752-baseline|c182-s4|openai-small|GoSkills", "prompt": "c182-s4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a built-in course library plus an LXP/LMS combo, with flexible pricing and a free plan"}, {"id": "mai-20260917-1752-baseline|c182-s4|openai-small|Zoho Learn", "prompt": "c182-s4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong budget-friendly pick if you already use Zoho tools"}, {"id": "mai-20260917-1752-baseline|c182-s4|openai-small|Trainual", "prompt": "c182-s4", "model": "openai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing TalentLMS, GoSkills, Zoho Learn, and Trainual"}, {"id": "mai-20260917-1752-baseline|c182-s4|xai-small|TalentLMS", "prompt": "c182-s4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS stands out as the best learning experience platform for a small company on a tight budget.**"}, {"id": "mai-20260917-1752-baseline|c182-s4|xai-small|iSpring", "prompt": "c182-s4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "it's cheaper than most competitors like iSpring or Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c182-s4|xai-small|Absorb LMS", "prompt": "c182-s4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "it's cheaper than most competitors like iSpring or Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c182-s4|xai-small|Google Classroom", "prompt": "c182-s4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Simple for quick training, but limited analytics and no advanced LMS features—better for ad-hoc than structured programs."}, {"id": "mai-20260917-1752-baseline|c182-s4|xai-small|Moodle", "prompt": "c182-s4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "needs IT skills for hosting/maintenance—not ideal for non-tech small teams"}, {"id": "mai-20260917-1752-baseline|c182-s4|xai-small|GoSkills LMS (Free Plan)", "prompt": "c182-s4", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "GoSkills LMS (Free Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Close Runners-Up: **GoSkills LMS (Free Plan)**: Unlimited custom courses, teams, gamification"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|Zoho Learn", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a truly free, easy‑to‑use platform for up to 5 users:** go with **Zoho Learn**"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|EdApp", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Learn** (up to 5 users free) or **EdApp** (free forever, unlimited users) are the best “no‑cost” bets"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|TalentLMS", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentLMS** (free for 5 users) and **Moodle** (free open‑source) are top choices"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|Moodle", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Moodle** is the best open‑source option"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|Connecteam", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ideal if you also need task management, communication, or employee directories"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|ProProfs", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cheap per user and great for quick quizzes, but it’s less suited for full‑course delivery"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|iSpring Learn", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No free trial; higher cost than many alternatives"}, {"id": "mai-20260917-1752-baseline|c182-s4|zai-small|Thinkific", "prompt": "c182-s4", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best if you plan to sell courses or want a clean storefront for external learners"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|Degreed", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many flagship LXPs (Degreed, Cornerstone, Docebo, Skillsoft) are **quote-only, positioned for 150+ or 250+ licenses** ... Resist the enterprise flagship platforms"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|Cornerstone", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many flagship LXPs (Degreed, Cornerstone, Docebo, Skillsoft) are **quote-only** ... That's likely overkill and over-budget for you."}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|Docebo", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Many flagship LXPs (Degreed, Cornerstone, Docebo, Skillsoft) ... Resist the enterprise flagship platforms"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|Skillsoft", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Many flagship LXPs (Degreed, Cornerstone, Docebo, Skillsoft) are quote-only ... over-budget for you"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|360Learning", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "realistic options include 360Learning (~$8/active user)"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|GoSkills", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "realistic options include ... GoSkills (~$9-15)"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|EdApp", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EdApp (free tier + ~$3/user)"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|SC Training", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "realistic options include ... SC Training"}, {"id": "mai-20260917-1752-baseline|c182-s5|deepseek-small|Moodle-based tools", "prompt": "c182-s5", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Moodle-based tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "realistic options include ... Moodle-based tools"}, {"id": "mai-20260917-1752-baseline|c182-s5|google-small|Degreed", "prompt": "c182-s5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For a 30-person team, do not buy a pure LXP. True LXPs (like Degreed) usually require a separate LMS to handle basic compliance, which means paying for two systems."}, {"id": "mai-20260917-1752-baseline|c182-s5|google-small|360Learning", "prompt": "c182-s5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highly focused on \"collaborative learning.\" ... Excellent for small teams where internal knowledge-sharing is more important than buying external courses."}, {"id": "mai-20260917-1752-baseline|c182-s5|google-small|GoSkills", "prompt": "c182-s5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A fantastic hybrid LMS/LXP built specifically for small and mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c182-s5|google-small|TalentLMS (with TalentCraft)", "prompt": "c182-s5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "TalentLMS (with TalentCraft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is highly affordable, incredibly easy to set up, and scales as you grow."}, {"id": "mai-20260917-1752-baseline|c182-s5|google-small|HowNow", "prompt": "c182-s5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "HowNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern, AI-first learning experience platforms that focus on pulling learning \"into the flow of work\""}, {"id": "mai-20260917-1752-baseline|c182-s5|google-small|Thirst", "prompt": "c182-s5", "model": "google-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern, AI-first learning experience platforms ... Excellent for fast-moving startups and tech-forward small businesses."}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|Degreed", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "many enterprise LXPs (like Degreed, Cornerstone, Docebo) are quote-only with high minimums and positioned for large employers"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|Cornerstone", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many enterprise LXPs (like Degreed, Cornerstone, Docebo) are quote-only with high minimums"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|Docebo", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many enterprise LXPs (like Degreed, Cornerstone, Docebo) are quote-only with high minimums"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|GoSkills", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need a ready-made course library → GoSkills or 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|SC Training", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want free entry to test → SC Training or GoSkills free tier"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|360Learning", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you need a ready-made course library → GoSkills or 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|TalentLMS", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want to create your own content → iSpring or TalentLMS"}, {"id": "mai-20260917-1752-baseline|c182-s5|minimax-small|iSpring Learn", "prompt": "c182-s5", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want to create your own content → iSpring or TalentLMS"}, {"id": "mai-20260917-1752-baseline|c182-s5|mistral-small|LinkedIn Learning", "prompt": "c182-s5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 platforms based on your needs (e.g., LinkedIn Learning, Docebo, Cornerstone, Absorb, 360Learning)."}, {"id": "mai-20260917-1752-baseline|c182-s5|mistral-small|Docebo", "prompt": "c182-s5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., LinkedIn Learning, Docebo, Cornerstone, Absorb, 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s5|mistral-small|Cornerstone", "prompt": "c182-s5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., LinkedIn Learning, Docebo, Cornerstone, Absorb, 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s5|mistral-small|Absorb", "prompt": "c182-s5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., LinkedIn Learning, Docebo, Cornerstone, Absorb, 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s5|mistral-small|360Learning", "prompt": "c182-s5", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., LinkedIn Learning, Docebo, Cornerstone, Absorb, 360Learning"}, {"id": "mai-20260917-1752-baseline|c182-s5|moonshot-small|GoSkills", "prompt": "c182-s5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **GoSkills**, **360Learning**, **WorkRamp** ... are commonly evaluated. But focus on your criteria, not the logo."}, {"id": "mai-20260917-1752-baseline|c182-s5|moonshot-small|360Learning", "prompt": "c182-s5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **GoSkills**, **360Learning**, **WorkRamp**"}, {"id": "mai-20260917-1752-baseline|c182-s5|moonshot-small|WorkRamp", "prompt": "c182-s5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "WorkRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**WorkRamp** (if customer/partner training is also needed)"}, {"id": "mai-20260917-1752-baseline|c182-s5|moonshot-small|TalentLMS", "prompt": "c182-s5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TalentLMS/Docebo** (LMS-first but with LXP-like features) are commonly evaluated"}, {"id": "mai-20260917-1752-baseline|c182-s5|moonshot-small|Docebo", "prompt": "c182-s5", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**TalentLMS/Docebo** (LMS-first but with LXP-like features) are commonly evaluated"}, {"id": "mai-20260917-1752-baseline|c182-s5|xai-small|Degreed", "prompt": "c182-s5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid enterprise-heavy ones like Degreed unless they scale down well"}, {"id": "mai-20260917-1752-baseline|c182-s5|xai-small|Udemy Business", "prompt": "c182-s5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Popular picks for your size: Udemy Business for content volume, 360Learning for collaboration."}, {"id": "mai-20260917-1752-baseline|c182-s5|xai-small|LinkedIn Learning", "prompt": "c182-s5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| LinkedIn Learning | ~$30 | Instant | Professional networking |"}, {"id": "mai-20260917-1752-baseline|c182-s5|xai-small|360Learning", "prompt": "c182-s5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Popular picks for your size: Udemy Business for content volume, 360Learning for collaboration."}, {"id": "mai-20260917-1752-baseline|c182-s5|xai-small|Docebo/EdCast (SMB tiers)", "prompt": "c182-s5", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "scale", "raw": "Docebo/EdCast (SMB tiers)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Docebo/EdCast (SMB tiers) | ~$15-40 | 3-7 days | AI personalization |"}, {"id": "mai-20260917-1752-baseline|c182-s6|alibaba-small|SAP SuccessFactors", "prompt": "c182-s6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Platforms to be Cautious About:** Solutions from giants like **SAP SuccessFactors**, **Workday**, or **Cornerstone OnDemand**."}, {"id": "mai-20260917-1752-baseline|c182-s6|alibaba-small|Workday", "prompt": "c182-s6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Platforms to be Cautious About:** Solutions from giants like **SAP SuccessFactors**, **Workday**, or **Cornerstone OnDemand**."}, {"id": "mai-20260917-1752-baseline|c182-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c182-s6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Platforms to be Cautious About:** Solutions from giants like **SAP SuccessFactors**, **Workday**, or **Cornerstone OnDemand**."}, {"id": "mai-20260917-1752-baseline|c182-s6|alibaba-small|Gusto", "prompt": "c182-s6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like **Gusto**, **Rippling**, or **BambooHR** often have simple, built-in training modules"}, {"id": "mai-20260917-1752-baseline|c182-s6|alibaba-small|Rippling", "prompt": "c182-s6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like **Gusto**, **Rippling**, or **BambooHR** often have simple, built-in training modules"}, {"id": "mai-20260917-1752-baseline|c182-s6|alibaba-small|BambooHR", "prompt": "c182-s6", "model": "alibaba-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Gusto**, **Rippling**, or **BambooHR** often have simple, built-in training modules"}, {"id": "mai-20260917-1752-baseline|c182-s6|anthropic-small|Docebo", "prompt": "c182-s6", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Docebo, a cloud-based LMS software, might not be appropriate for small and medium-sized enterprises"}, {"id": "mai-20260917-1752-baseline|c182-s6|anthropic-small|Degreed", "prompt": "c182-s6", "model": "anthropic-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Degreed doesn't publish pricing publicly and is tailored for mid-to-large enterprises, so expect custom quotes and potentially high implementation costs"}, {"id": "mai-20260917-1752-baseline|c182-s6|challenger-small|Degreed", "prompt": "c182-s6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about enterprise-heavy LXPs such as Degreed, Docebo, and Cornerstone, because they often have hidden pricing, higher complexity"}, {"id": "mai-20260917-1752-baseline|c182-s6|challenger-small|Docebo", "prompt": "c182-s6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about enterprise-heavy LXPs such as Degreed, Docebo, and Cornerstone"}, {"id": "mai-20260917-1752-baseline|c182-s6|challenger-small|Cornerstone", "prompt": "c182-s6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about enterprise-heavy LXPs such as Degreed, Docebo, and Cornerstone"}, {"id": "mai-20260917-1752-baseline|c182-s6|challenger-small|Udemy", "prompt": "c182-s6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Udemy is less ideal because you don't control the experience"}, {"id": "mai-20260917-1752-baseline|c182-s6|challenger-small|Kajabi", "prompt": "c182-s6", "model": "challenger-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Kajabi is not designed for employee training"}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Docebo", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you have a full-time L&D manager."}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Cornerstone (OnDemand/Galaxy)", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone (OnDemand/Galaxy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid. It is built for global enterprises with complex HR structures."}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Degreed", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Docebo, Cornerstone, Degreed, Learnerbly, Fuel50"}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Learnerbly", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learnerbly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Docebo, Cornerstone, Degreed, Learnerbly, Fuel50"}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Fuel50", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Docebo, Cornerstone, Degreed, Learnerbly, Fuel50"}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Skillsoft (Percipio)", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be Very Cautious About:** Enterprise \"content shop\" LXPs like Skillsoft Percipio"}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Moodle", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Verdict:** Avoid unless you have a tech-savvy team willing to manage it full-time."}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Udemy Business", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Verdict:** Cautious—only if you have zero compliance requirements"}, {"id": "mai-20260917-1752-baseline|c182-s6|deepseek-small|Coursera for Business", "prompt": "c182-s6", "model": "deepseek-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they are **not management systems**. They are libraries."}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|Cornerstone Galaxy (including EdCast)", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone Galaxy (including EdCast)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them:** These platforms are built for organizations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|Degreed", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid them:** These platforms are built for organizations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|Saba/SumTotal", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Saba/SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid them:** These platforms are built for organizations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|Docebo", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Docebo is widely recognized as an industry leader, but it is primarily optimized for mid-market and enterprise organizations."}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|Udemy Business", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"Content-Only\" Platforms Masquerading as LXPs ... they are often mistaken for complete training platforms"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|LinkedIn Learning", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these platforms offer very limited administrative control and authoring tools"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|TalentLMS", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "look for **\"hybrid\" LMS/LXPs built specifically for SMBs** (such as **TalentLMS**, **GoSkills**, or **Thirst**)"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|GoSkills", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **TalentLMS**, **GoSkills**, or **Thirst**"}, {"id": "mai-20260917-1752-baseline|c182-s6|google-small|Thirst", "prompt": "c182-s6", "model": "google-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as **TalentLMS**, **GoSkills**, or **Thirst**"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Degreed", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These LXPs are quote-only, with reported floors from roughly $25,000 a year upward... less suitable for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Cornerstone", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "quote-only, with reported floors from roughly $25,000 a year upward and minimums as high as 150 licenses"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Docebo", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "quote-only, with reported floors from roughly $25,000 a year upward"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Skillsoft", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "quote-only, with reported floors from roughly $25,000 a year upward"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Fuel50", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "quote-only, with reported floors from roughly $25,000 a year upward"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Learnerbly", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learnerbly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "quote-only, with reported floors from roughly $25,000 a year upward"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Udemy", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may not be the best choice for small businesses that want to control the learning experience"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|Kajabi", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Kajabi is not designed for employee training, so it may not be the best choice"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|LinkedIn Learning", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "a content library that can be expensive for small businesses, with a price of $379.88 per seat yearly"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|GoSkills", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "an all-in-one LXP that offers a free plan and a range of pricing options, making it a good choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|SafetyCulture Training (EdApp)", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SafetyCulture Training (EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "mobile-first LXP that offers a strong free plan"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|360Learning", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a collaborative LMS with LXP features that offers a pricing plan starting at $8 per active user"}, {"id": "mai-20260917-1752-baseline|c182-s6|meta-small|LearnWorlds", "prompt": "c182-s6", "model": "meta-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "a scalable and flexible LXP that offers a range of pricing options and is suitable for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|minimax-small|Kajabi", "prompt": "c182-s6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High costs**: Starting at $143/month, with confusing pricing structures ... **Overkill for small businesses**"}, {"id": "mai-20260917-1752-baseline|c182-s6|minimax-small|Teachable", "prompt": "c182-s6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Transaction fees**: Charges 7.5% on the Starter plan ... **Limited marketing capabilities**"}, {"id": "mai-20260917-1752-baseline|c182-s6|minimax-small|Udemy Business", "prompt": "c182-s6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Not designed for small businesses**: Many users report lack of support for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|minimax-small|NovoEd", "prompt": "c182-s6", "model": "minimax-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "NovoEd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Enterprise-only pricing**: No SMB tier ... **Limited AI integration**"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Degreed", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following learning experience platforms... not practical for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Cornerstone", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "quote-only and have high minimum costs... not practical for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Docebo", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small businesses should avoid or be cautious about enterprise-focused platforms with high minimums (Degreed, Cornerstone, Docebo, etc.)"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Skillsoft", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "high minimum costs (often starting around $25,000 per year)... not practical for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Fuel50", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "typically quote-only and have high minimum costs... not practical for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Learnerbly", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learnerbly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "typically quote-only and have high minimum costs... not practical for small businesses"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Udemy", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "general-content platforms not designed for employee training (Udemy, Kajabi)"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|Kajabi", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "This platform is not designed for employee training and is better suited for course creators"}, {"id": "mai-20260917-1752-baseline|c182-s6|mistral-small|LinkedIn Learning", "prompt": "c182-s6", "model": "mistral-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "LinkedIn Learning can become expensive for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Degreed", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for large enterprises, not small teams"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Cornerstone", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Built for large-scale enterprise deployments"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Docebo", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Over-engineered for small business needs"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Skillsoft", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-grade content libraries with enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Fuel50", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Career pathing focus may exceed small business requirements"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Learnerbly", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learnerbly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Minimum 150 license requirement"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|360Training.com", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Training.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Multiple user complaints about poor LMS interface"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Byju's", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Byju's", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "High subscription fees criticized by users"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Skillshare for Business", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillshare for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Zero refund policy on renewals"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|Teachable", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Users report \"convoluted and complicated\" design"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|GoSkills", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "these platforms are more suitable for small businesses: GoSkills (~$9.71/user/month, transparent pricing, free tier available)"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|360Learning", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "360Learning ($8/active user/month for teams ≤100)"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|SC Training", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "SC Training (free up to 10 learners, then ~$5/user)"}, {"id": "mai-20260917-1752-baseline|c182-s6|moonshot-small|EdApp", "prompt": "c182-s6", "model": "moonshot-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "EdApp (free tier for unlimited users, ~$3/user for upgrades)"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Degreed", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Degreed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Quote-only pricing (floors ~$25K/year); enterprise-focused... Not buyable under 50-100 seats."}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Cornerstone OnDemand", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"way too complicated and expensive\" for small/mid-sized firms; lacks transparent pricing"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Docebo", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "positioned for 250+ learners. Heavy on features SMBs rarely need."}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Skillsoft", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "built for big employers, not practical for small teams"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Fuel50", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Similar quote-only models ($25K+ floors, 150+ min users); built for big employers"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Learnerbly", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learnerbly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Similar quote-only models ($25K+ floors, 150+ min users); built for big employers"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Workday Learning", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Implementation is resource-intensive, unfit for non-enterprise SMBs."}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|TalentLMS", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Clunky UI, limited customization/features, bad reporting, glitchy"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Udemy Business", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Inflexible licensing (hard to downsize), inconsistent course quality"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Absorb LMS", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Limited features/customization, steep learning curve, inadequate reporting."}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|GoSkills", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Alternatives to Consider Instead: GoSkills ($9/user/mo, gamified for SMBs, 4.7/5 G2)"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|360Learning", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "360Learning ($8/user, collaborative)"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|EdApp/SafetyCulture", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "EdApp/SafetyCulture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "EdApp/SafetyCulture ($2.95/user, mobile-first)"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|Moodle", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "free/low-cost like Moodle/ProProfs for basics"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|ProProfs", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "free/low-cost like Moodle/ProProfs for basics"}, {"id": "mai-20260917-1752-baseline|c182-s6|xai-small|BambooHR", "prompt": "c182-s6", "model": "xai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "HR tools with built-in training (e.g., BambooHR modules) often suffice cheaper."}, {"id": "mai-20260917-1752-baseline|c182-s6|zai-small|Docebo", "prompt": "c182-s6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** It is built for Enterprise environments (1,000+ employees), not small teams."}, {"id": "mai-20260917-1752-baseline|c182-s6|zai-small|Absorb LMS", "prompt": "c182-s6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** While it is often considered the \"easier\" alternative to Docebo, it is still too heavy for many small teams."}, {"id": "mai-20260917-1752-baseline|c182-s6|zai-small|Moodle", "prompt": "c182-s6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to Avoid:** The \"Free\" Trap."}, {"id": "mai-20260917-1752-baseline|c182-s6|zai-small|Learning Pool", "prompt": "c182-s6", "model": "zai-small", "cat": "learning-experience-platforms", "variant": "negative", "raw": "Learning Pool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to Avoid:** Despite good flexibility, user reviews describe it as \"under-invested in.\""}, {"id": "mai-20260917-1752-baseline|c183-l1|alibaba-small|Udemy Business", "prompt": "c183-l1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Udemy Business is widely considered the most flexible and cost-effective option for enterprises looking for a massive variety of topics."}, {"id": "mai-20260917-1752-baseline|c183-l1|alibaba-small|LinkedIn Learning", "prompt": "c183-l1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Soft Skills & Professional Branding"}, {"id": "mai-20260917-1752-baseline|c183-l1|alibaba-small|Coursera for Business", "prompt": "c183-l1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coursera is the premium choice"}, {"id": "mai-20260917-1752-baseline|c183-l1|alibaba-small|BizLibrary", "prompt": "c183-l1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance & Essential Corporate Training"}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|LinkedIn Learning", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers a broad library of business, technical, and soft skills courses."}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|Coursera for Business", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides access to university-level courses and professional certificates"}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|Udemy for Business", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large course selection at competitive pricing"}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|Skillsoft", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise-focused with a massive library"}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|MasterClass", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "MasterClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Premium option for leadership and business strategy content"}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|Pluralsight", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for technical and IT skills"}, {"id": "mai-20260917-1752-baseline|c183-l1|anthropic-small|Guild", "prompt": "c183-l1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Guild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for personalized learning paths and skill development aligned with business goals."}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|Coursera for Business", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more context, I would choose **Coursera for Business** for an enterprise B2B company"}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|Udemy Business", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest breadth of workplace courses | **Udemy Business** | Curated corporate catalog with **30,000+ courses**"}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|LinkedIn Learning", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad business-focused library with **24,000+ courses and certifications**"}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|Pluralsight", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong fit when your priority is specialized technical skill development"}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|Skillsoft", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compliance / enterprise training | **Skillsoft or OpenSesame** | Better aligned to compliance-heavy training needs"}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|OpenSesame", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Skillsoft or OpenSesame** | Better aligned to compliance-heavy training needs"}, {"id": "mai-20260917-1752-baseline|c183-l1|challenger-small|ProProfs Training Maker", "prompt": "c183-l1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often positioned as a practical B2B LMS for employee training and course creation"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|Coursera for Business", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for credentialed, structured learning... often cited as the enterprise favorite"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|LinkedIn Learning", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for broad professional skills + ease of use... top overall score in several 2026 comparisons"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|Udemy Business", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the widest practical/technical catalog at a transparent, scalable price \\u2192 Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|Skillsoft", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises needing extensive compliance, tech, and leadership catalogs (4.2/5)"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|Pluralsight", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your B2B company is heavily technical/developer-focused"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|GoodHabitz", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoodHabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong human/soft-skill development at scale (4.6/5)"}, {"id": "mai-20260917-1752-baseline|c183-l1|deepseek-small|Go1 / OpenSesame", "prompt": "c183-l1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Go1 / OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aggregators that pull content from many providers, ideal if you want a one-stop curated library"}, {"id": "mai-20260917-1752-baseline|c183-l1|google-small|Udemy Business", "prompt": "c183-l1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a single library that covers everything ... Udemy Business is often the top choice."}, {"id": "mai-20260917-1752-baseline|c183-l1|google-small|LinkedIn Learning", "prompt": "c183-l1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Deploy LinkedIn Learning Enterprise-Wide: Give all employees access to LinkedIn Learning for core corporate competencies"}, {"id": "mai-20260917-1752-baseline|c183-l1|google-small|Pluralsight Skills", "prompt": "c183-l1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pluralsight is the industry leader for developer and technical teams."}, {"id": "mai-20260917-1752-baseline|c183-l1|google-small|Coursera for Business", "prompt": "c183-l1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise values university-backed credentials ... Coursera is unmatched."}, {"id": "mai-20260917-1752-baseline|c183-l1|google-small|OpenSesame", "prompt": "c183-l1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance & Aggregated Multi-Publisher Content: OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-l1|meta-small|Coursera for Business", "prompt": "c183-l1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best online course library for employees for an enterprise B2B company is Coursera for Business."}, {"id": "mai-20260917-1752-baseline|c183-l1|meta-small|Simplilearn", "prompt": "c183-l1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Simplilearn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Simplilearn, Kurslotse, and ProProfs Training."}, {"id": "mai-20260917-1752-baseline|c183-l1|meta-small|Kurslotse", "prompt": "c183-l1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Kurslotse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Simplilearn, Kurslotse, and ProProfs Training."}, {"id": "mai-20260917-1752-baseline|c183-l1|meta-small|ProProfs Training", "prompt": "c183-l1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Simplilearn, Kurslotse, and ProProfs Training."}, {"id": "mai-20260917-1752-baseline|c183-l1|minimax-small|Udemy Business", "prompt": "c183-l1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Udemy Business and LinkedIn Learning are generally well-suited for most enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c183-l1|minimax-small|ProProfs Training Maker", "prompt": "c183-l1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Named \"Best Overall B2B LMS\" for growing teams"}, {"id": "mai-20260917-1752-baseline|c183-l1|minimax-small|LinkedIn Learning", "prompt": "c183-l1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Udemy Business and LinkedIn Learning are generally well-suited for most enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline|c183-l1|minimax-small|Coursera for Business", "prompt": "c183-l1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers courses from top universities and companies"}, {"id": "mai-20260917-1752-baseline|c183-l1|mistral-small|Coursera for Business", "prompt": "c183-l1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coursera for Business** is often considered the best overall due to its vast, high-quality content library"}, {"id": "mai-20260917-1752-baseline|c183-l1|mistral-small|BizLibrary", "prompt": "c183-l1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice for global enterprises needing multilingual support"}, {"id": "mai-20260917-1752-baseline|c183-l1|mistral-small|Udemy for Business", "prompt": "c183-l1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Platforms like Udemy for Business, LinkedIn Learning, and Skillsoft are also popular"}, {"id": "mai-20260917-1752-baseline|c183-l1|mistral-small|LinkedIn Learning", "prompt": "c183-l1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platforms like Udemy for Business, LinkedIn Learning, and Skillsoft are also popular"}, {"id": "mai-20260917-1752-baseline|c183-l1|mistral-small|Skillsoft", "prompt": "c183-l1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like Udemy for Business, LinkedIn Learning, and Skillsoft are also popular"}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|LinkedIn Learning", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprise B2B companies benefit from **LinkedIn Learning** or **Udemy Business** for their breadth, affordability, and ease of implementation."}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Udemy Business", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "benefit from **LinkedIn Learning** or **Udemy Business** for their breadth, affordability, and ease of implementation"}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Coursera for Business", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need accredited certifications, pair with **Coursera for Business**."}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Skillsoft", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprise compliance needs"}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Pluralsight", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Technical & developer training"}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Docebo", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Docebo** – AI-driven learning paths, excellent for large enterprises"}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Litmos (SAP)", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Litmos (SAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Litmos (SAP)** – Strong reporting and HR integrations"}, {"id": "mai-20260917-1752-baseline|c183-l1|moonshot-small|Adobe Learning Manager", "prompt": "c183-l1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Adobe Learning Manager** – Custom learning paths and in-depth analytics"}, {"id": "mai-20260917-1752-baseline|c183-l1|openai-small|LinkedIn Learning", "prompt": "c183-l1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one library for most employees**: **LinkedIn Learning**"}, {"id": "mai-20260917-1752-baseline|c183-l1|openai-small|Coursera for Business", "prompt": "c183-l1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **university- and industry-backed** upskilling"}, {"id": "mai-20260917-1752-baseline|c183-l1|openai-small|Udemy Business", "prompt": "c183-l1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for a broad, practical, on-demand catalog"}, {"id": "mai-20260917-1752-baseline|c183-l1|openai-small|O'Reilly", "prompt": "c183-l1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "O'Reilly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your employees are mostly technical teams"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|LinkedIn Learning", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If sales/marketing-focused, start with LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Udemy Business", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Cost-effective, high-volume training for diverse B2B roles"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Coursera for Business", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "favored by large enterprises"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Skillsoft Percipio", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust for global enterprises, custom uploads"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Pluralsight", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tech? Pluralsight/Coursera."}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Cornerstone OnDemand", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highlights leaders like Cornerstone OnDemand, Adobe Learning Manager, and 360Learning for full LMS+content"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Adobe Learning Manager", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "leaders like Cornerstone OnDemand, Adobe Learning Manager, and 360Learning"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|360Learning", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adobe Learning Manager, and 360Learning for full LMS+content"}, {"id": "mai-20260917-1752-baseline|c183-l1|xai-small|Docebo", "prompt": "c183-l1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pair with LMS like Docebo for custom paths."}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|Docebo", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Docebo** offers the best combination of comprehensive content library, enterprise scalability, and AI-driven features."}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|Go1", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Content Marketplace integrated with Go1 and OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|OpenSesame", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Content Marketplace integrated with Go1 and OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|LinkedIn Learning", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Includes LinkedIn Learning, OpenSesame, and Skilla content"}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|Skilla", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Includes LinkedIn Learning, OpenSesame, and Skilla content"}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|Cornerstone OnDemand", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cornerstone OnDemand** may be the better choice."}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|TalentLMS", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**TalentLMS** (Best for Mid-Market with Excellent Course Library)"}, {"id": "mai-20260917-1752-baseline|c183-l1|zai-small|Adobe Learning Manager", "prompt": "c183-l1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Adobe Learning Manager** (Best for Multilingual & Partner Training)"}, {"id": "mai-20260917-1752-baseline|c183-l2|alibaba-small|Skillsoft (Percipio)", "prompt": "c183-l2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Skillsoft (Percipio) ... widely considered the gold standard in the corporate training space."}, {"id": "mai-20260917-1752-baseline|c183-l2|alibaba-small|LinkedIn Learning", "prompt": "c183-l2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best used as a companion tool to Skillsoft or for a culture focused heavily on social proof."}, {"id": "mai-20260917-1752-baseline|c183-l2|alibaba-small|Udemy Business", "prompt": "c183-l2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose this if your primary goal is \"cheap access to everything\""}, {"id": "mai-20260917-1752-baseline|c183-l2|alibaba-small|Coursera for Business", "prompt": "c183-l2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Deep upskilling and formal certifications."}, {"id": "mai-20260917-1752-baseline|c183-l2|alibaba-small|HubSpot Academy", "prompt": "c183-l2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "HubSpot Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you don't find good sales content here, look specifically at **HubSpot Academy**"}, {"id": "mai-20260917-1752-baseline|c183-l2|anthropic-small|Docebo", "prompt": "c183-l2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo is one of the few platforms that genuinely scales across employees, customers, and partners without requiring separate tools."}, {"id": "mai-20260917-1752-baseline|c183-l2|anthropic-small|Absorb LMS", "prompt": "c183-l2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb LMS is built for mid-to-large enterprises and global organizations"}, {"id": "mai-20260917-1752-baseline|c183-l2|anthropic-small|Cornerstone OnDemand", "prompt": "c183-l2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built for large enterprises that want to tightly align training with performance"}, {"id": "mai-20260917-1752-baseline|c183-l2|anthropic-small|Adobe Learning Manager", "prompt": "c183-l2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adobe Learning Manager is built for very large organizations."}, {"id": "mai-20260917-1752-baseline|c183-l2|challenger-small|Skillsoft", "prompt": "c183-l2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Skillsoft Percipio** is the strongest default choice because it is described as best for **large enterprise libraries**"}, {"id": "mai-20260917-1752-baseline|c183-l2|challenger-small|Docebo", "prompt": "c183-l2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Docebo** if you want a broader **enterprise learning platform** with content plus stronger workflow/personalization capabilities"}, {"id": "mai-20260917-1752-baseline|c183-l2|challenger-small|LinkedIn Learning", "prompt": "c183-l2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is generally less enterprise-specialized than Skillsoft or Docebo"}, {"id": "mai-20260917-1752-baseline|c183-l2|deepseek-small|Coursera for Business", "prompt": "c183-l2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coursera is the standout choice for a large B2B organization."}, {"id": "mai-20260917-1752-baseline|c183-l2|deepseek-small|Cornerstone OnDemand", "prompt": "c183-l2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for unifying training + talent"}, {"id": "mai-20260917-1752-baseline|c183-l2|deepseek-small|Udemy Business", "prompt": "c183-l2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coursera for Business (or Udemy Business) as your content library"}, {"id": "mai-20260917-1752-baseline|c183-l2|deepseek-small|LinkedIn Learning", "prompt": "c183-l2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for leadership & professional development"}, {"id": "mai-20260917-1752-baseline|c183-l2|deepseek-small|Docebo", "prompt": "c183-l2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Docebo is lauded for AI-driven personalization at scale"}, {"id": "mai-20260917-1752-baseline|c183-l2|deepseek-small|SAP Litmos", "prompt": "c183-l2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Litmos offers rapid deployment with an extensive content library"}, {"id": "mai-20260917-1752-baseline|c183-l2|google-small|LinkedIn Learning for Business", "prompt": "c183-l2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LinkedIn Learning is the safest and most widely adopted choice"}, {"id": "mai-20260917-1752-baseline|c183-l2|google-small|Udemy Business", "prompt": "c183-l2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Udemy Business is highly recommended"}, {"id": "mai-20260917-1752-baseline|c183-l2|google-small|Coursera for Business", "prompt": "c183-l2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization prioritizes academic rigor... Coursera is the gold standard."}, {"id": "mai-20260917-1752-baseline|c183-l2|google-small|Skillsoft (Percipio)", "prompt": "c183-l2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For large B2B companies in highly regulated industries... compliance training is just as important"}, {"id": "mai-20260917-1752-baseline|c183-l2|google-small|Cornerstone", "prompt": "c183-l2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrates seamlessly via SCORM/AICC/LTI with enterprise LMS platforms like Cornerstone, Workday Learning, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-l2|google-small|Pluralsight", "prompt": "c183-l2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Udemy Business** or **Pluralsight** specifically for engineering, product, and data teams"}, {"id": "mai-20260917-1752-baseline|c183-l2|meta-small|GoodHabits", "prompt": "c183-l2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "GoodHabits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GoodHabits - offers a comprehensive course library and is highly rated on G2."}, {"id": "mai-20260917-1752-baseline|c183-l2|meta-small|iSpring Academy", "prompt": "c183-l2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "iSpring Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "iSpring Academy - provides a subscription-based service with unlimited access to a fully stocked course library."}, {"id": "mai-20260917-1752-baseline|c183-l2|meta-small|ELG GROW", "prompt": "c183-l2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "ELG GROW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ELG GROW - offers a digital upskilling subscription with access to a comprehensive course library"}, {"id": "mai-20260917-1752-baseline|c183-l2|meta-small|Cornerstone OnDemand", "prompt": "c183-l2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone OnDemand - a popular LMS platform that offers custom solutions for large enterprises."}, {"id": "mai-20260917-1752-baseline|c183-l2|minimax-small|Skillsoft with Percipio", "prompt": "c183-l2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft with Percipio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **Skillsoft (Percipio)** or **Cornerstone OnDemand** as they have proven track records with large enterprises"}, {"id": "mai-20260917-1752-baseline|c183-l2|minimax-small|Cornerstone OnDemand", "prompt": "c183-l2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd particularly recommend **Skillsoft (Percipio)** or **Cornerstone OnDemand**"}, {"id": "mai-20260917-1752-baseline|c183-l2|minimax-small|Docebo", "prompt": "c183-l2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Large enterprises with multiple audiences and external training needs"}, {"id": "mai-20260917-1752-baseline|c183-l2|minimax-small|LinkedIn Learning (Enterprise)", "prompt": "c183-l2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Professional development across large organizations"}, {"id": "mai-20260917-1752-baseline|c183-l2|mistral-small|LinkedIn Learning", "prompt": "c183-l2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can compare the top corporate training content subscription services like LinkedIn Learning, Coursera for Business, Udemy Business, Skillsoft, Pluralsight, and Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l2|mistral-small|Coursera for Business", "prompt": "c183-l2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can compare the top corporate training content subscription services like LinkedIn Learning, Coursera for Business, Udemy Business, Skillsoft, Pluralsight, and Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l2|mistral-small|Udemy Business", "prompt": "c183-l2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can compare the top corporate training content subscription services like LinkedIn Learning, Coursera for Business, Udemy Business, Skillsoft, Pluralsight, and Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l2|mistral-small|Skillsoft", "prompt": "c183-l2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I can compare the top corporate training content subscription services like ... Skillsoft, Pluralsight, and Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l2|mistral-small|Pluralsight", "prompt": "c183-l2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I can compare the top corporate training content subscription services like ... Skillsoft, Pluralsight, and Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l2|mistral-small|Degreed", "prompt": "c183-l2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "I can compare the top corporate training content subscription services like ... Skillsoft, Pluralsight, and Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l2|moonshot-small|Docebo", "prompt": "c183-l2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Docebo"}, {"id": "mai-20260917-1752-baseline|c183-l2|moonshot-small|Udemy Business", "prompt": "c183-l2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supplement with specialized content providers like **Udemy Business** (for breadth)"}, {"id": "mai-20260917-1752-baseline|c183-l2|moonshot-small|LinkedIn Learning", "prompt": "c183-l2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Career development focus | 25,000+ courses"}, {"id": "mai-20260917-1752-baseline|c183-l2|moonshot-small|Skillsoft", "prompt": "c183-l2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance-heavy industries | Deep compliance, leadership, and tech content"}, {"id": "mai-20260917-1752-baseline|c183-l2|moonshot-small|Pluralsight", "prompt": "c183-l2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pluralsight** (for deep technical skills) if needed"}, {"id": "mai-20260917-1752-baseline|c183-l2|moonshot-small|Coursera for Business", "prompt": "c183-l2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Academic credentials & certifications | **Coursera for Business**"}, {"id": "mai-20260917-1752-baseline|c183-l2|openai-small|Coursera for Enterprise", "prompt": "c183-l2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a large enterprise:** **Coursera for Enterprise**"}, {"id": "mai-20260917-1752-baseline|c183-l2|openai-small|LinkedIn Learning", "prompt": "c183-l2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn Learning** is also a very strong choice"}, {"id": "mai-20260917-1752-baseline|c183-l2|openai-small|Udemy Business Enterprise", "prompt": "c183-l2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Udemy Business Enterprise** is worth considering"}, {"id": "mai-20260917-1752-baseline|c183-l2|xai-small|LinkedIn Learning", "prompt": "c183-l2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend LinkedIn Learning (now part of Microsoft Viva Learning ecosystem) as the top corporate training content subscription."}, {"id": "mai-20260917-1752-baseline|c183-l2|xai-small|Coursera for Business (Enterprise)", "prompt": "c183-l2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if it doesn't fit ... Higher cost (~$400+/user/year list, negotiable); more academic."}, {"id": "mai-20260917-1752-baseline|c183-l2|xai-small|Udemy Business", "prompt": "c183-l2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "25,000+ practitioner-led courses, affordable, multilingual. | Variable quality (marketplace model)."}, {"id": "mai-20260917-1752-baseline|c183-l2|xai-small|Skillsoft Percipio", "prompt": "c183-l2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "180,000+ assets, AI curation ... Less modern UX. | Enterprise-focused (Fortune 1000 staple)."}, {"id": "mai-20260917-1752-baseline|c183-l2|zai-small|Udemy Business", "prompt": "c183-l2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Udemy Business as your primary corporate training content subscription"}, {"id": "mai-20260917-1752-baseline|c183-l2|zai-small|LinkedIn Learning", "prompt": "c183-l2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LinkedIn Learning: strong self‑directed professional skills"}, {"id": "mai-20260917-1752-baseline|c183-l2|zai-small|Skillsoft", "prompt": "c183-l2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Skillsoft: extensive catalog and compliance curricula; good for large enterprises."}, {"id": "mai-20260917-1752-baseline|c183-l2|zai-small|Coursera for Business", "prompt": "c183-l2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coursera for Business: academic and technical credentials"}, {"id": "mai-20260917-1752-baseline|c183-l2|zai-small|Pluralsight", "prompt": "c183-l2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pluralsight: deep technical skill development with labs and assessments."}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|Go1", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Example: Go1 ... It offers massive breadth (over 80,000 items) and reduces administrative friction by providing a single license, bill, and integration point"}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|Coursera for Business", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Example: Coursera for Business ... It focuses heavily on **formal accreditation**"}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|O’Reilly", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "O’Reilly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "aggregates licenses from over 250 different content providers (including Skillsoft, Pluralsight, and O’Reilly)"}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|Pluralsight", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Example: Pluralsight ... Pluralsight prioritizes **technical validity**"}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|Skillsoft", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Top Examples: Skillsoft & LinkedIn Learning ... Offers a massive, traditional enterprise library"}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|LinkedIn Learning", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "LinkedIn Learning: High-production-value content focused on professional development"}, {"id": "mai-20260917-1752-baseline|c183-l3|alibaba-small|Udemy for Business", "prompt": "c183-l3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Top Example: Udemy for Business ... It utilizes a **\"practitioner-led\"** model"}, {"id": "mai-20260917-1752-baseline|c183-l3|anthropic-small|Udemy Business", "prompt": "c183-l3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Udemy Business** stands out as a scale-first platform... making it ideal for organizations needing immediate broad coverage."}, {"id": "mai-20260917-1752-baseline|c183-l3|anthropic-small|SAP Litmos", "prompt": "c183-l3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not offer the depth some companies need for more advanced or highly tailored learning programs"}, {"id": "mai-20260917-1752-baseline|c183-l3|anthropic-small|Docebo", "prompt": "c183-l3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers a modular learning suite spanning LMS, LXP-style discovery, authoring tools, and a native skills engine"}, {"id": "mai-20260917-1752-baseline|c183-l3|anthropic-small|Saba Learning Management", "prompt": "c183-l3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Saba Learning Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise-grade learning and talent development platform with strong compliance"}, {"id": "mai-20260917-1752-baseline|c183-l3|anthropic-small|imc Learning Suite", "prompt": "c183-l3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "imc Learning Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built for global organizations and supporting highly complex training scenarios"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|LinkedIn Learning", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Self-directed professional development | Large curated library with **24,000+ courses**"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|Skillsoft", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large enterprises | Broad coverage across **compliance, leadership, tech, and business**"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|Coursera for Business", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Academic and technical upskilling | University- and industry-backed content"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|Udemy Business", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fast-changing skills needs | Very large practitioner-led catalog"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|Pluralsight", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Technology and developer training | Deep technical curriculum plus **skill assessments**"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|Go1", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Breadth-first enterprises | Aggregates content from **250+ providers**"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|OpenSesame", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Compliance-heavy organizations | Curated publisher network"}, {"id": "mai-20260917-1752-baseline|c183-l3|challenger-small|GoodHabitz", "prompt": "c183-l3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Human skills at scale | Engagement-first design"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Skillsoft (Percipio)", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The comprehensive enterprise powerhouse... If you need compliance + leadership + tech all in one → Skillsoft"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|LinkedIn Learning", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your people already use LinkedIn / need quick micro-learning → LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Udemy Business", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the broadest practical tech skills quickly → Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Coursera for Business", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want university-accredited learning/credentials → Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Pluralsight (Skills + Flow)", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight (Skills + Flow)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pluralsight (for developers)"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Go1", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have an LMS already and just want curated content → Go1 or OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|BizLibrary", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If learner engagement and soft skills are your #1 pain point → GoodHabitz or BizLibrary"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|GoodHabitz", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The human skills engagement leader"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Harvard Business Publishing Corporate Learning", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Harvard Business Publishing Corporate Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you're investing in senior leadership development → Harvard Business Publishing"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|OpenSesame", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The subscription marketplace model"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|FranklinCovey", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "FranklinCovey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "→ Harvard Business Publishing or FranklinCovey"}, {"id": "mai-20260917-1752-baseline|c183-l3|deepseek-small|Udacity", "prompt": "c183-l3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "better TCO than Udacity per user reviews"}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|LinkedIn Learning", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want a broad benefit for everyone with low administrative overhead: **LinkedIn Learning** provides a safe, highly intuitive, and universally applicable starting point."}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|Udemy Business", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider **Udemy Business** if you want more practical, day-to-day coding guides"}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|Coursera for Business", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coursera for Business** is highly attractive to employees because of the resume power of university-backed certificates."}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|Pluralsight", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pluralsight** is the industry gold standard for technical skill mapping."}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|Skillsoft (Percipio)", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Skillsoft** or **Go1** will save you millions in legal liabilities through robust, pre-built compliance and safety suites."}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|Go1", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Enterprise L&D teams with highly diverse, global workforces"}, {"id": "mai-20260917-1752-baseline|c183-l3|google-small|OpenSesame", "prompt": "c183-l3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Go1 (and competitor OpenSesame)"}, {"id": "mai-20260917-1752-baseline|c183-l3|meta-small|GoodHabitz", "prompt": "c183-l3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GoodHabitz is known for its behavior-led, engaging content with structured learning paths"}, {"id": "mai-20260917-1752-baseline|c183-l3|meta-small|LinkedIn Learning", "prompt": "c183-l3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "LinkedIn Learning has a vast library and deep integration with the LinkedIn ecosystem"}, {"id": "mai-20260917-1752-baseline|c183-l3|meta-small|Skillsoft", "prompt": "c183-l3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Skillsoft has an extensive catalogue of compliance, tech, and leadership content"}, {"id": "mai-20260917-1752-baseline|c183-l3|meta-small|Coursera for Business", "prompt": "c183-l3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Coursera for Business offers accredited courses from top universities and institutions"}, {"id": "mai-20260917-1752-baseline|c183-l3|meta-small|Udemy Business", "prompt": "c183-l3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Udemy Business has a huge practitioner-led catalogue and is strong on practical skills"}, {"id": "mai-20260917-1752-baseline|c183-l3|meta-small|Pluralsight", "prompt": "c183-l3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pluralsight is known for its deep tech content with skill assessments"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Litmos", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Compliance needs** → Litmos or Skillsoft"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Skillsoft", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extensive compliance, leadership & tech catalog; Percipio platform"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|LinkedIn Learning", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LinkedIn ecosystem** → LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Udemy Business", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tech/skills training** → Pluralsight or Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Coursera for Business", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**University credentials** → Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|GoodHabitz", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Engagement & human skills** → GoodHabitz"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Pluralsight", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deep tech content with skill assessments"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Go1", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "others aggregate from multiple providers (Go1, Udemy Business)"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|BizLibrary", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Litmos draws from multiple vendors including Go1 collections and BizLibrary"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Docebo", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Scale + AI** → Docebo"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|TalentLMS", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "TalentLibrary™ instant access | Versatile training across business sizes"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|Absorb LMS", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Integrated authoring | Polished learner experience"}, {"id": "mai-20260917-1752-baseline|c183-l3|minimax-small|360Learning", "prompt": "c183-l3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Collaborative + AI authoring | Peer-driven content creation"}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|LinkedIn Learning", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Self-directed professional skills development."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|Udemy Business", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Flexible, user-driven learning with a focus on practical skills."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|Skillsoft", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Large enterprises needing compliance, technical, and leadership training."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|Coursera for Business", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Academic and technical upskilling with accredited courses."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|Pluralsight", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Technical and developer training."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|GoodHabitz", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Human skills at scale (soft skills, leadership, well-being)."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|CrossKnowledge (part of Wiley)", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "CrossKnowledge (part of Wiley)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Large organizations seeking high-quality, accredited content."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|Docebo", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Scalable, personalized learning for employees, customers, and partners."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|Go1", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Aggregating content from multiple providers."}, {"id": "mai-20260917-1752-baseline|c183-l3|mistral-small|isEazy Skills", "prompt": "c183-l3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "isEazy Skills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Power skills and digital skills for diverse teams."}, {"id": "mai-20260917-1752-baseline|c183-l3|moonshot-small|LinkedIn Learning", "prompt": "c183-l3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations wanting broad professional development with career visibility"}, {"id": "mai-20260917-1752-baseline|c183-l3|moonshot-small|Skillsoft Percipio", "prompt": "c183-l3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Weaknesses: User experience not as polished as competitors; lower satisfaction scores"}, {"id": "mai-20260917-1752-baseline|c183-l3|moonshot-small|Coursera for Business", "prompt": "c183-l3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Companies prioritizing formal credentials and academic rigor"}, {"id": "mai-20260917-1752-baseline|c183-l3|moonshot-small|Udemy Business", "prompt": "c183-l3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Organizations wanting breadth and flexibility"}, {"id": "mai-20260917-1752-baseline|c183-l3|moonshot-small|Pluralsight", "prompt": "c183-l3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Engineering/IT teams needing deep technical upskilling and certification prep"}, {"id": "mai-20260917-1752-baseline|c183-l3|openai-small|LinkedIn Learning", "prompt": "c183-l3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **LinkedIn Learning** if you want the **best general-purpose professional library**."}, {"id": "mai-20260917-1752-baseline|c183-l3|openai-small|Skillsoft Percipio", "prompt": "c183-l3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Skillsoft Percipio** if you want the **strongest enterprise training library** for structured skills, technical learning, and compliance."}, {"id": "mai-20260917-1752-baseline|c183-l3|openai-small|Docebo Content / Content Marketplace", "prompt": "c183-l3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Docebo Content / Content Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Docebo** if you want a **content hub/platform** that can unify multiple libraries and your custom training."}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|LinkedIn Learning", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LinkedIn Learning** - 24,000+ curated courses on professional skills, business, tech, and soft skills."}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|Coursera for Business", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "credentials → Coursera"}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|Udemy Business", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Massive variety, practical/how-to focus, quick updates. Cost-effective. | Inconsistent quality (open marketplace)."}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|Pluralsight", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tech depth → Pluralsight"}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|Skillsoft (Percipio)", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compliance → Skillsoft/OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|OpenSesame", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "30,000+ aggregated courses from multiple providers. Excels in compliance, upskilling, skills mapping"}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|GoodHabitz", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables: GoodHabitz (human/soft skills, 4.6/5 G2)"}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|O'Reilly", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "O'Reilly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "O'Reilly (75,000+ tech books/videos/labs)"}, {"id": "mai-20260917-1752-baseline|c183-l3|xai-small|Go1", "prompt": "c183-l3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Go1 (aggregator with compliance focus)"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Udemy Business", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Maximum breadth of practitioner‑authored content** | Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|LinkedIn Learning", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Polished business‑skills and Microsoft ecosystem integration** | LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Coursera for Business", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Structured academic and professional credentials** | Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Skillsoft Percipio", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deep, multi‑format content library with strong compliance** | Skillsoft Percipio"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|SAP Litmos", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rapid compliance and onboarding with a large catalog** | SAP Litmos"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|TalentLMS (TalentLibrary™)", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS (TalentLibrary™)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Easy‑to‑use interface; instant access to high‑quality courses"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Absorb LMS", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "One system for both content and LMS with good UX | TalentLMS, Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Docebo", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI‑driven personalization and multi‑audience support | Docebo, Sana Labs"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Cornerstone OnDemand", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Full HR integration and talent management | Cornerstone OnDemand"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|SAP SuccessFactors Learning", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Deep SAP suite integration; AI‑driven personalized learning; strong reporting"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Intellum", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Organizations with multiple learner types (employees, customers, partners)"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|360Learning", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Collaborative, peer‑driven learning with internal expertise** | 360Learning"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|Sana Labs", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Sana Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Advanced AI for personalized learning paths; rapid course creation"}, {"id": "mai-20260917-1752-baseline|c183-l3|zai-small|CYPHER Learning", "prompt": "c183-l3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Simple, accessible platform with built‑in library** | CYPHER Learning"}, {"id": "mai-20260917-1752-baseline|c183-l4|alibaba-small|Udemy Business", "prompt": "c183-l4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Pure Predictability: Udemy Business ... **Predictability** | **Excellent** (No hidden fees)"}, {"id": "mai-20260917-1752-baseline|c183-l4|alibaba-small|LinkedIn Learning", "prompt": "c183-l4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Brand Recognition: LinkedIn Learning ... **Caveat:** Their content is smaller"}, {"id": "mai-20260917-1752-baseline|c183-l4|alibaba-small|Skillsoft (Perspectives)", "prompt": "c183-l4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skillsoft (Perspectives)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Skillsoft is the industry standard for third-party content delivery"}, {"id": "mai-20260917-1752-baseline|c183-l4|alibaba-small|Coursera for Business", "prompt": "c183-l4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Academic Rigor: Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-l4|anthropic-small|Docebo", "prompt": "c183-l4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo or Absorb LMS are recommended for enterprise organizations with 500+ employees"}, {"id": "mai-20260917-1752-baseline|c183-l4|anthropic-small|Absorb LMS", "prompt": "c183-l4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Docebo or Absorb LMS are recommended for enterprise organizations with 500+ employees"}, {"id": "mai-20260917-1752-baseline|c183-l4|anthropic-small|Udemy Business", "prompt": "c183-l4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Udemy Business** is also viable at scale"}, {"id": "mai-20260917-1752-baseline|c183-l4|challenger-small|GoodHabitz", "prompt": "c183-l4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoodHabitz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would lean toward **GoodHabitz** because the results emphasize **flat-rate pricing** and scale-oriented purchasing"}, {"id": "mai-20260917-1752-baseline|c183-l4|challenger-small|Coursera for Business", "prompt": "c183-l4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for university-grade content and certificates:** **Coursera for Business**"}, {"id": "mai-20260917-1752-baseline|c183-l4|challenger-small|Udemy Business", "prompt": "c183-l4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "though the results do not emphasize them as strongly for fixed total cost across thousands of users"}, {"id": "mai-20260917-1752-baseline|c183-l4|challenger-small|Go1", "prompt": "c183-l4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Udemy Business** or **Go1**, though the results do not emphasize them as strongly for fixed total cost"}, {"id": "mai-20260917-1752-baseline|c183-l4|challenger-small|Skillsoft", "prompt": "c183-l4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but pricing is typically quote-based and less obviously \"predictable\" from the results"}, {"id": "mai-20260917-1752-baseline|c183-l4|challenger-small|OpenSesame", "prompt": "c183-l4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "OpenSesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but pricing is typically quote-based and less obviously \"predictable\" from the results"}, {"id": "mai-20260917-1752-baseline|c183-l4|deepseek-small|edX for Business", "prompt": "c183-l4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "edX for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**edX for Business (Teams plan)** is the strongest candidate for predictable per-user pricing"}, {"id": "mai-20260917-1752-baseline|c183-l4|deepseek-small|Udemy Business", "prompt": "c183-l4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Udemy Business is second-best"}, {"id": "mai-20260917-1752-baseline|c183-l4|deepseek-small|LinkedIn Learning", "prompt": "c183-l4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid LinkedIn Learning if cost predictability is your top priority, given its opaque enterprise pricing."}, {"id": "mai-20260917-1752-baseline|c183-l4|deepseek-small|Coursera", "prompt": "c183-l4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most platforms (Udemy, LinkedIn, Coursera) switch to custom \"Enterprise\" pricing"}, {"id": "mai-20260917-1752-baseline|c183-l4|google-small|LinkedIn Learning", "prompt": "c183-l4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for General Skills: LinkedIn Learning (Enterprise Agreement)... the market leader for predictability at scale."}, {"id": "mai-20260917-1752-baseline|c183-l4|google-small|Udemy Business", "prompt": "c183-l4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Technical & Modern Business Skills: Udemy Business (Enterprise Plan)... is the best option."}, {"id": "mai-20260917-1752-baseline|c183-l4|google-small|Skillsoft", "prompt": "c183-l4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance, Leadership, & Legacy Enterprise: Skillsoft (Percipio)... a legacy titan built specifically for large-scale deployments."}, {"id": "mai-20260917-1752-baseline|c183-l4|meta-small|Circle", "prompt": "c183-l4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including platforms like Circle, Skool, and Kajabi, which offer different pricing models and features"}, {"id": "mai-20260917-1752-baseline|c183-l4|meta-small|Skool", "prompt": "c183-l4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like Circle, Skool, and Kajabi, which offer different pricing models and features"}, {"id": "mai-20260917-1752-baseline|c183-l4|meta-small|Kajabi", "prompt": "c183-l4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like Circle, Skool, and Kajabi, which offer different pricing models and features"}, {"id": "mai-20260917-1752-baseline|c183-l4|meta-small|GoodHabitz", "prompt": "c183-l4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoodHabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some platforms, like GoodHabitz, offer a flat rate for the entire offering, regardless of the number of courses."}, {"id": "mai-20260917-1752-baseline|c183-l4|meta-small|HubSpot Academy", "prompt": "c183-l4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "some providers, like HubSpot Academy, offer high-quality certifications at no cost"}, {"id": "mai-20260917-1752-baseline|c183-l4|minimax-small|LifterLMS", "prompt": "c183-l4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LifterLMS** stands out as the top choice for predictable total costs."}, {"id": "mai-20260917-1752-baseline|c183-l4|minimax-small|CompanyLMS", "prompt": "c183-l4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "CompanyLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CompanyLMS** offers published flat per-seat pricing ($4-7/user/month) - still per-user but predictable and budgetable."}, {"id": "mai-20260917-1752-baseline|c183-l4|minimax-small|WorkAcademy", "prompt": "c183-l4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "WorkAcademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkAcademy** offers transparent flat-rate pricing (€325-1,625/month) for defined user bands."}, {"id": "mai-20260917-1752-baseline|c183-l4|minimax-small|LinkedIn Learning", "prompt": "c183-l4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "expect per-user pricing - these are harder to get flat-rate"}, {"id": "mai-20260917-1752-baseline|c183-l4|minimax-small|Coursera for Business", "prompt": "c183-l4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "expect per-user pricing - these are harder to get flat-rate"}, {"id": "mai-20260917-1752-baseline|c183-l4|minimax-small|Udemy for Business", "prompt": "c183-l4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "expect per-user pricing - these are harder to get flat-rate"}, {"id": "mai-20260917-1752-baseline|c183-l4|mistral-small|LinkedIn Learning for Organizations", "prompt": "c183-l4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning for Organizations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LinkedIn Learning for Organizations** and **Udemy Business (Enterprise)** are the top choices."}, {"id": "mai-20260917-1752-baseline|c183-l4|mistral-small|Udemy Business (Enterprise Plan)", "prompt": "c183-l4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LinkedIn Learning for Organizations** and **Udemy Business (Enterprise)** are the top choices."}, {"id": "mai-20260917-1752-baseline|c183-l4|mistral-small|Coursera for Business (Enterprise Plan)", "prompt": "c183-l4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business (Enterprise Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coursera for Business** is also a strong contender."}, {"id": "mai-20260917-1752-baseline|c183-l4|mistral-small|Pluralsight (Teams or Enterprise)", "prompt": "c183-l4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Pluralsight (Teams or Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Annual billing, but higher cost per user compared to others."}, {"id": "mai-20260917-1752-baseline|c183-l4|moonshot-small|LinkedIn Learning for Enterprise", "prompt": "c183-l4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning for Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LinkedIn Learning Enterprise** - Most likely to offer flat-rate unlimited deals at scale"}, {"id": "mai-20260917-1752-baseline|c183-l4|moonshot-small|Coursera for Enterprise", "prompt": "c183-l4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coursera Enterprise** - For academically-branded content with bundled pricing"}, {"id": "mai-20260917-1752-baseline|c183-l4|moonshot-small|Skillsoft Percipio", "prompt": "c183-l4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skillsoft Percipio** - If you want transparent, published tiered pricing"}, {"id": "mai-20260917-1752-baseline|c183-l4|moonshot-small|Udemy Business", "prompt": "c183-l4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid**: Platforms like Udemy Business that charge strictly per-user ($360/year each), as costs scale linearly and become unpredictable at volume."}, {"id": "mai-20260917-1752-baseline|c183-l4|moonshot-small|360Learning", "prompt": "c183-l4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **360Learning** | Per-user ($8/user/month) | Lower (scales linearly) |"}, {"id": "mai-20260917-1752-baseline|c183-l4|openai-small|LinkedIn Learning Enterprise", "prompt": "c183-l4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall pick: **LinkedIn Learning Enterprise**"}, {"id": "mai-20260917-1752-baseline|c183-l4|openai-small|Udemy Business Enterprise", "prompt": "c183-l4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: **Udemy Business Enterprise**"}, {"id": "mai-20260917-1752-baseline|c183-l4|openai-small|Coursera for Business Enterprise", "prompt": "c183-l4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option: **Coursera for Business Enterprise**"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|iSpring Learn", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **iSpring Learn**"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|Coursera", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Smaller pre-built library vs. giants like Coursera."}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|TalentLMS", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternatives for Predictable Costs\n1. **TalentLMS** (Tiered pricing = highly predictable)"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|360Learning", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Predictable for stable headcounts; mixes registered/active users."}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|Udemy Business", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "prioritize Udemy/LinkedIn for libraries"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|LinkedIn Learning", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "negotiates lower for thousands (e.g., $200-300/user)"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|Docebo", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid if predictability is key**: Pure quote-only like Docebo/Absorb"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|Absorb", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid if predictability is key**: Pure quote-only like Docebo/Absorb"}, {"id": "mai-20260917-1752-baseline|c183-l4|xai-small|Pluralsight", "prompt": "c183-l4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Pluralsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pluralsight's \"engaged user\" metering (usage-dependent)"}, {"id": "mai-20260917-1752-baseline|c183-l4|zai-small|Coggno Prime", "prompt": "c183-l4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coggno Prime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coggno Prime** is the strongest match"}, {"id": "mai-20260917-1752-baseline|c183-l4|zai-small|Docebo", "prompt": "c183-l4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate Docebo next—but be prepared for higher per‑user costs and quote‑only pricing"}, {"id": "mai-20260917-1752-baseline|c183-l4|zai-small|TechClass", "prompt": "c183-l4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TechClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for a large company needing a **guaranteed per‑user price**, its enterprise tier is less predictable"}, {"id": "mai-20260917-1752-baseline|c183-l4|zai-small|edX For Business", "prompt": "c183-l4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "edX For Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "edX is ideal if you want **top‑tier academic content** and can afford a higher per‑user price"}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Workday Learning", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you already use an enterprise Learning Management System (such as Workday Learning, Cornerstone, Docebo, or Degreed)"}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Cornerstone", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Workday Learning, Cornerstone, Docebo, or Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Docebo", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Workday Learning, Cornerstone, Docebo, or Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Degreed", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Workday Learning, Cornerstone, Docebo, or Degreed"}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Udemy Business", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Udemy Business: Excellent for technical and professional development skills. Offers solid SCIM integration and an extensive, frequently updated catalog."}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|LinkedIn Learning", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "High adoption rates due to employee familiarity with LinkedIn. Excellent enterprise reporting, seamless SSO, and deep integrations with almost all major LMS platforms."}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Coursera for Business", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for academic-grade courses, professional certificates (from Google, AWS, etc.), and structured leadership academies."}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|Pluralsight", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "(Specifically if your 5,000-person footprint includes a massive engineering, product, or IT department)"}, {"id": "mai-20260917-1752-baseline|c183-l5|google-small|O'Reilly Media", "prompt": "c183-l5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "O'Reilly Media", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These are highly specialized for technology, cybersecurity, and cloud capabilities."}, {"id": "mai-20260917-1752-baseline|c183-l5|meta-small|Coggno", "prompt": "c183-l5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coggno: A compliance-specific course marketplace with 10,000+ courses, SOC 2 Type II compliant, and offering SSO integration."}, {"id": "mai-20260917-1752-baseline|c183-l5|meta-small|KnowledgeCity", "prompt": "c183-l5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "KnowledgeCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "KnowledgeCity: An Intelligent Workforce Platform that combines learning, skill assessment, performance management, and compliance into one platform, with SSO integration"}, {"id": "mai-20260917-1752-baseline|c183-l5|meta-small|Pluralsight", "prompt": "c183-l5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pluralsight: Offers a course on SOC 2 security certification and compliance."}, {"id": "mai-20260917-1752-baseline|c183-l5|meta-small|StrongDM", "prompt": "c183-l5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "StrongDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "StrongDM: Provides a complete SOC 2 compliance course."}, {"id": "mai-20260917-1752-baseline|c183-l5|meta-small|Huntress", "prompt": "c183-l5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Huntress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Huntress: Offers SOC 2 security awareness training for employees."}, {"id": "mai-20260917-1752-baseline|c183-l5|openai-small|LinkedIn Learning", "prompt": "c183-l5", "model": "openai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LinkedIn Learning explicitly documents SAML 2.0 support and enterprise SSO flows"}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|LinkedIn Learning", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Shortlist**: LinkedIn Learning, Coursera Enterprise, Pluralsight, Degreed, EdCast (all SOC 2 + SSO)."}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|Coursera for Business", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RFP to 3-5 vendors (e.g., LinkedIn Learning, Coursera for Business, Pluralsight, Udacity, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|Pluralsight", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shortlist**: LinkedIn Learning, Coursera Enterprise, Pluralsight, Degreed, EdCast"}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|Udacity", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udacity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "RFP to 3-5 vendors (e.g., LinkedIn Learning, Coursera for Business, Pluralsight, Udacity, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|Skillsoft", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RFP to 3-5 vendors (e.g., LinkedIn Learning, Coursera for Business, Pluralsight, Udacity, Skillsoft)"}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|Degreed", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Shortlist**: LinkedIn Learning, Coursera Enterprise, Pluralsight, Degreed, EdCast (all SOC 2 + SSO)."}, {"id": "mai-20260917-1752-baseline|c183-l5|xai-small|EdCast", "prompt": "c183-l5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "EdCast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Shortlist**: LinkedIn Learning, Coursera Enterprise, Pluralsight, Degreed, EdCast (all SOC 2 + SSO)."}, {"id": "mai-20260917-1752-baseline|c183-l6|alibaba-small|Udemy", "prompt": "c183-l6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "aggregators that pull content from independent creators across the web (similar to early Udemy bulk packs)... they are dangerous at scale."}, {"id": "mai-20260917-1752-baseline|c183-l6|alibaba-small|LinkedIn Learning", "prompt": "c183-l6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Netflix-style feeds (like basic plans of LinkedIn Learning or SkillSoft) are often avoided for high-skill enterprise development."}, {"id": "mai-20260917-1752-baseline|c183-l6|alibaba-small|SkillSoft", "prompt": "c183-l6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "SkillSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Netflix-style feeds (like basic plans of LinkedIn Learning or SkillSoft) are often avoided for high-skill enterprise development."}, {"id": "mai-20260917-1752-baseline|c183-l6|challenger-small|Go1", "prompt": "c183-l6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Go1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples of very large libraries that may warrant extra scrutiny include **Go1** and **OpenSesame** as aggregators"}, {"id": "mai-20260917-1752-baseline|c183-l6|challenger-small|OpenSesame", "prompt": "c183-l6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "OpenSesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may warrant extra scrutiny include **Go1** and **OpenSesame** as aggregators"}, {"id": "mai-20260917-1752-baseline|c183-l6|challenger-small|LinkedIn Learning", "prompt": "c183-l6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large provider libraries such as **LinkedIn Learning**, **Skillsoft**, and **Udemy for Business**—not because they are inherently bad"}, {"id": "mai-20260917-1752-baseline|c183-l6|challenger-small|Skillsoft", "prompt": "c183-l6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "large provider libraries such as **LinkedIn Learning**, **Skillsoft**, and **Udemy for Business**"}, {"id": "mai-20260917-1752-baseline|c183-l6|challenger-small|Udemy for Business", "prompt": "c183-l6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise buyers should verify curation, relevance, and governance fit carefully"}, {"id": "mai-20260917-1752-baseline|c183-l6|deepseek-small|Udemy Business", "prompt": "c183-l6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Practitioners' Marketplaces with Inconsistent Quality (e.g., Udemy Business) ... Lack of SCORM/AICC support — this eliminates them from consideration"}, {"id": "mai-20260917-1752-baseline|c183-l6|deepseek-small|Skillsoft", "prompt": "c183-l6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "even highly-rated proprietary libraries (Skillsoft, LinkedIn Learning, Coursera for Business) can be wrong for a particular enterprise"}, {"id": "mai-20260917-1752-baseline|c183-l6|deepseek-small|LinkedIn Learning", "prompt": "c183-l6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "even highly-rated proprietary libraries (Skillsoft, LinkedIn Learning, Coursera for Business) can be wrong for a particular enterprise"}, {"id": "mai-20260917-1752-baseline|c183-l6|deepseek-small|Coursera for Business", "prompt": "c183-l6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "even highly-rated proprietary libraries (Skillsoft, LinkedIn Learning, Coursera for Business) can be wrong for a particular enterprise"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|LinkedIn Learning", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples:** *Udemy Business, LinkedIn Learning* ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|Udemy Business", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "On user-generated platforms (like Udemy), course quality, instructor credentials, and presentation standards vary wildly."}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|Coursera", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Examples:** *Coursera for Business, edX for Business* ... **Why to be cautious:** ... **Low Completion Rates:**"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|Pluralsight", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Invest in highly targeted, hands-on platforms ... (e.g., *O'Reilly* or *Pluralsight* for engineering"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|edX for Business", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "edX for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Examples:** *Coursera for Business, edX for Business* ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|OpenSesame", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Buy a curated library (like *LinkedIn Learning* or *OpenSesame*) for the general workforce"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|O'Reilly", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "O'Reilly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., *O'Reilly* or *Pluralsight* for engineering"}, {"id": "mai-20260917-1752-baseline|c183-l6|google-small|Sales Assembly", "prompt": "c183-l6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Sales Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Sales Assembly* for sales"}, {"id": "mai-20260917-1752-baseline|c183-l6|meta-small|Udemy Business", "prompt": "c183-l6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Udemy Business, while suitable for large enterprises, has its drawbacks. The course quality varies by instructor, it is not an LMS, and completion rates in self-directed learning are typically low."}, {"id": "mai-20260917-1752-baseline|c183-l6|meta-small|Inrehearsal", "prompt": "c183-l6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Inrehearsal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Inrehearsal is not suitable for technical or compliance training content or for deep coverage of highly specialized or niche technical topics."}, {"id": "mai-20260917-1752-baseline|c183-l6|meta-small|OpenSesame", "prompt": "c183-l6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "OpenSesame", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "OpenSesame is recommended for large enterprises looking for an all-in-one learning platform with content included."}, {"id": "mai-20260917-1752-baseline|c183-l6|minimax-small|Instructure (Canvas)", "prompt": "c183-l6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Instructure (Canvas)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Instructure (Canvas)** - Experienced significant breaches with 3.65 terabytes of data affecting ~275 million records across 8,809 institutions."}, {"id": "mai-20260917-1752-baseline|c183-l6|moonshot-small|Udemy Business", "prompt": "c183-l6", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "some Udemy Business offerings with 250,000+ courses) should raise red flags ... Inconsistent instructor quality"}, {"id": "mai-20260917-1752-baseline|c183-l6|moonshot-small|LinkedIn Learning", "prompt": "c183-l6", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Course Libraries to Approach with Caution ### **LinkedIn Learning** ... low interactivity"}, {"id": "mai-20260917-1752-baseline|c183-l6|moonshot-small|Coursera for Business", "prompt": "c183-l6", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Coursera for Business / edX-Style Offerings **Risks:** ... Academic pacing vs. business urgency mismatch"}, {"id": "mai-20260917-1752-baseline|c183-l6|moonshot-small|edX", "prompt": "c183-l6", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Coursera for Business / edX-Style Offerings **Risks:**"}, {"id": "mai-20260917-1752-baseline|c183-l6|xai-small|freeCodeCamp", "prompt": "c183-l6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "freeCodeCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "In programming/web dev contexts (e.g., freeCodeCamp-style libraries), missing modern frameworks makes projects impossible."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|LinkedIn Learning", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure content quality: Go with LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|Udemy Business", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For maximum variety/budget efficiency: Go with Udemy Business."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|HubSpot Academy", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is essential for inbound marketing and sales alignment."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|Gong / Chorus.ai", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Gong / Chorus.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While not a traditional \"video library,\" these platforms provide training libraries derived from actual calls."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|CXL Institute", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "CXL Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "this is the deepest library for performance marketing, conversion rate optimization, and analytics"}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|TalentLMS (TalentLibrary Add-on)", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS (TalentLibrary Add-on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For zero administration effort: Go with TalentLMS using their TalentLibrary catalog."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|Bridge", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Bridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for connecting learning to performance."}, {"id": "mai-20260917-1752-baseline|c183-m1|alibaba-small|Absorb LMS", "prompt": "c183-m1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for customer-facing training (CSM/Sales)."}, {"id": "mai-20260917-1752-baseline|c183-m1|anthropic-small|LinkedIn Learning", "prompt": "c183-m1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular platforms** that often work well for mid-market B2B companies include LinkedIn Learning, Coursera for Business, Skillsoft, Udemy for Business, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m1|anthropic-small|Coursera for Business", "prompt": "c183-m1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include LinkedIn Learning, Coursera for Business, Skillsoft, Udemy for Business, and Docebo"}, {"id": "mai-20260917-1752-baseline|c183-m1|anthropic-small|Skillsoft", "prompt": "c183-m1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include LinkedIn Learning, Coursera for Business, Skillsoft, Udemy for Business, and Docebo"}, {"id": "mai-20260917-1752-baseline|c183-m1|anthropic-small|Udemy for Business", "prompt": "c183-m1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include LinkedIn Learning, Coursera for Business, Skillsoft, Udemy for Business, and Docebo"}, {"id": "mai-20260917-1752-baseline|c183-m1|anthropic-small|Docebo", "prompt": "c183-m1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include LinkedIn Learning, Coursera for Business, Skillsoft, Udemy for Business, and Docebo"}, {"id": "mai-20260917-1752-baseline|c183-m1|challenger-small|LinkedIn Learning", "prompt": "c183-m1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LinkedIn Learning is the best overall online course library for employees in a mid-market B2B company"}, {"id": "mai-20260917-1752-baseline|c183-m1|challenger-small|Coursera for Business", "prompt": "c183-m1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for credentials, deeper structured learning, and university-backed content"}, {"id": "mai-20260917-1752-baseline|c183-m1|challenger-small|BizLibrary", "prompt": "c183-m1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very relevant for small and mid-sized companies seeking a practical employee library"}, {"id": "mai-20260917-1752-baseline|c183-m1|challenger-small|Go1 / Udemy Business", "prompt": "c183-m1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Go1 / Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you prioritize catalog breadth over formal credentials"}, {"id": "mai-20260917-1752-baseline|c183-m1|challenger-small|GoodHabitz", "prompt": "c183-m1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoodHabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your main goal is soft skills and engagement-led development"}, {"id": "mai-20260917-1752-baseline|c183-m1|deepseek-small|Absorb LMS", "prompt": "c183-m1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Watch out for:** Pricing is typically custom and sits at the higher end of mid-market budgets."}, {"id": "mai-20260917-1752-baseline|c183-m1|deepseek-small|iSpring Learn", "prompt": "c183-m1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with iSpring Learn as your LMS** (for internal training and compliance tracking) **and add LinkedIn Learning as your content library**"}, {"id": "mai-20260917-1752-baseline|c183-m1|deepseek-small|LearnUpon", "prompt": "c183-m1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for multi-audience training (employees + partners/customers)"}, {"id": "mai-20260917-1752-baseline|c183-m1|deepseek-small|LinkedIn Learning", "prompt": "c183-m1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "add LinkedIn Learning as your content library** via integration"}, {"id": "mai-20260917-1752-baseline|c183-m1|deepseek-small|Udemy Business", "prompt": "c183-m1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B sales team needs deep technical upskilling, lean toward **Udemy Business** for its technical breadth."}, {"id": "mai-20260917-1752-baseline|c183-m1|deepseek-small|Coursera for Business", "prompt": "c183-m1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need university-level certifications for engineers, consider **Coursera for Business**."}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|Udemy Business", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Udemy Business: Best Overall for B2B Tech, Product, & Practical Skills"}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|TalentLMS", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS (with TalentLibrary): Extremely popular for mid-market."}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|WorkRamp", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "seamless integrations with popular mid-market LMS platforms (like TalentLMS, WorkRamp, or Absorb)"}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|Absorb", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "integrations with popular mid-market LMS platforms (like TalentLMS, WorkRamp, or Absorb)"}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|LinkedIn Learning", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Soft Skills, Sales, & Employee Engagement"}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|Go1", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go1: Best \"Consolidated\" One-Stop-Shop (Content Aggregator)"}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|Pluralsight", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pluralsight: Best Specialist Library for Engineering-Heavy B2B Companies"}, {"id": "mai-20260917-1752-baseline|c183-m1|google-small|Litmos", "prompt": "c183-m1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Litmos: An incredibly user-friendly corporate LMS that comes packaged with an extensive, off-the-shelf library"}, {"id": "mai-20260917-1752-baseline|c183-m1|meta-small|ProProfs Training Maker", "prompt": "c183-m1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ProProfs Training Maker - recommended for mid-market teams evaluating a B2B LMS."}, {"id": "mai-20260917-1752-baseline|c183-m1|meta-small|Litmos", "prompt": "c183-m1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for mid-sized teams that need training live quickly, with a large ready-made compliance content library"}, {"id": "mai-20260917-1752-baseline|c183-m1|meta-small|Coursera for Teams", "prompt": "c183-m1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers access to over 12,000 courses, 165+ Professional Certificates"}, {"id": "mai-20260917-1752-baseline|c183-m1|meta-small|LinkedIn Learning", "prompt": "c183-m1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers over 4,000 courses covering topics ranging from leadership & business management to Excel & beyond"}, {"id": "mai-20260917-1752-baseline|c183-m1|minimax-small|Litmos", "prompt": "c183-m1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Litmos** offers the best balance of pre-built content library, compliance readiness, and B2B-specific integrations"}, {"id": "mai-20260917-1752-baseline|c183-m1|minimax-small|ProProfs Training Maker", "prompt": "c183-m1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For**: Growing teams needing quick course builds + compliance tracking"}, {"id": "mai-20260917-1752-baseline|c183-m1|minimax-small|TalentLMS", "prompt": "c183-m1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a primary concern, **TalentLMS** provides excellent value."}, {"id": "mai-20260917-1752-baseline|c183-m1|minimax-small|360Learning", "prompt": "c183-m1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Collaborative learning & knowledge sharing"}, {"id": "mai-20260917-1752-baseline|c183-m1|minimax-small|Udemy Business", "prompt": "c183-m1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strengths**: Large diverse library, beginner to advanced levels"}, {"id": "mai-20260917-1752-baseline|c183-m1|mistral-small|Udemy Business", "prompt": "c183-m1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Udemy Business is excellent for its extensive course library"}, {"id": "mai-20260917-1752-baseline|c183-m1|mistral-small|TalentLMS", "prompt": "c183-m1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically recommended for mid-market corporate training and compliance."}, {"id": "mai-20260917-1752-baseline|c183-m1|mistral-small|iSpring Learn", "prompt": "c183-m1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top choice for mid-size companies (100–500 employees)"}, {"id": "mai-20260917-1752-baseline|c183-m1|mistral-small|Absorb LMS", "prompt": "c183-m1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market to enterprise teams wanting AI-driven personalization"}, {"id": "mai-20260917-1752-baseline|c183-m1|moonshot-small|Udemy Business", "prompt": "c183-m1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Udemy Business** is likely your best choice because: Designed for mid-market scale and budget"}, {"id": "mai-20260917-1752-baseline|c183-m1|moonshot-small|LinkedIn Learning", "prompt": "c183-m1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn Learning** is the runner-up if your focus is on leadership development"}, {"id": "mai-20260917-1752-baseline|c183-m1|moonshot-small|Coursera for Business", "prompt": "c183-m1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost, often better suited for larger enterprises"}, {"id": "mai-20260917-1752-baseline|c183-m1|openai-small|Udemy Business", "prompt": "c183-m1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best \"course library\" choice is usually Udemy Business**"}, {"id": "mai-20260917-1752-baseline|c183-m1|openai-small|BizLibrary", "prompt": "c183-m1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BizLibrary** is a strong mid-market fit"}, {"id": "mai-20260917-1752-baseline|c183-m1|openai-small|LinkedIn Learning", "prompt": "c183-m1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose LinkedIn Learning** if career development and internal mobility are your main focus."}, {"id": "mai-20260917-1752-baseline|c183-m1|xai-small|Udemy Business", "prompt": "c183-m1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Pick for Most Mid-Market B2B Companies: **Udemy Business**"}, {"id": "mai-20260917-1752-baseline|c183-m1|xai-small|LinkedIn Learning", "prompt": "c183-m1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stand out based on G2 ratings ... Pros Networking tie-in, polished videos, soft skills"}, {"id": "mai-20260917-1752-baseline|c183-m1|xai-small|Coursera for Teams", "prompt": "c183-m1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For prestige/certs, Coursera."}, {"id": "mai-20260917-1752-baseline|c183-m1|xai-small|Pluralsight", "prompt": "c183-m1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your needs skew tech-heavy (e.g., engineering teams), go Pluralsight."}, {"id": "mai-20260917-1752-baseline|c183-m1|xai-small|Skillsoft", "prompt": "c183-m1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others like Skillsoft or O'Reilly are strong but pricier/enterprise-oriented."}, {"id": "mai-20260917-1752-baseline|c183-m1|xai-small|O'Reilly", "prompt": "c183-m1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "O'Reilly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like Skillsoft or O'Reilly are strong but pricier/enterprise-oriented."}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|TalentLMS", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** (LMS) or **LinkedIn Learning** (subscription) are the top starting points"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|Docebo", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Docebo** or **Absorb LMS** are strong mid‑market choices"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|Absorb LMS", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** or **Absorb LMS** are strong mid‑market choices"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|CYPHER Learning", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑size firms needing automation"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|SAP Litmos", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Onboarding & compliance → LMS (TalentLMS, SAP Litmos)"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|EducateMe", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "EducateMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid‑sized enterprises, multi‑audience"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|LinkedIn Learning", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**LinkedIn Learning** offers a massive, ready‑to‑use library with minimal setup"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|Udemy for Business", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Practical, practitioner‑led courses; flexible, fast‑moving teams"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|Coursera for Business", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Academic/technical upskilling → Subscription (Coursera for Business)"}, {"id": "mai-20260917-1752-baseline|c183-m1|zai-small|GoodHabitz", "prompt": "c183-m1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Wellness, productivity, and professional development"}, {"id": "mai-20260917-1752-baseline|c183-m2|alibaba-small|LinkedIn Learning", "prompt": "c183-m2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **LinkedIn Learning** is the safest place to start."}, {"id": "mai-20260917-1752-baseline|c183-m2|alibaba-small|Pluralsight (Skillsoft)", "prompt": "c183-m2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight (Skillsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is heavily tech-focused, you should consider adding **Pluralsight** as a secondary tier."}, {"id": "mai-20260917-1752-baseline|c183-m2|alibaba-small|Udemy Business", "prompt": "c183-m2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Budget & Niche Tools: Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-m2|alibaba-small|Coursera for Business", "prompt": "c183-m2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Formal Certifications: Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-m2|anthropic-small|LinkedIn Learning", "prompt": "c183-m2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Generalist platforms** (LinkedIn Learning, Coursera for Business, Udemy Business) - broad course libraries covering various skills"}, {"id": "mai-20260917-1752-baseline|c183-m2|anthropic-small|Coursera for Business", "prompt": "c183-m2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Generalist platforms** (LinkedIn Learning, Coursera for Business, Udemy Business)"}, {"id": "mai-20260917-1752-baseline|c183-m2|anthropic-small|Udemy Business", "prompt": "c183-m2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Generalist platforms** (LinkedIn Learning, Coursera for Business, Udemy Business)"}, {"id": "mai-20260917-1752-baseline|c183-m2|challenger-small|LinkedIn Learning", "prompt": "c183-m2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **LinkedIn Learning** if your goal is broad, ready-to-use corporate training content"}, {"id": "mai-20260917-1752-baseline|c183-m2|challenger-small|iSpring Academy", "prompt": "c183-m2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "iSpring Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a more budget-conscious option with strong corporate-skills coverage, **iSpring Academy** is also a solid fit"}, {"id": "mai-20260917-1752-baseline|c183-m2|challenger-small|GoodHabitz", "prompt": "c183-m2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "GoodHabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need behavioral/soft-skills content:** **GoodHabitz**"}, {"id": "mai-20260917-1752-baseline|c183-m2|challenger-small|Absorb LMS", "prompt": "c183-m2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if compliance and admin automation matter more than just content:** **Absorb LMS**"}, {"id": "mai-20260917-1752-baseline|c183-m2|deepseek-small|LinkedIn Learning", "prompt": "c183-m2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **LinkedIn Learning** (best all-around for a mid-sized B2B team)"}, {"id": "mai-20260917-1752-baseline|c183-m2|deepseek-small|Udemy Business", "prompt": "c183-m2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your team needs **practical, current technical skills**"}, {"id": "mai-20260917-1752-baseline|c183-m2|deepseek-small|Coursera for Business", "prompt": "c183-m2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want **accredited, university-grade credentials**"}, {"id": "mai-20260917-1752-baseline|c183-m2|deepseek-small|Skillsoft Percipio", "prompt": "c183-m2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but quote-based and often priced for larger enterprises (~$200\\u2013500/user/yr)"}, {"id": "mai-20260917-1752-baseline|c183-m2|deepseek-small|TalentLMS", "prompt": "c183-m2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you may want to pair the subscription with an LMS like **TalentLMS** or **LearnUpon**"}, {"id": "mai-20260917-1752-baseline|c183-m2|deepseek-small|LearnUpon", "prompt": "c183-m2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pair the subscription with an LMS like **TalentLMS** or **LearnUpon** (both well-suited to mid-market companies)"}, {"id": "mai-20260917-1752-baseline|c183-m2|google-small|Udemy Business", "prompt": "c183-m2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Udemy Business** and **LinkedIn Learning** are the two industry-leading recommendations for mid-market B2B organizations"}, {"id": "mai-20260917-1752-baseline|c183-m2|google-small|LinkedIn Learning", "prompt": "c183-m2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Udemy Business** and **LinkedIn Learning** are the two industry-leading recommendations for mid-market B2B organizations"}, {"id": "mai-20260917-1752-baseline|c183-m2|google-small|Coursera for Business", "prompt": "c183-m2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "needs highly structured, prestigious training, **Coursera** is the ideal choice"}, {"id": "mai-20260917-1752-baseline|c183-m2|google-small|Pluralsight", "prompt": "c183-m2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "skip the generalist libraries and go straight to Pluralsight. It is the gold standard for developer assessments"}, {"id": "mai-20260917-1752-baseline|c183-m2|google-small|OpenSesame", "prompt": "c183-m2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OpenSesame (For HR-led LMS Integration):** ... you want to choose from a vast, diverse marketplace of compliance, safety, and business courses"}, {"id": "mai-20260917-1752-baseline|c183-m2|meta-small|iSpring Suite", "prompt": "c183-m2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "iSpring Suite - Offers a wide range of off-the-shelf eLearning content on a subscription basis."}, {"id": "mai-20260917-1752-baseline|c183-m2|meta-small|GoodHabitz", "prompt": "c183-m2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GoodHabitz - Provides eLearning content for corporate training"}, {"id": "mai-20260917-1752-baseline|c183-m2|meta-small|TechClass", "prompt": "c183-m2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TechClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TechClass - A strong option for companies with 30-250 employees"}, {"id": "mai-20260917-1752-baseline|c183-m2|meta-small|Litmos", "prompt": "c183-m2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Litmos - Suitable for growing and mid-sized teams, offering compliance-ready training"}, {"id": "mai-20260917-1752-baseline|c183-m2|meta-small|LearnUpon", "prompt": "c183-m2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LearnUpon - A popular choice for mid-sized enterprises with multiple external audiences"}, {"id": "mai-20260917-1752-baseline|c183-m2|minimax-small|Cornerstone Content Subscriptions", "prompt": "c183-m2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone Content Subscriptions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Cornerstone Content Subscriptions** or **Coursera for Business**"}, {"id": "mai-20260917-1752-baseline|c183-m2|minimax-small|Coursera for Business", "prompt": "c183-m2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Cornerstone Content Subscriptions** or **Coursera for Business** as they offer the best balance"}, {"id": "mai-20260917-1752-baseline|c183-m2|minimax-small|TalentLMS", "prompt": "c183-m2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Quick implementation and cost-effectiveness"}, {"id": "mai-20260917-1752-baseline|c183-m2|minimax-small|CCL Passport (Center for Creative Leadership)", "prompt": "c183-m2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "CCL Passport (Center for Creative Leadership)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If leadership development is a priority, add **CCL Passport** to complement your primary subscription."}, {"id": "mai-20260917-1752-baseline|c183-m2|minimax-small|Goodhabitz", "prompt": "c183-m2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Goodhabitz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Engaging, practical content"}, {"id": "mai-20260917-1752-baseline|c183-m2|mistral-small|TechClass", "prompt": "c183-m2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TechClass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **TechClass** as the top choice"}, {"id": "mai-20260917-1752-baseline|c183-m2|mistral-small|LearnUpon", "prompt": "c183-m2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need to train external audiences... pricing is custom and starts at higher tiers"}, {"id": "mai-20260917-1752-baseline|c183-m2|mistral-small|iSpring Learn", "prompt": "c183-m2", "model": "mistral-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good option if you already create training in PowerPoint and need strong mobile and offline capabilities."}, {"id": "mai-20260917-1752-baseline|c183-m2|moonshot-small|LinkedIn Learning for Business", "prompt": "c183-m2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Recommendation: LinkedIn Learning for Business**"}, {"id": "mai-20260917-1752-baseline|c183-m2|moonshot-small|Udemy Business", "prompt": "c183-m2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **LinkedIn Learning** or **Udemy Business**"}, {"id": "mai-20260917-1752-baseline|c183-m2|moonshot-small|Go1", "prompt": "c183-m2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Content Variety: Go1"}, {"id": "mai-20260917-1752-baseline|c183-m2|moonshot-small|Pluralsight", "prompt": "c183-m2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Pluralsight** as a complement or alternative"}, {"id": "mai-20260917-1752-baseline|c183-m2|moonshot-small|Skillsoft", "prompt": "c183-m2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Compliance-heavy industries** | Skillsoft or OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-m2|moonshot-small|OpenSesame", "prompt": "c183-m2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Compliance-heavy industries** | Skillsoft or OpenSesame"}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|LinkedIn Learning for Business", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **LinkedIn Learning for Business**"}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|Coursera for Business", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for technical upskilling:** **Coursera for Business** or **Udemy Business** are often stronger"}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|Udemy Business", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coursera for Business** or **Udemy Business** are often stronger if you need deeper technical content"}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|Pluralsight", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for engineering/IT-heavy teams:** **Pluralsight** is typically the better choice."}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|360Learning", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "G2 specifically calls out 360Learning as a mid-market recommendation."}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|Docebo", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**360Learning** or **Docebo** are strong mid-market options"}, {"id": "mai-20260917-1752-baseline|c183-m2|openai-small|Cornerstone Content Hub", "prompt": "c183-m2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Cornerstone Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for compliance-heavy training:** **Cornerstone Content Hub** can be a better fit"}, {"id": "mai-20260917-1752-baseline|c183-m2|xai-small|Udemy Business", "prompt": "c183-m2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Udemy Business as the top corporate training content subscription"}, {"id": "mai-20260917-1752-baseline|c183-m2|xai-small|LinkedIn Learning", "prompt": "c183-m2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LinkedIn-heavy culture → LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-m2|xai-small|Coursera for Teams", "prompt": "c183-m2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "credentials → Coursera"}, {"id": "mai-20260917-1752-baseline|c183-m2|xai-small|Skillsoft Percipio", "prompt": "c183-m2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier, enterprise-oriented (lower 4.2/5 ratings)"}, {"id": "mai-20260917-1752-baseline|c183-m2|xai-small|Pluralsight", "prompt": "c183-m2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If heavy tech needs → Pluralsight"}, {"id": "mai-20260917-1752-baseline|c183-m2|zai-small|360Learning", "prompt": "c183-m2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**360Learning** (LMS) | • **Transparent, tiered pricing**...Collaborative authoring"}, {"id": "mai-20260917-1752-baseline|c183-m2|zai-small|LinkedIn Learning", "prompt": "c183-m2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LinkedIn Learning** (Content Library) | • **Rich, high-quality catalog**: 16,000+ courses"}, {"id": "mai-20260917-1752-baseline|c183-m2|zai-small|TalentLMS", "prompt": "c183-m2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious teams wanting transparent pricing ... Simple, all-in-one LMS with a built-in course library"}, {"id": "mai-20260917-1752-baseline|c183-m2|zai-small|iSpring Learn", "prompt": "c183-m2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams already authoring in PowerPoint | $3.58/user/month"}, {"id": "mai-20260917-1752-baseline|c183-m2|zai-small|OpenSesame", "prompt": "c183-m2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pay-per-course flexibility | 35,000+ courses ... Excellent if you want to cherry-pick topics"}, {"id": "mai-20260917-1752-baseline|c183-m2|zai-small|BizLibrary", "prompt": "c183-m2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comprehensive aggregator with compliance focus | 9,500+ courses"}, {"id": "mai-20260917-1752-baseline|c183-m3|alibaba-small|Coursera", "prompt": "c183-m3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Career-focused learning, professional development, and academic depth."}, {"id": "mai-20260917-1752-baseline|c183-m3|alibaba-small|Udemy", "prompt": "c183-m3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Flexibility, breadth, and cost-effectiveness."}, {"id": "mai-20260917-1752-baseline|c183-m3|alibaba-small|LinkedIn Learning (formerly Lynda.com)", "prompt": "c183-m3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning (formerly Lynda.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Accessible, broad content and foundational business skills."}, {"id": "mai-20260917-1752-baseline|c183-m3|alibaba-small|Skillshare", "prompt": "c183-m3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Creative projects and community-driven learning."}, {"id": "mai-20260917-1752-baseline|c183-m3|alibaba-small|DataCamp", "prompt": "c183-m3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "DataCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Specific technical skills in Data Science and Coding."}, {"id": "mai-20260917-1752-baseline|c183-m3|alibaba-small|Codecademy", "prompt": "c183-m3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Codecademy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**specific technical practice** (DataCamp/Codecademy)"}, {"id": "mai-20260917-1752-baseline|c183-m3|challenger-small|Udemy for Business", "prompt": "c183-m3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong for broad, practical, on-demand skills with flexible deployment and analytics."}, {"id": "mai-20260917-1752-baseline|c183-m3|challenger-small|Go1", "prompt": "c183-m3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Largest curated library in the set, assembled from many training providers."}, {"id": "mai-20260917-1752-baseline|c183-m3|challenger-small|LinkedIn Learning", "prompt": "c183-m3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best known for professional-development content tied to career learning."}, {"id": "mai-20260917-1752-baseline|c183-m3|challenger-small|OpenSesame", "prompt": "c183-m3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mixes many external catalogs; 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Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-m3|meta-small|Udemy Business", "prompt": "c183-m3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-m3|meta-small|Pluralsight", "prompt": "c183-m3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Pluralsight"}, {"id": "mai-20260917-1752-baseline|c183-m3|minimax-small|Coursera", "prompt": "c183-m3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Academic/degree‑oriented learners** should lean on **Coursera** and **edX** for rigorous, university‑backed content."}, {"id": "mai-20260917-1752-baseline|c183-m3|minimax-small|Udemy", "prompt": "c183-m3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For casual learners who want to pay only for what they use, **Udemy's** sale model is the cheapest."}, {"id": "mai-20260917-1752-baseline|c183-m3|minimax-small|edX", "prompt": "c183-m3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "edX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need a formal degree or employer‑recognized credential, **Coursera** or **edX** are the go‑to platforms."}, {"id": "mai-20260917-1752-baseline|c183-m3|minimax-small|Skillshare", "prompt": "c183-m3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "creative arts → **Skillshare**"}, {"id": "mai-20260917-1752-baseline|c183-m3|minimax-small|LinkedIn Learning", "prompt": "c183-m3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Upskill in business, leadership, or productivity for a corporate role | **LinkedIn Learning**"}, {"id": 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"mai-20260917-1752-baseline|c183-m3|xai-small|OpenSesame", "prompt": "c183-m3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workforce upskilling, compliance without LMS"}, {"id": "mai-20260917-1752-baseline|c183-m3|xai-small|Pluralsight", "prompt": "c183-m3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep tech/developer training"}, {"id": "mai-20260917-1752-baseline|c183-m3|xai-small|BizLibrary/Go1", "prompt": "c183-m3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "BizLibrary/Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Soft skills, scalable human development"}, {"id": "mai-20260917-1752-baseline|c183-m3|xai-small|edX", "prompt": "c183-m3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "edX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coursera/edX (MOOCs)"}, {"id": "mai-20260917-1752-baseline|c183-m3|zai-small|LinkedIn Learning", "prompt": "c183-m3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LinkedIn Learning** shines for accessible, broad business/tech content with a familiar UX."}, {"id": "mai-20260917-1752-baseline|c183-m3|zai-small|Coursera for Business", "prompt": "c183-m3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coursera for Business** 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"mai-20260917-1752-baseline|c183-m4|alibaba-small|ProProfs Training Maker", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Lowest Per-Learner Cost)** ProProfs Training Maker"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|SafetyCulture (formerly iAuditor / SC Training)", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SafetyCulture (formerly iAuditor / SC Training)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Option (Freemium Model)"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|iSpring Academy", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "iSpring Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Flat-Rate Content Library"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|Udemy for Business", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Gig Economy\" Style Library"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|Moodle", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use **Moodle** (free open-source LMS)"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|Kanopy", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Kanopy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or **Kanopy** (via local libraries)"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|TED Ed", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TED Ed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Supplement with high-quality free resources like **TED Ed**"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|Khan Academy", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Khan Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Khan Academy**, or **YouTube** playlists"}, {"id": "mai-20260917-1752-baseline|c183-m4|alibaba-small|YouTube", "prompt": "c183-m4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "YouTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "or **YouTube** playlists, then host them within your free LMS"}, {"id": "mai-20260917-1752-baseline|c183-m4|anthropic-small|Coursera for Business", "prompt": "c183-m4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Offers some free courses and affordable team plans"}, {"id": "mai-20260917-1752-baseline|c183-m4|anthropic-small|Udemy", "prompt": "c183-m4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Udemy** is particularly good if you need variety at minimal cost - you can purchase individual courses for employees"}, {"id": "mai-20260917-1752-baseline|c183-m4|anthropic-small|LinkedIn Learning", "prompt": "c183-m4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LinkedIn Learning** works well if your team is already on LinkedIn"}, {"id": "mai-20260917-1752-baseline|c183-m4|anthropic-small|Khan Academy", "prompt": "c183-m4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Khan Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free for basic skill-building (math, science, etc.)"}, {"id": "mai-20260917-1752-baseline|c183-m4|anthropic-small|Skillshare", "prompt": "c183-m4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skillshare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Skillshare** is budget-friendly for creative skills"}, {"id": "mai-20260917-1752-baseline|c183-m4|anthropic-small|YouTube", "prompt": "c183-m4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "YouTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free educational channels on virtually any topic"}, {"id": "mai-20260917-1752-baseline|c183-m4|challenger-small|TalentLMS", "prompt": "c183-m4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the safest budget choice because it is explicitly described as \"best for low budgets\""}, {"id": "mai-20260917-1752-baseline|c183-m4|challenger-small|ProProfs Training Maker", "prompt": "c183-m4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ultra-low-cost starter:** **ProProfs Training Maker**"}, {"id": "mai-20260917-1752-baseline|c183-m4|challenger-small|HubSpot Academy", "prompt": "c183-m4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free learning library for business skills:** **HubSpot Academy**"}, {"id": "mai-20260917-1752-baseline|c183-m4|challenger-small|Moodle", "prompt": "c183-m4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want self-hosted control and no seat fees:** **Moodle**"}, {"id": "mai-20260917-1752-baseline|c183-m4|deepseek-small|Udemy Business", "prompt": "c183-m4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Udemy Business**"}, {"id": "mai-20260917-1752-baseline|c183-m4|deepseek-small|OpenSkills", "prompt": "c183-m4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "OpenSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a very cheap flat-rate option ... This is about the cheapest per-person route available."}, {"id": "mai-20260917-1752-baseline|c183-m4|deepseek-small|TalentLMS", "prompt": "c183-m4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "clean, easy setup. However, remember the course library (TalentLibrary) is an **add-on**"}, {"id": "mai-20260917-1752-baseline|c183-m4|deepseek-small|GoSkills", "prompt": "c183-m4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a curated library of 100+ expert-led business courses ... Good if you want quality over sheer volume"}, {"id": "mai-20260917-1752-baseline|c183-m4|deepseek-small|Coursera for Teams", "prompt": "c183-m4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "great for university-style certifications ... More expensive but valuable for formal upskilling."}, {"id": "mai-20260917-1752-baseline|c183-m4|deepseek-small|Moodle", "prompt": "c183-m4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "free, but no built-in library — you source content yourself"}, {"id": "mai-20260917-1752-baseline|c183-m4|google-small|SC Training (formerly EdApp)", "prompt": "c183-m4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Free & Low-Cost Option ... SC Training is the industry gold standard."}, {"id": "mai-20260917-1752-baseline|c183-m4|google-small|GoSkills", "prompt": "c183-m4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoSkills is an exceptionally high-value choice."}, {"id": "mai-20260917-1752-baseline|c183-m4|google-small|Alison (Alison for Business)", "prompt": "c183-m4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Alison (Alison for Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Alison** if you have zero budget but still need to offer a massive library"}, {"id": "mai-20260917-1752-baseline|c183-m4|google-small|Udemy", "prompt": "c183-m4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Udemy (using the purchase-on-sale method)** if you need high-end tech, coding, or IT certification training"}, {"id": "mai-20260917-1752-baseline|c183-m4|google-small|Oak Innovation", "prompt": "c183-m4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Oak Innovation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"No Recurring Fees\" Option ... You pay once and own the materials forever."}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|Mitti", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Mitti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "includes platforms such as Mitti, Proprofs Training, and GoodHabits"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|Proprofs Training", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Proprofs Training", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "includes platforms such as Mitti, Proprofs Training, and GoodHabits"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|GoodHabits", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoodHabits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "includes platforms such as Mitti, Proprofs Training, and GoodHabits"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|Coursera", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "companies can also consider free or low-cost platforms such as Coursera, Khan Academy, and LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|Khan Academy", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Khan Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free or low-cost platforms such as Coursera, Khan Academy, and LinkedIn Learning for general skills training"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|LinkedIn Learning", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "free or low-cost platforms such as Coursera, Khan Academy, and LinkedIn Learning for general skills training"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|Teachfloor", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Teachfloor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "worth exploring open-source and free-to-download platforms like Teachfloor and Eduflow"}, {"id": "mai-20260917-1752-baseline|c183-m4|meta-small|Eduflow", "prompt": "c183-m4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Eduflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "worth exploring open-source and free-to-download platforms like Teachfloor and Eduflow"}, {"id": "mai-20260917-1752-baseline|c183-m4|minimax-small|TalentLMS", "prompt": "c183-m4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** if you need a complete training platform"}, {"id": "mai-20260917-1752-baseline|c183-m4|minimax-small|GoSkills", "prompt": "c183-m4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ready-made skills training with included course library"}, {"id": "mai-20260917-1752-baseline|c183-m4|minimax-small|Udemy for Business (Team Plan)", "prompt": "c183-m4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy for Business (Team Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Udemy for Business** if you primarily want access to a large external course library"}, {"id": "mai-20260917-1752-baseline|c183-m4|minimax-small|Moodle", "prompt": "c183-m4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free (self-hosted)... Cons: Requires technical maintenance and hosting"}, {"id": "mai-20260917-1752-baseline|c183-m4|mistral-small|Udemy for Business", "prompt": "c183-m4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Udemy for Business** is often considered one of the best online course libraries for employee training"}, {"id": "mai-20260917-1752-baseline|c183-m4|moonshot-small|Khan Academy", "prompt": "c183-m4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Khan Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cost: Completely free ... Cons: Limited business/soft skills content; no formal certifications"}, {"id": "mai-20260917-1752-baseline|c183-m4|moonshot-small|SC Training (formerly EdApp)", "prompt": "c183-m4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for up to 10 users ... Best for: Small teams needing safety and compliance training"}, {"id": "mai-20260917-1752-baseline|c183-m4|moonshot-small|GoSkills", "prompt": "c183-m4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My Top Pick for Limited Budgets: GoSkills"}, {"id": "mai-20260917-1752-baseline|c183-m4|moonshot-small|Udemy Business", "prompt": "c183-m4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small Budget | GoSkills or Udemy Business | Best value for comprehensive business training"}, {"id": "mai-20260917-1752-baseline|c183-m4|moonshot-small|LinkedIn Learning", "prompt": "c183-m4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Moderate Budget | LinkedIn Learning | Best all-around professional development"}, {"id": "mai-20260917-1752-baseline|c183-m4|moonshot-small|Coursera for Business", "prompt": "c183-m4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: Can be expensive for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c183-m4|openai-small|Udemy Business", "prompt": "c183-m4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for budget-conscious companies: **Udemy Business**"}, {"id": "mai-20260917-1752-baseline|c183-m4|openai-small|LinkedIn Learning", "prompt": "c183-m4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want polished, professional content: **LinkedIn Learning**"}, {"id": "mai-20260917-1752-baseline|c183-m4|openai-small|Coursera for Teams", "prompt": "c183-m4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be more expensive than Udemy Business for the same headcount"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|GoSkills LMS", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GoSkills LMS (Free Plan or ~$10/user/month paid)**"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|TalentLMS", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternative: **TalentLMS (Free Plan)**"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|OpenLearn", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "OpenLearn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "pair with free sites like OpenLearn (1,000+ courses)"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|Khan Academy", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Khan Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or link external resources... YouTube/Khan Academy"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|ProProfs Training Maker", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-Low Cost Option: **ProProfs Training Maker (Free for 10 Learners)**"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|Udemy Business (Team)", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business (Team)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Slightly higher budget; vast, on-demand skills"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|Moodle (Self-Hosted)", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle (Self-Hosted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tech-savvy teams building their own library"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|Google Classroom", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple, informal training; not full LMS"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|LinkedIn Learning", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid higher-end like LinkedIn Learning (~$380/user/year)"}, {"id": "mai-20260917-1752-baseline|c183-m4|xai-small|Coursera for Business", "prompt": "c183-m4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "too pricey for limited budgets"}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|Moodle", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Smallest budget / tech comfort:** Start with **Moodle** (free) and host your own materials or use free community courses."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|Google Classroom", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "No advanced tracking or reporting; limited course authoring."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|Canvas LMS (Open Source)", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Canvas LMS (Open Source)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free, open-source LMS with a modern UI and integrations."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|SafetyCulture (Mitti)", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SafetyCulture (Mitti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mobile, compliance, and safety** | SafetyCulture (Mitti)"}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|Coursera for Business", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Higher quality, prestige content:** ... **Coursera for Business** (~$399/user/year)"}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|SkillsHub", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SkillsHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Medium budget, want a polished catalog:** ... **SkillsHub** (~$950/year)"}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|ProProfs LMS", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Medium budget, want a polished catalog:** **ProProfs LMS** (free tier + paid)"}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|LinkedIn Learning (Teams)", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning (Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Higher quality, prestige content:** **LinkedIn Learning (Teams)** (~$380/seat/year)"}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|LinkedIn Learning for Individuals", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning for Individuals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Very small teams (1–5 users) or individuals."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|TalentLMS", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Teams wanting an easy-to-use LMS with a free trial."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|iSpring Learn", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PowerPoint-based course creation and SCORM support."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|Zoho Learn", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teams already using Zoho ecosystem."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|Thinkific", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Creators who want to build and sell courses."}, {"id": "mai-20260917-1752-baseline|c183-m4|zai-small|LearnDash", "prompt": "c183-m4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "WordPress sites wanting a dedicated course plugin."}, {"id": "mai-20260917-1752-baseline|c183-m5|alibaba-small|Lynda/LinkedIn", "prompt": "c183-m5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Lynda/LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is it produced by third-party experts (e.g., Lynda/LinkedIn, Udemy Business, Skillshare) or proprietary content?"}, {"id": "mai-20260917-1752-baseline|c183-m5|alibaba-small|Udemy Business", "prompt": "c183-m5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Lynda/LinkedIn, Udemy Business, Skillshare"}, {"id": "mai-20260917-1752-baseline|c183-m5|alibaba-small|Skillshare", "prompt": "c183-m5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Lynda/LinkedIn, Udemy Business, Skillshare"}, {"id": "mai-20260917-1752-baseline|c183-m5|alibaba-small|LinkedIn Learning", "prompt": "c183-m5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When you speak to vendors (e.g., LinkedIn Learning, Pluralsight, Udemy Business, Coursera for Business)"}, {"id": "mai-20260917-1752-baseline|c183-m5|alibaba-small|Pluralsight", "prompt": "c183-m5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., LinkedIn Learning, Pluralsight, Udemy Business, Coursera for Business)"}, {"id": "mai-20260917-1752-baseline|c183-m5|alibaba-small|Coursera for Business", "prompt": "c183-m5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., LinkedIn Learning, Pluralsight, Udemy Business, Coursera for Business)"}, {"id": "mai-20260917-1752-baseline|c183-m5|google-small|Pluralsight", "prompt": "c183-m5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Do you need deep technical training (e.g., Pluralsight, O'Reilly)"}, {"id": "mai-20260917-1752-baseline|c183-m5|google-small|O'Reilly", "prompt": "c183-m5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "O'Reilly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "deep technical training (e.g., Pluralsight, O'Reilly)"}, {"id": "mai-20260917-1752-baseline|c183-m5|google-small|LinkedIn Learning", "prompt": "c183-m5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "broad professional development, leadership, and soft skills (e.g., LinkedIn Learning, Udemy Business)"}, {"id": "mai-20260917-1752-baseline|c183-m5|google-small|Udemy Business", "prompt": "c183-m5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "broad professional development, leadership, and soft skills (e.g., LinkedIn Learning, Udemy Business)"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|360Learning", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|TalentLMS", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|Absorb", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|Rockstar Learning Platform", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Rockstar Learning Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|WalkMe Learning Arc", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "WalkMe Learning Arc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|Udemy Business", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|Coursera Business", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|LinkedIn Learning", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|Khan Academy", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Khan Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|ProProfs Training Maker", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|meta-small|Teachable", "prompt": "c183-m5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some popular online learning platforms for businesses include:"}, {"id": "mai-20260917-1752-baseline|c183-m5|mistral-small|LinkedIn Learning", "prompt": "c183-m5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research platforms like LinkedIn Learning, Coursera for Business, Udemy for Business, Pluralsight, Skillsoft, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m5|mistral-small|Coursera for Business", "prompt": "c183-m5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research platforms like LinkedIn Learning, Coursera for Business, Udemy for Business, Pluralsight, Skillsoft, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m5|mistral-small|Udemy for Business", "prompt": "c183-m5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research platforms like LinkedIn Learning, Coursera for Business, Udemy for Business, Pluralsight, Skillsoft, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m5|mistral-small|Pluralsight", "prompt": "c183-m5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research platforms like LinkedIn Learning, Coursera for Business, Udemy for Business, Pluralsight, Skillsoft, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m5|mistral-small|Skillsoft", "prompt": "c183-m5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research platforms like LinkedIn Learning, Coursera for Business, Udemy for Business, Pluralsight, Skillsoft, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m5|mistral-small|Docebo", "prompt": "c183-m5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Research platforms like LinkedIn Learning, Coursera for Business, Udemy for Business, Pluralsight, Skillsoft, and Docebo."}, {"id": "mai-20260917-1752-baseline|c183-m5|xai-small|TalentLMS", "prompt": "c183-m5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for this size include TalentLMS, iSpring Learn, Absorb LMS, Udemy Business, LinkedIn Learning, and Docebo"}, {"id": "mai-20260917-1752-baseline|c183-m5|xai-small|iSpring Learn", "prompt": "c183-m5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for this size include TalentLMS, iSpring Learn, Absorb LMS, Udemy Business, LinkedIn Learning, and Docebo"}, {"id": "mai-20260917-1752-baseline|c183-m5|xai-small|Absorb LMS", "prompt": "c183-m5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Absorb LMS | Scalable admin | Custom quotes | 4.6/5 |"}, {"id": "mai-20260917-1752-baseline|c183-m5|xai-small|Udemy Business", "prompt": "c183-m5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Udemy Business | Broad skilling | ~$360/user/year | 4.5/5 |"}, {"id": "mai-20260917-1752-baseline|c183-m5|xai-small|LinkedIn Learning", "prompt": "c183-m5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| LinkedIn Learning | Leadership/soft skills | ~$30/user/month | 4.6/5 |"}, {"id": "mai-20260917-1752-baseline|c183-m5|xai-small|Docebo", "prompt": "c183-m5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often praised for mid-market corporate training, compliance, and upskilling"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|Udemy", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Open Marketplaces (High Caution Required) ... Examples: **Udemy**, **Skillshare**. ... there is no filter between experts and novices"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|Skillshare", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: **Udemy**, **Skillshare**. ... quality control is minimal"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|EdX", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "EdX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: **EdX** and **Coursera** (when treated incorrectly). ... you should avoid buying the certificate"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|Coursera", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The *content* on Coursera/edX is excellent. However, you should avoid buying the certificate"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|LinkedIn Learning", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These libraries are excellent, but very expensive for individuals (often $30/month)"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|Pluralsight", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Pluralsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Corporate-Only Repositories (Check Your Access First) ... very expensive for individuals"}, {"id": "mai-20260917-1752-baseline|c183-m6|alibaba-small|Safari Books Online", "prompt": "c183-m6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Safari Books Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Examples: **LinkedIn Learning**, **Pluralsight**, **Safari Books Online**. ... very expensive for individuals"}, {"id": "mai-20260917-1752-baseline|c183-m6|challenger-small|Go1", "prompt": "c183-m6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Go1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples mentioned in the search results as **aggregators** include **Go1**, **BizLibrary**, and **OpenSesame**, which are not necessarily bad choices, but should be evaluated carefully"}, {"id": "mai-20260917-1752-baseline|c183-m6|challenger-small|BizLibrary", "prompt": "c183-m6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "aggregators** include **Go1**, **BizLibrary**, and **OpenSesame**, which are not necessarily bad choices, but should be evaluated carefully against your needs"}, {"id": "mai-20260917-1752-baseline|c183-m6|challenger-small|OpenSesame", "prompt": "c183-m6", "model": "challenger-small", "cat": "online-course-libraries", "variant": "negative", "raw": "OpenSesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "aggregator-style libraries can prioritize quantity over curation"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Content Sparks", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Content Sparks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "look for established B2B providers (like Content Sparks or licensed enterprise compliance libraries) that explicitly outline their legal licensing agreements"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Udemy", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Marketplaces like Udemy prompt users to leave a rating within the first 10 to 15 minutes of starting a course."}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Skillshare", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unvetted, Open-Marketplace Libraries (e.g., Udemy, Skillshare)"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Coursera", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Coursera, for example, has a strict policy of no refunds for monthly subscriptions once they have auto-renewed"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|MasterClass", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Aggressive Subscription-Model Libraries (e.g., Coursera, MasterClass)"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Udacity", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udacity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High-Ticket \"Nanodegrees\" or University-Branded Bootcamp Libraries (e.g., Udacity, Simplilearn, Emeritus)"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Simplilearn", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Simplilearn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Oversold Job Guarantees: Many of these libraries use aggressive sales reps"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Emeritus", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Emeritus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "run by third-party private companies (like Emeritus or 2U) that license the university's logo"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|2U", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "2U", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "run by third-party private companies (like Emeritus or 2U) that license the university's logo"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Teachable", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "private course libraries hosted on Teachable, Kajabi, or Skool"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Kajabi", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "private course libraries hosted on Teachable, Kajabi, or Skool"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|Skool", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "private course libraries hosted on Teachable, Kajabi, or Skool"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|MIT OpenCourseWare", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "MIT OpenCourseWare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "can be learned for free via YouTube, university open-courseware (like MIT OpenCourseWare)"}, {"id": "mai-20260917-1752-baseline|c183-m6|google-small|LinkedIn Learning", "prompt": "c183-m6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "your local public library (which often gives free access to premium platforms like LinkedIn Learning)"}, {"id": "mai-20260917-1752-baseline|c183-m6|minimax-small|Udemy", "prompt": "c183-m6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Udemy** (grade: C+ per one source) - It's a marketplace with huge volume but minimal instructor vetting"}, {"id": "mai-20260917-1752-baseline|c183-m6|minimax-small|YouTube", "prompt": "c183-m6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "YouTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ask what makes the paid course better than free alternatives (YouTube, MIT OpenCourseWare, Coursera, edX)"}, {"id": "mai-20260917-1752-baseline|c183-m6|minimax-small|MIT OpenCourseWare", "prompt": "c183-m6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "MIT OpenCourseWare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "free alternatives (YouTube, MIT OpenCourseWare, Coursera, edX)"}, {"id": "mai-20260917-1752-baseline|c183-m6|minimax-small|Coursera", "prompt": "c183-m6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free alternatives (YouTube, MIT OpenCourseWare, Coursera, edX)"}, {"id": "mai-20260917-1752-baseline|c183-m6|minimax-small|edX", "prompt": "c183-m6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free alternatives (YouTube, MIT OpenCourseWare, Coursera, edX)"}, {"id": "mai-20260917-1752-baseline|c183-m6|mistral-small|Courseslibrary.com", "prompt": "c183-m6", "model": "mistral-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Courseslibrary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many users advise staying away from this platform due to poor reliability and potential scam activity."}, {"id": "mai-20260917-1752-baseline|c183-m6|mistral-small|TheNewBoston (YouTube)", "prompt": "c183-m6", "model": "mistral-small", "cat": "online-course-libraries", "variant": "negative", "raw": "TheNewBoston (YouTube)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many in the programming community advise against relying on this resource for learning."}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|OpenSesame", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "OpenSesame", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**OpenSesame**: Vast library (20k+ courses), but users report ineffective/engaging courses, inadequate reporting, limited technical topics, language gaps, slow site, and SCORM/lab issues"}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|Go1", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Go1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Aggregators (OpenSesame, Go1) ... Poor quality control, irrelevant content, tech glitches"}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|BizLibrary", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Curated Libraries (BizLibrary, LinkedIn Learning) | Better ratings (BizLibrary ~4.5/5) ... Still generic; pricey at scale, limited customization"}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|LinkedIn Learning", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Still generic; pricey at scale, limited customization"}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|Coursera", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "MOOCs (Coursera, edX) ... Not \"libraries\" for corporate—certificates extra, less flexible"}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|edX", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "edX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not \"libraries\" for corporate—certificates extra, less flexible"}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|YouTube", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "YouTube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free/Targeted**: YouTube, Khan Academy, or niche sites for specifics."}, {"id": "mai-20260917-1752-baseline|c183-m6|xai-small|Khan Academy", "prompt": "c183-m6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Khan Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Free/Targeted**: YouTube, Khan Academy, or niche sites for specifics."}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|Udemy for Business", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the best bang-for-buck:** Choose **Udemy for Business**."}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|LinkedIn Learning", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Brand Recognition ... often considered the industry standard for corporate training."}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|Coursera for Business", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B team needs to develop hard skills ... Coursera is the best option."}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|GoSkills", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Quick Training & Compliance ... It is incredibly cheap."}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|Knowledge Ocean", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Knowledge Ocean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Knowledge Ocean / Groove / Chalk: These are modern platforms specifically for **Sales Enablement**."}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|Groove", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Groove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need specific Sales/Revenue training:** Look at **Groove**"}, {"id": "mai-20260917-1752-baseline|c183-s1|alibaba-small|Chalk", "prompt": "c183-s1", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Chalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at a tool like **Groove** or **Chalk**"}, {"id": "mai-20260917-1752-baseline|c183-s1|anthropic-small|LinkedIn Learning", "prompt": "c183-s1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **LinkedIn Learning** offers the best balance of cost, variety, and professional relevance."}, {"id": "mai-20260917-1752-baseline|c183-s1|anthropic-small|Udemy for Business", "prompt": "c183-s1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cost-effective with a wide range of courses. Good for small teams with flexible budgets."}, {"id": "mai-20260917-1752-baseline|c183-s1|anthropic-small|Coursera for Business", "prompt": "c183-s1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers professional certificates and university-level content, ideal if you want more structured, rigorous learning."}, {"id": "mai-20260917-1752-baseline|c183-s1|anthropic-small|Skillshare", "prompt": "c183-s1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for creative and practical skills with unlimited access to thousands of classes."}, {"id": "mai-20260917-1752-baseline|c183-s1|anthropic-small|MasterClass", "prompt": "c183-s1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium option with high-quality instruction, though pricier per seat."}, {"id": "mai-20260917-1752-baseline|c183-s1|anthropic-small|Pluralsight", "prompt": "c183-s1", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if your team needs specialized technical training, **Pluralsight** would be better"}, {"id": "mai-20260917-1752-baseline|c183-s1|challenger-small|LinkedIn Learning", "prompt": "c183-s1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **LinkedIn Learning** if you want the broadest business-focused course library"}, {"id": "mai-20260917-1752-baseline|c183-s1|challenger-small|Coursera for Business", "prompt": "c183-s1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coursera for Business** if you want stronger formal credentials and technical depth"}, {"id": "mai-20260917-1752-baseline|c183-s1|challenger-small|Udemy Business", "prompt": "c183-s1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong alternative if you want a large practical course catalog"}, {"id": "mai-20260917-1752-baseline|c183-s1|challenger-small|ProProfs Training Maker", "prompt": "c183-s1", "model": "challenger-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best starting point if you need a **budget-friendly** option with a free plan"}, {"id": "mai-20260917-1752-baseline|c183-s1|deepseek-small|Udemy Business", "prompt": "c183-s1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Udemy Business** — Best overall value for a small team"}, {"id": "mai-20260917-1752-baseline|c183-s1|deepseek-small|LinkedIn Learning", "prompt": "c183-s1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for polished business/soft skills + professional networking"}, {"id": "mai-20260917-1752-baseline|c183-s1|deepseek-small|Coursera for Teams", "prompt": "c183-s1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want credentialed, university-grade learning"}, {"id": "mai-20260917-1752-baseline|c183-s1|deepseek-small|TalentLMS", "prompt": "c183-s1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want an affordable LMS *plus* a course library"}, {"id": "mai-20260917-1752-baseline|c183-s1|deepseek-small|Skillsoft / Percipio", "prompt": "c183-s1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Skillsoft / Percipio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for a small B2B company- **Skillsoft / Percipio** — excellent content but priced for enterprise"}, {"id": "mai-20260917-1752-baseline|c183-s1|deepseek-small|Pluralsight", "prompt": "c183-s1", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Pluralsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "great for technical/dev skills but less relevant if your team is mostly sales/marketing/admin"}, {"id": "mai-20260917-1752-baseline|c183-s1|google-small|LinkedIn Learning for Teams", "prompt": "c183-s1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Rounder: **LinkedIn Learning for Teams** ... LinkedIn Learning is the best choice."}, {"id": "mai-20260917-1752-baseline|c183-s1|google-small|Udemy Business (Team Plan)", "prompt": "c183-s1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business (Team Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Technical & Specific Software Skills: **Udemy Business (Team Plan)** ... Udemy Business is the gold standard."}, {"id": "mai-20260917-1752-baseline|c183-s1|google-small|HubSpot Academy", "prompt": "c183-s1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Option for B2B Growth: **HubSpot Academy** ... one of the single best training resources for B2B organizations"}, {"id": "mai-20260917-1752-baseline|c183-s1|google-small|Coursera for Teams", "prompt": "c183-s1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Structured Credentials & Deep Tech: **Coursera for Teams** ... Coursera is the top option."}, {"id": "mai-20260917-1752-baseline|c183-s1|google-small|WorkRamp", "prompt": "c183-s1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you do not need a complex, expensive Learning Management System (LMS) like WorkRamp or Cornerstone"}, {"id": "mai-20260917-1752-baseline|c183-s1|google-small|Cornerstone", "prompt": "c183-s1", "model": "google-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "you do not need a complex, expensive Learning Management System (LMS) like WorkRamp or Cornerstone"}, {"id": "mai-20260917-1752-baseline|c183-s1|meta-small|LinkedIn Learning", "prompt": "c183-s1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include LinkedIn Learning, ProProfs Training Maker, and other online learning platforms"}, {"id": "mai-20260917-1752-baseline|c183-s1|meta-small|ProProfs Training Maker", "prompt": "c183-s1", "model": "meta-small", "cat": "online-course-libraries", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include LinkedIn Learning, ProProfs Training Maker, and other online learning platforms"}, {"id": "mai-20260917-1752-baseline|c183-s1|minimax-small|TalentLMS", "prompt": "c183-s1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TalentLMS** – Free for very small teams, easy setup, good library"}, {"id": "mai-20260917-1752-baseline|c183-s1|minimax-small|iSpring LMS", "prompt": "c183-s1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "iSpring LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**iSpring LMS** – Best all-round for small teams, integrates with PowerPoint"}, {"id": "mai-20260917-1752-baseline|c183-s1|minimax-small|Udemy Business", "prompt": "c183-s1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Udemy Business** – 5,500+ courses, flexible for various skill levels"}, {"id": "mai-20260917-1752-baseline|c183-s1|minimax-small|Litmos", "prompt": "c183-s1", "model": "minimax-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Litmos** – Ready-made content library from day one"}, {"id": "mai-20260917-1752-baseline|c183-s1|mistral-small|GoSkills", "prompt": "c183-s1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills** is the best overall choice due to its comprehensive course library, affordability, and suitability for small teams"}, {"id": "mai-20260917-1752-baseline|c183-s1|mistral-small|TalentLMS with TalentLibrary™", "prompt": "c183-s1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS with TalentLibrary™", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS with TalentLibrary™** is also an excellent option"}, {"id": "mai-20260917-1752-baseline|c183-s1|mistral-small|iSpring Solutions' HSI or BizzLibrary Collection", "prompt": "c183-s1", "model": "mistral-small", "cat": "online-course-libraries", "variant": "direct", "raw": "iSpring Solutions' HSI or BizzLibrary Collection", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers large libraries of ready-to-use microlearning training videos."}, {"id": "mai-20260917-1752-baseline|c183-s1|moonshot-small|LinkedIn Learning for Teams", "prompt": "c183-s1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **LinkedIn Learning for Teams** ⭐ Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline|c183-s1|moonshot-small|Udemy Business", "prompt": "c183-s1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Udemy Business** if you want the most affordable, flexible option with a massive content library"}, {"id": "mai-20260917-1752-baseline|c183-s1|moonshot-small|Coursera for Teams", "prompt": "c183-s1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Coursera for Teams** ⭐ Best for Certifications"}, {"id": "mai-20260917-1752-baseline|c183-s1|moonshot-small|GoSkills", "prompt": "c183-s1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider GoSkills or TalentLMS** if you also need to create custom training content"}, {"id": "mai-20260917-1752-baseline|c183-s1|moonshot-small|TalentLMS", "prompt": "c183-s1", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **TalentLMS** ⭐ Best Budget LMS Option"}, {"id": "mai-20260917-1752-baseline|c183-s1|openai-small|LinkedIn Learning for Teams", "prompt": "c183-s1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **LinkedIn Learning for Teams**"}, {"id": "mai-20260917-1752-baseline|c183-s1|openai-small|Udemy Business Team Plan", "prompt": "c183-s1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business Team Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for business + technical skills at a small-team-friendly self-serve price structure:** **Udemy Business Team Plan**"}, {"id": "mai-20260917-1752-baseline|c183-s1|openai-small|Trainual", "prompt": "c183-s1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like **Trainual, Zoho Learn, or Rippling** can be better for small businesses"}, {"id": "mai-20260917-1752-baseline|c183-s1|openai-small|Zoho Learn", "prompt": "c183-s1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **Trainual, Zoho Learn, or Rippling** can be better for small businesses"}, {"id": "mai-20260917-1752-baseline|c183-s1|openai-small|Rippling", "prompt": "c183-s1", "model": "openai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **Trainual, Zoho Learn, or Rippling** can be better for small businesses"}, {"id": "mai-20260917-1752-baseline|c183-s1|xai-small|Udemy Business", "prompt": "c183-s1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Udemy Business often stands out as the top value pick for small teams due to its massive library"}, {"id": "mai-20260917-1752-baseline|c183-s1|xai-small|LinkedIn Learning", "prompt": "c183-s1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn-heavy culture?** LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c183-s1|xai-small|Coursera for Business/Teams", "prompt": "c183-s1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Coursera for Business/Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Premium certs?** Coursera."}, {"id": "mai-20260917-1752-baseline|c183-s1|xai-small|TalentLMS", "prompt": "c183-s1", "model": "xai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tight budget/custom needs?** TalentLMS free tier to start, then low flat rate."}, {"id": "mai-20260917-1752-baseline|c183-s1|zai-small|GoSkills", "prompt": "c183-s1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall**: GoSkills – built‑in library, AI course creation, easy setup, and a free plan to start."}, {"id": "mai-20260917-1752-baseline|c183-s1|zai-small|360Learning", "prompt": "c183-s1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for collaborative learning**: 360Learning – pay‑as‑you‑go at $8/user/month and strong team‑authoring features."}, {"id": "mai-20260917-1752-baseline|c183-s1|zai-small|TalentLMS", "prompt": "c183-s1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentLMS – Best for Affordability and Features"}, {"id": "mai-20260917-1752-baseline|c183-s1|zai-small|Connecteam", "prompt": "c183-s1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam – Best for Mobile & Deskless Teams"}, {"id": "mai-20260917-1752-baseline|c183-s1|zai-small|Zoho Learn", "prompt": "c183-s1", "model": "zai-small", "cat": "online-course-libraries", "variant": "direct", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Learn – Best for Tight Budgets"}, {"id": "mai-20260917-1752-baseline|c183-s2|alibaba-small|Udemy Business", "prompt": "c183-s2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Udemy Business** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c183-s2|alibaba-small|LinkedIn Learning", "prompt": "c183-s2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **LinkedIn Learning** as a strong runner-up depending on your budget and culture"}, {"id": "mai-20260917-1752-baseline|c183-s2|alibaba-small|HubSpot Academy", "prompt": "c183-s2", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are a B2B business, you **must** utilize HubSpot Academy"}, {"id": "mai-20260917-1752-baseline|c183-s2|anthropic-small|LinkedIn Learning", "prompt": "c183-s2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can provide a more tailored recommendation for platforms like LinkedIn Learning, Coursera for Business, Skillshare, MasterClass, or other relevant options"}, {"id": "mai-20260917-1752-baseline|c183-s2|anthropic-small|Coursera for Business", "prompt": "c183-s2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like LinkedIn Learning, Coursera for Business, Skillshare, MasterClass"}, {"id": "mai-20260917-1752-baseline|c183-s2|anthropic-small|Skillshare", "prompt": "c183-s2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like LinkedIn Learning, Coursera for Business, Skillshare, MasterClass"}, {"id": "mai-20260917-1752-baseline|c183-s2|anthropic-small|MasterClass", "prompt": "c183-s2", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "MasterClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like LinkedIn Learning, Coursera for Business, Skillshare, MasterClass, or other relevant options"}, {"id": "mai-20260917-1752-baseline|c183-s2|challenger-small|Thinkific Plus", "prompt": "c183-s2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Thinkific Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Thinkific Plus** if your training subscription is for *customer education, partner training, or any external B2B learning program*"}, {"id": "mai-20260917-1752-baseline|c183-s2|challenger-small|TalentLMS", "prompt": "c183-s2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more budget-conscious, simpler option for an SMB, **TalentLMS** is the strongest general-purpose pick."}, {"id": "mai-20260917-1752-baseline|c183-s2|challenger-small|ProProfs Training Maker", "prompt": "c183-s2", "model": "challenger-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best overall B2B LMS starter option for growing teams:** **ProProfs Training Maker**[14]"}, {"id": "mai-20260917-1752-baseline|c183-s2|deepseek-small|LinkedIn Learning for Teams", "prompt": "c183-s2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **LinkedIn Learning for Teams**"}, {"id": "mai-20260917-1752-baseline|c183-s2|deepseek-small|Udemy Business (Team Plan)", "prompt": "c183-s2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business (Team Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Udemy Business (Team Plan)**"}, {"id": "mai-20260917-1752-baseline|c183-s2|deepseek-small|Coursera for Business", "prompt": "c183-s2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notably more expensive and is more enterprise-oriented, so it's often overkill for a small team"}, {"id": "mai-20260917-1752-baseline|c183-s2|deepseek-small|Trainual", "prompt": "c183-s2", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Specialized sales training** (e.g., Trainual, sales enablement tools) — worthwhile only if you have a dedicated sales team"}, {"id": "mai-20260917-1752-baseline|c183-s2|google-small|LinkedIn Learning (for Business)", "prompt": "c183-s2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning (for Business)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LinkedIn Learning is the gold standard for small businesses."}, {"id": "mai-20260917-1752-baseline|c183-s2|google-small|Sales Assembly", "prompt": "c183-s2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Sales Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically built for growth-stage B2B and SaaS teams."}, {"id": "mai-20260917-1752-baseline|c183-s2|google-small|pclub.io (or JB Sales)", "prompt": "c183-s2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "pclub.io (or JB Sales)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with: pclub.io (on-demand tactics)"}, {"id": "mai-20260917-1752-baseline|c183-s2|google-small|GoSkills", "prompt": "c183-s2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Frequently ranked as the top overall LMS for small businesses"}, {"id": "mai-20260917-1752-baseline|c183-s2|google-small|SC Training (formerly EdApp)", "prompt": "c183-s2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SC Training (budget-friendly, highly customizable)"}, {"id": "mai-20260917-1752-baseline|c183-s2|google-small|HubSpot Academy", "prompt": "c183-s2", "model": "google-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HubSpot Academy is entirely free and offers world-class, globally recognized certifications."}, {"id": "mai-20260917-1752-baseline|c183-s2|meta-small|LinkedIn Learning", "prompt": "c183-s2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LinkedIn Learning: Known for its vast library of courses and ability to support continuous learning across the workforce."}, {"id": "mai-20260917-1752-baseline|c183-s2|meta-small|Ezycourse", "prompt": "c183-s2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Ezycourse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a range of B2B learning platforms for corporate training, with features like setup speed, reporting, and automation."}, {"id": "mai-20260917-1752-baseline|c183-s2|meta-small|iSpring Suite", "prompt": "c183-s2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides off-the-shelf eLearning content on a subscription basis, allowing learners unlimited access to training courses."}, {"id": "mai-20260917-1752-baseline|c183-s2|meta-small|Simplilearn", "prompt": "c183-s2", "model": "meta-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Simplilearn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers subscription-based learning platforms with a wide range of courses that can be tailored to specific industries"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|JB Sales", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "JB Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Both are mentioned as good per-seat options for smaller teams (under 20 reps)"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|Sales Gravy", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Sales Gravy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supplement with specific B2B sales training from providers like **Sales Gravy** or **JB Sales**"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|MEDDIC Academy", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "MEDDIC Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great for B2B sales methodology"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|Victor Antonio", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Victor Antonio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Has sales training programs"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|TalentLMS", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd suggest starting with **TalentLMS** as your base platform"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|Teachable", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like Teachable, Kajabi, or Thinkific for custom content"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|Kajabi", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Teachable, Kajabi, or Thinkific for custom content"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|Thinkific", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Teachable, Kajabi, or Thinkific for custom content"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|LinkedIn Learning", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "start with free resources from YouTube, LinkedIn Learning, or HubSpot Academy"}, {"id": "mai-20260917-1752-baseline|c183-s2|minimax-small|HubSpot Academy", "prompt": "c183-s2", "model": "minimax-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "HubSpot Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "start with free resources from YouTube, LinkedIn Learning, or HubSpot Academy for B2B sales training"}, {"id": "mai-20260917-1752-baseline|c183-s2|moonshot-small|LinkedIn Learning", "prompt": "c183-s2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: LinkedIn Learning for Small Teams"}, {"id": "mai-20260917-1752-baseline|c183-s2|moonshot-small|Udemy Business", "prompt": "c183-s2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-s2|moonshot-small|360Learning", "prompt": "c183-s2", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Honorable Mention: 360Learning ... this is worth considering"}, {"id": "mai-20260917-1752-baseline|c183-s2|openai-small|Go1 Essentials Select", "prompt": "c183-s2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Go1 Essentials Select", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Go1 Essentials Select** as the best default choice"}, {"id": "mai-20260917-1752-baseline|c183-s2|openai-small|LinkedIn Learning for Teams", "prompt": "c183-s2", "model": "openai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LinkedIn Learning for Teams** is a solid option; LinkedIn says it's designed for small teams"}, {"id": "mai-20260917-1752-baseline|c183-s2|xai-small|LinkedIn Learning for Teams", "prompt": "c183-s2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend LinkedIn Learning for Teams as the top corporate training content subscription"}, {"id": "mai-20260917-1752-baseline|c183-s2|xai-small|Udemy Business (Team Plan)", "prompt": "c183-s2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Udemy Business (Team Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "28,000+ courses including B2B sales; great variety and updates. Slightly variable quality but excellent filtering."}, {"id": "mai-20260917-1752-baseline|c183-s2|xai-small|Coursera for Teams", "prompt": "c183-s2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "University-backed creds (e.g., Google sales certs); more academic. Ideal if credentials matter"}, {"id": "mai-20260917-1752-baseline|c183-s2|xai-small|TalentLMS (with TalentLibrary add-on)", "prompt": "c183-s2", "model": "xai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "TalentLMS (with TalentLibrary add-on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat fee suits tiny teams; includes sales/compliance content."}, {"id": "mai-20260917-1752-baseline|c183-s2|zai-small|Go1", "prompt": "c183-s2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Go1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go1** is the best all‑round recommendation for a small B2B business."}, {"id": "mai-20260917-1752-baseline|c183-s2|zai-small|Thinkific", "prompt": "c183-s2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Thinkific** or **Kajabi** are strong alternatives, but they're more expensive and require more setup."}, {"id": "mai-20260917-1752-baseline|c183-s2|zai-small|Kajabi", "prompt": "c183-s2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a full marketing and community platform alongside training, **Kajabi** is worth considering—just be aware of the higher price point"}, {"id": "mai-20260917-1752-baseline|c183-s2|zai-small|ProProfs Training Maker", "prompt": "c183-s2", "model": "zai-small", "cat": "online-course-libraries", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a very tight budget or primarily need compliance courses, **ProProfs** is a good budget alternative."}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|LinkedIn Learning", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with LinkedIn Learning** if you want a safe, all-around bet for leadership, management, and general business skills."}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|Udemy Business", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Udemy Business** if your team has diverse technical needs"}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|Coursera for Teams", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Coursera** if you are investing in upskilling for high-value roles"}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|Pluralsight", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pluralsight** or **Udemy Business** offer greater depth in specific programming languages and frameworks."}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|CodeCademy", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "CodeCademy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pluralsight / CodeCademy / DataCamp:** ... Ideal for engineering teams."}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|DataCamp", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "DataCamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pluralsight / CodeCademy / DataCamp:** ... Ideal for engineering teams."}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|Skillshare", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Note that it lacks structured assessment tools."}, {"id": "mai-20260917-1752-baseline|c183-s3|alibaba-small|HubSpot Academy", "prompt": "c183-s3", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for growth-focused small businesses."}, {"id": "mai-20260917-1752-baseline|c183-s3|anthropic-small|GoSkills", "prompt": "c183-s3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills combines a full LMS with a curated library of 500+ expert-led business and tech courses, AI-powered course creation, and a free plan with no setup fees, making it ready to use from day one."}, {"id": "mai-20260917-1752-baseline|c183-s3|anthropic-small|TalentLMS", "prompt": "c183-s3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS is designed for small to mid-sized teams that need to launch internal training fast"}, {"id": "mai-20260917-1752-baseline|c183-s3|anthropic-small|ProProfs", "prompt": "c183-s3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProProfs keeps both costs and complexity near zero, with plans starting around $3 to $5 per user"}, {"id": "mai-20260917-1752-baseline|c183-s3|anthropic-small|EdApp (SC Training)", "prompt": "c183-s3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "EdApp (SC Training)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free mobile-first microlearning course creation, making it accessible for small businesses and teams wanting quick training content without a big budget"}, {"id": "mai-20260917-1752-baseline|c183-s3|anthropic-small|Coassemble", "prompt": "c183-s3", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coassemble proves to be an ideal choice for small to medium-sized businesses, seeking a user-friendly platform"}, {"id": "mai-20260917-1752-baseline|c183-s3|challenger-small|GoSkills", "prompt": "c183-s3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **GoSkills** if you want the **simplest ready-made library** for a small team."}, {"id": "mai-20260917-1752-baseline|c183-s3|challenger-small|TalentLMS", "prompt": "c183-s3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **TalentLMS** if you want a **slightly larger microlearning library** plus a lightweight LMS."}, {"id": "mai-20260917-1752-baseline|c183-s3|challenger-small|LinkedIn Learning", "prompt": "c183-s3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **LinkedIn Learning** or **Udemy Business** if you want **much broader topic coverage**."}, {"id": "mai-20260917-1752-baseline|c183-s3|challenger-small|Udemy Business", "prompt": "c183-s3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for **broad cross-functional learning**, LinkedIn Learning or Udemy Business is stronger"}, {"id": "mai-20260917-1752-baseline|c183-s3|challenger-small|Coursera for Business", "prompt": "c183-s3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Coursera for Business** if you care about **certificates and structured learning paths**."}, {"id": "mai-20260917-1752-baseline|c183-s3|challenger-small|OpenSesame", "prompt": "c183-s3", "model": "challenger-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **OpenSesame** if you need **compliance-heavy, marketplace-style content** and flexibility."}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|Coursera for Teams", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Pick Coursera** if you want credible, university/industry *certifications* and structured learning"}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|Udemy Business", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For small teams, **Udemy Business** is often the cleanest starting point (broad, practical, low minimums, transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|LinkedIn Learning", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LinkedIn Learning** wins when credentials/profile value are part of the goal"}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|Pluralsight", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're clearly a technical team."}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|O'Reilly", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "O'Reilly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for deep technical reference, less about business skills"}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|Skillsoft Percipio", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "good if regulation/compliance matters, priced ~$200–500/user/yr (quote-based, often enterprise-oriented)"}, {"id": "mai-20260917-1752-baseline|c183-s3|deepseek-small|OpenSesame / Go1", "prompt": "c183-s3", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame / Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "useful if you want to curate across providers, though they add a fee"}, {"id": "mai-20260917-1752-baseline|c183-s3|google-small|Udemy Business (Team Plan)", "prompt": "c183-s3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business (Team Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Udemy Business if you have a mixed team of creators, marketers, and developers who need practical, straightforward tutorials"}, {"id": "mai-20260917-1752-baseline|c183-s3|google-small|LinkedIn Learning (Teams)", "prompt": "c183-s3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning (Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose LinkedIn Learning if you have a highly collaborative, non-technical small business"}, {"id": "mai-20260917-1752-baseline|c183-s3|google-small|Coursera for Teams", "prompt": "c183-s3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Coursera if your business relies heavily on high-level strategy, data analytics, or machine learning"}, {"id": "mai-20260917-1752-baseline|c183-s3|google-small|Pluralsight Skills", "prompt": "c183-s3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pluralsight if your team is solely composed of IT professionals, DevOps personnel, or cloud engineers"}, {"id": "mai-20260917-1752-baseline|c183-s3|google-small|O’Reilly Media (Teams)", "prompt": "c183-s3", "model": "google-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "O’Reilly Media (Teams)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose O’Reilly if you run a highly technical software development team that reads heavily"}, {"id": "mai-20260917-1752-baseline|c183-s3|meta-small|GoSkills", "prompt": "c183-s3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills is known for its built-in course library, AI course creation, and automated tracking that grows with the team, with minimal setup."}, {"id": "mai-20260917-1752-baseline|c183-s3|meta-small|TalentLMS", "prompt": "c183-s3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS offers 800+ micro courses and has a user-friendly interface."}, {"id": "mai-20260917-1752-baseline|c183-s3|meta-small|SAP Litmos", "prompt": "c183-s3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP Litmos has a large library of 2,500+ multi-language videos and a deep compliance suite."}, {"id": "mai-20260917-1752-baseline|c183-s3|meta-small|Absorb", "prompt": "c183-s3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Absorb has a large marketplace with thousands of courses"}, {"id": "mai-20260917-1752-baseline|c183-s3|meta-small|LearnUpon", "prompt": "c183-s3", "model": "meta-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LearnUpon has a Go1 plug-in with thousands of courses and offers light gamification."}, {"id": "mai-20260917-1752-baseline|c183-s3|minimax-small|LinkedIn Learning", "prompt": "c183-s3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Generalist team → LinkedIn Learning or Udemy Business"}, {"id": "mai-20260917-1752-baseline|c183-s3|minimax-small|Udemy Business", "prompt": "c183-s3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Udemy Business stands out for transparent pricing with no minimums"}, {"id": "mai-20260917-1752-baseline|c183-s3|minimax-small|Pluralsight", "prompt": "c183-s3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pluralsight excels for technical teams willing to invest in deeper hands-on learning"}, {"id": "mai-20260917-1752-baseline|c183-s3|minimax-small|Coursera for Teams", "prompt": "c183-s3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need certificates → Coursera for Teams"}, {"id": "mai-20260917-1752-baseline|c183-s3|minimax-small|O'Reilly Learning Platform", "prompt": "c183-s3", "model": "minimax-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "O'Reilly Learning Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Technical/engineering team → Pluralsight or O'Reilly"}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|GoSkills", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** and **TalentLMS** stand out for small teams due to transparent pricing, ease of use, and built-in course libraries."}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|TalentLMS", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoSkills** and **TalentLMS** stand out for small teams due to transparent pricing, ease of use, and built-in course libraries."}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|SAP Litmos", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better for compliance-heavy or larger-scale needs, but may be overkill for very small teams"}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|Absorb LMS", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires more technical know-how; less user-friendly for beginners."}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|LearnUpon", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing and setup may be less transparent for small teams."}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|360Learning", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**360Learning** offers a modern, collaborative approach at a competitive price."}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|Moodle", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Moodle** is free but requires technical maintenance."}, {"id": "mai-20260917-1752-baseline|c183-s3|mistral-small|LinkedIn Learning", "prompt": "c183-s3", "model": "mistral-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Large, but pricing is high ($379.88 per seat yearly)"}, {"id": "mai-20260917-1752-baseline|c183-s3|moonshot-small|Udemy Business", "prompt": "c183-s3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Udemy Business** provides the best breadth at a lower cost if content consistency is less critical."}, {"id": "mai-20260917-1752-baseline|c183-s3|moonshot-small|Coursera for Teams", "prompt": "c183-s3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coursera for Teams** works well if you need formal credentials"}, {"id": "mai-20260917-1752-baseline|c183-s3|moonshot-small|Pluralsight", "prompt": "c183-s3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most **small technical teams**, **Pluralsight** offers the best skill validation"}, {"id": "mai-20260917-1752-baseline|c183-s3|moonshot-small|LinkedIn Learning", "prompt": "c183-s3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Career advancement + LinkedIn visibility | LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-s3|moonshot-small|Skillshare", "prompt": "c183-s3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cons: Less structured, fewer business/technical courses, not ideal for formal training"}, {"id": "mai-20260917-1752-baseline|c183-s3|moonshot-small|MasterClass", "prompt": "c183-s3", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "MasterClass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: Not practical for workforce skills, no certificates, limited applicability for business training"}, {"id": "mai-20260917-1752-baseline|c183-s3|openai-small|GoSkills", "prompt": "c183-s3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want the easiest all-in-one course library for a small team? → **GoSkills**"}, {"id": "mai-20260917-1752-baseline|c183-s3|openai-small|Pluralsight", "prompt": "c183-s3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **technical teams** that need a large skills library."}, {"id": "mai-20260917-1752-baseline|c183-s3|openai-small|Trainual", "prompt": "c183-s3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **process documentation, SOPs, and onboarding**"}, {"id": "mai-20260917-1752-baseline|c183-s3|openai-small|Zoho Learn", "prompt": "c183-s3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want **internal knowledge + training** with a broader business suite."}, {"id": "mai-20260917-1752-baseline|c183-s3|openai-small|Rippling", "prompt": "c183-s3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want **training tied to HR/ops workflows**."}, {"id": "mai-20260917-1752-baseline|c183-s3|openai-small|Niche Academy", "prompt": "c183-s3", "model": "openai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Niche Academy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a broad general-purpose corporate course library like GoSkills or Pluralsight"}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|GoSkills", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **GoSkills** for its balance of quality library, LMS, and low cost/free trial—perfect for lean setups."}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|Udemy Business", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Massive variety, cheap per course option; labs/workspaces; AI recs | Variable quality (user-generated); weaker admin analytics/reporting"}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|LinkedIn Learning", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrates with LinkedIn profiles; personalized recs | Content-only (needs LMS integration); ... higher cost for small groups"}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|TalentLMS (TalentLibrary)", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS (TalentLibrary)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GoSkills/TalentLMS win for tiny teams (free tiers, low entry)"}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|Litmos", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing less transparent; geared toward scaling/growing SMBs over tiniest teams"}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|OpenSesame", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a full LMS (distribution layer); better for mid-size; support-focused but costlier"}, {"id": "mai-20260917-1752-baseline|c183-s3|xai-small|Moodle", "prompt": "c183-s3", "model": "xai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "excel as content sources integrable with tools like Moodle"}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|Go1 Content Hub", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Go1 Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want breadth and multi‑publisher access:** Go1 Content Hub or Skillsoft Percipio + Coursera for Business."}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|OpenSesame", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "OpenSesame", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you prefer a marketplace and pay‑as‑you‑go:** OpenSesame."}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|BizLibrary", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want an all‑in‑one compliance/skills library with LMS:** BizLibrary."}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|Skillsoft Percipio + Coursera for Business", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "Skillsoft Percipio + Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing is typically per seat and can be high; best for larger teams."}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|TalentLMS", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you want a simple LMS with built‑in micro‑courses:** TalentLMS."}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|GoSkills", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you want AI‑assisted authoring and a ready‑made library:** GoSkills."}, {"id": "mai-20260917-1752-baseline|c183-s3|zai-small|iSpring Learn", "prompt": "c183-s3", "model": "zai-small", "cat": "online-course-libraries", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you need strong compliance tracks and PowerPoint‑based authoring:** iSpring Learn."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|EdApp", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is currently the industry leader for small businesses with no budget."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|HubSpot Academy", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your employees work in sales or marketing, this is arguably better than paid libraries."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Google Digital Garage", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Google Digital Garage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a \"Fundamentals of Digital Marketing\" course which is widely recognized."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Khan Academy", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Khan Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent if your small team needs training in data analysis, finance, or basic coding concepts."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Udemy Business", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Udemy Business** and **Gomo** are usually the safest bets regarding low entry barriers."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Gomo", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Gomo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specifically designed for SMEs; cheaper than the \"Big 3.\""}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|LinkedIn Learning", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Slightly more expensive, usually starting around **$30–$35 per user/month**"}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|YouTube", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "YouTube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Create public playlists in **YouTube**"}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Canva", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use **Canva** to turn free articles into presentation slides"}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Coursera", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Before signing up for LinkedIn, Coursera, or Skillshare, check their \"Enterprise\" terms carefully."}, {"id": "mai-20260917-1752-baseline|c183-s4|alibaba-small|Skillshare", "prompt": "c183-s4", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Skillshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Many of these providers have a minimum requirement (e.g., 20 seats minimum)."}, {"id": "mai-20260917-1752-baseline|c183-s4|anthropic-small|SBA Learning Platform", "prompt": "c183-s4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SBA Learning Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For the tightest budgets, starting with the free government and Google platforms can be cost-effective"}, {"id": "mai-20260917-1752-baseline|c183-s4|anthropic-small|Grow With Google", "prompt": "c183-s4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Grow With Google", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free or low-cost online courses are available through platforms like SBA Learning Platform, Grow With Google, and LinkedIn Learning."}, {"id": "mai-20260917-1752-baseline|c183-s4|anthropic-small|LinkedIn Learning", "prompt": "c183-s4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like SBA Learning Platform, Grow With Google, and LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-s4|anthropic-small|GoSkills LMS", "prompt": "c183-s4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "GoSkills offers good value if you want pre-built courses and LMS administration features with modest pricing"}, {"id": "mai-20260917-1752-baseline|c183-s4|anthropic-small|Udemy", "prompt": "c183-s4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Udemy is a flexible platform with a wide range of short, practical courses on small business skills"}, {"id": "mai-20260917-1752-baseline|c183-s4|anthropic-small|Google Applied Digital Skills", "prompt": "c183-s4", "model": "anthropic-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Google Applied Digital Skills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a free platform that teaches practical digital skills through step-by-step projects"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|TalentLMS", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick from the results is **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|Coggno", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coggno** is a strong alternative because it combines an LMS with a library of **192 pre-built compliance and professional development courses**"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|Google Digital Garage", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Google Digital Garage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlighted as excellent free starting points"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|HubSpot Academy", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "HubSpot Academy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Digital Garage** and **HubSpot Academy** are highlighted as excellent free starting points"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|SCORE", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SCORE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SCORE** offers on-demand small-business courses"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|SitePoint Premium", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SitePoint Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SitePoint Premium** is cited as the budget choice at **$6/month**"}, {"id": "mai-20260917-1752-baseline|c183-s4|challenger-small|Indie Courses", "prompt": "c183-s4", "model": "challenger-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Indie Courses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Indie Courses** is noted as having a free plan"}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|Udemy Business", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "At 15 employees, Udemy Business or LinkedIn Learning would cost $450–540/month — a big line item for a small company."}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|LinkedIn Learning", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "why they may not fit a tight budget ... ~$30/user/month (teams)"}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|Coursera", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Coursera for Teams | ~$399/user/year"}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|GoSkills", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best value for a small team / tight budget: GoSkills ... It's the sweet spot of quality + affordability."}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|TalentLMS", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want to *build your own* content cheaply: TalentLMS ... limited built-in library"}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|ProProfs Training Maker", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to spend close to nothing to start → ProProfs Training Maker (free plan, then $1.99/user/month)"}, {"id": "mai-20260917-1752-baseline|c183-s4|deepseek-small|OpenSkills AI", "prompt": "c183-s4", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "budget", "raw": "OpenSkills AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "This is a newer, smaller vendor — great for ultra-tight budgets, but do your due diligence."}, {"id": "mai-20260917-1752-baseline|c183-s4|google-small|SC Training (formerly EdApp)", "prompt": "c183-s4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is **$0**: Go with **SC Training**. You get a free LMS and a library of 1,000+ editable courses without spending a penny."}, {"id": "mai-20260917-1752-baseline|c183-s4|google-small|GoSkills", "prompt": "c183-s4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **GoSkills** (for high-quality, bite-sized business courses)"}, {"id": "mai-20260917-1752-baseline|c183-s4|google-small|TalentLMS + TalentLibrary", "prompt": "c183-s4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS + TalentLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **TalentLMS** (to manage your own training materials alongside a pre-built library)"}, {"id": "mai-20260917-1752-baseline|c183-s4|google-small|Udemy Business (Team Plan)", "prompt": "c183-s4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business (Team Plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great for tech, but high upfront cost"}, {"id": "mai-20260917-1752-baseline|c183-s4|google-small|LinkedIn Learning for Teams", "prompt": "c183-s4", "model": "google-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the annual upfront commitment can be tough for very tight budgets"}, {"id": "mai-20260917-1752-baseline|c183-s4|meta-small|GoSkills", "prompt": "c183-s4", "model": "meta-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best online course library for employees for a small company with a tight budget is GoSkills"}, {"id": "mai-20260917-1752-baseline|c183-s4|minimax-small|TalentLMS", "prompt": "c183-s4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, **TalentLMS** and **Go1** appear to be the most cost-effective options specifically designed for small businesses."}, {"id": "mai-20260917-1752-baseline|c183-s4|minimax-small|Go1", "prompt": "c183-s4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Go1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a tight budget, **TalentLMS** and **Go1** appear to be the most cost-effective options"}, {"id": "mai-20260917-1752-baseline|c183-s4|minimax-small|GoSkills", "prompt": "c183-s4", "model": "minimax-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Small business LMS comparison and options"}, {"id": "mai-20260917-1752-baseline|c183-s4|mistral-small|TalentLMS", "prompt": "c183-s4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Described as a budget-friendly choice for small businesses... TalentLMS and GoSkills are often recommended for their affordability and ease of use"}, {"id": "mai-20260917-1752-baseline|c183-s4|mistral-small|GoSkills", "prompt": "c183-s4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TalentLMS and GoSkills are often recommended for their affordability and ease of use"}, {"id": "mai-20260917-1752-baseline|c183-s4|mistral-small|Coursera", "prompt": "c183-s4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coursera offers a broad selection of courses at various price points"}, {"id": "mai-20260917-1752-baseline|c183-s4|mistral-small|ProProfs Training", "prompt": "c183-s4", "model": "mistral-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lists affordable LMS platforms for small businesses"}, {"id": "mai-20260917-1752-baseline|c183-s4|moonshot-small|GoSkills", "prompt": "c183-s4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills ⭐ Best Overall for Small Business"}, {"id": "mai-20260917-1752-baseline|c183-s4|moonshot-small|ProProfs Training Maker", "prompt": "c183-s4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **GoSkills** (free plan) or **ProProfs** (free for up to 10 employees)."}, {"id": "mai-20260917-1752-baseline|c183-s4|moonshot-small|Moodle", "prompt": "c183-s4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Completely free** if self-hosted ... Requires some technical setup"}, {"id": "mai-20260917-1752-baseline|c183-s4|moonshot-small|Coursera for Teams", "prompt": "c183-s4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Coursera for Teams** at the discounted rate (~$239/user/year) for accredited, high-quality courses"}, {"id": "mai-20260917-1752-baseline|c183-s4|moonshot-small|Udemy Business", "prompt": "c183-s4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Udemy Business** for the largest course variety"}, {"id": "mai-20260917-1752-baseline|c183-s4|moonshot-small|LinkedIn Learning", "prompt": "c183-s4", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LinkedIn Learning | ~$285-380/user/year | Soft skills + LinkedIn integration"}, {"id": "mai-20260917-1752-baseline|c183-s4|openai-small|Udemy Business Team Plan", "prompt": "c183-s4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business Team Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Udemy Business Team Plan**"}, {"id": "mai-20260917-1752-baseline|c183-s4|openai-small|LinkedIn Learning for Teams", "prompt": "c183-s4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a polished library and simple team management for small teams"}, {"id": "mai-20260917-1752-baseline|c183-s4|openai-small|Coursera for Business Team", "prompt": "c183-s4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Business Team", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's often a heavier/typically pricier option than Udemy for small-budget teams"}, {"id": "mai-20260917-1752-baseline|c183-s4|openai-small|Zoho Learn", "prompt": "c183-s4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often favored for onboarding/process training rather than a big course catalog"}, {"id": "mai-20260917-1752-baseline|c183-s4|openai-small|Rippling", "prompt": "c183-s4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often favored for onboarding/process training rather than a big course catalog"}, {"id": "mai-20260917-1752-baseline|c183-s4|openai-small|Trainual", "prompt": "c183-s4", "model": "openai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often favored for onboarding/process training rather than a big course catalog"}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|Udemy Business (Team plan)", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Udemy Business (Team plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: Udemy Business (Team plan)."}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|TalentLMS", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives with libraries: 1. TalentLMS (Free plan or Starter at ~$69-119/month annual for 40 users)."}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|Google Classroom", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, integrates with Google tools... limited built-in library."}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|GoSkills", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Curated library of 500+ short business/tech courses"}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|Moodle", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly customizable but needs IT setup \\u2013 skip if no tech resources."}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|LinkedIn Learning Teams", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "LinkedIn Learning Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Content-focused runners-up (higher per-user cost): LinkedIn Learning Teams: 22,000+ pro courses, $380/user/year."}, {"id": "mai-20260917-1752-baseline|c183-s4|xai-small|Coursera for Teams", "prompt": "c183-s4", "model": "xai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Coursera for Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good for credentials but pricier."}, {"id": "mai-20260917-1752-baseline|c183-s4|zai-small|GoSkills", "prompt": "c183-s4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills (Best Overall for Small Business)... If you want a ready‑made course library with a free plan: Choose **GoSkills**."}, {"id": "mai-20260917-1752-baseline|c183-s4|zai-small|TalentLMS", "prompt": "c183-s4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS (Best Free Tier & Ease of Use)"}, {"id": "mai-20260917-1752-baseline|c183-s4|zai-small|360Learning", "prompt": "c183-s4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you value collaborative, peer‑authored training: Consider **360Learning**."}, {"id": "mai-20260917-1752-baseline|c183-s4|zai-small|Connecteam", "prompt": "c183-s4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is deskless or remote: Look at **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c183-s4|zai-small|iSpring Learn", "prompt": "c183-s4", "model": "zai-small", "cat": "online-course-libraries", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher price point for very small teams. More complex setup than TalentLMS or GoSkills."}, {"id": "mai-20260917-1752-baseline|c183-s5|alibaba-small|LinkedIn Learning", "prompt": "c183-s5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is heavy on **sales, customer success, or management**, **LinkedIn Learning** provides better value"}, {"id": "mai-20260917-1752-baseline|c183-s5|alibaba-small|Udemy Business", "prompt": "c183-s5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a general 30-person company, **Udemy Business** usually offers the highest volume-to-cost ratio"}, {"id": "mai-20260917-1752-baseline|c183-s5|alibaba-small|Coursera for Teams", "prompt": "c183-s5", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coursera for Teams (Best for Certifications)... Weaknesses: The pacing is often slower"}, {"id": "mai-20260917-1752-baseline|c183-s5|deepseek-small|TalentLMS", "prompt": "c183-s5", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some platforms frequently recommended for your size include **TalentLMS, iSpring, and Absorb**"}, {"id": "mai-20260917-1752-baseline|c183-s5|deepseek-small|iSpring", "prompt": "c183-s5", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "scale", "raw": "iSpring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "some platforms frequently recommended for your size include **TalentLMS, iSpring, and Absorb**"}, {"id": "mai-20260917-1752-baseline|c183-s5|deepseek-small|Absorb", "prompt": "c183-s5", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "some platforms frequently recommended for your size include **TalentLMS, iSpring, and Absorb**"}, {"id": "mai-20260917-1752-baseline|c183-s5|google-small|Udemy Business", "prompt": "c183-s5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms like **Udemy Business** and **LinkedIn Learning** cap their self-serve \"Team\" tiers at **20 seats**."}, {"id": "mai-20260917-1752-baseline|c183-s5|google-small|LinkedIn Learning", "prompt": "c183-s5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pros:** High employee engagement because certificates link directly to LinkedIn. Excellent soft skills catalog."}, {"id": "mai-20260917-1752-baseline|c183-s5|google-small|Coursera for Business", "prompt": "c183-s5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Option B: Use Coursera for Business.** Coursera's self-serve \"Teams\" plan supports up to 499 users ... allowing you to buy exactly 30 seats online without speaking to a sales representative."}, {"id": "mai-20260917-1752-baseline|c183-s5|google-small|Pluralsight", "prompt": "c183-s5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cons:** Expensive, and completely useless for your non-technical employees (sales, marketing, HR)."}, {"id": "mai-20260917-1752-baseline|c183-s5|google-small|O'Reilly", "prompt": "c183-s5", "model": "google-small", "cat": "online-course-libraries", "variant": "scale", "raw": "O'Reilly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You will want highly technical depth (e.g., **Pluralsight** or **O'Reilly**), which feature hands-on coding sandboxes and labs."}, {"id": "mai-20260917-1752-baseline|c183-s5|meta-small|LinkedIn Learning (formerly Lynda.com)", "prompt": "c183-s5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning (formerly Lynda.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular online course libraries for small businesses include: 1. LinkedIn Learning (formerly Lynda.com)"}, {"id": "mai-20260917-1752-baseline|c183-s5|meta-small|GoSkills", "prompt": "c183-s5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. GoSkills"}, {"id": "mai-20260917-1752-baseline|c183-s5|meta-small|SCORE Academy", "prompt": "c183-s5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "SCORE Academy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. SCORE Academy"}, {"id": "mai-20260917-1752-baseline|c183-s5|meta-small|Toronto Public Library's eLearning platform", "prompt": "c183-s5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Toronto Public Library's eLearning platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Toronto Public Library's eLearning platform"}, {"id": "mai-20260917-1752-baseline|c183-s5|meta-small|Gale Courses", "prompt": "c183-s5", "model": "meta-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Gale Courses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Gale Courses"}, {"id": "mai-20260917-1752-baseline|c183-s5|minimax-small|LinkedIn Learning", "prompt": "c183-s5", "model": "minimax-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LinkedIn Learning** (great general skills)"}, {"id": "mai-20260917-1752-baseline|c183-s5|minimax-small|Udemy Business", "prompt": "c183-s5", "model": "minimax-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Udemy Business** (large library, flexible)"}, {"id": "mai-20260917-1752-baseline|c183-s5|minimax-small|Coursera for Business", "prompt": "c183-s5", "model": "minimax-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Coursera for Business** (including certifications)"}, {"id": "mai-20260917-1752-baseline|c183-s5|minimax-small|Pluralsight", "prompt": "c183-s5", "model": "minimax-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pluralsight** (tech-focused)"}, {"id": "mai-20260917-1752-baseline|c183-s5|minimax-small|GoodHabitz", "prompt": "c183-s5", "model": "minimax-small", "cat": "online-course-libraries", "variant": "scale", "raw": "GoodHabitz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GoodHabitz** (soft skills & wellness)"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|LinkedIn Learning", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular Online Course Libraries to Consider:\n- LinkedIn Learning"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|Udemy for Business", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Udemy for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Udemy for Business"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|Coursera for Business", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|Skillsoft", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Skillsoft"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|Pluralsight", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Pluralsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Pluralsight"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|MasterClass for Business", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "MasterClass for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- MasterClass for Business"}, {"id": "mai-20260917-1752-baseline|c183-s5|mistral-small|edX for Business", "prompt": "c183-s5", "model": "mistral-small", "cat": "online-course-libraries", "variant": "scale", "raw": "edX for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- edX for Business"}, {"id": "mai-20260917-1752-baseline|c183-s5|moonshot-small|TalentLMS", "prompt": "c183-s5", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **TalentLMS** | ~$69–$119/month | Fast setup, plug-and-play |"}, {"id": "mai-20260917-1752-baseline|c183-s5|moonshot-small|GoSkills", "prompt": "c183-s5", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **GoSkills** | Free plan available | Built-in course library + LMS |"}, {"id": "mai-20260917-1752-baseline|c183-s5|moonshot-small|360Learning", "prompt": "c183-s5", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **360Learning** | ~$8/user/month | Collaborative learning |"}, {"id": "mai-20260917-1752-baseline|c183-s5|moonshot-small|Trainual", "prompt": "c183-s5", "model": "moonshot-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Trainual** | Varies | Process documentation + training |"}, {"id": "mai-20260917-1752-baseline|c183-s5|xai-small|LinkedIn Learning", "prompt": "c183-s5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB-friendly options include LinkedIn Learning, Skillsoft Percipio, BizLibrary, TalentLMS (with libraries), or Coursera for Business—request demos."}, {"id": "mai-20260917-1752-baseline|c183-s5|xai-small|Skillsoft Percipio", "prompt": "c183-s5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Skillsoft Percipio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SMB-friendly options include LinkedIn Learning, Skillsoft Percipio, BizLibrary, TalentLMS (with libraries), or Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-s5|xai-small|BizLibrary", "prompt": "c183-s5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "BizLibrary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SMB-friendly options include LinkedIn Learning, Skillsoft Percipio, BizLibrary, TalentLMS (with libraries), or Coursera for Business"}, {"id": "mai-20260917-1752-baseline|c183-s5|xai-small|TalentLMS", "prompt": "c183-s5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TalentLMS (with libraries)"}, {"id": "mai-20260917-1752-baseline|c183-s5|xai-small|Coursera for Business", "prompt": "c183-s5", "model": "xai-small", "cat": "online-course-libraries", "variant": "scale", "raw": "Coursera for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or Coursera for Business—request demos"}, {"id": "mai-20260917-1752-baseline|c183-s6|alibaba-small|Udemy Business", "prompt": "c183-s6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reviews for **Udemy Business** frequently cite outdated material, missing practical/hands-on components, and a lack of standardized quality assurance between courses."}, {"id": "mai-20260917-1752-baseline|c183-s6|alibaba-small|Udemy", "prompt": "c183-s6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "have flagged **Udemy** for displaying artificially inflated original prices that \"always\" drop to a lower sale price, creating a false sense of urgency"}, {"id": "mai-20260917-1752-baseline|c183-s6|alibaba-small|Coursera", "prompt": "c183-s6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Coursera** has faced consumer complaints regarding recurring billing issues"}, {"id": "mai-20260917-1752-baseline|c183-s6|alibaba-small|Coursera for Business", "prompt": "c183-s6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "User feedback for **Coursera for Business** highlights that the sheer volume of choices creates a steep learning curve"}, {"id": "mai-20260917-1752-baseline|c183-s6|alibaba-small|Simplilearn", "prompt": "c183-s6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Simplilearn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Simplilearn** has accumulated significant complaints on the BBB regarding service delivery and resolution times."}, {"id": "mai-20260917-1752-baseline|c183-s6|alibaba-small|Courses Library", "prompt": "c183-s6", "model": "alibaba-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Courses Library", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Smaller aggregators like **Courses Library** have mixed reviews; ... others point to disputes and unresponsiveness regarding account access or refund requests."}, {"id": "mai-20260917-1752-baseline|c183-s6|deepseek-small|MasterClass", "prompt": "c183-s6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "MasterClass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for core skill training... You're paying for entertainment, not training."}, {"id": "mai-20260917-1752-baseline|c183-s6|deepseek-small|Skillshare", "prompt": "c183-s6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillshare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Skip these entirely unless you are running a creative hobby for staff morale"}, {"id": "mai-20260917-1752-baseline|c183-s6|deepseek-small|LinkedIn Learning", "prompt": "c183-s6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with pay-per-seat video libraries (LinkedIn Learning)"}, {"id": "mai-20260917-1752-baseline|c183-s6|deepseek-small|Udemy", "prompt": "c183-s6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with ... post-merger enterprise platforms (Coursera/Udemy)"}, {"id": "mai-20260917-1752-baseline|c183-s6|deepseek-small|Coursera for Business", "prompt": "c183-s6", "model": "deepseek-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Coursera for Business, in particular, charges extra for LMS integration and analytics"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|Coursera for Business", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "approach the following five categories of course libraries with **caution** or **avoid them entirely**... Examples: Coursera for Business, Pluralsight Enterprise, Skillsoft"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|Pluralsight Enterprise", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Pluralsight Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These platforms are built for massive organizations. They often require **high minimum seat purchases**"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|Skillsoft", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Coursera for Business, Pluralsight Enterprise, Skillsoft ... Why to avoid or use caution"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|LinkedIn Learning", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for libraries with \"Team\" plans that have no seat minimums or offer simple per-user, month-to-month pricing (e.g., standard LinkedIn Learning or GoSkills)."}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|GoSkills", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Seek out **microlearning libraries** (like GoSkills or specialized compliance micro-courses)"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|Standard Udemy (Consumer)", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Standard Udemy (Consumer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "anyone can upload a course... There is very little quality control"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|StackSocial bundle libraries", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "StackSocial bundle libraries", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples: Standard Udemy (Consumer), StackSocial bundle libraries ... Why to avoid or use caution"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|Udemy Business", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look into **Udemy Business**, which features a heavily curated, quality-vetted subset of their top courses"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|Standard edX", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Standard edX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Highly Academic/Theoretical Libraries ... they are designed to mimic university-level curricula"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|HSI", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "HSI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "pay slightly more for specialized, interactive microlearning providers (like HSI, ProProfs...)"}, {"id": "mai-20260917-1752-baseline|c183-s6|google-small|ProProfs", "prompt": "c183-s6", "model": "google-small", "cat": "online-course-libraries", "variant": "negative", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "pay slightly more for specialized, interactive microlearning providers (like HSI, ProProfs...)"}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|BizLibrary", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some popular alternatives to BizLibrary, such as LinkedIn Learning, TalentLMS, Litmos, Udemy Business, and Docebo, are considered to be better options."}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|LinkedIn Learning", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as LinkedIn Learning, TalentLMS, Litmos, Udemy Business, and Docebo, are considered to be better options"}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|TalentLMS", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "considered to be better options"}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|Litmos", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered to be better options"}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|Udemy Business", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Udemy Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "considered to be better options"}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|Docebo", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "considered to be better options"}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|GoSkills", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "GoSkills and Coggno are recommended for their ready-made course libraries and ease of use."}, {"id": "mai-20260917-1752-baseline|c183-s6|meta-small|Coggno", "prompt": "c183-s6", "model": "meta-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "GoSkills and Coggno are recommended for their ready-made course libraries and ease of use."}, {"id": "mai-20260917-1752-baseline|c183-s6|minimax-small|LinkedIn Learning", "prompt": "c183-s6", "model": "minimax-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some well-known platforms, like LinkedIn Learning, offer extensive libraries but provide no ability to tailor the content to your company's specific processes"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|Open Sesame", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Open Sesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with \"massive\" or aggregated off-the-shelf online course libraries (e.g., ... aggregators such as Open Sesame or Go1), rather than avoiding them entirely"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|Go1", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Go1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "aggregators such as Open Sesame or Go1), rather than avoiding them entirely. These are popular for employee training but come with notable pitfalls"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|LinkedIn Learning", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bundled Libraries in Enterprise-Focused LMS (e.g., some high-end plans from LinkedIn Learning, Skillsoft) ... Overkill pricing and lock-ins"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|Skillsoft", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some high-end plans from LinkedIn Learning, Skillsoft ... content not tailored for SMBs"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|courseslibrary.com", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "courseslibrary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Potentially Shady or Low-Trust Platforms (e.g., courseslibrary.com) ... Scam Detector rates it low (21/100) for suspicious activity"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|GoSkills", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for curated, SMB-friendly options: Platforms like GoSkills, TalentLMS ... focus on quality over quantity"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|TalentLMS", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like GoSkills, TalentLMS (free tier up to 5 users, $119/mo after), or Thirst"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|Thirst", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Thirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like GoSkills, TalentLMS ... or Thirst—focus on quality over quantity"}, {"id": "mai-20260917-1752-baseline|c183-s6|xai-small|Coursera for Business", "prompt": "c183-s6", "model": "xai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Alternatives: Free/open resources (Coursera for Business free audits, YouTube)"}, {"id": "mai-20260917-1752-baseline|c183-s6|zai-small|Moodle", "prompt": "c183-s6", "model": "zai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Highly customizable platforms (like Moodle) often have steep learning curves, require hosting, security, and update resources"}, {"id": "mai-20260917-1752-baseline|c183-s6|zai-small|BizLibrary", "prompt": "c183-s6", "model": "zai-small", "cat": "online-course-libraries", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Inadequate reporting and inconsistent HRIS integration... Source: G2 reviews for BizLibrary (2026)."}, {"id": "mai-20260917-1752-baseline|c184-l1|alibaba-small|Articulate 360", "prompt": "c184-l1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is widely considered the best overall eLearning authoring tool"}, {"id": "mai-20260917-1752-baseline|c184-l1|alibaba-small|Adobe Captivate", "prompt": "c184-l1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are strictly focused on simulating complex software or hardware interfaces, look at **Adobe Captivate**."}, {"id": "mai-20260917-1752-baseline|c184-l1|alibaba-small|iSpring Suite", "prompt": "c184-l1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Speed Demon: iSpring Suite ... need to convert content into video or interactive courses quickly"}, {"id": "mai-20260917-1752-baseline|c184-l1|anthropic-small|Adobe Captivate", "prompt": "c184-l1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong for interactive simulations and responsive design; excellent for technically sophisticated teams"}, {"id": "mai-20260917-1752-baseline|c184-l1|anthropic-small|Articulate Storyline", "prompt": "c184-l1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate Storyline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Articulate Storyline** combined with a dedicated LMS is often the sweet spot"}, {"id": "mai-20260917-1752-baseline|c184-l1|anthropic-small|Teachable/Kajabi", "prompt": "c184-l1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Teachable/Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Better for course-focused delivery; good for B2B training platforms"}, {"id": "mai-20260917-1752-baseline|c184-l1|anthropic-small|TalentLMS", "prompt": "c184-l1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specifically designed for enterprises; strong on integration and reporting"}, {"id": "mai-20260917-1752-baseline|c184-l1|anthropic-small|SAP SuccessFactors Learning", "prompt": "c184-l1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if already using SAP suite; deeply integrated with HR functions"}, {"id": "mai-20260917-1752-baseline|c184-l1|anthropic-small|Moodle (Enterprise)", "prompt": "c184-l1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Moodle (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lower cost but requires more IT support"}, {"id": "mai-20260917-1752-baseline|c184-l1|challenger-small|Articulate 360", "prompt": "c184-l1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the best overall pick for most enterprise B2B teams"}, {"id": "mai-20260917-1752-baseline|c184-l1|challenger-small|Elucidat", "prompt": "c184-l1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elucidat is the more specialized enterprise option when you have a larger content team"}, {"id": "mai-20260917-1752-baseline|c184-l1|challenger-small|Easygenerator", "prompt": "c184-l1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Easygenerator if subject-matter experts, rather than instructional designers, will create and update most of the content."}, {"id": "mai-20260917-1752-baseline|c184-l1|challenger-small|Adobe Captivate", "prompt": "c184-l1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Adobe Captivate if you need complex simulations or advanced interactivity"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|Articulate 360 (Storyline + Rise)", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360 (Storyline + Rise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Articulate 360 (Storyline + Rise)** is the safest, most popular starting point"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|Elucidat", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for enterprise collaboration & localization* ... go with **Elucidat** or **dominKnow | ONE**"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|dominKnow | ONE", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for large teams needing versatility*"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|Lectora", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for complex branching & accessibility*"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|Adobe Captivate", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for mobile & software simulations* ... Good if you're already in the Adobe ecosystem."}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|iSpring", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Standard training, onboarding, compliance → **Rise**, **Elucidat**, or **iSpring**"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|Mindsmith", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Mindsmith", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "AI-native tools (**Mindsmith**, **Coursebox**) are fast time-to-publish but vary in quality—best for low-stakes content"}, {"id": "mai-20260917-1752-baseline|c184-l1|deepseek-small|Coursebox", "prompt": "c184-l1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Coursebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "fast time-to-publish but vary in quality—best for low-stakes content"}, {"id": "mai-20260917-1752-baseline|c184-l1|google-small|Elucidat", "prompt": "c184-l1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Elucidat** is arguably the best cloud-native option."}, {"id": "mai-20260917-1752-baseline|c184-l1|google-small|dominKnow | ONE", "prompt": "c184-l1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **dominKnow | ONE** for its unmatched content management system."}, {"id": "mai-20260917-1752-baseline|c184-l1|google-small|Articulate 360", "prompt": "c184-l1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Articulate 360** is the market leader."}, {"id": "mai-20260917-1752-baseline|c184-l1|google-small|Easygenerator", "prompt": "c184-l1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Easygenerator** is the top choice."}, {"id": "mai-20260917-1752-baseline|c184-l1|meta-small|Articulate 360", "prompt": "c184-l1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be Articulate 360, as it is considered the safest all-round choice"}, {"id": "mai-20260917-1752-baseline|c184-l1|meta-small|Adobe Captivate", "prompt": "c184-l1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Adobe Captivate for simulations"}, {"id": "mai-20260917-1752-baseline|c184-l1|meta-small|Easygenerator", "prompt": "c184-l1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easygenerator for SME-driven rapid authoring"}, {"id": "mai-20260917-1752-baseline|c184-l1|meta-small|Gomo", "prompt": "c184-l1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Gomo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gomo when multi-language delivery is a key requirement"}, {"id": "mai-20260917-1752-baseline|c184-l1|meta-small|iSpring Suite", "prompt": "c184-l1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering iSpring Suite for converting slides to courses"}, {"id": "mai-20260917-1752-baseline|c184-l1|meta-small|Elucidat", "prompt": "c184-l1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Elucidat for enterprise organizations looking to achieve a range of goals"}, {"id": "mai-20260917-1752-baseline|c184-l1|minimax-small|Articulate 360", "prompt": "c184-l1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is widely recognized as a leading solution for enterprises. It offers robust features, excellent support, and strong integration capabilities."}, {"id": "mai-20260917-1752-baseline|c184-l1|minimax-small|iSpring Suite", "prompt": "c184-l1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is ideal if your primary need is converting PowerPoint slides into engaging courses quickly"}, {"id": "mai-20260917-1752-baseline|c184-l1|minimax-small|Captivate (Adobe)", "prompt": "c184-l1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Captivate (Adobe)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Other notable options** include:\n- Captivate (Adobe)"}, {"id": "mai-20260917-1752-baseline|c184-l1|minimax-small|Lectora", "prompt": "c184-l1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options** include: ... Lectora"}, {"id": "mai-20260917-1752-baseline|c184-l1|minimax-small|Camtasia", "prompt": "c184-l1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Camtasia (for video-based content)"}, {"id": "mai-20260917-1752-baseline|c184-l1|minimax-small|Vyond", "prompt": "c184-l1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Vyond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vyond (for animated videos)"}, {"id": "mai-20260917-1752-baseline|c184-l1|mistral-small|Articulate 360", "prompt": "c184-l1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Articulate 360** and **Intellum Evolve** are the leading options"}, {"id": "mai-20260917-1752-baseline|c184-l1|mistral-small|Intellum Evolve", "prompt": "c184-l1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Intellum Evolve", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Articulate 360** and **Intellum Evolve** are the leading options due to their scalability, advanced features"}, {"id": "mai-20260917-1752-baseline|c184-l1|mistral-small|iSpring Suite", "prompt": "c184-l1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Suite** is ideal if your primary need is converting existing slide decks into interactive courses"}, {"id": "mai-20260917-1752-baseline|c184-l1|moonshot-small|Articulate 360", "prompt": "c184-l1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** if you want the industry standard with the most resources and community support"}, {"id": "mai-20260917-1752-baseline|c184-l1|moonshot-small|Elucidat", "prompt": "c184-l1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Elucidat** if team collaboration, scalability, and ease of use for multiple authors are priorities"}, {"id": "mai-20260917-1752-baseline|c184-l1|moonshot-small|Adobe Captivate", "prompt": "c184-l1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adobe Captivate** if you need software simulations or have budget constraints"}, {"id": "mai-20260917-1752-baseline|c184-l1|moonshot-small|Lectora", "prompt": "c184-l1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lectora** (Best for Accessibility)"}, {"id": "mai-20260917-1752-baseline|c184-l1|openai-small|Articulate 360", "prompt": "c184-l1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around eLearning authoring tool is usually **Articulate 360**"}, {"id": "mai-20260917-1752-baseline|c184-l1|openai-small|Adobe Captivate", "prompt": "c184-l1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need more technical/simulation-heavy training"}, {"id": "mai-20260917-1752-baseline|c184-l1|openai-small|iSpring Suite", "prompt": "c184-l1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team lives in PowerPoint and wants a gentler learning curve"}, {"id": "mai-20260917-1752-baseline|c184-l1|openai-small|Elucidat", "prompt": "c184-l1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth a look for larger enterprise teams that need stronger governance"}, {"id": "mai-20260917-1752-baseline|c184-l1|openai-small|dominKnow", "prompt": "c184-l1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "dominKnow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth a look for larger enterprise teams that need stronger governance"}, {"id": "mai-20260917-1752-baseline|c184-l1|openai-small|Lectora", "prompt": "c184-l1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth a look for larger enterprise teams that need stronger governance"}, {"id": "mai-20260917-1752-baseline|c184-l1|xai-small|Articulate 360", "prompt": "c184-l1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 consistently ranks as the top choice for most enterprise B2B scenarios."}, {"id": "mai-20260917-1752-baseline|c184-l1|xai-small|Adobe Captivate", "prompt": "c184-l1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Adobe Captivate** if your team uses Creative Cloud and needs VR/simulations."}, {"id": "mai-20260917-1752-baseline|c184-l1|xai-small|iSpring Suite", "prompt": "c184-l1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose iSpring** for cost-effective, familiar workflows in mid-large B2B."}, {"id": "mai-20260917-1752-baseline|c184-l1|xai-small|Elucidat", "prompt": "c184-l1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Elucidat** for pure cloud scale and non-designers (higher cost, enterprise-heavy reviews)."}, {"id": "mai-20260917-1752-baseline|c184-l1|xai-small|Easygenerator", "prompt": "c184-l1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Easygenerator** | Subject matter experts (SMEs)    | AI authoring, team editing"}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|Articulate 360", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is generally the safest \"all-rounder\" for large B2B enterprises that need fast, consistent, and trackable courses."}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|Adobe Captivate", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adobe Captivate** and **iSpring Suite AI** excel when you need deep interactivity or PowerPoint-centric authoring."}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|iSpring Suite AI", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excel when you need deep interactivity or PowerPoint-centric authoring"}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|Easygenerator", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choices for teams prioritizing **collaboration, video, or an integrated LMS**"}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|D2L Brightspace Lumi", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "D2L Brightspace Lumi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated LMS reduces integration friction, WCAG-AA compliance, AI-first content creation."}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|Colossyan", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Colossyan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-driven video generation, lightweight interactivity, SSO & analytics."}, {"id": "mai-20260917-1752-baseline|c184-l1|zai-small|Dominknow", "prompt": "c184-l1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Dominknow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Dominknow** (or any LCMS) is ideal if you must manage **massive content libraries** with reuse across many audiences."}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|Articulate 360", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 (Top Recommendation) ... It is the industry standard for corporate training."}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|Adobe Captivate", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A powerful alternative to Articulate, especially if you have complex software simulations or VR/AR requirements."}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|DominKnow | ONE", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "DominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Authoring: Articulate 360 (for flexibility and quality) + DominKnow ONE (if you need rapid volume publishing)."}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|Docebo", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LMS: Docebo (for AI-driven scalability and integration)."}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|Cornerstone OnDemand", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A heavyweight in the HR tech space, often integrated with broader talent management suites"}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|TalentLMS", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "their enterprise tier offers significant scale and customization"}, {"id": "mai-20260917-1752-baseline|c184-l2|alibaba-small|LearnUpon", "prompt": "c184-l2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "many modern platforms (like LearnUpon or TalentLMS) offer both lightweight authoring tools and hosting"}, {"id": "mai-20260917-1752-baseline|c184-l2|anthropic-small|Cornerstone OnDemand", "prompt": "c184-l2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cornerstone OnDemand** - Purpose-built for enterprise learning with robust features for managing large-scale training programs"}, {"id": "mai-20260917-1752-baseline|c184-l2|anthropic-small|SAP SuccessFactors Learning", "prompt": "c184-l2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for enterprise environments, offering comprehensive learning management with strong analytics"}, {"id": "mai-20260917-1752-baseline|c184-l2|anthropic-small|Docebo", "prompt": "c184-l2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern, AI-powered LMS that scales well for large organizations"}, {"id": "mai-20260917-1752-baseline|c184-l2|anthropic-small|Skillsoft", "prompt": "c184-l2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specializes in enterprise learning with a large content library"}, {"id": "mai-20260917-1752-baseline|c184-l2|anthropic-small|LinkedIn Learning", "prompt": "c184-l2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though more content-focused than custom course building"}, {"id": "mai-20260917-1752-baseline|c184-l2|anthropic-small|Blackboard Learn", "prompt": "c184-l2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Blackboard Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-grade platform with strong customization options and institutional support for large deployments"}, {"id": "mai-20260917-1752-baseline|c184-l2|challenger-small|Docebo", "prompt": "c184-l2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "it would be **Docebo** for the learning platform layer"}, {"id": "mai-20260917-1752-baseline|c184-l2|challenger-small|LearnUpon", "prompt": "c184-l2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you need **enterprise delivery**, multi-portal or extended-enterprise training"}, {"id": "mai-20260917-1752-baseline|c184-l2|challenger-small|Articulate 360", "prompt": "c184-l2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Articulate 360** is the safest enterprise-grade choice for thousands of employees because it is described as the industry standard for large enterprises"}, {"id": "mai-20260917-1752-baseline|c184-l2|challenger-small|iSpring LMS", "prompt": "c184-l2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong option if you want an **enterprise LMS plus authoring workflow** in one ecosystem"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|Docebo", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** is widely considered the leading enterprise learning platform for large organizations, and it's my primary recommendation"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|Cornerstone OnDemand", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "shortlisting it against **Cornerstone** (if you want tight HR/talent integration)"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|SAP Litmos", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy enterprises | Fast deployment, large course library, strong compliance tracking"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|D2L Brightspace", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "D2L Brightspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**D2L Brightspace** (if ease-of-use and accessibility are top priorities)"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|CYPHER Learning", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "10,000+ employee organizations | AI-powered automation and global scalability"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|Valamis", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Valamis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built-in authoring studio and analytics in one platform"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|360Learning", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Peer-led / collaborative learning | Engages your whole company as co-authors"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|Articulate 360 (Rise 360 + Storyline)", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360 (Rise 360 + Storyline)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "some enterprises pair an LMS with a powerful standalone authoring tool like **Articulate 360 (Rise 360 + Storyline)**"}, {"id": "mai-20260917-1752-baseline|c184-l2|deepseek-small|iSpring Suite", "prompt": "c184-l2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **iSpring Suite**. Just budget for both licenses and the integration effort."}, {"id": "mai-20260917-1752-baseline|c184-l2|google-small|Articulate 360 (Rise 360 & Storyline 360)", "prompt": "c184-l2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360 (Rise 360 & Storyline 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Overall industry standard and versatile course design... Articulate 360 is the most widely used tool in corporate L&D.of tools"}, {"id": "mai-20260917-1752-baseline|c184-l2|google-small|Elucidat", "prompt": "c184-l2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Elucidat if you have a massive global footprint and need local teams to translate and edit courses"}, {"id": "mai-20260917-1752-baseline|c184-l2|google-small|dominKnow | ONE", "prompt": "c184-l2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Complex B2B software training and single-source publishing."}, {"id": "mai-20260917-1752-baseline|c184-l2|google-small|CYPHER Learning", "prompt": "c184-l2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with CYPHER Learning if your internal training needs are outpacing your L&D headcount"}, {"id": "mai-20260917-1752-baseline|c184-l2|google-small|Docebo (featuring Docebo Shape)", "prompt": "c184-l2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo (featuring Docebo Shape)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Docebo or Thinkific Plus if you want a complete ecosystem"}, {"id": "mai-20260917-1752-baseline|c184-l2|google-small|Thinkific Plus", "prompt": "c184-l2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Thinkific Plus is designed exactly for this"}, {"id": "mai-20260917-1752-baseline|c184-l2|meta-small|TalentLMS", "prompt": "c184-l2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS - positions itself as one of the best course creation platforms for businesses focused on corporate training and B2B sales."}, {"id": "mai-20260917-1752-baseline|c184-l2|meta-small|Articulate 360 (Storyline and Rise)", "prompt": "c184-l2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360 (Storyline and Rise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Articulate 360 (Storyline and Rise) - for versatile, high-end interactivity."}, {"id": "mai-20260917-1752-baseline|c184-l2|meta-small|Adobe Captivate", "prompt": "c184-l2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adobe Captivate - for software simulations."}, {"id": "mai-20260917-1752-baseline|c184-l2|meta-small|iSpring Suite", "prompt": "c184-l2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iSpring Suite - for rapid PowerPoint-to-SCORM conversion."}, {"id": "mai-20260917-1752-baseline|c184-l2|meta-small|Coursebox AI", "prompt": "c184-l2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Coursebox AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coursebox AI - turns slides, documents, and videos into full training modules with assessments, certificates, branded delivery"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|Articulate 360", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Articulate 360** as the top choice for a large B2B company"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|Adobe Captivate", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Industry-standard for e-learning development"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|Thinkific", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thinkific** (for course creation + hosting)"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|Teachable", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar to Thinkific - Good for B2B companies"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|LearnWorlds", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong interactive learning features"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|Cornerstone", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "one or two LMS platforms (like **Cornerstone** or **SAP SuccessFactors**)"}, {"id": "mai-20260917-1752-baseline|c184-l2|minimax-small|SAP SuccessFactors", "prompt": "c184-l2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "one or two LMS platforms (like **Cornerstone** or **SAP SuccessFactors**)"}, {"id": "mai-20260917-1752-baseline|c184-l2|mistral-small|Articulate 360 (Storyline & Rise)", "prompt": "c184-l2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360 (Storyline & Rise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** and **TalentLMS** are the most widely recommended due to their scalability, enterprise features"}, {"id": "mai-20260917-1752-baseline|c184-l2|mistral-small|Adobe Captivate", "prompt": "c184-l2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for software simulations and responsive eLearning."}, {"id": "mai-20260917-1752-baseline|c184-l2|mistral-small|iSpring Suite", "prompt": "c184-l2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses PowerPoint, **iSpring Suite** could be a more immediate and cost-effective solution."}, {"id": "mai-20260917-1752-baseline|c184-l2|mistral-small|TalentLMS", "prompt": "c184-l2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Articulate 360** and **TalentLMS** are the most widely recommended"}, {"id": "mai-20260917-1752-baseline|c184-l2|mistral-small|Coursebox AI", "prompt": "c184-l2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Coursebox AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AI-driven automation and compliance, **Coursebox AI** is a strong modern alternative."}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|Articulate 360", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Combo: Articulate 360 + Docebo or Cornerstone OnDemand**"}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|iSpring Suite", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Suite** (authoring) + **SAP Litmos** (LMS) — lower cost while maintaining enterprise-grade delivery"}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|Adobe Captivate", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Consideration:** Steeper learning curve; best for technical training needs"}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|Docebo", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Docebo** excels at AI-powered learning with strong enterprise scalability"}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|Cornerstone OnDemand", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cornerstone** is ideal if you want learning tightly integrated with performance management"}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|SAP Litmos", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**iSpring Suite** (authoring) + **SAP Litmos** (LMS) — lower cost"}, {"id": "mai-20260917-1752-baseline|c184-l2|moonshot-small|Absorb LMS", "prompt": "c184-l2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Absorb LMS** | Mid-to-large enterprise | ~$14,400+/yr | High user satisfaction (4.6/5)"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|Articulate 360", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Articulate 360** as the safest default choice for course creation"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|iSpring Suite", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if your team is very PowerPoint-centric and wants quick conversion from existing decks"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|dominKnow", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "dominKnow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you need stronger template-based collaboration"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|Evolve", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Evolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you need stronger template-based collaboration, modular content reuse"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|Elucidat", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "dominKnow / Evolve / Elucidat-style tools — worth considering"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|Absorb", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An LMS with built-in authoring, like Absorb or 360Learning — better if you want course creation tightly integrated with delivery"}, {"id": "mai-20260917-1752-baseline|c184-l2|openai-small|360Learning", "prompt": "c184-l2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want **authoring plus learning delivery in one platform**: **Absorb LMS** or **360Learning**"}, {"id": "mai-20260917-1752-baseline|c184-l2|xai-small|Docebo", "prompt": "c184-l2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Docebo or Cornerstone OnDemand as top enterprise-grade Learning Management Systems"}, {"id": "mai-20260917-1752-baseline|c184-l2|xai-small|Cornerstone OnDemand", "prompt": "c184-l2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strong Alternative: **Cornerstone OnDemand**... Extreme scalability"}, {"id": "mai-20260917-1752-baseline|c184-l2|xai-small|Articulate 360", "prompt": "c184-l2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Standalone tools like Articulate 360 excel at interactive eLearning authoring ... but lack built-in delivery, tracking, compliance reporting"}, {"id": "mai-20260917-1752-baseline|c184-l2|xai-small|SAP Litmos", "prompt": "c184-l2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick compliance/onboarding | Fortune 1000 like Adidas; 37 languages ... Less AI/modern personalization"}, {"id": "mai-20260917-1752-baseline|c184-l2|xai-small|Absorb LMS", "prompt": "c184-l2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Responsive, all-use cases | Mid-to-large enterprises | Fully responsive builder"}, {"id": "mai-20260917-1752-baseline|c184-l2|xai-small|360Learning", "prompt": "c184-l2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Newer, less battle-tested at 10K+"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|Docebo", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo — Best overall for large, multi‑audience enterprises"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|Absorb LMS", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb LMS — Strong enterprise architecture and compliance"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|Cornerstone OnDemand (Cornerstone Galaxy)", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone OnDemand (Cornerstone Galaxy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep HCM/LX integration"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|SAP Litmos", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP Litmos — Focus on compliance and rapid deployment"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|360Learning", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "360Learning — Collaborative, AI‑driven, multi‑audience"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|Moodle Workplace", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations with strict data sovereignty, on‑premises requirements"}, {"id": "mai-20260917-1752-baseline|c184-l2|zai-small|Skilljar", "prompt": "c184-l2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Companies whose primary need is training customers and partners, not internal employees."}, {"id": "mai-20260917-1752-baseline|c184-l3|anthropic-small|Articulate 360", "prompt": "c184-l3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the #1 e-learning platform for creating workplace training with AI-enhanced authoring and simplified collaboration"}, {"id": "mai-20260917-1752-baseline|c184-l3|anthropic-small|Elucidat", "prompt": "c184-l3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elucidat stands out for speed and scale"}, {"id": "mai-20260917-1752-baseline|c184-l3|anthropic-small|Adobe Captivate", "prompt": "c184-l3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specializes in simulations and software training"}, {"id": "mai-20260917-1752-baseline|c184-l3|anthropic-small|Easygenerator", "prompt": "c184-l3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built for enterprise-scale distributed content creation"}, {"id": "mai-20260917-1752-baseline|c184-l3|anthropic-small|iSpring Suite AI", "prompt": "c184-l3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PowerPoint-based eLearning authoring software designed for rapid course development"}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|MadCap Flare", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **MadCap Flare** if you need deep technical documentation with heavy reuse."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Adobe RoboHelp", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Adobe RoboHelp** if you want mature help-authoring for knowledge bases and policy content."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Paligo", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Paligo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Paligo** if localization and component content management are central."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Author-it", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Author-it", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Author-it** if your documentation program needs strict governance and approvals."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|ClickHelp", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "ClickHelp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **ClickHelp** if you want a cloud documentation portal with collaboration."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Articulate 360", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Industry-standard course authoring with **Storyline 360** for interactivity and **Rise 360** for responsive course creation."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Elucidat", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Elucidat** if you need enterprise L&D at global scale with strong brand control."}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Writer", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Writer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise-oriented AI/content tools like Writer or Acrolinx emphasize control, review, and compliance, though those latter tools are more about workflow and governance than authoring itself"}, {"id": "mai-20260917-1752-baseline|c184-l3|challenger-small|Acrolinx", "prompt": "c184-l3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Acrolinx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools like Writer or Acrolinx emphasize control, review, and compliance, though those latter tools are more about workflow and governance than authoring itself"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|Articulate 360 (Storyline 360 + Rise 360)", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360 (Storyline 360 + Rise 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** remains the safest default for most corporate teams (best mix of breadth and usability)"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|Adobe Captivate", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adobe Captivate** wins on price and software simulations."}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|Lectora (ELB Learning)", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora (ELB Learning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lectora** wins on accessibility and localization."}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|Elucidat", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Elucidat** and **dominKnow | ONE** are the real \"enterprise-grade\" picks"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|dominKnow | ONE", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the real \"enterprise-grade\" picks when you need governance, collaboration, and content reuse at scale"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|Easygenerator", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Easygenerator** is the rising choice for enabling non-designers to generate training content with AI"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|360Learning", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-based with integrated collaboration tools and AI-assisted course creation (quote-based pricing)"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|iSpring Suite", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "limited in advanced triggers/variables and complex branching compared to Storyline"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|H5P", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "the leading free/open-source HTML5 framework with no license fee"}, {"id": "mai-20260917-1752-baseline|c184-l3|deepseek-small|Camtasia", "prompt": "c184-l3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "screen/webcam recording with AI video editing, best for video-centric training"}, {"id": "mai-20260917-1752-baseline|c184-l3|google-small|Articulate 360 (Storyline 360 & Rise 360)", "prompt": "c184-l3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360 (Storyline 360 & Rise 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the undisputed industry standard for corporate L&D teams."}, {"id": "mai-20260917-1752-baseline|c184-l3|google-small|Adobe Captivate", "prompt": "c184-l3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Adobe Captivate** if software simulations, screen recording, and system training are your primary training outputs."}, {"id": "mai-20260917-1752-baseline|c184-l3|google-small|Create by Confirm (formerly Elucidat)", "prompt": "c184-l3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Create by Confirm (formerly Elucidat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-native, template-driven enterprise giant... unmatched centralized governance"}, {"id": "mai-20260917-1752-baseline|c184-l3|google-small|dominKnow | ONE", "prompt": "c184-l3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Outstanding **single-source authoring**"}, {"id": "mai-20260917-1752-baseline|c184-l3|google-small|Lectora (by ELB Learning)", "prompt": "c184-l3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora (by ELB Learning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The absolute gold standard for **accessibility (WCAG/Section 508 compliance)**"}, {"id": "mai-20260917-1752-baseline|c184-l3|google-small|Easygenerator", "prompt": "c184-l3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Easygenerator** if your L&D strategy is to democratize creation"}, {"id": "mai-20260917-1752-baseline|c184-l3|meta-small|Adobe RoboHelp", "prompt": "c184-l3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Adobe RoboHelp is best for enterprise authoring with a mature pedigree"}, {"id": "mai-20260917-1752-baseline|c184-l3|meta-small|HelpNDoc", "prompt": "c184-l3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HelpNDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HelpNDoc is ideal for broad export formats on a budget"}, {"id": "mai-20260917-1752-baseline|c184-l3|meta-small|MadCap Flare", "prompt": "c184-l3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MadCap Flare is known for its structured authoring depth"}, {"id": "mai-20260917-1752-baseline|c184-l3|meta-small|Intellum Evolve", "prompt": "c184-l3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Intellum Evolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intellum Evolve is suitable for enterprise teams needing authoring connected to delivery"}, {"id": "mai-20260917-1752-baseline|c184-l3|meta-small|Elucidat", "prompt": "c184-l3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Elucidat is apt for large enterprises needing high-scale brand governance and localized compliance"}, {"id": "mai-20260917-1752-baseline|c184-l3|minimax-small|Articulate 360", "prompt": "c184-l3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is the industry standard, while **Adobe Captivate** offers good value with VR capabilities."}, {"id": "mai-20260917-1752-baseline|c184-l3|minimax-small|Adobe Captivate", "prompt": "c184-l3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adobe Captivate** offers strong VR/AR capabilities and is more affordable but has a steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c184-l3|minimax-small|Elucidat", "prompt": "c184-l3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Elucidat** | Enterprise-scale rapid authoring | From $1,650/year"}, {"id": "mai-20260917-1752-baseline|c184-l3|minimax-small|Easygenerator", "prompt": "c184-l3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Easygenerator** | Subject-matter expert authoring at scale"}, {"id": "mai-20260917-1752-baseline|c184-l3|minimax-small|iSpring Suite", "prompt": "c184-l3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**iSpring Suite** is ideal for teams already using PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-l3|minimax-small|H5P", "prompt": "c184-l3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**H5P** is the best free option with decent interactivity but lacks advanced enterprise features."}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|MadCap Flare", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Technical documentation, policy content, and large-scale single-source publishing."}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|Articulate 360", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Articulate 360 and Adobe Captivate are leaders for interactive e-learning and simulations, with Articulate being more user-friendly"}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|Adobe Captivate", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Powerful simulation and VR capabilities... More complex than Articulate, suited for experienced designers."}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|iSpring Suite", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for PowerPoint-centric teams needing rapid conversion to e-learning"}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|dominKnow ONE", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises needing an all-in-one LCMS"}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|Composica", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Composica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less mature than dominKnow or MadCap but highly rated for team workflows."}, {"id": "mai-20260917-1752-baseline|c184-l3|mistral-small|Author-it", "prompt": "c184-l3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Author-it", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stands out for AI-ready, structured content and compliance-driven workflows"}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|Articulate 360", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Articulate 360** if budget allows and you need the most versatile solution."}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|Adobe Captivate", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Adobe Captivate** for VR/AR or budget constraints."}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|dominKnow | ONE", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **dominKnow** or **Elucidat** for large teams prioritizing collaboration and content reuse at scale."}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|Elucidat", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **dominKnow** or **Elucidat** for large teams prioritizing collaboration and content reuse at scale."}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|Gomo Learning", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Gomo Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trade-off: Slower for rapid builds; no AI support currently"}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|Lectora (Inspire/Online)", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora (Inspire/Online)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Power users who want maximum control"}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|iSpring Suite", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Trade-off: Windows-only; limited compared to full authoring suites"}, {"id": "mai-20260917-1752-baseline|c184-l3|moonshot-small|Easygenerator", "prompt": "c184-l3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Articulate and Adobe are leading; Easygenerator is AI-native"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|Articulate 360", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** — best all-around default"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|iSpring Suite", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Suite** — if your team is PowerPoint-heavy"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|Easygenerator", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Easygenerator** — if SMEs need to author without much training"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|Lectora", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lectora / Captivate** — if you need advanced interactions or simulations"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|dominKnow", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**dominKnow / Elucidat** — if governance, collaboration, or localization are the top priorities"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|Adobe Captivate", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often chosen for **software simulation and screen-based training**"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|Elucidat", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for **multi-language content** and centralized brand control"}, {"id": "mai-20260917-1752-baseline|c184-l3|openai-small|360Learning", "prompt": "c184-l3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "they’re more learning platforms with authoring features than pure authoring suites"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|Articulate 360", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 tops most eLearning lists (e.g., G2 4.7/5)"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|Adobe Captivate", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simulations, VR/AR, responsive interactions | Timeline-based editing, software sims"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|iSpring Suite", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PowerPoint integration, quick quizzes/simulations, affordable"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|Lectora", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strict WCAG support, full control over interactions | Dated UI, complex setup"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|Elucidat", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Elucidat shines for 100+ authors with analytics/approvals"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|dominKnow ONE", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Responsive multi-mode publishing, localization | Smaller community"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|MadCap Flare", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "MadCap Flare for tech docs (G2 4.4/5)"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|Adobe RoboHelp", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "RoboHelp for quicker web/help outputs"}, {"id": "mai-20260917-1752-baseline|c184-l3|xai-small|Adobe FrameMaker", "prompt": "c184-l3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe FrameMaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "XML/DITA support, long docs | Less modern UI"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Adobe RoboHelp", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mature pedigree, strong conditional-content processing, tight Adobe ecosystem"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|MadCap Flare", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best-in-class topic-based reuse, conditional variants"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|HelpNDoc", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HelpNDoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "One-time purchase, broad export formats, low learning curve"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|oXygen", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "oXygen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep XML control, integrates with CCMS, but requires technical expertise."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|XMetaL", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "XMetaL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DITA-XML Tools (e.g., oXygen, XMetaL)"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Author-it", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Author-it", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Long-standing CCMS with 25+ years in structured authoring"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Storyblok", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Storyblok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leader badge on G2, API-first, content-model-first"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Sanity", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Real-time collaboration, flexible schema, strong editorial tools"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|CoreMedia", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "CoreMedia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High-scale, enterprise-grade workflows, supports multi-language and multi-site deployments."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Articulate 360", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Industry benchmark for interactivity, AI-enhanced authoring, deep LMS integration (SCORM/xAPI), large template library."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|iSpring Suite", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Seamless PowerPoint integration, affordable per-seat pricing, strong export to LMS."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Adobe Captivate", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Timeline-based editing, built-in screen recording, advanced interactivity, SCORM/xAPI support."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Lectora", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Strong accessibility features, drag-and-drop authoring, integration with LMS."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Compozer", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Compozer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Simplified authoring for non-technical teams, built-in quizzes."}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|H5P", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Open-source, lightweight, integrates with LMS and CMS"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Synthesia", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Synthesia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Fast, no-camera video creation, AI-generated B-roll"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|ActivePresenter", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "ActivePresenter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Combines high-fidelity screen capture with a full video editor"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Camtasia", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Industry-standard for software demos, easy timeline"}, {"id": "mai-20260917-1752-baseline|c184-l3|zai-small|Colossyan", "prompt": "c184-l3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Colossyan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Focus on rapid course video creation, AI-enhanced interactivity, LMS export."}, {"id": "mai-20260917-1752-baseline|c184-l4|alibaba-small|Adobe Captivate", "prompt": "c184-l4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Adobe Captivate if you want a \"Set it and forget it\" permanent license with no recurring costs."}, {"id": "mai-20260917-1752-baseline|c184-l4|alibaba-small|Articulate 360", "prompt": "c184-l4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Articulate 360 if you prioritize speed and collaboration and have a larger budget"}, {"id": "mai-20260917-1752-baseline|c184-l4|alibaba-small|iSpring Suite", "prompt": "c184-l4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose iSpring Suite if you want the lowest Total Cost of Ownership"}, {"id": "mai-20260917-1752-baseline|c184-l4|alibaba-small|DominKnow ONE", "prompt": "c184-l4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "DominKnow ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies wanting a modern, \"app-like\" experience that requires minimal IT support."}, {"id": "mai-20260917-1752-baseline|c184-l4|anthropic-small|Elucidat", "prompt": "c184-l4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Elucidat**"}, {"id": "mai-20260917-1752-baseline|c184-l4|anthropic-small|Articulate 360", "prompt": "c184-l4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Articulate 360 is the most expensive option, which could make total costs less predictable at scale."}, {"id": "mai-20260917-1752-baseline|c184-l4|anthropic-small|iSpring Suite", "prompt": "c184-l4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offering more predictable per-user costs than Articulate 360"}, {"id": "mai-20260917-1752-baseline|c184-l4|challenger-small|Easygenerator", "prompt": "c184-l4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Easygenerator’s enterprise plan**"}, {"id": "mai-20260917-1752-baseline|c184-l4|challenger-small|Articulate 360", "prompt": "c184-l4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is **less predictable at scale** because it is priced per user/author per year"}, {"id": "mai-20260917-1752-baseline|c184-l4|deepseek-small|Easygenerator", "prompt": "c184-l4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easygenerator** is the standout choice: it prices **per author, not per learner**"}, {"id": "mai-20260917-1752-baseline|c184-l4|deepseek-small|dominKnow | ONE", "prompt": "c184-l4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**dominKnow | ONE** is the close runner-up"}, {"id": "mai-20260917-1752-baseline|c184-l4|deepseek-small|Articulate 360", "prompt": "c184-l4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but note it's typically a *desktop-heavy* tool and per-seat cost adds up if you have many authors"}, {"id": "mai-20260917-1752-baseline|c184-l4|deepseek-small|Articulate Frontline", "prompt": "c184-l4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Frontline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Articulate's \"**Frontline**\" is billed as a credit bundle with **unlimited seats**"}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|Articulate 360 (Storyline 360 + Rise 360)", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360 (Storyline 360 + Rise 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed corporate standard. ... Highly predictable."}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|Adobe Captivate", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The professional-grade, budget-friendly alternative."}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|dominKnow | ONE", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-based, collaborative authoring system designed specifically for large enterprise teams."}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|Elucidat", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "paying a standard $1,400+ per-seat license (like Articulate or Elucidat) will quickly result in a million-dollar software bill"}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|Easygenerator (Enterprise Tier)", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise Plan is specifically sold on a custom, flat-rate quote that includes unlimited authors"}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|Adapt Framework / Adapt Builder (Open-Source)", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Framework / Adapt Builder (Open-Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$0 in licensing fees ... The Catch: It requires technical setup"}, {"id": "mai-20260917-1752-baseline|c184-l4|google-small|H5P", "prompt": "c184-l4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "your licensing fee is $0, regardless of user counts"}, {"id": "mai-20260917-1752-baseline|c184-l4|meta-small|Articulate 360", "prompt": "c184-l4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best eLearning authoring tool for a large company that needs predictable total cost across thousands of users is Articulate 360."}, {"id": "mai-20260917-1752-baseline|c184-l4|meta-small|iSpring Suite", "prompt": "c184-l4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option is iSpring Suite, which is a strong PowerPoint-based alternative"}, {"id": "mai-20260917-1752-baseline|c184-l4|meta-small|Elucidat", "prompt": "c184-l4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elucidat is also a good option for large, collaborative enterprise teams"}, {"id": "mai-20260917-1752-baseline|c184-l4|minimax-small|Easygenerator Enterprise", "prompt": "c184-l4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easygenerator Enterprise** if you want a true flat fee with unlimited authors"}, {"id": "mai-20260917-1752-baseline|c184-l4|minimax-small|dominKnow ONE", "prompt": "c184-l4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "dominKnow ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**dominKnow ONE** if you need advanced content management and are comfortable with per-author pricing"}, {"id": "mai-20260917-1752-baseline|c184-l4|minimax-small|Articulate 360", "prompt": "c184-l4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Industry standard with excellent support - Consider if you need the full Storyline + Rise suite"}, {"id": "mai-20260917-1752-baseline|c184-l4|mistral-small|Articulate 360", "prompt": "c184-l4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is typically the top choice"}, {"id": "mai-20260917-1752-baseline|c184-l4|mistral-small|Elucidat", "prompt": "c184-l4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize rapid authoring at scale and are open to a slightly higher per-user cost, **Elucidat** is also excellent."}, {"id": "mai-20260917-1752-baseline|c184-l4|moonshot-small|dominKnow | ONE", "prompt": "c184-l4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "dominKnow | ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **dominKnow | ONE** (Enterprise tier)"}, {"id": "mai-20260917-1752-baseline|c184-l4|moonshot-small|Easygenerator Enterprise", "prompt": "c184-l4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Worth Considering: **Easygenerator Enterprise**"}, {"id": "mai-20260917-1752-baseline|c184-l4|moonshot-small|Articulate 360", "prompt": "c184-l4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools to Avoid for Your Use Case ... gets expensive fast with many authors"}, {"id": "mai-20260917-1752-baseline|c184-l4|moonshot-small|Elucidat", "prompt": "c184-l4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to Avoid for Your Use Case ... $1,650/user/year minimum, quote-based for 50+ users"}, {"id": "mai-20260917-1752-baseline|c184-l4|moonshot-small|Adobe Captivate", "prompt": "c184-l4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Per-user subscription model doesn't scale predictably"}, {"id": "mai-20260917-1752-baseline|c184-l4|openai-small|Adobe Captivate", "prompt": "c184-l4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Adobe Captivate with an enterprise agreement (ETLA)**"}, {"id": "mai-20260917-1752-baseline|c184-l4|openai-small|Articulate 360", "prompt": "c184-l4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "priced **per user/year** and has published per-license pricing, which can get expensive fast as headcount grows"}, {"id": "mai-20260917-1752-baseline|c184-l4|xai-small|Easygenerator", "prompt": "c184-l4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Easygenerator or Articulate 360 (Frontline plan) stand out as the best options"}, {"id": "mai-20260917-1752-baseline|c184-l4|xai-small|Articulate 360 (Frontline plan)", "prompt": "c184-l4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360 (Frontline plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Articulate 360 if needing full suite (Storyline interactivity + Rise responsive) or Frontline for unlimited creators"}, {"id": "mai-20260917-1752-baseline|c184-l4|xai-small|Adobe Captivate", "prompt": "c184-l4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per author subscription; volume discounts | ~$34/mo/user"}, {"id": "mai-20260917-1752-baseline|c184-l4|xai-small|Elucidat", "prompt": "c184-l4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for L&D teams but seats scale linearly."}, {"id": "mai-20260917-1752-baseline|c184-l4|xai-small|iSpring", "prompt": "c184-l4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives like iSpring (~$970/author/yr) similar but desktop-focused."}, {"id": "mai-20260917-1752-baseline|c184-l4|zai-small|dominKnow ONE", "prompt": "c184-l4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "dominKnow ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**dominKnow ONE** is the best elearning authoring tool."}, {"id": "mai-20260917-1752-baseline|c184-l4|zai-small|Elucidat", "prompt": "c184-l4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Pros: It is a leader in the enterprise space"}, {"id": "mai-20260917-1752-baseline|c184-l4|zai-small|Gomo Learning", "prompt": "c184-l4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Gomo Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Because it is priced per user, licensing thousands of learners would be prohibitively expensive."}, {"id": "mai-20260917-1752-baseline|c184-l4|zai-small|360Learning", "prompt": "c184-l4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid (The \"Per Learner\" Trap) ... **360Learning:** Publicly states it is priced at **$8 per user per month**"}, {"id": "mai-20260917-1752-baseline|c184-l4|zai-small|Skilljar", "prompt": "c184-l4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Skilljar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... **Skilljar:** Publicly states it is priced on **active users**"}, {"id": "mai-20260917-1752-baseline|c184-l5|google-small|Articulate 360", "prompt": "c184-l5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 (Teams/Enterprise): The industry standard. They hold SOC 2 Type II, ISO 27001, ISO 27701, and are FedRAMP authorized."}, {"id": "mai-20260917-1752-baseline|c184-l5|google-small|Elucidat", "prompt": "c184-l5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elucidat: Specifically built for large-scale enterprise collaboration. They are ISO 27001 certified, deeply compliant"}, {"id": "mai-20260917-1752-baseline|c184-l5|google-small|dominKnow | ONE", "prompt": "c184-l5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An extremely powerful, highly secure authoring system favored by government agencies and large corporations."}, {"id": "mai-20260917-1752-baseline|c184-l5|google-small|Easygenerator (Enterprise)", "prompt": "c184-l5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you want non-specialist employees (SMEs) to easily author content."}, {"id": "mai-20260917-1752-baseline|c184-l5|meta-small|Mindsmith", "prompt": "c184-l5", "model": "meta-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include Mindsmith, Elucidat, Articulate 360, and dominKnow | ONE"}, {"id": "mai-20260917-1752-baseline|c184-l5|meta-small|Elucidat", "prompt": "c184-l5", "model": "meta-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include Mindsmith, Elucidat, Articulate 360, and dominKnow | ONE"}, {"id": "mai-20260917-1752-baseline|c184-l5|meta-small|Articulate 360", "prompt": "c184-l5", "model": "meta-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include Mindsmith, Elucidat, Articulate 360, and dominKnow | ONE"}, {"id": "mai-20260917-1752-baseline|c184-l5|meta-small|dominKnow | ONE", "prompt": "c184-l5", "model": "meta-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "dominKnow | ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "all of which offer features such as SSO, SOC 2 compliance, and enterprise-grade security"}, {"id": "mai-20260917-1752-baseline|c184-l5|minimax-small|Mindsmith", "prompt": "c184-l5", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **Mindsmith** and **Sana Learn** explicitly market SOC 2 compliance and SSO for enterprise"}, {"id": "mai-20260917-1752-baseline|c184-l5|minimax-small|Sana Learn", "prompt": "c184-l5", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Sana Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like **Mindsmith** and **Sana Learn** explicitly market SOC 2 compliance and SSO for enterprise"}, {"id": "mai-20260917-1752-baseline|c184-l5|minimax-small|Articulate ( Rise 360)", "prompt": "c184-l5", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate ( Rise 360)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Articulate ( Rise 360) is widely used but you'll need to verify enterprise SSO details directly."}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Elucidat", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Elucidat** | Cloud-native, scale authoring with governance | Strong on collaboration and templating; enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Gomo", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Gomo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-native tools (e.g., Elucidat, Gomo, dominKnow | ONE, Mindsmith) enable real-time co-authoring"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|dominKnow | ONE", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Structured enterprise content + knowledge bases | SOC 2 Type II, SSO, strong governance features"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Mindsmith", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-accelerated content creation | Vet AI data privacy closely; good for rapid production"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Articulate Storyline", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Storyline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Articulate 360** (Storyline + Rise) | Maximum authoring flexibility | Market leader; desktop-heavy but has cloud review; strong SCORM/xAPI"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Adobe Captivate", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex simulations/software training | Steep learning curve; robust output options"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Sana", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If evaluating AI-native tools (e.g., Mindsmith, Sana, Colossyan), ask about data privacy for AI training inputs"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|Colossyan", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Colossyan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-accelerated content creation | Vet AI data privacy closely"}, {"id": "mai-20260917-1752-baseline|c184-l5|moonshot-small|iSpring Suite", "prompt": "c184-l5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PowerPoint-heavy organizations | Easy ramp-up; publishes SCORM/xAPI"}, {"id": "mai-20260917-1752-baseline|c184-l5|xai-small|Articulate Rise 360", "prompt": "c184-l5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate Rise 360** | Intuitive, responsive, AI features. | SSO/SAML, SOC 2 Type II, SCORM/xAPI."}, {"id": "mai-20260917-1752-baseline|c184-l5|xai-small|Elucidat", "prompt": "c184-l5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Elucidat** | Collaborative, scale-focused. | SSO/MFA/RBAC, SOC 2/ISO 27001/GDPR."}, {"id": "mai-20260917-1752-baseline|c184-l5|xai-small|Adapt Learning", "prompt": "c184-l5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adapt Learning** | Custom interactions, open-source roots. | Enterprise SSO, SOC 2."}, {"id": "mai-20260917-1752-baseline|c184-l5|xai-small|Gomo", "prompt": "c184-l5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Gomo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gomo** | High-volume teams. | SSO, SOC 2."}, {"id": "mai-20260917-1752-baseline|c184-l5|xai-small|isEazy", "prompt": "c184-l5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "isEazy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**isEazy** / **Lectora** | Robust exports. | SSO tiers, SOC 2 equiv."}, {"id": "mai-20260917-1752-baseline|c184-l5|xai-small|Lectora", "prompt": "c184-l5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**isEazy** / **Lectora** | Robust exports. | SSO tiers, SOC 2 equiv."}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|iSpring Suite", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**iSpring Suite** *(Use with caution)*"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Easygenerator", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "*(Avoid for high-compliance needs)* ... often lack the deep **enterprise-grade security certifications**"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|ProProfs Training Maker", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Easygenerator / ProProfs Training Maker** *(Avoid for high-compliance needs)*"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Lectora", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Lectora:** Also has a steep learning curve and its interface can feel outdated."}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Adobe Captivate", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Adobe Captivate:** Has a **steep learning curve** ... Captivate is a poor choice."}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Gomo Learning", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Gomo Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Using it comes with **vendor risk**: if the company struggles financially, your training content becomes hostage."}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|dominKnow", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its **rigid container-based layout** system can be frustrating for creative designers"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|PowerPoint (Standalone) + Basic Conversion Plugins", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "PowerPoint (Standalone) + Basic Conversion Plugins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why Avoid:** ... exporting PPT to SCORM/xAPI often results in **broken interactions**"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Coursebox", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Coursebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pure AI-First Authoring Platforms (e.g., Coursebox ...) ... **Why Be Cautious:** ... security red flag"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Articulate 360", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "stick to the proven enterprise leaders ... **Articulate 360** (industry standard, though costly and Windows-heavy)"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|Elucidat", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Elucidat** (strong cloud/collaboration focus)"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|RapidFire Tools", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "RapidFire Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**RapidFire Tools** or **LimeJump** (if budget is a constraint but some governance is still needed)"}, {"id": "mai-20260917-1752-baseline|c184-l6|alibaba-small|LimeJump", "prompt": "c184-l6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "LimeJump", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**RapidFire Tools** or **LimeJump** (if budget is a constraint but some governance is still needed)"}, {"id": "mai-20260917-1752-baseline|c184-l6|anthropic-small|Elucidat", "prompt": "c184-l6", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Elucidat falls short in interactivity depth—you cannot build Storyline-level branching scenarios or custom simulations"}, {"id": "mai-20260917-1752-baseline|c184-l6|anthropic-small|Storyline", "prompt": "c184-l6", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you cannot build Storyline-level branching scenarios or custom simulations"}, {"id": "mai-20260917-1752-baseline|c184-l6|anthropic-small|Adobe", "prompt": "c184-l6", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Adobe has moved aggressively toward a subscription-only model (approximately $33.99/month), which adds up quickly"}, {"id": "mai-20260917-1752-baseline|c184-l6|challenger-small|Elucidat", "prompt": "c184-l6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "solo creators and small teams should skip Elucidat because they would be paying enterprise prices for capabilities they may not use"}, {"id": "mai-20260917-1752-baseline|c184-l6|challenger-small|Google Drive", "prompt": "c184-l6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Google Drive or SharePoint are fast, but they can create governance and discoverability problems at large scale"}, {"id": "mai-20260917-1752-baseline|c184-l6|challenger-small|SharePoint", "prompt": "c184-l6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Google Drive or SharePoint are fast, but they can create governance and discoverability problems at large scale"}, {"id": "mai-20260917-1752-baseline|c184-l6|challenger-small|MadCap Flare", "prompt": "c184-l6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "MadCap Flare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy help authoring tools like MadCap Flare are powerful, but one source notes they can require 2 to 4 weeks of ramp-up"}, {"id": "mai-20260917-1752-baseline|c184-l6|deepseek-small|MadCap Flare", "prompt": "c184-l6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "MadCap Flare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy tools like **MadCap Flare** and similar proprietary HTML-based HATs carry structural concerns"}, {"id": "mai-20260917-1752-baseline|c184-l6|deepseek-small|Articulate Storyline (and the broader Articulate 360)", "prompt": "c184-l6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Storyline (and the broader Articulate 360)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's less about \"avoid\" and more about understanding the **lock-in ratchet**"}, {"id": "mai-20260917-1752-baseline|c184-l6|deepseek-small|Adobe Captivate", "prompt": "c184-l6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like **Articulate Storyline ...** and **Adobe Captivate** are industry staples, so it's less about \"avoid\" and more about understanding the **lock-in ratchet**"}, {"id": "mai-20260917-1752-baseline|c184-l6|deepseek-small|SAP Enable Now", "prompt": "c184-l6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "SAP Enable Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "moving toward end of supported lifecycle; new-contract restrictions and maintenance endpoints are closing"}, {"id": "mai-20260917-1752-baseline|c184-l6|deepseek-small|Atlassian Confluence Data Center", "prompt": "c184-l6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Atlassian Confluence Data Center", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "being discontinued by March 2029 (read-only mode); unpatched software creates ISO 27001/KRITIS compliance risks"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Articulate Storyline", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Storyline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprises must be highly cautious about over-relying on **Storyline 360** (desktop)... The Verdict: Use caution."}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Rise 360", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Rise 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "versus its cloud-based counterpart, **Rise 360**"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Elucidat", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern, cloud-native enterprise tools (like Elucidat, dominKnow, or Evolve)"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|dominKnow", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modern, cloud-native enterprise tools (like Elucidat, dominKnow, or Evolve)"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Evolve", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Evolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern, cloud-native enterprise tools (like Elucidat, dominKnow, or Evolve)"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Adobe Captivate", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid or approach with extreme caution... the current state of Adobe Captivate poses a high risk of technical debt."}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Docebo", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "such as Docebo, Cornerstone, or 360Learning—come with native, built-in course builders... The Verdict: Avoid for core, high-value corporate training."}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Cornerstone", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "such as Docebo, Cornerstone, or 360Learning—come with native, built-in course builders... The Verdict: Avoid for core, high-value corporate training."}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|360Learning", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "such as Docebo, Cornerstone, or 360Learning—come with native, built-in course builders... The Verdict: Avoid for core, high-value corporate training."}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|H5P", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Free, Open-Source, or Community-Driven Tools (e.g., H5P, Adapt)... The Verdict: Avoid"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Adapt", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adapt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Free, Open-Source, or Community-Driven Tools (e.g., H5P, Adapt)... The Verdict: Avoid"}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Easygenerator", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Hyper-Simplified, SMB-Focused SaaS Builders (e.g., Easygenerator, Coassemble)... The Verdict: Use with caution."}, {"id": "mai-20260917-1752-baseline|c184-l6|google-small|Coassemble", "prompt": "c184-l6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Hyper-Simplified, SMB-Focused SaaS Builders (e.g., Easygenerator, Coassemble)... The Verdict: Use with caution."}, {"id": "mai-20260917-1752-baseline|c184-l6|moonshot-small|ChatGPT", "prompt": "c184-l6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples:** Free versions of ChatGPT, consumer-grade AI copilots... These tools often train on user data by default, creating serious intellectual property and data privacy risks"}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|Bubble", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Bubble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious of **citizen-developer tools** (e.g., many LCNC like Bubble, Airtable in heavy use, or unvetted no-code builders)"}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|Airtable", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious of **citizen-developer tools** (e.g., many LCNC like Bubble, Airtable in heavy use"}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|Google Drive", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Simple document tools for enterprise CMS** (e.g., pure Google Drive/SharePoint authoring): Lacks governance, discoverability, and multichannel support."}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|SharePoint", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "(e.g., pure Google Drive/SharePoint authoring): Lacks governance, discoverability, and multichannel support."}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|Articulate 360", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Enterprises thrive with tools like Articulate 360, Adobe Captivate, or enterprise CMS ... that offer proven scalability and support"}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|Adobe Captivate", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Enterprises thrive with tools like Articulate 360, Adobe Captivate"}, {"id": "mai-20260917-1752-baseline|c184-l6|xai-small|Adobe Experience Manager", "prompt": "c184-l6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise CMS (e.g., Adobe Experience Manager) that offer proven scalability and support"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Microsoft Word", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Microsoft Word", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Unstable past 100 pages; formatting breaks"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Google Docs", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Docs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Not designed for complex technical content, code blocks, or cross-references"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Confluence", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Confluence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Document-first, not content-first; scaling requires heavy customization"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|MadCap Flare", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "MadCap Flare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "advanced XML transformation needs can exceed native pipeline"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Adobe RoboHelp", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy Help Authoring Tools (HATs)**\n**Be cautious if"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Author-it", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Author-it", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Common legacy HATs include... Author-it"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Articulate Storyline", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Storyline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use standalone authoring tools (Articulate Storyline, Adobe Captivate, Elucidat, Rise 360)"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Adobe Captivate", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use standalone authoring tools (Articulate Storyline, Adobe Captivate, Elucidat, Rise 360)"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Elucidat", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use standalone authoring tools (Articulate Storyline, Adobe Captivate, Elucidat, Rise 360)"}, {"id": "mai-20260917-1752-baseline|c184-l6|zai-small|Rise 360", "prompt": "c184-l6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use standalone authoring tools (Articulate Storyline, Adobe Captivate, Elucidat, Rise 360)"}, {"id": "mai-20260917-1752-baseline|c184-m1|alibaba-small|Articulate 360", "prompt": "c184-m1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is generally considered the best all-around choice"}, {"id": "mai-20260917-1752-baseline|c184-m1|alibaba-small|iSpring Suite", "prompt": "c184-m1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The PowerPoint Powerhouse (Best for Marketing/Sales)"}, {"id": "mai-20260917-1752-baseline|c184-m1|alibaba-small|Adobe Captivate", "prompt": "c184-m1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "industry leader for software simulation training"}, {"id": "mai-20260917-1752-baseline|c184-m1|alibaba-small|Elucidat", "prompt": "c184-m1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Agile/Web-Based Choice (Best for Scaling)"}, {"id": "mai-20260917-1752-baseline|c184-m1|anthropic-small|Articulate 360", "prompt": "c184-m1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the #1 e-learning platform for creating workplace training, with AI-enhanced authoring and simplified collaboration."}, {"id": "mai-20260917-1752-baseline|c184-m1|anthropic-small|Adobe Captivate", "prompt": "c184-m1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Adobe Captivate for software simulations"}, {"id": "mai-20260917-1752-baseline|c184-m1|anthropic-small|iSpring Suite", "prompt": "c184-m1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iSpring Suite AI has emerged as a highly practical and scalable solution"}, {"id": "mai-20260917-1752-baseline|c184-m1|anthropic-small|Parta.io", "prompt": "c184-m1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Parta.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Parta.io is a productivity-focused eLearning authoring platform designed specifically for collaborative team workflows"}, {"id": "mai-20260917-1752-baseline|c184-m1|challenger-small|Articulate 360", "prompt": "c184-m1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Articulate 360**"}, {"id": "mai-20260917-1752-baseline|c184-m1|challenger-small|Easygenerator", "prompt": "c184-m1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Easygenerator** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c184-m1|challenger-small|Adobe Captivate", "prompt": "c184-m1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simulation-heavy or highly technical interactive training|**Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-m1|challenger-small|iSpring Suite", "prompt": "c184-m1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PowerPoint-based workflow and lower friction adoption|**iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|Articulate 360", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is the leading pick for its versatility"}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|iSpring Suite", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**iSpring Suite** is the best value play for PowerPoint-based teams"}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|Adobe Captivate", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adobe Captivate — Best for Software Simulations"}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|iSpring Learn", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Native LMS Authoring (e.g., iSpring Learn, 360Learning, D2L Creator+)"}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|360Learning", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**360Learning** is specifically designed for mid-size/enterprise collaborative learning and is AI-powered."}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|D2L Creator+", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "D2L Creator+", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native LMS Authoring (e.g., iSpring Learn, 360Learning, D2L Creator+)"}, {"id": "mai-20260917-1752-baseline|c184-m1|deepseek-small|Simplitrain", "prompt": "c184-m1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Simplitrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "only a few platforms (iSpring Learn, Simplitrain, 360Learning, etc.) include *meaningful* native authoring"}, {"id": "mai-20260917-1752-baseline|c184-m1|google-small|Articulate 360", "prompt": "c184-m1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall & Industry Standard: **Articulate 360** ... the undisputed market leader"}, {"id": "mai-20260917-1752-baseline|c184-m1|google-small|Easygenerator", "prompt": "c184-m1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SME-Led & Rapid Authoring: **Easygenerator** ... Easygenerator is the best choice."}, {"id": "mai-20260917-1752-baseline|c184-m1|google-small|dominKnow | ONE", "prompt": "c184-m1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SaaS/B2B Software Simulation: **dominKnow | ONE** ... is highly rated."}, {"id": "mai-20260917-1752-baseline|c184-m1|google-small|Elucidat", "prompt": "c184-m1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Elucidat is a powerful, enterprise-grade cloud tool that fits this need beautifully."}, {"id": "mai-20260917-1752-baseline|c184-m1|google-small|iSpring Suite", "prompt": "c184-m1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for PowerPoint-Heavy Teams: **iSpring Suite** ... iSpring is the ideal tool."}, {"id": "mai-20260917-1752-baseline|c184-m1|meta-small|Absorb LMS", "prompt": "c184-m1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb LMS - a highly-rated LMS that is ideal for mid-market and enterprise teams managing compliance, multi-audience training, and branded learning portals."}, {"id": "mai-20260917-1752-baseline|c184-m1|meta-small|Litmos", "prompt": "c184-m1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Litmos - a popular eLearning authoring tool that is suitable for mid-market and enterprise teams delivering compliance training"}, {"id": "mai-20260917-1752-baseline|c184-m1|minimax-small|Articulate 360", "prompt": "c184-m1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "then moving to **Articulate 360** if you need more advanced interactivity"}, {"id": "mai-20260917-1752-baseline|c184-m1|minimax-small|Adobe Captivate", "prompt": "c184-m1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **iSpring Suite** (budget-conscious) or **Adobe Captivate** (best value for features)"}, {"id": "mai-20260917-1752-baseline|c184-m1|minimax-small|iSpring Suite", "prompt": "c184-m1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **iSpring Suite** (budget-conscious) or **Adobe Captivate** (best value for features)"}, {"id": "mai-20260917-1752-baseline|c184-m1|minimax-small|Easygenerator", "prompt": "c184-m1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** SME self-authoring at scale"}, {"id": "mai-20260917-1752-baseline|c184-m1|minimax-small|ActivePresenter", "prompt": "c184-m1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "ActivePresenter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** Mid-market organizations wanting perpetual licensing"}, {"id": "mai-20260917-1752-baseline|c184-m1|mistral-small|ActivePresenter Pro", "prompt": "c184-m1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "ActivePresenter Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ActivePresenter Pro** stands out for its balance of advanced features, cost efficiency, and suitability for software training."}, {"id": "mai-20260917-1752-baseline|c184-m1|mistral-small|Articulate 360", "prompt": "c184-m1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Articulate 360** is a strong alternative if you prioritize ease of use and a broad feature set"}, {"id": "mai-20260917-1752-baseline|c184-m1|mistral-small|iSpring Suite", "prompt": "c184-m1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your team primarily converts existing slide decks into interactive courses."}, {"id": "mai-20260917-1752-baseline|c184-m1|mistral-small|Gomo Learning", "prompt": "c184-m1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Gomo Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good choice for teams that need flexibility and built-in engagement features"}, {"id": "mai-20260917-1752-baseline|c184-m1|moonshot-small|iSpring Suite Max", "prompt": "c184-m1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite Max", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **iSpring Suite Max**"}, {"id": "mai-20260917-1752-baseline|c184-m1|moonshot-small|Adobe Captivate", "prompt": "c184-m1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-m1|moonshot-small|Articulate 360", "prompt": "c184-m1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many reviewers call this \"overkill\" for mid-market teams and cite cost as the #1 reason to switch to alternatives"}, {"id": "mai-20260917-1752-baseline|c184-m1|moonshot-small|Easygenerator", "prompt": "c184-m1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams wanting AI-assisted authoring; browser-based, no installation"}, {"id": "mai-20260917-1752-baseline|c184-m1|moonshot-small|Elucidat", "prompt": "c184-m1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong brand control, centralized templates, multi-author collaboration"}, {"id": "mai-20260917-1752-baseline|c184-m1|openai-small|Articulate 360", "prompt": "c184-m1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Articulate 360**—specifically **Rise 360 + Storyline 360**"}, {"id": "mai-20260917-1752-baseline|c184-m1|openai-small|Adobe Captivate", "prompt": "c184-m1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if your priority is **software simulations**... generally less friendly for quick team adoption"}, {"id": "mai-20260917-1752-baseline|c184-m1|openai-small|iSpring Suite", "prompt": "c184-m1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your team is **PowerPoint-centric** and wants a simpler, lower-friction workflow"}, {"id": "mai-20260917-1752-baseline|c184-m1|openai-small|Elucidat", "prompt": "c184-m1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you need **large-scale governance, localization, or enterprise content ops**"}, {"id": "mai-20260917-1752-baseline|c184-m1|openai-small|Lectora", "prompt": "c184-m1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you need **large-scale governance, localization, or enterprise content ops**"}, {"id": "mai-20260917-1752-baseline|c184-m1|xai-small|Articulate 360 (Storyline 360 + Rise 360)", "prompt": "c184-m1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360 (Storyline 360 + Rise 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Articulate 360** if your team has instructional designers and budget allows—it's the gold standard for B2B quality."}, {"id": "mai-20260917-1752-baseline|c184-m1|xai-small|iSpring Suite", "prompt": "c184-m1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose iSpring Suite** for the best balance of cost, ease, and features in mid-market"}, {"id": "mai-20260917-1752-baseline|c184-m1|xai-small|Adobe Captivate", "prompt": "c184-m1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strong Alternative for Interactivity on a Budget**"}, {"id": "mai-20260917-1752-baseline|c184-m1|xai-small|Easygenerator", "prompt": "c184-m1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Other notables**: Easygenerator (cloud collab, AI for scale)"}, {"id": "mai-20260917-1752-baseline|c184-m1|xai-small|dominKnow ONE", "prompt": "c184-m1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "dominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dominKnow ONE (multi-author)"}, {"id": "mai-20260917-1752-baseline|c184-m1|xai-small|Elucidat", "prompt": "c184-m1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Elucidat (enterprise-scale, pricier at $1,650+)"}, {"id": "mai-20260917-1752-baseline|c184-m1|zai-small|Articulate 360", "prompt": "c184-m1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid‑Market B2B: Articulate 360 – It's the industry default for a reason"}, {"id": "mai-20260917-1752-baseline|c184-m1|zai-small|Adobe Captivate", "prompt": "c184-m1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value with Professional Output: Adobe Captivate"}, {"id": "mai-20260917-1752-baseline|c184-m1|zai-small|Easygenerator", "prompt": "c184-m1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMEs authoring at scale with AI assistance | Easygenerator"}, {"id": "mai-20260917-1752-baseline|c184-m1|zai-small|Rise 360", "prompt": "c184-m1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Rapid, Non‑ID Authoring: Rise 360"}, {"id": "mai-20260917-1752-baseline|c184-m1|zai-small|360Learning", "prompt": "c184-m1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Collaborative, social learning platform | 360Learning"}, {"id": "mai-20260917-1752-baseline|c184-m1|zai-small|iSpring Suite", "prompt": "c184-m1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast authoring inside PowerPoint | iSpring Suite"}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Teachable", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many businesses confuse \"course builders\" (like Teachable or Thinkific) with actual B2B training software."}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Thinkific", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many businesses confuse \"course builders\" (like Teachable or Thinkific) with actual B2B training software."}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|TalentLMS", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **TalentLMS** for deployment and **iSpring** (or Articulate) for creation."}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Absorb LMS", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Absorb is the industry leader for user experience... It is on the pricier side"}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Articulate 360", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "for creating the curriculum itself, this is the gold standard"}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Moodle", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you upload the finished file into an LMS (like Moodle, Cornerstone, or even SharePoint)"}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Cornerstone", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Docebu or Cornerstone are often multi-year enterprise contracts."}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|iSpring Suite", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Alternative:** **iSpring Suite**... Start with TalentLMS for deployment and **iSpring** (or Articulate) for creation."}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Microsoft Viva Learning", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Microsoft Viva Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The Best if You Are Already on Microsoft Office 365"}, {"id": "mai-20260917-1752-baseline|c184-m2|alibaba-small|Docebu", "prompt": "c184-m2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Docebu or Cornerstone are often multi-year enterprise contracts."}, {"id": "mai-20260917-1752-baseline|c184-m2|anthropic-small|LearnWorlds", "prompt": "c184-m2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for B2B: **LearnWorlds**"}, {"id": "mai-20260917-1752-baseline|c184-m2|anthropic-small|Thinkific", "prompt": "c184-m2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Thinkific**"}, {"id": "mai-20260917-1752-baseline|c184-m2|anthropic-small|Kajabi", "prompt": "c184-m2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kajabi is useful if you want an all-in-one business platform"}, {"id": "mai-20260917-1752-baseline|c184-m2|challenger-small|Absorb LMS", "prompt": "c184-m2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want my single recommendation without more constraints: **Absorb LMS** for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c184-m2|challenger-small|ProProfs Training Maker", "prompt": "c184-m2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ProProfs Training Maker** is the other top contender"}, {"id": "mai-20260917-1752-baseline|c184-m2|challenger-small|LearnDash", "prompt": "c184-m2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company needs a highly customizable setup with sales and certification workflows"}, {"id": "mai-20260917-1752-baseline|c184-m2|challenger-small|Thinkific", "prompt": "c184-m2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you also care about creating and selling courses with a simpler business-facing platform"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|360Learning", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My single recommendation:** For most mid-sized B2B companies, I'd start with **360Learning** if it's mainly internal training"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|LearnUpon", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnUpon** (paired with Articulate 360 or iSpring) if you're also training customers and partners"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|Articulate 360", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a standalone professional authoring tool \\u2014 **Articulate 360** ... The industry standard (Storyline + Rise 360)"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|iSpring Suite", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cheaper alternatives:** **iSpring Suite** (~$970/yr) if your team lives in PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|TalentLMS", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best value / quickest to launch \\u2014 **TalentLMS** ... The catch for mid-size:** A hard ceiling on advanced features"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|Adobe Captivate", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Adobe Captivate** (~$408/yr) for software-simulation training"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|Docebo", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Docebo, at ~$25K+/yr with long timelines, is often overkill here"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|LearnWorlds", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "an all-in-one (360Learning, TalentLMS, LearnWorlds, Continu) avoids integration complexity"}, {"id": "mai-20260917-1752-baseline|c184-m2|deepseek-small|Continu", "prompt": "c184-m2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "an all-in-one (360Learning, TalentLMS, LearnWorlds, Continu) avoids integration complexity"}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|Articulate 360 (Rise 360 & Storyline 360)", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360 (Rise 360 & Storyline 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the most widely used eLearning suite in the corporate world."}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|Elucidat", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Elucidat is an excellent choice. It is a cloud-based tool that excels at teamwork and version control."}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|WorkRamp", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "WorkRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your goal is to train clients to increase software retention (Customer Success), WorkRamp is the premier choice."}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|Docebo", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise Scalability & AI Features"}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|TalentLMS", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value & Quick Implementation"}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|LearnWorlds", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LearnWorlds** or **Absorb LMS** are top choices for B2B eCommerce."}, {"id": "mai-20260917-1752-baseline|c184-m2|google-small|Absorb LMS", "prompt": "c184-m2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**LearnWorlds** or **Absorb LMS** are top choices for B2B eCommerce."}, {"id": "mai-20260917-1752-baseline|c184-m2|meta-small|ProProfs Training Maker", "prompt": "c184-m2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend ProProfs Training Maker as a course creation software for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c184-m2|meta-small|Articulate", "prompt": "c184-m2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Articulate is also a good option as it is a comprehensive course authoring suite"}, {"id": "mai-20260917-1752-baseline|c184-m2|minimax-small|LearnUpon", "prompt": "c184-m2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **LearnUpon** or **TalentLMS** as they balance features, pricing, and B2B-specific functionality well."}, {"id": "mai-20260917-1752-baseline|c184-m2|minimax-small|iSpring Suite", "prompt": "c184-m2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-powered authoring tool that works within PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-m2|minimax-small|TalentLMS", "prompt": "c184-m2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **LearnUpon** or **TalentLMS** as they balance features, pricing, and B2B-specific functionality well."}, {"id": "mai-20260917-1752-baseline|c184-m2|minimax-small|Docebo", "prompt": "c184-m2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-level but scales well for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c184-m2|mistral-small|Absorb LMS", "prompt": "c184-m2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb LMS and Litmos are excellent for comprehensive training needs, especially compliance and multi-audience training."}, {"id": "mai-20260917-1752-baseline|c184-m2|mistral-small|Litmos", "prompt": "c184-m2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Absorb LMS and Litmos are excellent for comprehensive training needs"}, {"id": "mai-20260917-1752-baseline|c184-m2|mistral-small|iSpring Suite", "prompt": "c184-m2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iSpring Suite is ideal if you want a PowerPoint-based, user-friendly authoring tool with AI features."}, {"id": "mai-20260917-1752-baseline|c184-m2|mistral-small|LearnUpon", "prompt": "c184-m2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LearnUpon is a great fit if you need robust support for external audiences."}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|360Learning", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-market employee training: 360Learning"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|Academy of Mine", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for B2B customer/partner academies: Academy of Mine"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|TalentLMS", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value & fastest deployment: TalentLMS"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|iSpring LMS", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for blended learning: iSpring LMS"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|Articulate 360", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry standard: Articulate 360 ... this is the gold standard"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|Workademy", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Workademy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TalentLMS or Workademy (~\\u20ac325/mo for up to 750 users)"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|Absorb LMS", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Academy of Mine or Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|GoSkills", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TalentLMS or GoSkills"}, {"id": "mai-20260917-1752-baseline|c184-m2|moonshot-small|SAP Litmos", "prompt": "c184-m2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Compliance-heavy industries | SAP Litmos or Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c184-m2|openai-small|Articulate 360", "prompt": "c184-m2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Articulate 360** as the default choice."}, {"id": "mai-20260917-1752-baseline|c184-m2|openai-small|Adobe Captivate", "prompt": "c184-m2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Captivate is a credible alternative"}, {"id": "mai-20260917-1752-baseline|c184-m2|xai-small|TalentLMS", "prompt": "c184-m2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** as the top course creation software overall"}, {"id": "mai-20260917-1752-baseline|c184-m2|xai-small|LearnUpon", "prompt": "c184-m2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Multi-client portals"}, {"id": "mai-20260917-1752-baseline|c184-m2|xai-small|Absorb LMS", "prompt": "c184-m2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy or AI-personalized training ... great for mid-to-enterprise but longer setup"}, {"id": "mai-20260917-1752-baseline|c184-m2|xai-small|Articulate 360", "prompt": "c184-m2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#1 for interactive courses (Rise/Storyline); Not a full LMS—export to others. Ideal if design is priority."}, {"id": "mai-20260917-1752-baseline|c184-m2|zai-small|LearnUpon", "prompt": "c184-m2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **LearnUpon**"}, {"id": "mai-20260917-1752-baseline|c184-m2|zai-small|360Learning", "prompt": "c184-m2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Runner-Up: **360Learning**"}, {"id": "mai-20260917-1752-baseline|c184-m2|zai-small|TalentLMS", "prompt": "c184-m2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Budget-Friendly Option: **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c184-m2|zai-small|iSpring Learn", "prompt": "c184-m2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "## Specialized Option: **iSpring Learn**"}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|Articulate 360", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most corporate trainers: Start with **Articulate 360**."}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|Adobe Captivate", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For developers/IT needing sims: Use **Adobe Captivate**."}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|H5P", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "On a tight budget/open source: Use **H5P** (if you have a CMS)"}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|iSpring Suite", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iSpring Suite** (if you live in PowerPoint)"}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|MadCap Flare", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For technical manuals/help docs: Use **MadCap Flare**."}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|Synthesia", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Synthesia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "To avoid recording videos: Use **Synthesia** or **HeyGen** for avatar-driven content."}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|HeyGen", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HeyGen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**HeyGen** is known for high-quality voice cloning and video translation."}, {"id": "mai-20260917-1752-baseline|c184-m3|alibaba-small|D-ID", "prompt": "c184-m3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "D-ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Synthesia / HeyGen / D-ID"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Articulate 360", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the #1 e-learning platform for creating workplace training, offering AI-enhanced authoring and simplified collaboration"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Rise 360", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rise 360 is rapid and templated with limited custom xAPI capabilities"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Easygenerator", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easygenerator prioritizes SME-first speed with SCORM/xAPI support and a built-in LRS"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Storyline 360", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Storyline 360 offers full control and custom xAPI but is slower and specialist-friendly"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Adobe Captivate", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adobe Captivate is strong for software simulations with xAPI support via LMS/LRS"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Coursebox", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Coursebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coursebox can produce a structured course draft in minutes from documents, videos, or URLs"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|Lectora", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lectora is ideal for regulated industries and serves learners with disabilities"}, {"id": "mai-20260917-1752-baseline|c184-m3|anthropic-small|iSpring Suite", "prompt": "c184-m3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "PowerPoint-based tools like iSpring Suite suit trainers and subject-matter experts who need to create quickly"}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Articulate Storyline 360", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most flexible for branching, triggers, and custom interactions; steep learning curve."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Articulate Rise 360", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Much easier and faster to build, but with less design freedom and simpler interactions."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Adobe Captivate", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for software simulations and advanced interactivity, but less beginner-friendly."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|iSpring Suite", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you already work in PowerPoint and want quick LMS-ready output."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Easygenerator", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very easy to use and collaborative, but lighter on advanced interactivity."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Scrivener", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Scrivener", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for organizing large writing projects, not for course interactivity."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Google Docs", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Google Docs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for real-time coauthoring and accessibility, but weak for advanced structuring."}, {"id": "mai-20260917-1752-baseline|c184-m3|challenger-small|Atticus", "prompt": "c184-m3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Atticus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good all-in-one option for drafting and book formatting, especially for self-publishing."}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Articulate 360 (Storyline + Rise)", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360 (Storyline + Rise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise standard, offering two complementary tools... For complex, interactive corporate training → Articulate Storyline 360."}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Adobe Captivate", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Software simulation training and high-level interactivity. Downside: Steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Camtasia (TechSmith)", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia (TechSmith)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For software/how-to videos → Camtasia."}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|iSpring Suite", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For PowerPoint-native teams → iSpring Suite."}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Lectora", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A desktop suite offering deep control and powerful branching/scenario building"}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Elucidat", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud platforms (Rise, Elucidat, Easygenerator, dominKnow ONE): Browser-based"}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Easygenerator", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Beginner-friendly: iSpring, Rise, Camtasia, Easygenerator."}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|dominKnow ONE", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud platforms (Rise, Elucidat, Easygenerator, dominKnow ONE)"}, {"id": "mai-20260917-1752-baseline|c184-m3|deepseek-small|Synthesia", "prompt": "c184-m3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Synthesia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Video-first: Camtasia, Synthesia (screen recordings, AI avatars, tutorials)."}, {"id": "mai-20260917-1752-baseline|c184-m3|google-small|Articulate 360 (Storyline 360 & Rise 360)", "prompt": "c184-m3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360 (Storyline 360 & Rise 360)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate is the most dominant player in corporate eLearning... Choose **Articulate 360** if you have the budget and need a tool that can \"do anything,\""}, {"id": "mai-20260917-1752-baseline|c184-m3|google-small|Adobe Captivate", "prompt": "c184-m3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Adobe Captivate** if you primarily build training on how to use technical software"}, {"id": "mai-20260917-1752-baseline|c184-m3|google-small|iSpring Suite", "prompt": "c184-m3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **iSpring Suite** if your team is comfortable with PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-m3|google-small|Elucidat", "prompt": "c184-m3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Easygenerator** or **Elucidat** if you have multiple people ... collaborating on web-responsive courses"}, {"id": "mai-20260917-1752-baseline|c184-m3|google-small|Easygenerator", "prompt": "c184-m3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Easygenerator** or **Elucidat** if you have multiple people (especially non-designers)"}, {"id": "mai-20260917-1752-baseline|c184-m3|google-small|H5P", "prompt": "c184-m3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** K-12 and Higher Education, non-profits, and budget-conscious creators."}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|MadCap Flare", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top authoring tools include MadCap Flare, iSpring Suite, H5P, Articulate Rise 360"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|iSpring Suite", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top authoring tools include MadCap Flare, iSpring Suite, H5P"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|H5P", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "iSpring Suite, H5P, Articulate Rise 360"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Articulate Rise 360", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Rise 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Articulate Rise 360, Articulate Storyline 360"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Articulate Storyline 360", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Articulate Storyline 360, Synthesia"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Synthesia", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Synthesia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Synthesia, Camtasia, Adobe Captivate"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Camtasia", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Camtasia, Adobe Captivate, Genially"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Adobe Captivate", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adobe Captivate, Genially, and Compozer"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Genially", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Genially", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Genially, and Compozer"}, {"id": "mai-20260917-1752-baseline|c184-m3|meta-small|Compozer", "prompt": "c184-m3", "model": "meta-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Compozer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Genially, and Compozer"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|MadCap Flare", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**MadCap Flare** stands out when the goal is **technical documentation** that also needs to be delivered as learning content."}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|Composica", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Composica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Highly interactive, branching scenarios for enterprise learning"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|H5P", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need a free/open-source solution** | **H5P** (plus a WordPress or Moodle LMS)"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|Articulate 360", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Articulate 360** (especially **Storyline 360**) remains the most versatile, \"industry-default\" choice for professional designers"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|Adobe Captivate", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prefer a desktop tool but don't want to pay Articulate prices** | **Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|dominKnow ONE", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need enterprise-scale collaboration & multi-device delivery** | **dominKnow ONE**"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|iSpring Suite", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Want the cheapest \"PowerPoint-to-e-learning\" route** | **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|Raptivity", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Raptivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Just need quick quizzes or interactive videos** | **Raptivity** or **H5P**"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|Adapt", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adapt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**H5P** and **Adapt** are the only *free* options that still deliver decent interactivity"}, {"id": "mai-20260917-1752-baseline|c184-m3|minimax-small|Easygenerator", "prompt": "c184-m3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Are a non-technical subject-matter expert who wants AI help** | **Easygenerator**"}, {"id": "mai-20260917-1752-baseline|c184-m3|mistral-small|Articulate Storyline", "prompt": "c184-m3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Known for its PowerPoint-like interface and powerful interactivity."}, {"id": "mai-20260917-1752-baseline|c184-m3|mistral-small|Adobe Captivate", "prompt": "c184-m3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers advanced features like VR project support, responsive design, and strong multimedia integration."}, {"id": "mai-20260917-1752-baseline|c184-m3|mistral-small|Lectora (by ELB Learning)", "prompt": "c184-m3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora (by ELB Learning)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A flexible tool that catters to both beginners and advanced users."}, {"id": "mai-20260917-1752-baseline|c184-m3|mistral-small|iSpring Suite", "prompt": "c184-m3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PowerPoint-based, making it very user-friendly and quick to learn."}, {"id": "mai-20260917-1752-baseline|c184-m3|mistral-small|Camtasia", "prompt": "c184-m3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Primarily a screen recording and video editing tool, but also includes basic eLearning features"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|Articulate 360", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Articulate 360** (Industry Leader) ... Choose Articulate 360 if you want the most versatile solution"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|Adobe Captivate", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Adobe Captivate if you need software simulations and advanced interactivity"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|Elucidat", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Elucidat if you need to produce content at scale with strong collaboration"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|dominKnow | ONE", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose dominKnow if you need multiple authoring approaches in one platform"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|Lectora Online", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Compliance training, accessible courses, structured learning"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|iSpring Suite", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Key differentiator: Seamless PowerPoint integration"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|Adapt Learning", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Adapt if budget is a primary concern and you have technical resources"}, {"id": "mai-20260917-1752-baseline|c184-m3|moonshot-small|Easygenerator", "prompt": "c184-m3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rise 360, Elucidat, dominKnow, Easygenerator"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Articulate Storyline", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Examples:** Articulate Storyline, Adobe Captivate, iSpring Suite"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Adobe Captivate", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Examples:** Articulate Storyline, Adobe Captivate, iSpring Suite"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|iSpring Suite", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Examples:** Articulate Storyline, Adobe Captivate, iSpring Suite"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Rise 360", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Rise 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Examples:** Rise 360, Elucidat, Gomo"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Elucidat", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Examples:** Rise 360, Elucidat, Gomo"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Gomo", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Gomo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Examples:** Rise 360, Elucidat, Gomo"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Camtasia", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Examples:** Adobe Captivate, Camtasia, iSpring Cam Pro"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|iSpring Cam Pro", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Cam Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Examples:** Adobe Captivate, Camtasia, iSpring Cam Pro"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Twine", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Twine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Examples:** Twine, H5P, Storyline, some custom HTML5 tools"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|H5P", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Examples:** H5P, Adapt Learning"}, {"id": "mai-20260917-1752-baseline|c184-m3|openai-small|Adapt Learning", "prompt": "c184-m3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adapt Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Examples:** H5P, Adapt Learning"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|MadCap Flare", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "technical documentation tools (e.g., MadCap Flare, Paligo) for manuals/help docs"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Paligo", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Paligo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "technical documentation tools (e.g., MadCap Flare, Paligo)"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Contentful", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "general content tools (e.g., headless CMS like Contentful)"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Articulate 360", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Articulate 360** (Storyline 360 + Rise 360 suite) – Industry standard"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Adobe Captivate", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simulations? Captivate."}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|iSpring Suite", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PPT-heavy team? iSpring."}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Easygenerator", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud/SME-friendly, ~$116/month/author"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Elucidat", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise-scale, ~$1,650+/year"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|H5P", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free start? H5P."}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|dominKnow ONE", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others: dominKnow ONE, Lectora, Camtasia"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Lectora", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others: dominKnow ONE, Lectora, Camtasia"}, {"id": "mai-20260917-1752-baseline|c184-m3|xai-small|Camtasia", "prompt": "c184-m3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Camtasia (video-heavy)"}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Articulate 360", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** – Best overall for complex, interactive courses; strong community and templates; higher price."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Adobe Captivate", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for responsive design and software simulations; good value via subscription."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|iSpring Suite", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you already use PowerPoint; fast conversion, affordable."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|H5P", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for reusable, embeddable interactive objects; free/open source."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Lectora", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong on accessibility and compliance; desktop + online options."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Elucidat", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for large, global, collaborative teams; cloud‑native, multi‑language."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Easygenerator", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simplest for SME‑led authoring; quick implementation, AI‑assisted."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|360Learning", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Integrated authoring + delivery; good for enterprise social learning."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|MadCap Flare", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for single‑source technical documentation with conditional content."}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|ActivePresenter", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "ActivePresenter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Screen recordings, software simulations, quizzes | Recording + authoring in one app"}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Mindsmith", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI‑native tools (e.g., Mindsmith, Coursebox)"}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|Coursebox", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI‑native tools (e.g., Mindsmith, Coursebox)"}, {"id": "mai-20260917-1752-baseline|c184-m3|zai-small|DominKnow ONE", "prompt": "c184-m3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "DominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Typical tools:** Elucidat, Easygenerator, 360Learning, DominKnow ONE"}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|H5P", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have $0 budget:** Start with **H5P**."}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|Adobe Captivate", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Get **Adobe Captivate**. It offers the most professional features per dollar spent."}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|Articulate", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "without paying the premium associated with Articulate"}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|Icegram", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Icegram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "significantly cheaper than market leaders (Articulate/Icegram)"}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|iSpring Suite", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If your team lives in PowerPoint:** Choose **iSpring Suite** to minimize training time."}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|Storyline", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "full-screen authoring tools like Captivate or Storyline"}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|Easygenerator", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for \"Subject Matter Experts\" (Non-Designers)"}, {"id": "mai-20260917-1752-baseline|c184-m4|alibaba-small|Genially", "prompt": "c184-m4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Genially:** ~$12.50/user/month (Great for gamification/simple interactions)"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|Articulate Storyline 360", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Articulate Storyline 360 (free trial)** - While the full version is paid, the free trial is substantial"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|Adobe Captivate", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Adobe Captivate (subscription-based but affordable)** - Offers flexible pricing plans"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|iSpring Suite", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**iSpring Suite** offers good value with reasonable pricing and extensive features"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|Oppi (formerly Adapt)", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Oppi (formerly Adapt)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source and completely free"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|Moodle", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Open-source tools like Moodle and H5P** are ideal if you have minimal budget"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|Google Slides/Canva", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Google Slides/Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free basic tools for simple courses"}, {"id": "mai-20260917-1752-baseline|c184-m4|anthropic-small|H5P", "prompt": "c184-m4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Open-source tools like Moodle and H5P** are ideal if you have minimal budget, as they're completely free"}, {"id": "mai-20260917-1752-baseline|c184-m4|challenger-small|ActivePresenter", "prompt": "c184-m4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget-friendly but more full-featured desktop authoring:** **ActivePresenter**"}, {"id": "mai-20260917-1752-baseline|c184-m4|challenger-small|Adobe Captivate", "prompt": "c184-m4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Adobe Captivate** is a strong choice because it is described as \"best value\""}, {"id": "mai-20260917-1752-baseline|c184-m4|challenger-small|H5P", "prompt": "c184-m4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**H5P** is described as the most capable free option for budget-constrained teams"}, {"id": "mai-20260917-1752-baseline|c184-m4|challenger-small|eXeLearning", "prompt": "c184-m4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "eXeLearning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**eXeLearning** is another truly free, standards-compliant option"}, {"id": "mai-20260917-1752-baseline|c184-m4|challenger-small|Articulate", "prompt": "c184-m4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "at roughly a third of Articulate's cost"}, {"id": "mai-20260917-1752-baseline|c184-m4|deepseek-small|H5P", "prompt": "c184-m4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have essentially no budget: Use **H5P** (free)"}, {"id": "mai-20260917-1752-baseline|c184-m4|deepseek-small|iSpring Suite", "prompt": "c184-m4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **iSpring Suite**. It's the best dollar-for-dollar value"}, {"id": "mai-20260917-1752-baseline|c184-m4|deepseek-small|Adobe Captivate", "prompt": "c184-m4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best flexible subscription ... Trade-offs: Steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c184-m4|deepseek-small|Articulate 360 (Storyline + Rise)", "prompt": "c184-m4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360 (Storyline + Rise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid on a tight budget - Articulate 360 ... it's overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c184-m4|deepseek-small|Elucidat", "prompt": "c184-m4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Elucidat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid on a tight budget ... scale past a small budget quickly"}, {"id": "mai-20260917-1752-baseline|c184-m4|deepseek-small|Easygenerator", "prompt": "c184-m4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Elucidat / Easygenerator — cloud platforms that run $1,650+/user/year"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|Articulate 360", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry standards—like Articulate 360 and Adobe Captivate—can easily cost $1,000 to over $1,400 per user, per year."}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|Adobe Captivate", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can easily cost $1,000 to over $1,400 per user, per year"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|ActivePresenter", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ActivePresenter is the absolute best value on the market"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|iSpring Free", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose iSpring Free if: You already have PowerPoint slides and just need to convert them into standard SCORM courses ... with $0 budget."}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|iSpring Suite", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the paid version (iSpring Suite, which is ~$970/year)"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|isEazy", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "isEazy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Affordable Modern SaaS: **isEazy** ... is an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|H5P", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Open-Source & Unlimited: **H5P** or **Adapt Learning**"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|Adapt Learning", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A free, open-source framework that creates responsive, vertical-scrolling courses"}, {"id": "mai-20260917-1752-baseline|c184-m4|google-small|EdApp", "prompt": "c184-m4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best Mobile-First & Microlearning: **EdApp**"}, {"id": "mai-20260917-1752-baseline|c184-m4|meta-small|H5P", "prompt": "c184-m4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best eLearning authoring tool for a company with a limited budget is H5P, a free, open-source tool"}, {"id": "mai-20260917-1752-baseline|c184-m4|meta-small|iSpring Suite", "prompt": "c184-m4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are iSpring Suite, Articulate Storyline 360, and Lectora"}, {"id": "mai-20260917-1752-baseline|c184-m4|meta-small|Articulate Storyline 360", "prompt": "c184-m4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are iSpring Suite, Articulate Storyline 360, and Lectora"}, {"id": "mai-20260917-1752-baseline|c184-m4|meta-small|Lectora", "prompt": "c184-m4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are iSpring Suite, Articulate Storyline 360, and Lectora"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|H5P", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **H5P** or **iSpring Free**. Both are genuinely free"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|iSpring Free", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **H5P** or **iSpring Free**. Both are genuinely free"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|Genially", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a robust free plan"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|ActivePresenter Free", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Screen recording + authoring - Supports SCORM export"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|Paradiso Authoring Tool", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Paradiso Authoring Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free plan with AI course generation"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|Articulate 360", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Articulate 360** - Best overall (~$1,399/year)"}, {"id": "mai-20260917-1752-baseline|c184-m4|minimax-small|iSpring Suite", "prompt": "c184-m4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**iSpring Suite** - Strong PowerPoint alternative (~$670/year)"}, {"id": "mai-20260917-1752-baseline|c184-m4|mistral-small|H5P", "prompt": "c184-m4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**H5P** is the top pick due to its completely free and open-source nature"}, {"id": "mai-20260917-1752-baseline|c184-m4|mistral-small|iSpring Suite", "prompt": "c184-m4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iSpring Suite is a cost-effective choice"}, {"id": "mai-20260917-1752-baseline|c184-m4|mistral-small|Articulate Rise 360", "prompt": "c184-m4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While not free... If you can stretch your budget slightly, it offers excellent value"}, {"id": "mai-20260917-1752-baseline|c184-m4|moonshot-small|H5P", "prompt": "c184-m4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **H5P** (Free/Open Source) ... **No budget at all** | Start with H5P or iSpring Free"}, {"id": "mai-20260917-1752-baseline|c184-m4|moonshot-small|iSpring Free", "prompt": "c184-m4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**No budget at all** | Start with H5P or iSpring Free"}, {"id": "mai-20260917-1752-baseline|c184-m4|moonshot-small|ActivePresenter Free", "prompt": "c184-m4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Screen recording and video-based courses"}, {"id": "mai-20260917-1752-baseline|c184-m4|moonshot-small|ProProfs Training Maker", "prompt": "c184-m4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small teams getting started"}, {"id": "mai-20260917-1752-baseline|c184-m4|moonshot-small|Adapt Learning", "prompt": "c184-m4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Responsive HTML5 courses"}, {"id": "mai-20260917-1752-baseline|c184-m4|moonshot-small|Synthesia", "prompt": "c184-m4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Synthesia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider **AI tools** like Synthesia ($18/month) if you need scalable video content"}, {"id": "mai-20260917-1752-baseline|c184-m4|openai-small|Articulate Rise 360", "prompt": "c184-m4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to name a single best-value choice for many small teams, I'd start with: **Articulate Rise 360**"}, {"id": "mai-20260917-1752-baseline|c184-m4|openai-small|iSpring Suite", "prompt": "c184-m4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Using PowerPoint heavily and want lower cost:** **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-m4|openai-small|Camtasia + PowerPoint", "prompt": "c184-m4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Camtasia + PowerPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Not a full authoring suite, but useful for screen-based training and tutorials - Good low-cost option for simple content"}, {"id": "mai-20260917-1752-baseline|c184-m4|openai-small|Adapt Learning", "prompt": "c184-m4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need free/open-source and have technical support:** **Adapt**"}, {"id": "mai-20260917-1752-baseline|c184-m4|openai-small|Lectora Online / Lectora Desktop", "prompt": "c184-m4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Lectora Online / Lectora Desktop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be pricier... Usually not the first pick for a very limited budget"}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|H5P", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "H5P stands out as the best free eLearning authoring tool"}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|Adapt Learning", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (open-source) | Fully responsive HTML5 courses"}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|ProProfs Training Maker", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For zero-setup cloud authoring, try **ProProfs** free plan."}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|Genially", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier | Visual, gamified interactives | Watermarks, no downloads/offline export"}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|iSpring Free", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free forever | PowerPoint-to-SCORM conversion | Limited to PPT-based courses"}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|Articulate 360", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid premium tools like Articulate 360 ($1,499/user/year)"}, {"id": "mai-20260917-1752-baseline|c184-m4|xai-small|Adobe Captivate", "prompt": "c184-m4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid premium tools like ... Adobe Captivate (~$400/year)\\u2014great but not budget-friendly."}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|H5P", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **H5P**"}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|iSpring Free", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Free** is the next best choice"}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|Twine", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Twine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Twine** is a free, open-source tool that excels at that specific use case"}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|Articulate 360", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Not as rich as tools like Articulate 360 or Adobe Captivate for complex simulations"}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|Adobe Captivate", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider a low-cost upgrade to **iSpring Suite**, **Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|iSpring Suite", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider upgrading to a paid tool (e.g., iSpring Suite, Adobe Captivate) once you outgrow free options."}, {"id": "mai-20260917-1752-baseline|c184-m4|zai-small|Easygenerator", "prompt": "c184-m4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Easygenerator** (which starts around $1,399/year for one author)"}, {"id": "mai-20260917-1752-baseline|c184-m5|alibaba-small|Articulate 360 - Storyline/Rise", "prompt": "c184-m5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360 - Storyline/Rise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The Industry Standard (Articulate 360 - Storyline/Rise): High flexibility, massive marketplace of community templates, steep learning curve for Storyline."}, {"id": "mai-20260917-1752-baseline|c184-m5|alibaba-small|Adobe Captivate", "prompt": "c184-m5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Deep simulation capabilities (great for software training), very powerful, but expensive and heavy interface."}, {"id": "mai-20260917-1752-baseline|c184-m5|alibaba-small|iSpring Suite", "prompt": "c184-m5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PowerPoint plugin; easiest to learn, great for simple linear courses, but less creative freedom for complex interactions."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|Articulate 360 / Rise 360", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360 / Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360 / Rise 360** — the enterprise standard for complex branching and corporate compliance; Rise is the rapid-authoring option."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|Adobe Captivate", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adobe Captivate** — specialist for software simulations."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|iSpring Suite", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Suite** — best if your team already lives in PowerPoint."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|domi/Co.llab", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "domi/Co.llab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**domi/Co.llab or AI-first tools** — emerging options if you want to offload production burden."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|Lectora", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lectora, Elucidat, dominKnow** — enterprise-friendly for scale and multi-author workflows."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|Elucidat", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lectora, Elucidat, dominKnow** — enterprise-friendly for scale and multi-author workflows."}, {"id": "mai-20260917-1752-baseline|c184-m5|deepseek-small|dominKnow", "prompt": "c184-m5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "dominKnow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lectora, Elucidat, dominKnow** — enterprise-friendly for scale and multi-author workflows."}, {"id": "mai-20260917-1752-baseline|c184-m5|google-small|Articulate Rise 360", "prompt": "c184-m5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for modern web-style, block-based courses. It is extremely responsive, easy for beginners, and looks professional out of the box."}, {"id": "mai-20260917-1752-baseline|c184-m5|google-small|Easygenerator", "prompt": "c184-m5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Purpose-built for companies that want SMEs to draft their own courses."}, {"id": "mai-20260917-1752-baseline|c184-m5|google-small|Elucidat", "prompt": "c184-m5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A highly collaborative, cloud-based platform that allows you to control brand guidelines centrally"}, {"id": "mai-20260917-1752-baseline|c184-m5|google-small|Articulate Storyline 360", "prompt": "c184-m5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The industry heavyweight... It has a steeper learning curve, and courses are not inherently \"responsive\""}, {"id": "mai-20260917-1752-baseline|c184-m5|google-small|Adobe Captivate", "prompt": "c184-m5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for complex software simulations, virtual reality modules, and highly customized learner tracks."}, {"id": "mai-20260917-1752-baseline|c184-m5|google-small|iSpring Suite", "prompt": "c184-m5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "iSpring integrates directly into PowerPoint as an add-in, allowing you to convert slides into SCORM packages"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|Articulate 360", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Articulate 360** (Rise, Storyline)"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|Adobe Captivate", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|iSpring Suite", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|Elucidat", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Elucidat**"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|Tovuti LMS", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Tovuti LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tovuti LMS** (if bundled)"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|Docebo Learn", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Docebo Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Docebo Learn** (if bundled)"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|dominKnow | ONE", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "dominKnow | ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Custom Solutions** (e.g., dominKnow | ONE, Gomo)"}, {"id": "mai-20260917-1752-baseline|c184-m5|mistral-small|Gomo", "prompt": "c184-m5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Gomo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Custom Solutions** (e.g., dominKnow | ONE, Gomo)"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|iSpring", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft-heavy, lots of PowerPoint legacy** | **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Easygenerator", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small L&D team, heavy SME authoring, need speed** | **Easygenerator**, **Elucidat**, **Rise 360**"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Articulate", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High compliance/regulatory, need simulations** | **Adobe Captivate**, **Articulate 360** (Storyline)"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Lingio", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Lingio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many tools (Easygenerator, Articulate, Lingio) now generate courses from documents/PDFs."}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Adobe Captivate", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Do not buy Captivate-level simulation power if 90% of your content is \"read this, take a quiz.\""}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Rise 360", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Easygenerator**, **Elucidat**, **Rise 360** (part of Articulate 360)"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Elucidat", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Rise 360 and Elucidat excel here"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|Twine", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Twine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep variables and conditional logic (Articulate Storyline, Twine exports, H5P)"}, {"id": "mai-20260917-1752-baseline|c184-m5|moonshot-small|H5P", "prompt": "c184-m5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "H5P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**H5P** (open source, but requires more assembly)"}, {"id": "mai-20260917-1752-baseline|c184-m5|xai-small|Articulate 360", "prompt": "c184-m5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 (best overall)"}, {"id": "mai-20260917-1752-baseline|c184-m5|xai-small|iSpring Suite", "prompt": "c184-m5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iSpring (rapid from PPT)"}, {"id": "mai-20260917-1752-baseline|c184-m5|xai-small|Elucidat", "prompt": "c184-m5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elucidat (team collab)"}, {"id": "mai-20260917-1752-baseline|c184-m5|xai-small|Adobe Captivate", "prompt": "c184-m5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Articulate 360, iSpring Suite, Elucidat, Adobe Captivate, and Easygenerator—test 3-5 via pilots"}, {"id": "mai-20260917-1752-baseline|c184-m5|xai-small|Easygenerator", "prompt": "c184-m5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Articulate 360, iSpring Suite, Elucidat, Adobe Captivate, and Easygenerator"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Articulate Storyline 360", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Storyline is an industry leader, it requires a subscription model. Once your license expires, **you cannot edit your project files.**"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|H5P", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look for open-source alternatives (like H5P) or perpetual license tools"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Adobe Captivate", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has a steep learning curve and creates massive file sizes... many users worry about its future stability"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Weebly", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Weebly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are easy to start but notoriously difficult to scale. They generate \"spaghetti code\""}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Wix", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "older Wix templates... notoriously difficult to scale"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|WordPress", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You will likely have to rebuild your site on WordPress or Shopify later."}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Shopify", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You will likely have to rebuild your site on WordPress or Shopify later."}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Google Slides", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Slides", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Do not use Google Slides for final client deliveries where pixel-perfect design is required."}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|PowerPoint", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "it lacks granular design controls found in PowerPoint or Keynote"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Keynote", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Keynote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "design controls found in PowerPoint or Keynote"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Prezi", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Prezi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Use with extreme caution for professional presentations. The zooming motion can distract audiences"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Microsoft Word", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Microsoft Word", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Word is amazing for office docs, but terrible for publishing books or complex reports."}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Scrivener", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Scrivener", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you are writing a book, switch to **Scrivener** or **InDesign**."}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|InDesign", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "InDesign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "If you are writing a book, switch to **Scrivener** or **InDesign**."}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Notion", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "these tools often lack \"version history\" robustness or formal export capabilities required for legal records"}, {"id": "mai-20260917-1752-baseline|c184-m6|alibaba-small|Slack Docs", "prompt": "c184-m6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Slack Docs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Collaborative Tools (e.g., Notion, Slack Docs) for Official Records... lack \"version history\" robustness"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Adobe Captivate", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Tools with steep learning curves** such as **Adobe Captivate** or **Lectora** if you're a beginner"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Lectora", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as **Adobe Captivate** or **Lectora** if you're a beginner or need the team productive quickly"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Canva", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools that are poor fits for full course creation**, such as **Canva, Webflow, and Genially**"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Webflow", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "poor fits for full course creation, such as **Canva, Webflow, and Genially**"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Genially", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Genially", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "poor fits for full course creation, such as **Canva, Webflow, and Genially**"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Google Docs", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Docs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "the sources specifically caution against **Google Docs** for long creative projects"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|ProWritingAid", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "ProWritingAid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "caution against ... **ProWritingAid** as a writing environment"}, {"id": "mai-20260917-1752-baseline|c184-m6|challenger-small|Reedsy Studio", "prompt": "c184-m6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Reedsy Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Reedsy Studio** if its offline issues are a problem for your workflow"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Lectora (now ELB Learning)", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora (now ELB Learning)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"powerful but not easy.\" ... steep learning curve, requires specialized technical knowledge, LMS integration issues"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Articulate Studio", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "hitting a \"glass ceiling,\" being not robust enough for full-time e-learning developers, and weak video encoding"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Adobe Captivate", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with tools with steep learning curves ... (Captivate, Lectora particularly)"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Articulate 360/Storyline", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360/Storyline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The safest picks for most teams remain **Articulate 360 (Storyline + Rise)** for flexibility/industry standard"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|H5P", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for individual interactive components, but hard to build an entire course with"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|7 Taps", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "7 Taps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "microlearning-only tools like **7 Taps** ... get flagged as limiting if you try to stretch them beyond their scope"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Canva", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Canva (awkward navigation across many pages)"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Parta", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Parta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Parta** (labored authoring, missing scenario-based features)"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|Easygenerator", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Easygenerator** for SME authoring at scale"}, {"id": "mai-20260917-1752-baseline|c184-m6|deepseek-small|iSpring Suite", "prompt": "c184-m6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**iSpring Suite** if you're already in PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Articulate Presenter", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Presenter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Any tool that outputs to Flash (SWF) or relies on old PowerPoint wrappers (like older legacy versions of Articulate Presenter or older iSpring releases) is obsolete."}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|iSpring", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "older legacy versions of Articulate Presenter or older iSpring releases) is obsolete"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Adobe Captivate \"Classic\" (Version 11.x and older)", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate \"Classic\" (Version 11.x and older)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "learning it or buying licenses for it now is a dead end"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Adobe Captivate (The \"All-New\" Version)", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate (The \"All-New\" Version)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: When Adobe launched the \"All-New Captivate,\" they ... stripped out many of the advanced features"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Articulate 360 (Storyline 360 & Rise 360)", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360 (Storyline 360 & Rise 360)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Issue: High cost, vendor lock-in, and Mac incompatibility."}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Lectora (by ELB Learning)", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora (by ELB Learning)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lectora is usually overkill and will slow your development down significantly"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Elucidat", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Over-templatized, high pricing, and restricted customization"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|Gomo", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Gomo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Over-templatized, high pricing, and restricted customization"}, {"id": "mai-20260917-1752-baseline|c184-m6|google-small|dominKnow", "prompt": "c184-m6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Over-templatized, high pricing, and restricted customization"}, {"id": "mai-20260917-1752-baseline|c184-m6|meta-small|Parata", "prompt": "c184-m6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Parata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some specific tools mentioned as being problematic include Parata and Canva."}, {"id": "mai-20260917-1752-baseline|c184-m6|meta-small|Canva", "prompt": "c184-m6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some specific tools mentioned as being problematic include Parata and Canva."}, {"id": "mai-20260917-1752-baseline|c184-m6|minimax-small|Parta", "prompt": "c184-m6", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Parta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "its Pro editor is quite complicated, making course setup more labor-intensive. It also lacks certain features like scenario-based learning"}, {"id": "mai-20260917-1752-baseline|c184-m6|minimax-small|Canva", "prompt": "c184-m6", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "some professionals recommend steering clear for certain authoring purposes, as it requires significant effort to use"}, {"id": "mai-20260917-1752-baseline|c184-m6|mistral-small|Canva", "prompt": "c184-m6", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "authoring tools that users and experts recommend avoiding or being cautious about:\n\n- **Canva**: Users report that it requires a lot of effort to use effectively"}, {"id": "mai-20260917-1752-baseline|c184-m6|mistral-small|Parta", "prompt": "c184-m6", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Parta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "its Pro editor is considered complicated and time-consuming. Setting up a course can be labor-intensive"}, {"id": "mai-20260917-1752-baseline|c184-m6|mistral-small|Webflow", "prompt": "c184-m6", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "some users find that coding eLearning solutions by hand is faster and more efficient than using Webflow"}, {"id": "mai-20260917-1752-baseline|c184-m6|mistral-small|H5P", "prompt": "c184-m6", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "This tool is seen as quite basic and may not offer the depth or features required for more complex eLearning projects"}, {"id": "mai-20260917-1752-baseline|c184-m6|moonshot-small|Adobe Captivate", "prompt": "c184-m6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Adobe Captivate** | Bugs requiring frequent rework, steeper learning curve, audio muting issues on slide revisits, each project limited to single SCORM module"}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|Canva (for e-learning/courses)", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva (for e-learning/courses)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid**... **Canva (for e-learning/courses)**: Awkward navigation ... lacks scenario-based learning or advanced e-learning features."}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|Webflow (for e-learning)", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Webflow (for e-learning)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overly complex for non-coders; users report it'd be faster to hand-code solutions."}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|H5P", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Too basic for anything beyond simple interactives; lacks depth for professional courses."}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|Adobe Captivate", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequent bugs, crashes, and unreliability—users call it \"not reliable\" with lots of redoing work."}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|Articulate Storyline (part of Articulate 360)", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Storyline (part of Articulate 360)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tedious and time-consuming for non-experts; requires heavy training... High cost for solo/small teams"}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|Elucidat", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize cloud-native (e.g., Elucidat), responsive/SCORM support"}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|Articulate Rise", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Rise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For e-learning, Articulate Rise or iSpring Suite often fare better for quick starts"}, {"id": "mai-20260917-1752-baseline|c184-m6|xai-small|iSpring Suite", "prompt": "c184-m6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Articulate Rise or iSpring Suite often fare better for quick starts if you avoid the pitfalls above"}, {"id": "mai-20260917-1752-baseline|c184-m6|zai-small|Microsoft Word", "prompt": "c184-m6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Microsoft Word", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While you can use Microsoft Word, it is generally **cautionary** for technical documentation that requires version control or multi-format output"}, {"id": "mai-20260917-1752-baseline|c184-m6|zai-small|MadCap Flare", "prompt": "c184-m6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "MadCap Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools that support Markdown or structured authoring (like MadCap Flare, DITA tools, or modern CMSs)"}, {"id": "mai-20260917-1752-baseline|c184-m6|zai-small|iSpring Suite", "prompt": "c184-m6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is often noted for having a **steep learning curve** and not being set up well for collaborative working"}, {"id": "mai-20260917-1752-baseline|c184-s1|alibaba-small|Articulate 360", "prompt": "c184-s1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder (Industry Standard): **Articulate 360**"}, {"id": "mai-20260917-1752-baseline|c184-s1|alibaba-small|Storyline 360", "prompt": "c184-s1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A PowerPoint-like interface for complex, interactive courses"}, {"id": "mai-20260917-1752-baseline|c184-s1|alibaba-small|Rise 360", "prompt": "c184-s1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with Articulate Rise 360** if you are just beginning and need clean, professional content quickly."}, {"id": "mai-20260917-1752-baseline|c184-s1|alibaba-small|iSpring Suite", "prompt": "c184-s1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget-Conscious Teams: **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-s1|alibaba-small|Adobe Captivate", "prompt": "c184-s1", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Adobe Users: **Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-s1|anthropic-small|Articulate 360", "prompt": "c184-s1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** is the #1 e-learning platform for creating workplace training"}, {"id": "mai-20260917-1752-baseline|c184-s1|anthropic-small|Articulate Rise 360", "prompt": "c184-s1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "excels at making polished, responsive, text-based corporate training fast"}, {"id": "mai-20260917-1752-baseline|c184-s1|anthropic-small|Articulate Storyline 360", "prompt": "c184-s1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an advanced authoring tool that provides deep interactivity logic with triggers and variables"}, {"id": "mai-20260917-1752-baseline|c184-s1|anthropic-small|Easygenerator", "prompt": "c184-s1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an online e-learning authoring tool for people without an e-learning background"}, {"id": "mai-20260917-1752-baseline|c184-s1|anthropic-small|TalentLMS", "prompt": "c184-s1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with TalentCraft as its AI-powered content creator offering an intuitive interface"}, {"id": "mai-20260917-1752-baseline|c184-s1|anthropic-small|iSpring Suite", "prompt": "c184-s1", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "lives directly inside Microsoft PowerPoint unlike standalone tools"}, {"id": "mai-20260917-1752-baseline|c184-s1|challenger-small|Articulate 360", "prompt": "c184-s1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Articulate 360** if you want the safest all-round tool"}, {"id": "mai-20260917-1752-baseline|c184-s1|challenger-small|Easygenerator", "prompt": "c184-s1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is **non-technical** ... **Easygenerator** is the better fit"}, {"id": "mai-20260917-1752-baseline|c184-s1|challenger-small|iSpring Suite", "prompt": "c184-s1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team already works in **PowerPoint** and wants the simplest conversion path into SCORM-ready courses"}, {"id": "mai-20260917-1752-baseline|c184-s1|challenger-small|Adobe Captivate", "prompt": "c184-s1", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need **advanced simulations** or complex software-training interactivity"}, {"id": "mai-20260917-1752-baseline|c184-s1|deepseek-small|iSpring Suite", "prompt": "c184-s1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-s1|deepseek-small|Articulate 360", "prompt": "c184-s1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Articulate 360** (specifically **Rise 360**)"}, {"id": "mai-20260917-1752-baseline|c184-s1|deepseek-small|Adobe Captivate", "prompt": "c184-s1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good \"best value\" choice for competent users, though it has a steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c184-s1|deepseek-small|Easygenerator", "prompt": "c184-s1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to hand authoring to non-experts across your team, consider **Easygenerator**"}, {"id": "mai-20260917-1752-baseline|c184-s1|deepseek-small|360Learning", "prompt": "c184-s1", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "collaborative/peer-learning model (~$8/user/mo); great if your small team wants built-in collaborative authoring"}, {"id": "mai-20260917-1752-baseline|c184-s1|google-small|Easygenerator", "prompt": "c184-s1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easygenerator** is the premier choice."}, {"id": "mai-20260917-1752-baseline|c184-s1|google-small|iSpring Suite", "prompt": "c184-s1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Suite** is the fastest and most cost-effective way to convert them into trackable eLearning."}, {"id": "mai-20260917-1752-baseline|c184-s1|google-small|Articulate Rise 360", "prompt": "c184-s1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Articulate Rise 360* (included in the Articulate 360 subscription) is the industry standard for this."}, {"id": "mai-20260917-1752-baseline|c184-s1|google-small|Storyline 360", "prompt": "c184-s1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Storyline 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "access to *Storyline 360* (included in the bundle) if you ever need to build complex, highly customized interactive slides"}, {"id": "mai-20260917-1752-baseline|c184-s1|google-small|Mindsmith", "prompt": "c184-s1", "model": "google-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Mindsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mindsmith** is a rapidly rising tool."}, {"id": "mai-20260917-1752-baseline|c184-s1|meta-small|Articulate 360", "prompt": "c184-s1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated tools include Articulate 360, Coursebox, and Elucidat."}, {"id": "mai-20260917-1752-baseline|c184-s1|meta-small|Coursebox", "prompt": "c184-s1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated tools include Articulate 360, Coursebox, and Elucidat."}, {"id": "mai-20260917-1752-baseline|c184-s1|meta-small|Elucidat", "prompt": "c184-s1", "model": "meta-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated tools include Articulate 360, Coursebox, and Elucidat."}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|Articulate 360", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Value for Small B2B**: **Articulate 360** – It offers a complete suite of tools"}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|Adobe Captivate", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Advanced interactivity and simulations"}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|Camtasia", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Camtasia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Video-Based Training**: **Camtasia**"}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|Lectora", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scalable solutions for enterprises"}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|Easygenerator", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Rapid Development**: **Easygenerator**"}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|iSpring Suite", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for PowerPoint Users**: **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-s1|minimax-small|TechSmith Snagit", "prompt": "c184-s1", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "TechSmith Snagit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Video-based training**: Camtasia or TechSmith Snagit."}, {"id": "mai-20260917-1752-baseline|c184-s1|mistral-small|Articulate 360", "prompt": "c184-s1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often cited as the #1 e-learning platform for workplace training, making it a top choice for B2B companies"}, {"id": "mai-20260917-1752-baseline|c184-s1|mistral-small|iSpring Suite", "prompt": "c184-s1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Articulate 360** and **iSpring Suite** are the best options due to their balance of features, ease of use, and affordability"}, {"id": "mai-20260917-1752-baseline|c184-s1|mistral-small|Adobe Captivate", "prompt": "c184-s1", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's a bit more expensive but offers a free trial and is highly scalable."}, {"id": "mai-20260917-1752-baseline|c184-s1|moonshot-small|iSpring Suite", "prompt": "c184-s1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **iSpring Suite** (~$970/year)"}, {"id": "mai-20260917-1752-baseline|c184-s1|moonshot-small|Adobe Captivate", "prompt": "c184-s1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: **Adobe Captivate**... **Caveat:** Steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c184-s1|moonshot-small|Articulate 360", "prompt": "c184-s1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Articulate 360** unless you have the budget and a real need for advanced interactivity"}, {"id": "mai-20260917-1752-baseline|c184-s1|moonshot-small|H5P", "prompt": "c184-s1", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Try H5P first** if you're testing the waters"}, {"id": "mai-20260917-1752-baseline|c184-s1|openai-small|Articulate 360", "prompt": "c184-s1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around eLearning authoring tool is usually **Articulate 360**"}, {"id": "mai-20260917-1752-baseline|c184-s1|openai-small|Rise 360", "prompt": "c184-s1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rise 360** is great for small teams because it's easy to learn"}, {"id": "mai-20260917-1752-baseline|c184-s1|openai-small|Storyline 360", "prompt": "c184-s1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Storyline 360** is there when you need more custom branching, simulations"}, {"id": "mai-20260917-1752-baseline|c184-s1|openai-small|iSpring Suite", "prompt": "c184-s1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your team wants the **simplest Microsoft PowerPoint-style workflow**"}, {"id": "mai-20260917-1752-baseline|c184-s1|openai-small|Adobe Captivate", "prompt": "c184-s1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you need advanced software simulation or are already deep in the Adobe ecosystem"}, {"id": "mai-20260917-1752-baseline|c184-s1|openai-small|Elucidat/Gomo", "prompt": "c184-s1", "model": "openai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Elucidat/Gomo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you're a larger distributed team that needs heavier centralized governance and localization workflows"}, {"id": "mai-20260917-1752-baseline|c184-s1|xai-small|iSpring Suite", "prompt": "c184-s1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iSpring Suite (Best overall value for small B2B teams)"}, {"id": "mai-20260917-1752-baseline|c184-s1|xai-small|Easygenerator", "prompt": "c184-s1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easygenerator (Best for non-designers/SME authoring)"}, {"id": "mai-20260917-1752-baseline|c184-s1|xai-small|Articulate 360", "prompt": "c184-s1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Expensive; steep learning curve for Storyline."}, {"id": "mai-20260917-1752-baseline|c184-s1|xai-small|Adobe Captivate", "prompt": "c184-s1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Adobe Captivate (~$34/mo, strong simulations but desktop-heavy)"}, {"id": "mai-20260917-1752-baseline|c184-s1|xai-small|H5P", "prompt": "c184-s1", "model": "xai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "H5P (free/open-source for basics)"}, {"id": "mai-20260917-1752-baseline|c184-s1|zai-small|Articulate 360", "prompt": "c184-s1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **Articulate 360** (Rise 360 + Storyline 360)"}, {"id": "mai-20260917-1752-baseline|c184-s1|zai-small|iSpring Suite", "prompt": "c184-s1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for PowerPoint teams:** **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-s1|zai-small|Easygenerator", "prompt": "c184-s1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for SME‑driven content:** **Easygenerator**"}, {"id": "mai-20260917-1752-baseline|c184-s1|zai-small|H5P", "prompt": "c184-s1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "H5P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** Limited course‑authoring capabilities; less control over branding and advanced features; requires technical setup."}, {"id": "mai-20260917-1752-baseline|c184-s1|zai-small|Adobe Captivate", "prompt": "c184-s1", "model": "zai-small", "cat": "course-authoring-tools", "variant": "direct", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cons:** Steeper learning curve; more complex than rapid authoring tools."}, {"id": "mai-20260917-1752-baseline|c184-s2|alibaba-small|LearnWorlds", "prompt": "c184-s2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for B2B Learning: LearnWorlds ... **Recommendation:** Start a free trial with **LearnWorlds**."}, {"id": "mai-20260917-1752-baseline|c184-s2|alibaba-small|LearnUpon", "prompt": "c184-s2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Training Organizations\": LearnUpon ... LearnUpon is highly regarded in the industry."}, {"id": "mai-20260917-1752-baseline|c184-s2|alibaba-small|TalentLMS", "prompt": "c184-s2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly & Simple: TalentLMS ... TalentLMS is excellent value."}, {"id": "mai-20260917-1752-baseline|c184-s2|alibaba-small|Teachable", "prompt": "c184-s2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it lacks the \"training management\" features (like compliance tracking) of the others."}, {"id": "mai-20260917-1752-baseline|c184-s2|alibaba-small|Articulate Storyline", "prompt": "c184-s2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Do you need to import files created in Articulate Storyline or Adobe Captivate?"}, {"id": "mai-20260917-1752-baseline|c184-s2|alibaba-small|Adobe Captivate", "prompt": "c184-s2", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Do you need to import files created in Articulate Storyline or Adobe Captivate?"}, {"id": "mai-20260917-1752-baseline|c184-s2|anthropic-small|Teachable", "prompt": "c184-s2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Teachable** - Great for B2B because it offers:"}, {"id": "mai-20260917-1752-baseline|c184-s2|anthropic-small|Kajabi", "prompt": "c184-s2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Kajabi** - Excellent for B2B creators because it combines:"}, {"id": "mai-20260917-1752-baseline|c184-s2|anthropic-small|Thinkific", "prompt": "c184-s2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Thinkific** - Well-suited for B2B with:"}, {"id": "mai-20260917-1752-baseline|c184-s2|anthropic-small|Podia", "prompt": "c184-s2", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Podia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Podia** - A simpler, all-in-one option"}, {"id": "mai-20260917-1752-baseline|c184-s2|challenger-small|LearnWorlds", "prompt": "c184-s2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **LearnWorlds** or **Thinkific**, with **LearnWorlds** as the better fit"}, {"id": "mai-20260917-1752-baseline|c184-s2|challenger-small|Thinkific", "prompt": "c184-s2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Thinkific if you want a simpler, strong course platform"}, {"id": "mai-20260917-1752-baseline|c184-s2|challenger-small|Academy of Mine", "prompt": "c184-s2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Academy of Mine if your business is specifically focused on formal B2B training"}, {"id": "mai-20260917-1752-baseline|c184-s2|challenger-small|TalentLMS", "prompt": "c184-s2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are a very small team and want something simple, fast, and affordable"}, {"id": "mai-20260917-1752-baseline|c184-s2|challenger-small|GoSkills", "prompt": "c184-s2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "if your main need is internal or small-business training rather than customer-facing course sales"}, {"id": "mai-20260917-1752-baseline|c184-s2|challenger-small|Teachable", "prompt": "c184-s2", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you care more about fast selling and checkout than B2B-specific training workflows"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|LearnWorlds", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick: **LearnWorlds** (best for most B2B course sellers)"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|Thinkific", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its strong B2B features (SCORM, advanced ecommerce) are locked to the higher \"Plus\" tier, and it charges transaction fees on lower plans"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|Kajabi", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "optimized for solopreneurs selling to consumers (B2C); they lack the multi-client/white-label depth you typically want in B2B"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|Docebo", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "sits well below the enterprise-LMS price floor (Docebo, Cornerstone run $15k–$25k/year)"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|Cornerstone", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Docebo, Cornerstone run $15k–$25k/year"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|TalentLMS", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "great for structured corporate training, has a free plan, easy for small teams"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|LearnUpon", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "purpose-built for training providers managing many client portals, cohorts, and instructor-led training"}, {"id": "mai-20260917-1752-baseline|c184-s2|deepseek-small|Academy of Mine", "prompt": "c184-s2", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "purpose-built for training providers managing many client portals"}, {"id": "mai-20260917-1752-baseline|c184-s2|google-small|Docebo", "prompt": "c184-s2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "expensive enterprise systems (like Docebo or Skilljar, which often start at $15,000+ per year) are usually out of reach.wait"}, {"id": "mai-20260917-1752-baseline|c184-s2|google-small|Skilljar", "prompt": "c184-s2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "expensive enterprise systems (like Docebo or Skilljar, which often start at $15,000+ per year) are usually out of reach"}, {"id": "mai-20260917-1752-baseline|c184-s2|google-small|Thinkific", "prompt": "c184-s2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Thinkific (Best Overall for Automated Bulk Sales)"}, {"id": "mai-20260917-1752-baseline|c184-s2|google-small|TalentLMS", "prompt": "c184-s2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentLMS (Best for Client-Branded Portals / Multi-Tenancy)"}, {"id": "mai-20260917-1752-baseline|c184-s2|google-small|LearnDash + Uncanny Groups", "prompt": "c184-s2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnDash + Uncanny Groups", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for WordPress / Lowest Cost"}, {"id": "mai-20260917-1752-baseline|c184-s2|google-small|LearnWorlds", "prompt": "c184-s2", "model": "google-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "LearnWorlds is an excellent premium choice"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|TalentLMS", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS - It is purpose-built for companies that need to train employees, onboard customers, or sell training packages to other businesses."}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|Teachable", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is a popular platform for creating and selling online courses, coaching, memberships, and more."}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|ProProfs Training Maker", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly rated for growing teams needing fast course builds and compliance tracking"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|Docebo", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "suitable for enterprise B2B SaaS integration, with a custom quote starting from around $25K-$40K/yr"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|Absorb LMS", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "geared towards mid-market to enterprise businesses"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|iSpring Learn", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ideal for teams already building content in PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|360Learning", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "known for peer-driven, collaborative course creation"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|Litmos (SAP Litmos)", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Litmos (SAP Litmos)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "suitable for sales enablement and fast deployment"}, {"id": "mai-20260917-1752-baseline|c184-s2|meta-small|Moodle Workplace", "prompt": "c184-s2", "model": "meta-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a multi-tenant platform suitable for B2B businesses"}, {"id": "mai-20260917-1752-baseline|c184-s2|minimax-small|Teachable", "prompt": "c184-s2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **LearnWorlds** or **Teachable**"}, {"id": "mai-20260917-1752-baseline|c184-s2|minimax-small|LearnWorlds", "prompt": "c184-s2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **LearnWorlds** or **Teachable**"}, {"id": "mai-20260917-1752-baseline|c184-s2|minimax-small|Podia", "prompt": "c184-s2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Podia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Podia** (Best Simple Option)"}, {"id": "mai-20260917-1752-baseline|c184-s2|minimax-small|Kajabi", "prompt": "c184-s2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kajabi** (Best for Marketing) ... Higher price but comprehensive features"}, {"id": "mai-20260917-1752-baseline|c184-s2|minimax-small|iSpring LMS", "prompt": "c184-s2", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**iSpring LMS** (Best for Course Creation) - Built-in course authoring tool"}, {"id": "mai-20260917-1752-baseline|c184-s2|mistral-small|Articulate 360", "prompt": "c184-s2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360** and **Docebo** are the top choices due to their professional features, ease of use, and strong integration capabilities"}, {"id": "mai-20260917-1752-baseline|c184-s2|mistral-small|Docebo", "prompt": "c184-s2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Articulate 360** and **Docebo** are the top choices"}, {"id": "mai-20260917-1752-baseline|c184-s2|mistral-small|LearnDash", "prompt": "c184-s2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more customization and are comfortable with WordPress, **LearnDash** is also a solid option."}, {"id": "mai-20260917-1752-baseline|c184-s2|mistral-small|Academy of Mine", "prompt": "c184-s2", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it\\u2019s on the higher end in terms of pricing"}, {"id": "mai-20260917-1752-baseline|c184-s2|moonshot-small|Thinkific Plus", "prompt": "c184-s2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Thinkific Plus** if you can afford the investment"}, {"id": "mai-20260917-1752-baseline|c184-s2|moonshot-small|Academy of Mine", "prompt": "c184-s2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Academy of Mine** if certifications and white-labeling are critical to your B2B offering"}, {"id": "mai-20260917-1752-baseline|c184-s2|moonshot-small|TalentLMS", "prompt": "c184-s2", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **TalentLMS** if you want a more affordable entry point with room to grow"}, {"id": "mai-20260917-1752-baseline|c184-s2|openai-small|Thinkific", "prompt": "c184-s2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most likely recommend **Thinkific**."}, {"id": "mai-20260917-1752-baseline|c184-s2|openai-small|Teachable", "prompt": "c184-s2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want something simpler and course-first, but it's less specifically B2B-oriented"}, {"id": "mai-20260917-1752-baseline|c184-s2|openai-small|LearnWorlds", "prompt": "c184-s2", "model": "openai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if interactive learning experience is a top priority"}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|LearnWorlds", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend LearnWorlds as the top choice."}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|TalentLMS", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives based on your needs: | **TalentLMS** | Budget internal/external training"}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|Thinkific", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Thinkific** | Pure course selling with basic branding"}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|ProProfs Training Maker", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **ProProfs Training Maker** | Super low-cost start"}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|Teachable", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Teachable** | Quick launch, simple sales"}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|Kajabi", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for small B2B**: Kajabi ($149/mo, more all-in-one marketing than B2B portals)"}, {"id": "mai-20260917-1752-baseline|c184-s2|xai-small|Academy of Mine", "prompt": "c184-s2", "model": "xai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Academy of Mine ($999/mo, too pricey)"}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|LearnUpon", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. LearnUpon (strong B2B LMS) ... Designed for training companies and multi-audience delivery"}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|Docebo", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with a dedicated B2B LMS like LearnUpon, Docebo, or Absorb LMS."}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|Absorb LMS", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with a dedicated B2B LMS like LearnUpon, Docebo, or Absorb LMS."}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|360Learning", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "## 4. 360Learning (collaborative, peer-driven)"}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|TalentLMS", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight budget and simple B2B needs? TalentLMS offers a clear, affordable starting point."}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|iSpring Learn", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "need SCORM compliance? iSpring Learn is a strong fit."}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|Teachable", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lack native multi-tenant portals and sub-organization reporting out of the box"}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|Thinkific", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lack native multi-tenant portals and sub-organization reporting out of the box"}, {"id": "mai-20260917-1752-baseline|c184-s2|zai-small|LearnWorlds", "prompt": "c184-s2", "model": "zai-small", "cat": "course-authoring-tools", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "but it lacks native multi-batch or multi-tenant architecture"}, {"id": "mai-20260917-1752-baseline|c184-s3|alibaba-small|Articulate Rise", "prompt": "c184-s3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Rise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is currently the most popular choice for small teams who need to create polished, mobile-friendly content quickly."}, {"id": "mai-20260917-1752-baseline|c184-s3|alibaba-small|Articulate Storyline", "prompt": "c184-s3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Storyline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Articulate Storyline only if you require advanced branching scenarios"}, {"id": "mai-20260917-1752-baseline|c184-s3|alibaba-small|iSpring Suite", "prompt": "c184-s3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose iSpring Suite if your team is creative but not technical and relies heavily on PowerPoint slides."}, {"id": "mai-20260917-1752-baseline|c184-s3|alibaba-small|Camtasia", "prompt": "c184-s3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While technically screen-recording software, it is widely used as an authoring tool for instructional videos."}, {"id": "mai-20260917-1752-baseline|c184-s3|alibaba-small|Adobe Captivate", "prompt": "c184-s3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-end interactivity and VR support, though the interface can feel cluttered."}, {"id": "mai-20260917-1752-baseline|c184-s3|alibaba-small|H5P", "prompt": "c184-s3", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Perfect for teams with zero budget who have access to a WordPress site or Moodle instance."}, {"id": "mai-20260917-1752-baseline|c184-s3|anthropic-small|Articulate 360", "prompt": "c184-s3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the industry default, shipping two distinct authoring tools (Storyline and Rise 360)"}, {"id": "mai-20260917-1752-baseline|c184-s3|anthropic-small|H5P", "prompt": "c184-s3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "H5P is the only fully open-source option, and for budget-constrained teams, it is the most capable free elearning authoring tool available."}, {"id": "mai-20260917-1752-baseline|c184-s3|anthropic-small|Knowbly", "prompt": "c184-s3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Knowbly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Knowbly is ideal for small to medium-sized organizations that prioritize ease of use and quick deployment"}, {"id": "mai-20260917-1752-baseline|c184-s3|anthropic-small|HelpNDoc", "prompt": "c184-s3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HelpNDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solo writers and small teams often do well with HelpNDoc, HelpSmith, or Help & Manual"}, {"id": "mai-20260917-1752-baseline|c184-s3|anthropic-small|HelpSmith", "prompt": "c184-s3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HelpSmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solo writers and small teams often do well with HelpNDoc, HelpSmith, or Help & Manual"}, {"id": "mai-20260917-1752-baseline|c184-s3|anthropic-small|Help & Manual", "prompt": "c184-s3", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Help & Manual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Solo writers and small teams often do well with HelpNDoc, HelpSmith, or Help & Manual"}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|HelpNDoc", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HelpNDoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **HelpNDoc** if you want low-cost, low-complexity help docs."}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|ClickHelp", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "ClickHelp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-based documentation tool designed for hosting and maintaining docs collaboratively."}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|Document360", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Document360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for knowledge-base workflows, collaboration, and analytics"}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|Adobe RoboHelp", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A classic help authoring tool with strong structured publishing"}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|MadCap Flare", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better when you need advanced reuse, variants, and multi-channel output from one source set."}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|Paligo", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Paligo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Browser-based structured authoring with strong reuse and translation management"}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|Articulate 360", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Choose **Articulate 360** if you need the best all-around e-learning suite."}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|iSpring Suite", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fastest path from slides to LMS-ready courses; simpler and cheaper than the larger suites."}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|Adobe Captivate", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Strong for screen simulations and more complex interactions, but less streamlined than PowerPoint-first tools."}, {"id": "mai-20260917-1752-baseline|c184-s3|challenger-small|Google Docs / Quip", "prompt": "c184-s3", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Google Docs / Quip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for drafting, comments, and versioning—not for publishing help systems or courses."}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Articulate Storyline", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Storyline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need **deep interactivity/simulations** → **Storyline** (or Captivate) — but be ready for the learning curve and cost."}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Adobe Captivate", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the specialist choice for **software simulations and VR/AR** ... steep learning curve though"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Rise 360", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the sweet spot is a **cloud-based rapid authoring tool** (Rise, Easygenerator) because it maximizes collaboration and speed"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Easygenerator", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Easygenerator** (great 5-author team pricing) or **Rise 360**"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Elucidat", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise-scale rapid authoring (Elucidat, ~$1,650+/yr)"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|dominKnow ONE", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "multi-mode authoring (dominKnow)"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Mindsmith", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-native tools (Mindsmith, Coursebox, Co.llab) ... Output quality varies and needs human review"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Coursebox", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native tools (Mindsmith, Coursebox, Co.llab)"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Co.llab", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Co.llab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native tools (Mindsmith, Coursebox, Co.llab)"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|iSpring Suite", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you **already use PowerPoint** and need quick conversions → **iSpring**."}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Lectora Online", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "strong accessibility compliance (Lectora)"}, {"id": "mai-20260917-1752-baseline|c184-s3|deepseek-small|Articulate 360", "prompt": "c184-s3", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Often considered **overkill for small teams** given the price."}, {"id": "mai-20260917-1752-baseline|c184-s3|google-small|Articulate 360", "prompt": "c184-s3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Articulate 360 is the industry-standard suite... For a small team, **Rise 360** is the star."}, {"id": "mai-20260917-1752-baseline|c184-s3|google-small|iSpring Suite", "prompt": "c184-s3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams transitioning existing training materials from PowerPoint."}, {"id": "mai-20260917-1752-baseline|c184-s3|google-small|Easygenerator", "prompt": "c184-s3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams relying heavily on Subject Matter Experts (SMEs) to co-author courses."}, {"id": "mai-20260917-1752-baseline|c184-s3|google-small|Mindsmith", "prompt": "c184-s3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Mindsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Solo creators or small teams wanting rapid, AI-driven microlearning."}, {"id": "mai-20260917-1752-baseline|c184-s3|google-small|Adobe Captivate", "prompt": "c184-s3", "model": "google-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams on a tighter budget who need highly technical software training."}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|Mintlify", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Mintlify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Notion if you need flexibility, Mintlify for developer docs, or HelpNDoc for traditional help file generation"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|Docsio", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Docsio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Generates branded docs from URL in minutes, AI agent editing"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|GitBook", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "GitBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-based tools (ClickHelp, GitBook) excel at team workflows"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|HelpNDoc", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "HelpNDoc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "for simplicity, HelpNDoc is ideal"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|MadCap Flare", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For structured authoring with content reuse, MadCap Flare leads"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|Adobe RoboHelp", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe RoboHelp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Adobe RoboHelp** | Enterprise-grade"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|ClickHelp", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "ClickHelp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud-based tools (ClickHelp, GitBook) excel at team workflows"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|Notion", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Start with Notion if you need flexibility"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|Confluence", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Confluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Good for internal docs, limited for public-facing"}, {"id": "mai-20260917-1752-baseline|c184-s3|minimax-small|Markdown + Git", "prompt": "c184-s3", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Markdown + Git", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Simple, fast, version-controlled, scales well"}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|Articulate 360", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Interactive, SCORM-ready courses; most popular for workplace training."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|iSpring Suite", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with Articulate 360 or iSpring Suite for ease of use"}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|Elucidat", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For collaborative, cloud-based work, consider Elucidat or dominKnow | ONE."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|Adobe Captivate", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|Easygenerator", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams that want to collaborate in real time and avoid software maintenance."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|dominKnow | ONE", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For collaborative, cloud-based work, consider Elucidat or dominKnow | ONE."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|MadCap Flare", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams focused on technical documentation rather than interactive e-learning."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|H5P", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Small teams wanting to add interactivity to existing LMS content."}, {"id": "mai-20260917-1752-baseline|c184-s3|mistral-small|Synthesia", "prompt": "c184-s3", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Synthesia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For quick video training, Synthesia is a strong choice."}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|Articulate 360", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team, sophisticated eLearning** | Articulate 360 (if budget allows) or Easygenerator"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|iSpring Suite", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Budget-conscious, need courses fast** | iSpring Suite or 360Learning"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|Easygenerator", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Articulate 360 (if budget allows) or Easygenerator"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|Lectora", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Creating compliance/accessible training** | Lectora"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|360Learning", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very affordable, collaborative authoring"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|Notion", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need one tool for docs + project management** | Notion"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|MadCap Flare", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cons:** Expensive, requires dedicated tools specialist"}, {"id": "mai-20260917-1752-baseline|c184-s3|moonshot-small|AsciiDoc + adoc Studio", "prompt": "c184-s3", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "AsciiDoc + adoc Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Technical documentation for developers** | AsciiDoc/Git-based workflow"}, {"id": "mai-20260917-1752-baseline|c184-s3|openai-small|Articulate Rise 360", "prompt": "c184-s3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate Rise 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around:** **Articulate Rise 360**"}, {"id": "mai-20260917-1752-baseline|c184-s3|openai-small|Storyline 360", "prompt": "c184-s3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for advanced interactivity:** **Storyline 360**"}, {"id": "mai-20260917-1752-baseline|c184-s3|openai-small|Adobe Captivate", "prompt": "c184-s3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steeper learning curve; can feel heavier for small teams"}, {"id": "mai-20260917-1752-baseline|c184-s3|openai-small|iSpring Suite", "prompt": "c184-s3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want PowerPoint-based simplicity:** **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-s3|openai-small|H5P", "prompt": "c184-s3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **H5P** if you want **simple interactive objects**"}, {"id": "mai-20260917-1752-baseline|c184-s3|openai-small|Camtasia", "prompt": "c184-s3", "model": "openai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Camtasia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you're making mostly video tutorials:** **Camtasia**"}, {"id": "mai-20260917-1752-baseline|c184-s3|xai-small|Articulate 360", "prompt": "c184-s3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **iSpring** (budget-friendly, quick) or **Articulate Rise** (polished output)"}, {"id": "mai-20260917-1752-baseline|c184-s3|xai-small|iSpring Suite", "prompt": "c184-s3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For training-focused small teams, start with **iSpring** (budget-friendly, quick)"}, {"id": "mai-20260917-1752-baseline|c184-s3|xai-small|Easygenerator", "prompt": "c184-s3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited reviewers; scales cheaply; SME-friendly | Basic interactivity; template-limited"}, {"id": "mai-20260917-1752-baseline|c184-s3|xai-small|GitBook", "prompt": "c184-s3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "GitBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For docs/dev, **GitBook** (collaborative, modern)"}, {"id": "mai-20260917-1752-baseline|c184-s3|xai-small|MadCap Flare", "prompt": "c184-s3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "MadCap Flare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steep learning curve; Windows-only, pricier upfront"}, {"id": "mai-20260917-1752-baseline|c184-s3|xai-small|H5P", "prompt": "c184-s3", "model": "xai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tiers (GitBook, H5P alternative) for testing."}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Articulate 360", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most flexible for advanced interactivity, but steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Rise 360", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Rise 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rise 360: Web-based rapid authoring for responsive courses"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Adobe Captivate", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Specialized for software training rather than general compliance or soft skills"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|iSpring Suite", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Teams already in PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Elucidat", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small to mid-sized teams needing co-authoring and review workflows"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Easygenerator", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: SMEs who want to create courses themselves without technical training"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|360Learning", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines authoring and delivery in one platform"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|H5P", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for micro-content, not full courses"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|DominKnow ONE", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "DominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focus on structured, multi-format content"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Lectora Online", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Lectora Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best-in-class for accessibility compliance"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Mindsmith", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fastest creation for simple courses"}, {"id": "mai-20260917-1752-baseline|c184-s3|zai-small|Co.llab", "prompt": "c184-s3", "model": "zai-small", "cat": "course-authoring-tools", "variant": "comparative", "raw": "Co.llab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Still in beta with limited features"}, {"id": "mai-20260917-1752-baseline|c184-s4|alibaba-small|H5P", "prompt": "c184-s4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is strictly zero dollars, H5P is the best choice."}, {"id": "mai-20260917-1752-baseline|c184-s4|alibaba-small|iSpring Suite", "prompt": "c184-s4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "iSpring is generally considered the best budget alternative to industry leaders like Articulate"}, {"id": "mai-20260917-1752-baseline|c184-s4|alibaba-small|Articulate", "prompt": "c184-s4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than competitors like Articulate (which usually cost $1,299+/year)"}, {"id": "mai-20260917-1752-baseline|c184-s4|alibaba-small|Adobe Captivate", "prompt": "c184-s4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less flexible than advanced tools like Adobe Captivate for complex simulations."}, {"id": "mai-20260917-1752-baseline|c184-s4|alibaba-small|EasyGenerator", "prompt": "c184-s4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "EasyGenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EasyGenerator is a strong contender."}, {"id": "mai-20260917-1752-baseline|c184-s4|alibaba-small|Genially", "prompt": "c184-s4", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Genially is excellent for visually engaging, non-linear content."}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|OpenLearning", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "OpenLearning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for free trials or open-source options like OpenLearning or Canvas"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Canvas", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "open-source options like OpenLearning or Canvas"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|H5P", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free, open-source tool that's excellent for creating interactive content"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Moodle", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free learning management system that can host e-learning content"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Canva for Education", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Canva for Education", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free option for creating visual course materials"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Google Slides/Forms", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Google Slides/Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Surprisingly versatile for basic course creation"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Thinkific", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a free plan for course creation"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Teachable", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Has a free tier suitable for beginners"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Powtoon", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Powtoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Powtoon or Animaker - Affordable for creating animated courses"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Animaker", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Animaker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Powtoon or Animaker - Affordable for creating animated courses"}, {"id": "mai-20260917-1752-baseline|c184-s4|anthropic-small|Articulate Storyline 360", "prompt": "c184-s4", "model": "anthropic-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "While not free, it's reasonably priced compared to enterprise solutions"}, {"id": "mai-20260917-1752-baseline|c184-s4|challenger-small|H5P", "prompt": "c184-s4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **H5P** because it is **free and open-source**"}, {"id": "mai-20260917-1752-baseline|c184-s4|challenger-small|iSpring Suite", "prompt": "c184-s4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Suite** is usually the most practical alternative"}, {"id": "mai-20260917-1752-baseline|c184-s4|challenger-small|Easygenerator", "prompt": "c184-s4", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "are the strongest budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|H5P", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with H5P (free)** if you just need interactive elements or lightweight courses."}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|iSpring Free", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free version of the paid tool. Good if you're a Windows/PowerPoint shop."}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|ActivePresenter (free tier)", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter (free tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free version works well for screencasts and tutorials."}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|iSpring Suite", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Upgrade to iSpring Suite** if you need a full, professional course authoring tool ... it's the best \"one realistic paid tool\" for a small business"}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|Adobe Captivate", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Professional-grade interactivity at roughly a third of Articulate's cost."}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|Articulate 360", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The one to skip on a tight budget ... typically the most expensive option and overkill"}, {"id": "mai-20260917-1752-baseline|c184-s4|deepseek-small|Camtasia", "prompt": "c184-s4", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Need video-heavy training / screen recordings? → ActivePresenter or Camtasia"}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|Articulate 360", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "costs over $1,400 per year per user with an upfront annual commitment) are usually out of the question"}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|ActivePresenter", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for High-End Interactivity & Simulations: **ActivePresenter** ... **ActivePresenter offers a perpetual license**"}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|Adobe Captivate", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "can do almost everything Articulate Storyline or Adobe Captivate can do"}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|Genially", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Do you want beautiful, modern courses with zero design skills?** Go with **Genially**"}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|isEazy", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "isEazy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mobile-First & Quick \"Rise-style\" Courses: **isEazy**"}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|iSpring Free", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Do you have existing PowerPoints?** Start with **iSpring Free** to get up and running today."}, {"id": "mai-20260917-1752-baseline|c184-s4|google-small|H5P", "prompt": "c184-s4", "model": "google-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Open-Source & Highly Interactive: **H5P** ... 100% free to self-host and customize"}, {"id": "mai-20260917-1752-baseline|c184-s4|meta-small|H5P", "prompt": "c184-s4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be H5P, a free, open-source tool that is ideal for one-off content creation or for small businesses that don't have a budget"}, {"id": "mai-20260917-1752-baseline|c184-s4|meta-small|iSpring Cloud AI", "prompt": "c184-s4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Cloud AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are iSpring Cloud AI, a cloud-based course builder that works right in your browser"}, {"id": "mai-20260917-1752-baseline|c184-s4|meta-small|Articulate Rise 360", "prompt": "c184-s4", "model": "meta-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Articulate Rise 360, which offers block-based builds and easy updates for fast, text-based course creation"}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|Google Slides/Canva", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Google Slides/Canva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with iSpring Free or Canva** — both are free and can produce quality courses."}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|H5P", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**H5P** | Free (open-source) | Interactive content, WordPress integration"}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|Articulate Rise 360", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrade to **iSpring Suite** (best value) or **Rise 360**"}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|iSpring Free", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with iSpring Free or Canva** — both are free and can produce quality courses."}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|iSpring Suite", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "upgrade to **iSpring Suite** (best value)"}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|Camtasia", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cons:** Not for interactive courses"}, {"id": "mai-20260917-1752-baseline|c184-s4|minimax-small|Storyline", "prompt": "c184-s4", "model": "minimax-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less customization than Storyline"}, {"id": "mai-20260917-1752-baseline|c184-s4|mistral-small|H5P", "prompt": "c184-s4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often recommended as the best option for those with zero budget"}, {"id": "mai-20260917-1752-baseline|c184-s4|mistral-small|iSpring Suite", "prompt": "c184-s4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need to convert slides?** Try **iSpring Suite**"}, {"id": "mai-20260917-1752-baseline|c184-s4|mistral-small|Adobe Captivate", "prompt": "c184-s4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want professional features on a budget?** Consider **Adobe Captivate**"}, {"id": "mai-20260917-1752-baseline|c184-s4|mistral-small|Articulate Storyline 360", "prompt": "c184-s4", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For very tight budgets, it may be too expensive"}, {"id": "mai-20260917-1752-baseline|c184-s4|moonshot-small|H5P", "prompt": "c184-s4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zero budget, need basic courses | H5P"}, {"id": "mai-20260917-1752-baseline|c184-s4|moonshot-small|iSpring Free", "prompt": "c184-s4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comfortable with PowerPoint | iSpring Free"}, {"id": "mai-20260917-1752-baseline|c184-s4|moonshot-small|ActivePresenter Free", "prompt": "c184-s4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ActivePresenter** stands out because: - It has a genuinely useful **free version**"}, {"id": "mai-20260917-1752-baseline|c184-s4|moonshot-small|Genially", "prompt": "c184-s4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Genially (Freemium) ... Cons: Limited SCORM support in free version"}, {"id": "mai-20260917-1752-baseline|c184-s4|moonshot-small|Articulate Storyline", "prompt": "c184-s4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Storyline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Much cheaper than competitors like Articulate Storyline ($1,499/year)"}, {"id": "mai-20260917-1752-baseline|c184-s4|moonshot-small|Adobe Captivate", "prompt": "c184-s4", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "or Adobe Captivate ($1,099/year)"}, {"id": "mai-20260917-1752-baseline|c184-s4|openai-small|Adobe Captivate", "prompt": "c184-s4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Adobe Captivate** if you want the **lowest official entry price**"}, {"id": "mai-20260917-1752-baseline|c184-s4|openai-small|Articulate Rise", "prompt": "c184-s4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Rise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Articulate Rise** is often the better day-to-day authoring experience, but it’s part of **Articulate 360**, which is substantially more expensive"}, {"id": "mai-20260917-1752-baseline|c184-s4|openai-small|Articulate Storyline", "prompt": "c184-s4", "model": "openai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate Storyline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Articulate Storyline** is stronger, but typically not the budget pick"}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|H5P", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "H5P stands out as the best free eLearning authoring tool overall"}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|iSpring Free", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "rated best free for SCORM by multiple sources"}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|ActivePresenter Free", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "ActivePresenter Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Screen recording, simulations, full SCORM 1.2/2004; high interactivity"}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|Adapt Learning", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source, responsive HTML5/SCORM/xAPI; fully customizable. | Tech-heavy setup."}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|Genially Free", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Genially Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Visual/gamified content; super easy (5/5 ease). | No SCORM download"}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|Adobe Captivate", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$33.99/month—pro features at 1/3 Articulate price"}, {"id": "mai-20260917-1752-baseline|c184-s4|xai-small|Articulate 360", "prompt": "c184-s4", "model": "xai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Articulate 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid big names like Articulate 360 ($1,299+/year) unless scaling up."}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|eXeLearning", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "eXeLearning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **no budget at all**: Start with **eXeLearning** or **H5P**."}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|H5P", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "H5P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **eXeLearning** or **H5P**. Both are free, open-source options"}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|Adapt Learning", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adapt Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free, responsive design, works on all devices | No cost, but requires setup"}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|Twine", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Twine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Twine** is excellent for gamified learning at zero cost."}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|iSpring Suite", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**iSpring Suite** is likely your best bet."}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|Adobe Captivate", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive if you don't already use Adobe products"}, {"id": "mai-20260917-1752-baseline|c184-s4|zai-small|Rise 360", "prompt": "c184-s4", "model": "zai-small", "cat": "course-authoring-tools", "variant": "budget", "raw": "Rise 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best rapid authoring, but pricey for a small budget"}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Camtasia", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Camtasia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Or do you have to use Camtasia separately?"}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|iSpring", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tools like **iSpring** allow you to turn PowerPoint slides directly into interactive SCORM packages."}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Articulate Storyline", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Storyline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tools like Articulate Storyline excel here; basic tools often fail"}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Articulate Rise", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Rise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The \"I want it done fast/easy\" Choice (Low Complexity) * **Look at:** **Articulate Rise**"}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Domo (formerly DomoLearn)", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Domo (formerly DomoLearn)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Look at:** **Articulate Rise**, **Domo (formerly DomoLearn)**, **Axonify**."}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Axonify", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Axonify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Look at:** **Articulate Rise**, **Domo (formerly DomoLearn)**, **Axonify**."}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Adobe Captivate", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: High learning curve (will take weeks to learn); expensive."}, {"id": "mai-20260917-1752-baseline|c184-s5|alibaba-small|Vyond", "prompt": "c184-s5", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Vyond", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cons: High learning curve (will take weeks to learn); expensive."}, {"id": "mai-20260917-1752-baseline|c184-s5|deepseek-small|Articulate 360 (Storyline + Rise)", "prompt": "c184-s5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360 (Storyline + Rise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry default, covers almost every format | Most powerful, but premium price; Storyline has a learning curve, Rise is simple"}, {"id": "mai-20260917-1752-baseline|c184-s5|deepseek-small|Easygenerator", "prompt": "c184-s5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a template-driven, unlimited-seat browser tool (like Rise or Easygenerator) is often the sweet spot"}, {"id": "mai-20260917-1752-baseline|c184-s5|deepseek-small|Adobe Captivate", "prompt": "c184-s5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Professional interactivity at lower cost | ~1/3 the price of Articulate for similar power"}, {"id": "mai-20260917-1752-baseline|c184-s5|deepseek-small|iSpring Suite", "prompt": "c184-s5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PowerPoint-first teams | Builds straight from slides, well below suite leaders in price"}, {"id": "mai-20260917-1752-baseline|c184-s5|deepseek-small|H5P", "prompt": "c184-s5", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "H5P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zero license cost, capable but more technical"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|Adobe Captivate", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid heavy, steep-learning-curve desktop software (like Adobe Captivate or Articulate Storyline)"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|Articulate Storyline", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Storyline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid heavy, steep-learning-curve desktop software (like Adobe Captivate or Articulate Storyline)"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|Easygenerator", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Highly recommended for small-to-midsize businesses... designed so that any employee can jump in and write a course without training."}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|Mindsmith", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Mindsmith", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An AI-first authoring tool that is exceptionally fast. It's great for microlearning"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|Articulate 360 (specifically Articulate Rise)", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360 (specifically Articulate Rise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Articulate is the gold standard in eLearning... The Catch: It is relatively expensive"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|iSpring Suite", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "iSpring is an add-in that converts PowerPoint files directly into interactive, trackable eLearning courses"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|LearnWorlds", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you don't have an LMS... these platforms let you build the courses and enroll your 30 employees"}, {"id": "mai-20260917-1752-baseline|c184-s5|google-small|Coassemble", "prompt": "c184-s5", "model": "google-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "LearnWorlds or Coassemble: If you don't have an LMS to track who has completed training"}, {"id": "mai-20260917-1752-baseline|c184-s5|mistral-small|Articulate 360", "prompt": "c184-s5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud tools (e.g., Articulate 360, Adobe Captivate) allow real-time collaboration"}, {"id": "mai-20260917-1752-baseline|c184-s5|mistral-small|Adobe Captivate", "prompt": "c184-s5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud tools (e.g., Articulate 360, Adobe Captivate) allow real-time collaboration"}, {"id": "mai-20260917-1752-baseline|c184-s5|mistral-small|Lectora", "prompt": "c184-s5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "desktop tools (e.g., Lectora) may offer more offline control"}, {"id": "mai-20260917-1752-baseline|c184-s5|mistral-small|iSpring Suite", "prompt": "c184-s5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Based on your needs (e.g., Articulate 360, Adobe Captivate, Lectora, iSpring Suite, Elucidat)"}, {"id": "mai-20260917-1752-baseline|c184-s5|mistral-small|Elucidat", "prompt": "c184-s5", "model": "mistral-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Based on your needs (e.g., Articulate 360, Adobe Captivate, Lectora, iSpring Suite, Elucidat)"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|Articulate 360", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Enterprise Standard** | Articulate 360, Adobe Captivate | Complex interactions, compliance training"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|Adobe Captivate", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Enterprise Standard** | Articulate 360, Adobe Captivate | Complex interactions, compliance training"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|Articulate Rise 360", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Rise 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rapid Authoring** | Articulate Rise 360, Easygenerator | Fast course creation, cloud collaboration"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|Easygenerator", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rapid Authoring** | Articulate Rise 360, Easygenerator | Fast course creation, cloud collaboration"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|iSpring Suite", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PowerPoint-Based** | iSpring Suite | Teams already using PowerPoint"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|Coursebox AI", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Coursebox AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AI-First/Newer** | Coursebox AI, Co.llab | Speed, automated content generation"}, {"id": "mai-20260917-1752-baseline|c184-s5|moonshot-small|Co.llab", "prompt": "c184-s5", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Co.llab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AI-First/Newer** | Coursebox AI, Co.llab | Speed, automated content generation"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|Articulate 360", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Articulate 360 (Rise/Storyline)** | All-around power users | Intuitive, templates, AI, great collab | Pricey for individuals"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|Rise 360 (Articulate)", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Rise 360 (Articulate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| Rise 360 (Articulate)                | ~$20-30/user/month |"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|Adobe Captivate", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adobe Captivate** | Advanced interactions | Simulations, VR support | Steeper curve"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|iSpring Suite", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iSpring Suite** | PowerPoint users | Cheap, easy PPT import, SCORM/xAPI | Less modern UI"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|Elucidat", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Elucidat** | Responsive courses | Team workflows, analytics | Higher entry price"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|Adapt", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adapt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Elucidat or Adapt                     | ~$2,500/year (team) |"}, {"id": "mai-20260917-1752-baseline|c184-s5|xai-small|GoSkills/Lectora", "prompt": "c184-s5", "model": "xai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "GoSkills/Lectora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**GoSkills/Lectora** | Budget-friendly | Integrated LMS, mobile-first | Limited customization"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Elucidat", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-based tools (Elucidat, Easygenerator, 360Learning, DominKnow ONE) are often better for collaboration"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Easygenerator", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Easygenerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-based tools (Elucidat, Easygenerator, 360Learning, DominKnow ONE) are often better for collaboration"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|360Learning", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-based tools (Elucidat, Easygenerator, 360Learning, DominKnow ONE)"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|DominKnow ONE", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "DominKnow ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-based tools (Elucidat, Easygenerator, 360Learning, DominKnow ONE)"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Articulate Storyline", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate Storyline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "desktop tools (Articulate Storyline, Adobe Captivate) offer more control but require file sharing"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Adobe Captivate", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "desktop tools (Articulate Storyline, Adobe Captivate) offer more control but require file sharing"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Articulate 360", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Articulate 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top contenders: Articulate 360, Adobe Captivate, Elucidat, Easygenerator, 360Learning, DominKnow ONE, iSpring Suite"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|iSpring Suite", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "iSpring Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top contenders: ... iSpring Suite, and AI-native tools (Mindsmith, Coursebox)"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Mindsmith", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Mindsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native tools (Mindsmith, Coursebox)"}, {"id": "mai-20260917-1752-baseline|c184-s5|zai-small|Coursebox", "prompt": "c184-s5", "model": "zai-small", "cat": "course-authoring-tools", "variant": "scale", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-native tools (Mindsmith, Coursebox)"}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|Adobe Captivate", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Adobe Captivate (Proceed with Caution) ... frequently cited as a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|Adobe FrameMaker", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe FrameMaker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Adobe FrameMaker (Highly Recommended to Avoid)"}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|dominKnow | ONE", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Specific Warning for dominKnow | ONE: Vendors explicitly note that this platform is not optimized for single-user environments."}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|Elucidat", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many small businesses end up paying for features they never use ... The \"Overkill\" Factor"}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|Storyline", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Storyline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "purchase \"Pro\" versions of authoring tools (like older versions of Storyline or specialized legacy systems) thinking they need more power"}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|Easygenerator", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for cloud-native, template-driven tools (like Easygenerator or Articulate Rise)"}, {"id": "mai-20260917-1752-baseline|c184-s6|alibaba-small|Articulate Rise", "prompt": "c184-s6", "model": "alibaba-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Rise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "look for cloud-native, template-driven tools (like Easygenerator or Articulate Rise)"}, {"id": "mai-20260917-1752-baseline|c184-s6|challenger-small|Xyleme", "prompt": "c184-s6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Xyleme", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Xyleme is described as too complex and heavyweight for smaller teams"}, {"id": "mai-20260917-1752-baseline|c184-s6|challenger-small|Adobe Captivate", "prompt": "c184-s6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Adobe Captivate and Storyline 360 are both flagged for complexity, especially for beginners or less technical users."}, {"id": "mai-20260917-1752-baseline|c184-s6|challenger-small|Storyline 360", "prompt": "c184-s6", "model": "challenger-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Storyline 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Adobe Captivate and Storyline 360 are both flagged for complexity, especially for beginners or less technical users."}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Articulate 360 (Storyline + Rise)", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360 (Storyline + Rise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: If you're a small business producing only a handful of courses, you're paying enterprise rates for a fraction of the capacity."}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Adobe Captivate", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a small team may spend more time learning the tool than producing content"}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Lectora (Trivantis)", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora (Trivantis)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill and clunky for a small business that needs quick, modern content."}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Elucidat", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "built for large collaborative teams with many authors/reviewers. That's serious money for a small business"}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Shift", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Shift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Shift's Enterprise plan (around $8,500/year) are built for large collaborative teams"}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|iSpring Suite", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "iSpring Suite (~$970/yr) — excellent if your team already works in PowerPoint; much shorter learning curve."}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|H5P", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free and open source, ideal for smaller-volume or one-off content creation"}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Easygenerator", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "browser-based, good for getting subject-matter experts producing content without heavy ID skills"}, {"id": "mai-20260917-1752-baseline|c184-s6|deepseek-small|Rise 360", "prompt": "c184-s6", "model": "deepseek-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Rise 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the rapid-authoring side of Articulate, but still requires the full-price subscription"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Adobe Captivate (Classic)", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate (Classic)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Several categories of authoring tools should be avoided or approached with extreme caution... notoriously steep learning curves"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Lectora Desktop", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Adobe Captivate (Classic), Lectora Desktop... built with a \"programming mindset\""}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Elucidat", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Elucidat are specifically designed for large enterprise teams... often requiring high annual minimums"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|dominKnow | ONE", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow | ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-Cost, Enterprise-Only Platforms... Examples: Elucidat, dominKnow | ONE"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Articulate 360", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "paying $1,000+ per user annually is a heavy burden... paying for a premium enterprise suite is massive financial overkill"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|iSpring Suite", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some desktop tools (like iSpring) are heavily optimized for Windows and require complicated workarounds or virtual machines to run on Mac"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Adapt Learning", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adapt Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they require web development knowledge, server hosting, and manual technical maintenance"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|H5P", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "self-hosted H5P (on independent servers)... the \"free\" tool will quickly cost more in lost time and IT consulting fees"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Articulate Rise", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Rise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Tools like Articulate Rise, Easygenerator, or Mindsmith rely on modular, drag-and-drop block builders"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Easygenerator", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Tools like Articulate Rise, Easygenerator, or Mindsmith rely on modular, drag-and-drop block builders"}, {"id": "mai-20260917-1752-baseline|c184-s6|google-small|Mindsmith", "prompt": "c184-s6", "model": "google-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Mindsmith", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Tools like Articulate Rise, Easygenerator, or Mindsmith rely on modular, drag-and-drop block builders"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Elucidat", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned in the search results include Elucidat, Adobe Captivate, Articulate Storyline 360"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Adobe Captivate", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools mentioned in the search results include Elucidat, Adobe Captivate, Articulate Storyline 360"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Articulate Storyline 360", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Storyline 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools mentioned in the search results include Elucidat, Adobe Captivate, Articulate Storyline 360, Articulate Rise 360"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Articulate Rise 360", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate Rise 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Articulate Storyline 360, Articulate Rise 360, Gomo, Lectora"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Gomo", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Gomo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Articulate Rise 360, Gomo, Lectora, Adapt"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Lectora", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gomo, Lectora, Adapt, Skillcast"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Adapt", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adapt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lectora, Adapt, Skillcast, Coursebox"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Skillcast", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adapt, Skillcast, Coursebox, ACI Learning"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Coursebox", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Skillcast, Coursebox, ACI Learning, Odoo, and Synap"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|ACI Learning", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "ACI Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coursebox, ACI Learning, Odoo, and Synap"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Odoo", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ACI Learning, Odoo, and Synap"}, {"id": "mai-20260917-1752-baseline|c184-s6|meta-small|Synap", "prompt": "c184-s6", "model": "meta-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Synap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ACI Learning, Odoo, and Synap"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Articulate 360", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "authoring tools small businesses should avoid or approach with caution ... **Articulate 360** | $1,449–$1,749 per author/year ... \"overkill for most freelance IDs and small teams.\""}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|iSpring Suite", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**iSpring Suite** (PowerPoint-based, lower cost)"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Easygenerator", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Easygenerator** (SME-friendly)"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|H5P", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**H5P** (free, open-source)"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Adobe Captivate", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Steep learning curve, dated interface, two incompatible versions shipped under one subscription. Complex for simple needs."}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Camtasia", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Camtasia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Camtasia** + simple quiz tools for software training"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Lectora", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "$1,997+ per author/year; built for enterprise-scale content operations with extensive teams"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|dominKnow", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Lectora / dominKnow** | $1,997+ per author/year; built for enterprise-scale content operations"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Elucidat", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Easygenerator, Elucidat (lower tier)"}, {"id": "mai-20260917-1752-baseline|c184-s6|moonshot-small|Storyline", "prompt": "c184-s6", "model": "moonshot-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Storyline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Desktop suites with steep learning curves** (Captivate, Storyline) if you lack dedicated instructional designers"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Adobe Creative Cloud (e.g., Captivate for eLearning authoring)", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Creative Cloud (e.g., Captivate for eLearning authoring)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Subscription model ($60+/month per user for All Apps) adds up quickly without a one-time purchase option."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Canva", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Recommendations instead**: Start with Canva (design/content)"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|DaVinci Resolve", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "DaVinci Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "opt for free alternatives like Canva or DaVinci Resolve"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Articulate 360 (Storyline/Rise)", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Articulate 360 (Storyline/Rise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid**: Expensive (~$1,200–$1,750/year per user), designed for high-volume teams."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Google Sites", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Sites", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "try free tiers of Google Sites or iSpring Free instead"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|iSpring Free", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "try free tiers of Google Sites or iSpring Free instead"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Contentful (headless CMS with authoring)", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Contentful (headless CMS with authoring)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why avoid**: Hidden costs (API limits, no native previews/localization/versioning), rigid modeling, and governance gaps slow small teams."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|WordPress", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use WordPress or simpler CMS like Ghost for SMB content."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Ghost", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Ghost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use WordPress or simpler CMS like Ghost for SMB content."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Elucidat", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Elucidat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Excellent for collaborative eLearning, but pricey for low output."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Lectora", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Desktop-heavy tools like Lectora ... Issues: Document loss in teams, forced workflow changes, no cloud collab."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|dominKnow ONE", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "dominKnow ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Overly complex platforms (e.g., dominKnow ONE ... Clunky for tiny teams, expensive add-ons"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|iSpring Suite full", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "iSpring Suite full", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "iSpring suits PPT users but feels dated/costly solo."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Google Workspace", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Google Workspace (docs/slides)"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Notion", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Notion (wiki authoring)"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Adapt Learning", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adapt Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "free eLearning like Adapt Learning/H5P"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|H5P", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "H5P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "free eLearning like Adapt Learning/H5P"}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Easygenerator", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Easygenerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "For growth, Easygenerator or Rise 360 trials."}, {"id": "mai-20260917-1752-baseline|c184-s6|xai-small|Rise 360", "prompt": "c184-s6", "model": "xai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Rise 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "For growth, Easygenerator or Rise 360 trials."}, {"id": "mai-20260917-1752-baseline|c184-s6|zai-small|Adobe Captivate", "prompt": "c184-s6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Adobe Captivate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Adobe Captivate: While powerful for software simulations, it is frequently cited for having a steep learning curve and a dated interface."}, {"id": "mai-20260917-1752-baseline|c184-s6|zai-small|Gomo Learning", "prompt": "c184-s6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Gomo Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Gomo is often noted for being too slow for rapid builds. It is designed for large teams and complex governance, not for small teams"}, {"id": "mai-20260917-1752-baseline|c184-s6|zai-small|Lectora", "prompt": "c184-s6", "model": "zai-small", "cat": "course-authoring-tools", "variant": "negative", "raw": "Lectora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lectora is notorious for having a steep learning curve and an unintuitive interface"}, {"id": "mai-20260917-1752-baseline|c185-l1|alibaba-small|BetterUp", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BetterUp** remains the safest default due to its market dominance and research-backed approach"}, {"id": "mai-20260917-1752-baseline|c185-l1|alibaba-small|CoachHub", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are a multinational organization, **CoachHub** may offer better global flexibility"}, {"id": "mai-20260917-1752-baseline|c185-l1|alibaba-small|Gloat", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is internal talent mobility, **Gloat** is increasingly the best-in-class choice."}, {"id": "mai-20260917-1752-baseline|c185-l1|alibaba-small|Hone", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Hone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Immediate Performance Improvement:** Look at **Hone**."}, {"id": "mai-20260917-1752-baseline|c185-l1|alibaba-small|Boon", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A modern platform that blends 1:1 coaching with cohort-based learning and executive presence training."}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Boon", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "include Boon (4.8/5 on G2)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|BetterUp", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BetterUp (4.5/5, largest coach network)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|CoachHub", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CoachHub (strongest EMEA coverage)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|EZRA", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "EZRA (unlimited sessions)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Exec.com", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Exec.com (4.9/5, #1 on G2 in coaching)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Growthspace", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Growthspace (4.8/5 across 249 reviews)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Coachello", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Coachello (AI + human hybrid, Teams/Slack native)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Sounding Board", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sounding Board (leadership focus)"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Torch", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leadership development focus? → BetterUp or Torch"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Gong", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sales coaching specifically? → Gong or Hyperbound"}, {"id": "mai-20260917-1752-baseline|c185-l1|anthropic-small|Hyperbound", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Hyperbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Gong or Hyperbound for enterprise B2B sales teams"}, {"id": "mai-20260917-1752-baseline|c185-l1|challenger-small|BetterUp", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d choose **BetterUp** for a broad B2B enterprise because it is consistently framed as a top enterprise coaching platform with the largest coach network"}, {"id": "mai-20260917-1752-baseline|c185-l1|challenger-small|CoachHub", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** is the better pick if your company is globally distributed and especially strong in EMEA"}, {"id": "mai-20260917-1752-baseline|c185-l1|challenger-small|Exec", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec** is the strongest pick when you want coaching tied to measurable behavior change and practice"}, {"id": "mai-20260917-1752-baseline|c185-l1|challenger-small|Coachello", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned as the fit for large enterprises wanting native workflow integration"}, {"id": "mai-20260917-1752-baseline|c185-l1|challenger-small|Growthspace", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "presented as strong for targeted, time-bound capability gaps"}, {"id": "mai-20260917-1752-baseline|c185-l1|deepseek-small|BetterUp", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two safest bets are **BetterUp** and **CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-l1|deepseek-small|CoachHub", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two safest bets are **BetterUp** and **CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-l1|deepseek-small|EZRA", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Unlimited sessions, fast rollout** | **EZRA**"}, {"id": "mai-20260917-1752-baseline|c185-l1|deepseek-small|Boon", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Boon**'s usage-based model is a compelling alternative"}, {"id": "mai-20260917-1752-baseline|c185-l1|deepseek-small|Exec.com", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want the highest user satisfaction ratings, look closely at **Exec.com**"}, {"id": "mai-20260917-1752-baseline|c185-l1|deepseek-small|Coachello", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coachello** (AI-Powered, Slack/Teams Native)"}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|CoachHub", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CoachHub — Best for Global & Multinational Scale ... Its international coverage is considered the strongest in the market."}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|BetterUp", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Science-Backed Leadership & Personal Growth ... Consideration: It sits at the premium end of the market and represents a significant financial investment."}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|EZRA (by LHH)", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA (by LHH)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flat-Rate Budget Predictability"}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|Growthspace", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Measurable, Topic-Specific \"Skill Sprints\""}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|Cloverleaf", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Cloverleaf", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Flow-of-Work AI Team Coaching"}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|Mindtickle", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Mindtickle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Mindtickle — Best for Structured Sales Readiness & Onboarding ... Ideal for: Enterprise B2B revenue teams"}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|Gong", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Conversation Intelligence-Driven Coaching"}, {"id": "mai-20260917-1752-baseline|c185-l1|google-small|Seismic", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best All-in-One Enterprise Sales Suite"}, {"id": "mai-20260917-1752-baseline|c185-l1|meta-small|BetterUp", "prompt": "c185-l1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include BetterUp, Coachello, and others."}, {"id": "mai-20260917-1752-baseline|c185-l1|meta-small|Coachello", "prompt": "c185-l1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include BetterUp, Coachello, and others."}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|Exec", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Exec** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|BetterUp", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **BetterUp** ... Best for: Large global enterprises seeking workforce transformation"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|CoachHub", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **CoachHub** - Best for: Multinationals standardizing coaching across regions"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|Boon", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Boon** (4.8/5): Usage-based pricing, good for mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|EZRA", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EZRA**: Unlimited sessions, mobile-first, LHH-backed"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|Growthspace", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Growthspace**: Skill-specific development, strong review base"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|Torch", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Torch**: Coaching + mentoring combination"}, {"id": "mai-20260917-1752-baseline|c185-l1|minimax-small|Coachello", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Coachello**: Slack/Teams native, AI + human hybrid"}, {"id": "mai-20260917-1752-baseline|c185-l1|mistral-small|BetterUp", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure leadership and executive coaching at scale, **BetterUp** is the market leader."}, {"id": "mai-20260917-1752-baseline|c185-l1|mistral-small|Coachello", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For AI-human hybrid coaching integrated with Teams/Slack, **Coachello** stands out."}, {"id": "mai-20260917-1752-baseline|c185-l1|mistral-small|Speexx", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Speexx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global, multilingual workforce development, **Speexx** is a top choice."}, {"id": "mai-20260917-1752-baseline|c185-l1|moonshot-small|BetterUp", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the most comprehensive solution for a large enterprise, **BetterUp** is the category pioneer."}, {"id": "mai-20260917-1752-baseline|c185-l1|moonshot-small|CoachHub", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have significant international operations or EU presence, **CoachHub** is likely the better fit."}, {"id": "mai-20260917-1752-baseline|c185-l1|moonshot-small|Torch", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Torch** \\u2013 Best for Senior Leadership & Executives"}, {"id": "mai-20260917-1752-baseline|c185-l1|moonshot-small|Ezra", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ezra** \\u2013 Best for Fast Rollout"}, {"id": "mai-20260917-1752-baseline|c185-l1|moonshot-small|Growthspace", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growthspace** \\u2013 Best for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c185-l1|openai-small|BetterUp", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp is the strongest all-around employee coaching platform"}, {"id": "mai-20260917-1752-baseline|c185-l1|openai-small|Mentorloop", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mentoring rather than coaching:** tools in the **enterprise mentoring** category such as Mentorloop or Qooper"}, {"id": "mai-20260917-1752-baseline|c185-l1|openai-small|Qooper", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as Mentorloop or Qooper, which G2 highlights for matching"}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|BetterUp", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BetterUp** (Most frequently #1 for enterprises)"}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|Exec.com", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(#1 on G2 Coaching Software) ... Drawbacks: Newer player; smaller coach network than BetterUp."}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|CoachHub", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B: Multinational teams needing multilingual scale."}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|Growthspace", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growthspace** (Volume leader in reviews)"}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|EZRA", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EZRA** (Fastest rollout)"}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|Gong", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For B2B sales-specific coaching, consider sales tools like Gong or MindTickle alongside these."}, {"id": "mai-20260917-1752-baseline|c185-l1|xai-small|MindTickle", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "MindTickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider sales tools like Gong or MindTickle alongside these"}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|Exec.com", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exec.com** | 4.9/5 (top-ranked in G2 Coaching)"}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|BetterUp", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **BetterUp** or **CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|CoachHub", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BetterUp** or **CoachHub** | Both have the widest human networks and robust compliance"}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|Growthspace", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Exec.com** or **Growthspace** offer the strongest data-driven offerings"}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|Valence AI", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Valence AI** | Pure-AI coach (Nadia) that scales to every manager at low cost."}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|Coachello", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Valence AI** or **Coachello** are compelling low-cost options"}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|EZRA", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**EZRA** (LHH-backed) | Unlimited sessions, app-first experience, simple contracts."}, {"id": "mai-20260917-1752-baseline|c185-l1|zai-small|Bravely", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Bravely** | 24/7 on-demand model works well for wellness and quick-hit support."}, {"id": "mai-20260917-1752-baseline|c185-l2|alibaba-small|BetterUp", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is typically **BetterUp**"}, {"id": "mai-20260917-1752-baseline|c185-l2|alibaba-small|CoachHub", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-l2|anthropic-small|CoachHub", "prompt": "c185-l2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. CoachHub** (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline|c185-l2|anthropic-small|BetterUp", "prompt": "c185-l2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. BetterUp** (For Executive & Leadership Development)"}, {"id": "mai-20260917-1752-baseline|c185-l2|anthropic-small|EZRA", "prompt": "c185-l2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. EZRA** (For Mobile/Distributed Workforces)"}, {"id": "mai-20260917-1752-baseline|c185-l2|challenger-small|BetterUp", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BetterUp** if your priority is broad enterprise deployment"}, {"id": "mai-20260917-1752-baseline|c185-l2|challenger-small|CoachHub", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c185-l2|challenger-small|Coachello", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your organization wants **native Teams/Slack integration**"}, {"id": "mai-20260917-1752-baseline|c185-l2|deepseek-small|BetterUp", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **BetterUp** ... I'd **recommend BetterUp as the default**"}, {"id": "mai-20260917-1752-baseline|c185-l2|deepseek-small|CoachHub", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: **CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-l2|deepseek-small|Torch", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Senior-executive / strategy-aligned** leadership development | **Torch**"}, {"id": "mai-20260917-1752-baseline|c185-l2|google-small|CoachHub", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are highly global and security-conscious, request a demo from **CoachHub** first."}, {"id": "mai-20260917-1752-baseline|c185-l2|google-small|BetterUp", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are primarily North American and want the absolute gold-standard in behavioral science assessments ... schedule a pilot with **BetterUp**."}, {"id": "mai-20260917-1752-baseline|c185-l2|google-small|EZRA Coaching (by LHH / Adecco Group)", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA Coaching (by LHH / Adecco Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EZRA's unlimited model allows thousands of employees to use the platform as much as they need without escalating your costs."}, {"id": "mai-20260917-1752-baseline|c185-l2|google-small|Growthspace", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growthspace allows you to target coaching precisely where it's needed, run highly measurable programs, and achieve much higher ROI-per-dollar spent."}, {"id": "mai-20260917-1752-baseline|c185-l2|google-small|Torch", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Torch uniquely blends **coaching and mentoring** onto a single software dashboard."}, {"id": "mai-20260917-1752-baseline|c185-l2|meta-small|CoachHub", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The digital coaching marketplace that I would recommend to a large B2B company with thousands of employees is CoachHub."}, {"id": "mai-20260917-1752-baseline|c185-l2|meta-small|Speexx", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Speexx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Speexx, Coachello, BetterUp, EZRA, and Torch"}, {"id": "mai-20260917-1752-baseline|c185-l2|meta-small|Coachello", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Speexx, Coachello, BetterUp, EZRA, and Torch"}, {"id": "mai-20260917-1752-baseline|c185-l2|meta-small|BetterUp", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Speexx, Coachello, BetterUp, EZRA, and Torch"}, {"id": "mai-20260917-1752-baseline|c185-l2|meta-small|EZRA", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Speexx, Coachello, BetterUp, EZRA, and Torch"}, {"id": "mai-20260917-1752-baseline|c185-l2|meta-small|Torch", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Speexx, Coachello, BetterUp, EZRA, and Torch"}, {"id": "mai-20260917-1752-baseline|c185-l2|minimax-small|CoachHub", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd likely suggest **CoachHub** if you need global reach with native language coaching, or **BetterUp** if you want the largest coach network"}, {"id": "mai-20260917-1752-baseline|c185-l2|minimax-small|BetterUp", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **BetterUp** if you want the largest coach network and proven enterprise track record"}, {"id": "mai-20260917-1752-baseline|c185-l2|minimax-small|Exec.com", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest rated (4.9/5 on G2) - #1 in coaching category - Strong enterprise focus"}, {"id": "mai-20260917-1752-baseline|c185-l2|mistral-small|CoachHub", "prompt": "c185-l2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CoachHub** and **BetterUp** are the most mature and widely adopted platforms"}, {"id": "mai-20260917-1752-baseline|c185-l2|mistral-small|Coachello", "prompt": "c185-l2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coachello** is also a strong contender if you prioritize an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c185-l2|mistral-small|BetterUp", "prompt": "c185-l2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**CoachHub** and **BetterUp** are the most mature and widely adopted platforms"}, {"id": "mai-20260917-1752-baseline|c185-l2|moonshot-small|BetterUp", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose BetterUp** if you want the safest, most established option with the broadest reach"}, {"id": "mai-20260917-1752-baseline|c185-l2|moonshot-small|CoachHub", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CoachHub** if you have significant international operations, especially in EMEA"}, {"id": "mai-20260917-1752-baseline|c185-l2|moonshot-small|Torch", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Torch** if your priority is aligning coaching with specific business outcomes"}, {"id": "mai-20260917-1752-baseline|c185-l2|moonshot-small|Exec.com", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highest G2 rating (4.9/5) in coaching category"}, {"id": "mai-20260917-1752-baseline|c185-l2|moonshot-small|Growthspace", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong ratings (4.8/5) with 249+ reviews"}, {"id": "mai-20260917-1752-baseline|c185-l2|moonshot-small|EZRA", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unlimited sessions model, backed by LHH/Adecco"}, {"id": "mai-20260917-1752-baseline|c185-l2|openai-small|BetterUp", "prompt": "c185-l2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you forced me to pick one for a typical multinational enterprise: **BetterUp**."}, {"id": "mai-20260917-1752-baseline|c185-l2|openai-small|CoachHub", "prompt": "c185-l2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your workforce is highly distributed across many countries and languages: **CoachHub** may be the better fit."}, {"id": "mai-20260917-1752-baseline|c185-l2|xai-small|BetterUp", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend BetterUp as the top digital coaching marketplace."}, {"id": "mai-20260917-1752-baseline|c185-l2|xai-small|CoachHub", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... **CoachHub** (4.0–4.5/5 G2): Best for global/multinational B2B"}, {"id": "mai-20260917-1752-baseline|c185-l2|xai-small|EZRA", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EZRA** (4.6/5 G2): Unlimited sessions at scale via app"}, {"id": "mai-20260917-1752-baseline|c185-l2|zai-small|CoachHub", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-l2|zai-small|BetterUp", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Data & Performance: BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-l2|zai-small|EZRA", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for \"Unlimited\" Access: EZRA"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|BetterUp", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose BetterUp or CoachHub if your primary goal is executive development, retention, and well-being"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|CoachHub", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The leader in **international scalability**... Choose BetterUp or CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|Exec.com", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Exec.com or Growthspace if you need to improve specific job skills"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|Growthspace", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Empowering middle managers (\"Manager Enablement\")"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|Boon", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers **usage-based pricing** (pay for what you use) rather than per-seat licenses"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|Torch", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A leader in **hybrid programs**, combining 1:1 coaching with peer-to-peer mentoring"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|Valence", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Valence or Risley if you have a massive headcount (1,000+) and limited budget"}, {"id": "mai-20260917-1752-baseline|c185-l3|alibaba-small|Risely", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "primarily **AI-first platforms**... designed for budget-conscious scaling"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|BetterUp", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp (the market leader with 5,000+ credentialed human coaches)"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|CoachHub", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CoachHub (strong in Europe and global enterprise with AIMY 2.0 AI features)"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Valence", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Valence and Risely represent the AI-native wave that is reshaping enterprise coaching economics."}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Torch", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Torch (human coaching with mentoring programs)"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Ezra by LHH", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Ezra by LHH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ezra by LHH (enterprise coaching through the Adecco group)"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Risely", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Risely (AI-native daily coaching at $700-1,000/user/year with skill measurement and Slack/Teams integration)"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Exec.com", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Exec.com is #1 on G2 in the coaching category (4.9/5, 40 reviews) with a top 2% coach acceptance rate"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Coachello", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coachello offers AI + human hybrid capabilities with Teams/Slack native integration"}, {"id": "mai-20260917-1752-baseline|c185-l3|anthropic-small|Boon", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Usage-based platforms like Boon charge only for sessions delivered"}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|BetterUp", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BetterUp** for the broadest enterprise coaching program."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|CoachHub", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CoachHub** for international, multilingual deployment."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|EZRA", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **EZRA** for unlimited coaching and quick manager-development rollouts."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Torch", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Torch** for leadership transformation with mentoring and feedback."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Growthspace", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Growthspace** for targeted skill sprints."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Exec", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Exec** for practice-heavy readiness and roleplay."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Boon", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Boon** if you want usage-based pricing and multiple program formats."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Coachello", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Coachello** if Slack/Teams integration is a priority."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Valence", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Valence** if you want AI-native coaching."}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Bravely", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "On-demand coaching as an employee benefit"}, {"id": "mai-20260917-1752-baseline|c185-l3|challenger-small|Sounding Board", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Human coach networks: BetterUp, CoachHub, EZRA, Boon, Sounding Board."}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|BetterUp", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The category pioneer** and the best-funded player ... Operates the largest human coach network (3,500+ coaches)"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|CoachHub", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**The global scale leader** — 3,500+ coaches across 90+ countries and 80 languages"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|EZRA", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The fastest to roll out** — an app-first, mobile-first experience"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Torch", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations that want coaching tied to business goals and org strategy"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Growthspace", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Skill-specific development and measurable ROI with the strongest independent review base"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Exec.com (Exec)", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com (Exec)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Currently holds the #1 spot in G2's Coaching Software category."}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Boon", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highest G2 rating (4.8/5), usage-based pricing (pay only for sessions delivered)"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Sounding Board", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "senior-leader cohort programs with a leadership focus"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Valence", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-first coaching (Nadia) aimed at Fortune 500 managers"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Bravely / Modern Health", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely / Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "bundling coaching with mental-health support for whole-person wellbeing"}, {"id": "mai-20260917-1752-baseline|c185-l3|deepseek-small|Risely", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**AI-first** (Valence, Risely): AI is the coach itself"}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|BetterUp", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp is the pioneer of the category and has the deepest academic backing"}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|CoachHub", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub\\u2019s defining feature is its **global reach**"}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|EZRA (by LHH / The Adecco Group)", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA (by LHH / The Adecco Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EZRA often structures its contracts to allow **unlimited 1:1 sessions**"}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|Growthspace", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Precision-skill approach that matches employees with niche experts for short, measurable sprints."}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|Exec (Exec.com)", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec (Exec.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Exec bridges the gap between human and AI by offering a hybrid model."}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|Torch (Torch.io)", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch (Torch.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unifies external coaches and internal mentors into a single, cohesive developmental platform."}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|Simply.Coach", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pure enterprise SaaS that manages scheduling, progress, and GDPR-compliant client data."}, {"id": "mai-20260917-1752-baseline|c185-l3|google-small|Coaching.com", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coaching.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Simply.Coach (and Coaching.com)**"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Boon", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade coaching platforms include Boon, BetterUp, CoachHub, EZRA, Exec.com, Growthspace, Torch, Coachello, Bravely, Valence, and Risely."}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|BetterUp", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BetterUp (executive depth)"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|CoachHub", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CoachHub (global scale)"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|EZRA", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EZRA (mobile-first)"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Exec.com", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Boon, BetterUp, CoachHub, EZRA, Exec.com, Growthspace, Torch"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Growthspace", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Exec.com, Growthspace, Torch, Coachello, Bravely, Valence, and Risely"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Torch", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Growthspace, Torch, Coachello, Bravely, Valence, and Risely"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Coachello", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Some of the top picks for enterprise coaching platforms include Coachello (AI + human hybrid, Teams/Slack native)"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Bravely", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Coachello, Bravely, Valence, and Risely"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Valence", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bravely, Valence, and Risely"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Risely", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Valence, and Risely"}, {"id": "mai-20260917-1752-baseline|c185-l3|meta-small|Sounding Board", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Sounding Board (leadership focus)"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|BetterUp", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **BetterUp**\n- **Best for:** Broad enterprise rollouts wanting the largest, most established network ... Category pioneer with deepest research output"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|CoachHub", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Multinationals standardizing coaching across regions and languages"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Coachello", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strength:** Hybrid AI + human model, meets users where they already work"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|EZRA", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Fast rollouts, mobile-first experience"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Exec.com", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** AI roleplay combined with human coaching"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Growthspace", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Skill-specific development sprints"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Torch", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Coaching plus mentoring"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Valence", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** AI-first coaching at scale"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Risely", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI-native cost savings (Valence/Risely)"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Boon", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Usage-based (Boon)"}, {"id": "mai-20260917-1752-baseline|c185-l3|minimax-small|Coaching.com", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coaching.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Coaching.com emphasizes ICF alignment; others vary in coach vetting"}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|BetterUp", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the largest and most established platforms, with thousands of coaches globally."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|CoachHub", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong presence in EMEA and global scale, with a large multilingual coach network."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Exec", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hybrid model combining AI roleplay with human coaching, highly rated for leadership development."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Growthspace", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on skill-specific development sprints with a strong independent review base."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|EZRA", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mobile-first platform, unlimited sessions, backed by LHH."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Torch", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines coaching with mentoring and AI tools."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Coachello", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native integration with Slack and Teams, AI-powered features."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Boon", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Usage-based pricing, five integrated programs, strong G2 rating."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Bravely", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "On-demand coaching as an employee benefit."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Valence", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI coach (Nadia) for Fortune 500 managers."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Risely", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI coach (Merlin) with public pricing."}, {"id": "mai-20260917-1752-baseline|c185-l3|mistral-small|Sounding Board", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Focused on leadership coaching."}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|BetterUp", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **BetterUp** 🏆\n- **Best for**: Large enterprises (1,000+ employees) seeking broad workforce development"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|CoachHub", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Global multinationals needing standardized coaching across regions"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Torch", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Organizations wanting leadership development tied to business strategy"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|EZRA", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Mobile-first, flexible coaching experiences"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Exec.com", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Connecting coaching to observable performance and certification"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Growthspace", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Growthspace** | 50–1,000 employees | Strong ROI at lower per-seat costs |"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Sounding Board", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Sounding Board** | Structured manager coaching | Leadership-specific curriculum |"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Coachello", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Coachello** | Teams/Slack-native users | AI + human hybrid, in-workflow delivery |"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Bravely", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Bravely** | Budget-conscious HR teams | On-demand coaching as an employee benefit |"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Valence", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Valence** | Fortune 500 managers | AI coach \"Nadia\" for always-on support |"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Boon", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Boon** | Usage-based flexibility | Five integrated programs, 4.8/5 G2 rating |"}, {"id": "mai-20260917-1752-baseline|c185-l3|moonshot-small|Risely", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Under 50 employees**: Boon or Risely (AI-augmented, accessible pricing)"}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|BetterUp", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "it's one of the most established enterprise coaching vendors, with a very large coach network"}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|CoachHub", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need global consistency across countries and languages? CoachHub."}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|Torch", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need coaching tied tightly to leadership strategy and outcomes? Torch."}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|Ezra", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need rapid rollout with minimal friction? Ezra."}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|Valence", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need AI coaching for everyone on a tighter budget? Valence."}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|Growthspace", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need targeted skill development rather than broad coaching? Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|Sounding Board", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a more traditional enterprise coaching provider, typically selected for leadership development programs"}, {"id": "mai-20260917-1752-baseline|c185-l3|openai-small|Sharpist", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sharpist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "markets itself as an enterprise-built coaching platform and has added AI coaching capabilities"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|BetterUp", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BetterUp/CoachHub lead in size/global reach"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|CoachHub", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "global firms pick CoachHub, US-heavy opt for BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|EZRA", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EZRA (G2: High ratings, often top-tier)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Torch", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Torch (G2: ~4.6/5)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Growthspace", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Growthspace (G2: 4.8/5, 249+ reviews)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Exec.com", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Exec.com (G2: 4.9/5, #1 in coaching category)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Boon", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Boon (4.8/5, usage-based)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Coachello", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coachello (Slack/Teams-native hybrid)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Bravely", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bravely (on-demand)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Sounding Board", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sounding Board (leadership programs)"}, {"id": "mai-20260917-1752-baseline|c185-l3|xai-small|Valence", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "pure AI like Valence for managers"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|BetterUp", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BetterUp** and **CoachHub** dominate the enterprise space with the largest human coach networks and global reach"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|CoachHub", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BetterUp** and **CoachHub** dominate the enterprise space with the largest human coach networks and global reach"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Exec.com", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com**, **Growthspace**, **Torch**, and **Coachello** excel at AI‑enhanced roleplay, analytics, and workflow integration"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Growthspace", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong mid‑market choices"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|EZRA", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EZRA** and **Valence** push the envelope with mobile‑first and AI‑only experiences"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Torch", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Torch** or **Exec.com** are ideal"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Coachello", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Coachello** fits best."}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Boon", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Risely** and **Boon** provide flexible, often usage‑based models that scale down for smaller organizations."}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Risely", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Start with **Risely** or **Valence**."}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Valence", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "offering lower‑cost alternatives"}, {"id": "mai-20260917-1752-baseline|c185-l3|zai-small|Thinkific Plus", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Thinkific Plus (learning‑focused, but enterprise‑grade)"}, {"id": "mai-20260917-1752-baseline|c185-l4|alibaba-small|BetterUp", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp (The Market Leader) ... currently the most recognized name in the enterprise coaching space"}, {"id": "mai-20260917-1752-baseline|c185-l4|alibaba-small|CoachHub", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub (The Efficiency Specialist) ... Like BetterUp, they use a subscription model."}, {"id": "mai-20260917-1752-baseline|c185-l4|alibaba-small|Gloat", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your goal with coaching is internal mobility ... Gloat is the strongest contender."}, {"id": "mai-20260917-1752-baseline|c185-l4|alibaba-small|Outseer by Workhuman", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Outseer by Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your budget per user is tight ... This is where Outseer excels."}, {"id": "mai-20260917-1752-baseline|c185-l4|anthropic-small|Risely", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Risely** stands out as the best choice for a large company"}, {"id": "mai-20260917-1752-baseline|c185-l4|anthropic-small|CoachHub", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub, Torch, and Ezra require custom quotes but are in the same range"}, {"id": "mai-20260917-1752-baseline|c185-l4|anthropic-small|Torch", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CoachHub, Torch, and Ezra require custom quotes but are in the same range"}, {"id": "mai-20260917-1752-baseline|c185-l4|anthropic-small|Ezra", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CoachHub, Torch, and Ezra require custom quotes but are in the same range"}, {"id": "mai-20260917-1752-baseline|c185-l4|anthropic-small|BetterUp", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "in the same range as BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-l4|challenger-small|Risely", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Risely** appears to be the best fit among the results because it publicly publishes **per-user enterprise pricing**"}, {"id": "mai-20260917-1752-baseline|c185-l4|challenger-small|Boon", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but it uses **usage-based pricing**, so the total cost may vary with utilization"}, {"id": "mai-20260917-1752-baseline|c185-l4|challenger-small|BetterUp", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong enterprise options, but their pricing is generally **custom** rather than publicly fixed"}, {"id": "mai-20260917-1752-baseline|c185-l4|challenger-small|CoachHub", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong enterprise options, but their pricing is generally **custom** rather than publicly fixed"}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|BetterUp", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BetterUp** is the premium per-seat alternative if human coaching at scale is a hard requirement."}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|CoachHub", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BetterUp, CoachHub, Torch, Ezra, **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|Torch", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BetterUp, CoachHub, Torch, Ezra, **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|Ezra", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Ezra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BetterUp, CoachHub, Torch, Ezra, **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|Risely", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Risely** is the best fit thanks to transparent, published, volume-scaled per-user pricing"}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|Boon", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong alternatives, but I'd steer away from usage-based models if finance requires a hard, predictable number"}, {"id": "mai-20260917-1752-baseline|c185-l4|deepseek-small|Exec.com", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Total cost is *usage-dependent*, so it's less predictable for finance than per-seat"}, {"id": "mai-20260917-1752-baseline|c185-l4|google-small|EZRA", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZRA** is the strongest choice due to its unlimited enterprise contract structure."}, {"id": "mai-20260917-1752-baseline|c185-l4|google-small|Bravely", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bravely (Best for On-Demand \"Coaching as a Benefit\")"}, {"id": "mai-20260917-1752-baseline|c185-l4|google-small|Together Mentoring & Coaching", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together Mentoring & Coaching", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to **enable the workforce to coach each other** ... choose **Together**."}, {"id": "mai-20260917-1752-baseline|c185-l4|google-small|Valence", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Valence (Best for Budget-Friendly, AI-First Coaching)"}, {"id": "mai-20260917-1752-baseline|c185-l4|meta-small|BetterUp", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "per-seat platforms like BetterUp and CoachHub typically ranging from $300 to $1,000+ per employee per year"}, {"id": "mai-20260917-1752-baseline|c185-l4|meta-small|CoachHub", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers custom enterprise pricing, with average deal size reported at approximately $43,000/year."}, {"id": "mai-20260917-1752-baseline|c185-l4|meta-small|Boon", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usage-based platforms like Boon charge only for sessions delivered, which can cut total cost 30-50%"}, {"id": "mai-20260917-1752-baseline|c185-l4|meta-small|Exec.com", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Credit-based platforms like Exec.com charge per completed session."}, {"id": "mai-20260917-1752-baseline|c185-l4|meta-small|Risely", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Risely publishes transparent per-user pricing ($59/user/month individual; $700-$1,000/user/year at enterprise volume)."}, {"id": "mai-20260917-1752-baseline|c185-l4|meta-small|Bravely", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bravely contracts average around $43K per year per Vendr buyer data."}, {"id": "mai-20260917-1752-baseline|c185-l4|minimax-small|Risely", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum predictability** with thousands of users, **Risely** is currently the best choice"}, {"id": "mai-20260917-1752-baseline|c185-l4|minimax-small|BetterUp", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "per-seat models like BetterUp or CoachHub may actually be more cost-effective in practice"}, {"id": "mai-20260917-1752-baseline|c185-l4|minimax-small|CoachHub", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "per-seat models like BetterUp or CoachHub may actually be more cost-effective in practice"}, {"id": "mai-20260917-1752-baseline|c185-l4|minimax-small|Torch", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Torch, EZRA, Sounding Board:** custom pricing"}, {"id": "mai-20260917-1752-baseline|c185-l4|minimax-small|EZRA", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Torch, EZRA, Sounding Board:** custom pricing"}, {"id": "mai-20260917-1752-baseline|c185-l4|minimax-small|Sounding Board", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Torch, EZRA, Sounding Board:** custom pricing"}, {"id": "mai-20260917-1752-baseline|c185-l4|mistral-small|BetterUp", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp and CoachHub are the top choices, with BetterUp being the most established for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c185-l4|mistral-small|CoachHub", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BetterUp and CoachHub are the top choices ... CoachHub offering strong value for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline|c185-l4|mistral-small|Growthspace", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers $150–$500 per seat per year, suitable for mid-market to large enterprises."}, {"id": "mai-20260917-1752-baseline|c185-l4|moonshot-small|EZRA (by LHH)", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA (by LHH)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **predictable total cost across thousands of users**, **EZRA** stands out because: 1. Their **unlimited coaching model** means costs don't escalate with usage"}, {"id": "mai-20260917-1752-baseline|c185-l4|moonshot-small|BetterUp", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **global reach with the largest coach network** and have budget flexibility, **BetterUp** is the established leader."}, {"id": "mai-20260917-1752-baseline|c185-l4|moonshot-small|CoachHub", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **EMEA-heavy organizations**, **CoachHub** offers strong regional coverage."}, {"id": "mai-20260917-1752-baseline|c185-l4|moonshot-small|Boon Health", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consideration**: Less predictable than flat-fee models if engagement is high"}, {"id": "mai-20260917-1752-baseline|c185-l4|openai-small|BetterUp", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **BetterUp**, with **CoachHub** as a close alternative"}, {"id": "mai-20260917-1752-baseline|c185-l4|openai-small|CoachHub", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CoachHub** as a close alternative"}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|Risely", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Risely** stands out as the best employee coaching platform for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|Exec.com", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Close Alternatives ... **Exec.com** | Per-seat + credits ... #1 G2 rating (4.9/5)"}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|Betterworks", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your needs lean performance (not pure coaching), Betterworks edges on cost."}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|Together Platform", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentoring/coaching focus; flexible for partial rollout."}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|EZRA", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Medium (fixed contract) | Unlimited human sessions; good scale but quote-based."}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|BetterUp", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Others to Avoid for Predictability - **BetterUp/CoachHub**: Custom enterprise quotes ... opaque/variable"}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|CoachHub", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Others to Avoid for Predictability - **BetterUp/CoachHub**: Custom enterprise quotes"}, {"id": "mai-20260917-1752-baseline|c185-l4|xai-small|360Learning", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Others to Avoid for Predictability ... **360Learning**: ... custom for enterprises, more LMS than coaching."}, {"id": "mai-20260917-1752-baseline|c185-l4|zai-small|Risely", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-l4|zai-small|BetterUp", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they rely on custom enterprise quotes which obscure the cost per user"}, {"id": "mai-20260917-1752-baseline|c185-l4|zai-small|Exec.com", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Live Coaching: Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-l4|zai-small|EZRA", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EZRA** provides the \"unlimited\" safety net that prevents budget overruns"}, {"id": "mai-20260917-1752-baseline|c185-l4|zai-small|Boon", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Boon** | Usage-Based | Varies | Low | Paying only for what is used |"}, {"id": "mai-20260917-1752-baseline|c185-l5|google-small|BetterUp", "prompt": "c185-l5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market pioneer with the largest global coach network, robust enterprise analytics, and deep experience with Fortune 500 security reviews."}, {"id": "mai-20260917-1752-baseline|c185-l5|google-small|CoachHub", "prompt": "c185-l5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest contender for heavily global organizations, boasting excellent multi-language support and international regulatory compliance"}, {"id": "mai-20260917-1752-baseline|c185-l5|google-small|EZRA (by LHH)", "prompt": "c185-l5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "EZRA (by LHH)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for enterprise contracting; backed by Adecco Group, they are highly flexible with custom coaching structures and billing."}, {"id": "mai-20260917-1752-baseline|c185-l5|google-small|Growthspace", "prompt": "c185-l5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want highly targeted, short-term coaching programs tied to specific skill gaps"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|Coaching Workspace", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coaching Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top picks for enterprise coaching platforms include:\n\n1. Coaching Workspace"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|Qooper", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Qooper"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|Cloverleaf", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Cloverleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Cloverleaf"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|Simply.Coach", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Simply.Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Simply.Coach"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|Coachello", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Coachello"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|CoachHub", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|BetterUp", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|EZRA", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. EZRA"}, {"id": "mai-20260917-1752-baseline|c185-l5|meta-small|Sounding Board", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Sounding Board"}, {"id": "mai-20260917-1752-baseline|c185-l5|minimax-small|Cloverleaf", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Cloverleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Cloverleaf**, **AceUp**, and **Qooper** appear to offer the security stack you're looking for"}, {"id": "mai-20260917-1752-baseline|c185-l5|minimax-small|AceUp", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "AceUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Cloverleaf**, **AceUp**, and **Qooper** appear to offer the security stack you're looking for"}, {"id": "mai-20260917-1752-baseline|c185-l5|minimax-small|Qooper", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Cloverleaf**, **AceUp**, and **Qooper** appear to offer the security stack you're looking for"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|BetterUp", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms to consider ... BetterUp (broad programs, large coach network)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|CoachHub", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "CoachHub (global scale)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|Exec.com", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Exec.com (AI + human hybrid, top G2 ratings)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|Growthspace", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Growthspace (strong reviews)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|EZRA", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EZRA (unlimited sessions)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|Torch", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Torch (mentoring + coaching)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|Boon", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Boon (usage-based pricing)"}, {"id": "mai-20260917-1752-baseline|c185-l5|xai-small|Qooper", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Qooper (mentoring-focused with strong compliance)"}, {"id": "mai-20260917-1752-baseline|c185-l6|alibaba-small|BetterUp", "prompt": "c185-l6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many popular enterprise coaching platforms (e.g., BetterUp) operate on a **per-seat licensing model**... Significant financial waste."}, {"id": "mai-20260917-1752-baseline|c185-l6|anthropic-small|FocalPoint Coaching", "prompt": "c185-l6", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "negative", "raw": "FocalPoint Coaching", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FocalPoint Coaching has been criticized for inadequate training for franchisees and not properly preparing certified business coaches to help coaching clients achieve their goals."}, {"id": "mai-20260917-1752-baseline|c185-l6|challenger-small|Profi", "prompt": "c185-l6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one review notes **Profi shut down on December 31, 2025**, so it should be avoided for new enterprise selection"}, {"id": "mai-20260917-1752-baseline|c185-l6|deepseek-small|BetterUp", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "| **BetterUp** | Privacy fragmentation, coach NDA gaps, expensive per-seat model |"}, {"id": "mai-20260917-1752-baseline|c185-l6|deepseek-small|Risely", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Risely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "| **Risely** (AI-only) | No human coach, data leak risk, cannot handle complex emotional contexts |"}, {"id": "mai-20260917-1752-baseline|c185-l6|deepseek-small|Valence", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Valence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "| **Valence** (AI-only) | Same as above; limited evidence of behavioral impact |"}, {"id": "mai-20260917-1752-baseline|c185-l6|deepseek-small|CoachHub", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like **CoachHub** and **BetterUp** often use per-seat or custom enterprise pricing."}, {"id": "mai-20260917-1752-baseline|c185-l6|deepseek-small|Exec.com", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a **usage-based or credit-based model** (like Exec.com) is often safer"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Paperbell", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Paperbell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to avoid/use caution with: Paperbell... These are completely unsuited for enterprise deployment."}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|CoachAccountable", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to avoid/use caution with: Paperbell, CoachAccountable, Satori... completely unsuited for enterprise deployment"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Satori", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Satori", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to avoid/use caution with: ... Satori, Practice Better, CoachVantage."}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Practice Better", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Practice Better", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "completely unsuited for enterprise deployment. They lack the infrastructure to support thousands of employees."}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|CoachVantage", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachVantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to avoid/use caution with: Paperbell, CoachAccountable, Satori, Practice Better, CoachVantage."}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Exec", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-assisted learning (such as *Exec's* AI roleplay or *Valence’s* Nadia bot) can be highly valuable when structured correctly"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Valence", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as *Exec's* AI roleplay or *Valence’s* Nadia bot) can be highly valuable when structured correctly"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|BetterUp", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms to approach with caution: Any major platform (including market leaders like BetterUp or CoachHub) when they push rigid, seat-based flat annual fees."}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|CoachHub", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "including market leaders like BetterUp or CoachHub) when they push rigid, seat-based flat annual fees"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Boon", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Push these vendors for usage-based, credit-based, or \"pool\" models (such as *Boon's* usage-based pricing)"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Growthspace", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look for platforms that offer focused, shorter \"sprints\" (like *Growthspace*)"}, {"id": "mai-20260917-1752-baseline|c185-l6|google-small|Torch", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look instead for platforms that emphasize **contextual/strategic coaching** (like *Torch*)"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|CoachHub", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CoachHub is a popular alternative to other coaching platforms"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|BetterUp", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "some enterprises may want to consider alternatives such as BetterUp, Torch, Ezra, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|Torch", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives such as BetterUp, Torch, Ezra, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|Ezra", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "alternatives such as BetterUp, Torch, Ezra, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|Growthspace", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "alternatives such as BetterUp, Torch, Ezra, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|Profi", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "some platforms like Profi have ceased operations"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|CoachAccountable", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "former users may want to consider alternatives like CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|UpCoach", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "alternatives like CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260917-1752-baseline|c185-l6|meta-small|Coaching Loft", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Loft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "alternatives like CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260917-1752-baseline|c185-l6|minimax-small|BetterUp", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some customer complaints about session expiration policies and billing practices"}, {"id": "mai-20260917-1752-baseline|c185-l6|minimax-small|CoachHub", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some employee reviews mention workplace challenges and layoffs"}, {"id": "mai-20260917-1752-baseline|c185-l6|minimax-small|EZRA", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The major platforms in the enterprise space (BetterUp, CoachHub, EZRA, Boon, etc.) all serve significant enterprise clients"}, {"id": "mai-20260917-1752-baseline|c185-l6|minimax-small|Boon", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The major platforms in the enterprise space (BetterUp, CoachHub, EZRA, Boon, etc.) all serve significant enterprise clients"}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|Profi", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform shut down operations on December 31, 2025, following an acquisition."}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|CoachAccountable", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Former users are advised to consider alternatives like CoachAccountable, UpCoach, or Coaching Loft for full-featured solutions."}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|UpCoach", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "advised to consider alternatives like CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|Coaching Loft", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Loft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "advised to consider alternatives like CoachAccountable, UpCoach, or Coaching Loft for full-featured solutions"}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|Coaches Console", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Criticized for an outdated user interface that reviewers liken to software from 2010. Pricing is also high"}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|Coaching Lobby", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Removed from consideration due to minimal innovation and lack of competitive features"}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|BetterUp", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Independent review evidence for some well-known platforms (e.g., BetterUp, CoachHub) is thinner than their market presence suggests."}, {"id": "mai-20260917-1752-baseline|c185-l6|mistral-small|CoachHub", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Independent review evidence for some well-known platforms (e.g., BetterUp, CoachHub) is thinner than their market presence suggests."}, {"id": "mai-20260917-1752-baseline|c185-l6|moonshot-small|ChatGPT", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Using ChatGPT, Claude, Gemini, or Microsoft Copilot for employee coaching - Why avoid: These tools were not designed for confidential coaching conversations."}, {"id": "mai-20260917-1752-baseline|c185-l6|moonshot-small|Claude", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using ChatGPT, Claude, Gemini, or Microsoft Copilot for employee coaching - Why avoid: These tools were not designed for confidential coaching conversations."}, {"id": "mai-20260917-1752-baseline|c185-l6|moonshot-small|Gemini", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using ChatGPT, Claude, Gemini, or Microsoft Copilot for employee coaching - Why avoid"}, {"id": "mai-20260917-1752-baseline|c185-l6|moonshot-small|Microsoft Copilot", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using ChatGPT, Claude, Gemini, or Microsoft Copilot for employee coaching - Why avoid"}, {"id": "mai-20260917-1752-baseline|c185-l6|openai-small|BetterUp", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "vendors like **BetterUp, CoachHub, and Torch** publicly emphasize enterprise security and privacy controls"}, {"id": "mai-20260917-1752-baseline|c185-l6|openai-small|CoachHub", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "vendors like **BetterUp, CoachHub, and Torch** publicly emphasize enterprise security and privacy controls"}, {"id": "mai-20260917-1752-baseline|c185-l6|openai-small|Torch", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendors like **BetterUp, CoachHub, and Torch** publicly emphasize enterprise security and privacy controls"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Coaching.com (formerly CoachLogix)", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching.com (formerly CoachLogix)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Common issues: long customer service delays (days/weeks), unhelpful responses, high fees plus revenue cuts, and a steep learning curve."}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Speexx", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Speexx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "flag poor UX (rigid interface), pronunciation/tech glitches, unproductive group features, limited scalability... Not ideal for global enterprises"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Valence", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Valence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Pure AI-Only Platforms (e.g., Valence with AI coach Nadia... detail failures... \"expensive distractions.\""}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Risely", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Risely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pure AI-Only Platforms (e.g., ... Risely with Merlin...): ... Red flags: generic advice ignoring company context/business KPIs"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|BetterUp", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "complaints include extreme costs ($1,000–3,000/employee/year for BetterUp)... Avoid if budget-tight"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|CoachHub", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "€500+/month per coachee for CoachHub), short/expiring sessions, uneven coach quality/matching"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Exec.com", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize G2 leaders like Exec.com (4.9/5)"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Growthspace", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Growthspace (4.8/5, 249 reviews)"}, {"id": "mai-20260917-1752-baseline|c185-l6|xai-small|Boon", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Boon (usage-based)"}, {"id": "mai-20260917-1752-baseline|c185-m1|alibaba-small|Boon", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** is likely the strongest financial fit."}, {"id": "mai-20260917-1752-baseline|c185-m1|alibaba-small|BetterUp", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "struggle with the high annual seat costs of larger enterprise platforms (like BetterUp), which forces them to restrict coaching only to executives"}, {"id": "mai-20260917-1752-baseline|c185-m1|alibaba-small|Growthspace", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured Skill Development & Goals"}, {"id": "mai-20260917-1752-baseline|c185-m1|alibaba-small|Hone", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Hone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider a combination of **Hone** or **Torch**"}, {"id": "mai-20260917-1752-baseline|c185-m1|alibaba-small|Torch", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Front-Line Manager Enablement"}, {"id": "mai-20260917-1752-baseline|c185-m1|alibaba-small|Exec.com", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "high-touch services to **executives only**, look at **Exec.com**"}, {"id": "mai-20260917-1752-baseline|c185-m1|anthropic-small|Torch", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Torch is a leadership coaching and alignment platform built for mid-market and enterprise talent teams"}, {"id": "mai-20260917-1752-baseline|c185-m1|anthropic-small|BetterUp", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-seat pricing from larger platforms can push coaching out of reach for anyone below the director level"}, {"id": "mai-20260917-1752-baseline|c185-m1|anthropic-small|CoachHub", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "per-seat pricing from larger platforms can push coaching out of reach for anyone below the director level"}, {"id": "mai-20260917-1752-baseline|c185-m1|anthropic-small|Avoma", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Avoma is the best AI sales coaching platform for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c185-m1|challenger-small|Boon", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Boon**"}, {"id": "mai-20260917-1752-baseline|c185-m1|challenger-small|Exec.com", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Exec.com** if you want the strongest focus on **leadership coaching tied to measurable performance**"}, {"id": "mai-20260917-1752-baseline|c185-m1|challenger-small|Growthspace", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growthspace** if you want **skills-based or cohort/group coaching** with strong mid-market fit"}, {"id": "mai-20260917-1752-baseline|c185-m1|challenger-small|Torch", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Torch** if you want **in-the-flow coaching**, mentorship"}, {"id": "mai-20260917-1752-baseline|c185-m1|challenger-small|BetterUp", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BetterUp** if you need the broadest **global coach network**"}, {"id": "mai-20260917-1752-baseline|c185-m1|challenger-small|CoachHub", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CoachHub** if global coverage and language breadth matter most"}, {"id": "mai-20260917-1752-baseline|c185-m1|deepseek-small|Boon", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boon — Best Overall for Lean Mid-Market Teams"}, {"id": "mai-20260917-1752-baseline|c185-m1|deepseek-small|Growthspace", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would **shortlist Boon and Growthspace**. Both are explicitly designed for your size"}, {"id": "mai-20260917-1752-baseline|c185-m1|deepseek-small|CoachHub", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CoachHub — Best for Global/Multinational B2B Expansion"}, {"id": "mai-20260917-1752-baseline|c185-m1|deepseek-small|Torch", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Torch — Best for Integrated Mentoring + Coaching"}, {"id": "mai-20260917-1752-baseline|c185-m1|deepseek-small|BetterUp", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BetterUp — Skip Unless You Have Enterprise Budget ... this is typically overkill and cost-prohibitive"}, {"id": "mai-20260917-1752-baseline|c185-m1|google-small|BetterUp", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While market giants like BetterUp and CoachHub are excellent, they often require rigid per-seat licensing, high seat minimums, and premium enterprise budgets"}, {"id": "mai-20260917-1752-baseline|c185-m1|google-small|CoachHub", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they often require rigid per-seat licensing, high seat minimums, and premium enterprise budgets ($3,000 to $6,000+ per user annually)"}, {"id": "mai-20260917-1752-baseline|c185-m1|google-small|Growthspace", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Growthspace automates the matching, tracking, and ROI reporting. It has one of the strongest independent G2 review profiles in the coaching space (4.8/5)."}, {"id": "mai-20260917-1752-baseline|c185-m1|google-small|Exec (exec.com)", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec (exec.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your primary coaching goal is driving revenue and GTM alignment, Exec is unmatched."}, {"id": "mai-20260917-1752-baseline|c185-m1|google-small|Torch", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Strategy-aligned leadership and executive development... It is on the premium side of the market"}, {"id": "mai-20260917-1752-baseline|c185-m1|google-small|Boon Health", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Flexible, usage-based budgets and fast implementation."}, {"id": "mai-20260917-1752-baseline|c185-m1|meta-small|Boon", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Boon - a usage-based platform with a curated network of coaches and AI-driven change management and practice tools."}, {"id": "mai-20260917-1752-baseline|c185-m1|meta-small|Growthspace", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Growthspace - a skills-based coaching platform with flexible program structures and a strong ROI."}, {"id": "mai-20260917-1752-baseline|c185-m1|meta-small|Exec.com", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Exec.com - an executive coaching platform with a strong focus on measurement and time-to-value."}, {"id": "mai-20260917-1752-baseline|c185-m1|meta-small|Torch", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Torch - a leadership development platform with AI-driven coach matching"}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|Boon", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|Growthspace", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Boon** or **Growthspace** would be the best choices"}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|Exec.com", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary focus is executive leadership development, **Exec.com** or **Torch** would be more suitable."}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|Torch", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Torch** (Best for Leadership Development)"}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|Lattice", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want coaching integrated with performance management, consider **Lattice**."}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|BetterUp", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid per-seat pricing from larger platforms (BetterUp, CoachHub) as they can be prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c185-m1|minimax-small|CoachHub", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid per-seat pricing from larger platforms (BetterUp, CoachHub) as they can be prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c185-m1|mistral-small|Growthspace", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Growthspace** and **Exec.com** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c185-m1|mistral-small|Exec.com", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Growthspace** and **Exec.com** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c185-m1|mistral-small|Torch", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a usage-based model or a focus on executive pipelines, consider **Boon** or **Torch** respectively."}, {"id": "mai-20260917-1752-baseline|c185-m1|mistral-small|Boon", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A usage-based platform that is cost-effective for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|Growthspace", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Growthspace ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|Boon", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **Growthspace** or **Boon**"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|Exec.com", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If **executive coaching is your priority** ... consider **Exec.com**"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|Torch", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low-friction, \"in-the-flow\" coaching with scalable AI practice"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|CoachHub", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strongest international coverage (especially EMEA) and language support"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|BetterUp", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **BetterUp:** ... typically too expensive for mid-market broad deployment"}, {"id": "mai-20260917-1752-baseline|c185-m1|moonshot-small|EZRA", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... **EZRA:** Better suited for large enterprises"}, {"id": "mai-20260917-1752-baseline|c185-m1|openai-small|Lattice", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Lattice**"}, {"id": "mai-20260917-1752-baseline|c185-m1|openai-small|Torch", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you want coaching tied to leadership development and company strategy"}, {"id": "mai-20260917-1752-baseline|c185-m1|openai-small|BetterUp", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for large-scale coaching programs and broad coach-network coverage, though it can be more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c185-m1|openai-small|CoachHub", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you need global coaching coverage, especially in EMEA"}, {"id": "mai-20260917-1752-baseline|c185-m1|openai-small|Growthspace", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good option if you care a lot about measurable outcomes"}, {"id": "mai-20260917-1752-baseline|c185-m1|openai-small|Valence", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth considering if you want lower-cost AI coaching for managers at scale"}, {"id": "mai-20260917-1752-baseline|c185-m1|xai-small|Exec.com", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#1 on G2 for ease of use; hybrid human + AI roleplay; structured programs linking coaching to performance metrics."}, {"id": "mai-20260917-1752-baseline|c185-m1|xai-small|Growthspace", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Skills-based matching; quick time-to-value; expert sprints for sales skills or upskilling."}, {"id": "mai-20260917-1752-baseline|c185-m1|xai-small|Boon", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cost-effective for broad access without per-seat lock-in"}, {"id": "mai-20260917-1752-baseline|c185-m1|xai-small|Torch", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hybrid coaching + AI practice; leadership circles; used by B2B like Airbnb/Reddit."}, {"id": "mai-20260917-1752-baseline|c185-m1|xai-small|BetterUp", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise giants like BetterUp or CoachHub (4.5/5 ratings) are pricier ($500-2,000+/seat/year) and better for 1,000+ employees."}, {"id": "mai-20260917-1752-baseline|c185-m1|xai-small|CoachHub", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise giants like BetterUp or CoachHub (4.5/5 ratings) are pricier ($500-2,000+/seat/year)"}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|Boon", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single platform covering all levels and coaching formats with flexible, usage-based pricing: Boon."}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|Growthspace", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize structured skills-based programs and rapid deployment: Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|Exec.com", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If executive coaching is the primary need and you value a top G2 rating: Exec.com."}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|Torch", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If senior-leader coaching is the main focus and you operate in the US/UK/Canada: Torch."}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|CoachHub", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a large, certified coach network with strong EMEA presence: CoachHub."}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|Risely", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If AI-augmented coaching is a priority and you want public pricing: Risely."}, {"id": "mai-20260917-1752-baseline|c185-m1|zai-small|SalesHood", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "SalesHood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SalesHood (mentioned in broader enablement comparisons) provides AI-assisted coaching for revenue teams"}, {"id": "mai-20260917-1752-baseline|c185-m2|alibaba-small|Upwork", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "operate as **\"Managed Marketplaces\"** rather than open directories (like Upwork)"}, {"id": "mai-20260917-1752-baseline|c185-m2|alibaba-small|BetterUp", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Gold Standard for Leadership & Soft Skills: **BetterUp** ... BetterUp is the industry leader."}, {"id": "mai-20260917-1752-baseline|c185-m2|alibaba-small|CoachHub", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Agile Alternative for Rapid Skill Building: **CoachHub** ... strongest competitor to BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-m2|alibaba-small|Clarity.fm", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Clarity.fm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Clarity.fm** if you don't need ongoing coaching relationships, but rather \"consulting on demand\""}, {"id": "mai-20260917-1752-baseline|c185-m2|alibaba-small|Gerson Lehrman Group (GLG)", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Gerson Lehrman Group (GLG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Business Strategy\" Marketplace: **Clarity.fm** or **Gerson Lehrman Group (GLG)**"}, {"id": "mai-20260917-1752-baseline|c185-m2|challenger-small|Growthspace", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Growthspace** as the default choice if your goal is measurable employee development with strong ROI"}, {"id": "mai-20260917-1752-baseline|c185-m2|challenger-small|CoachHub", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** is the other top contender"}, {"id": "mai-20260917-1752-baseline|c185-m2|challenger-small|Exec.com", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want **executive coaching** specifically"}, {"id": "mai-20260917-1752-baseline|c185-m2|challenger-small|Torch", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you want coaching tied closely to **leadership development**"}, {"id": "mai-20260917-1752-baseline|c185-m2|challenger-small|Boon", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is less clearly the best fit for a typical mid-sized B2B buyer than Growthspace or CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-m2|deepseek-small|Growthspace", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Growthspace** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c185-m2|deepseek-small|CoachHub", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **CoachHub** as your primary choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c185-m2|deepseek-small|Exec.com", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com** is worth a pilot if budget or ease-of-implementation is your main constraint"}, {"id": "mai-20260917-1752-baseline|c185-m2|deepseek-small|BetterUp", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not recommended for mid-size:** **BetterUp** ... overkill for your size"}, {"id": "mai-20260917-1752-baseline|c185-m2|deepseek-small|Valence", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Valence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Valence/Risely** are AI-only, which may be limiting"}, {"id": "mai-20260917-1752-baseline|c185-m2|deepseek-small|Risely", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Valence/Risely** are AI-only, which may be limiting"}, {"id": "mai-20260917-1752-baseline|c185-m2|google-small|Growthspace", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your goal is to **solve specific skill gaps quickly** ... choose **Growthspace**."}, {"id": "mai-20260917-1752-baseline|c185-m2|google-small|Torch", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Developing leaders and combining coaching with internal mentoring."}, {"id": "mai-20260917-1752-baseline|c185-m2|google-small|CoachHub", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Mid-sized companies with a global or multilingual footprint."}, {"id": "mai-20260917-1752-baseline|c185-m2|google-small|Boon Health", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Boon offers usage-based pricing. You only pay for what your employees actually use"}, {"id": "mai-20260917-1752-baseline|c185-m2|google-small|BetterUp", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**it is often not the best fit for a mid-sized B2B company**"}, {"id": "mai-20260917-1752-baseline|c185-m2|meta-small|Growthspace", "prompt": "c185-m2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best digital coaching marketplace for a mid-sized B2B company would be Growthspace or Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-m2|meta-small|Exec.com", "prompt": "c185-m2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best digital coaching marketplace for a mid-sized B2B company would be Growthspace or Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-m2|meta-small|Boon Health", "prompt": "c185-m2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other resources such as Boon Health, Zendikt, and 360 Learning to compare different coaching platforms"}, {"id": "mai-20260917-1752-baseline|c185-m2|meta-small|Zendikt", "prompt": "c185-m2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Zendikt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other resources such as Boon Health, Zendikt, and 360 Learning"}, {"id": "mai-20260917-1752-baseline|c185-m2|meta-small|360 Learning", "prompt": "c185-m2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "360 Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "other resources such as Boon Health, Zendikt, and 360 Learning"}, {"id": "mai-20260917-1752-baseline|c185-m2|minimax-small|Growthspace", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-m2|minimax-small|Exec.com", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Exec.com ... another strong choice"}, {"id": "mai-20260917-1752-baseline|c185-m2|minimax-small|CoachHub", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you need global coverage (90+ countries), though more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c185-m2|minimax-small|Boon", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you want usage-based pricing and have a lean People team"}, {"id": "mai-20260917-1752-baseline|c185-m2|minimax-small|Torch", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want coaching plus mentoring capabilities"}, {"id": "mai-20260917-1752-baseline|c185-m2|mistral-small|CoachHub", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **CoachHub** or **Growthspace** for their strong mid-market focus, ROI, and ease of integration."}, {"id": "mai-20260917-1752-baseline|c185-m2|mistral-small|Growthspace", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with **CoachHub** or **Growthspace** for their strong mid-market focus, ROI, and ease of integration."}, {"id": "mai-20260917-1752-baseline|c185-m2|mistral-small|Torch", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If leadership development is a priority, **Torch** is an excellent alternative."}, {"id": "mai-20260917-1752-baseline|c185-m2|mistral-small|BetterUp", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "lower per-seat costs compared to enterprise solutions like BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|Growthspace", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Growthspace** as the first choice"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|CoachHub", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** would be the better fit"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|Exec.com", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest G2 rating (4.9/5, #1 in coaching category), executive-focused"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|BetterUp", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overbuilt and overpriced ($500–$2,000+/seat/year) for mid-market needs"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|EZRA", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Mid-Market ... Better suited for large enterprises"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|Boon", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Under 50 employees | Boon or Risely"}, {"id": "mai-20260917-1752-baseline|c185-m2|moonshot-small|Risely", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Under 50 employees | Boon or Risely"}, {"id": "mai-20260917-1752-baseline|c185-m2|openai-small|Torch", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Torch** if your priority is a **true coaching marketplace plus enterprise-ready rollout**"}, {"id": "mai-20260917-1752-baseline|c185-m2|openai-small|CoachHub", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** is also worth a look; it's commonly positioned for corporate clients and digital coaching at scale"}, {"id": "mai-20260917-1752-baseline|c185-m2|openai-small|Mindtickle", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your use case is more specifically **sales coaching / enablement** ... then **Mindtickle** or **SecondBody** may be better fits"}, {"id": "mai-20260917-1752-baseline|c185-m2|openai-small|SecondBody", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "SecondBody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mindtickle** or **SecondBody** may be better fits, since those tools focus more on performance coaching"}, {"id": "mai-20260917-1752-baseline|c185-m2|xai-small|Growthspace", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Growthspace as the top digital coaching marketplace."}, {"id": "mai-20260917-1752-baseline|c185-m2|xai-small|BetterUp", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high per-seat commitments of enterprise giants like BetterUp ($500–$2,000+/seat/year)"}, {"id": "mai-20260917-1752-baseline|c185-m2|xai-small|Exec.com", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com** (4.9/5 G2 #1 in coaching): Great if your B2B needs heavy sales/revenue coaching."}, {"id": "mai-20260917-1752-baseline|c185-m2|xai-small|CoachHub", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid mid-market option ... but it's pricier and more enterprise-leaning."}, {"id": "mai-20260917-1752-baseline|c185-m2|xai-small|Torch", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Torch** (4.5/5 G2): If mentoring alongside coaching is key, with strong leadership tracks for mid-market"}, {"id": "mai-20260917-1752-baseline|c185-m2|zai-small|Growthspace", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your focus is on measurable skill development and ROI, **Growthspace** may be the better fit."}, {"id": "mai-20260917-1752-baseline|c185-m2|zai-small|Exec.com", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#1 rated on G2 for coaching (4.9/5) with dedicated manager & leader tracks"}, {"id": "mai-20260917-1752-baseline|c185-m2|zai-small|Torch", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Torch** is an excellent starting point"}, {"id": "mai-20260917-1752-baseline|c185-m2|zai-small|CoachHub", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a global or EMEA-centric organization, **CoachHub** offers strong infrastructure and global support."}, {"id": "mai-20260917-1752-baseline|c185-m2|zai-small|Boon", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Usage-based pricing, mid-market to enterprise | **Boon** (usage-based, 4.8/5 G2 rating)"}, {"id": "mai-20260917-1752-baseline|c185-m2|zai-small|BetterUp", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often find per-seat pricing from larger platforms (e.g., BetterUp) too expensive for broad access"}, {"id": "mai-20260917-1752-baseline|c185-m3|alibaba-small|Acuity Scheduling", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Acuity is arguably the most popular tool for solopreneurs and new coaches."}, {"id": "mai-20260917-1752-baseline|c185-m3|alibaba-small|HoneyBook", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HoneyBook has become a massive favorite among holistic and lifestyle coaches"}, {"id": "mai-20260917-1752-baseline|c185-m3|alibaba-small|CoachAccountable", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This was the original platform built specifically for coaches"}, {"id": "mai-20260917-1752-baseline|c185-m3|alibaba-small|Teamworks", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teamworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise-grade solution used by executive coaches working with Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c185-m3|alibaba-small|GoHighLevel (GHL)", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "GoHighLevel (GHL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is a **Sales & Automation powerhouse**... It is steep learning curve-wise but can replace five other apps."}, {"id": "mai-20260917-1752-baseline|c185-m3|alibaba-small|Outseta", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Outseta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "designed to be a \"business-in-a-box\" for subscription-based coaches"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Delenta", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "all-in-one business platforms (Delenta, Paperbell)"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Paperbell", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "all-in-one business platforms (Delenta, Paperbell)"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|BetterUp", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "BetterUp is the category pioneer with the widest coach network and deepest behavioral-science research"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|CoachHub", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CoachHub leads on global reach with 3,500+ coaches across 90+ countries and 80 languages"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Kajabi", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "content/community platforms (Kajabi, Mighty Networks)"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Mighty Networks", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "content/community platforms (Kajabi, Mighty Networks)"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Valence", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Valence's advantage is economics and reach... though it lacks a human coach network"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Torch", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid systems that pair human coaching with AI and practice include Torch, Coachello, Exec, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Coachello", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include Torch, Coachello, Exec, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Exec", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "include Torch, Coachello, Exec, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Growthspace", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "include Torch, Coachello, Exec, and Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Simply.Coach", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Simply.Coach is the strongest fit for multi-coach firms, enterprise L&D teams, universities"}, {"id": "mai-20260917-1752-baseline|c185-m3|anthropic-small|Coaching.com", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coaching.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Simply.Coach, Coaching.com, and Paperbell support group coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Circle", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Broad all-in-one community/coaching hub rather than a pure course or scheduling tool"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Kajabi", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest on marketing and sales automation, but pricier than many alternatives"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Teachable", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you sell courses, look at Teachable or Thinkific"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Thinkific", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when course design and learner progression matter most"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Mighty Networks", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Circle or Mighty Networks are stronger fits"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Practice Better", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice Better", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialized for wellness delivery rather than general coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Satori", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your business is mostly 1:1 sessions, Satori or Paperbell are more efficient"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Paperbell", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Optimized for booking and selling coaching time"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|Coach Accountable", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coach Accountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Coach Accountable or upcoach stand out"}, {"id": "mai-20260917-1752-baseline|c185-m3|challenger-small|upcoach", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Better for guided programs and accountability workflows"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Paperbell", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Solo coaches who want everything in one place ... Paperbell bundles these"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Satori", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Single-link onboarding; logs ICF credential hours | Lean solo coaches with live sessions"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|CoachAccountable", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Every feature on every tier, no feature-gating | Small, stable client rosters on a budget"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|CoachVantage", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlimited contacts even on entry tier"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Simply.Coach", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lowest entry price; native mobile apps"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Delenta", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Longest feature list, includes a course builder"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Upcoach", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Habit tracking, accountability, framework-driven coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Thinkific", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Thinkific is the best structured-LMS-plus-coaching option"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Teachable", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Solo creators starting out; simple selling & payments"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Kajabi", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Kajabi is the \"all-in-one marketing machine,\""}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Circle", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Circle/Mighty/Skool win when community is central"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Mighty Networks", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Ease of use; community engagement and member growth"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Skool", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Community-led retention and gamified membership"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|LearnWorlds", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Courses-first (Teachable, Thinkific, Kajabi, LearnWorlds)"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|BetterUp", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "BetterUp = broadest human network"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|CoachHub", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "CoachHub = best global/language coverage"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|EZRA", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Structured coaching journeys, unlimited sessions, LHH-backed"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Torch", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Torch/Exec = hybrid human + AI practice"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Sounding Board", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Internal mentors / existing coaches get a shared operating system"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Boon", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Usage-based pricing, strong reviews, system around internal talent"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Growthspace", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Usage-based pricing, strong reviews, system around internal talent"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Exec", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "Torch/Exec = hybrid human + AI practice"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Valence", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "Valence/Risely = pure AI"}, {"id": "mai-20260917-1752-baseline|c185-m3|deepseek-small|Risely", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "AI-first coaching (AI coach like \"Nadia\" / \"Merlin\") with public pricing"}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|Paperbell", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Paperbell** if you are a solo coach and want to spend less time on admin, billing, and contracts."}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|CoachAccountable", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CoachAccountable** if you are a solo coach focused on tracking tangible client progress"}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|Simply.Coach", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simply.Coach is highly robust and enterprise-grade."}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|Upcoach", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Upcoach** if you sell group coaching, memberships, or cohort-based programs."}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|BetterUp", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "As the pioneer of the digital enterprise coaching space, BetterUp has the largest global network of vetted human coaches."}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|CoachHub", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CoachHub is the dominant platform in Europe and the APAC region."}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|Torch", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Torch** if your executive leadership team wants to pair external coaching with internal mentorship campaigns."}, {"id": "mai-20260917-1752-baseline|c185-m3|google-small|Coachello", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Coachello integrates directly into the workspace tools employees already use, like Slack and Microsoft Teams."}, {"id": "mai-20260917-1752-baseline|c185-m3|meta-small|Circle", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Circle is best for coaches who want community + courses + live coaching in one platform"}, {"id": "mai-20260917-1752-baseline|c185-m3|meta-small|Thinkific", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Thinkific is best for course creators who need structured learning experiences"}, {"id": "mai-20260917-1752-baseline|c185-m3|meta-small|Teachable", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teachable is best for coaches focused primarily on selling online courses."}, {"id": "mai-20260917-1752-baseline|c185-m3|meta-small|Kajabi", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kajabi is an all-in-one platform for course-led coaches who want one tool for everything."}, {"id": "mai-20260917-1752-baseline|c185-m3|meta-small|Skool", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skool is best for community-led group coaching."}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|CoachHub", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples: CoachHub, Life Coach Hub, Coach.me"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Life Coach Hub", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Life Coach Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples: CoachHub, Life Coach Hub, Coach.me"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Coach.me", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coach.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples: CoachHub, Life Coach Hub, Coach.me"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|CoachAccountable", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CoachAccountable** | Full workflow control | Scheduling, payments, client tracking, progress reports |"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Paperbell", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Paperbell** | Simple setup | All-in-one management, easy onboarding | ~$39/month |"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Circle", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Circle** | Community + courses + live coaching | Community spaces, course delivery, live calls, AI agents"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Teachable", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Teachable** | Selling online courses | Course hosting, landing pages, affiliate tools | $29/month |"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Kajabi", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Kajabi** | All-in-one business | Courses, marketing, websites, automation | ~$149/month |"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Thinkific", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Thinkific** | Course creators | Course builder, quizzes, certificates | $36/month |"}, {"id": "mai-20260917-1752-baseline|c185-m3|minimax-small|Practice Better", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice Better", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Practice Better** | Health & wellness coaches | Nutrition planning, client portals, packaging |"}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Kajabi", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Course-led coaches who want an all-in-one tool for courses, coaching, and community."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Skool", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Community-led group coaching."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Teachable", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Beginners on a budget."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Thinkific", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Builders who want control over course user experience."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Trainerize", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Trainerize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Online fitness coaches and personal trainers."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Practice", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: 1:1 client management and scheduling."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|CoachAccountable", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Accountability-focused coaches."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Upcoach", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Framework-driven coaching and habit tracking."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Delenta", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Group programs and team coaching."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Paperbell", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Simple 1:1 and group coaching delivery."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|Simplero", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simplero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Solopreneurs who want an all-in-one solution."}, {"id": "mai-20260917-1752-baseline|c185-m3|mistral-small|CoachVantage", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Streamlined solo coaching."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|BetterUp", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose BetterUp if:** You need the largest coach network and want a proven, research-backed platform for broad workforce development."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|CoachHub", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CoachHub if:** You're a multinational needing coaching across multiple languages and regions, especially in EMEA."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|EZRA", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose EZRA if:** You want simplicity, speed of implementation, and unlimited coaching sessions."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Torch", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Torch if:** You want coaching tied to organizational goals with AI simulations and mentoring."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Growthspace", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Data-driven coaching | Strongest independent reviews (4.8/5 on G2)"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Exec.com", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "#1 on G2 Coaching category, AI roleplay + human coaches"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Upcoach", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Upcoach/Paperbell if:** You're an independent coach needing client management and delivery tools."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Paperbell", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Upcoach/Paperbell if:** You're an independent coach needing client management and delivery tools."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Delenta", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Group programs & teams | $29/month | Built-in video/chat, coaching CRM"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|CoachAccountable", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Data-driven coaches | $20/month | Action items, metrics, progress tracking"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Satori", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lean solo coaches | $33/month | Forms, notes, session management"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Circle", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Choose Circle if:** You want to combine community building, courses, and coaching in one platform."}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Valence", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**AI-first**: Valence (AI coach \"Nadia\")"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Risely", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Risely (AI coach \"Merlin\")"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Coachello", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Coachello**: Native Slack/Teams integration"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Boon", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Usage-based**: Boon, BetterUp (pay per session/coachee)"}, {"id": "mai-20260917-1752-baseline|c185-m3|moonshot-small|Bravely", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Bravely**: Focused on on-demand coaching as an employee benefit"}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|CoachVantage", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for a solo coach:** CoachVantage, Zoee, or Simply.Coach."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Zoee", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Zoee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all-around for a solo coach:** CoachVantage, Zoee, or Simply.Coach."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|CoachAccountable", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for accountability-heavy coaching:** CoachAccountable."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Simply.Coach", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best all-around for a solo coach:** CoachVantage, Zoee, or Simply.Coach."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Coachli", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Coachli** appears to sit closer to a modern coaching platform with a broad feature set"}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Circle", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for community/group programs:** Circle or Mighty Networks."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Mighty Networks", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for community/group programs:** Circle or Mighty Networks."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Bonsai", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bonsai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best if you only need lightweight admin:** Bonsai, HoneyBook, or Wix."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|HoneyBook", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best if you only need lightweight admin:** Bonsai, HoneyBook, or Wix."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Wix", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best if you only need lightweight admin:** Bonsai, HoneyBook, or Wix."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Trainerize / ABC Trainerize", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Trainerize / ABC Trainerize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Examples: **Trainerize / ABC Trainerize, Nudge Coach**."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Nudge Coach", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Nudge Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Examples: **Trainerize / ABC Trainerize, Nudge Coach**."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|BetterUp", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Best for enterprise coaching:** BetterUp, CoachHub, EZRA, or Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|CoachHub", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**CoachHub** is often highlighted for EMEA coverage."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|EZRA", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**EZRA** is noted for unlimited-session style offerings."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Growthspace", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Best for enterprise coaching:** BetterUp, CoachHub, EZRA, or Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Torch", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Growthspace, Torch, Valence, Bravely, Risely** each differentiate on reporting, mentoring, AI coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Boon", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Examples: **BetterUp, CoachHub, EZRA, Growthspace, Torch, Boon**."}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Valence", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Growthspace, Torch, Valence, Bravely, Risely** each differentiate on reporting"}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Bravely", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Growthspace, Torch, Valence, Bravely, Risely** each differentiate on reporting"}, {"id": "mai-20260917-1752-baseline|c185-m3|openai-small|Risely", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Growthspace, Torch, Valence, Bravely, Risely** each differentiate on reporting"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|BetterUp", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "enterprise platforms like BetterUp or CoachHub, which focus on corporate-scale coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|CoachHub", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise platforms like BetterUp or CoachHub, which focus on corporate-scale coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Paperbell", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: New or solo coaches focused on simple 1:1 package sales and streamlined onboarding."}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|CoachAccountable", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~4.8-4.9/5; praised for depth"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Simply.Coach", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Budget-conscious coaches or teams needing mobile apps and scalability"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Satori", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Coaches prioritizing client discovery/qualification before high-ticket sales."}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|CoachVantage", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Professional solo coaches wanting a polished client experience without complexity."}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Practice.do", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice.do", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Practice.do (simple admin, but shut down in 2025)"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Upcoach", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Upcoach (frameworks/habits, $49/mo)"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Thinkific/Teachable", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific/Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Thinkific/Teachable (if heavy on courses, $36+/mo)"}, {"id": "mai-20260917-1752-baseline|c185-m3|xai-small|Circle", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "some like Circle ($89/mo) add community/courses"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Circle", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Circle** | Community + courses + live coaching in one place"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Kajabi", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Kajabi** | Online business & marketing automation"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Thinkific", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Thinkific** | Structured learning experiences"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Teachable", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Teachable** | Selling online courses"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Mighty Networks", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mighty Networks** | Ease of use & community focus"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|CoachAccountable", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CoachAccountable** | 1:1 coaching with progress tracking"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|CoachVantage", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**CoachVantage** | 1:1 coaching businesses"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Paperbell", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Paperbell** | Simple booking & client management"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Satori", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Satori** | 1:1 coaching & accountability"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|BetterUp", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**BetterUp** | Companies, manager coaching, workforce development"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|CoachHub", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**CoachHub** | Global rollouts, multilingual coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Growthspace", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Growthspace** | Scaling coaching programs"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Boon", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Boon** | Enterprise coaching with 5 integrated programs"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Torch", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Torch** | Coaching + mentoring programs"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Bravely", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Bravely** | On-demand coaching as an employee benefit"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Valence", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Valence** | Fortune 500 managers"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Risely", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Risely** | AI-powered coaching with public pricing"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Empower by Ringover", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Empower by Ringover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Empower by Ringover** | AI sales coaching"}, {"id": "mai-20260917-1752-baseline|c185-m3|zai-small|Seismic", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Seismic** | Enterprise sales enablement"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|ProProfs Training Maker", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Forever free for ≤10 learners | Foundational skill coaching & onboarding | Basic UI, but covers core coaching workflows."}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|PeopleGoal", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~$4/user/month | Goal tracking, OKRs, & developmental check-ins | Blends performance & coaching. Lightweight, transparent pricing."}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|Bunch.ai", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bunch.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AI Coaching Companions** (e.g., Bunch.ai, CareerVillage Coach, Marlee) | $0 (permanent free tiers)"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|CareerVillage Coach", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CareerVillage Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AI Coaching Companions** (e.g., Bunch.ai, CareerVillage Coach, Marlee) | $0 (permanent free tiers)"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|Marlee", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Marlee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AI Coaching Companions** (e.g., Bunch.ai, CareerVillage Coach, Marlee) | $0 (permanent free tiers)"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|360Learning", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Peer mentoring + interactive learning | `360Learning` (~$8/mo)"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|15Five", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like `15Five` or `Thrive Go` provide the structure, prompts, and tracking so your managers can coach effectively"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|Thrive Go", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Thrive Go", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like `15Five` or `Thrive Go` provide the structure, prompts, and tracking so your managers can coach effectively"}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|Bravely", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Frequently cited as one of the most budget-friendly for accessing real human coaches."}, {"id": "mai-20260917-1752-baseline|c185-m4|alibaba-small|Risely", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Transparent, predictable pricing. No hidden enterprise markups."}, {"id": "mai-20260917-1752-baseline|c185-m4|anthropic-small|Bravely", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bravely is the budget-friendly option for on-demand coaching open to every employee, not just leaders."}, {"id": "mai-20260917-1752-baseline|c185-m4|anthropic-small|Together", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is one of the most affordable enterprise options"}, {"id": "mai-20260917-1752-baseline|c185-m4|anthropic-small|Risely", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "noteworthy for having transparent, published pricing rather than custom quotes, making it easier to budget"}, {"id": "mai-20260917-1752-baseline|c185-m4|anthropic-small|Coachello", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modular AI-first platforms like Coachello can offer more flexible pricing depending on program scope."}, {"id": "mai-20260917-1752-baseline|c185-m4|challenger-small|Bravely", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest choice is usually **Bravely** if you want affordable, broad employee access"}, {"id": "mai-20260917-1752-baseline|c185-m4|challenger-small|Boon", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Boon** if you want cost-efficient scaling with usage-based pricing"}, {"id": "mai-20260917-1752-baseline|c185-m4|challenger-small|Risely", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need the lowest software cost and can use AI coaching:** **Risely** or **Rocky.ai**"}, {"id": "mai-20260917-1752-baseline|c185-m4|challenger-small|Rocky.ai", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rocky.ai is listed as cheaper still"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|Boon", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** is the strongest overall pick — its usage-based model means you only pay for coaching that actually happens"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|Risely", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers **public, tiered pricing** ($59/user/month for individual...) It provides AI-augmented coaching at an accessible price point"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|Mesh", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Mesh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mesh** at $4–$12/user/month is the cheapest per-seat option worth considering"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|Exec.com", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Credit-based, usage-only | 50–500 employees; you buy credits only for sessions used"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|Waggle", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Waggle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$30/month per manager | Very small teams, simple fixed cost"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|Quenza", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Quenza", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From $25/month | If you want to package/replicate coaching as automated programs"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|BetterUp", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid per-seat enterprise platforms** — BetterUp ($500–$2,000/seat/year) ... charge for every employee whether they use it or not"}, {"id": "mai-20260917-1752-baseline|c185-m4|deepseek-small|CoachHub", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid per-seat enterprise platforms** — ... CoachHub ($200–$800/seat/year) charge for every employee whether they use it or not"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|BetterUp", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional platforms (like BetterUp or CoachHub) can easily cost $3,000 to $5,000+ per employee annually"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|CoachHub", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional platforms (like BetterUp or CoachHub) can easily cost $3,000 to $5,000+ per employee annually"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|Rocky.ai", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rocky.ai (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|Risely", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Rocky.ai** or **Risely** if you want to provide **on-demand, automated individual coaching** to employees at the lowest possible monthly rate."}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|Valence", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Valence (Best for Team Dynamics)"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|Together Mentorship", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together Mentorship", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Together Mentorship** if you want to **tap into the talent you already have**"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|Simply.Coach", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Simply.Coach** if you need a **budget-friendly administrative hub**"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|15Five", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "15Five or Lattice ... act as \"coaching frameworks\" inside your performance management system"}, {"id": "mai-20260917-1752-baseline|c185-m4|google-small|Lattice", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "15Five or Lattice ... act as \"coaching frameworks\" inside your performance management system"}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Boon", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "offers usage-based pricing or credit-based pricing, such as Boon or Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Exec.com", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "offers usage-based pricing or credit-based pricing, such as Boon or Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Together", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Risely", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Rocky.ai", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|EZRA", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Sounding Board", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Sounding Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Imperative", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Imperative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|meta-small|Bravely", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Other options to consider are Together, Risely, Rocky.ai, EZRA, Sounding Board, Imperative, and Bravely."}, {"id": "mai-20260917-1752-baseline|c185-m4|minimax-small|360Learning", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, start with **360Learning** at $8/user/month"}, {"id": "mai-20260917-1752-baseline|c185-m4|minimax-small|Boon", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Boon's usage-based pricing** or **Exec.com's credit-based model** offer good value"}, {"id": "mai-20260917-1752-baseline|c185-m4|minimax-small|Exec.com", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com's credit-based model** offer good value without large commitments"}, {"id": "mai-20260917-1752-baseline|c185-m4|minimax-small|Valence", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "explore **AI-only platforms** like Valence"}, {"id": "mai-20260917-1752-baseline|c185-m4|minimax-small|BetterUp", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid premium platforms** like BetterUp ($300-$1,000+ per employee) unless absolutely necessary"}, {"id": "mai-20260917-1752-baseline|c185-m4|mistral-small|Exec", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Exec’s free plan** or **360Learning’s low-cost team plan**"}, {"id": "mai-20260917-1752-baseline|c185-m4|mistral-small|360Learning", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Exec’s free plan** or **360Learning’s low-cost team plan**"}, {"id": "mai-20260917-1752-baseline|c185-m4|mistral-small|Whale", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more features and can invest a little more, **Whale** and **ZandaX** are excellent scalable solutions."}, {"id": "mai-20260917-1752-baseline|c185-m4|mistral-small|ZandaX", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "ZandaX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Whale** and **ZandaX** are excellent scalable solutions"}, {"id": "mai-20260917-1752-baseline|c185-m4|moonshot-small|Risely", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budgets:** Start with **Risely's free trial** or **Boon's usage-based model**"}, {"id": "mai-20260917-1752-baseline|c185-m4|moonshot-small|Boon", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Risely or Boon are specifically designed for smaller companies."}, {"id": "mai-20260917-1752-baseline|c185-m4|moonshot-small|Together Platform", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Structured Programs ... \"the best platform for cost\""}, {"id": "mai-20260917-1752-baseline|c185-m4|moonshot-small|CoachHub", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "$200–$2,000+/user/yr | Enterprise (avoid for tight budgets)"}, {"id": "mai-20260917-1752-baseline|c185-m4|moonshot-small|BetterUp", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "$200–$2,000+/user/yr | Enterprise (avoid for tight budgets)"}, {"id": "mai-20260917-1752-baseline|c185-m4|openai-small|StaffCircle", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "StaffCircle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best ultra-budget pick:** **StaffCircle** — lowest documented entry price and a broad performance/development feature set."}, {"id": "mai-20260917-1752-baseline|c185-m4|openai-small|ThriveSparrow", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best value option is usually StaffCircle or ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c185-m4|openai-small|BetterUp", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like BetterUp and EZRA are generally more enterprise-oriented and not the cheapest path"}, {"id": "mai-20260917-1752-baseline|c185-m4|openai-small|EZRA", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms like BetterUp and EZRA are generally more enterprise-oriented and not the cheapest path"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|SC Training (formerly EdApp)", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SC Training (formerly EdApp) stands out as one of the best employee coaching platforms due to its robust free plan with unlimited users"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|TalentLMS", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternatives 1. **TalentLMS** (Free for up to 5 users, 10 courses)"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|ProProfs Training Maker", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProProfs Training Maker** (Free for up to 10 learners) ... extremely cheap for growth"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|FeedbackPulse", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FeedbackPulse** (Free up to 10 users, then $4/employee/month)"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|15Five", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cheaper 15Five/Lattice alternative"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|Lattice", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cheaper 15Five/Lattice alternative"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|BetterUp", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more accessible than pricey enterprise tools like BetterUp or CoachHub (custom/enterprise pricing, $100s/user)"}, {"id": "mai-20260917-1752-baseline|c185-m4|xai-small|CoachHub", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "pricey enterprise tools like BetterUp or CoachHub (custom/enterprise pricing, $100s/user)"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Boon", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under 100 employees, usage-based: Start with **Boon** (free trial, usage-based pricing)."}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Risely", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want AI-driven, predictable per-user cost: Go with **Risely** (free trial, clear tiered pricing)."}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|CoachVantage", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefer a full-featured, all-round tool: Consider **CoachVantage** (free trial, tiered plans)."}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|GoSkills", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited coaching features (no live 1:1 coaching, no AI coach)"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Canvas LMS", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited coaching features (no live 1:1 coaching, no AI coach)"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Moodle", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited coaching features (no live 1:1 coaching, no AI coach)"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Zoho Learn", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited coaching features (no live 1:1 coaching, no AI coach)"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|BetterUp", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not ideal for very tight budgets, but worth keeping on your radar as your company grows"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|CoachHub", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not ideal for very tight budgets, but worth keeping on your radar as your company grows"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Growthspace", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Growthspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Not ideal for very tight budgets, but worth keeping on your radar as your company grows"}, {"id": "mai-20260917-1752-baseline|c185-m4|zai-small|Exec.com", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Not ideal for very tight budgets, but worth keeping on your radar as your company grows"}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|BetterUp", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**For Leadership Development:** BetterUp, CoachHub, Executive.com."}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|CoachHub", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**For Leadership Development:** BetterUp, CoachHub, Executive.com."}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|Executive.com", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Executive.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**For Leadership Development:** BetterUp, CoachHub, Executive.com."}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|Risely", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**For General/Peer Coaching:** Risely, PerformSpark."}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|PerformSpark", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "PerformSpark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**For General/Peer Coaching:** Risely, PerformSpark."}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|Ezy", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Ezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**For AI-First Solutions:** Ezy, Coachello."}, {"id": "mai-20260917-1752-baseline|c185-m5|alibaba-small|Coachello", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**For AI-First Solutions:** Ezy, Coachello."}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|Boon", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Under ~50 employees:** Boon, Risely (lightweight, AI) ... one built for startups may not scale to your needs.provided"}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|Risely", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Under ~50 employees:** Boon, Risely (lightweight, AI)... one built for startups may not scale to your needs."}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|Growthspace", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Given you're at 500 people, I'd prioritize **Growthspace, Exec.com, Torch, or CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|Exec.com", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Given you're at 500 people, I'd prioritize **Growthspace, Exec.com, Torch, or CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|Torch", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Given you're at 500 people, I'd prioritize **Growthspace, Exec.com, Torch, or CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|CoachHub", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Given you're at 500 people, I'd prioritize **Growthspace, Exec.com, Torch, or CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|BetterUp", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**500+:** BetterUp, CoachHub (larger networks, heavier integration) So a platform \"built\" for 1,000+ employees may be overkill"}, {"id": "mai-20260917-1752-baseline|c185-m5|deepseek-small|Valence", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Valence / Risely** | AI coaching, cost-efficient | Low-cost AI |"}, {"id": "mai-20260917-1752-baseline|c185-m5|google-small|Exec", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-assisted roleplay (like platforms such as Exec or Hone offer) for individual contributors"}, {"id": "mai-20260917-1752-baseline|c185-m5|google-small|Hone", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Hone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-assisted roleplay (like platforms such as Exec or Hone offer) for individual contributors"}, {"id": "mai-20260917-1752-baseline|c185-m5|mistral-small|BetterUp", "prompt": "c185-m5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your needs (e.g., BetterUp, CoachHub, Torch, Leapsome, or others)."}, {"id": "mai-20260917-1752-baseline|c185-m5|mistral-small|CoachHub", "prompt": "c185-m5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., BetterUp, CoachHub, Torch, Leapsome, or others"}, {"id": "mai-20260917-1752-baseline|c185-m5|mistral-small|Torch", "prompt": "c185-m5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., BetterUp, CoachHub, Torch, Leapsome, or others"}, {"id": "mai-20260917-1752-baseline|c185-m5|mistral-small|Leapsome", "prompt": "c185-m5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., BetterUp, CoachHub, Torch, Leapsome, or others"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|Exec.com", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Newer options like Exec.com or Risely offer more flexibility"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|Risely", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Newer options like Exec.com or Risely offer more flexibility"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|CoachHub", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CoachHub** | Global/multilingual needs, strong EMEA coverage"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|BetterUp", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BetterUp** | Largest coach network, established enterprise play"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|Boon", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Boon** | Usage-based pricing, integrated programs (4.8/5 G2)"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|Growthspace", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Growthspace** | Strong reviews, good for scaling"}, {"id": "mai-20260917-1752-baseline|c185-m5|moonshot-small|Torch", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Torch** | Coaching + mentoring combined"}, {"id": "mai-20260917-1752-baseline|c185-m5|xai-small|BetterUp", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top mid-market fits include BetterUp (holistic, large network)"}, {"id": "mai-20260917-1752-baseline|c185-m5|xai-small|Boon", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Boon (usage-based, multi-format)"}, {"id": "mai-20260917-1752-baseline|c185-m5|xai-small|CoachHub", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CoachHub (global scale)"}, {"id": "mai-20260917-1752-baseline|c185-m5|xai-small|Torch", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Torch (mentoring + coaching)"}, {"id": "mai-20260917-1752-baseline|c185-m5|xai-small|Betterworks", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Betterworks (goal-tied workflows)"}, {"id": "mai-20260917-1752-baseline|c185-m5|xai-small|Trakstar", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or Trakstar (action tracking)"}, {"id": "mai-20260917-1752-baseline|c185-m5|zai-small|BetterUp", "prompt": "c185-m5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most mid‑market/enterprise needs (e.g., BetterUp, CoachHub, Boon)"}, {"id": "mai-20260917-1752-baseline|c185-m5|zai-small|CoachHub", "prompt": "c185-m5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most mid‑market/enterprise needs (e.g., BetterUp, CoachHub, Boon)"}, {"id": "mai-20260917-1752-baseline|c185-m5|zai-small|Boon", "prompt": "c185-m5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most mid‑market/enterprise needs (e.g., BetterUp, CoachHub, Boon)"}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|Akela Global", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Akela Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Akela Global: Frequently flagged for pyramid scheme accusations under the guise of \"entrepreneurship training.\""}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|Nu Skin / IsoMetrix", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Nu Skin / IsoMetrix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often criticized for aggressive recruitment tactics masked as \"executive coaching.\""}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|Fiverr", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Marketplaces Without Vetting (Fiverr, Upwork, Craigslist) ... using them for high-stakes life or business coaching is risky."}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|Upwork", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Marketplaces Without Vetting (Fiverr, Upwork, Craigslist) ... using them for high-stakes life or business coaching is risky."}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|Craigslist", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Craigslist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Marketplaces Without Vetting (Fiverr, Upwork, Craigslist) ... using them for high-stakes life or business coaching is risky."}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|ICF Credential Registry", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "ICF Credential Registry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Alternatives: Use directories specifically designed for professional coaching, such as ICF Credential Registry, BetterUp, or iCoachWorld."}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|BetterUp", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Better Alternatives: Use directories specifically designed for professional coaching, such as ICF Credential Registry, BetterUp, or iCoachWorld."}, {"id": "mai-20260917-1752-baseline|c185-m6|alibaba-small|iCoachWorld", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "iCoachWorld", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Better Alternatives: Use directories specifically designed for professional coaching, such as ICF Credential Registry, BetterUp, or iCoachWorld."}, {"id": "mai-20260917-1752-baseline|c185-m6|challenger-small|Profi", "prompt": "c185-m6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Profi** is reported to have shut down on December 31, 2025, so former users are being directed to alternatives.[6]"}, {"id": "mai-20260917-1752-baseline|c185-m6|challenger-small|Coaches Console", "prompt": "c185-m6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Coaches Console** is described as having an outdated interface and poor value in the 2026 review.[6]"}, {"id": "mai-20260917-1752-baseline|c185-m6|challenger-small|Coaching Lobby", "prompt": "c185-m6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Coaching Lobby** is described as having minimal innovation and sparse updates.[6]"}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|coach.me / thecoachme.com", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "coach.me / thecoachme.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Direct billing scam reports.** ... **thecoachme.com** appears to be a fraudulent clone operating from Cyprus."}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|Guidance / Thrive Learning", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Guidance / Thrive Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**FTC lifetime bans.** ... permanently banned from business coaching"}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|MOBE (My Online Business Education)", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "MOBE (My Online Business Education)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**$125M+ fraud.** The FTC charged the company and its principals with bilking consumers"}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|Coaching Department / Apply Knowledge", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Department / Apply Knowledge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These were business coaching schemes that made bogus income promises."}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|Noom (Health/Weight Loss Coaching)", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Noom (Health/Weight Loss Coaching)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**F rating on BBB.** ... 1,900+ complaints in 3 years, primarily about **failure to cancel subscriptions and unauthorized billing**"}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|Circle", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "many legitimate coaches use platforms like Circle, Mighty Networks, or Paperbell"}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|Mighty Networks", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "many legitimate coaches use platforms like Circle, Mighty Networks, or Paperbell"}, {"id": "mai-20260917-1752-baseline|c185-m6|deepseek-small|Paperbell", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "many legitimate coaches use platforms like Circle, Mighty Networks, or Paperbell"}, {"id": "mai-20260917-1752-baseline|c185-m6|google-small|Bark.com", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Bark.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to caution: Bark.com, Thumbtack, and (to a lesser extent) Noomii."}, {"id": "mai-20260917-1752-baseline|c185-m6|google-small|Thumbtack", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Thumbtack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to caution: Bark.com, Thumbtack, and (to a lesser extent) Noomii."}, {"id": "mai-20260917-1752-baseline|c185-m6|google-small|Noomii", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Noomii", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Thumbtack, and (to a lesser extent) Noomii"}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|Spook Luke's GCR/Grand Champ Road Map", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Spook Luke's GCR/Grand Champ Road Map", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "described as an expensive scam"}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|Profi", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "shut down on December 31, 2025, following an acquisition"}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|CoachAccountable", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Former users are recommended to consider CoachAccountable, UpCoach, or Coaching Loft as alternatives."}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|UpCoach", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Former users are recommended to consider CoachAccountable, UpCoach, or Coaching Loft as alternatives."}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|Coaching Loft", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Loft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Former users are recommended to consider CoachAccountable, UpCoach, or Coaching Loft as alternatives."}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|Coaches Console", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "removed due to an outdated interface and high pricing ($197-$297/mo)"}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|Coaching Lobby", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "removed due to minimal innovation"}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|quickcoach.fit", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "quickcoach.fit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Some recommended platforms include quickcoach.fit and FitWave.io."}, {"id": "mai-20260917-1752-baseline|c185-m6|meta-small|FitWave.io", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "FitWave.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Some recommended platforms include quickcoach.fit and FitWave.io."}, {"id": "mai-20260917-1752-baseline|c185-m6|minimax-small|TXEX", "prompt": "c185-m6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "TXEX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**TXEX** - A Ponzi-style investment scam using messaging apps ... promising 100% returns on trading signals"}, {"id": "mai-20260917-1752-baseline|c185-m6|minimax-small|coach.me", "prompt": "c185-m6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**coach.me** - Has reports of unauthorized charges and appears to have identity issues with similar-named companies"}, {"id": "mai-20260917-1752-baseline|c185-m6|mistral-small|Profi", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform shut down completely on December 31, 2025, after an acquisition."}, {"id": "mai-20260917-1752-baseline|c185-m6|mistral-small|CoachAccountable", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look for alternatives like CoachAccountable, UpCoach, or Coaching Loft, which are still operational"}, {"id": "mai-20260917-1752-baseline|c185-m6|mistral-small|UpCoach", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for alternatives like CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260917-1752-baseline|c185-m6|mistral-small|Coaching Loft", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Loft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "still operational and offer similar features"}, {"id": "mai-20260917-1752-baseline|c185-m6|mistral-small|Coaches Console", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Criticized for its outdated interface and high cost ($197–$297/month)"}, {"id": "mai-20260917-1752-baseline|c185-m6|mistral-small|Coaching Lobby", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Removed from consideration due to minimal innovation and lack of competitive features"}, {"id": "mai-20260917-1752-baseline|c185-m6|moonshot-small|Coach.me", "prompt": "c185-m6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users advise avoiding and blocking cards if charged"}, {"id": "mai-20260917-1752-baseline|c185-m6|moonshot-small|Strawberry.me", "prompt": "c185-m6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Strawberry.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Coaches have reported concerns about the business model emphasizing client dependency rather than empowerment"}, {"id": "mai-20260917-1752-baseline|c185-m6|openai-small|Air AI", "prompt": "c185-m6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Air AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples of coaching-related programs the FTC has recently taken action against or sent refund checks over include **Air AI, IM Mastery Academy, Growth Cave, Lurn, and Zurixx**."}, {"id": "mai-20260917-1752-baseline|c185-m6|openai-small|IM Mastery Academy", "prompt": "c185-m6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "IM Mastery Academy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "programs the FTC has recently taken action against or sent refund checks over include **Air AI, IM Mastery Academy, Growth Cave, Lurn, and Zurixx**"}, {"id": "mai-20260917-1752-baseline|c185-m6|openai-small|Growth Cave", "prompt": "c185-m6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growth Cave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the FTC has recently taken action against or sent refund checks over include **Air AI, IM Mastery Academy, Growth Cave, Lurn, and Zurixx**"}, {"id": "mai-20260917-1752-baseline|c185-m6|openai-small|Lurn", "prompt": "c185-m6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the FTC has recently taken action against or sent refund checks over include **Air AI, IM Mastery Academy, Growth Cave, Lurn, and Zurixx**"}, {"id": "mai-20260917-1752-baseline|c185-m6|openai-small|Zurixx", "prompt": "c185-m6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Zurixx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "the FTC has recently taken action against or sent refund checks over include **Air AI, IM Mastery Academy, Growth Cave, Lurn, and Zurixx**"}, {"id": "mai-20260917-1752-baseline|c185-m6|xai-small|Simplilearn", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Simplilearn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BBB: 1.55/5 stars (60+ reviews), ~67 complaints in 3 years (refunds denied, fake university partnerships, misleading job/income claims). BBB alert for patterns of issues."}, {"id": "mai-20260917-1752-baseline|c185-m6|xai-small|Coach.me", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Trustpilot: 1.9/5 (\"Poor\"), multiple reports of unauthorized €49/£49 charges, identity theft by scam clones"}, {"id": "mai-20260917-1752-baseline|c185-m6|xai-small|BetterUp", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trustpilot: ~2.1/5, fraud claims (unexpected invoices/subscriptions), poor contractor pay/comms."}, {"id": "mai-20260917-1752-baseline|c185-m6|xai-small|Noom", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Noom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use established alternatives like Noom (fitness)"}, {"id": "mai-20260917-1752-baseline|c185-m6|xai-small|Coursera", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coursera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coursera (skills, university-backed)"}, {"id": "mai-20260917-1752-baseline|c185-m6|zai-small|Lurn (and Anik Singal)", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn (and Anik Singal)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The FTC sued Lurn for making deceptive earnings claims, including promises that consumers could become \"Stay‑At-Home Millionaires\""}, {"id": "mai-20260917-1752-baseline|c185-m6|zai-small|Millennial Mastermind (via Mastermind.com/Dean Graziosi)", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Millennial Mastermind (via Mastermind.com/Dean Graziosi)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report a $1 trial that leads to automatic charges and difficulty canceling. Complaints also allege aggressive marketing and high-ticket upsells."}, {"id": "mai-20260917-1752-baseline|c185-m6|zai-small|Coach.me", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trustpilot reviews indicate issues with unauthorized recurring charges and identity theft-like incidents."}, {"id": "mai-20260917-1752-baseline|c185-s1|alibaba-small|CoachHub", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for External \"On-Demand\" Coaching: **CoachHub**"}, {"id": "mai-20260917-1752-baseline|c185-s1|alibaba-small|15Five", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Managerial Coaching Culture: **15Five**"}, {"id": "mai-20260917-1752-baseline|c185-s1|alibaba-small|Gong", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Sales Enablement (B2B Focus): **Gong**"}, {"id": "mai-20260917-1752-baseline|c185-s1|alibaba-small|MentorcliQ", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Internal Mentorship: **MentorcliQ**"}, {"id": "mai-20260917-1752-baseline|c185-s1|anthropic-small|BetterUp", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common platforms that serve small companies** include options like BetterUp, Coaching.com, Mindvalley"}, {"id": "mai-20260917-1752-baseline|c185-s1|anthropic-small|Coaching.com", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coaching.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include options like BetterUp, Coaching.com, Mindvalley"}, {"id": "mai-20260917-1752-baseline|c185-s1|anthropic-small|Mindvalley", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Mindvalley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include options like BetterUp, Coaching.com, Mindvalley, and industry-specific solutions"}, {"id": "mai-20260917-1752-baseline|c185-s1|challenger-small|Boon", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boon is the best default choice for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c185-s1|challenger-small|Risely", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want AI-augmented coaching on a budget: **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-s1|challenger-small|BetterUp", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically more enterprise-oriented and costly than a small company usually needs"}, {"id": "mai-20260917-1752-baseline|c185-s1|challenger-small|Exec", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as best overall for organizations that want coaching tied to observable performance"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|Boon", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boon is the best overall pick — low entry cost, usage-based billing"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|Risely", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Risely is your budget alternative"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|BetterUp", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid ... BetterUp ($500–$2,000/seat/year) ... overkill and overpriced for a small B2B team"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|CoachHub", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid ... CoachHub ($200–$800/seat/year) are designed for enterprise/mid-market"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|Torch", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Torch similarly doesn't publish pricing and skews to mid-market/enterprise"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|Growthspace", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "50–500 employees: Consider Growthspace or Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|Exec.com", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider Growthspace or Exec.com for stronger ROI at mid-tier pricing"}, {"id": "mai-20260917-1752-baseline|c185-s1|deepseek-small|Coachello", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "I'd also look at Coachello (works natively in Slack/Teams)"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|BetterUp", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Skip massive enterprise networks like BetterUp or CoachHub, which typically cost $3,000–$5,000+ per user per year"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|CoachHub", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Skip massive enterprise networks like BetterUp or CoachHub, which typically cost $3,000–$5,000+ per user per year"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|Risely", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Risely (Best AI-First & Budget-Friendly Option)"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|Boon", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Boon (Best Hybrid Human/AI Option with Usage-Based Pricing)"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|15Five", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "15Five (Best Overall for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|Lattice", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lattice (Best for OKR-Driven B2B Companies)"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|Gong.io", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gong.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gong.io (Best for Conversational Intelligence)"}, {"id": "mai-20260917-1752-baseline|c185-s1|google-small|Highspot", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highspot (Best for Playbooks & Pitch Practice)"}, {"id": "mai-20260917-1752-baseline|c185-s1|meta-small|Boon", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee coaching platform for a small B2B company is Boon or Risely"}, {"id": "mai-20260917-1752-baseline|c185-s1|meta-small|Risely", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best employee coaching platform for a small B2B company is Boon or Risely"}, {"id": "mai-20260917-1752-baseline|c185-s1|meta-small|Peoplebox", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Peoplebox, CoachHub, and Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-s1|meta-small|CoachHub", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Peoplebox, CoachHub, and Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-s1|meta-small|Growthspace", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Peoplebox, CoachHub, and Growthspace."}, {"id": "mai-20260917-1752-baseline|c185-s1|minimax-small|Boon", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start by evaluating **Boon** or **Peoplebox** as they both have strong SMB focus and good reviews"}, {"id": "mai-20260917-1752-baseline|c185-s1|minimax-small|Risely", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to Boon in the SMB category"}, {"id": "mai-20260917-1752-baseline|c185-s1|minimax-small|Coachello", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: SMB teams under 100 employees"}, {"id": "mai-20260917-1752-baseline|c185-s1|minimax-small|Valence", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-augmented coaching at accessible price points"}, {"id": "mai-20260917-1752-baseline|c185-s1|minimax-small|Peoplebox", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd start by evaluating **Boon** or **Peoplebox** as they both have strong SMB focus and good reviews"}, {"id": "mai-20260917-1752-baseline|c185-s1|mistral-small|Boon", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** is especially recommended due to its affordability, ease of use, and focus on team and manager development"}, {"id": "mai-20260917-1752-baseline|c185-s1|mistral-small|Risely", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best employee coaching platforms for a small B2B company (under 100 employees) are **Boon** and **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-s1|mistral-small|Coachello", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable options include Coachello and Valence"}, {"id": "mai-20260917-1752-baseline|c185-s1|mistral-small|Valence", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options include Coachello and Valence"}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|Boon", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** ⭐ Best Overall for Small Companies"}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|Risely", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Risely** ⭐ Best for Transparent Pricing"}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|Coachello", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coachello** ⭐ Best for Slack/Teams Integration"}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|Valence", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-first coaching through \"Nadia\""}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|BetterUp", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Small B2B ... built for enterprise (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|CoachHub", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "mid-market focus, better for 500+ employees"}, {"id": "mai-20260917-1752-baseline|c185-s1|moonshot-small|Exec.com", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Better suited for 50–500 employee range"}, {"id": "mai-20260917-1752-baseline|c185-s1|openai-small|Cloverleaf", "prompt": "c185-s1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Cloverleaf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **Cloverleaf**"}, {"id": "mai-20260917-1752-baseline|c185-s1|openai-small|BetterUp", "prompt": "c185-s1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BetterUp** is a strong choice, but it's usually better suited to companies that want a more premium, enterprise-style coaching program"}, {"id": "mai-20260917-1752-baseline|c185-s1|openai-small|Tandem", "prompt": "c185-s1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Tandem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want mentoring/career development more than formal coaching:** **Tandem**"}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Risely", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Risely (Best Overall for Affordable AI Coaching)"}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Boon", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Boon (Best Hybrid for Small Teams with Human Coaches)"}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Peoplebox", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Peoplebox (Best for Manager-Led Coaching & Performance)"}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Coachello", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Need human coaches? Boon or explore Coachello/Valence (~$50–$200/seat)."}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Valence", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "explore Coachello/Valence (~$50–$200/seat)"}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Coachful", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Coachful ($49–$99/mo flat for all-in-one, but more for solo coaches)"}, {"id": "mai-20260917-1752-baseline|c185-s1|xai-small|Together Mentoring", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Together Mentoring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Together Mentoring (higher-rated for culture-building, but larger orgs)"}, {"id": "mai-20260917-1752-baseline|c185-s1|zai-small|Risely", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: Risely"}, {"id": "mai-20260917-1752-baseline|c185-s1|zai-small|15Five", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Manager Empowerment: 15Five"}, {"id": "mai-20260917-1752-baseline|c185-s1|zai-small|Boon", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Hybrid Coaching: Boon"}, {"id": "mai-20260917-1752-baseline|c185-s2|alibaba-small|Catalant", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Catalant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Catalant** if you offer high-end advisory/business transformation coaching."}, {"id": "mai-20260917-1752-baseline|c185-s2|alibaba-small|Exec.com", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with Exec.com** if you focus purely on coaching the humans inside the business"}, {"id": "mai-20260917-1752-baseline|c185-s2|alibaba-small|CoachHub", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Corporate/Enterprise Contracts... may feel less autonomous than working directly with a client."}, {"id": "mai-20260917-1752-baseline|c185-s2|alibaba-small|Noomii", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Noomii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for General Visibility/Lead Gen... a good supplemental marketing channel."}, {"id": "mai-20260917-1752-baseline|c185-s2|anthropic-small|CoachHub", "prompt": "c185-s2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-s2|anthropic-small|LifeCoachHub", "prompt": "c185-s2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "LifeCoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LifeCoachHub and Coaching.com uniquely combine client discovery (marketplace directory) with full operations management"}, {"id": "mai-20260917-1752-baseline|c185-s2|anthropic-small|Coaching.com", "prompt": "c185-s2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LifeCoachHub and Coaching.com uniquely combine client discovery (marketplace directory) with full operations management"}, {"id": "mai-20260917-1752-baseline|c185-s2|challenger-small|MicroMentor", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MicroMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **MicroMentor** if your offer is mentoring or advisory support for founders and small-business owners"}, {"id": "mai-20260917-1752-baseline|c185-s2|challenger-small|Yo!Coach", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Yo!Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Yo!Coach** is the strongest fit in the results because it is described as best for *coaching marketplaces, tutoring businesses, and consulting platforms*"}, {"id": "mai-20260917-1752-baseline|c185-s2|challenger-small|Profi", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Profi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Profi, Coaching.com, or Upcoach** are listed as best for teams and multi-coach organizations"}, {"id": "mai-20260917-1752-baseline|c185-s2|challenger-small|Coaching.com", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for teams and multi-coach organizations that need workflows, reports, and scalable delivery"}, {"id": "mai-20260917-1752-baseline|c185-s2|challenger-small|Upcoach", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are running a **multi-coach B2B service business** and need internal workflow and delivery tools"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Boon", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Boon**"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|BetterUp", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "They're overkill and overpriced for a small B2B business, and some have high minimums that make them impractical."}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|CoachHub", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for **enterprises** ... overkill and overpriced for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|EZRA", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CoachHub / BetterUp / EZRA — These are excellent but built for **enterprises**"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Exec.com", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tops G2 in coaching (4.9/5) and uses **credit-based pricing**"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Risely", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An AI-augmented option with **public, transparent pricing**"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Coachilly", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachilly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Better suited if your *business itself is a coaching firm* looking to list services"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Noomii", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Noomii", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Better suited if your *business itself is a coaching firm* looking to list services"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Coaching.com", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Better suited if your *business itself is a coaching firm* looking to list services"}, {"id": "mai-20260917-1752-baseline|c185-s2|deepseek-small|Growthspace", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**50–500 employees** → Exec.com or Growthspace"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|BetterUp", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "giant enterprise coaching platforms like BetterUp, EZRA, or CoachHub often aren't a great fit"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|EZRA", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often aren't a great fit. They typically require large minimum seat commits, high upfront budgets"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|CoachHub", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "giant enterprise coaching platforms like BetterUp, EZRA, or CoachHub often aren't a great fit"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|MySalesCoach", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MySalesCoach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "MySalesCoach (Best for B2B Sales Teams) ... It connects your reps and sales managers directly with active B2B sales leaders"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|GrowthMentor", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Growth & Tactical Help ... these marketplaces are excellent"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|MentorCruise", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GrowthMentor or MentorCruise (Best for Growth & Tactical Help)"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|Boon Health", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Boon is an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|Growthspace", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Growthspace (Best for Precision Upskilling)"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|Simply.Coach", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Simply.Coach (Best for Corporate & Enterprise B2B Delivery)"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|GroupApp", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "GroupApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you sell cohort-based or group coaching to B2B teams, GroupApp is outstanding."}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|Delenta", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Delenta (Best All-in-One for Small Agencies)"}, {"id": "mai-20260917-1752-baseline|c185-s2|google-small|Coaching.com", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Coaching.com is the industry standard"}, {"id": "mai-20260917-1752-baseline|c185-s2|meta-small|CoachHub", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some of the top options include: 1. CoachHub - a digital coaching platform that provides world-class coaching for all employees."}, {"id": "mai-20260917-1752-baseline|c185-s2|meta-small|Coaching.com", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coaching.com - a platform that allows businesses to create a fully customizable, white-labeled experience"}, {"id": "mai-20260917-1752-baseline|c185-s2|meta-small|Yo!Coach", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Yo!Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Yo!Coach - a white-label online coaching marketplace software designed for entrepreneurs, startups, and enterprises"}, {"id": "mai-20260917-1752-baseline|c185-s2|meta-small|Setmycoach", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Setmycoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Setmycoach - an online marketplace that connects clients with professional coaches."}, {"id": "mai-20260917-1752-baseline|c185-s2|minimax-small|CoachHub", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Coaching.com** or **CoachHub** as they have strong B2B focus and scalability for small businesses."}, {"id": "mai-20260917-1752-baseline|c185-s2|minimax-small|Coaching.com", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Coaching.com** or **CoachHub** as they have strong B2B focus and scalability for small businesses."}, {"id": "mai-20260917-1752-baseline|c185-s2|minimax-small|Yo!Coach", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Yo!Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Yo!Coach** - White-label solution specifically for building coaching marketplaces"}, {"id": "mai-20260917-1752-baseline|c185-s2|minimax-small|Setmycoach", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Setmycoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Setmycoach** - Marketplace connecting clients with various coach types including business/executive coaches"}, {"id": "mai-20260917-1752-baseline|c185-s2|mistral-small|BetterUp", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most established and research-backed option, choose **BetterUp**."}, {"id": "mai-20260917-1752-baseline|c185-s2|mistral-small|CoachHub", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need global coverage and multilingual support, go with **CoachHub**."}, {"id": "mai-20260917-1752-baseline|c185-s2|mistral-small|Boon", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer flexible, usage-based pricing and a curated coach network, **Boon** is a strong pick."}, {"id": "mai-20260917-1752-baseline|c185-s2|moonshot-small|GrowthMentor", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "GrowthMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd recommend starting with **GrowthMentor**"}, {"id": "mai-20260917-1752-baseline|c185-s2|moonshot-small|Clarity.fm", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Clarity.fm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supplement with **Clarity.fm** for specific expert consultations"}, {"id": "mai-20260917-1752-baseline|c185-s2|moonshot-small|MentorCruise", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Long-term Relationships)"}, {"id": "mai-20260917-1752-baseline|c185-s2|moonshot-small|CoachHub", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Corporate/B2B Focus)"}, {"id": "mai-20260917-1752-baseline|c185-s2|openai-small|CoachHub", "prompt": "c185-s2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **CoachHub** if your priority is **B2B executive/leadership coaching at an organizational level**"}, {"id": "mai-20260917-1752-baseline|c185-s2|openai-small|Clarity", "prompt": "c185-s2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Clarity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clarity** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c185-s2|xai-small|GrowthMentor", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "GrowthMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GrowthMentor** as the top choice."}, {"id": "mai-20260917-1752-baseline|c185-s2|xai-small|MentorCruise", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: MentorCruise"}, {"id": "mai-20260917-1752-baseline|c185-s2|xai-small|Clarity.fm", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Clarity.fm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for one-offs, but less structured/community feel; sporadic quality for niches."}, {"id": "mai-20260917-1752-baseline|c185-s2|xai-small|CoachHub", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy ones like CoachHub/BetterUp (too pricey, corporate-focused)"}, {"id": "mai-20260917-1752-baseline|c185-s2|xai-small|BetterUp", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy ones like CoachHub/BetterUp (too pricey, corporate-focused)"}, {"id": "mai-20260917-1752-baseline|c185-s2|xai-small|Noomii", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Noomii", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "or directories like Noomii (mixed reviews, lead-gen issues)"}, {"id": "mai-20260917-1752-baseline|c185-s2|zai-small|Boon", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Boon**"}, {"id": "mai-20260917-1752-baseline|c185-s2|zai-small|Risely", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Alternative: **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-s2|zai-small|CoachMarket", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your small business **sells coaching services** to other businesses, CoachMarket could be the marketplace you need"}, {"id": "mai-20260917-1752-baseline|c185-s2|zai-small|Growthspace", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Growthspace** | Growing companies (50–500) | Lower than BetterUp/CoachHub | Strong ROI for mid-sized teams |"}, {"id": "mai-20260917-1752-baseline|c185-s2|zai-small|Exec.com", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Exec.com** | Growing companies (50–500) | Competitive pricing | #1 on G2 in coaching, strong measurement tools |"}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|UpCoach", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "UpCoach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "UpCoach is arguably the standard for coaches who deliver a curriculum"}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|Group.app", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Group.app", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Hybrid of Community & Courses ... has recently gained massive traction"}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|Circle.so", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle.so", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Circle has become the darling of the industry for high-end communities."}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|Mighty Networks", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Drawback: Pricing can get expensive quickly, and it lacks deep \"coaching features\""}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|Lessonly", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Lessonly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For internal training, you should instead look at **Lessonly**, **Gloat**, or **BetterUp**."}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|Gloat", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For internal training, you should instead look at **Lessonly**, **Gloat**, or **BetterUp**."}, {"id": "mai-20260917-1752-baseline|c185-s3|alibaba-small|BetterUp", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For internal training, you should instead look at **Lessonly**, **Gloat**, or **BetterUp**."}, {"id": "mai-20260917-1752-baseline|c185-s3|anthropic-small|Simply.Coach", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's a good choice for independent coaches or small teams that want a lightweight solution"}, {"id": "mai-20260917-1752-baseline|c185-s3|anthropic-small|CoachVantage", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "well-suited for coaches managing multiple clients efficiently, but does not offer the depth of customization"}, {"id": "mai-20260917-1752-baseline|c185-s3|anthropic-small|Paperbell", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excels in visual appeal and user experience, making it a good choice if aesthetics"}, {"id": "mai-20260917-1752-baseline|c185-s3|anthropic-small|UpCoach", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "aggressive pricing ($29-$79/mo)... perfect for tech-shy coaches who want to launch quickly"}, {"id": "mai-20260917-1752-baseline|c185-s3|challenger-small|Delenta", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Delenta** if you need a **small-team CRM** with group coaching and a path to scale."}, {"id": "mai-20260917-1752-baseline|c185-s3|challenger-small|CoachAccountable", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong on **automation, client portal, invoicing, and engagement tracking**, but has a steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c185-s3|challenger-small|CoachVantage", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CoachVantage** if you want a **balanced client-management tool**"}, {"id": "mai-20260917-1752-baseline|c185-s3|challenger-small|Simply.Coach", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Positioned as an **all-in-one** platform for solopreneurs and small firms, with support for multi-coach setups."}, {"id": "mai-20260917-1752-baseline|c185-s3|challenger-small|Paperbell", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Paperbell** if your team mostly runs **straightforward 1:1 coaching**"}, {"id": "mai-20260917-1752-baseline|c185-s3|challenger-small|upcoach", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strongest for **program building, tasks/habits, Smart Docs, and cohort engagement**."}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|CoachAccountable", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for structured accountability & tracking"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|Paperbell", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for selling & getting paid (simplest)"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|Simply.Coach", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best budget all-rounder for small teams"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|Upcoach", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for cohort/group programs"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|GroupApp", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "GroupApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for community-driven group coaching"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|Delenta", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best all-in-one with course hosting"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|BetterUp", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually don't make sense for a small team"}, {"id": "mai-20260917-1752-baseline|c185-s3|deepseek-small|CoachHub", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually don't make sense for a small team"}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|Bravely", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: On-demand, situational coaching for everyday workplace challenges... Extremely budget-friendly and flexible"}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|Boon Health", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Perfect for smaller or mid-market organizations that do not have a dedicated L&D staff"}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|Growthspace", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Hyper-focused, skill-specific sprint programs."}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|CoachHub", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small, globally distributed teams needing multi-language coaching."}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|Simply.Coach", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for: Boutique agencies and multi-coach firms coaching corporate clients."}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|CoachAccountable", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Metrics-heavy, highly structured coaching teams."}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|Profi", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Profi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Consolidating a scattered tech stack into one branded platform."}, {"id": "mai-20260917-1752-baseline|c185-s3|google-small|Paperbell", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Paperbell is the cleanest and most user-friendly choice."}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Circle", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top coaching platforms for a small team include Circle, Thinkific, Teachable, Kajabi"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Thinkific", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Circle, Thinkific, Teachable, Kajabi"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Teachable", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Thinkific, Teachable, Kajabi, Delenta"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Kajabi", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teachable, Kajabi, Delenta, Paperbell"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Delenta", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kajabi, Delenta, Paperbell, CoachVantage"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Paperbell", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Delenta, Paperbell, CoachVantage, Simply.Coach"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|CoachVantage", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Paperbell, CoachVantage, Simply.Coach, EzyCourse"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Simply.Coach", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CoachVantage, Simply.Coach, EzyCourse, Google Meet"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|EzyCourse", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EzyCourse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simply.Coach, EzyCourse, Google Meet, Boon"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Google Meet", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Google Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "EzyCourse, Google Meet, Boon, Risely"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Boon", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Google Meet, Boon, Risely, Coachello"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Risely", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Boon, Risely, Coachello, and Valence"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Coachello", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Risely, Coachello, and Valence"}, {"id": "mai-20260917-1752-baseline|c185-s3|meta-small|Valence", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Coachello, and Valence"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|Boon", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team under 50 employees, Boon or Risely offer the best value."}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|Risely", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small team under 50 employees, Boon or Risely offer the best value."}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|Coachello", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coachello stands out for Slack/Teams native integration"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|Valence", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI coach Nadia for Fortune 500 managers"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|SimplyCoach", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "SimplyCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a small coaching business with multiple coaches, SimplyCoach or Delenta provide better multi-coach coordination."}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|Delenta", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SimplyCoach or Delenta provide better multi-coach coordination"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|Paperbell", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple setup, low friction scheduling/payments"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|UpCoach", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "UpCoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Drag-and-drop program builder, mobile app, aggressive pricing ($29-79/mo)"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|BetterUp", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some target enterprises (BetterUp, CoachHub), while others are purpose-built for SMBs"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|CoachHub", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some target enterprises (BetterUp, CoachHub), while others are purpose-built for SMBs"}, {"id": "mai-20260917-1752-baseline|c185-s3|minimax-small|CoachVantage", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Paperbell and CoachVantage are simpler"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|Boon", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, Boon, Risely, and Coachello are often the best starting points"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|Risely", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Boon, Risely, and Coachello are often the best starting points due to their affordability"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|Coachello", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Boon, Risely, and Coachello are often the best starting points"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|Valence", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Small teams and startups"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|Growthspace", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more advanced features or plan to scale quickly, Growthspace or Exec.com may be worth the higher investment."}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|Exec.com", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growthspace or Exec.com may be worth the higher investment"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|CoachAccountable", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes session tracking, accountability, and client management"}, {"id": "mai-20260917-1752-baseline|c185-s3|mistral-small|360Learning", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more about collaborative learning and feedback"}, {"id": "mai-20260917-1752-baseline|c185-s3|moonshot-small|Simply.Coach", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simply.Coach** - Best All-in-One for Small Teams"}, {"id": "mai-20260917-1752-baseline|c185-s3|moonshot-small|Paperbell", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paperbell** - Best for Simplicity"}, {"id": "mai-20260917-1752-baseline|c185-s3|moonshot-small|CoachVantage", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CoachVantage** - Best Value for New Coaches"}, {"id": "mai-20260917-1752-baseline|c185-s3|moonshot-small|UpCoach", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Small teams running structured coaching programs"}, {"id": "mai-20260917-1752-baseline|c185-s3|moonshot-small|Circle", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Circle** - Best for Community + Coaching"}, {"id": "mai-20260917-1752-baseline|c185-s3|moonshot-small|Boon", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Boon** - Best AI-Augmented Option for Small Teams"}, {"id": "mai-20260917-1752-baseline|c185-s3|openai-small|Simply.Coach", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want an **all-in-one coaching workflow**... Need the most coaching-specific depth? → **Simply.Coach** or **CoachAccountable**"}, {"id": "mai-20260917-1752-baseline|c185-s3|openai-small|Satori", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a **coaching-business CRM** with a simpler coaching-first flow."}, {"id": "mai-20260917-1752-baseline|c185-s3|openai-small|CoachAccountable", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Need the most coaching-specific depth? → **Simply.Coach** or **CoachAccountable**"}, {"id": "mai-20260917-1752-baseline|c185-s3|openai-small|Practice", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for coaches who want a **client portal + session management + notes/tasks** experience."}, {"id": "mai-20260917-1752-baseline|c185-s3|openai-small|Acuity Scheduling", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your team mostly needs **booking, intake, payments, and client communication**, not a full coaching operating system."}, {"id": "mai-20260917-1752-baseline|c185-s3|openai-small|HoneyBook", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HoneyBook-style tools are more general client-management platforms than true coaching systems."}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|CoachAccountable", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Goal-oriented accountability and small team collaboration... CoachAccountable excels in shared workspaces; others are lighter."}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|CoachVantage", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Newer coaches or teams needing simple CRM and client lifecycle management."}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|Simply.Coach", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Growing small teams wanting mobile-friendly all-in-one with branding."}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|Paperbell", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Solo-to-small teams prioritizing fast client onboarding and packages."}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|Risely", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Tech-savvy small teams wanting scalable AI coaching alongside humans."}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|BetterUp", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise platforms like BetterUp/Boon ($50-200+/seat/year, usage-based) suit larger teams but overkill/costly here"}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|Boon", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise platforms like BetterUp/Boon... suit larger teams but overkill/costly here"}, {"id": "mai-20260917-1752-baseline|c185-s3|xai-small|CoachHub", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these beat enterprise ones like CoachHub for cost (10x cheaper)"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|Simply.Coach", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Needs multi-coach coordination and a corporate view | Simply.Coach or CoachVantage"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|CoachVantage", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "More feature-rich than Simply.Coach for scaling teams."}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|360Learning", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on internal training and collaborative learning | 360Learning"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|Thinkific", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Thinkific (for zero fees)"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|Teachable", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "comes with a 5% fee and a 100-student cap—best as a test lane, not a long-term home"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|Kajabi", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most expensive, but offers a complete business suite... can be limiting for scaling teams"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|Practice Better", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice Better", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Is health/wellness focused with telehealth | Practice Better"}, {"id": "mai-20260917-1752-baseline|c185-s3|zai-small|CoachAccountable", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritizes automated client delivery and accountability | CoachAccountable"}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|ProProfs Training Maker", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Forever free for up to 10 learners... Best For: Very small teams (<10 people)"}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|15Five", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start Internal First: Use tools like **15Five** to teach your *existing* managers how to coach."}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|Connecteam", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free plan covers core coaching/communication features."}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|Risley", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Risley** (formerly Exec): **Top Pick for AI Coaching**"}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|PeopleGoal", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One Performance Tool... Starts at ~$4/user/month."}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|Growthspace", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses heavily on manager enablement and peer coaching, which is often cheaper for SMBs"}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|Boon", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Usage-based (you only pay for sessions delivered, not just access)."}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|CoachHub", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Can offer flexible purchasing based on session volume or credit packs."}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|BetterUp", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Avoid Per-Seat Licensing: If you choose platforms like BetterUp or EZRA, ensure the pricing model allows you to scale up/down flexibly"}, {"id": "mai-20260917-1752-baseline|c185-s4|alibaba-small|EZRA", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Avoid Per-Seat Licensing: If you choose platforms like BetterUp or EZRA, ensure the pricing model allows you to scale up/down flexibly"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|GoSkills", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best free and affordable LMS platforms for small businesses include GoSkills, Canvas LMS, Google Classroom, LearnDash, Moodle, SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn."}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Canvas LMS", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include GoSkills, Canvas LMS, Google Classroom, LearnDash, Moodle..."}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Google Classroom", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For the tightest budgets, exploring free or freemium LMS options like Google Classroom or Moodle might be your best starting point"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|LearnDash", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "LearnDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include GoSkills, Canvas LMS, Google Classroom, LearnDash, Moodle, SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn."}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Moodle", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "exploring free or freemium LMS options like Google Classroom or Moodle might be your best starting point"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|SafetyCulture", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Sakai", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Sakai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|TalentLMS", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "TalentLMS offers good value if you can allocate a modest budget for a dedicated platform"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Thinkific", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Zoho Learn", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SafetyCulture, Sakai, TalentLMS, Thinkific, and Zoho Learn"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|BetterUp", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "expect $300–$1,000+ per employee/year for premium platforms like BetterUp and CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|CoachHub", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "expect $300–$1,000+ per employee/year for premium platforms like BetterUp and CoachHub"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|Torch", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "BetterUp, CoachHub, Torch, and EZRA commonly used for enterprise leadership coaching programs"}, {"id": "mai-20260917-1752-baseline|c185-s4|anthropic-small|EZRA", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "BetterUp, CoachHub, Torch, and EZRA commonly used for enterprise leadership coaching programs"}, {"id": "mai-20260917-1752-baseline|c185-s4|challenger-small|Peoplebox", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Peoplebox** if you want employee coaching tied to goals"}, {"id": "mai-20260917-1752-baseline|c185-s4|challenger-small|Valence", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Valence** if you want the lowest-cost AI-first coaching option mentioned in the results"}, {"id": "mai-20260917-1752-baseline|c185-s4|challenger-small|Bravely", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bravely** is another relevant option for smaller organizations, though the results do not give pricing details here"}, {"id": "mai-20260917-1752-baseline|c185-s4|challenger-small|CoachHub", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **not** start with CoachHub or BetterUp for a tight budget"}, {"id": "mai-20260917-1752-baseline|c185-s4|challenger-small|BetterUp", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I would **not** start with CoachHub or BetterUp for a tight budget"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|15Five", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **15Five's Perform plan (~$10–$11/user/month)** offers the best balance of coaching features, low cost, and fast setup."}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Lattice", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has a **$4,000 annual minimum**, so it gets expensive for very small teams — not ideal if you're under ~25 people"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|360Learning", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~$8/user/month for team plans (up to 100 users)"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Effy AI", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Effy at $3/seat/month** is the most budget-friendly starting point"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Zoho People", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho People:** from **$3.50/user/month**"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Risely", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if you want dedicated coaching (an AI coach embedded in Slack/Teams) on a monthly, no-contract basis"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|BetterUp", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Tight Budget - **BetterUp, CoachHub, Torch, EZRA** — these enterprise platforms typically run **$300–$1,000+ per employee per year**"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|CoachHub", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid on a Tight Budget - **BetterUp, CoachHub, Torch, EZRA**"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Torch", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Tight Budget - **BetterUp, CoachHub, Torch, EZRA**"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|EZRA", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Tight Budget - **BetterUp, CoachHub, Torch, EZRA**"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Officevibe", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "you can start with free engagement tools (15Five-like check-ins via free tiers of Officevibe"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Thinkific", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "free coaching templates from Thinkific/Marlee's basic tier"}, {"id": "mai-20260917-1752-baseline|c185-s4|deepseek-small|Marlee", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Marlee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "free coaching templates from Thinkific/Marlee's basic tier"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|BetterUp", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typical enterprise employee coaching platforms (like BetterUp, CoachHub, or EZRA) are usually out of reach"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|CoachHub", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of reach, as they can easily cost **$300 to $1,000+ per employee, per year**"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|EZRA", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually out of reach, as they can easily cost **$300 to $1,000+ per employee, per year**"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Rocky.ai", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want cheap, \"pocket-sized\" executive coaching for your staff:** Go with **Rocky.ai**"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Coachello AI", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their AI-first tiers are significantly cheaper and scale easily for small teams"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Effy.ai", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Effy.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want managers to coach employees on a $0 budget:** Go with **Effy.ai** (free for up to 5 users)"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Udex 360 Feedback", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Udex 360 Feedback", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want a simple mobile tool for quick feedback logging:** Go with **Udex 360 Feedback**"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Mesh (Mesh.ai)", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Mesh (Mesh.ai)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mesh uses AI-generated prompts to nudge managers to coach their direct reports"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Coaching Loft", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coaching Loft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ideal if you have a couple of internal leaders acting as part-time coaches"}, {"id": "mai-20260917-1752-baseline|c185-s4|google-small|Together Mentoring Software", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together Mentoring Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "While they cater to massive organizations, they offer modular options and scalable tiers"}, {"id": "mai-20260917-1752-baseline|c185-s4|meta-small|Boon", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Boon: Offers AI-augmented coaching at an accessible price point of $50-$150 per seat per year."}, {"id": "mai-20260917-1752-baseline|c185-s4|meta-small|Risely", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Risely: Provides AI-augmented coaching at a price point of $59 per user per month, with a 14-day free trial."}, {"id": "mai-20260917-1752-baseline|c185-s4|meta-small|Rocky.ai", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Rocky.ai: Offers lighter coaching at a price point of $10-13 per user per month."}, {"id": "mai-20260917-1752-baseline|c185-s4|meta-small|Marlee", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Marlee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Marlee: Offers a free tier for individuals."}, {"id": "mai-20260917-1752-baseline|c185-s4|minimax-small|Boon", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Boon** (Best Overall for Small Businesses)"}, {"id": "mai-20260917-1752-baseline|c185-s4|minimax-small|Risely", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Risely** (Great Alternative)"}, {"id": "mai-20260917-1752-baseline|c185-s4|minimax-small|GoSkills", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. GoSkills** (Best Free/Low-Cost Option)"}, {"id": "mai-20260917-1752-baseline|c185-s4|minimax-small|Exec.com", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Uses credit-based pricing which eliminates waste from paying for unused seats"}, {"id": "mai-20260917-1752-baseline|c185-s4|minimax-small|Growthspace", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers strong ROI at lower per-seat costs for companies with 50-500 employees"}, {"id": "mai-20260917-1752-baseline|c185-s4|mistral-small|Boon", "prompt": "c185-s4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee coaching platforms for a small company with a tight budget are **Boon** and **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-s4|mistral-small|Risely", "prompt": "c185-s4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best employee coaching platforms for a small company with a tight budget are **Boon** and **Risely**"}, {"id": "mai-20260917-1752-baseline|c185-s4|moonshot-small|15Five", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with 15Five Engage ($4/user/month)** if you want basic engagement and feedback tools"}, {"id": "mai-20260917-1752-baseline|c185-s4|moonshot-small|Lattice", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Lattice** – Best Modular Option"}, {"id": "mai-20260917-1752-baseline|c185-s4|moonshot-small|Boon", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Boon** if you want AI-powered coaching specifically designed for smaller teams"}, {"id": "mai-20260917-1752-baseline|c185-s4|moonshot-small|Risely", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. Risely** – Best for Team Development"}, {"id": "mai-20260917-1752-baseline|c185-s4|openai-small|StaffCircle", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "StaffCircle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best pick is **StaffCircle** if you want a true employee coaching/performance platform at the lowest listed entry price"}, {"id": "mai-20260917-1752-baseline|c185-s4|openai-small|Simply.Coach", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Simply.Coach** is another affordable option, with pricing starting at **$9 per month**"}, {"id": "mai-20260917-1752-baseline|c185-s4|openai-small|Trainual", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though G2 notes small teams may find it pricier than they'd like"}, {"id": "mai-20260917-1752-baseline|c185-s4|xai-small|TalentLMS", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TalentLMS (Best Free/Low-Cost Starter for Training-Focused Coaching)**"}, {"id": "mai-20260917-1752-baseline|c185-s4|xai-small|15Five", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**15Five (Best Overall for Ongoing Coaching & Check-Ins on a Budget)**"}, {"id": "mai-20260917-1752-baseline|c185-s4|xai-small|CoachVantage", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CoachVantage (Best Flat-Rate for Simple Coaching Programs)**"}, {"id": "mai-20260917-1752-baseline|c185-s4|xai-small|Effy AI", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Effy AI (Cheapest Per-User Option for Reviews & Feedback)**"}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|Imperative", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Imperative", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the absolute lowest per‑seat cost:** Choose **Imperative** ($9/user/month). It’s simple, has a free trial, and covers career‑coaching basics"}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|Mesh", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Mesh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest per‑seat option that bundles coaching with goals, feedback, and team‑sync tools."}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|Teamspective", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Teamspective", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Mesh** ($4/user/month) or **Teamspective** ($8/user/month)"}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|Risely", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want AI‑driven, measurable coaching for every employee:** **Risely** ($59/user/month)"}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|PeopleGoal", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have ≤10 employees and want something free:** **PeopleGoal**’s free plan covers all development needs at no cost."}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|UpCoach", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need a structured coaching program:** **UpCoach** ($49/month) is a flat‑rate, program‑focused platform"}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|Bravely", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Human coaches, but pricing is negotiated per employee; best if you already have a budget for coaching."}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|BetterUp", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "If you prefer human coaching but have a larger budget"}, {"id": "mai-20260917-1752-baseline|c185-s4|zai-small|CoachHub", "prompt": "c185-s4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Large teams needing dedicated coaching infrastructure"}, {"id": "mai-20260917-1752-baseline|c185-s5|alibaba-small|BetterUp", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify the $500–$2,000+ per-seat annual prices common among major enterprise platforms (like BetterUp or Lattice for heavy implementation)"}, {"id": "mai-20260917-1752-baseline|c185-s5|alibaba-small|Lattice", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify the $500–$2,000+ per-seat annual prices common among major enterprise platforms (like BetterUp or Lattice for heavy implementation)"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|BetterUp", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many of the big-name platforms (BetterUp, CoachHub) are built and priced for organizations of 500+ and can be overkill"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|CoachHub", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built and priced for organizations of 500+ and can be overkill — both in cost and complexity — for your size"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|Boon", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "under ~50 employees → look at Boon or Risely (AI-augmented, accessible pricing)"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|Risely", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "under ~50 employees → look at Boon or Risely (AI-augmented, accessible pricing)"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|Growthspace", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "50–500 → Growthspace, Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|Exec.com", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "50–500 → Growthspace, Exec.com"}, {"id": "mai-20260917-1752-baseline|c185-s5|deepseek-small|Torch", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist 3–4 tools sized to small/mid companies (Boon, Risely, Growthspace, Exec.com, Torch)"}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|BetterUp", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many of the most famous coaching platforms (e.g., BetterUp, CoachHub, Torch) were built for massive companies."}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|CoachHub", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "were built for massive companies"}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Torch", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "were built for massive companies"}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Boon", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want human-led, flexible coaching with low barriers:* Look at **Boon** or **Exec**."}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Risely", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you want highly scalable, affordable AI/hybrid coaching for the whole team:* Look at **Risely** or **Cloverleaf**."}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Cloverleaf", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Cloverleaf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look at **Risely** or **Cloverleaf**."}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Fingerprint for Success (F4S)", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Fingerprint for Success (F4S)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like **Risely**, **Cloverleaf**, or **Fingerprint for Success (F4S)** are AI-driven or hybrid."}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Coachello", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like **Coachello** or **Exec** deliver \"in-the-flow\" practice or notifications right within Slack or Teams"}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Exec", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "If you want human-led, flexible coaching with low barriers:* Look at **Boon** or **Exec**."}, {"id": "mai-20260917-1752-baseline|c185-s5|google-small|Together", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "a platform like **Together** helps small-to-mid-sized companies set up structured internal mentoring programs"}, {"id": "mai-20260917-1752-baseline|c185-s5|meta-small|BetterUp", "prompt": "c185-s5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "leverage the frameworks and RFP questions provided in the resources, such as the one from BetterUp"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|BetterUp", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Content Quality | High | BetterUp, CoachHub, Torch, Sounding Board"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|CoachHub", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BetterUp, CoachHub, Torch, Sounding Board"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Torch", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BetterUp, CoachHub, Torch, Sounding Board"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Sounding Board", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BetterUp, CoachHub, Torch, Sounding Board"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|15Five", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ease of Use | High | 15Five, Lattice, Leapsome"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Lattice", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "15Five, Lattice, Leapsome"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Leapsome", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "15Five, Lattice, Leapsome"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Grow", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Grow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integration | Medium | Grow, Zugata"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Zugata", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Zugata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Integration | Medium | Grow, Zugata"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Reflekt", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Reflekt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Analytics | Medium | Reflekt, Glint"}, {"id": "mai-20260917-1752-baseline|c185-s5|mistral-small|Glint", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Analytics | Medium | Reflekt, Glint"}, {"id": "mai-20260917-1752-baseline|c185-s5|xai-small|15Five", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "performance tools (e.g., 15Five)"}, {"id": "mai-20260917-1752-baseline|c185-s5|xai-small|CoachHub", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist: CoachHub, Betterworks, PerformYard, 15Five, or Trainery (strong SMB fits per 2024-2026 reviews)."}, {"id": "mai-20260917-1752-baseline|c185-s5|xai-small|Betterworks", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist: CoachHub, Betterworks, PerformYard, 15Five, or Trainery"}, {"id": "mai-20260917-1752-baseline|c185-s5|xai-small|PerformYard", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist: CoachHub, Betterworks, PerformYard, 15Five, or Trainery"}, {"id": "mai-20260917-1752-baseline|c185-s5|xai-small|Trainery", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Trainery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist: CoachHub, Betterworks, PerformYard, 15Five, or Trainery (strong SMB fits per 2024-2026 reviews)."}, {"id": "mai-20260917-1752-baseline|c185-s5|zai-small|Exec.com", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Exec.com – Strong for leadership coaching with AI roleplays, live 1:1 coaching, and measurable readiness."}, {"id": "mai-20260917-1752-baseline|c185-s5|zai-small|Boon", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Boon – Multi-format coaching (1:1, cohorts, workshops, AI change management)."}, {"id": "mai-20260917-1752-baseline|c185-s5|zai-small|CoachHub", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CoachHub – Strong EMEA coverage, per-seat licensing, and program flexibility."}, {"id": "mai-20260917-1752-baseline|c185-s5|zai-small|Leapsome", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leapsome – Good for employee coaching and development, integrates with performance management."}, {"id": "mai-20260917-1752-baseline|c185-s5|zai-small|BetterUp", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BetterUp – Large human coach network, per-seat pricing, strong for leadership development."}, {"id": "mai-20260917-1752-baseline|c185-s6|alibaba-small|BetterUp", "prompt": "c185-s6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legitimate and widely used, but small businesses often report: inconsistent coach matching, slower support resolution... Cost can be disproportionate for <50-person operations."}, {"id": "mai-20260917-1752-baseline|c185-s6|alibaba-small|Clarity.fm", "prompt": "c185-s6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Clarity.fm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Designed for quick tactical Q&A, not ongoing coaching. Sessions can feel transactional, and there's little continuity or accountability tracking."}, {"id": "mai-20260917-1752-baseline|c185-s6|alibaba-small|LinkedIn Audio Calls", "prompt": "c185-s6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "LinkedIn Audio Calls", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-Minute Expert Marketplaces (e.g., Clarity.fm, LinkedIn Audio Calls) | Designed for quick tactical Q&A, not ongoing coaching."}, {"id": "mai-20260917-1752-baseline|c185-s6|alibaba-small|Coaching.com", "prompt": "c185-s6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like older iterations of `Coaching.com` or heavy LMS hybrids have drawn repeated complaints about: billing glitches, steep onboarding curves, app instability/crashes"}, {"id": "mai-20260917-1752-baseline|c185-s6|anthropic-small|CoachHub", "prompt": "c185-s6", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like CoachHub and BetterUp pay you directly, but you have no say over your rates"}, {"id": "mai-20260917-1752-baseline|c185-s6|anthropic-small|BetterUp", "prompt": "c185-s6", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like CoachHub and BetterUp pay you directly, but you have no say over your rates"}, {"id": "mai-20260917-1752-baseline|c185-s6|challenger-small|BetterUp", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-focused and generally not the best fit for small teams because its seat-based pricing and rollout model are designed for larger companies"}, {"id": "mai-20260917-1752-baseline|c185-s6|challenger-small|CoachHub", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "similar to BetterUp; it is aimed at mid-market to enterprise buyers rather than small businesses"}, {"id": "mai-20260917-1752-baseline|c185-s6|challenger-small|Coaches Console", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "flagged as outdated and poor value in a 2026 review"}, {"id": "mai-20260917-1752-baseline|c185-s6|challenger-small|Coaching Lobby", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "described as having minimal innovation and sparse updates"}, {"id": "mai-20260917-1752-baseline|c185-s6|challenger-small|Profi", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "should be avoided because it ceased operations after acquisition"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Kajabi", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be very cautious** with **Kajabi** (cost/lock-in)"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Trainerize", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Trainerize", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flagged for **\"hidden fee stacking.\"**"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Everfit", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Everfit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Trainerize/Everfit** (hidden fees)"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|TrueCoach", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "TrueCoach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These platforms have been flagged for **\"hidden fee stacking.\"**"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Teachable", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Teachable Starter** (transaction fees)"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Thinkific", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with a flat-fee, no-transaction-fee platform** like **Thinkific** (0% fees on US plans)"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|System.io", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "System.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "or **System.io** (very low cost) to test your coaching offer"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Skool", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Skool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid any platform that charges a percentage of your revenue** (like Skool's 10% on hobby tier"}, {"id": "mai-20260917-1752-baseline|c185-s6|deepseek-small|Podia", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Podia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose a platform with transparent flat pricing (e.g., **Podia, Thinkific, or System.io**)"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|BetterUp", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to avoid or watch out for:** High-end enterprise coaching networks like **BetterUp** or **CoachHub**."}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|CoachHub", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to avoid or watch out for:** High-end enterprise coaching networks like **BetterUp** or **CoachHub**."}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Torch", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Employee & Executive Coaching Platforms (e.g., BetterUp, CoachHub, Torch)"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Thrive", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Thrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for flat-rate organization-wide training platforms (like Thrive)"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Enable Leaders", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Enable Leaders", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "match with individual independent coaches via networks like Enable Leaders"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Clarity.fm", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Clarity.fm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use self-serve, on-demand networks like Clarity.fm (pay-per-minute)"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|GrowthMentor", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "on-demand networks like Clarity.fm (pay-per-minute) and GrowthMentor"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|SCORE", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Seek out government-backed, completely free mentorship platforms (such as **SCORE** in the US"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|upcoach", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "upcoach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "buy \"lifetime access\" deals on sites like AppSumo for brand-new coaching tools (like early-stage upcoach or alternative startups)... often suffer from buggy worksheet features"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Practice.do", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Practice.do", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Stick with established, lightweight, and highly-focused coaching CRM software like **Practice.do**"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Paperbell", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Practice.do**, **Paperbell**, **CoachAccountable**, or **Delenta**"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|CoachAccountable", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Practice.do**, **Paperbell**, **CoachAccountable**, or **Delenta**"}, {"id": "mai-20260917-1752-baseline|c185-s6|google-small|Delenta", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Practice.do**, **Paperbell**, **CoachAccountable**, or **Delenta**"}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Profi", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Shut down on December 31, 2025... These platforms are not recommended"}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|CoachAccountable", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Former users should consider alternatives like CoachAccountable, UpCoach, or Coaching Loft."}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|UpCoach", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "UpCoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Former users should consider alternatives like CoachAccountable, UpCoach, or Coaching Loft."}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Coaching Loft", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Loft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Former users should consider alternatives like CoachAccountable, UpCoach, or Coaching Loft."}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Coaches Console", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Removed due to an outdated interface and high pricing ($197-$297/mo)"}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Coaching Lobby", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Removed due to minimal innovation."}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|BetterUp", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Suitable for enterprises (1,000+ employees)... Pricing: $500–$2,000+/seat/year."}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|CoachHub", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Suitable for mid-market (50–1,000 employees) with flexible program structures."}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Growthspace", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Growthspace or Exec.com for growing companies"}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Exec.com", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Growthspace or Exec.com for growing companies"}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Boon", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "They should consider platforms that cater to their size and needs, such as Boon or Risely for small companies and teams"}, {"id": "mai-20260917-1752-baseline|c185-s6|meta-small|Risely", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "such as Boon or Risely for small companies and teams"}, {"id": "mai-20260917-1752-baseline|c185-s6|minimax-small|Coaching.com", "prompt": "c185-s6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reviews mention calendar sync failures, billing inaccuracies persisting for months, poor customer service response times"}, {"id": "mai-20260917-1752-baseline|c185-s6|minimax-small|Trainerize", "prompt": "c185-s6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Trainerize", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users on Reddit describe it as \"pricey for what it offers\" with an overly complicated interface"}, {"id": "mai-20260917-1752-baseline|c185-s6|minimax-small|Profi", "prompt": "c185-s6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Actually shut down operations as of December 31, 2025"}, {"id": "mai-20260917-1752-baseline|c185-s6|mistral-small|Lurn", "prompt": "c185-s6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Federal Trade Commission (FTC) has taken action against companies like Lurn for making such false promises"}, {"id": "mai-20260917-1752-baseline|c185-s6|mistral-small|CoachHub", "prompt": "c185-s6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "while CoachHub and BetterUp offer quality coaching, their pricing can become prohibitive as your business grows"}, {"id": "mai-20260917-1752-baseline|c185-s6|mistral-small|BetterUp", "prompt": "c185-s6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "while CoachHub and BetterUp offer quality coaching, their pricing can become prohibitive as your business grows"}, {"id": "mai-20260917-1752-baseline|c185-s6|moonshot-small|Lurn, Inc.", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** The FTC sued Lurn in 2023 for deceptive business coaching practices."}, {"id": "mai-20260917-1752-baseline|c185-s6|moonshot-small|BetterUp", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with enterprise platforms like **BetterUp** if you're a small business with a tight budget."}, {"id": "mai-20260917-1752-baseline|c185-s6|moonshot-small|CoachHub", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**BetterUp** and **CoachHub** are two of the largest coaching platforms, but they're designed for corporations, not small businesses"}, {"id": "mai-20260917-1752-baseline|c185-s6|moonshot-small|Practice.do", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Practice.do", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Practice.do** experienced a shutdown in late 2024, leaving coaches scrambling to migrate clients."}, {"id": "mai-20260917-1752-baseline|c185-s6|openai-small|SCORE", "prompt": "c185-s6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the FTC suggests looking at **free or lower-cost resources like SCORE, Small Business Development Centers, and SBA-affiliated mentoring/consulting**"}, {"id": "mai-20260917-1752-baseline|c185-s6|openai-small|Small Business Development Centers", "prompt": "c185-s6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Small Business Development Centers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free or lower-cost resources like SCORE, Small Business Development Centers, and SBA-affiliated mentoring/consulting"}, {"id": "mai-20260917-1752-baseline|c185-s6|openai-small|SBA-affiliated mentoring/consulting", "prompt": "c185-s6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "SBA-affiliated mentoring/consulting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "instead of paying large upfront fees to an unknown coaching seller"}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Lurn (Lurn Inc., Anik Singal)", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn (Lurn Inc., Anik Singal)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FTC sued in 2023 for deceptive claims... it's a prime example of overpromising leading to debt."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Private Label Mastery", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Private Label Mastery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "107 BBB complaints in 3 years about misleading Amazon FBA promises, poor value after $9k+ payments, and fraudulent practices."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Stayly and Stayly Academy", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Stayly and Stayly Academy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "13 BBB complaints (7 recent), often unresolved issues with business coaching services."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|NPE, LLC", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "NPE, LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple BBB complaints on coaching delivery and resolutions."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Tony Robbins/Results Coaching", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Tony Robbins/Results Coaching", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not outright scammy but risky for small businesses seeking practical ROI."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Thinkific", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legit platforms like Thinkific, Mighty Networks, or Vistage appear in positive reviews but always verify."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Mighty Networks", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Legit platforms like Thinkific, Mighty Networks, or Vistage appear in positive reviews but always verify."}, {"id": "mai-20260917-1752-baseline|c185-s6|xai-small|Vistage", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Vistage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Legit platforms like Thinkific, Mighty Networks, or Vistage appear in positive reviews but always verify."}, {"id": "mai-20260917-1752-baseline|c185-s6|zai-small|BetterUp", "prompt": "c185-s6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**BetterUp:** While popular, it has faced criticism regarding **session validity policies** ... and **impersonal support**."}, {"id": "mai-20260917-1752-baseline|c185-s6|zai-small|CoachHub", "prompt": "c185-s6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews from former employees and users indicate issues with **coach retention** and **internal management** ... it can be rigid"}, {"id": "mai-20260917-1752-baseline|c186-l1|alibaba-small|Together Mentoring", "prompt": "c186-l1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Mentoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Together** if you want the smoothest user experience and easiest setup for mass adoption."}, {"id": "mai-20260917-1752-baseline|c186-l1|alibaba-small|MentorcliQ", "prompt": "c186-l1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Chronus** or **MentorcliQ** if you view mentoring as part of a broader community or learning strategy"}, {"id": "mai-20260917-1752-baseline|c186-l1|alibaba-small|Qooper", "prompt": "c186-l1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Qooper** if you have a complex IT stack ... and need deep technical integration."}, {"id": "mai-20260917-1752-baseline|c186-l1|alibaba-small|Chronus", "prompt": "c186-l1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** An **\"All-in-One\" Talent Experience**."}, {"id": "mai-20260917-1752-baseline|c186-l1|alibaba-small|Mentorloop", "prompt": "c186-l1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Real-time **sentiment analysis** and engagement tracking."}, {"id": "mai-20260917-1752-baseline|c186-l1|anthropic-small|Qooper", "prompt": "c186-l1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for large organizations needing to launch, manage, scale, and measure structured mentoring programs"}, {"id": "mai-20260917-1752-baseline|c186-l1|anthropic-small|MentorcliQ", "prompt": "c186-l1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Considered the best overall for deep enterprise mentoring... the most complete employee mentoring software"}, {"id": "mai-20260917-1752-baseline|c186-l1|anthropic-small|Together Platform", "prompt": "c186-l1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for fast, structured launches"}, {"id": "mai-20260917-1752-baseline|c186-l1|anthropic-small|Chronus", "prompt": "c186-l1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often shortlisted alongside MentorcliQ and Together, with AI across the whole program"}, {"id": "mai-20260917-1752-baseline|c186-l1|challenger-small|Qooper", "prompt": "c186-l1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick in the results is **Qooper** for overall enterprise mentoring software"}, {"id": "mai-20260917-1752-baseline|c186-l1|challenger-small|MentorcliQ", "prompt": "c186-l1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **MentorcliQ** and **Together** as the main alternatives depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c186-l1|challenger-small|Together", "prompt": "c186-l1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Together** if ease of use and fast program launch matter most."}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|MentorcliQ", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MentorcliQ** is the strongest all-around pick (highest reviews, deep enterprise features, and a proven client base)"}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|Chronus", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For very large/complex or heavily regulated organizations:** **Chronus**."}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|Qooper", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qooper** is a close second and increasingly popular"}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|Together Platform", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market or enterprises wanting speed over deep customization"}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|Ten Thousand Coffees", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Good mid-market options) - Lighter-weight, faster deployment"}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|Mentorloop", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "generally more budget-friendly options for smaller programs"}, {"id": "mai-20260917-1752-baseline|c186-l1|deepseek-small|Mentornity", "prompt": "c186-l1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ten Thousand Coffees / Mentorloop / Mentornity (Good mid-market options)"}, {"id": "mai-20260917-1752-baseline|c186-l1|google-small|MentorcliQ", "prompt": "c186-l1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MentorcliQ: Best for Measuring ROI and Retention ... is often the top choice."}, {"id": "mai-20260917-1752-baseline|c186-l1|google-small|Chronus", "prompt": "c186-l1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chronus: Best for High Customization and Strict Compliance ... Chronus is the standard."}, {"id": "mai-20260917-1752-baseline|c186-l1|google-small|Together Mentoring", "prompt": "c186-l1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Mentoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Together Mentoring: Best for Fast Implementation and MS Teams/Slack Integration"}, {"id": "mai-20260917-1752-baseline|c186-l1|google-small|Qooper", "prompt": "c186-l1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qooper: Best for HRIS Integrations and Onboarding Workflows"}, {"id": "mai-20260917-1752-baseline|c186-l1|google-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "10KC is a unique and powerful option"}, {"id": "mai-20260917-1752-baseline|c186-l1|meta-small|Together Mentoring Software", "prompt": "c186-l1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Mentoring Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options include Together Mentoring Software, Mentoring Complete, and MentorCliq"}, {"id": "mai-20260917-1752-baseline|c186-l1|meta-small|Mentoring Complete", "prompt": "c186-l1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentoring Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some popular options include Together Mentoring Software, Mentoring Complete, and MentorCliq"}, {"id": "mai-20260917-1752-baseline|c186-l1|meta-small|MentorCliq", "prompt": "c186-l1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorCliq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some popular options include Together Mentoring Software, Mentoring Complete, and MentorCliq"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|Together", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Together** - Best Overall for Enterprise"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|Chronus", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Chronus** (9.1/10 rating) - Excellent for enterprise programs + ERG communities"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|MentorcliQ", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for scale, governance, and ERGs"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|Mentorloop", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-assisted program operations"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|CoachHub", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. CoachHub** - Best Value"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|Qooper", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Qooper** - Good for simpler team programs"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Frequently compared in enterprise evaluations"}, {"id": "mai-20260917-1752-baseline|c186-l1|minimax-small|BetterUp", "prompt": "c186-l1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you need coaching + mentoring combined"}, {"id": "mai-20260917-1752-baseline|c186-l1|mistral-small|Qooper", "prompt": "c186-l1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly regarded as best-in-class for large companies and global organizations... making it a top choice for B2B enterprises"}, {"id": "mai-20260917-1752-baseline|c186-l1|mistral-small|Together", "prompt": "c186-l1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recognized as the best overall for enterprise mentoring programs"}, {"id": "mai-20260917-1752-baseline|c186-l1|mistral-small|Mentoring Complete", "prompt": "c186-l1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentoring Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This platform has a long track record of helping organizations set up successful corporate mentoring programs"}, {"id": "mai-20260917-1752-baseline|c186-l1|moonshot-small|MentorcliQ", "prompt": "c186-l1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MentorcliQ** if you need the most mature, battle-tested platform with ERG capabilities"}, {"id": "mai-20260917-1752-baseline|c186-l1|moonshot-small|Chronus", "prompt": "c186-l1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chronus** if you're in a regulated industry (healthcare, finance, government)"}, {"id": "mai-20260917-1752-baseline|c186-l1|moonshot-small|Qooper", "prompt": "c186-l1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qooper** if you want training content included and an all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c186-l1|moonshot-small|Together Software", "prompt": "c186-l1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market to enterprise with fast deployment needs"}, {"id": "mai-20260917-1752-baseline|c186-l1|moonshot-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Organizations prioritizing informal mentoring and networking"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|MentorcliQ", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" pick is usually **MentorcliQ** or **Together Mentorship**"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Together Mentorship", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Mentorship", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest \"best overall\" pick is usually **MentorcliQ** or **Together Mentorship**"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Mentorloop", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "highlights **Together Mentorship, MentorcliQ, Mentorloop, Qooper, Chronus, Growthspace, Guider, and Abode** as the leading enterprise products"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Qooper", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qooper** is also a strong contender if you want **good analytics, configurable branding, mobile engagement, and implementation support**"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Chronus", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Chronus** is often positioned as a mature enterprise option"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Growthspace", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Growthspace, Guider, and Abode** as the leading enterprise products"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Guider", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Growthspace, Guider, and Abode** as the leading enterprise products"}, {"id": "mai-20260917-1752-baseline|c186-l1|openai-small|Abode", "prompt": "c186-l1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Abode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Growthspace, Guider, and Abode** as the leading enterprise products"}, {"id": "mai-20260917-1752-baseline|c186-l1|xai-small|Together Platform", "prompt": "c186-l1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Together or MentorcliQ** if prioritizing top ratings, ease, and B2B scalability"}, {"id": "mai-20260917-1752-baseline|c186-l1|xai-small|MentorcliQ", "prompt": "c186-l1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Together or MentorcliQ** if prioritizing top ratings, ease, and B2B scalability"}, {"id": "mai-20260917-1752-baseline|c186-l1|xai-small|Chronus", "prompt": "c186-l1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": ">5K employees favors Chronus/Qooper), industry (regulated? Chronus)"}, {"id": "mai-20260917-1752-baseline|c186-l1|xai-small|Qooper", "prompt": "c186-l1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": ">5K employees favors Chronus/Qooper"}, {"id": "mai-20260917-1752-baseline|c186-l1|zai-small|Qooper", "prompt": "c186-l1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qooper** (Leading Recommendation)"}, {"id": "mai-20260917-1752-baseline|c186-l1|zai-small|MentorcliQ", "prompt": "c186-l1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qooper** or **MentorcliQ** are likely the top choices"}, {"id": "mai-20260917-1752-baseline|c186-l1|zai-small|Chronus", "prompt": "c186-l1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strengths**: Purpose-driven approach, community management features, comprehensive reporting"}, {"id": "mai-20260917-1752-baseline|c186-l1|zai-small|Together", "prompt": "c186-l1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For**: Mid-to-large enterprises wanting predictable costs and strong integrations"}, {"id": "mai-20260917-1752-baseline|c186-l2|alibaba-small|Chronus", "prompt": "c186-l2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Chronus** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c186-l2|alibaba-small|Qooper", "prompt": "c186-l2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Qooper"}, {"id": "mai-20260917-1752-baseline|c186-l2|alibaba-small|MentorcliQ", "prompt": "c186-l2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qooper** and **MentorcliQ** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c186-l2|anthropic-small|Qooper", "prompt": "c186-l2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Qooper"}, {"id": "mai-20260917-1752-baseline|c186-l2|anthropic-small|MentorcliQ", "prompt": "c186-l2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies using MentorcliQ keep 32% more employees"}, {"id": "mai-20260917-1752-baseline|c186-l2|anthropic-small|Chronus", "prompt": "c186-l2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a detailed enterprise mentoring solution that combines strategic program design with automation"}, {"id": "mai-20260917-1752-baseline|c186-l2|anthropic-small|Together", "prompt": "c186-l2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms most frequently compared include Qooper, MentorcliQ, Chronus, Together, and Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-l2|anthropic-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for North American enterprises with 1,000 to 10,000+ employees"}, {"id": "mai-20260917-1752-baseline|c186-l2|challenger-small|Qooper", "prompt": "c186-l2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** for a large B2B company with thousands of employees, I'd choose **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-l2|challenger-small|MentorcliQ", "prompt": "c186-l2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MentorcliQ** is also a very strong contender"}, {"id": "mai-20260917-1752-baseline|c186-l2|challenger-small|Chronus", "prompt": "c186-l2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for large enterprises running multiple program types"}, {"id": "mai-20260917-1752-baseline|c186-l2|challenger-small|Together", "prompt": "c186-l2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good option if ease of use and fast launch matter more than the deepest enterprise stack"}, {"id": "mai-20260917-1752-baseline|c186-l2|deepseek-small|MentorcliQ", "prompt": "c186-l2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **MentorcliQ** (or Qooper as a strong alternative)"}, {"id": "mai-20260917-1752-baseline|c186-l2|deepseek-small|Qooper", "prompt": "c186-l2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qooper is the strongest alternative (and arguably the best if you need global/multilingual coverage or heavy automation)"}, {"id": "mai-20260917-1752-baseline|c186-l2|deepseek-small|Chronus", "prompt": "c186-l2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparable enterprise-grade platform (serves 3M+ users, including Amazon and T-Mobile)"}, {"id": "mai-20260917-1752-baseline|c186-l2|deepseek-small|Together", "prompt": "c186-l2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong mid-market option and excellent for ERGs, though sometimes considered less enterprise-deep than the above"}, {"id": "mai-20260917-1752-baseline|c186-l2|google-small|Chronus", "prompt": "c186-l2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chronus is one of the most established and robust players in the enterprise space, trusted by giants like Amazon, ExxonMobil, and T-Mobile."}, {"id": "mai-20260917-1752-baseline|c186-l2|google-small|Qooper", "prompt": "c186-l2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Qooper** if you want deep, automated syncing with your HRIS (like Workday)"}, {"id": "mai-20260917-1752-baseline|c186-l2|google-small|MentorcliQ", "prompt": "c186-l2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **MentorcliQ** if your primary goal is proving direct ROI on employee retention"}, {"id": "mai-20260917-1752-baseline|c186-l2|google-small|Together Platform", "prompt": "c186-l2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Together** if you want the highest possible employee adoption rate via a seamless, modern interface"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Qooper", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best employee mentoring platforms for a large B2B company with thousands of employees are Qooper, Chronus, MentorcliQ, Together, Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Chronus", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "are Qooper, Chronus, MentorcliQ, Together, Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|MentorcliQ", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Qooper, Chronus, MentorcliQ, Together, Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Together", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "MentorcliQ, Together, Mentorloop, Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Mentorloop", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Together, Mentorloop, Ten Thousand Coffees, Mentor Collective"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Ten Thousand Coffees", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mentorloop, Ten Thousand Coffees, Mentor Collective, Guider"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Mentor Collective", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentor Collective", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ten Thousand Coffees, Mentor Collective, Guider, PushFar"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|Guider", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mentor Collective, Guider, PushFar, and MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|PushFar", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Guider, PushFar, and MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-l2|meta-small|MentorCity", "prompt": "c186-l2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PushFar, and MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-l2|minimax-small|Qooper", "prompt": "c186-l2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qooper** would be my primary recommendation due to its enterprise-focused architecture"}, {"id": "mai-20260917-1752-baseline|c186-l2|minimax-small|MentorcliQ", "prompt": "c186-l2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Particularly good for organizations with 10,000+ employees, strong automation features"}, {"id": "mai-20260917-1752-baseline|c186-l2|minimax-small|Chronus", "prompt": "c186-l2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-powered platform with strong community building features"}, {"id": "mai-20260917-1752-baseline|c186-l2|minimax-small|Together", "prompt": "c186-l2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another enterprise-grade option with solid integration capabilities"}, {"id": "mai-20260917-1752-baseline|c186-l2|mistral-small|Together Platform", "prompt": "c186-l2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for enterprise use... Together Platform and Chronus are particularly popular for their enterprise focus and ease of use."}, {"id": "mai-20260917-1752-baseline|c186-l2|mistral-small|Chronus", "prompt": "c186-l2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Together Platform and Chronus are particularly popular for their enterprise focus and ease of use."}, {"id": "mai-20260917-1752-baseline|c186-l2|mistral-small|MentorcliQ", "prompt": "c186-l2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large multinational organizations running enterprise-wide mentoring or ERG programs"}, {"id": "mai-20260917-1752-baseline|c186-l2|mistral-small|Qooper", "prompt": "c186-l2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for global networking and supporting employee resource groups"}, {"id": "mai-20260917-1752-baseline|c186-l2|moonshot-small|MentorcliQ", "prompt": "c186-l2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **MentorcliQ** as the top choice"}, {"id": "mai-20260917-1752-baseline|c186-l2|moonshot-small|Chronus", "prompt": "c186-l2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up:** Choose **Chronus** if you want more structured guidance"}, {"id": "mai-20260917-1752-baseline|c186-l2|moonshot-small|Together Platform", "prompt": "c186-l2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Together** if ease of use and quick adoption are top priorities"}, {"id": "mai-20260917-1752-baseline|c186-l2|moonshot-small|Qooper", "prompt": "c186-l2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Global Organizations)... Top-rated for enterprises with complex, global needs"}, {"id": "mai-20260917-1752-baseline|c186-l2|openai-small|MentorcliQ", "prompt": "c186-l2", "model": "openai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **MentorcliQ** as the default choice"}, {"id": "mai-20260917-1752-baseline|c186-l2|openai-small|Chronus", "prompt": "c186-l2", "model": "openai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong runner-up:** **Chronus**"}, {"id": "mai-20260917-1752-baseline|c186-l2|xai-small|MentorcliQ", "prompt": "c186-l2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend MentorcliQ as the top mentoring platform."}, {"id": "mai-20260917-1752-baseline|c186-l2|xai-small|Chronus", "prompt": "c186-l2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Chronus | Succession planning, structured programs"}, {"id": "mai-20260917-1752-baseline|c186-l2|xai-small|Qooper", "prompt": "c186-l2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qooper | Global/multi-language programs"}, {"id": "mai-20260917-1752-baseline|c186-l2|xai-small|Together", "prompt": "c186-l2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Together | Fast deployment, high adoption | 4.8/5 (422 reviews)"}, {"id": "mai-20260917-1752-baseline|c186-l2|xai-small|Mentorloop", "prompt": "c186-l2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for enterprises over smaller tools like Mentorloop or Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-l2|xai-small|Ten Thousand Coffees", "prompt": "c186-l2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "for enterprises over smaller tools like Mentorloop or Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-l2|zai-small|Qooper", "prompt": "c186-l2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-l2|zai-small|MentorcliQ", "prompt": "c186-l2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Contenders: ### **MentorcliQ**"}, {"id": "mai-20260917-1752-baseline|c186-l2|zai-small|Chronus", "prompt": "c186-l2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chronus** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline|c186-l2|zai-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Ten Thousand Coffees** as a complementary solution"}, {"id": "mai-20260917-1752-baseline|c186-l3|alibaba-small|Chronus", "prompt": "c186-l3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chronus is widely regarded as the leader in supporting large-scale, complex programs"}, {"id": "mai-20260917-1752-baseline|c186-l3|alibaba-small|MentorcliQ", "prompt": "c186-l3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Traditional corporate **leadership development** and structured career pathing."}, {"id": "mai-20260917-1752-baseline|c186-l3|alibaba-small|Together (by BetterUp)", "prompt": "c186-l3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together (by BetterUp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Together integrates seamlessly with BetterUp’s broader learning and coaching platform."}, {"id": "mai-20260917-1752-baseline|c186-l3|alibaba-small|Qooper", "prompt": "c186-l3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qooper uses advanced AI to recommend mentors based on nuanced behavioral data and goals"}, {"id": "mai-20260917-1752-baseline|c186-l3|alibaba-small|Teleskope", "prompt": "c186-l3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Teleskope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Large enterprises needing a **holistic engagement platform** beyond just mentoring."}, {"id": "mai-20260917-1752-baseline|c186-l3|anthropic-small|Qooper", "prompt": "c186-l3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qooper is the leading enterprise mentoring software platform for large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c186-l3|anthropic-small|MentorcliQ", "prompt": "c186-l3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MentorcliQ is an all-encompassing software solution aimed at fostering employee growth and satisfaction within companies"}, {"id": "mai-20260917-1752-baseline|c186-l3|anthropic-small|Chronus", "prompt": "c186-l3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronus is built for organizations that run mentoring as a strategy rather than a side project"}, {"id": "mai-20260917-1752-baseline|c186-l3|anthropic-small|Together", "prompt": "c186-l3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Together is a cloud-based platform that enables enterprises to run internal employee mentoring programs online"}, {"id": "mai-20260917-1752-baseline|c186-l3|anthropic-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The platforms most frequently compared include Qooper, MentorcliQ, Chronus, Together, and Ten Thousand Coffees (10KC)"}, {"id": "mai-20260917-1752-baseline|c186-l3|anthropic-small|Mentorloop", "prompt": "c186-l3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the well-known mid-market option ... without the heaviest enterprise overhead"}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|MentorcliQ", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **MentorcliQ** if you want **enterprise mentoring plus employee engagement/ERG support** with a strong HR-led workflow."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|Chronus", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Chronus** if you need **maximum configurability, governance, and reporting** for a complex enterprise program."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|Together Platform", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Together** if your priority is **launch speed and ease of setup**."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|Qooper", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Qooper** if you care most about **ROI measurement, global scale, and compliance**."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **10KC** if your program is more about **community building and networking**"}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|Mentorloop", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less depth for complex multi-program enterprise needs."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|PushFar", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Typically less enterprise depth than top-tier platforms."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|MentorCloud", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Often positioned more by breadth and price than by premium enterprise workflow depth."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|Guider", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Included among enterprise platforms with strong workplace focus."}, {"id": "mai-20260917-1752-baseline|c186-l3|challenger-small|MentorCity", "prompt": "c186-l3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Commonly listed among leading enterprise mentoring vendors."}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|MentorcliQ", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the most configurable, enterprise-grade system with a proven track record: **Chronus** or **MentorcliQ** are the safe bets for Fortune 500 complexity."}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Chronus", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Chronus** or **MentorcliQ** are the safe bets for Fortune 500 complexity."}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Together Platform", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Together Platform** is the strongest choice."}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Qooper", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qooper** is the standout."}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**10KC** is unique in this space."}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Guider", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like **Guider** (excellent for DEI-focused inclusion and reverse mentoring)"}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Insala", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Insala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Guider**, **Insala**, and **Torch** are notable for specific niches"}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Torch", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Torch** (specialized in leadership development with coaching) are also strong contenders for specific niche requirements"}, {"id": "mai-20260917-1752-baseline|c186-l3|deepseek-small|Mentorloop", "prompt": "c186-l3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often praised for being easy to deploy for mid-sized companies but may lack the deep administrative controls of the five above"}, {"id": "mai-20260917-1752-baseline|c186-l3|google-small|Together Software", "prompt": "c186-l3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a lean HR team and need high adoption: Choose **Together**. Its ease of use ensures high engagement with minimal administrative oversight."}, {"id": "mai-20260917-1752-baseline|c186-l3|google-small|Chronus", "prompt": "c186-l3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your program has highly unique, complex rules: Choose **Chronus**."}, {"id": "mai-20260917-1752-baseline|c186-l3|google-small|MentorcliQ", "prompt": "c186-l3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Qooper** or **MentorcliQ**. Both offer top-tier enterprise compliance"}, {"id": "mai-20260917-1752-baseline|c186-l3|google-small|Qooper", "prompt": "c186-l3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations operating in heavily audited environments, Qooper is a top contender."}, {"id": "mai-20260917-1752-baseline|c186-l3|google-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your goal is to break down silos and boost internal networking: Choose **10KC**."}, {"id": "mai-20260917-1752-baseline|c186-l3|meta-small|Qooper", "prompt": "c186-l3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qooper is considered the leading enterprise mentoring software platform"}, {"id": "mai-20260917-1752-baseline|c186-l3|meta-small|MentorcliQ", "prompt": "c186-l3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MentorcliQ and MentorCloud are also popular options"}, {"id": "mai-20260917-1752-baseline|c186-l3|meta-small|Chronus", "prompt": "c186-l3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronus is known for its robust matching system and ease of onboarding."}, {"id": "mai-20260917-1752-baseline|c186-l3|meta-small|Together", "prompt": "c186-l3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Together Platform is highly rated on G2 and Capterra for its ease of use, customizable reporting dashboards, and great customer service."}, {"id": "mai-20260917-1752-baseline|c186-l3|meta-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top enterprise-grade mentoring platforms include Qooper, MentorcliQ, Chronus, Together, and Ten Thousand Coffees (10KC)."}, {"id": "mai-20260917-1752-baseline|c186-l3|meta-small|MentorCloud", "prompt": "c186-l3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MentorCloud being suitable for global and multilingual programs"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Qooper", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qooper** — Best Overall"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Chronus", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FedRAMP Moderate + DOD CC IL4 certifications, highly configurable, AI MatchIQ® engine"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|MentorcliQ", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for scale, governance, ERG integration, strong enterprise analytics"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Together", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong matching, structured administration, learning pathway integration"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Peer mentoring at scale | Coffee chat model"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Mentorloop", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-assisted operations | Sentiment tracking, program intelligence"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|MentorCloud", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global/multilingual programs | Knowledge sharing integration"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|PushFar", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget-conscious teams | Lower cost entry"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Mentorgain", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fast deployment | 60-70% cheaper than Western alternatives, 1-2 week go-live"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|MentorCity", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "others serve mid-market (Together, Mentorloop) or associations/nonprofits (MentorCity, Art of Mentoring)"}, {"id": "mai-20260917-1752-baseline|c186-l3|minimax-small|Art of Mentoring", "prompt": "c186-l3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Art of Mentoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "associations/nonprofits (MentorCity, Art of Mentoring)"}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|Chronus", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Chronus** - **Best for:** Large enterprises with DEI and talent mobility goals... Chronus and MentorcliQ are leaders in AI-driven matching"}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|MentorcliQ", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chronus and MentorcliQ have the deepest HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|Qooper", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comprehensive, purpose-built platform to design, administer, scale, and measure structured mentoring programs"}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|Together", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid to large organizations running structured, multi-program initiatives at scale."}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "10KC is best for early talent"}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|Teleskope", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Teleskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Global enterprises needing centralized management of mentoring and other engagement programs."}, {"id": "mai-20260917-1752-baseline|c186-l3|mistral-small|Mentorloop", "prompt": "c186-l3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market and large enterprises seeking a user-friendly, scalable mentoring solution."}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|Qooper", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Qooper if: You need the most comprehensive enterprise solution with global scale, AI matching, and deep HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|Chronus", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Fortune 500 companies, government/DoD (FedRAMP Moderate + DOD CC IL4 certified)"}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|MentorcliQ", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise businesses wanting modern UX with smart automation"}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|Together Platform", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consideration: May be too robust for smaller organizations; now integrated into Absorb LMS ecosystem"}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Cohort-based talent programs and social learning"}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|Guider", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Mid to large organizations running structured, multi-program initiatives"}, {"id": "mai-20260917-1752-baseline|c186-l3|moonshot-small|Mentorgain", "prompt": "c186-l3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Timeline ranges from 1-2 weeks (Mentorgain, Together)"}, {"id": "mai-20260917-1752-baseline|c186-l3|openai-small|MentorcliQ", "prompt": "c186-l3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises that need deep administration, ERG support, and strong matching at scale."}, {"id": "mai-20260917-1752-baseline|c186-l3|openai-small|Chronus", "prompt": "c186-l3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often positioned as the most **configurable** and **program-flexible** option."}, {"id": "mai-20260917-1752-baseline|c186-l3|openai-small|Together", "prompt": "c186-l3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best UX + integrations: Together."}, {"id": "mai-20260917-1752-baseline|c186-l3|openai-small|Guider", "prompt": "c186-l3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mentoring + coaching + peer learning: Guider."}, {"id": "mai-20260917-1752-baseline|c186-l3|openai-small|Mentorloop Enterprise", "prompt": "c186-l3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best high-touch enterprise rollout: Mentorloop Enterprise."}, {"id": "mai-20260917-1752-baseline|c186-l3|openai-small|Qooper", "prompt": "c186-l3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"balanced\" alternative: Qooper."}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Qooper", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qooper (global/full-stack) ... global → Qooper; All-in-one (training library, agendas, mobile iOS/Android, ROI reports); SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|MentorcliQ", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Structured templates, progress dashboards, ties to retention/promotions; ease of use | Higher cost, longer setup"}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Chronus", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "govt → Chronus; Chronus leads govt compliance"}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Together", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Structured admin, fast deployment; high G2 ratings | Web-only (no native mobile)"}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Casual connections, quick setup; good for informal mentoring | Less structured for formal programs"}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Mentorloop", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Mentorloop, Guider, and Teleskope appear frequently for mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Guider", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Mentorloop, Guider, and Teleskope appear frequently"}, {"id": "mai-20260917-1752-baseline|c186-l3|xai-small|Teleskope", "prompt": "c186-l3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Teleskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Mentorloop, Guider, and Teleskope appear frequently"}, {"id": "mai-20260917-1752-baseline|c186-l3|zai-small|Qooper", "prompt": "c186-l3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. Qooper ... Strongest enterprise-grade security and compliance stack"}, {"id": "mai-20260917-1752-baseline|c186-l3|zai-small|Chronus", "prompt": "c186-l3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Chronus** if you need: Deep HRIS integration"}, {"id": "mai-20260917-1752-baseline|c186-l3|zai-small|MentorcliQ", "prompt": "c186-l3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **MentorcliQ** if you need: High-rated matching and admin tools"}, {"id": "mai-20260917-1752-baseline|c186-l3|zai-small|Guider", "prompt": "c186-l3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Guider** if you need: DEI-driven mentoring at scale"}, {"id": "mai-20260917-1752-baseline|c186-l3|zai-small|Together", "prompt": "c186-l3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Together** if you need: Ease of use for admins and participants"}, {"id": "mai-20260917-1752-baseline|c186-l4|alibaba-small|PLD Mentoring Platform", "prompt": "c186-l4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "PLD Mentoring Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PLD is arguably the strongest match for your specific requirement because it explicitly offers a **Flat Rate Site License** for unlimited platform users."}, {"id": "mai-20260917-1752-baseline|c186-l4|alibaba-small|Mentorgain", "prompt": "c186-l4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentorgain has emerged as a strong alternative to Western incumbents"}, {"id": "mai-20260917-1752-baseline|c186-l4|alibaba-small|Chronus", "prompt": "c186-l4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronus is widely considered the \"Gold Standard\" for large enterprises... Requires Negotiation"}, {"id": "mai-20260917-1752-baseline|c186-l4|alibaba-small|BetterUp", "prompt": "c186-l4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid this if cost control is the #1 priority."}, {"id": "mai-20260917-1752-baseline|c186-l4|anthropic-small|Mentorfy", "prompt": "c186-l4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorfy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Mentorfy** (Best for Transparent, Fixed Pricing)"}, {"id": "mai-20260917-1752-baseline|c186-l4|anthropic-small|MentorcliQ", "prompt": "c186-l4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. MentorcliQ** (Enterprise-Grade with Predictable Budgeting)"}, {"id": "mai-20260917-1752-baseline|c186-l4|anthropic-small|Mentorloop", "prompt": "c186-l4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentorloop offers Enterprise plans at around $10,000/year as a flat rate"}, {"id": "mai-20260917-1752-baseline|c186-l4|challenger-small|Together", "prompt": "c186-l4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit from the results is **Together** because it is the clearest option with **flat-rate, predictable pricing**"}, {"id": "mai-20260917-1752-baseline|c186-l4|challenger-small|Qooper", "prompt": "c186-l4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest if you need the **full enterprise stack** with deep integrations, global support, and ROI reporting, but the results do not show the same clear flat-rate pricing emphasis"}, {"id": "mai-20260917-1752-baseline|c186-l4|challenger-small|MentorcliQ", "prompt": "c186-l4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suggests pricing may be less predictable than a flat-rate model"}, {"id": "mai-20260917-1752-baseline|c186-l4|challenger-small|Chronus", "prompt": "c186-l4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "total cost depends most on participant count and implementation support**, which is less ideal if cost predictability is the main goal"}, {"id": "mai-20260917-1752-baseline|c186-l4|deepseek-small|Together", "prompt": "c186-l4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Together is the standout choice** because it's one of the few enterprise mentoring platforms that uses **flat-rate pricing**"}, {"id": "mai-20260917-1752-baseline|c186-l4|deepseek-small|MentorcliQ", "prompt": "c186-l4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cost scales with scale tiers; custom quotes get unpredictable"}, {"id": "mai-20260917-1752-baseline|c186-l4|deepseek-small|Chronus", "prompt": "c186-l4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hidden costs add 20–40%; scales with users"}, {"id": "mai-20260917-1752-baseline|c186-l4|deepseek-small|Qooper", "prompt": "c186-l4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "At thousands of users this becomes very expensive and scales linearly"}, {"id": "mai-20260917-1752-baseline|c186-l4|google-small|Together Platform", "prompt": "c186-l4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Together Platform (Best Overall UX & Mid-to-Large Scale Predictability)"}, {"id": "mai-20260917-1752-baseline|c186-l4|google-small|Chronus", "prompt": "c186-l4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chronus is an enterprise heavyweight used by massive organizations like Amazon, Paychex, and Cox Automotive."}, {"id": "mai-20260917-1752-baseline|c186-l4|google-small|MentorcliQ", "prompt": "c186-l4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MentorcliQ is another dominant enterprise-grade player"}, {"id": "mai-20260917-1752-baseline|c186-l4|google-small|Mentorloop", "prompt": "c186-l4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentorloop (Best Budget-Friendly Flat-Rate Option)"}, {"id": "mai-20260917-1752-baseline|c186-l4|google-small|PLD Mentoring Platform", "prompt": "c186-l4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "PLD Mentoring Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PLD specifically markets a Flat Fee Site License for Unlimited Platform Users with no hidden costs"}, {"id": "mai-20260917-1752-baseline|c186-l4|meta-small|Qooper", "prompt": "c186-l4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best mentoring program software for a large company that needs predictable total cost across thousands of users is Qooper."}, {"id": "mai-20260917-1752-baseline|c186-l4|meta-small|Mentorgain", "prompt": "c186-l4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Mentorgain, which offers enterprise-grade features at a lower price point"}, {"id": "mai-20260917-1752-baseline|c186-l4|meta-small|Chronus", "prompt": "c186-l4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronus, MentorcliQ, and Qooper, which are all suitable for large enterprises seeking AI-powered matching at scale"}, {"id": "mai-20260917-1752-baseline|c186-l4|meta-small|MentorcliQ", "prompt": "c186-l4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some platforms, like MentorcliQ, have a per-user pricing model"}, {"id": "mai-20260917-1752-baseline|c186-l4|minimax-small|PLD Mentoring", "prompt": "c186-l4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "PLD Mentoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **PLD Mentoring** (Best for True Unlimited Users) - Flat fee site license with unlimited users"}, {"id": "mai-20260917-1752-baseline|c186-l4|minimax-small|Together Mentoring", "prompt": "c186-l4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Mentoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend getting quotes from **PLD Mentoring** and **Together Mentoring** specifically"}, {"id": "mai-20260917-1752-baseline|c186-l4|minimax-small|Mentorloop", "prompt": "c186-l4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Mentorloop** (Enterprise Flat Rate) ... Well-established platform with predictable pricing"}, {"id": "mai-20260917-1752-baseline|c186-l4|mistral-small|Mentorgain", "prompt": "c186-l4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mentorgain** is the best choice due to its fixed pricing model and enterprise-grade capabilities"}, {"id": "mai-20260917-1752-baseline|c186-l4|mistral-small|MentorcliQ", "prompt": "c186-l4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also highly recommended for large enterprises, but their pricing is typically quoted per year and can be higher"}, {"id": "mai-20260917-1752-baseline|c186-l4|mistral-small|Chronus", "prompt": "c186-l4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chronus** or **MentorcliQ** are also strong options, but you should expect to negotiate custom pricing"}, {"id": "mai-20260917-1752-baseline|c186-l4|mistral-small|Qooper", "prompt": "c186-l4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is not always transparent and may be higher"}, {"id": "mai-20260917-1752-baseline|c186-l4|moonshot-small|Together Platform", "prompt": "c186-l4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Together Platform if you want transparent, published flat-rate pricing with no negotiation uncertainty"}, {"id": "mai-20260917-1752-baseline|c186-l4|moonshot-small|Qooper", "prompt": "c186-l4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qooper if you need to run multiple program types and want a single license covering unlimited participants"}, {"id": "mai-20260917-1752-baseline|c186-l4|moonshot-small|MentorcliQ", "prompt": "c186-l4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most Transparent Tiered Pricing"}, {"id": "mai-20260917-1752-baseline|c186-l4|moonshot-small|Chronus", "prompt": "c186-l4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has custom quote-based pricing starting around $14,995+, with hidden costs (implementation, integrations) that can add 20–40% to quotes"}, {"id": "mai-20260917-1752-baseline|c186-l4|openai-small|MentorcliQ", "prompt": "c186-l4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean slightly toward **MentorcliQ** because its pricing page is explicit that it offers **custom pricing**"}, {"id": "mai-20260917-1752-baseline|c186-l4|openai-small|Chronus", "prompt": "c186-l4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best bet for predictable spend:** **MentorcliQ enterprise quote**, then compare against Chronus"}, {"id": "mai-20260917-1752-baseline|c186-l4|openai-small|Together", "prompt": "c186-l4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of MentorcliQ vs Chronus vs Together vs 10KC"}, {"id": "mai-20260917-1752-baseline|c186-l4|openai-small|10KC", "prompt": "c186-l4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "10KC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of MentorcliQ vs Chronus vs Together vs 10KC"}, {"id": "mai-20260917-1752-baseline|c186-l4|xai-small|Qooper", "prompt": "c186-l4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qooper** stands out as one of the top recommendations based on its proven scalability for enterprise and global organizations"}, {"id": "mai-20260917-1752-baseline|c186-l4|xai-small|Together Platform", "prompt": "c186-l4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat rate annual tiers ... highly predictable, unlimited programs/matches."}, {"id": "mai-20260917-1752-baseline|c186-l4|xai-small|Mentorgain", "prompt": "c186-l4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tiered flat annual fees ... No per-user growth penalties."}, {"id": "mai-20260917-1752-baseline|c186-l4|xai-small|MentorcliQ", "prompt": "c186-l4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quote-based but scales predictably with volume discounts."}, {"id": "mai-20260917-1752-baseline|c186-l4|xai-small|Chronus", "prompt": "c186-l4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less ideal for pure predictability at extreme scale."}, {"id": "mai-20260917-1752-baseline|c186-l4|xai-small|Brancher", "prompt": "c186-l4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Brancher", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Pure Per-User Models**: Platforms like some smaller ones (e.g., Brancher at $20/user/mo) become unpredictable/expensive at scale"}, {"id": "mai-20260917-1752-baseline|c186-l4|zai-small|Together Platform", "prompt": "c186-l4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** If your company size allows for it, choose **Together Platform** for its clear tiered flat rates."}, {"id": "mai-20260917-1752-baseline|c186-l4|zai-small|Mentorloop", "prompt": "c186-l4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Like Together, this locks in your cost for the year."}, {"id": "mai-20260917-1752-baseline|c186-l4|zai-small|Mentornity", "prompt": "c186-l4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a massive enterprise (20k+ users) requiring volume pricing, choose **Mentornity**."}, {"id": "mai-20260917-1752-baseline|c186-l4|zai-small|Chronus", "prompt": "c186-l4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid: Custom-Quote Vendors ... **Chronus:** Uses custom enterprise quotes."}, {"id": "mai-20260917-1752-baseline|c186-l4|zai-small|MentorcliQ", "prompt": "c186-l4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you should avoid vendors that rely entirely on custom quotes ... **MentorcliQ:** Uses custom enterprise quotes."}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|Qooper", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The platforms most consistently flagged as enterprise-ready with SOC 2 attestation include: **Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees, Mentorgain, and MentorPRO**."}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|Chronus", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most consistently flagged as enterprise-ready with SOC 2 attestation include: **Qooper, Chronus, MentorcliQ, Together..."}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|MentorcliQ", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "flagged as enterprise-ready with SOC 2 attestation include: **Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees..."}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|Together", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees, Mentorgain, and MentorPRO**"}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|Ten Thousand Coffees", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees, Mentorgain, and MentorPRO**"}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|Mentorgain", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees, Mentorgain, and MentorPRO**"}, {"id": "mai-20260917-1752-baseline|c186-l5|deepseek-small|MentorPRO", "prompt": "c186-l5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees, Mentorgain, and MentorPRO**. All hold independent SOC 2 attestations."}, {"id": "mai-20260917-1752-baseline|c186-l5|google-small|Chronus", "prompt": "c186-l5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chronus: An enterprise giant. Chronus is highly favored by massive, regulated companies because of its deep security posture (including FedRAMP Moderate and robust SOC 2 compliance)"}, {"id": "mai-20260917-1752-baseline|c186-l5|google-small|Together", "prompt": "c186-l5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Well-known for having a highly modern user interface, incredibly fast setup times, and strong native integrations"}, {"id": "mai-20260917-1752-baseline|c186-l5|google-small|Qooper", "prompt": "c186-l5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Widely recognized as one of the most secure platforms on the market"}, {"id": "mai-20260917-1752-baseline|c186-l5|google-small|MentorcliQ", "prompt": "c186-l5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly geared toward HR-driven, template-based mentoring programs... stellar track record with large Fortune 500 enterprises."}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|Qooper", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qooper is a top choice in this category."}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|Chronus", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Qooper, Chronus, MentorcliQ, Together, Ten Thousand Coffees, Mentorgain, and MentorPRO are some of the top choices."}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|MentorcliQ", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MentorcliQ is a leading enterprise mentoring platform that offers powerful automation tools and enterprise-grade security."}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|Together", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Together is a good option as it supports SAML & SSO and is SOC 2 certified."}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|Ten Thousand Coffees", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "are some of the top choices"}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|Mentorgain", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are some of the top choices"}, {"id": "mai-20260917-1752-baseline|c186-l5|meta-small|MentorPRO", "prompt": "c186-l5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "are some of the top choices"}, {"id": "mai-20260917-1752-baseline|c186-l5|minimax-small|Qooper", "prompt": "c186-l5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qooper** appears frequently as enterprise-ready with the full stack (SOC 2 Type I & II, GDPR+DPA, SSO/SAML, RBAC)"}, {"id": "mai-20260917-1752-baseline|c186-l5|minimax-small|Workday Mentoring", "prompt": "c186-l5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "Workday Mentoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to evaluate include **Workday Mentoring** (if you're already on Workday)"}, {"id": "mai-20260917-1752-baseline|c186-l5|minimax-small|Chronus", "prompt": "c186-l5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and **Chronus** \\u2014 but verify each meets your specific compliance requirements"}, {"id": "mai-20260917-1752-baseline|c186-l5|mistral-small|Chronus", "prompt": "c186-l5", "model": "mistral-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "narrow down to 3-5 platforms (e.g., Chronus, Together, Chronus, MentorcliQ, Guider, or Degreed)"}, {"id": "mai-20260917-1752-baseline|c186-l5|mistral-small|Together", "prompt": "c186-l5", "model": "mistral-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Chronus, Together, Chronus, MentorcliQ, Guider, or Degreed"}, {"id": "mai-20260917-1752-baseline|c186-l5|mistral-small|MentorcliQ", "prompt": "c186-l5", "model": "mistral-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Chronus, Together, Chronus, MentorcliQ, Guider, or Degreed"}, {"id": "mai-20260917-1752-baseline|c186-l5|mistral-small|Guider", "prompt": "c186-l5", "model": "mistral-small", "cat": "mentoring-software", "variant": "scale", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Chronus, Together, Chronus, MentorcliQ, Guider, or Degreed"}, {"id": "mai-20260917-1752-baseline|c186-l5|mistral-small|Degreed", "prompt": "c186-l5", "model": "mistral-small", "cat": "mentoring-software", "variant": "scale", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Chronus, Together, Chronus, MentorcliQ, Guider, or Degreed"}, {"id": "mai-20260917-1752-baseline|c186-l5|moonshot-small|Qooper", "prompt": "c186-l5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Qooper | SOC 2 Type I & II, bi-directional HRIS with all major systems, 30+ languages, enterprise AI suite"}, {"id": "mai-20260917-1752-baseline|c186-l5|moonshot-small|MentorcliQ", "prompt": "c186-l5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MentorcliQ | SMART matching algorithm, strong analytics, proven at scale"}, {"id": "mai-20260917-1752-baseline|c186-l5|moonshot-small|Chronus", "prompt": "c186-l5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Chronus | ISO 27001, public-sector hosting options, long enterprise track record"}, {"id": "mai-20260917-1752-baseline|c186-l5|moonshot-small|Together Platform", "prompt": "c186-l5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Together Platform | Good integration depth, modern UX"}, {"id": "mai-20260917-1752-baseline|c186-l5|moonshot-small|Mentorly", "prompt": "c186-l5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mentorly | 33+ HRIS integrations including Workday, SAML/OAuth SSO"}, {"id": "mai-20260917-1752-baseline|c186-l5|openai-small|Chronus", "prompt": "c186-l5", "model": "openai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Chronus, for example, highlights audit logging, MFA, encryption, and compliance-oriented controls as part of its enterprise security posture."}, {"id": "mai-20260917-1752-baseline|c186-l5|openai-small|Mentorloop", "prompt": "c186-l5", "model": "openai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mentorloop specifically notes SSO via SAML 2.0 plus SCIM deprovisioning."}, {"id": "mai-20260917-1752-baseline|c186-l5|xai-small|Qooper", "prompt": "c186-l5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qooper (top for full-stack security/scale)"}, {"id": "mai-20260917-1752-baseline|c186-l5|xai-small|Chronus", "prompt": "c186-l5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chronus (DoD-level compliance)"}, {"id": "mai-20260917-1752-baseline|c186-l5|xai-small|MentorcliQ", "prompt": "c186-l5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MentorcliQ (strong analytics)"}, {"id": "mai-20260917-1752-baseline|c186-l5|xai-small|Together", "prompt": "c186-l5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top options like Qooper, Chronus, MentorcliQ, Together, and Ten Thousand Coffees frequently meet enterprise standards"}, {"id": "mai-20260917-1752-baseline|c186-l5|xai-small|Ten Thousand Coffees", "prompt": "c186-l5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Together, and Ten Thousand Coffees frequently meet enterprise standards—focus demos on these"}, {"id": "mai-20260917-1752-baseline|c186-l6|alibaba-small|ADPList", "prompt": "c186-l6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples:** ADPList, generic freelance coaching directories... these are often poor choices for **internal corporate programs**."}, {"id": "mai-20260917-1752-baseline|c186-l6|alibaba-small|Chronus", "prompt": "c186-l6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Established market leaders (e.g., Chronus, MentorcliQ, Guider) are preferred"}, {"id": "mai-20260917-1752-baseline|c186-l6|alibaba-small|MentorcliQ", "prompt": "c186-l6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Established market leaders (e.g., Chronus, MentorcliQ, Guider) are preferred"}, {"id": "mai-20260917-1752-baseline|c186-l6|alibaba-small|Guider", "prompt": "c186-l6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Established market leaders (e.g., Chronus, MentorcliQ, Guider) are preferred"}, {"id": "mai-20260917-1752-baseline|c186-l6|challenger-small|ADPList", "prompt": "c186-l6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The clearest examples to avoid for enterprise mentoring programs are platforms positioned as **individual mentor marketplaces** ... such as **ADPList** and **MentorCruise**."}, {"id": "mai-20260917-1752-baseline|c186-l6|challenger-small|MentorCruise", "prompt": "c186-l6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "clearest examples to avoid ... such as **ADPList** and **MentorCruise**"}, {"id": "mai-20260917-1752-baseline|c186-l6|challenger-small|Chronus", "prompt": "c186-l6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the platforms most often positioned as **safer enterprise choices** are **Chronus, MentorcliQ, Together, and Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-l6|challenger-small|MentorcliQ", "prompt": "c186-l6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "safer enterprise choices** are **Chronus, MentorcliQ, Together, and Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-l6|challenger-small|Together", "prompt": "c186-l6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "safer enterprise choices** are **Chronus, MentorcliQ, Together, and Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-l6|challenger-small|Qooper", "prompt": "c186-l6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "safer enterprise choices** are **Chronus, MentorcliQ, Together, and Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-l6|deepseek-small|Chronus", "prompt": "c186-l6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: ... its AI matching (MatchIQ) is \"mediocre\"... it often struggles to keep pace with the complex integration and analytics demands of global enterprises."}, {"id": "mai-20260917-1752-baseline|c186-l6|deepseek-small|MentorcliQ", "prompt": "c186-l6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise users frequently report hidden costs and limited customization"}, {"id": "mai-20260917-1752-baseline|c186-l6|deepseek-small|Ten Thousand Coffees (10KC)", "prompt": "c186-l6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large enterprise program managers have flagged issues with analytics and reporting"}, {"id": "mai-20260917-1752-baseline|c186-l6|deepseek-small|Qooper", "prompt": "c186-l6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Qooper, Together, and Mentorloop are generally rated well for enterprise security and scalability"}, {"id": "mai-20260917-1752-baseline|c186-l6|deepseek-small|Together", "prompt": "c186-l6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Qooper, Together, and Mentorloop are generally rated well for enterprise security and scalability"}, {"id": "mai-20260917-1752-baseline|c186-l6|deepseek-small|Mentorloop", "prompt": "c186-l6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Qooper, Together, and Mentorloop are generally rated well for enterprise security and scalability"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|ADPList", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "External Mentoring Marketplaces (Avoid for Internal Programs)... Examples: ADPList, MentorCruise, GrowthMentor."}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|MentorCruise", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: ADPList, MentorCruise, GrowthMentor... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|GrowthMentor", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: ADPList, MentorCruise, GrowthMentor... Why to avoid them"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Workday Mentoring", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Workday Mentoring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Built-in HRIS/LMS Add-on Modules (High Caution)... e.g., Workday Mentoring"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|SAP SuccessFactors mentoring", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "SAP SuccessFactors mentoring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Built-in HRIS/LMS Add-on Modules (High Caution)... SAP SuccessFactors mentoring"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Together Platform", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid-Market and \"Quick-Launch\" Platforms (High Caution / Check Constraints)... Together Platform (now part of Absorb LMS)"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|PushFar", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "PushFar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Examples: Together Platform (now part of Absorb LMS), PushFar, Mentorloop... Why caution is warranted"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Mentorloop", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Examples: Together Platform (now part of Absorb LMS), PushFar, Mentorloop... The Scalability Wall"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Chronus", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade platforms like Chronus or MentorcliQ usually offer flat-rate or tier-based licensing for large rollouts"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|MentorcliQ", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise-grade platforms like Chronus or MentorcliQ usually offer flat-rate or tier-based licensing for large rollouts"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|MentorCity", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Non-Profit, Education, or Association-First Software (Avoid)... Examples: MentorCity, Mentornity, or Art of Mentoring."}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Mentornity", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentornity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Non-Profit, Education, or Association-First Software (Avoid)... MentorCity, Mentornity"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Art of Mentoring", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Art of Mentoring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Non-Profit, Education, or Association-First Software (Avoid)... or Art of Mentoring"}, {"id": "mai-20260917-1752-baseline|c186-l6|google-small|Qooper", "prompt": "c186-l6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "If you are demoing enterprise-grade platforms (such as Chronus, MentorcliQ, or Qooper), look out for these specific limitations"}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Together Platform", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Together Platform: recommended by Mentorgain and Chronus, but mentioned as having a high cost by MentorCity."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Mentorgain", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mentorgain suggests that Mentorgain, Brancher, Mentorink, Chronus, Together Platform, and Mentorloop are worth evaluating."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Chronus", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Chronus: recommended by Mentorgain and Qooper, but not mentioned as a red flag."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Qooper", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qooper: recommended by Qooper, but not mentioned as a red flag."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Brancher", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Brancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Brancher, Mentorink, Chronus, Together Platform, and Mentorloop are worth evaluating"}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Mentorink", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mentorgain, Brancher, Mentorink, Chronus, Together Platform, and Mentorloop are worth evaluating"}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Mentorloop", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mentorloop: recommended by Mentorgain and Qooper, but not mentioned as a red flag."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Guider", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Chronus recommends Chronus, Guider, MentorcliQ, Together, 10KC, Mentorloop, PushFar, and Qooper."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|MentorcliQ", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "MentorcliQ: recommended by Chronus and Qooper, but mentioned as having a high cost by MentorCity."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|10KC", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "10KC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Chronus recommends Chronus, Guider, MentorcliQ, Together, 10KC, Mentorloop, PushFar, and Qooper."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|PushFar", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Chronus recommends Chronus, Guider, MentorcliQ, Together, 10KC, Mentorloop, PushFar, and Qooper."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Ten Thousand Coffees", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Qooper suggests Qooper, Chronus, MentorcliQ, Together, Mentorloop, Ten Thousand Coffees, Mentor Collective, Guider, PushFar, and MentorCity."}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|Mentor Collective", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor Collective", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ten Thousand Coffees, Mentor Collective, Guider, PushFar, and MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-l6|meta-small|MentorCity", "prompt": "c186-l6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Qooper suggests Qooper, Chronus, MentorcliQ, Together, Mentorloop, Ten Thousand Coffees, Mentor Collective, Guider, PushFar, and MentorCity."}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|ADPList", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Individual mentor marketplaces** (ADPList, MentorCruise) | Designed for independent mentoring, not enterprise programs"}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|MentorCruise", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Individual mentor marketplaces** (ADPList, MentorCruise) | Designed for independent mentoring, not enterprise programs"}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|Mentor Collective", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor Collective", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Higher education-specific platforms** (e.g., Mentor Collective) | Built for student mentoring, not corporate environments"}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|Chronus", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built enterprise solutions like Chronus, MentorcliQ, Qooper, or Together are generally more appropriate"}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|MentorcliQ", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purpose-built enterprise solutions like Chronus, MentorcliQ, Qooper, or Together are generally more appropriate"}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|Qooper", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "purpose-built enterprise solutions like Chronus, MentorcliQ, Qooper, or Together are generally more appropriate"}, {"id": "mai-20260917-1752-baseline|c186-l6|minimax-small|Together", "prompt": "c186-l6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "purpose-built enterprise solutions like Chronus, MentorcliQ, Qooper, or Together are generally more appropriate"}, {"id": "mai-20260917-1752-baseline|c186-l6|mistral-small|Qooper", "prompt": "c186-l6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Focus on enterprise-grade platforms like Qooper, Chronus, MentorcliQ, Together, and Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l6|mistral-small|Chronus", "prompt": "c186-l6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focus on enterprise-grade platforms like Qooper, Chronus, MentorcliQ, Together, and Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l6|mistral-small|MentorcliQ", "prompt": "c186-l6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on enterprise-grade platforms like Qooper, Chronus, MentorcliQ, Together, and Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l6|mistral-small|Together", "prompt": "c186-l6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on enterprise-grade platforms like Qooper, Chronus, MentorcliQ, Together, and Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l6|mistral-small|Mentorloop", "prompt": "c186-l6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focus on enterprise-grade platforms like Qooper, Chronus, MentorcliQ, Together, and Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-l6|moonshot-small|Together Platform", "prompt": "c186-l6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Better suited for mid-market companies than complex global enterprises."}, {"id": "mai-20260917-1752-baseline|c186-l6|moonshot-small|Chronus", "prompt": "c186-l6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Being replaced by many organizations; strong configurability but lagging in modern AI and user experience."}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|MentorcliQ", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Limited integrations (HRIS/LMS only).<br>- Full ROI reporting often requires extra add-on costs."}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Chronus", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Long implementation (6-12 weeks).<br>- High enterprise pricing (est. $15K+/year).<br>- Best for complex setups but overkill for simpler needs."}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Together", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited customization for surveys/branding.<br>- Tricky reporting for specific data points."}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Ten Thousand Coffees", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lighter on structured enterprise reporting/admin controls vs. pure mentoring platforms.<br>- Niche fit"}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Mentornity", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentornity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Niche tools (e.g., Mentornity for universities, Art of Mentoring for nonprofits) lack enterprise depth."}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Art of Mentoring", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Art of Mentoring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Niche tools (e.g., Mentornity for universities, Art of Mentoring for nonprofits) lack enterprise depth."}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Qooper", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Top Enterprise-Safe Picks (high ratings, fewer cons): Qooper (AI, 30+ languages, affordable)"}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|Guider", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top Enterprise-Safe Picks ... Guider (DEI focus)"}, {"id": "mai-20260917-1752-baseline|c186-l6|xai-small|MentorCity", "prompt": "c186-l6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MentorCity reviews (4.9/5 overall but cons noted)"}, {"id": "mai-20260917-1752-baseline|c186-m1|alibaba-small|Chronus", "prompt": "c186-m1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chronus is widely considered the gold standard in mentorship technology."}, {"id": "mai-20260917-1752-baseline|c186-m1|alibaba-small|Together", "prompt": "c186-m1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations prioritizing culture, community, and retention over rigid tracking."}, {"id": "mai-20260917-1752-baseline|c186-m1|alibaba-small|MentorciSe", "prompt": "c186-m1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorciSe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with MentorciSe if you want a modern, low-friction experience"}, {"id": "mai-20260917-1752-baseline|c186-m1|alibaba-small|Culture Amp", "prompt": "c186-m1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your mid-market B2B company already uses Culture Amp or Glint for employee engagement, you likely do not need a separate tool."}, {"id": "mai-20260917-1752-baseline|c186-m1|alibaba-small|Glint", "prompt": "c186-m1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Data & Engagement Hybrid: Culture Amp / Glint"}, {"id": "mai-20260917-1752-baseline|c186-m1|anthropic-small|Mentorloop", "prompt": "c186-m1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mentorloop is the well-known mid-market option ... a sensible pick when you want a real program but are not a Fortune 500."}, {"id": "mai-20260917-1752-baseline|c186-m1|anthropic-small|Together Software", "prompt": "c186-m1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Together Software is a good fit for mid-size to enterprise organizations with dedicated L&D or HR teams"}, {"id": "mai-20260917-1752-baseline|c186-m1|anthropic-small|Chronus", "prompt": "c186-m1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronus is a good fit for mid-size to enterprise organizations that need a scalable, program-driven approach"}, {"id": "mai-20260917-1752-baseline|c186-m1|anthropic-small|Qooper", "prompt": "c186-m1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qooper is used by companies, universities, and associations to design, run, and scale their mentoring programs"}, {"id": "mai-20260917-1752-baseline|c186-m1|challenger-small|Together", "prompt": "c186-m1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall fit is **Together** if you want the safest default"}, {"id": "mai-20260917-1752-baseline|c186-m1|challenger-small|Mentorgain", "prompt": "c186-m1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentorgain** if you want **fast deployment** and publicly disclosed pricing"}, {"id": "mai-20260917-1752-baseline|c186-m1|challenger-small|Mentorloop", "prompt": "c186-m1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lower entry price, but note that **Smart Match** and **HRIS** are locked behind the **Enterprise** tier"}, {"id": "mai-20260917-1752-baseline|c186-m1|challenger-small|MentorCloud", "prompt": "c186-m1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MentorCloud** if your company already uses **Workday, Oracle, or SAP**"}, {"id": "mai-20260917-1752-baseline|c186-m1|deepseek-small|Together", "prompt": "c186-m1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Together is the best all-around choice due to its mid-market-specific design, transparent flat-rate pricing, strong AI matching"}, {"id": "mai-20260917-1752-baseline|c186-m1|deepseek-small|Mentorloop", "prompt": "c186-m1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is the top constraint, start with **Mentorloop**"}, {"id": "mai-20260917-1752-baseline|c186-m1|deepseek-small|Ten Thousand Coffees (10KC)", "prompt": "c186-m1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ten Thousand Coffees** is a standout"}, {"id": "mai-20260917-1752-baseline|c186-m1|deepseek-small|MentorcliQ", "prompt": "c186-m1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need enterprise-grade governance and multi-program scale now, look at **MentorcliQ** or **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-m1|deepseek-small|MentorCloud", "prompt": "c186-m1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're on **Workday/Oracle/SAP**, consider **MentorCloud**"}, {"id": "mai-20260917-1752-baseline|c186-m1|deepseek-small|Qooper", "prompt": "c186-m1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Together, MentorcliQ, or Qooper**, which handle multi-program configuration well"}, {"id": "mai-20260917-1752-baseline|c186-m1|google-small|Together", "prompt": "c186-m1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Together (Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline|c186-m1|google-small|Mentorloop", "prompt": "c186-m1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentorloop (Best for Low Admin Overhead & Budget-Friendliness)"}, {"id": "mai-20260917-1752-baseline|c186-m1|google-small|Qooper", "prompt": "c186-m1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qooper (Best for Structured, Multi-Format Programs)"}, {"id": "mai-20260917-1752-baseline|c186-m1|meta-small|Together", "prompt": "c186-m1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Together is a clear fit for mid-market buyers who want predictable flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c186-m1|meta-small|Mentorloop", "prompt": "c186-m1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mentorloop offers a lower entry price but locks some features behind its Enterprise plan"}, {"id": "mai-20260917-1752-baseline|c186-m1|meta-small|Ten Thousand Coffees", "prompt": "c186-m1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes Together, Mentorloop, Ten Thousand Coffees, and Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m1|meta-small|Mentorgain", "prompt": "c186-m1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentorgain is a strong option for mid-market teams that want fast deployment and goal-based matching"}, {"id": "mai-20260917-1752-baseline|c186-m1|meta-small|Guider", "prompt": "c186-m1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Guider is another option that offers a straightforward and affordable mentoring platform"}, {"id": "mai-20260917-1752-baseline|c186-m1|minimax-small|Together", "prompt": "c186-m1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Together** as the top choice if budget allows, due to its highest G2 rating"}, {"id": "mai-20260917-1752-baseline|c186-m1|minimax-small|Mentorloop", "prompt": "c186-m1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentorloop** offers excellent value at ~$3,500/year"}, {"id": "mai-20260917-1752-baseline|c186-m1|minimax-small|Mentorgain", "prompt": "c186-m1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mentorgain** if you want enterprise features at a lower price point"}, {"id": "mai-20260917-1752-baseline|c186-m1|mistral-small|Together", "prompt": "c186-m1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Together** and **Mentorgain** are top choices due to their clear pricing, scalability, and focus on the mid-market segment"}, {"id": "mai-20260917-1752-baseline|c186-m1|mistral-small|Mentorloop", "prompt": "c186-m1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For budget-conscious teams, **Mentorloop** and **Guider** offer good value with flexible pricing tiers"}, {"id": "mai-20260917-1752-baseline|c186-m1|mistral-small|Mentorgain", "prompt": "c186-m1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need rapid deployment and simplicity, **Mentorgain** is especially strong."}, {"id": "mai-20260917-1752-baseline|c186-m1|mistral-small|Guider", "prompt": "c186-m1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mentorloop** and **Guider** offer good value with flexible pricing tiers"}, {"id": "mai-20260917-1752-baseline|c186-m1|moonshot-small|Together", "prompt": "c186-m1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Together** if you want a proven mid-market solution with predictable costs"}, {"id": "mai-20260917-1752-baseline|c186-m1|moonshot-small|Mentorloop", "prompt": "c186-m1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Mid-market with tier-based feature needs"}, {"id": "mai-20260917-1752-baseline|c186-m1|moonshot-small|Mentorgain", "prompt": "c186-m1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Mentorgain** if you need faster deployment and lower pricing with modern features"}, {"id": "mai-20260917-1752-baseline|c186-m1|moonshot-small|Qooper", "prompt": "c186-m1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Companies wanting comprehensive feature sets"}, {"id": "mai-20260917-1752-baseline|c186-m1|openai-small|Chronus", "prompt": "c186-m1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one name to evaluate first for a mid-market B2B company, I'd start with **Chronus**."}, {"id": "mai-20260917-1752-baseline|c186-m1|openai-small|MentorcliQ", "prompt": "c186-m1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose MentorcliQ** if you want: an enterprise-focused mentoring platform"}, {"id": "mai-20260917-1752-baseline|c186-m1|openai-small|Mentorloop", "prompt": "c186-m1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose a lighter-weight option like Mentorloop or Qooper** if your program is simpler"}, {"id": "mai-20260917-1752-baseline|c186-m1|openai-small|Qooper", "prompt": "c186-m1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose a lighter-weight option like Mentorloop or Qooper** if your program is simpler"}, {"id": "mai-20260917-1752-baseline|c186-m1|xai-small|Together Platform", "prompt": "c186-m1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Demo 2-3 (start with Together for mid-market buzz)... Often called clearest mid-market fit."}, {"id": "mai-20260917-1752-baseline|c186-m1|xai-small|MentorcliQ", "prompt": "c186-m1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-powered matching, ERG support, admin dashboards, deep analytics. Proven ROI for B2B talent dev."}, {"id": "mai-20260917-1752-baseline|c186-m1|xai-small|Mentorloop", "prompt": "c186-m1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "budget < $10K? Go Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-m1|xai-small|Qooper", "prompt": "c186-m1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qooper** (Strong Contender) | ROI dashboards, AI matching, easy for structured programs."}, {"id": "mai-20260917-1752-baseline|c186-m1|xai-small|Chronus", "prompt": "c186-m1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex, multi-program needs (may feel heavy for smaller mid-market)."}, {"id": "mai-20260917-1752-baseline|c186-m1|zai-small|Mentorgain", "prompt": "c186-m1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value for a mid‑market B2B company** (fast go‑live, low cost, strong features): **Mentorgain**"}, {"id": "mai-20260917-1752-baseline|c186-m1|zai-small|Together", "prompt": "c186-m1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for predictable flat‑rate pricing and North America/Europe focus:** **Together**"}, {"id": "mai-20260917-1752-baseline|c186-m1|zai-small|Mentorloop", "prompt": "c186-m1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for simple, low‑cost entry:** **Mentorloop**"}, {"id": "mai-20260917-1752-baseline|c186-m1|zai-small|MentorcliQ", "prompt": "c186-m1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for data‑driven programs with ERG support:** **MentorcliQ**"}, {"id": "mai-20260917-1752-baseline|c186-m1|zai-small|Qooper", "prompt": "c186-m1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for upselling and inclusion programs:** **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-m1|zai-small|Chronus", "prompt": "c186-m1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deep configurability, FedRAMP/Multi‑language, but higher cost & longer rollout"}, {"id": "mai-20260917-1752-baseline|c186-m2|alibaba-small|Chronus", "prompt": "c186-m2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chronus is arguably the best choice for mid-sized organizations that want a formalized program"}, {"id": "mai-20260917-1752-baseline|c186-m2|alibaba-small|Crosspo", "prompt": "c186-m2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Crosspo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Crosspo if you want to launch tomorrow with minimal administrative effort and rely on AI."}, {"id": "mai-20260917-1752-baseline|c186-m2|alibaba-small|Together", "prompt": "c186-m2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Peer-to-Peer Network: Together"}, {"id": "mai-20260917-1752-baseline|c186-m2|alibaba-small|CoachHub", "prompt": "c186-m2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CoachHub if your goal is to improve individual performance and close more B2B deals."}, {"id": "mai-20260917-1752-baseline|c186-m2|anthropic-small|Together Software", "prompt": "c186-m2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Together Software** or **Mentorloop** are likely your best bets due to their ease of use and mid-market focus."}, {"id": "mai-20260917-1752-baseline|c186-m2|anthropic-small|Mentorloop", "prompt": "c186-m2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Together Software** or **Mentorloop** are likely your best bets due to their ease of use and mid-market focus."}, {"id": "mai-20260917-1752-baseline|c186-m2|anthropic-small|Qooper", "prompt": "c186-m2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qooper shows up at the top of almost every 2026 enterprise-mentoring roundup, and the reason is range"}, {"id": "mai-20260917-1752-baseline|c186-m2|challenger-small|Together Platform", "prompt": "c186-m2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Together Platform** as the safest all-around choice"}, {"id": "mai-20260917-1752-baseline|c186-m2|challenger-small|Mentorgain", "prompt": "c186-m2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Mentorgain** as the best pick if you prioritize **fast deployment and lower cost**"}, {"id": "mai-20260917-1752-baseline|c186-m2|challenger-small|MentorcliQ", "prompt": "c186-m2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MentorcliQ** is also a credible option"}, {"id": "mai-20260917-1752-baseline|c186-m2|deepseek-small|Together Platform", "prompt": "c186-m2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Together Platform** is the strongest default choice."}, {"id": "mai-20260917-1752-baseline|c186-m2|deepseek-small|Qooper", "prompt": "c186-m2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qooper** — Best if you want a more \"all-in-one\" platform with the deepest AI matching and integrations"}, {"id": "mai-20260917-1752-baseline|c186-m2|deepseek-small|MentorcliQ", "prompt": "c186-m2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MentorcliQ** — Excellent if you're combining mentoring with ERGs"}, {"id": "mai-20260917-1752-baseline|c186-m2|deepseek-small|Chronus", "prompt": "c186-m2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid for a mid-size budget **Chronus** — Enterprise-grade but starts around $14,995+ ... Overkill"}, {"id": "mai-20260917-1752-baseline|c186-m2|deepseek-small|Mentorgain", "prompt": "c186-m2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mentorgain** (~$4,000–9,000/yr, 1–2 week go-live) is a budget-friendly value option worth considering"}, {"id": "mai-20260917-1752-baseline|c186-m2|google-small|Chronus", "prompt": "c186-m2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavyweight systems built for the Fortune 500 (like Chronus or MentorcliQ) are often overkill and budget-prohibitive for this segment."}, {"id": "mai-20260917-1752-baseline|c186-m2|google-small|MentorcliQ", "prompt": "c186-m2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavyweight systems built for the Fortune 500 (like Chronus or MentorcliQ) are often overkill and budget-prohibitive for this segment."}, {"id": "mai-20260917-1752-baseline|c186-m2|google-small|Mentorloop", "prompt": "c186-m2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Mentorloop** is the most practical starting point due to its low administrative barrier and high ROI."}, {"id": "mai-20260917-1752-baseline|c186-m2|google-small|Qooper", "prompt": "c186-m2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are looking to tie mentoring closely to your sales enablement or structured leadership curriculum, **Qooper**\\u2019s milestone tracking is worth the slightly higher setup effort"}, {"id": "mai-20260917-1752-baseline|c186-m2|google-small|Together Platform (by Absorb LMS)", "prompt": "c186-m2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform (by Absorb LMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Companies looking to integrate mentoring with their learning management system (LMS)."}, {"id": "mai-20260917-1752-baseline|c186-m2|google-small|Mentorgain", "prompt": "c186-m2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** Enterprise-level security and features on a tight budget."}, {"id": "mai-20260917-1752-baseline|c186-m2|meta-small|MentorGain", "prompt": "c186-m2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorGain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee mentoring platform for a mid-sized B2B company would be MentorGain, Together Platform, or PushFar"}, {"id": "mai-20260917-1752-baseline|c186-m2|meta-small|Together Platform", "prompt": "c186-m2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be MentorGain, Together Platform, or PushFar"}, {"id": "mai-20260917-1752-baseline|c186-m2|meta-small|PushFar", "prompt": "c186-m2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be MentorGain, Together Platform, or PushFar"}, {"id": "mai-20260917-1752-baseline|c186-m2|minimax-small|Together Mentoring", "prompt": "c186-m2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Mentoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Together Mentoring** as the top choice for most mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c186-m2|minimax-small|Chronus", "prompt": "c186-m2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Chronus** as a strong alternative"}, {"id": "mai-20260917-1752-baseline|c186-m2|mistral-small|Together", "prompt": "c186-m2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Together** stands out as the most balanced choice due to its AI-driven matching, strong integrations, and proven track record"}, {"id": "mai-20260917-1752-baseline|c186-m2|mistral-small|Chronus", "prompt": "c186-m2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chronus** or **MentorCloud** may also be worth considering"}, {"id": "mai-20260917-1752-baseline|c186-m2|mistral-small|MentorCloud", "prompt": "c186-m2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chronus** or **MentorCloud** may also be worth considering"}, {"id": "mai-20260917-1752-baseline|c186-m2|mistral-small|MentorGain", "prompt": "c186-m2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorGain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tailored for mid-size companies, emphasizing quick implementation, predictable costs"}, {"id": "mai-20260917-1752-baseline|c186-m2|moonshot-small|Together Platform", "prompt": "c186-m2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one safe bet for a typical mid-sized B2B company, I'd start with **Together Platform** or **Mentorgain** for a demo."}, {"id": "mai-20260917-1752-baseline|c186-m2|moonshot-small|Mentorgain", "prompt": "c186-m2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Together Platform** or **Mentorgain** for a demo. They hit the sweet spot of functionality without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c186-m2|moonshot-small|PushFar", "prompt": "c186-m2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lean HR Teams: Mentorgain or PushFar ... top options when you don't have a dedicated L&D team"}, {"id": "mai-20260917-1752-baseline|c186-m2|moonshot-small|Chronus", "prompt": "c186-m2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tools like Chronus may require more configuration than mid-market-focused tools like Together."}, {"id": "mai-20260917-1752-baseline|c186-m2|moonshot-small|MentorCloud", "prompt": "c186-m2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Medium-to-Large Orgs (Specialized): MentorCloud ... has strong facilitation tools."}, {"id": "mai-20260917-1752-baseline|c186-m2|openai-small|MentorcliQ", "prompt": "c186-m2", "model": "openai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **MentorcliQ** if you want a more established, enterprise-grade platform that still fits mid-market teams."}, {"id": "mai-20260917-1752-baseline|c186-m2|openai-small|Mentorloop", "prompt": "c186-m2", "model": "openai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentorloop** is also a strong option"}, {"id": "mai-20260917-1752-baseline|c186-m2|xai-small|Together Platform", "prompt": "c186-m2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Together Platform** as the top employee mentoring platform."}, {"id": "mai-20260917-1752-baseline|c186-m2|xai-small|MentorcliQ", "prompt": "c186-m2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... MentorcliQ | Structured programs with deep analytics"}, {"id": "mai-20260917-1752-baseline|c186-m2|xai-small|Chronus", "prompt": "c186-m2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chronus | Configurable matching at scale ... good reviews but fewer for SMBs, longer setup"}, {"id": "mai-20260917-1752-baseline|c186-m2|xai-small|Mentorloop", "prompt": "c186-m2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mid-sized fit over niche/SMB tools (e.g., Mentorloop)"}, {"id": "mai-20260917-1752-baseline|c186-m2|xai-small|Qooper", "prompt": "c186-m2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparisons (e.g., Qooper/Brancher blogs)"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|Together Platform", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Together Platform** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|Qooper", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI Matching + ROI Measurement- **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|MentorcliQ", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise-Level Governance & Multi-Program Support- **MentorcliQ**"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|PushFar", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PushFar is noted for budget-conscious teams"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|Mentornity", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PushFar** (or **Mentornity** / **Mentorgain**)"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|Mentorgain", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mentorgain is highlighted for fast implementation (1–2 weeks) and competitive global pricing"}, {"id": "mai-20260917-1752-baseline|c186-m2|zai-small|MentorLoop", "prompt": "c186-m2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Lightweight / Simple Programs- **MentorLoop** - Lightweight, easy to use"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|Chronus", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Chronus** | Large Enterprises & Gov | High-end security (FedRAMP/DOD compliant)"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|Guider", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Guider** | Engagement & DEI | Integrates deeply with workplace tools like Slack"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|MentorcliQ", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MentorcliQ** | Global Standard | Strong global presence with extensive localization"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|Qooper", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qooper** | All-Rounder Versatility | Supports \"any type\" of relationship"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|Together", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Together** | Career Pathways | Distinctive feature of providing structured career pathing"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|Ten Thousand Coffees", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ten Thousand Coffees** | Lightweight / Culture | No heavy bureaucracy"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|ADPList", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free community-focused platform primarily for Designers and Product Managers."}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|GrowthMentor", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "GrowthMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A paid service connecting marketers and entrepreneurs with industry veterans."}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|MentorLoop", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Often used by non-profits and specific industry associations"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|MentorCity", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "MentorLoop / MentorCity:** Often used by non-profits"}, {"id": "mai-20260917-1752-baseline|c186-m3|alibaba-small|PushFar", "prompt": "c186-m3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**PushFar** and **Ten Thousand Coffees** offer minimal oversight"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|Chronus", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "workplace mentoring platforms that companies use to run structured employee programs (Chronus, MentorcliQ, Together, Qooper, Mentorloop, Guider, PushFar, 10KC)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|MentorcliQ", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Chronus, MentorcliQ, Together, Qooper, Mentorloop, Guider, PushFar, 10KC)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|Together", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Chronus, MentorcliQ, Together, Qooper, Mentorloop, Guider, PushFar, 10KC)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|Qooper", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Qooper handles matching, scheduling, goals, and reporting, and it plugs into the HR systems a company already runs. It scales from a small pilot to a company-wide program"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|Mentorloop", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mentorloop is the well-known mid-market option... without the heaviest enterprise overhead."}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|Guider", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Chronus, MentorcliQ, Together, Qooper, Mentorloop, Guider, PushFar, 10KC)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|PushFar", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Chronus, MentorcliQ, Together, Qooper, Mentorloop, Guider, PushFar, 10KC)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|10KC", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "10KC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(Chronus, MentorcliQ, Together, Qooper, Mentorloop, Guider, PushFar, 10KC)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|ADPList", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mentor marketplaces where individuals find a mentor on their own (ADPList, MentorCruise)"}, {"id": "mai-20260917-1752-baseline|c186-m3|anthropic-small|MentorCruise", "prompt": "c186-m3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "It has the largest curated pool of the paid options at 7,100+ mentors, and a 7-day free trial per mentor."}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|Chronus", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Chronus, MentorcliQ, Together, Qooper, Guider, Mentorloop, MentorCloud, MentorCity** are built for organizations"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|MentorcliQ", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MentorcliQ | HR-led employee mentoring and ERGs"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|Together", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Together | Fast rollout of structured programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|Qooper", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qooper | Enterprise and global programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|Guider", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "built for organizations that need admin controls, matching, program workflows"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|Mentorloop", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mentorloop | Simpler, relationship-focused programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|MentorCloud", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Chronus, MentorcliQ, Together, Qooper, Guider, Mentorloop, MentorCloud, MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|MentorCity", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCity", "vendor_link": null, 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"mai-20260917-1752-baseline|c186-m3|challenger-small|MentorCollective", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCollective", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specialty / niche platforms**: ... MentorCollective, Mentorink"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|Mentorink", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mentorink | AI-powered matching at scale"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|ADPList", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "ADPList | Free mentorship for tech/design/product careers"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|MentorCruise", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "MentorCruise | Paid ongoing 1:1 mentorship"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|MicroMentor", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MicroMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "MicroMentor | Entrepreneurs and small businesses"}, {"id": "mai-20260917-1752-baseline|c186-m3|challenger-small|SCORE", "prompt": "c186-m3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "SCORE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "ADPList, MentorCruise, MicroMentor, SCORE** are meant for people who want to find mentors directly"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Chronus", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Structured enterprise programs at scale: Together, Chronus, MentorcliQ"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|MentorcliQ", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often rated \"best overall\" for deep enterprise mentoring, AI-assisted admin, and ERG (employee resource group) support"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Together", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quick deployment with templates and built-in learning content"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Qooper", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good integrations; tracks and reports well"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Ten Thousand Coffees", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Community networking + discovery: Ten Thousand Coffees, PushFar"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|PushFar", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable, lightweight, good for budget teams & nonprofits"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|ADPList", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Individuals finding a mentor independently: ADPList, MentorCruise"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|MentorCruise", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Freelance/career mentoring marketplaces where mentees book mentors"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Mentorloop", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fast, friendly, simple launch: Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Guider", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "DEI/inclusion & reverse mentoring: Guider"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Insala", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Insala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise governance and customization"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Torch", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Leadership development pathways: Torch"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Brancher", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Brancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Brancher for Australia/APAC"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Mentorink", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Mentorink for global/multilingual programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Mentornity", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "PushFar, Mentornity, and Mentorgain are budget-friendly and lightweight"}, {"id": "mai-20260917-1752-baseline|c186-m3|deepseek-small|Mentorgain", "prompt": "c186-m3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "budget-friendly and lightweight"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|Together", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Together** (best UI/integrations)"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|Chronus", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chronus** (best customization)"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|MentorcliQ", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MentorcliQ** (best for ERGs/DEI)"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|Qooper", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Smaller companies launching their first programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|10KC (Ten Thousand Coffees)", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "10KC (Ten Thousand Coffees)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specializes in automated, smart introductions to break down organizational silos"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|ADPList (Amazing Design People List)", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList (Amazing Design People List)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Completely free. It is widely considered the best platform for quick portfolio feedback"}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|MentorCruise", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Long-term, goal-oriented mentorship in tech, engineering, and product."}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|GrowthMentor", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Startup founders, growth marketers, and product managers."}, {"id": "mai-20260917-1752-baseline|c186-m3|google-small|SCORE", "prompt": "c186-m3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "SCORE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Early-stage small business owners and local entrepreneurs in the U.S."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Qooper", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|MentorcliQ", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Brancher", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Brancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Chronus", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Guider", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Together", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|10KC", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "10KC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Mentorloop", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|PushFar", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|meta-small|Mentorgain", "prompt": "c186-m3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top mentoring platforms include Qooper, MentorcliQ, Brancher, Chronus, Guider, Together, 10KC, Mentorloop, PushFar, and Mentorgain."}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Chronus", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Corporate mentoring programs**: Chronus, MentorcliQ, Together"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|MentorcliQ", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Corporate mentoring programs**: Chronus, MentorcliQ, Together"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Together", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Culture & L&D teams"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Mentorloop", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Fast, friendly launch of mentoring programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Torch", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Leadership development**: Torch, BetterUp"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Guider", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**DEI initiatives**: Guider"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|IGotAnOffer", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "IGotAnOffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Career transition into tech**: IGotAnOffer, ADPList"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|ADPList", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Largest free mentoring community for designers"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|GrowthMentor", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "GrowthMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Startup founders and growth professionals"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|PushFar", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Small business/SMEs**: PushFar (freemium available)"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Ten Thousand Coffees (10KC)", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for large organizations (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|MentorCloud", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "For mid-large organizations"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|Qooper", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "For companies, universities, associations with AI matching"}, {"id": "mai-20260917-1752-baseline|c186-m3|minimax-small|BetterUp", "prompt": "c186-m3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Leadership development**: Torch, BetterUp"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Qooper", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Differentiator: Strong focus on AI-driven matching and mobile accessibility"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|MentorcliQ", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Scalable for mid-size organizations with robust program management"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Brancher", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Brancher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "High customization and evidence-based matching algorithms"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Chronus", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Well-established, enterprise-focused with strong reporting"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Together", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong focus on learning and development (L&D) and culture building"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Guider", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly customizable, service-oriented approach"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|PushFar", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freemium model, accessible for smaller organizations and individuals"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|MentorCloud", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on larger organizations with advanced features"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Torch", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unique focus on integrating both internal and external mentorship"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Ten Thousand Coffees", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Emphasis on structured, scalable mentorship programs"}, {"id": "mai-20260917-1752-baseline|c186-m3|mistral-small|Emergi Mentors", "prompt": "c186-m3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Emergi Mentors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others focus on SMEs, universities, or individuals (PushFar, Emergi Mentors)"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Chronus", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Chronus** leads on configurability and government compliance"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|MentorcliQ", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern UX; strong ERG integration; SMART matching; #1 Chronus alternative"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Together", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Together** offers better value and was recently acquired by Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Guider", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep HRIS integrations; enterprise-grade analytics"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Mentorloop", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**#1 G2 ranking** in mentoring; equitable matching algorithm; starts at $299/mo"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|PushFar", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**PushFar** is more affordable but less feature-rich"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Qooper", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Qooper** focuses on training libraries and conversation guidance"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|10KC (Ten Thousand Coffees)", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "10KC (Ten Thousand Coffees)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Informal networking focus; community-driven"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Mentorgain", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Mentorgain** offers enterprise features at significantly lower cost"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|ADPList", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free mentorship for designers, marketers, product managers"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|MentorCruise", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tech professionals; paid long-term mentorship"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|MentorCity", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mentorloop, MentorCity, Art of Mentoring"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Art of Mentoring", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Art of Mentoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mentorloop, MentorCity, Art of Mentoring"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|Mentorink", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Global/multi-language programs** | Mentorink, MentorCloud"}, {"id": "mai-20260917-1752-baseline|c186-m3|moonshot-small|MentorCloud", "prompt": "c186-m3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Global/multi-language programs** | Mentorink, MentorCloud"}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|Chronus", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: **large organizations** that need structured, scalable mentoring... For enterprise HR / L&D: Chronus, MentorcliQ, Together, Guider."}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|MentorcliQ", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **enterprise workplace mentoring and ERG programs**."}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|Together Mentorship", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Mentorship", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **scalable company mentoring programs** that want a polished participant experience."}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|Mentorloop", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For strong matching and engagement:** Mentorloop."}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|Guider", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: enterprises that want a **guided mentoring experience** with onboarding and reporting."}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|Qooper", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Qooper is commonly grouped with enterprise mentoring tools and appears in top mentoring software lists"}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|MentorCity", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often positioned around **matching, tracking activities, and measuring impact**"}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|MentorCore", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MentorCity / MentorCore / MentorCloud"}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|MentorCloud", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MentorCity / MentorCore / MentorCloud"}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|ADPList", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For individual mentor search:** ADPList or MentorCruise."}, {"id": "mai-20260917-1752-baseline|c186-m3|openai-small|MentorCruise", "prompt": "c186-m3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For individual mentor search:** ADPList or MentorCruise."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|Chronus", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Chronus** | Large enterprises (Fortune 500) | Robust AI matching (MatchIQ analyzes skills/goals), deep HRIS integrations, strong reporting; longer setup (3-6 months)."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|MentorcliQ", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Easy onboarding/matching, good for multi-programs; integrations extra cost"}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|Together", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Easiest to use (#1 G2), pay-per-active-user, customizable dashboards"}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|Qooper", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI/smart matching, mobile apps (iOS/Android), ROI calculator, global networking; quick setup (2-4 weeks)."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|Guider", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Customizable programs, strong analytics; web-only; good for external mentor pools."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|PushFar", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Freemium tier, tiered plans, partial AI; mobile apps; budget-friendly entry."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|ADPList", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "36K+ volunteer mentors, quick 1:1 video calls; open to anyone, no strings."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|GrowthMentor", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "GrowthMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unlimited calls with 750+ vetted experts (flat fee); one-off or ongoing."}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|MentorCruise", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Subscribe to one mentor ($70-$350/mo); async messaging, work reviews"}, {"id": "mai-20260917-1752-baseline|c186-m3|xai-small|Clarity.fm", "prompt": "c186-m3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Clarity.fm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pay-per-minute ($2-$30/min); broad topics, no commitment."}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|Chronus", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large organizations running multiple, complex programs simultaneously"}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|MentorcliQ", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Companies looking to scale existing programs with advanced analytics and personality-based matching."}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|Guider", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is the industry leader specifically for DEI and reverse mentoring"}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|Ten Thousand Coffees (10KC)", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Ten Thousand Coffees (10KC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Networking, peer-to-peer learning, and organic connection."}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|PushFar", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Alumni communities and career progression tracking."}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|Together", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-market companies needing a fast, friendly launch."}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|ADPList", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It is the only major platform in this category that is completely free for the mentee."}, {"id": "mai-20260917-1752-baseline|c186-m3|zai-small|MentorCruise", "prompt": "c186-m3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "paid, premium service focused on deep expertise and specific career transitions"}, {"id": "mai-20260917-1752-baseline|c186-m4|alibaba-small|Mentorloop", "prompt": "c186-m4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have ~$1,000/year to spend: Go with **Mentorloop**. It offers the highest ROI"}, {"id": "mai-20260917-1752-baseline|c186-m4|alibaba-small|PushFar", "prompt": "c186-m4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pilot Programs (Freemium)... If you don't have enough senior leaders internally: Choose **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-m4|alibaba-small|Microsoft Teams / Google Workspace (Native Tools)", "prompt": "c186-m4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Microsoft Teams / Google Workspace (Native Tools)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have $0\\u2013$500 total: Use **Google Sheets + MS Teams** (DIY)"}, {"id": "mai-20260917-1752-baseline|c186-m4|alibaba-small|ADPList", "prompt": "c186-m4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The industry standard for finding free mentors in creative tech fields. It is a marketplace model rather than HR software"}, {"id": "mai-20260917-1752-baseline|c186-m4|alibaba-small|MicroMentor", "prompt": "c186-m4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "utilize **MicroMentor** if you are a small business owner"}, {"id": "mai-20260917-1752-baseline|c186-m4|anthropic-small|The Mentor Method", "prompt": "c186-m4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "The Mentor Method", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The Mentor Method** is one of the most cost-effective choices"}, {"id": "mai-20260917-1752-baseline|c186-m4|anthropic-small|MentorEase", "prompt": "c186-m4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorEase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another budget-conscious option, as it offers affordable and flexible pricing that fits all budgets"}, {"id": "mai-20260917-1752-baseline|c186-m4|anthropic-small|Mentorloop", "prompt": "c186-m4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentorloop offers the lowest entry point with their Pro plan at $299/month"}, {"id": "mai-20260917-1752-baseline|c186-m4|anthropic-small|PushFar", "prompt": "c186-m4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a small business with simple needs and limited budget, PushFar is recommended"}, {"id": "mai-20260917-1752-baseline|c186-m4|challenger-small|PushFar", "prompt": "c186-m4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-m4|challenger-small|Mentornity", "prompt": "c186-m4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentornity** and **Mentorgain** as good alternatives"}, {"id": "mai-20260917-1752-baseline|c186-m4|challenger-small|Mentorgain", "prompt": "c186-m4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mentorgain** is another accessible entry point"}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|Mentornity", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have 10 or fewer participants:** **Mentornity** (or MentorStack) is essentially free with full features — start here."}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|PushFar", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need to scale beyond ~10 people:** **PushFar** (~$200/month flat) is the cheapest way to run a proper company-wide program"}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|Mentorloop", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly rated (#1 on G2); cloud-based and suited to nonprofits, startups, and small orgs. Offers free trials."}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|MentorStack", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free tier for up to 10 participants** with no time limit. Good transparent, low-cost option."}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|Together", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more premium/custom-priced and usually overkill for tight budgets"}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|MentorcliQ", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more premium/custom-priced and usually overkill for tight budgets"}, {"id": "mai-20260917-1752-baseline|c186-m4|deepseek-small|Chronus", "prompt": "c186-m4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more premium/custom-priced and usually overkill for tight budgets"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|Together", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While industry giants like Together, Chronus, and MentorcliQ are excellent, their pricing often starts at $5,000 to $12,000+ per year, which is out of reach"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|Chronus", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing often starts at $5,000 to $12,000+ per year, which is out of reach for companies with tight budgets"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|MentorcliQ", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing often starts at $5,000 to $12,000+ per year, which is out of reach for companies with tight budgets"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|Mentornity", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mentornity (Best Overall for Transparent, Tiered Pricing)"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|MentorStack", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MentorStack (Best for Modern UX and AI-assisted Mentoring)"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|Mentorloop Pro", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mentorloop Pro (Best Value for Programs with 50–100 Participants)"}, {"id": "mai-20260917-1752-baseline|c186-m4|google-small|PushFar", "prompt": "c186-m4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PushFar (Best if You Need an External Mentor Pool)"}, {"id": "mai-20260917-1752-baseline|c186-m4|meta-small|Mentornity", "prompt": "c186-m4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best mentoring program software for a company with a limited budget is Mentornity"}, {"id": "mai-20260917-1752-baseline|c186-m4|meta-small|PushFar", "prompt": "c186-m4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include PushFar and Mentorgain, which are also budget-friendly."}, {"id": "mai-20260917-1752-baseline|c186-m4|meta-small|Mentorgain", "prompt": "c186-m4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include PushFar and Mentorgain, which are also budget-friendly."}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|Mentornity", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Mentornity** (if under 10 users) or **PushFar** (~$200/month)"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|SourceForge Mentoring Software", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "SourceForge Mentoring Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the **free SourceForge option** lets you run a full pilot before committing"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|PushFar", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Mentornity** (if under 10 users) or **PushFar** (~$200/month)"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|Mentorgain", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$3,200/year for up to 100 users"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|Mentorloop", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$299/month (Pro) - Highly rated for ease of use"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|ADPList", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free platform with 36,000+ mentors (best for tech/design careers)"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|SCORE", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "SCORE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free business mentoring"}, {"id": "mai-20260917-1752-baseline|c186-m4|minimax-small|MicroMentor", "prompt": "c186-m4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free business mentoring"}, {"id": "mai-20260917-1752-baseline|c186-m4|mistral-small|ADPList", "prompt": "c186-m4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with a free plan from a reputable platform like ADPList, MicroMentor, or SCORE"}, {"id": "mai-20260917-1752-baseline|c186-m4|mistral-small|MicroMentor", "prompt": "c186-m4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with a free plan from a reputable platform like ADPList, MicroMentor, or SCORE"}, {"id": "mai-20260917-1752-baseline|c186-m4|mistral-small|SCORE", "prompt": "c186-m4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "SCORE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with a free plan from a reputable platform like ADPList, MicroMentor, or SCORE"}, {"id": "mai-20260917-1752-baseline|c186-m4|mistral-small|Mentorloop", "prompt": "c186-m4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more structure and scalability, consider a low-cost paid plan from Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-m4|moonshot-small|Mentornity", "prompt": "c186-m4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Mentornity (free up to 10 users) to test the concept"}, {"id": "mai-20260917-1752-baseline|c186-m4|moonshot-small|Mentorink", "prompt": "c186-m4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentorink at ~$10/user/month is the most cost-effective paid option"}, {"id": "mai-20260917-1752-baseline|c186-m4|moonshot-small|Mentorloop", "prompt": "c186-m4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rated #1 mentoring software on G2 - Offers a free trial"}, {"id": "mai-20260917-1752-baseline|c186-m4|moonshot-small|MicroMentor", "prompt": "c186-m4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For very simple needs, MicroMentor is completely free but has fewer enterprise features"}, {"id": "mai-20260917-1752-baseline|c186-m4|openai-small|Mentorloop Pro", "prompt": "c186-m4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mentorloop Pro** is the strongest low-cost option I found"}, {"id": "mai-20260917-1752-baseline|c186-m4|openai-small|Qooper", "prompt": "c186-m4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "solid features and support, but pricing is not publicly fixed and appears more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c186-m4|openai-small|Chronus", "prompt": "c186-m4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually not budget-first:** **Chronus** — powerful, but pricing is contact-for-quote and aimed at larger programs"}, {"id": "mai-20260917-1752-baseline|c186-m4|xai-small|PushFar", "prompt": "c186-m4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PushFar stands out as the top recommendation for mentoring program software"}, {"id": "mai-20260917-1752-baseline|c186-m4|xai-small|Mentorloop", "prompt": "c186-m4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong budget-friendly options:\n1. **Mentorloop**"}, {"id": "mai-20260917-1752-baseline|c186-m4|xai-small|Together Platform", "prompt": "c186-m4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for mid-sized growth but pricier per user at scale"}, {"id": "mai-20260917-1752-baseline|c186-m4|xai-small|Qooper", "prompt": "c186-m4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pricing on request, noted as affordable/flexible"}, {"id": "mai-20260917-1752-baseline|c186-m4|xai-small|ADPList", "prompt": "c186-m4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Completely free volunteer networks... less structured for internal company programs"}, {"id": "mai-20260917-1752-baseline|c186-m4|xai-small|MicroMentor/SCORE", "prompt": "c186-m4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor/SCORE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Completely free volunteer networks for tech/business mentoring, but less structured"}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|Mentornity", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for a Limited Budget: Mentornity"}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|MentorcliQ", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free trial available; custom pricing for larger needs."}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|Coding Coach", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Coding Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Explore **open‑source options** like Coding Coach or OpenMentor, but be prepared for setup and maintenance work."}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|OpenMentor", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "OpenMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open‑source GitHub project with GPL‑2.0 license. You can host it yourself, but it requires development resources"}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|MicroMentor", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More suited for external mentoring than internal company programs."}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|ADPList", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Community‑focused; less structured for internal company programs."}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|Mentorgain", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider **Mentorgain** at **$4,000/year** (up to 100 users)"}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|MentorEase", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorEase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$5,995/year (basic plan) | Simple tool with basic matching, communication, and reporting."}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|PushFar", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "~$200/month (small teams) ... Very small teams that need a quick, low‑cost setup."}, {"id": "mai-20260917-1752-baseline|c186-m4|zai-small|Chronus", "prompt": "c186-m4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "$9,900/year (Start tier...) | Larger organizations with more sophisticated needs."}, {"id": "mai-20260917-1752-baseline|c186-m5|alibaba-small|Chronus", "prompt": "c186-m5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "mentorship software vendors (like Chronus, MentorcliQ, Tandem, or Red Brick Mentorship)"}, {"id": "mai-20260917-1752-baseline|c186-m5|alibaba-small|MentorcliQ", "prompt": "c186-m5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "mentorship software vendors (like Chronus, MentorcliQ, Tandem, or Red Brick Mentorship)"}, {"id": "mai-20260917-1752-baseline|c186-m5|alibaba-small|Tandem", "prompt": "c186-m5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "Tandem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mentorship software vendors (like Chronus, MentorcliQ, Tandem, or Red Brick Mentorship)"}, {"id": "mai-20260917-1752-baseline|c186-m5|alibaba-small|Red Brick Mentorship", "prompt": "c186-m5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "Red Brick Mentorship", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mentorship software vendors (like Chronus, MentorcliQ, Tandem, or Red Brick Mentorship)"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|Together", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mid-market / fast deployment:** Together, Mentorloop, Ten Thousand Coffees, Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|Mentorloop", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mid-market / fast deployment:** Together, Mentorloop, Ten Thousand Coffees, Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|Ten Thousand Coffees", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Mid-market / fast deployment:** Together, Mentorloop, Ten Thousand Coffees, Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|Mentorgain", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Mid-market / fast deployment:** Together, Mentorloop, Ten Thousand Coffees, Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|Chronus", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise-focused:** Chronus, Qooper, MentorcliQ"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|Qooper", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise-focused:** Chronus, Qooper, MentorcliQ"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|MentorcliQ", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Enterprise-focused:** Chronus, Qooper, MentorcliQ"}, {"id": "mai-20260917-1752-baseline|c186-m5|deepseek-small|MentorCity", "prompt": "c186-m5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Simple/affordable:** MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-m5|google-small|Together Software", "prompt": "c186-m5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for its integrations, powerful matching algorithm, and ease of use. Excellent for mid-market."}, {"id": "mai-20260917-1752-baseline|c186-m5|google-small|Mentorloop", "prompt": "c186-m5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its user-friendly interface and \"My Match\" feature"}, {"id": "mai-20260917-1752-baseline|c186-m5|google-small|Guider", "prompt": "c186-m5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for skill-based matching and offers a very polished user interface."}, {"id": "mai-20260917-1752-baseline|c186-m5|google-small|Qooper", "prompt": "c186-m5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly customizable, strong in supporting structured training and learning pathways alongside mentoring."}, {"id": "mai-20260917-1752-baseline|c186-m5|meta-small|Qooper", "prompt": "c186-m5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Qooper and Teleskope are examples of software that can scale to meet the needs of large enterprises."}, {"id": "mai-20260917-1752-baseline|c186-m5|meta-small|Teleskope", "prompt": "c186-m5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Teleskope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MentorcliQ and Teleskope offer high levels of customization."}, {"id": "mai-20260917-1752-baseline|c186-m5|meta-small|MentorcliQ", "prompt": "c186-m5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MentorcliQ offers program design and strategic support."}, {"id": "mai-20260917-1752-baseline|c186-m5|minimax-small|Chronus", "prompt": "c186-m5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Request demos from top platforms like **Chronus**, **MentorcliQ**, **Together**, and **Torch** — all rated highly for enterprise use."}, {"id": "mai-20260917-1752-baseline|c186-m5|minimax-small|MentorcliQ", "prompt": "c186-m5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Request demos from top platforms like **Chronus**, **MentorcliQ**, **Together**, and **Torch**"}, {"id": "mai-20260917-1752-baseline|c186-m5|minimax-small|Together", "prompt": "c186-m5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Request demos from top platforms like **Chronus**, **MentorcliQ**, **Together**, and **Torch**"}, {"id": "mai-20260917-1752-baseline|c186-m5|minimax-small|Torch", "prompt": "c186-m5", "model": "minimax-small", "cat": "mentoring-software", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Request demos from top platforms like **Chronus**, **MentorcliQ**, **Together**, and **Torch** — all rated highly for enterprise use."}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|Mentorgain", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms like Mentorgain offer 1-2 week go-live ... 60-70% lower cost than enterprise alternatives"}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|Chronus", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise solutions (Chronus, MentorcliQ) may take 4-12 weeks"}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|MentorcliQ", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise solutions (Chronus, MentorcliQ) may take 4-12 weeks"}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|Together", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Together, Mentorloop, Ten Thousand Coffees, Mentorgain | Quick launch, predictable pricing"}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|Mentorloop", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Together, Mentorloop, Ten Thousand Coffees, Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|Ten Thousand Coffees", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Together, Mentorloop, Ten Thousand Coffees, Mentorgain"}, {"id": "mai-20260917-1752-baseline|c186-m5|moonshot-small|Qooper", "prompt": "c186-m5", "model": "moonshot-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Qooper, MentorcliQ, Chronus | Complex programs, deep analytics"}, {"id": "mai-20260917-1752-baseline|c186-m5|xai-small|MentorcliQ", "prompt": "c186-m5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in 2024/2025 comparisons include MentorcliQ, Qooper, Together Platform, Chronus, and Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-m5|xai-small|Qooper", "prompt": "c186-m5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in 2024/2025 comparisons include MentorcliQ, Qooper, Together Platform, Chronus, and Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-m5|xai-small|Together Platform", "prompt": "c186-m5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options in 2024/2025 comparisons include MentorcliQ, Qooper, Together Platform, Chronus, and Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-m5|xai-small|Chronus", "prompt": "c186-m5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options in 2024/2025 comparisons include MentorcliQ, Qooper, Together Platform, Chronus, and Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-m5|xai-small|Ten Thousand Coffees", "prompt": "c186-m5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options in 2024/2025 comparisons include MentorcliQ, Qooper, Together Platform, Chronus, and Ten Thousand Coffees"}, {"id": "mai-20260917-1752-baseline|c186-m6|alibaba-small|Speedy Mentors (speedymentors.com)", "prompt": "c186-m6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "Speedy Mentors (speedymentors.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Reason to Avoid:** Multiple users on review sites describe this as a \"sophisticated scam\""}, {"id": "mai-20260917-1752-baseline|c186-m6|alibaba-small|Mentorshiphub.ca", "prompt": "c186-m6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorshiphub.ca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the platform appears to be a \"data harvesting\" site rather than a functional service"}, {"id": "mai-20260917-1752-baseline|c186-m6|alibaba-small|Mentor.me", "prompt": "c186-m6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Reason to Avoid:** While not always labeled a total scam, it has generated negative feedback for its aggressive business model."}, {"id": "mai-20260917-1752-baseline|c186-m6|deepseek-small|Mentor.me (mentor.me)", "prompt": "c186-m6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor.me (mentor.me)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple Trustpilot reviews calling this a scam."}, {"id": "mai-20260917-1752-baseline|c186-m6|deepseek-small|Trader Mentor School", "prompt": "c186-m6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Trader Mentor School", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This is a classic warning sign for financial/trading \"mentorship\" services, many of which are coaching scams"}, {"id": "mai-20260917-1752-baseline|c186-m6|deepseek-small|Mentorshiphub.ca", "prompt": "c186-m6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorshiphub.ca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trustpilot \"Average\" (~3.4/5). Flags include blank/\"Lorem Ipsum\" mentor profiles"}, {"id": "mai-20260917-1752-baseline|c186-m6|deepseek-small|Medic Mentor (medicmentor.co.uk)", "prompt": "c186-m6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Medic Mentor (medicmentor.co.uk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple \"straight scam\" reviews describing hard-selling tactics"}, {"id": "mai-20260917-1752-baseline|c186-m6|deepseek-small|MentorMe.io", "prompt": "c186-m6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorMe.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mixed reviews, with reports of a \"terrible portal,\" \"abysmal customer service\""}, {"id": "mai-20260917-1752-baseline|c186-m6|deepseek-small|Plato (mentoring platform)", "prompt": "c186-m6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Plato (mentoring platform)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Flagged in the tech community ... for inflating perceived value ... a misleading-marketing concern."}, {"id": "mai-20260917-1752-baseline|c186-m6|google-small|Amway", "prompt": "c186-m6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Amway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is a classic recruiting funnel for multi-level marketing (MLM) schemes—most notoriously **Amway**."}, {"id": "mai-20260917-1752-baseline|c186-m6|google-small|Pathrise", "prompt": "c186-m6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Pathrise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pathrise has faced severe user backlash and a major class-action lawsuit accusing them of misleading job seekers."}, {"id": "mai-20260917-1752-baseline|c186-m6|google-small|ADPList", "prompt": "c186-m6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms with Ethical Controversies or \"Ghosting\" Issues (Exercise Caution) **Example: ADPList**"}, {"id": "mai-20260917-1752-baseline|c186-m6|google-small|Plato", "prompt": "c186-m6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Plato", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users have warned about \"dark patterns\" in their billing and pricing structures"}, {"id": "mai-20260917-1752-baseline|c186-m6|google-small|GrowthMentor", "prompt": "c186-m6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "require a 3-to-12-month non-refundable upfront commitment (as seen with some pricing tiers on GrowthMentor), proceed with caution"}, {"id": "mai-20260917-1752-baseline|c186-m6|meta-small|MentorCruise", "prompt": "c186-m6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "MentorCruise: A platform that connects mentees with experienced mentors, but may have limited accountability and varying pricing."}, {"id": "mai-20260917-1752-baseline|c186-m6|meta-small|ADPList", "prompt": "c186-m6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ADPList: A free platform with a large pool of mentors, but limited slots and no accountability built-in."}, {"id": "mai-20260917-1752-baseline|c186-m6|meta-small|GrowthMentor", "prompt": "c186-m6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GrowthMentor: A paid platform with a flat membership fee and access to multiple mentors, but may require some self-matching."}, {"id": "mai-20260917-1752-baseline|c186-m6|meta-small|Clarity.fm", "prompt": "c186-m6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "Clarity.fm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Clarity.fm: A platform for one-time paid calls with experts, but may not be suitable for ongoing mentorship."}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|ADPList", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Free or community-based platforms (like ADPList, MicroMentor, SCORE, and UStrive) are often safer choices for individuals"}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|MicroMentor", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free or community-based platforms (like ADPList, MicroMentor, SCORE, and UStrive) are often safer choices for individuals"}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|SCORE", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free or community-based platforms (like ADPList, MicroMentor, SCORE, and UStrive) are often safer choices for individuals"}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|UStrive", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "UStrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free or community-based platforms (like ADPList, MicroMentor, SCORE, and UStrive) are often safer choices for individuals"}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|Together", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise-focused tools (such as Together, MentorcliQ, and Chronus) are typically used by companies for internal programs"}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|MentorcliQ", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-focused tools (such as Together, MentorcliQ, and Chronus) are typically used by companies for internal programs"}, {"id": "mai-20260917-1752-baseline|c186-m6|mistral-small|Chronus", "prompt": "c186-m6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise-focused tools (such as Together, MentorcliQ, and Chronus) are typically used by companies for internal programs"}, {"id": "mai-20260917-1752-baseline|c186-m6|moonshot-small|Mentor.me", "prompt": "c186-m6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Mentor.me / Mentor.me** — ⚠️ **High Caution**\n- Multiple scam allegations on Trustpilot and Reddit"}, {"id": "mai-20260917-1752-baseline|c186-m6|moonshot-small|MentorshipHub", "prompt": "c186-m6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorshipHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Fake/plagiarized mentor profiles using \"Lorem Ipsum\" placeholder text ... Appears unverified and poorly moderated"}, {"id": "mai-20260917-1752-baseline|c186-m6|moonshot-small|ADPList", "prompt": "c186-m6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ADPList** — ⚠️ **Moderate Caution**"}, {"id": "mai-20260917-1752-baseline|c186-m6|moonshot-small|MentorCruise", "prompt": "c186-m6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**MentorCruise** — ⚠️ **Low-Moderate Caution**"}, {"id": "mai-20260917-1752-baseline|c186-m6|moonshot-small|MentorcliQ", "prompt": "c186-m6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**MentorcliQ** — ⚠️ **Low Caution (Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c186-m6|moonshot-small|SCORE", "prompt": "c186-m6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Established nonprofit programs:** SCORE (for entrepreneurs)"}, {"id": "mai-20260917-1752-baseline|c186-m6|xai-small|Mentor.me", "prompt": "c186-m6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple scam accusations, including claims of lost money ($4,000+), upselling empty promises"}, {"id": "mai-20260917-1752-baseline|c186-m6|xai-small|MentorCruise", "prompt": "c186-m6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reddit users call it a \"rip-off\" due to high prices, unresponsive mentors... Legitimate overall, but vet mentors carefully."}, {"id": "mai-20260917-1752-baseline|c186-m6|xai-small|ADPList", "prompt": "c186-m6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefer platforms with verified mentors, refunds, and positive volume reviews (e.g., ADPList for free tech mentoring"}, {"id": "mai-20260917-1752-baseline|c186-m6|xai-small|GrowthMentor", "prompt": "c186-m6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GrowthMentor 4.6+/5"}, {"id": "mai-20260917-1752-baseline|c186-m6|zai-small|mentor.me", "prompt": "c186-m6", "model": "zai-small", "cat": "mentoring-software", "variant": "negative", "raw": "mentor.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple 1-star reviews calling it a scam; claims of losing $4,000"}, {"id": "mai-20260917-1752-baseline|c186-m6|zai-small|Speedy Mentors", "prompt": "c186-m6", "model": "zai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Speedy Mentors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reviews describe a \"worthless course\" with no real-life experience or help; sophisticated scam tactics"}, {"id": "mai-20260917-1752-baseline|c186-m6|zai-small|Thinkful", "prompt": "c186-m6", "model": "zai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Thinkful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews claim mentors were non-existent and chat support was unhelpful; promises of job placement that were reneged"}, {"id": "mai-20260917-1752-baseline|c186-m6|zai-small|codementor.io", "prompt": "c186-m6", "model": "zai-small", "cat": "mentoring-software", "variant": "negative", "raw": "codementor.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Complaints about unmoderated platform with fraudulent mentors who are not qualified for their stated expertise"}, {"id": "mai-20260917-1752-baseline|c186-s1|alibaba-small|Mentorgain", "prompt": "c186-s1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: Mentorgain ... frequently cited as the best option for small-to-mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c186-s1|alibaba-small|Growth Mentor", "prompt": "c186-s1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "Growth Mentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for User Experience: Growth Mentor ... scoring highest among review aggregators for small business value"}, {"id": "mai-20260917-1752-baseline|c186-s1|alibaba-small|PushFar", "prompt": "c186-s1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple Matching: PushFar ... is the go-to solution"}, {"id": "mai-20260917-1752-baseline|c186-s1|alibaba-small|MentorcliQ", "prompt": "c186-s1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For a small team, this is often overkill and comes with a higher price tag and a longer implementation timeline."}, {"id": "mai-20260917-1752-baseline|c186-s1|alibaba-small|MicroMentor", "prompt": "c186-s1", "model": "alibaba-small", "cat": "mentoring-software", "variant": "direct", "raw": "MicroMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MicroMentor or specialized white-label solutions would be more appropriate"}, {"id": "mai-20260917-1752-baseline|c186-s1|anthropic-small|Mentorloop", "prompt": "c186-s1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mentorloop is the #1-rated mentoring software... with 32% of its user base in small business"}, {"id": "mai-20260917-1752-baseline|c186-s1|anthropic-small|Together Software", "prompt": "c186-s1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended as best for customizability and UX"}, {"id": "mai-20260917-1752-baseline|c186-s1|anthropic-small|MentorcliQ", "prompt": "c186-s1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is heavier than a startup needs and exactly right for a big organization"}, {"id": "mai-20260917-1752-baseline|c186-s1|anthropic-small|Mentorgain", "prompt": "c186-s1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a standout choice for organizations that want enterprise-grade features ... at pricing that is 60–70% lower"}, {"id": "mai-20260917-1752-baseline|c186-s1|anthropic-small|MentorEase", "prompt": "c186-s1", "model": "anthropic-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorEase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "which could work for smaller budgets"}, {"id": "mai-20260917-1752-baseline|c186-s1|challenger-small|Mentorloop", "prompt": "c186-s1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mentorloop** is the best fit ... best overall for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c186-s1|challenger-small|Together", "prompt": "c186-s1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is recurring mentoring cohorts, strong check-in tracking, and reporting"}, {"id": "mai-20260917-1752-baseline|c186-s1|challenger-small|Qooper", "prompt": "c186-s1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a structured employee-growth platform with AI matching"}, {"id": "mai-20260917-1752-baseline|c186-s1|challenger-small|MentorcliQ", "prompt": "c186-s1", "model": "challenger-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "stronger for larger or more complex programs, with reviews describing it as best for enterprise-scale mentoring"}, {"id": "mai-20260917-1752-baseline|c186-s1|deepseek-small|Qooper", "prompt": "c186-s1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Qooper** is the strongest choice"}, {"id": "mai-20260917-1752-baseline|c186-s1|deepseek-small|Mentorloop", "prompt": "c186-s1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentorloop** (or MentorCruise for even smaller needs) is an excellent low-risk starting point"}, {"id": "mai-20260917-1752-baseline|c186-s1|deepseek-small|MentorCruise", "prompt": "c186-s1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value \"Pay-as-you-go\" Option: **MentorCruise**"}, {"id": "mai-20260917-1752-baseline|c186-s1|deepseek-small|Together Platform", "prompt": "c186-s1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is custom and leans mid-market/enterprise (can be overkill for small teams)"}, {"id": "mai-20260917-1752-baseline|c186-s1|deepseek-small|MentorcliQ", "prompt": "c186-s1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better suited to enterprises, not small companies"}, {"id": "mai-20260917-1752-baseline|c186-s1|deepseek-small|Mentorly", "prompt": "c186-s1", "model": "deepseek-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a transparent mid-range option"}, {"id": "mai-20260917-1752-baseline|c186-s1|google-small|Mentorloop", "prompt": "c186-s1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mentorloop (Best Overall for Small Teams & Budget)"}, {"id": "mai-20260917-1752-baseline|c186-s1|google-small|Qooper", "prompt": "c186-s1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qooper (Best for Guided, \"First-Time\" Programs)"}, {"id": "mai-20260917-1752-baseline|c186-s1|google-small|Together Mentorship", "prompt": "c186-s1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Mentorship", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing starting around $10,000/year. It is a larger investment for a small B2B company"}, {"id": "mai-20260917-1752-baseline|c186-s1|google-small|GrowthMentor", "prompt": "c186-s1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "GrowthMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with GrowthMentor if your small team needs external B2B startup, sales, and marketing advice"}, {"id": "mai-20260917-1752-baseline|c186-s1|google-small|MentorCruise", "prompt": "c186-s1", "model": "google-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MentorCruise is a highly respected alternative"}, {"id": "mai-20260917-1752-baseline|c186-s1|meta-small|MentorCloud", "prompt": "c186-s1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MentorCloud - a platform specializing in facilitating mentoring programs within medium to large organizations."}, {"id": "mai-20260917-1752-baseline|c186-s1|meta-small|PushFar", "prompt": "c186-s1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "PushFar - a mentoring software with a pricing plan starting at around US$200 per month."}, {"id": "mai-20260917-1752-baseline|c186-s1|meta-small|Mentornity", "prompt": "c186-s1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mentornity - a mentoring software with a pricing plan starting at US$350 per month."}, {"id": "mai-20260917-1752-baseline|c186-s1|meta-small|Mentorgain", "prompt": "c186-s1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mentorgain - a mentoring software with a pricing plan starting at US$3,200 per year for up to 100 users."}, {"id": "mai-20260917-1752-baseline|c186-s1|meta-small|MicroMentor", "prompt": "c186-s1", "model": "meta-small", "cat": "mentoring-software", "variant": "direct", "raw": "MicroMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MicroMentor - a nonprofit that connects entrepreneurs, especially small-business owners, with volunteer business mentors worldwide, at no cost."}, {"id": "mai-20260917-1752-baseline|c186-s1|minimax-small|Mentorloop", "prompt": "c186-s1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mentorloop** is your best bet because"}, {"id": "mai-20260917-1752-baseline|c186-s1|minimax-small|MentorcliQ", "prompt": "c186-s1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "higher but more enterprise-focused... Starts at $9,900/year (better for larger companies)"}, {"id": "mai-20260917-1752-baseline|c186-s1|minimax-small|Together Platform", "prompt": "c186-s1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for fast structured launches with templates and goal-based matching"}, {"id": "mai-20260917-1752-baseline|c186-s1|minimax-small|Qooper", "prompt": "c186-s1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI matching + ROI dashboard"}, {"id": "mai-20260917-1752-baseline|c186-s1|minimax-small|PushFar", "prompt": "c186-s1", "model": "minimax-small", "cat": "mentoring-software", "variant": "direct", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$200/month (most affordable entry point)"}, {"id": "mai-20260917-1752-baseline|c186-s1|mistral-small|Growth Mentor", "prompt": "c186-s1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Growth Mentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a top choice for small teams and B2B companies... **Growth Mentor** and **Mentoring Complete** are often recommended as the best options"}, {"id": "mai-20260917-1752-baseline|c186-s1|mistral-small|Mentoring Complete", "prompt": "c186-s1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentoring Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Growth Mentor** and **Mentoring Complete** are often recommended as the best options due to their scalability"}, {"id": "mai-20260917-1752-baseline|c186-s1|mistral-small|MicroMentor", "prompt": "c186-s1", "model": "mistral-small", "cat": "mentoring-software", "variant": "direct", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, **MicroMentor** is a great free alternative."}, {"id": "mai-20260917-1752-baseline|c186-s1|moonshot-small|PushFar", "prompt": "c186-s1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with PushFar** if budget is your main concern – it offers the essentials at the lowest price point"}, {"id": "mai-20260917-1752-baseline|c186-s1|moonshot-small|Together Platform", "prompt": "c186-s1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to Together** later if your program grows and you need more sophisticated features"}, {"id": "mai-20260917-1752-baseline|c186-s1|moonshot-small|Mentorgain", "prompt": "c186-s1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Mentorgain** if you want transparent pricing and have up to 100 employees"}, {"id": "mai-20260917-1752-baseline|c186-s1|moonshot-small|Mentornity", "prompt": "c186-s1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mentornity** – Mid-Range Option"}, {"id": "mai-20260917-1752-baseline|c186-s1|moonshot-small|MentorcliQ", "prompt": "c186-s1", "model": "moonshot-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **MentorcliQ** for now – it's enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c186-s1|openai-small|Together", "prompt": "c186-s1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small B2B company:** **Together**"}, {"id": "mai-20260917-1752-baseline|c186-s1|openai-small|Mentorloop", "prompt": "c186-s1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pick Mentorloop if matching/reporting matter more"}, {"id": "mai-20260917-1752-baseline|c186-s1|openai-small|Chronus", "prompt": "c186-s1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "still positioned as an enterprise platform and pricing is quote-based"}, {"id": "mai-20260917-1752-baseline|c186-s1|openai-small|MentorcliQ", "prompt": "c186-s1", "model": "openai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pick Chronus or MentorcliQ only if you expect a more complex, formal program"}, {"id": "mai-20260917-1752-baseline|c186-s1|xai-small|PushFar", "prompt": "c186-s1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation for small B2B: PushFar"}, {"id": "mai-20260917-1752-baseline|c186-s1|xai-small|Together Platform", "prompt": "c186-s1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives: 1. Together Platform ... Best for structured, scalable programs"}, {"id": "mai-20260917-1752-baseline|c186-s1|xai-small|Qooper", "prompt": "c186-s1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI matching, ROI dashboards; trusted by orgs like Deloitte (scalable for B2B)"}, {"id": "mai-20260917-1752-baseline|c186-s1|xai-small|MentorcliQ", "prompt": "c186-s1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade but has \"CliQ Start\" for smaller programs"}, {"id": "mai-20260917-1752-baseline|c186-s1|xai-small|MicroMentor", "prompt": "c186-s1", "model": "xai-small", "cat": "mentoring-software", "variant": "direct", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Nonprofit, free core matching for small biz owners ... but less internal-focused"}, {"id": "mai-20260917-1752-baseline|c186-s1|zai-small|PushFar", "prompt": "c186-s1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PushFar** — Best Overall Value for Small Teams ... If you want a low-cost, no-frills solution that gets your program running quickly, PushFar is ideal."}, {"id": "mai-20260917-1752-baseline|c186-s1|zai-small|Qooper", "prompt": "c186-s1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to scale your program and justify ROI to leadership, Qooper is a strong choice."}, {"id": "mai-20260917-1752-baseline|c186-s1|zai-small|Together", "prompt": "c186-s1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to launch a mentoring program quickly and want guided setup, Together is a solid pick."}, {"id": "mai-20260917-1752-baseline|c186-s1|zai-small|Mentorloop", "prompt": "c186-s1", "model": "zai-small", "cat": "mentoring-software", "variant": "direct", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good middle ground if you expect moderate growth and want a polished experience."}, {"id": "mai-20260917-1752-baseline|c186-s2|alibaba-small|PushFar", "prompt": "c186-s2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice for Internal Mentoring: **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-s2|alibaba-small|Chronus", "prompt": "c186-s2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the complexity and high cost of enterprise tools like Chronus or MentorcliQ"}, {"id": "mai-20260917-1752-baseline|c186-s2|alibaba-small|MentorcliQ", "prompt": "c186-s2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the complexity and high cost of enterprise tools like Chronus or MentorcliQ"}, {"id": "mai-20260917-1752-baseline|c186-s2|alibaba-small|Mentorgain", "prompt": "c186-s2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget Transparency: **Mentorgain**"}, {"id": "mai-20260917-1752-baseline|c186-s2|alibaba-small|MicroMentor", "prompt": "c186-s2", "model": "alibaba-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Choice for External Mentorship: **MicroMentor**"}, {"id": "mai-20260917-1752-baseline|c186-s2|anthropic-small|PushFar", "prompt": "c186-s2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Option for Small B2B Business: **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-s2|anthropic-small|Mentorloop", "prompt": "c186-s2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative for Small-to-Mid-Sized Businesses: **Mentorloop**"}, {"id": "mai-20260917-1752-baseline|c186-s2|anthropic-small|Guider", "prompt": "c186-s2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Guider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Need More Features and Scale: **Guider** or **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-s2|anthropic-small|Qooper", "prompt": "c186-s2", "model": "anthropic-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qooper offers accessible pricing, making it appealing for small to mid-sized organizations."}, {"id": "mai-20260917-1752-baseline|c186-s2|challenger-small|PushFar", "prompt": "c186-s2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **PushFar** if your priority is a simple, affordable employee mentoring platform that is easy to set up."}, {"id": "mai-20260917-1752-baseline|c186-s2|challenger-small|MentorcliQ", "prompt": "c186-s2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "those are positioned more for **enterprise or midsize scaling** than small-business simplicity"}, {"id": "mai-20260917-1752-baseline|c186-s2|challenger-small|Together", "prompt": "c186-s2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Together** would be my second choice"}, {"id": "mai-20260917-1752-baseline|c186-s2|challenger-small|Chronus", "prompt": "c186-s2", "model": "challenger-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "those are positioned more for **enterprise or midsize scaling** than small-business simplicity"}, {"id": "mai-20260917-1752-baseline|c186-s2|deepseek-small|PushFar", "prompt": "c186-s2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **PushFar** ... arguably the best fit for a small B2B business"}, {"id": "mai-20260917-1752-baseline|c186-s2|deepseek-small|Mentorloop", "prompt": "c186-s2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Mentorloop** as a close second if you want a generous free tier to start"}, {"id": "mai-20260917-1752-baseline|c186-s2|deepseek-small|Together Platform", "prompt": "c186-s2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consistently rated one of the best overall... Highly recommended by users."}, {"id": "mai-20260917-1752-baseline|c186-s2|deepseek-small|Ten Thousand Coffees", "prompt": "c186-s2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for building structured internal pairing and group mentoring"}, {"id": "mai-20260917-1752-baseline|c186-s2|deepseek-small|MentorStack", "prompt": "c186-s2", "model": "deepseek-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed specifically for small L&D/talent teams in organizations of 200\\u20132,000 employees"}, {"id": "mai-20260917-1752-baseline|c186-s2|google-small|Mentorloop", "prompt": "c186-s2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Mentorloop** **Best Overall for B2B Small Businesses**"}, {"id": "mai-20260917-1752-baseline|c186-s2|google-small|Together (by Absorb)", "prompt": "c186-s2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together (by Absorb)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-Growth Alternative: **Together (by Absorb)**"}, {"id": "mai-20260917-1752-baseline|c186-s2|google-small|Qooper", "prompt": "c186-s2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured Training: **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-s2|google-small|PushFar", "prompt": "c186-s2", "model": "google-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best on a Tight Budget: **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-s2|meta-small|Together Mentoring Software", "prompt": "c186-s2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Mentoring Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Together Mentoring Software - A cloud-based solution that empowers organizations to drive performance through relationships"}, {"id": "mai-20260917-1752-baseline|c186-s2|meta-small|Qooper", "prompt": "c186-s2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qooper - An enterprise mentoring platform that connects employees with the right mentors"}, {"id": "mai-20260917-1752-baseline|c186-s2|meta-small|MentorCity", "prompt": "c186-s2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MentorCity - An easy-to-use online mentoring platform"}, {"id": "mai-20260917-1752-baseline|c186-s2|meta-small|Mentornity", "prompt": "c186-s2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentornity - A platform that streamlines the entire mentoring process"}, {"id": "mai-20260917-1752-baseline|c186-s2|meta-small|MentorcliQ", "prompt": "c186-s2", "model": "meta-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MentorcliQ - A user-friendly platform that simplifies employee mentoring"}, {"id": "mai-20260917-1752-baseline|c186-s2|minimax-small|Mentorloop", "prompt": "c186-s2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Mentorloop** or **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-s2|minimax-small|PushFar", "prompt": "c186-s2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Mentorloop** or **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-s2|minimax-small|Mentornity", "prompt": "c186-s2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Mentornity** (from $350/month) - Straightforward pricing"}, {"id": "mai-20260917-1752-baseline|c186-s2|minimax-small|Together Mentoring Software", "prompt": "c186-s2", "model": "minimax-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Mentoring Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Together Mentoring Software** - Highly rated by users"}, {"id": "mai-20260917-1752-baseline|c186-s2|mistral-small|PushFar", "prompt": "c186-s2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **PushFar** as a top mentoring platform"}, {"id": "mai-20260917-1752-baseline|c186-s2|mistral-small|Together", "prompt": "c186-s2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other options like Together and MentorCloud are more suited for larger organizations or have steeper learning curves."}, {"id": "mai-20260917-1752-baseline|c186-s2|mistral-small|MentorCloud", "prompt": "c186-s2", "model": "mistral-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options like Together and MentorCloud are more suited for larger organizations or have steeper learning curves."}, {"id": "mai-20260917-1752-baseline|c186-s2|moonshot-small|Mentorloop", "prompt": "c186-s2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend **Mentorloop** as the sweet spot"}, {"id": "mai-20260917-1752-baseline|c186-s2|moonshot-small|PushFar", "prompt": "c186-s2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Affordable: PushFar ... Lowest entry point for organizations"}, {"id": "mai-20260917-1752-baseline|c186-s2|moonshot-small|Together Platform", "prompt": "c186-s2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growth & Scalability: Together Platform"}, {"id": "mai-20260917-1752-baseline|c186-s2|moonshot-small|Chronus", "prompt": "c186-s2", "model": "moonshot-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Likely overkill for most small businesses."}, {"id": "mai-20260917-1752-baseline|c186-s2|openai-small|Mentorcliq", "prompt": "c186-s2", "model": "openai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorcliq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best dedicated mentoring tool:** **Mentorcliq**"}, {"id": "mai-20260917-1752-baseline|c186-s2|openai-small|Lattice", "prompt": "c186-s2", "model": "openai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** if you want mentoring as part of a broader people-management system"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|PushFar", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **PushFar** as the top choice"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|Together Mentorship", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Mentorship", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Too pricey for true small biz"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|Chronus", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Chronus/MentorcliQ (custom pricing often $7K+ annually)"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|MentorcliQ", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Chronus/MentorcliQ (custom pricing often $7K+ annually)"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|Mentorloop", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quick pilots, flexible themes | Higher cost per participant"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|Mentorgain", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast implementation, GDPR-compliant"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|Mentornity", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ultra-low budget tests"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|MicroMentor", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MicroMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider free non-software options like MicroMentor or SCORE"}, {"id": "mai-20260917-1752-baseline|c186-s2|xai-small|SCORE", "prompt": "c186-s2", "model": "xai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "SCORE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider free non-software options like MicroMentor or SCORE"}, {"id": "mai-20260917-1752-baseline|c186-s2|zai-small|PushFar", "prompt": "c186-s2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want something simple, straightforward, and well-regarded by small teams, PushFar is a solid first choice."}, {"id": "mai-20260917-1752-baseline|c186-s2|zai-small|Qooper", "prompt": "c186-s2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Qooper (if you care about measurement and ROI)"}, {"id": "mai-20260917-1752-baseline|c186-s2|zai-small|Mentorloop", "prompt": "c186-s2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Notable Mentoring Platforms to Compare"}, {"id": "mai-20260917-1752-baseline|c186-s2|zai-small|Together Platform", "prompt": "c186-s2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Together Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on fast launches, goal-based matching, and learning content integration."}, {"id": "mai-20260917-1752-baseline|c186-s2|zai-small|MentorcliQ", "prompt": "c186-s2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong enterprise features, including ERG ... support and advanced matching."}, {"id": "mai-20260917-1752-baseline|c186-s2|zai-small|Chronus", "prompt": "c186-s2", "model": "zai-small", "cat": "mentoring-software", "variant": "paraphrase", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Program governance, guided mentoring, and ROI reporting."}, {"id": "mai-20260917-1752-baseline|c186-s3|alibaba-small|Qooper", "prompt": "c186-s3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qooper is widely considered one of the most user-friendly options for smaller organizations launching their first structured program."}, {"id": "mai-20260917-1752-baseline|c186-s3|alibaba-small|Mentornity", "prompt": "c186-s3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Budget-conscious teams needing simple coordination... Mentornity is a lightweight option."}, {"id": "mai-20260917-1752-baseline|c186-s3|alibaba-small|Together Platform", "prompt": "c186-s3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Together is designed for L&D professionals in mid-market companies who want structure without writing code."}, {"id": "mai-20260917-1752-baseline|c186-s3|alibaba-small|MentorLoop", "prompt": "c186-s3", "model": "alibaba-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose MentorLoop if your senior leaders are willing to mentor multiple people"}, {"id": "mai-20260917-1752-baseline|c186-s3|anthropic-small|MentorLoop", "prompt": "c186-s3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for simpler programs with lightweight, unlimited-match mentoring coordination for smaller teams."}, {"id": "mai-20260917-1752-baseline|c186-s3|anthropic-small|PushFar", "prompt": "c186-s3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for small organizations with simple needs and limited budget."}, {"id": "mai-20260917-1752-baseline|c186-s3|anthropic-small|Qooper", "prompt": "c186-s3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a sensible choice for smaller organizations, universities, and associations starting their first structured program"}, {"id": "mai-20260917-1752-baseline|c186-s3|anthropic-small|Together Platform", "prompt": "c186-s3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "clean, modern interface, transparent per-user pricing... solid Calendar, Slack, and Teams integrations for short time-to-launch"}, {"id": "mai-20260917-1752-baseline|c186-s3|anthropic-small|Mentornity", "prompt": "c186-s3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PushFar, Mentornity, and Art of Mentoring have minimal integration options"}, {"id": "mai-20260917-1752-baseline|c186-s3|anthropic-small|Art of Mentoring", "prompt": "c186-s3", "model": "anthropic-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Art of Mentoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PushFar, Mentornity, and Art of Mentoring have minimal integration options"}, {"id": "mai-20260917-1752-baseline|c186-s3|challenger-small|PushFar", "prompt": "c186-s3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **PushFar** if you want the **lowest-friction, budget-friendly** internal mentoring setup."}, {"id": "mai-20260917-1752-baseline|c186-s3|challenger-small|MentorLoop", "prompt": "c186-s3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick **MentorLoop** if you want the **simplest operational workflow** for a small cohort."}, {"id": "mai-20260917-1752-baseline|c186-s3|challenger-small|Qooper", "prompt": "c186-s3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Qooper** if you care about **matching quality plus tracking results**"}, {"id": "mai-20260917-1752-baseline|c186-s3|challenger-small|Together", "prompt": "c186-s3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Together** if you want to **launch quickly** with templates and guided program design."}, {"id": "mai-20260917-1752-baseline|c186-s3|challenger-small|Chronus", "prompt": "c186-s3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented... may be more than a tiny team needs at first."}, {"id": "mai-20260917-1752-baseline|c186-s3|challenger-small|MentorcliQ", "prompt": "c186-s3", "model": "challenger-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-focused, with deep workflows... may be more than a tiny team needs at first."}, {"id": "mai-20260917-1752-baseline|c186-s3|deepseek-small|Together Platform", "prompt": "c186-s3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have <15 employees and a tight budget: Start with **PushFar** or **Together Starter**"}, {"id": "mai-20260917-1752-baseline|c186-s3|deepseek-small|Mentorloop", "prompt": "c186-s3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have 15–50 employees and want a proven, structured program: Go with **Mentorloop Pro** ($299/month)"}, {"id": "mai-20260917-1752-baseline|c186-s3|deepseek-small|PushFar", "prompt": "c186-s3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **PushFar** or **Together Starter** (your cost will be ~$100–$150/month)"}, {"id": "mai-20260917-1752-baseline|c186-s3|deepseek-small|Qooper", "prompt": "c186-s3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your leadership demands ROI metrics to approve the program: Invest in **Qooper**"}, {"id": "mai-20260917-1752-baseline|c186-s3|deepseek-small|Guider", "prompt": "c186-s3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Guider", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less friendly for a 5-person team; pricing is heavy for small scale."}, {"id": "mai-20260917-1752-baseline|c186-s3|deepseek-small|Chronus", "prompt": "c186-s3", "model": "deepseek-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why skip for now: Unless you have >100 employees and complex compliance requirements, Chronus will drain your budget and admin time."}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|Chronus", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level legacy software (like *Chronus* or *Qooper*) is usually overkill and carries hefty annual contracts ($10,000+)"}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|Qooper", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level legacy software (like *Chronus* or *Qooper*) is usually overkill and carries hefty annual contracts ($10,000+)"}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|Mentorloop", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Mentorloop** if you want to orchestrate peer-to-peer sharing and onboarding matching within your existing team."}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|PushFar", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small teams looking for a simple, budget-conscious internal mentoring tool with a quick setup."}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|Together", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "starts at a flat rate of $10,000/year, making it less viable for very small teams"}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|GrowthMentor for Teams", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "GrowthMentor for Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **GrowthMentor** if your team needs quick, tactical answers from growth, marketing, and SaaS experts."}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|MentorCruise for Teams", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **MentorCruise** if your technical team members ... need a dedicated external \"coach\""}, {"id": "mai-20260917-1752-baseline|c186-s3|google-small|ADPList", "prompt": "c186-s3", "model": "google-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teams with a **$0 budget** looking for design, product, and engineering mentorship."}, {"id": "mai-20260917-1752-baseline|c186-s3|meta-small|PushFar", "prompt": "c186-s3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PushFar - Best for small businesses and individual mentors wanting simple scheduling + matching. It has affordable tiered pricing and easy setup."}, {"id": "mai-20260917-1752-baseline|c186-s3|meta-small|Qooper", "prompt": "c186-s3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qooper - Best for smaller organizations or teams launching their first structured program."}, {"id": "mai-20260917-1752-baseline|c186-s3|meta-small|Mentornity", "prompt": "c186-s3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentornity - Best for small-to-mid teams and individual mentors seeking a low-cost entry point."}, {"id": "mai-20260917-1752-baseline|c186-s3|meta-small|Mentorgain", "prompt": "c186-s3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentorgain - Best for small businesses and individual mentors wanting simple scheduling + matching."}, {"id": "mai-20260917-1752-baseline|c186-s3|meta-small|MentorLoop", "prompt": "c186-s3", "model": "meta-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MentorLoop is ideal for smaller teams with simpler mentoring needs."}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|Mentorloop", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qooper** and **Mentorloop** are often recommended for their balance of features, ease of use, and reasonable pricing"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|Qooper", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qooper** and **Mentorloop** are often recommended for their balance of features, ease of use, and reasonable pricing"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|PushFar", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is the primary concern, **PushFar** or **Mentornity** offer the most accessible entry points."}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|Mentornity", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentornity has a free tier for up to 10 users, great for testing before committing"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|Chronus", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Chronus**: Deep configurability, but longer implementation (6-12 weeks)"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|Together", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Enterprise-tier**: MentorcliQ (~$9,900/year), Together (~$12k/year)"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|BetterUp", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AI-driven development** | BetterUp"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|Mentorgain", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mentorgain (~$3,200/year for up to 100 users)"}, {"id": "mai-20260917-1752-baseline|c186-s3|minimax-small|MentorcliQ", "prompt": "c186-s3", "model": "minimax-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise-tier**: MentorcliQ (~$9,900/year)"}, {"id": "mai-20260917-1752-baseline|c186-s3|mistral-small|Qooper", "prompt": "c186-s3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small to mid-sized organizations launching their first structured mentoring program... Designed for quick setup and ease of use"}, {"id": "mai-20260917-1752-baseline|c186-s3|mistral-small|MentorLoop", "prompt": "c186-s3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emphasizes simplicity and flexibility, making it a good fit for small teams that want to avoid complexity."}, {"id": "mai-20260917-1752-baseline|c186-s3|mistral-small|PushFar", "prompt": "c186-s3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is just starting out and wants something simple and affordable, PushFar or Mentornity may be best."}, {"id": "mai-20260917-1752-baseline|c186-s3|mistral-small|Mentornity", "prompt": "c186-s3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on simplicity and affordability for smaller organizations."}, {"id": "mai-20260917-1752-baseline|c186-s3|mistral-small|Mentorgain", "prompt": "c186-s3", "model": "mistral-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Basic mentoring features, suitable for up to 100 users."}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|PushFar", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team just starting, **PushFar** is the most accessible entry point."}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|Qooper", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qooper** or **Mentorgain** offer the best balance of features and value"}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|Mentorloop", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for Nonprofits & DEI Focus"}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|Mentornity", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Limitations | Limited advanced features; Capterra rating 4.0/5 (lower than competitors)"}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|Mentorgain", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qooper** or **Mentorgain** offer the best balance of features and value"}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|Together", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Now part of Absorb LMS; mid-market leader"}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|MentorcliQ", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms like Chronus or MentorcliQ unless you have 100+ users"}, {"id": "mai-20260917-1752-baseline|c186-s3|moonshot-small|Chronus", "prompt": "c186-s3", "model": "moonshot-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms like Chronus or MentorcliQ unless you have 100+ users"}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|PushFar", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want simplest + cheapest:** PushFar"}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|Qooper", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want a polished SMB mentoring program:** Qooper"}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|Mentorloop", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want human-reviewed matching and community-style programs:** Mentorloop"}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|Chronus", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It's more robust, but usually more than a tiny team needs."}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|MentorcliQ", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its pricing starts at a level that suggests it's aimed more at larger organizations than small teams"}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|ADPList", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are **not really team mentoring platforms**."}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|MentorCruise", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorCruise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These are **not really team mentoring platforms**."}, {"id": "mai-20260917-1752-baseline|c186-s3|openai-small|10KC", "prompt": "c186-s3", "model": "openai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "10KC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Custom quote / enterprise sales**: Chronus, MentorcliQ, Qooper, 10KC."}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|MentorLoop", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PushFar if engagement-focused, MentorLoop for simplicity"}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|PushFar", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For internal teams, PushFar if engagement-focused"}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|Mentornity", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Recommendations**: Start with Mentornity's free plan for testing."}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|Mentorgain", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mentorgain for annual value"}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|MicroMentor", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MicroMentor is a strong free nonprofit option for entrepreneurs"}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|MentorcliQ", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like MentorcliQ/Together ($10K+/yr) for small teams—they're overkill"}, {"id": "mai-20260917-1752-baseline|c186-s3|xai-small|Together", "prompt": "c186-s3", "model": "xai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like MentorcliQ/Together ($10K+/yr) for small teams—they're overkill"}, {"id": "mai-20260917-1752-baseline|c186-s3|zai-small|MentorLoop", "prompt": "c186-s3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "MentorLoop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MentorLoop is widely considered the best entry-level platform for small teams."}, {"id": "mai-20260917-1752-baseline|c186-s3|zai-small|Mentornity", "prompt": "c186-s3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Budget-Conscious Teams**"}, {"id": "mai-20260917-1752-baseline|c186-s3|zai-small|PushFar", "prompt": "c186-s3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want external networking:** Choose **PushFar**."}, {"id": "mai-20260917-1752-baseline|c186-s3|zai-small|Together", "prompt": "c186-s3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom pricing (typically higher than the options above, suited for mid-market to enterprise)."}, {"id": "mai-20260917-1752-baseline|c186-s3|zai-small|Mentorgain", "prompt": "c186-s3", "model": "zai-small", "cat": "mentoring-software", "variant": "comparative", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mentorgain is a newer player that specifically targets mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c186-s4|alibaba-small|Mentornity", "prompt": "c186-s4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: **Mentornity** ... widely considered the top choice for startups and small businesses"}, {"id": "mai-20260917-1752-baseline|c186-s4|alibaba-small|PushFar", "prompt": "c186-s4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PushFar is a strong alternative if you anticipate rapid growth"}, {"id": "mai-20260917-1752-baseline|c186-s4|alibaba-small|Mentorloop", "prompt": "c186-s4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best User Experience & Support: **Mentorloop**"}, {"id": "mai-20260917-1752-baseline|c186-s4|alibaba-small|Microsoft Teams / Slack + Excel/Google Sheets", "prompt": "c186-s4", "model": "alibaba-small", "cat": "mentoring-software", "variant": "budget", "raw": "Microsoft Teams / Slack + Excel/Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If your budget is strictly zero, you can build a basic system using **Microsoft Teams / Slack + Excel/Google Sheets**"}, {"id": "mai-20260917-1752-baseline|c186-s4|anthropic-small|PushFar", "prompt": "c186-s4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **PushFar** due to its low entry price and free options"}, {"id": "mai-20260917-1752-baseline|c186-s4|anthropic-small|MentorCity", "prompt": "c186-s4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers comprehensive, easy-to-use and cost effective online mentoring software"}, {"id": "mai-20260917-1752-baseline|c186-s4|anthropic-small|MentorEase", "prompt": "c186-s4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorEase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **MentorEase** if you want all-inclusive features upfront"}, {"id": "mai-20260917-1752-baseline|c186-s4|anthropic-small|Qooper", "prompt": "c186-s4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qooper handles matching, scheduling, goals, and reporting, and it scales from a small pilot"}, {"id": "mai-20260917-1752-baseline|c186-s4|anthropic-small|MentorcliQ", "prompt": "c186-s4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-focused platforms like MentorcliQ and Chronus"}, {"id": "mai-20260917-1752-baseline|c186-s4|anthropic-small|Chronus", "prompt": "c186-s4", "model": "anthropic-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-focused platforms like MentorcliQ and Chronus"}, {"id": "mai-20260917-1752-baseline|c186-s4|challenger-small|PushFar", "prompt": "c186-s4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **PushFar** because multiple reviewers call it the best option for small businesses on limited budgets"}, {"id": "mai-20260917-1752-baseline|c186-s4|challenger-small|Mentornity", "prompt": "c186-s4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "described as a budget-friendly choice... Best if you need a very small pilot"}, {"id": "mai-20260917-1752-baseline|c186-s4|challenger-small|Mentorgain", "prompt": "c186-s4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want fixed published pricing:** **Mentorgain**"}, {"id": "mai-20260917-1752-baseline|c186-s4|challenger-small|MicroMentor / ADPList-style free platforms", "prompt": "c186-s4", "model": "challenger-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor / ADPList-style free platforms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if your \"mentoring program\" can be informal or community-based"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Mentornity", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The quick answer: **Mentornity** (free & feature-complete)"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Qooper", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Small programs with matching + reporting"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Mentorloop", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "~#1 rated, has free/small plans | Lean programs, great UX"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|CleverMemo", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "CleverMemo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Affordable tiers | Small business / startup budgets"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Medoo", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Medoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable tiers | Small business / startup budgets"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Coaching Loft", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Coaching Loft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable tiers | Small business / startup budgets"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Mentorgain", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you expect to scale, **Mentorgain** (about $3,200/year for up to 100 users) gives you the most capacity per dollar."}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|MicroMentor", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free, relationship-based mentorship for business owners"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|SCORE", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "SCORE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "use a **free mentorship network (MicroMentor/SCORE)**"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|ADPList", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "free 1:1 mentorship (mainly tech/design/product)"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|PushFar", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "from ~$200/month, one of the most accessible paid entry points"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Together Platform", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Stay away from the enterprise platforms ... **Together Platform** — entry ~$10,000/year"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|Chronus", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Stay away from the enterprise platforms ... **Chronus** — entry ~$14,995–$15,995/year"}, {"id": "mai-20260917-1752-baseline|c186-s4|deepseek-small|MentorcliQ", "prompt": "c186-s4", "model": "deepseek-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "**MentorcliQ** — custom quote, enterprise-tier"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|Chronus", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "most of the \"industry standard\" enterprise mentoring platforms (such as Chronus, MentorcliQ, or Together Software) will be out of reach"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|MentorcliQ", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "will be out of reach, as they are typically sold on a custom-quote basis and cost thousands of dollars per year"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|Together Software", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "will be out of reach, as they are typically sold on a custom-quote basis and cost thousands of dollars per year"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|MentorStack", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**MentorStack** (Best Overall for Very Small Teams)"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|Mentornity", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cohorts of 11 to 50 People"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|Mentorloop", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pro Plan starts at $299/month"}, {"id": "mai-20260917-1752-baseline|c186-s4|google-small|PushFar", "prompt": "c186-s4", "model": "google-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for General Career & Community Development"}, {"id": "mai-20260917-1752-baseline|c186-s4|meta-small|PushFar", "prompt": "c186-s4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PushFar (~US$200 / month) - a low-cost entry point for small-to-mid teams and individual mentors."}, {"id": "mai-20260917-1752-baseline|c186-s4|meta-small|Mentornity", "prompt": "c186-s4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentornity (from US$350 / month) - a simple and accessible option for small businesses"}, {"id": "mai-20260917-1752-baseline|c186-s4|meta-small|Mentorloop", "prompt": "c186-s4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentorloop - a budget-friendly entry point for structured matching and program operations."}, {"id": "mai-20260917-1752-baseline|c186-s4|meta-small|PeopleGrove", "prompt": "c186-s4", "model": "meta-small", "cat": "mentoring-software", "variant": "budget", "raw": "PeopleGrove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PeopleGrove - suitable for teams that want traceable feedback and participation reporting."}, {"id": "mai-20260917-1752-baseline|c186-s4|minimax-small|Mentornity", "prompt": "c186-s4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Mentornity**"}, {"id": "mai-20260917-1752-baseline|c186-s4|minimax-small|PushFar", "prompt": "c186-s4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~US$200/month - Known for AI-powered matching - Good for small businesses with simple needs"}, {"id": "mai-20260917-1752-baseline|c186-s4|minimax-small|Mentorink", "prompt": "c186-s4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free for up to 10 users** - **Paid plans from $10/user/month**"}, {"id": "mai-20260917-1752-baseline|c186-s4|minimax-small|Mentorgain", "prompt": "c186-s4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From US$3,200/year for up to 100 users - Good for small teams needing more capacity"}, {"id": "mai-20260917-1752-baseline|c186-s4|minimax-small|MentorLoop", "prompt": "c186-s4", "model": "minimax-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers free trials and is #1 rated on G2"}, {"id": "mai-20260917-1752-baseline|c186-s4|mistral-small|PushFar", "prompt": "c186-s4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **PushFar** is often recommended as the best starting point due to its free tier and low-cost paid plans."}, {"id": "mai-20260917-1752-baseline|c186-s4|mistral-small|Mentornity", "prompt": "c186-s4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentornity** or **Mentorgain** are also strong choices."}, {"id": "mai-20260917-1752-baseline|c186-s4|mistral-small|Mentorgain", "prompt": "c186-s4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing starts from $3,200/year for up to 100 users, which can be cost-effective for very small companies"}, {"id": "mai-20260917-1752-baseline|c186-s4|mistral-small|Mentorloop", "prompt": "c186-s4", "model": "mistral-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's important to check their pricing as it may be higher than the above options"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|PushFar", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. PushFar** ⭐ Best Overall for Small Budgets"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|MicroMentor", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Try MicroMentor first** (completely free)"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|SCORE", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "SCORE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SCORE** | **Free** | US small-business owners only"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|ADPList", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADPList** | **Free** | Design, product, and tech professionals"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|MentorcliQ", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (Too Expensive for Small Budgets) ... MentorcliQ | ~$9,900/year | Enterprise pricing model"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|Together Platform", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Platform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Together Platform | ~$10,000-12,000/year | Designed for larger organizations"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|Qooper", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Qooper | ~$10,000/year | Custom enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c186-s4|moonshot-small|Chronus", "prompt": "c186-s4", "model": "moonshot-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Chronus | $14,995+/year | Premium enterprise focus"}, {"id": "mai-20260917-1752-baseline|c186-s4|openai-small|MentorcliQ", "prompt": "c186-s4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I'd usually **not** start with an enterprise platform like MentorcliQ ... its published entry price starts at **$9,900/year for 100 employees**, which is often too much for a small team."}, {"id": "mai-20260917-1752-baseline|c186-s4|openai-small|Mentorloop", "prompt": "c186-s4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Mentorloop**"}, {"id": "mai-20260917-1752-baseline|c186-s4|openai-small|Together Mentorship", "prompt": "c186-s4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together Mentorship", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the **cheapest/simplest path**, compare **Together Mentorship** and **GrowthMentor** too."}, {"id": "mai-20260917-1752-baseline|c186-s4|openai-small|GrowthMentor", "prompt": "c186-s4", "model": "openai-small", "cat": "mentoring-software", "variant": "budget", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong choice if you want lighter-weight, more informal mentoring"}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|Mentornity", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mentornity** stands out as the best mentoring program software option"}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|Mentorgain", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you need scalability; discounts for nonprofits/academia."}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|PushFar", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for SMEs; matching, tracking, and basic programs. Targets small businesses explicitly."}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|Mentorloop", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#1-rated on G2 for ease; free trial/build mode to test. Simple for pilots."}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|Together", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid pricier ones**: Skip Together ($10k+/yr)"}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|MentorcliQ", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip Together ($10k+/yr) or enterprise tools like MentorcliQ/Chronus unless scaling fast."}, {"id": "mai-20260917-1752-baseline|c186-s4|xai-small|Chronus", "prompt": "c186-s4", "model": "xai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skip Together ($10k+/yr) or enterprise tools like MentorcliQ/Chronus unless scaling fast."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|MentorEase", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorEase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zero cost option:** **MentorEase** (up to 70 participants) or **Mentornity** (up to 10 users) to start."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|Mentornity", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentornity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MentorEase** (up to 70 participants) or **Mentornity** (up to 10 users) to start."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|Mentorgain", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Low-cost, transparent option:** **Mentorgain** (~$3,200/year for up to 100 users) for a full-featured platform"}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|Mentorloop", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flexible option:** **Mentorloop** (free tier + Pro from $299/month) if you want to start free and scale"}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|PushFar", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low-cost entry point for teams that want a structured platform without enterprise-grade complexity."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|GrowthMentor", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "GrowthMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "One-on-one mentorship, not employee programs"}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|MentorCruise", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorCruise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Works well if you're seeking one-on-one guidance rather than managing a company-wide program."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|ADPList", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "ADPList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free, open-access mentorship for tech/design/product careers"}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|Chronus", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Quote-based; hidden costs can add 20–40% to the initial quote."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|MentorcliQ", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Custom pricing; HRIS/LMS integrations billed separately."}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|Together", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "integration and calendar issues can add hidden costs"}, {"id": "mai-20260917-1752-baseline|c186-s4|zai-small|Qooper", "prompt": "c186-s4", "model": "zai-small", "cat": "mentoring-software", "variant": "budget", "raw": "Qooper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Custom pricing; advanced analytics may require add-ons."}, {"id": "mai-20260917-1752-baseline|c186-s5|alibaba-small|Chronus", "prompt": "c186-s5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When talking to vendors (like Chronus, Together, MentorcliQ, or smaller niche players)"}, {"id": "mai-20260917-1752-baseline|c186-s5|alibaba-small|Together", "prompt": "c186-s5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When talking to vendors (like Chronus, Together, MentorcliQ, or smaller niche players)"}, {"id": "mai-20260917-1752-baseline|c186-s5|alibaba-small|MentorcliQ", "prompt": "c186-s5", "model": "alibaba-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When talking to vendors (like Chronus, Together, MentorcliQ, or smaller niche players)"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|MentorCloud", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MentorCloud from under $4/person/yr, up to vendor-specific tiers"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|Mentorloop", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentorloop Pro at ~$299/month up to 100 participants"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|Mentorink", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentorink starts around €299/mo for 50 users"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|Innovative Mentoring", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Innovative Mentoring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Innovative Mentoring has per-user plans"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|Qooper", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Qooper and MentorCity publish solid checklists if you want more depth"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|MentorCity", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorCity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "shortlist 2–3 tools with small-business tiers (e.g., Mentorink, Mentorloop Pro, MentorCity"}, {"id": "mai-20260917-1752-baseline|c186-s5|deepseek-small|Together", "prompt": "c186-s5", "model": "deepseek-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Together if you want template-driven fast launches"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Together", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprise giants like *Together*, *Chronus*, or *MentorcliQ*—which are excellent for thousands of employees—are generally **not a good fit**"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Chronus", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise giants like *Together*, *Chronus*, or *MentorcliQ*... are generally **not a good fit**"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|MentorcliQ", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise giants like *Together*, *Chronus*, or *MentorcliQ*... are generally **not a good fit**"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Donut", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Donut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "install **Donut** or **RandomCoffee** in Slack"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|RandomCoffee", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "RandomCoffee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "install **Donut** or **RandomCoffee** in Slack"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Alfy (by BuddiesHR)", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Alfy (by BuddiesHR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A lightweight, highly budget-friendly Slack app designed specifically for matchmaking and coffee chats."}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|PushFar", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "PushFar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want **highly structured career growth and milestone tracking**, look at **PushFar**"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Mentorloop", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Known for \"human-in-the-loop\" matching and a highly visual dashboard. It is popular with startups"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Notion", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you want to spend zero dollars, build a simple opt-in directory in **Notion** or **Airtable**"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Airtable", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "build a simple opt-in directory in **Notion** or **Airtable**"}, {"id": "mai-20260917-1752-baseline|c186-s5|google-small|Google Sheet", "prompt": "c186-s5", "model": "google-small", "cat": "mentoring-software", "variant": "scale", "raw": "Google Sheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Create a **Notion Database**, **Airtable**, or **Google Sheet** called \"Internal Directory.\""}, {"id": "mai-20260917-1752-baseline|c186-s5|meta-small|Qooper", "prompt": "c186-s5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Qooper, MentorcliQ, and MentorStack are some options that support various mentoring formats"}, {"id": "mai-20260917-1752-baseline|c186-s5|meta-small|MentorcliQ", "prompt": "c186-s5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MentorcliQ's pricing starts at $9,900"}, {"id": "mai-20260917-1752-baseline|c186-s5|meta-small|MentorStack", "prompt": "c186-s5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MentorStack offers a free plan for up to 10 participants"}, {"id": "mai-20260917-1752-baseline|c186-s5|meta-small|Together Mentoring Software", "prompt": "c186-s5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "Together Mentoring Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Together Mentoring Software and MentorcliQ offer AI-powered matching capabilities"}, {"id": "mai-20260917-1752-baseline|c186-s5|meta-small|MentorLoop", "prompt": "c186-s5", "model": "meta-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MentorLoop is a good option for simpler programs"}, {"id": "mai-20260917-1752-baseline|c186-s5|xai-small|MentorcliQ", "prompt": "c186-s5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 tools (e.g., MentorcliQ, Qooper, 10,000 Coffees, Growth Mentor—top-rated for SMBs)"}, {"id": "mai-20260917-1752-baseline|c186-s5|xai-small|Qooper", "prompt": "c186-s5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 tools (e.g., MentorcliQ, Qooper, 10,000 Coffees, Growth Mentor—top-rated for SMBs)"}, {"id": "mai-20260917-1752-baseline|c186-s5|xai-small|10,000 Coffees", "prompt": "c186-s5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "10,000 Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 tools (e.g., MentorcliQ, Qooper, 10,000 Coffees, Growth Mentor—top-rated for SMBs)"}, {"id": "mai-20260917-1752-baseline|c186-s5|xai-small|Growth Mentor", "prompt": "c186-s5", "model": "xai-small", "cat": "mentoring-software", "variant": "scale", "raw": "Growth Mentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 tools (e.g., MentorcliQ, Qooper, 10,000 Coffees, Growth Mentor—top-rated for SMBs)"}, {"id": "mai-20260917-1752-baseline|c186-s6|alibaba-small|SCORE (Service Corps of Retired Executives)", "prompt": "c186-s6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE (Service Corps of Retired Executives)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Free platforms like SCORE ... are generally excellent resources, but the experience depends entirely on the individual volunteer."}, {"id": "mai-20260917-1752-baseline|c186-s6|alibaba-small|Small Business Development Centers (SBDCs)", "prompt": "c186-s6", "model": "alibaba-small", "cat": "mentoring-software", "variant": "negative", "raw": "Small Business Development Centers (SBDCs)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious Of: Expecting consistent high-level strategic advice. Because these rely on retired volunteers, the quality can vary wildly"}, {"id": "mai-20260917-1752-baseline|c186-s6|anthropic-small|SCORE", "prompt": "c186-s6", "model": "anthropic-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider starting with SCORE mentors, local Small Business Development Centers, industry events, or using platforms like LinkedIn"}, {"id": "mai-20260917-1752-baseline|c186-s6|anthropic-small|Small Business Development Centers", "prompt": "c186-s6", "model": "anthropic-small", "cat": "mentoring-software", "variant": "negative", "raw": "Small Business Development Centers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "starting with SCORE mentors, local Small Business Development Centers"}, {"id": "mai-20260917-1752-baseline|c186-s6|anthropic-small|LinkedIn", "prompt": "c186-s6", "model": "anthropic-small", "cat": "mentoring-software", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or using platforms like LinkedIn, with many programs offering free business consulting"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|MicroMentor", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Free small-business-focused options like **MicroMentor** and **SCORE** are generally better fits"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|SCORE", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Free small-business-focused options like **MicroMentor** and **SCORE** are generally better fits"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|Clarity.fm", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "Clarity.fm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious if you need ongoing help, because it is set up around **single paid calls**"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|MentorCruise", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cautious if your budget is tight, because it is a **paid subscription**"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|GrowthMentor", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cautious if you want a free or low-cost solution, because it is a **paid specialist access** model"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|ADPList", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cautious if you need true small-business mentoring, because they are better for **occasional advice**"}, {"id": "mai-20260917-1752-baseline|c186-s6|challenger-small|Codementor", "prompt": "c186-s6", "model": "challenger-small", "cat": "mentoring-software", "variant": "negative", "raw": "Codementor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "cautious for small-business strategy, because these are better for **technical or craft mentorship**"}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|The Sales Mentor", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "The Sales Mentor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid at all costs — FTC has already sued them."}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|MOBE (My Online Business Education)", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "MOBE (My Online Business Education)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The FTC charged that this \"mentoring\" scheme collected up to $60,000 per person using false earnings claims."}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|Coaching Department / Apply Knowledge", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Coaching Department / Apply Knowledge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Another FTC action returned $25 million to victims."}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|ProductMentor", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "ProductMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Test with a monthly plan, not annual. Demand to see negative reviews first."}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|GrowthMentor", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mixed but skeptical user feedback... They push annual billing"}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|Digital Boost", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "Digital Boost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Use it only for informal peer advice; expect inconsistency."}, {"id": "mai-20260917-1752-baseline|c186-s6|deepseek-small|SCORE", "prompt": "c186-s6", "model": "deepseek-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fine for basic questions, but do not rely on it for digital/scale strategies"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|Lurn", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the FTC sued and shut down deceptive claims by **Lurn** (an online business coaching platform)"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|Amway", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Amway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "textbook recruitment tactic for **Multi-Level Marketing (MLM) / Pyramid schemes**—most notoriously, **Amway**"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|Chronus", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-Level Internal Mentoring Software (Avoid if Under ~100 Employees)"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|MentorcliQ", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are built for Fortune 500 companies... these tools are a massive drain on capital and administrative time"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|Together", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Together", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to Avoid: If you buy these, you are purchasing expensive, quote-based administrative SaaS software."}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|10KC", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "10KC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like **Chronus**, **MentorcliQ**, **Together**, and **10KC** are outstanding products. However, they are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|SCORE (Service Corps of Retired Executives)", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE (Service Corps of Retired Executives)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "SCORE connects small business owners with highly experienced, retired executives who provide 100% free, confidential, long-term business mentoring"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|Small Business Development Centers (SBDCs)", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Small Business Development Centers (SBDCs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Local SBDCs ... offer free, heavily vetted, one-on-one advising for small businesses"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|MicroMentor", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A legitimate, global, free platform that connects entrepreneurs with volunteer business mentors"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|GrowthMentor", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "platforms like **GrowthMentor**, **MentorCruise**, or **Clarity.fm** are highly reputable"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|MentorCruise", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "platforms like **GrowthMentor**, **MentorCruise**, or **Clarity.fm** are highly reputable"}, {"id": "mai-20260917-1752-baseline|c186-s6|google-small|Clarity.fm", "prompt": "c186-s6", "model": "google-small", "cat": "mentoring-software", "variant": "negative", "raw": "Clarity.fm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "platforms like **GrowthMentor**, **MentorCruise**, or **Clarity.fm** are highly reputable"}, {"id": "mai-20260917-1752-baseline|c186-s6|meta-small|PushFar", "prompt": "c186-s6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PushFar - a simple, low-cost mentoring solution with minimal integrations and basic ROI reporting."}, {"id": "mai-20260917-1752-baseline|c186-s6|meta-small|MicroMentor", "prompt": "c186-s6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MicroMentor - a nonprofit that connects entrepreneurs with volunteer business mentors worldwide, at no cost."}, {"id": "mai-20260917-1752-baseline|c186-s6|meta-small|MentorMe", "prompt": "c186-s6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MentorMe - a complete system with daily AI support and periodic human depth."}, {"id": "mai-20260917-1752-baseline|c186-s6|meta-small|SCORE (US)", "prompt": "c186-s6", "model": "meta-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE (US)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SCORE (US) or MicroMentor (global) - free, relationship-based, built for business owners."}, {"id": "mai-20260917-1752-baseline|c186-s6|minimax-small|SCORE", "prompt": "c186-s6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **SCORE** | Free | Long-term business mentoring (US) |"}, {"id": "mai-20260917-1752-baseline|c186-s6|minimax-small|MicroMentor", "prompt": "c186-s6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **MicroMentor** | Free | Global small business connections |"}, {"id": "mai-20260917-1752-baseline|c186-s6|minimax-small|ADPList", "prompt": "c186-s6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **ADPList** | Free | Tech, design, product careers |"}, {"id": "mai-20260917-1752-baseline|c186-s6|minimax-small|GrowthMentor", "prompt": "c186-s6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **GrowthMentor** | Paid | Vetted experts, specific questions |"}, {"id": "mai-20260917-1752-baseline|c186-s6|minimax-small|MentorCruise", "prompt": "c186-s6", "model": "minimax-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **MentorCruise** | Paid | Flexible mentoring relationships |"}, {"id": "mai-20260917-1752-baseline|c186-s6|mistral-small|ADPList", "prompt": "c186-s6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "ADPList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like ADPList or GrowthMentor may not be the best fit for a small business owner seeking ongoing, business-specific guidance"}, {"id": "mai-20260917-1752-baseline|c186-s6|mistral-small|GrowthMentor", "prompt": "c186-s6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like ADPList or GrowthMentor may not be the best fit for a small business owner seeking ongoing, business-specific guidance"}, {"id": "mai-20260917-1752-baseline|c186-s6|mistral-small|SCORE", "prompt": "c186-s6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "free or low-cost, relationship-based platforms like SCORE (US) or MicroMentor (global) are often better choices"}, {"id": "mai-20260917-1752-baseline|c186-s6|mistral-small|MicroMentor", "prompt": "c186-s6", "model": "mistral-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "platforms like SCORE (US) or MicroMentor (global) are often better choices, as they are specifically designed for business owners and offer vetted mentors"}, {"id": "mai-20260917-1752-baseline|c186-s6|moonshot-small|mentor.me / MentorMe", "prompt": "c186-s6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "mentor.me / MentorMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple users on Trustpilot and Reddit have labeled this a scam."}, {"id": "mai-20260917-1752-baseline|c186-s6|moonshot-small|FBA Mentor Programs (e.g., fbamentor.co.uk)", "prompt": "c186-s6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "FBA Mentor Programs (e.g., fbamentor.co.uk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"worst Amazon FBA mentoring\" they'd used"}, {"id": "mai-20260917-1752-baseline|c186-s6|moonshot-small|GrowthMentor.io", "prompt": "c186-s6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "advice from multiple mentors \"sounds very reasonable when you first hear it\" but is actually superficial and doesn't work when implemented"}, {"id": "mai-20260917-1752-baseline|c186-s6|moonshot-small|SCORE", "prompt": "c186-s6", "model": "moonshot-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Even free platforms like **SCORE** require vetting the individual mentor assigned to you."}, {"id": "mai-20260917-1752-baseline|c186-s6|openai-small|Chronus", "prompt": "c186-s6", "model": "openai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Chronus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviews note a learning curve and some rigidity/customization limits, which can be a mismatch for a smaller team"}, {"id": "mai-20260917-1752-baseline|c186-s6|openai-small|MentorcliQ", "prompt": "c186-s6", "model": "openai-small", "cat": "mentoring-software", "variant": "negative", "raw": "MentorcliQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's still more of an HR/talent-platform style tool than a lightweight small-business option"}, {"id": "mai-20260917-1752-baseline|c186-s6|openai-small|Mentorloop", "prompt": "c186-s6", "model": "openai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentorloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More SMB-friendly than the two above, but you should still be careful ... reviews mention some non-obvious workflow friction"}, {"id": "mai-20260917-1752-baseline|c186-s6|openai-small|GrowthMentor", "prompt": "c186-s6", "model": "openai-small", "cat": "mentoring-software", "variant": "negative", "raw": "GrowthMentor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "quality of conversations can vary by match, so it may be less predictable for a business setting"}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|SCORE", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SCORE (score.org): Free government-backed volunteer network, but Reddit (r/smallbusiness) gripes about outdated mentors"}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|SBA", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "SBA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SCORE/SBA: Free, despite flaws—vet mentors via initial calls."}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|Stayly Academy / Stayly / I&B Coaching / Inayah Academy", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Stayly Academy / Stayly / I&B Coaching / Inayah Academy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms/Programs to Avoid (High Scam Risk): Stayly Academy ... Multiple BBB complaints"}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|Mentor.me", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Mentor.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Trustpilot average 3.3/5 with direct scam accusations"}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|Growthmentor.com", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "Growthmentor.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reddit calls it \"scam-like\" ... small businesses may find it mismatched."}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|MicroMentor.org", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "MicroMentor.org", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MicroMentor.org: Free nonprofit matching."}, {"id": "mai-20260917-1752-baseline|c186-s6|xai-small|LinkedIn/Reddit communities", "prompt": "c186-s6", "model": "xai-small", "cat": "mentoring-software", "variant": "negative", "raw": "LinkedIn/Reddit communities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LinkedIn/Reddit communities: Organic, no cost."}, {"id": "mai-20260917-1752-baseline|c187-l1|alibaba-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Enterprise Leader: Cornerstone OnDemand ... Cornerstone is the market leader."}, {"id": "mai-20260917-1752-baseline|c187-l1|alibaba-small|NAVEX (Global Risk Management)", "prompt": "c187-l1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX (Global Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NAVEX is widely considered the gold standard for companies where \"compliance\" actually means legal risk mitigation"}, {"id": "mai-20260917-1752-baseline|c187-l1|alibaba-small|Skillsoft (Percipio / Compliance Learning)", "prompt": "c187-l1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Skillsoft (Percipio / Compliance Learning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company values high-quality video and expert-authored content over custom internal creation, Skillsoft is the best choice."}, {"id": "mai-20260917-1752-baseline|c187-l1|alibaba-small|Absorb LMS", "prompt": "c187-l1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent balance between a traditional LMS and compliance features."}, {"id": "mai-20260917-1752-baseline|c187-l1|alibaba-small|Docebo", "prompt": "c187-l1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its superior Artificial Intelligence (Docebo AI)."}, {"id": "mai-20260917-1752-baseline|c187-l1|anthropic-small|Absorb LMS", "prompt": "c187-l1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb LMS is best for enterprise, AI-driven compliance administration... a frequent top pick for enterprise compliance."}, {"id": "mai-20260917-1752-baseline|c187-l1|anthropic-small|Skillsoft", "prompt": "c187-l1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Skillsoft is the enterprise default, pairing a deep compliance catalog with one of the broadest skills libraries on the market"}, {"id": "mai-20260917-1752-baseline|c187-l1|anthropic-small|NAVEX", "prompt": "c187-l1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NAVEX is particularly strong among large enterprises that want compliance training, policy management, whistleblower hotlines"}, {"id": "mai-20260917-1752-baseline|c187-l1|anthropic-small|BizLibrary", "prompt": "c187-l1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For organizations wanting compliance and broader upskilling in one place with a supportive partner"}, {"id": "mai-20260917-1752-baseline|c187-l1|anthropic-small|Traliant", "prompt": "c187-l1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traliant leads for modern HR compliance."}, {"id": "mai-20260917-1752-baseline|c187-l1|challenger-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best compliance training platform is usually **Cornerstone OnDemand**"}, {"id": "mai-20260917-1752-baseline|c187-l1|challenger-small|Docebo", "prompt": "c187-l1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **large enterprises automating assignments** with AI-driven reassignment"}, {"id": "mai-20260917-1752-baseline|c187-l1|challenger-small|NAVEX", "prompt": "c187-l1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a more **comprehensive compliance suite** rather than training alone"}, {"id": "mai-20260917-1752-baseline|c187-l1|challenger-small|KnowBe4 Compliance Plus", "prompt": "c187-l1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main risk is **cybersecurity and security awareness**"}, {"id": "mai-20260917-1752-baseline|c187-l1|challenger-small|Absorb LMS", "prompt": "c187-l1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong choice for **scalable, structured compliance programs**"}, {"id": "mai-20260917-1752-baseline|c187-l1|deepseek-small|NAVEX", "prompt": "c187-l1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Enterprise Compliance Programs ... the most complete, audit-ready enterprise compliance platform ... → NAVEX"}, {"id": "mai-20260917-1752-baseline|c187-l1|deepseek-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Unified Talent & Learning Suite ... Watch out for: Dated user interface, complex implementation, enterprise-only pricing"}, {"id": "mai-20260917-1752-baseline|c187-l1|deepseek-small|Skillsoft", "prompt": "c187-l1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Content Breadth ... If you're in a heavily regulated B2B vertical → Mitratech Syntrio or Skillsoft"}, {"id": "mai-20260917-1752-baseline|c187-l1|deepseek-small|Mitratech Syntrio", "prompt": "c187-l1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for highly regulated B2B sectors like financial services and legal ... this is worth a hard look"}, {"id": "mai-20260917-1752-baseline|c187-l1|deepseek-small|Ethena", "prompt": "c187-l1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best Modern, AI-Powered Alternative ... gaining traction for teams building mature compliance programs"}, {"id": "mai-20260917-1752-baseline|c187-l1|google-small|NAVEX One", "prompt": "c187-l1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NAVEX is the enterprise gold standard. Rather than being a generic Learning Management System (LMS), it is a fully integrated **Governance, Risk, and Compliance (GRC) ecosystem**."}, {"id": "mai-20260917-1752-baseline|c187-l1|google-small|Docebo", "prompt": "c187-l1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Docebo is an AI-first LMS that is highly praised for its modern user experience"}, {"id": "mai-20260917-1752-baseline|c187-l1|google-small|Absorb LMS", "prompt": "c187-l1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Automated Compliance Workflows & Pre-built Content"}, {"id": "mai-20260917-1752-baseline|c187-l1|google-small|Cornerstone OnDemand (CSOD)", "prompt": "c187-l1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand (CSOD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Giants with Complex Tech Stacks"}, {"id": "mai-20260917-1752-baseline|c187-l1|google-small|Traliant", "prompt": "c187-l1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Traliant** and **EasyLlama** are industry-leading content providers"}, {"id": "mai-20260917-1752-baseline|c187-l1|google-small|EasyLlama", "prompt": "c187-l1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Traliant** and **EasyLlama** are industry-leading content providers"}, {"id": "mai-20260917-1752-baseline|c187-l1|meta-small|Absorb LMS", "prompt": "c187-l1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Absorb LMS, Cornerstone OnDemand, and others."}, {"id": "mai-20260917-1752-baseline|c187-l1|meta-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Absorb LMS, Cornerstone OnDemand, and others."}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|SAP SuccessFactors Learning", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already embedded in the SAP, Oracle, or Workday ecosystems, the native learning modules ... give the tightest integration"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Skillsoft, Cornerstone OnDemand, and OneTrust are top-tier choices"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|Skillsoft", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Skillsoft, Cornerstone OnDemand, and OneTrust are top\\u2011tier choices"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|Oracle Learning Cloud", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Oracle Learning Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "native learning modules (SAP SuccessFactors Learning, Oracle Learning Cloud, Workday Learning) give the tightest integration"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|Workday Learning", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies standardizing on Workday for HR & finance"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|Moodle (Enterprise)", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Moodle (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For maximum flexibility and lower cost, an open-source solution like Moodle Enterprise"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|360 Learning", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "360 Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a collaborative authoring platform like 360 Learning lets you build and update courses quickly"}, {"id": "mai-20260917-1752-baseline|c187-l1|minimax-small|OneTrust (ComplianceNow)", "prompt": "c187-l1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "OneTrust (ComplianceNow)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Skillsoft, Cornerstone OnDemand, and OneTrust are top-tier choices"}, {"id": "mai-20260917-1752-baseline|c187-l1|mistral-small|Absorb LMS", "prompt": "c187-l1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absorb LMS** and **Cornerstone OnDemand** are the top choices due to their scalability, integration capabilities, and strong compliance features"}, {"id": "mai-20260917-1752-baseline|c187-l1|mistral-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Absorb LMS** and **Cornerstone OnDemand** are the top choices"}, {"id": "mai-20260917-1752-baseline|c187-l1|mistral-small|Docebo", "prompt": "c187-l1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c187-l1|mistral-small|Mitratech Syntrio", "prompt": "c187-l1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong on content quality and auditor-ready reporting, particularly for financial services"}, {"id": "mai-20260917-1752-baseline|c187-l1|moonshot-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cornerstone OnDemand** 🏆 - **Best for:** Large enterprises in heavily regulated industries"}, {"id": "mai-20260917-1752-baseline|c187-l1|moonshot-small|SAI360", "prompt": "c187-l1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "SAI360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **SAI360** or **NAVEX One** first if you need integrated GRC capabilities"}, {"id": "mai-20260917-1752-baseline|c187-l1|moonshot-small|NAVEX One", "prompt": "c187-l1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend evaluating **SAI360** or **NAVEX One** first if you need integrated GRC capabilities"}, {"id": "mai-20260917-1752-baseline|c187-l1|moonshot-small|Skillsoft Compliance Suite", "prompt": "c187-l1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Skillsoft Compliance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Broad compliance topic coverage - **Strengths:** Extensive content library, legally-reviewed courses"}, {"id": "mai-20260917-1752-baseline|c187-l1|moonshot-small|Continu", "prompt": "c187-l1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprises requiring deep HR system integration"}, {"id": "mai-20260917-1752-baseline|c187-l1|openai-small|Litmos", "prompt": "c187-l1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise B2B compliance training: Litmos."}, {"id": "mai-20260917-1752-baseline|c187-l1|openai-small|Docebo", "prompt": "c187-l1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Docebo as a strong choice if you want more advanced learning automation, analytics, and multi-audience personalization"}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|Absorb LMS", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb and Cornerstone frequently top G2/Gartner Peer Insights for enterprise LMS with compliance."}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep audit trails, role-based paths... Higher cost; can feel bloated for pure compliance."}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|Docebo", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI content tools, multi-tenant scalability... Content library not as compliance-focused out-of-box."}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|NAVEX", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated policy mgmt, case workflows, auditor-ready reports. Top for holistic compliance programs."}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|Ethena", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ranked #1 in some 2026 comparisons for core compliance."}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|Vector Solutions", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Vector Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Safety/frontline? → Vector Solutions (alt)."}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|SAP Litmos", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Alternatives: SAP Litmos (compliance-heavy)"}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|360Learning", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "360Learning (collaborative)"}, {"id": "mai-20260917-1752-baseline|c187-l1|xai-small|TalentLMS", "prompt": "c187-l1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TalentLMS (mid-to-large B2B starter)"}, {"id": "mai-20260917-1752-baseline|c187-l1|zai-small|Cornerstone OnDemand", "prompt": "c187-l1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1) Cornerstone OnDemand — Best All‑In‑One Talent Suite"}, {"id": "mai-20260917-1752-baseline|c187-l1|zai-small|Workday Learning (Powered by Sana)", "prompt": "c187-l1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Workday Learning (Powered by Sana)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workday users: Workday Learning (powered by Sana)"}, {"id": "mai-20260917-1752-baseline|c187-l1|zai-small|Skillsoft Compliance Suite (Percipio)", "prompt": "c187-l1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Skillsoft Compliance Suite (Percipio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for personalized, risk‑based training: Skillsoft Compliance Suite (Percipio)"}, {"id": "mai-20260917-1752-baseline|c187-l1|zai-small|SAP SuccessFactors Learning", "prompt": "c187-l1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SAP ecosystems: SAP SuccessFactors Learning"}, {"id": "mai-20260917-1752-baseline|c187-l1|zai-small|Docebo", "prompt": "c187-l1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for multi‑audience/global compliance: Docebo"}, {"id": "mai-20260917-1752-baseline|c187-l1|zai-small|Veeva Vault Training", "prompt": "c187-l1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Veeva Vault Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for life sciences & GxP: Veeva Vault Training"}, {"id": "mai-20260917-1752-baseline|c187-l2|alibaba-small|Traliant", "prompt": "c187-l2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Traliant** | Best Standalone Platform for Scale & Legal Defensibility"}, {"id": "mai-20260917-1752-baseline|c187-l2|alibaba-small|Emtrain", "prompt": "c187-l2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Emtrain** | Best for Culture Analytics & Leadership Visibility"}, {"id": "mai-20260917-1752-baseline|c187-l2|alibaba-small|NAVEX", "prompt": "c187-l2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **NAVEX** (or **LRN**) | Best When Integrated with Broader GRC & Incident Management"}, {"id": "mai-20260917-1752-baseline|c187-l2|alibaba-small|LRN", "prompt": "c187-l2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full GRC Suite \\u2192 **NAVEX or LRN**"}, {"id": "mai-20260917-1752-baseline|c187-l2|anthropic-small|NAVEX", "prompt": "c187-l2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: NAVEX"}, {"id": "mai-20260917-1752-baseline|c187-l2|anthropic-small|Traliant", "prompt": "c187-l2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Traliant"}, {"id": "mai-20260917-1752-baseline|c187-l2|anthropic-small|Coggno", "prompt": "c187-l2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Additional Options for Large Organizations - **Coggno**"}, {"id": "mai-20260917-1752-baseline|c187-l2|anthropic-small|EasyLlama", "prompt": "c187-l2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "EasyLlama automates state-specific compliance for harassment prevention training"}, {"id": "mai-20260917-1752-baseline|c187-l2|challenger-small|Traliant", "prompt": "c187-l2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Traliant** as the best overall choice"}, {"id": "mai-20260917-1752-baseline|c187-l2|challenger-small|NAVEX", "prompt": "c187-l2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **NAVEX** as the strongest alternative"}, {"id": "mai-20260917-1752-baseline|c187-l2|challenger-small|Emtrain", "prompt": "c187-l2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Emtrain** is a credible contender because it combines training with **sentiment analytics**"}, {"id": "mai-20260917-1752-baseline|c187-l2|deepseek-small|NAVEX", "prompt": "c187-l2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **NAVEX** as your primary recommendation"}, {"id": "mai-20260917-1752-baseline|c187-l2|deepseek-small|Traliant", "prompt": "c187-l2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Traliant** as a strong alternative depending on your priorities"}, {"id": "mai-20260917-1752-baseline|c187-l2|deepseek-small|Ethena", "prompt": "c187-l2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ethena** \\u2014 Modern, engaging microlearning ... excellent for a tech-forward culture"}, {"id": "mai-20260917-1752-baseline|c187-l2|deepseek-small|Skillsoft", "prompt": "c187-l2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Skillsoft** \\u2014 Per-user licensing with huge scale and strong enterprise integration"}, {"id": "mai-20260917-1752-baseline|c187-l2|google-small|Ethena", "prompt": "c187-l2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Ethena if your workforce is office/hybrid-based, heavily relies on Slack/Teams, and hates boring corporate training."}, {"id": "mai-20260917-1752-baseline|c187-l2|google-small|Traliant", "prompt": "c187-l2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Traliant if you have a pre-existing enterprise LMS and want premium, legally bulletproof video courses"}, {"id": "mai-20260917-1752-baseline|c187-l2|google-small|Emtrain", "prompt": "c187-l2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Emtrain if your executive leadership wants to use the training to collect actionable, anonymous data"}, {"id": "mai-20260917-1752-baseline|c187-l2|google-small|NAVEX (NAVEX One / EthicsPoint)", "prompt": "c187-l2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX (NAVEX One / EthicsPoint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with NAVEX if you are a global, highly regulated, or conservative enterprise that wants a robust compliance suite"}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|Coggno", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coggno - a comprehensive solution for all training needs, ideal for large enterprises."}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|Ryley Learning", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ryley Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "delivers legally informed, compliance-driven training that helps reduce risk and protect employees, with experience working with large global accounting firms (10,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|Navex", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Navex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "industry-leading online workplace harassment training that meets federal and state requirements, suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|CompliQuest", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "CompliQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a global organisation with high-quality, expert-produced training content, suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|Kantola", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers interactive video scenarios and is suitable for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|Traliant", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a standalone harassment training solution that works well at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c187-l2|meta-small|MRA", "prompt": "c187-l2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "MRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a trusted human resources partner that offers compliant training options for managers and employees, suitable for large B2B companies"}, {"id": "mai-20260917-1752-baseline|c187-l2|minimax-small|Traliant", "prompt": "c187-l2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Traliant** or **NAVEX**."}, {"id": "mai-20260917-1752-baseline|c187-l2|minimax-small|NAVEX Global", "prompt": "c187-l2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Traliant** or **NAVEX**."}, {"id": "mai-20260917-1752-baseline|c187-l2|minimax-small|CompliQuest", "prompt": "c187-l2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "CompliQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CompliQuest** (Best for Global Organizations)"}, {"id": "mai-20260917-1752-baseline|c187-l2|minimax-small|EVERFI", "prompt": "c187-l2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EVERFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EVERFI** (Best for Culture-Focused Prevention)"}, {"id": "mai-20260917-1752-baseline|c187-l2|mistral-small|Traliant", "prompt": "c187-l2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Traliant** and **Emtrain** are often highlighted for their scalability, legal compliance, and ability to provide detailed analytics"}, {"id": "mai-20260917-1752-baseline|c187-l2|mistral-small|Emtrain", "prompt": "c187-l2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Traliant** and **Emtrain** are often highlighted for their scalability, legal compliance, and ability to provide detailed analytics"}, {"id": "mai-20260917-1752-baseline|c187-l2|mistral-small|EasyLlama", "prompt": "c187-l2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides modern, video-based training with a user-friendly platform, making it easy to deploy at scale."}, {"id": "mai-20260917-1752-baseline|c187-l2|mistral-small|Ethena", "prompt": "c187-l2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Delivers bite-sized, engaging content with robust tracking and reporting, ideal for large teams."}, {"id": "mai-20260917-1752-baseline|c187-l2|mistral-small|Kantola", "prompt": "c187-l2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers comprehensive, customizable training with strong customer support"}, {"id": "mai-20260917-1752-baseline|c187-l2|mistral-small|Coggno", "prompt": "c187-l2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Features a wide range of compliance training options, including harassment prevention"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|NAVEX Global", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **NAVEX Global** – Best for Integrated Enterprise Compliance ... Specifically designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|Traliant", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Traliant** if you want a standalone, highly engaging training solution"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|Emtrain", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Emtrain** if culture measurement and behavioral analytics are priorities"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|Kantola", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kantola** | Video-based engagement at scale"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|EVERFI", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EVERFI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EVERFI** | Culture-focused prevention"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|EasyLlama", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**EasyLlama** | State compliance automation"}, {"id": "mai-20260917-1752-baseline|c187-l2|moonshot-small|Ethena", "prompt": "c187-l2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ethena** | Modern teams with global footprints"}, {"id": "mai-20260917-1752-baseline|c187-l2|openai-small|Traliant", "prompt": "c187-l2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation would be **Traliant**"}, {"id": "mai-20260917-1752-baseline|c187-l2|xai-small|Traliant", "prompt": "c187-l2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Traliant** as the top harassment prevention training provider"}, {"id": "mai-20260917-1752-baseline|c187-l2|xai-small|NAVEX (NAVEX One)", "prompt": "c187-l2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX (NAVEX One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need a full ethics/compliance suite ... but broader focus means harassment courses are solid yet less specialized"}, {"id": "mai-20260917-1752-baseline|c187-l2|xai-small|Ethena", "prompt": "c187-l2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for modern/global teams emphasizing culture analytics and engagement"}, {"id": "mai-20260917-1752-baseline|c187-l2|xai-small|Emtrain", "prompt": "c187-l2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emtrain for data-driven insights. Both scale well but may suit mid-large better than ultra-enterprise."}, {"id": "mai-20260917-1752-baseline|c187-l2|xai-small|Coggno", "prompt": "c187-l2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Marketplace model for ultimate flexibility (395+ harassment courses, LMS included)"}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|Traliant", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Traliant** if you want industry-specific, story-based content that drives behavior change"}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|Navex Global", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Navex Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Navex Global** if you need a comprehensive, integrated enterprise compliance platform with robust reporting"}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|EVERFI", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EVERFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EVERFI (for culture-focused, engaging modules)"}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|EasyLlama", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyLlama** is a strong choice"}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|Coggno", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For flexibility and a wide content library, consider a marketplace platform like **Coggno**."}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|Compliance at Workplace", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Compliance at Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Primarily focused on markets where specific local regulations (e.g., POSH) are relevant"}, {"id": "mai-20260917-1752-baseline|c187-l2|zai-small|Kantola Training", "prompt": "c187-l2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Custom pricing; often best for organizations that prioritize engagement and visual storytelling"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|NAVEX Global", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Large enterprises needing end-to-end GRC governance... If you need to prove compliance to auditors above all else: Choose **NAVEX**"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|LRN (Learning Resource Network)", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN (Learning Resource Network)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your core risk is ethical misconduct or global cultural alignment: Choose **LRN**"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|Traliant", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If employee engagement and reducing \"training fatigue\" is the pain point: Choose **Traliant**"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|Cornerstone", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They have largely replaced legacy providers (like Cornerstone) for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|SAP SuccessFactors", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lower administrative overhead compared to NAVEX or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|Diligent / Compliance Wave", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Diligent / Compliance Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: **Ongoing reinforcement** and annual refresher campaigns."}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|RegEd", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "RegEd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are in Finance/Healthcare/Gov: Choose **RegEd**"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|Coggno", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **RegEd** or **Coggno** for industry-specific depth"}, {"id": "mai-20260917-1752-baseline|c187-l3|alibaba-small|Mitratech", "prompt": "c187-l3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Choose **NAVEX** or **Mitratech**"}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|NAVEX", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NAVEX is particularly strong among large enterprises that want compliance training, policy management, whistleblower hotlines, incident management, third-party risk tools, and audit-ready reporting"}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|Cornerstone", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cornerstone handles compliance training at scale across global, multi-entity organizations."}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|LRN", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LRN primarily serves large global enterprises and is well known for ethics, governance, and values-based training."}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|Absorb LMS", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Absorb LMS is a strong contender, known for its engaging interface and comprehensive content library."}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|EasyLlama", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EasyLlama has earned a solid reputation for delivering modern, engaging compliance training"}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|Coggno", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The solution integrates a powerful AI-driven LMS with a massive marketplace featuring thousands of courses"}, {"id": "mai-20260917-1752-baseline|c187-l3|anthropic-small|Rippling", "prompt": "c187-l3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling's compliance training capabilities are most valuable when combined with its HR, payroll, benefits, device management, and workforce operations platform."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|NAVEX", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose NAVEX, SAI360, or LRN if compliance is part of a broader enterprise GRC strategy."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|SAI360", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emphasizes audit trail depth and jurisdictional coverage within a compliance/GRC stack."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Skillsoft", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when compliance training must sit inside a broader workforce development platform."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Cornerstone OnDemand", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for enterprise reporting and assignment automation rather than just content."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Traliant", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stands out for engaging modules and frequent use in HR-led compliance programs."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|LRN", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong on values-based compliance, multinational support, and culture-oriented training."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Absorb LMS", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "More of an LMS with compliance capability than a pure compliance content vendor."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Ethena", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focuses on engaging content for contemporary teams, especially harassment training."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Emtrain", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Differentiates with workplace culture data and compliance risk visibility."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Docebo", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Stronger on AI and integrations than on specialized compliance depth."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|Vector Solutions", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Vector Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Often chosen for industry-specific compliance and stronger jurisdictional coverage."}, {"id": "mai-20260917-1752-baseline|c187-l3|challenger-small|360training", "prompt": "c187-l3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "360training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "More catalog/certification-oriented than culture or GRC-oriented."}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|NAVEX Global (NAVEX One)", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX Global (NAVEX One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a fully integrated risk and ethics backbone, choose **NAVEX** or **SAI360**."}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|SAI360", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a fully integrated risk and ethics backbone, choose **NAVEX** or **SAI360**."}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|LRN", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Global enterprises prioritizing **ethics and corporate culture**"}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|Traliant", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your core problem is employee engagement with HR training, choose **Traliant**."}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|Rethink Compliance", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already have a legacy LMS but need better legal-grade content, choose **Rethink Compliance** to plug in."}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|Emtrain", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need predictive risk analytics on your culture, choose **Emtrain**."}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|Cornerstone OnDemand", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Large enterprises (10,000+ employees) that need a single platform for all learning"}, {"id": "mai-20260917-1752-baseline|c187-l3|deepseek-small|Skillsoft (Percipio)", "prompt": "c187-l3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Skillsoft's key advantage is **breadth**."}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|NAVEX", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NAVEX is the market heavyweight, trusted by the majority of the Fortune 500."}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|LRN", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose LRN if your primary goal is to foster a mature, ethical corporate culture"}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|Traliant", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Traliant if you want premium, legally vetted, cinema-quality video training"}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|Ethena", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ethena if your workforce is primarily remote, heavily active on Slack or Teams"}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|SAI360", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose NAVEX or SAI360 if you are a massive, highly regulated global enterprise"}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|EasyLlama", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose EasyLlama if you have a fast-growing team ... need a straightforward, cost-effective tool"}, {"id": "mai-20260917-1752-baseline|c187-l3|google-small|Skillsoft", "prompt": "c187-l3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Skillsoft is the platform of choice for enterprises that view compliance as one piece of a massive workforce upskilling ecosystem."}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Rethink Compliance", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade compliance training providers include Rethink Compliance"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Diligent/Compliance Wave", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Diligent/Compliance Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Diligent/Compliance Wave, Traliant, Everfi"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Traliant", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Diligent/Compliance Wave, Traliant, Everfi"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Everfi", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Everfi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traliant, Everfi, Content Enablers"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Content Enablers", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Content Enablers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Content Enablers, Emtrain, Ethena"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Emtrain", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Content Enablers, Emtrain, Ethena"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Ethena", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emtrain, Ethena, EasyLlama"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|EasyLlama", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ethena, EasyLlama, LRN"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|LRN", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "EasyLlama, LRN, Skillsoft"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Skillsoft", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LRN, Skillsoft, Rippling"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Rippling", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Skillsoft, Rippling, Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Absorb LMS", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Rippling, Absorb LMS, NAVEX"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|NAVEX", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Absorb LMS, NAVEX, Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|Coggno", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "NAVEX, Coggno, SHIFT HR"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|SHIFT HR", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "SHIFT HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Coggno, SHIFT HR, and RegEd"}, {"id": "mai-20260917-1752-baseline|c187-l3|meta-small|RegEd", "prompt": "c187-l3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "RegEd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "SHIFT HR, and RegEd"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|NAVEX One", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Legally reviewed content, audit-grade evidence | Heavily regulated industries requiring defensible training"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Traliant", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HR/Workplace compliance**: Traliant, EasyLlama"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Rethink Compliance", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Customizable, multi-language, frequent updates | Global companies needing flexible ethics content"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|EasyLlama", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable SMB-focused modules | Small-mid businesses needing harassment training"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|SAI360", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "providers like NAVEX One and SAI360 offer superior audit trails"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Cornerstone OnDemand", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Massive scale, global deployment | Large multinationals"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Absorb LMS", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-driven administration, gamification"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Docebo", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered personalization"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|TalentLMS", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Budget-conscious SMBs**: TalentLMS, EasyLlama"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Skillcast", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**UK-specific regulations**: Skillcast"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|Everfi", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Everfi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others blend compliance with broader culture/learning (Everfi, 360Learning)"}, {"id": "mai-20260917-1752-baseline|c187-l3|minimax-small|360Learning", "prompt": "c187-l3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "others blend compliance with broader culture/learning (Everfi, 360Learning)"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|NAVEX Global", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprise GRC (Governance, Risk, and Compliance) programs"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|LRN", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Global enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Skillsoft", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Enterprise learning ecosystems"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Traliant", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Broad compliance programs, especially HR-related"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Emtrain", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Workplace culture insights and compliance risk visibility"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|RegEd", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "RegEd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Financial services and highly regulated industries"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Absorb LMS", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: LMS administration and training delivery"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Docebo", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: AI-powered personalization"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Cornerstone", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Large-scale global deployments"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Coggno", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best For: Centralized management and content breadth"}, {"id": "mai-20260917-1752-baseline|c187-l3|mistral-small|Skillcast", "prompt": "c187-l3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Skillcast in UK regulations"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|NAVEX Global", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Large-scale enterprise GRC (Governance, Risk, Compliance) programs ... Choose NAVEX if you need a unified GRC platform"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|LRN", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose LRN if ethics, culture, and values are central to your compliance strategy"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|Skillsoft", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Skillsoft if you want compliance alongside a broader learning and development program"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|Traliant", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Traliant if you need legally rigorous, highly engaging content"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|Emtrain", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Emtrain if you want data insights about workplace culture alongside compliance"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|Ethena", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Ethena if you're a modern company prioritizing automation and ease of use"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|Cornerstone", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Cornerstone if compliance is part of a larger talent management initiative"}, {"id": "mai-20260917-1752-baseline|c187-l3|moonshot-small|Big Four Consulting Firms (Deloitte, PwC, KPMG, EY)", "prompt": "c187-l3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Big Four Consulting Firms (Deloitte, PwC, KPMG, EY)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Highly regulated industries needing bespoke, audit-grade programs"}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Cornerstone", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Cornerstone** if you want the most traditional enterprise suite."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Docebo", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Docebo** if you want modern automation and integrations."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Absorb LMS", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Absorb LMS** if you want enterprise capability with easier admin."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|D2L Brightspace", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "D2L is often positioned around personalization, automation, and enterprise support"}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|SAP SuccessFactors Learning", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "its strength is ecosystem fit\nIt's usually a \"suite-first\" choice."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Workday Learning", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** companies standardized on Workday HCM."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Litmos", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually seen as less \"deep enterprise suite\" than Cornerstone/Docebo"}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|TalentLMS", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "often recommended for organizations that want to launch compliance training quickly"}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|NAVEX", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "4. **NAVEX** if compliance/risk/ethics is the core buying reason."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|KnowBe4 Compliance Plus", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "5. **KnowBe4 Compliance Plus** if cybersecurity awareness is tightly tied to compliance."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Valamis", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Valamis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Valamis emphasizes enterprise-level compliance, regional policy support, custom reporting"}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Continu", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for:** extended enterprise training: employees, customers, partners, contractors."}, {"id": "mai-20260917-1752-baseline|c187-l3|openai-small|Emtrain", "prompt": "c187-l3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Specialized compliance:** NAVEX, KnowBe4 Compliance Plus, Emtrain."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|NAVEX", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ethics hotline? NAVEX. Comprehensive GRC suite (hotline, risk mgmt, policy tracking); ethics-focused courses; strong audit trails & global compliance."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Traliant", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HR mandates? Traliant. Scenario-driven, cinematic modules; state-specific US laws; large catalog"}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Skillsoft", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vast library (compliance + skills); AI personalization ... Compliance is part of larger upskilling; less specialized."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Cornerstone OnDemand", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scalable for 10K+ users; full HCM integration; robust analytics & certifications."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Absorb LMS", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI admin tools, gamification, content marketplace; strong reporting & mobile."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Ethena", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered engagement (microlearning, phishing sims); anonymous reporting; fast deployment. Newer player; lighter on deep regulatory depth."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|LRN", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Policy-based learning; governance focus; multilingual for intl regs."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Vector Solutions", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Vector Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Industry-specific (safety/compliance); frontline worker tools; audit-proof tracking. Niche to high-risk sectors."}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Emtrain", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NAVEX/LRN/Emtrain (not tabled but similar) integrate with full GRC/risk platforms"}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|Skillcast", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Skillcast (UK/EU alt) focuses on financial regs like FCA/GDPR"}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|EasyLlama", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Ethena/EasyLlama (SMB-leaning) prioritize quick rollout/mobile"}, {"id": "mai-20260917-1752-baseline|c187-l3|xai-small|KnowBe4", "prompt": "c187-l3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Phishing sims (Ethena/KnowBe4 alt)"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Rethink Compliance", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Fully customizable, multi-language, \"all-access\" model; frequent content refreshes"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Traliant", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Relatable, scenario-driven modules; modern UI; strong state-specific harassment coverage"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Emtrain", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Blends compliance training with cultural data"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Ethena", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong focus on culture-first, video-based, \"playful\" modules"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Content Enablers", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Content Enablers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deep domain expertise in trade/HS codes, customs regulations"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Diligent / Compliance Wave", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Diligent / Compliance Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microlearning campaigns (short videos, posters, newsletters)"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Everfi", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Everfi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Blends compliance with broader value-based learning"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Absorb LMS", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong AI-assisted authoring (Absorb Create), gamification, 200+ integrations"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Cornerstone OnDemand", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Massive scale, global deployments, deep HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Docebo", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Industry-leading AI personalization, 400+ integrations"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Litmos", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Good integration with SAP, broad library spanning compliance + professional development"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|TalentLMS", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Ease of use, rapid setup, published pricing; basic compliance features"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Workday Learning", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Tight integration with Workday HCM"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|SAP SuccessFactors Learning", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Deep SAP integration, strong reporting, compliance-ready audit trails"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|SAI360", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Deep risk and audit capabilities; AI Document Intelligence"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|NAVEX One", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Employee-centric Compliance Hub + AI-powered Compliance Assistant"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Mitratech", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Strong in legal-focused content"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Vector Solutions", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Vector Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Industry-specific compliance (OSHA, fire, environmental)"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Skillcast", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Deep expertise in UK financial regulations and GDPR"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|Deloitte", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Large-program management, end-to-end design, implementation, and measurement"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|PwC", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Integrated risk & compliance advisory; strong regulatory knowledge"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|KPMG", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "Regulatory expertise and program architecture"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|EY", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "Integrated risk-management view with training; strong global reach"}, {"id": "mai-20260917-1752-baseline|c187-l3|zai-small|EasyLlama", "prompt": "c187-l3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "Fast deployment + simple LMS | TalentLMS, EasyLlama, Traliant"}, {"id": "mai-20260917-1752-baseline|c187-l4|alibaba-small|Cornerstone", "prompt": "c187-l4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard \"per-user\" licensing (like Cornerstone or SAP Litmos) is often difficult to forecast because costs rise every time you hire someone"}, {"id": "mai-20260917-1752-baseline|c187-l4|alibaba-small|SAP Litmos", "prompt": "c187-l4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard \"per-user\" licensing (like Cornerstone or SAP Litmos) is often difficult to forecast"}, {"id": "mai-20260917-1752-baseline|c187-l4|alibaba-small|Coggno", "prompt": "c187-l4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Top Recommendation: Coggno ... Request a demo from **Coggno** first."}, {"id": "mai-20260917-1752-baseline|c187-l4|alibaba-small|Eleap", "prompt": "c187-l4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "Eleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Heavy Compliance Operations: Eleap"}, {"id": "mai-20260917-1752-baseline|c187-l4|alibaba-small|iSpring Learn", "prompt": "c187-l4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Low-Cost Per-Seat (If Headcount is Stable): iSpring Learn"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|iSpring Learn", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**iSpring Learn** offers the best combination of transparent per-user pricing and enterprise-grade features"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|EasyLlama", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need an even simpler deployment, **EasyLlama** provides straightforward fixed per-seat pricing"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|TalentLMS", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyLlama and TalentLMS both deliver predictable pricing without requiring an implementation project"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|Absorb", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "each quote-priced ... the largest platforms typically don't offer published per-user pricing, making budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|Docebo", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "each quote-priced and best evaluated against your specific regulatory and integration needs"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|LearnUpon", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "each quote-priced ... making budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c187-l4|anthropic-small|SAP Litmos", "prompt": "c187-l4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "each quote-priced ... making budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|Thinkific Plus", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Thinkific Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in these results is **Thinkific Plus**"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|EasyLlama", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "EasyLlama and TalentLMS are called out as having more predictable pricing, but those are positioned for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|TalentLMS", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "positioned for smaller organizations rather than thousands of users"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|Absorb LMS", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for large enterprises with complex compliance needs, but pricing is typically quote-based"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|Cornerstone Learning", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suited to large, highly regulated organizations and multi-entity/global environments"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|Docebo", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a large-enterprise option with AI-driven personalization and quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c187-l4|challenger-small|Skillsoft / Percipio", "prompt": "c187-l4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Skillsoft / Percipio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strongest when you need broad enterprise content coverage, but pricing is custom"}, {"id": "mai-20260917-1752-baseline|c187-l4|deepseek-small|Compliance Wave", "prompt": "c187-l4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "Compliance Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Compliance Wave** is the fallback if you only need content distribution"}, {"id": "mai-20260917-1752-baseline|c187-l4|deepseek-small|Coggno (Enterprise Plan)", "prompt": "c187-l4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If I had to pick one:** **Coggno Enterprise**"}, {"id": "mai-20260917-1752-baseline|c187-l4|deepseek-small|NAVEX One", "prompt": "c187-l4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Regulated Enterprises with Budget Flexibility"}, {"id": "mai-20260917-1752-baseline|c187-l4|deepseek-small|EasyLlama", "prompt": "c187-l4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Transparent Per-Seat Pricing"}, {"id": "mai-20260917-1752-baseline|c187-l4|deepseek-small|SAP Litmos (Platinum AI plan)", "prompt": "c187-l4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "SAP Litmos (Platinum AI plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for Mid-to-Large, Avoid for Flat Budgets"}, {"id": "mai-20260917-1752-baseline|c187-l4|google-small|Rethink Compliance", "prompt": "c187-l4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Rethink Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rethink Compliance (Best for Customization & Global Companies) ... You pay one predictable rate for unlimited global usage"}, {"id": "mai-20260917-1752-baseline|c187-l4|google-small|Kriya Stack", "prompt": "c187-l4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Kriya Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kriya Stack (Best for Flat-Fee SCORM Licensing) ... flat-fee per-course licensing with absolutely no per-learner cap"}, {"id": "mai-20260917-1752-baseline|c187-l4|google-small|Coggno", "prompt": "c187-l4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coggno offers a Flat-Rate Unlimited Pricing tier"}, {"id": "mai-20260917-1752-baseline|c187-l4|google-small|Arythmatic Cloud", "prompt": "c187-l4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Arythmatic Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Arythmatic offers unlimited tracking for a flat, predictable platform fee"}, {"id": "mai-20260917-1752-baseline|c187-l4|google-small|Traliant", "prompt": "c187-l4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Traliant is praised for its modern, interactive scenario-based videos"}, {"id": "mai-20260917-1752-baseline|c187-l4|google-small|NAVEX One", "prompt": "c187-l4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "NAVEX One is the gold standard for robust, holistic GRC"}, {"id": "mai-20260917-1752-baseline|c187-l4|meta-small|Coggno", "prompt": "c187-l4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely to be one of the following:\n\n1. Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l4|meta-small|SAI360", "prompt": "c187-l4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. SAI360"}, {"id": "mai-20260917-1752-baseline|c187-l4|meta-small|NAVEX One", "prompt": "c187-l4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. NAVEX One"}, {"id": "mai-20260917-1752-baseline|c187-l4|meta-small|Docebo", "prompt": "c187-l4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Docebo"}, {"id": "mai-20260917-1752-baseline|c187-l4|meta-small|Cornerstone", "prompt": "c187-l4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Cornerstone"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|Coggno", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Coggno** (Top Recommendation)"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|My Compliance Training", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "My Compliance Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**My Compliance Training** - if you want simple per-site flat pricing"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|CompanyLMS", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "CompanyLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CompanyLMS** - if you want published per-seat rates with certification tracking"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|Absorb", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most enterprise compliance platforms (Absorb, LearnUpon, Docebo, SAP Litmos, Cornerstone) are **quote-only** for large deployments, making it hard to predict costs"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|LearnUpon", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are **quote-only** for large deployments, making it hard to predict costs until you negotiate"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|Docebo", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "are **quote-only** for large deployments, making it hard to predict costs until you negotiate"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|SAP Litmos", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "are **quote-only** for large deployments, making it hard to predict costs until you negotiate"}, {"id": "mai-20260917-1752-baseline|c187-l4|minimax-small|Cornerstone", "prompt": "c187-l4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "are **quote-only** for large deployments, making it hard to predict costs until you negotiate"}, {"id": "mai-20260917-1752-baseline|c187-l4|mistral-small|emPower", "prompt": "c187-l4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "emPower", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**emPower** and **Affinity** are the best choices due to their transparent per-user pricing and scalability"}, {"id": "mai-20260917-1752-baseline|c187-l4|mistral-small|Affinity", "prompt": "c187-l4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "Affinity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**emPower** and **Affinity** are the best choices due to their transparent per-user pricing and scalability"}, {"id": "mai-20260917-1752-baseline|c187-l4|mistral-small|Coggno", "prompt": "c187-l4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a flat-rate model with a vast course library, **Coggno** is also an excellent option."}, {"id": "mai-20260917-1752-baseline|c187-l4|moonshot-small|Coggno", "prompt": "c187-l4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum cost predictability with thousands of users**, **Coggno's flat-rate unlimited pricing** is the standout choice"}, {"id": "mai-20260917-1752-baseline|c187-l4|moonshot-small|NAVEX Global", "prompt": "c187-l4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "NAVEX Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NAVEX** or **SAI360** are strong choices, but you'll need to negotiate multi-year contracts to lock in predictable costs."}, {"id": "mai-20260917-1752-baseline|c187-l4|moonshot-small|SAI360", "prompt": "c187-l4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consideration:** Like NAVEX, pricing varies with user volume, so predictability requires negotiating multi-year contracts."}, {"id": "mai-20260917-1752-baseline|c187-l4|moonshot-small|KnowBe4", "prompt": "c187-l4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KnowBe4 offers published pricing tiers with volume discounts, making costs relatively predictable."}, {"id": "mai-20260917-1752-baseline|c187-l4|openai-small|TalentLMS Enterprise with the Flexible user limit add-on", "prompt": "c187-l4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS Enterprise with the Flexible user limit add-on", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best fit if predictability is the top priority:** **TalentLMS Enterprise with the Flexible user limit add-on**"}, {"id": "mai-20260917-1752-baseline|c187-l4|openai-small|Docebo Enterprise", "prompt": "c187-l4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative for very large, compliance-heavy organizations:** **Docebo Enterprise**"}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|KnowBe4 (Compliance Plus add-on)", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "KnowBe4 (Compliance Plus add-on)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KnowBe4 (Compliance Plus add-on) stands out as the best option for a large company needing predictable total costs"}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|iSpring Learn", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable, strong audits; great if pure LMS needed."}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|TalentLMS", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Budget-friendly for <5K; less ideal for 10K+."}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|SAP Litmos", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Medium—volume discounts, but opaque | Solid enterprise features; requires sales quote."}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|Ethena", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "Ethena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HR-focused (e.g., harassment); not full LMS."}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|Absorb LMS", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid quote-only pitfalls: Platforms like Absorb LMS, Docebo, or Cornerstone are enterprise-grade but lack public tiers"}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|Docebo", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid quote-only pitfalls: Platforms like Absorb LMS, Docebo, or Cornerstone ... lack public tiers, risking \"surprises\""}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|Cornerstone", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid quote-only pitfalls: Platforms like Absorb LMS, Docebo, or Cornerstone are enterprise-grade but lack public tiers"}, {"id": "mai-20260917-1752-baseline|c187-l4|xai-small|Vector Solutions", "prompt": "c187-l4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "Vector Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If your compliance is industry-specific (e.g., safety), check Vector Solutions."}, {"id": "mai-20260917-1752-baseline|c187-l4|zai-small|LifterLMS (Infinity Bundle)", "prompt": "c187-l4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "LifterLMS (Infinity Bundle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear winner is **LifterLMS (Infinity Bundle)**"}, {"id": "mai-20260917-1752-baseline|c187-l4|zai-small|Coggno", "prompt": "c187-l4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l4|zai-small|iSpring", "prompt": "c187-l4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "### 3. What to Avoid: Per-Seat Pricing (iSpring, TalentLMS, Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c187-l4|zai-small|TalentLMS", "prompt": "c187-l4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "### 3. What to Avoid: Per-Seat Pricing (iSpring, TalentLMS, Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c187-l4|zai-small|Cornerstone", "prompt": "c187-l4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "### 3. What to Avoid: Per-Seat Pricing (iSpring, TalentLMS, Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c187-l5|alibaba-small|SafeBreach", "prompt": "c187-l5", "model": "alibaba-small", "cat": "compliance-training", "variant": "scale", "raw": "SafeBreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for realistic phishing simulations (e.g., SafeBreach, KnowBe4)"}, {"id": "mai-20260917-1752-baseline|c187-l5|alibaba-small|KnowBe4", "prompt": "c187-l5", "model": "alibaba-small", "cat": "compliance-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for realistic phishing simulations (e.g., SafeBreach, KnowBe4)"}, {"id": "mai-20260917-1752-baseline|c187-l5|meta-small|Emtrain Compliance and Cybersecurity Training Platform", "prompt": "c187-l5", "model": "meta-small", "cat": "compliance-training", "variant": "scale", "raw": "Emtrain Compliance and Cybersecurity Training Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top compliance training platforms that meet these criteria include:"}, {"id": "mai-20260917-1752-baseline|c187-l5|meta-small|Absorb LMS", "prompt": "c187-l5", "model": "meta-small", "cat": "compliance-training", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top compliance training platforms that meet these criteria include:"}, {"id": "mai-20260917-1752-baseline|c187-l5|meta-small|KnowBe4 Compliance Plus", "prompt": "c187-l5", "model": "meta-small", "cat": "compliance-training", "variant": "scale", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top compliance training platforms that meet these criteria include:"}, {"id": "mai-20260917-1752-baseline|c187-l5|meta-small|EasyLlama", "prompt": "c187-l5", "model": "meta-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top compliance training platforms that meet these criteria include:"}, {"id": "mai-20260917-1752-baseline|c187-l5|meta-small|TechClass", "prompt": "c187-l5", "model": "meta-small", "cat": "compliance-training", "variant": "scale", "raw": "TechClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top compliance training platforms that meet these criteria include:"}, {"id": "mai-20260917-1752-baseline|c187-l5|minimax-small|SafetySkills", "prompt": "c187-l5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "SafetySkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some well-established enterprise players include:\n- **SafetySkills**"}, {"id": "mai-20260917-1752-baseline|c187-l5|minimax-small|Vector Solutions", "prompt": "c187-l5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "Vector Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Vector Solutions**"}, {"id": "mai-20260917-1752-baseline|c187-l5|minimax-small|CompliancePrime", "prompt": "c187-l5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "CompliancePrime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **CompliancePrime**"}, {"id": "mai-20260917-1752-baseline|c187-l5|minimax-small|KnowBe4", "prompt": "c187-l5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **KnowBe4**"}, {"id": "mai-20260917-1752-baseline|c187-l5|minimax-small|Corporate Compliance Insights", "prompt": "c187-l5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "Corporate Compliance Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Corporate Compliance Insights**"}, {"id": "mai-20260917-1752-baseline|c187-l5|minimax-small|EdApp", "prompt": "c187-l5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "EdApp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **EdApp** (more modern/microlearning focus)"}, {"id": "mai-20260917-1752-baseline|c187-l5|moonshot-small|NAVEX One", "prompt": "c187-l5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "NAVEX One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist of 3: NAVEX (if you want integrated GRC)"}, {"id": "mai-20260917-1752-baseline|c187-l5|moonshot-small|KnowBe4 Compliance Plus", "prompt": "c187-l5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "KnowBe4 (if security compliance is your priority)"}, {"id": "mai-20260917-1752-baseline|c187-l5|moonshot-small|SAI360", "prompt": "c187-l5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex implementation; best for organizations with mature GRC programs"}, {"id": "mai-20260917-1752-baseline|c187-l5|moonshot-small|Skillsoft Compliance Suite", "prompt": "c187-l5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "Skillsoft Compliance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one specialized player like Emtrain or Skillsoft for comparison"}, {"id": "mai-20260917-1752-baseline|c187-l5|moonshot-small|Emtrain", "prompt": "c187-l5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer player; verify enterprise references at your scale"}, {"id": "mai-20260917-1752-baseline|c187-l5|xai-small|KnowBe4 Compliance Plus", "prompt": "c187-l5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**KnowBe4 Compliance Plus** | Security focus, phishing integration, global compliance | $0.50-1.00 | Type II + ISO | Yes"}, {"id": "mai-20260917-1752-baseline|c187-l5|xai-small|Absorb LMS", "prompt": "c187-l5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absorb LMS** | Scalable structured programs, HRIS depth"}, {"id": "mai-20260917-1752-baseline|c187-l5|xai-small|TechClass", "prompt": "c187-l5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "TechClass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TechClass** | Audit-grade logging, immutable trails"}, {"id": "mai-20260917-1752-baseline|c187-l5|xai-small|Mitratech Syntrio", "prompt": "c187-l5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mitratech Syntrio**| Content quality, auditor reports"}, {"id": "mai-20260917-1752-baseline|c187-l5|xai-small|Mineral", "prompt": "c187-l5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "Mineral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mineral** | HR/policy guidance, ethics"}, {"id": "mai-20260917-1752-baseline|c187-l6|alibaba-small|Tyche International", "prompt": "c187-l6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "Tyche International", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: **Tyche International** and **BenchPrep**... interfaces as outdated"}, {"id": "mai-20260917-1752-baseline|c187-l6|alibaba-small|BenchPrep", "prompt": "c187-l6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "BenchPrep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: **Tyche International** and **BenchPrep**... interfaces as outdated"}, {"id": "mai-20260917-1752-baseline|c187-l6|alibaba-small|Dutcho", "prompt": "c187-l6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "Dutcho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Dutcho was notably sued by the DOJ and faced severe scrutiny regarding its handling of sensitive corporate data"}, {"id": "mai-20260917-1752-baseline|c187-l6|alibaba-small|KnowBe4", "prompt": "c187-l6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**KnowBe4:** The gold standard for Security Awareness."}, {"id": "mai-20260917-1752-baseline|c187-l6|alibaba-small|NetExemplar", "prompt": "c187-l6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "NetExemplar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NetExemplar:** Strong for complex labor laws and unions."}, {"id": "mai-20260917-1752-baseline|c187-l6|alibaba-small|Saiqa / Cornerstone", "prompt": "c187-l6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "Saiqa / Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Saiqa / Cornerstone:** For integrated HR/Tech ecosystems."}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|EasyLlama", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "EasyLlama is repeatedly flagged as a poor enterprise fit... for a Fortune 500, they're a liability."}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|Skillsoft (Percipio)", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Skillsoft (Percipio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "breadth means compliance isn't legally defensible as a dedicated strategy"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|SAI360", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Repeated reviewer complaints: dated interfaces, rigid customization... weak as a dedicated compliance-training engine"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|KnowBe4", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not a compliance-training tool for harassment, code of conduct... Enterprises that buy it expecting full compliance coverage will have gaps"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|Compliance Manager GRC", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Manager GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cumbersome setup, inadequate reporting (no executive summaries), slow support response, integration problems"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|MetaCompliance", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "MetaCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "steep admin learning curve, inadequate reporting, limited customization"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|ADP SmartCompliance", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "poor/inconsistent customer support, steep learning curve, not user-friendly"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|NAVEX One", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize providers with strong in-house legal authorship... e.g., NAVEX One, LRN, Traliant, Ethena, Go1, or Deloitte"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|LRN", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "e.g., NAVEX One, LRN, Traliant, Ethena, Go1, or Deloitte depending on your needs"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|Traliant", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "e.g., NAVEX One, LRN, Traliant, Ethena, Go1, or Deloitte depending on your needs"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|Ethena", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "e.g., NAVEX One, LRN, Traliant, Ethena, Go1, or Deloitte depending on your needs"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|Go1", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Go1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "e.g., NAVEX One, LRN, Traliant, Ethena, Go1, or Deloitte depending on your needs"}, {"id": "mai-20260917-1752-baseline|c187-l6|deepseek-small|Deloitte", "prompt": "c187-l6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "e.g., NAVEX One, LRN, Traliant, Ethena, Go1, or Deloitte depending on your needs"}, {"id": "mai-20260917-1752-baseline|c187-l6|google-small|Docebo", "prompt": "c187-l6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose modern platforms (like Docebo, Emtrain, or LRN) that implement active anti-AI safeguards."}, {"id": "mai-20260917-1752-baseline|c187-l6|google-small|Emtrain", "prompt": "c187-l6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose modern platforms (like Docebo, Emtrain, or LRN) that implement active anti-AI safeguards."}, {"id": "mai-20260917-1752-baseline|c187-l6|google-small|LRN", "prompt": "c187-l6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose modern platforms (like Docebo, Emtrain, or LRN) that implement active anti-AI safeguards."}, {"id": "mai-20260917-1752-baseline|c187-l6|google-small|Delve", "prompt": "c187-l6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "Delve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The high-profile Delve scandal exposed the dangers of \"autopilot\" compliance startups... hit with bombshell fraud accusations for faking SOC 2 compliance audits."}, {"id": "mai-20260917-1752-baseline|c187-l6|google-small|EVERFI", "prompt": "c187-l6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "EVERFI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "EVERFI has undergone severe corporate flux in recent years... Large enterprises should exercise heavy caution and demand strict SLAs"}, {"id": "mai-20260917-1752-baseline|c187-l6|meta-small|LRN", "prompt": "c187-l6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top compliance training vendors for large enterprises include LRN, Skillsoft, NAVEX, and KnowBe4."}, {"id": "mai-20260917-1752-baseline|c187-l6|meta-small|Skillsoft", "prompt": "c187-l6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top compliance training vendors for large enterprises include LRN, Skillsoft, NAVEX, and KnowBe4."}, {"id": "mai-20260917-1752-baseline|c187-l6|meta-small|NAVEX", "prompt": "c187-l6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top compliance training vendors for large enterprises include LRN, Skillsoft, NAVEX, and KnowBe4."}, {"id": "mai-20260917-1752-baseline|c187-l6|meta-small|KnowBe4", "prompt": "c187-l6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top compliance training vendors for large enterprises include LRN, Skillsoft, NAVEX, and KnowBe4."}, {"id": "mai-20260917-1752-baseline|c187-l6|mistral-small|EasyLlama", "prompt": "c187-l6", "model": "mistral-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Smaller vendors with limited resources, especially those focused on SMBs (e.g., EasyLlama) rather than large enterprises."}, {"id": "mai-20260917-1752-baseline|c187-l6|mistral-small|SHIFT", "prompt": "c187-l6", "model": "mistral-small", "cat": "compliance-training", "variant": "negative", "raw": "SHIFT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Providers like SHIFT, LRN, NAVEX, and Skillsoft are often recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l6|mistral-small|LRN", "prompt": "c187-l6", "model": "mistral-small", "cat": "compliance-training", "variant": "negative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Providers like SHIFT, LRN, NAVEX, and Skillsoft are often recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l6|mistral-small|NAVEX", "prompt": "c187-l6", "model": "mistral-small", "cat": "compliance-training", "variant": "negative", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Providers like SHIFT, LRN, NAVEX, and Skillsoft are often recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l6|mistral-small|Skillsoft", "prompt": "c187-l6", "model": "mistral-small", "cat": "compliance-training", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Providers like SHIFT, LRN, NAVEX, and Skillsoft are often recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c187-l6|moonshot-small|ComplianceOnline", "prompt": "c187-l6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "ComplianceOnline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple reviews describing it as a \"total failure\" with customers advising others not to \"waste your money\""}, {"id": "mai-20260917-1752-baseline|c187-l6|moonshot-small|Workwise Compliance", "prompt": "c187-l6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "Workwise Compliance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "81 total complaints in the last 3 years ... this is notably high for the industry"}, {"id": "mai-20260917-1752-baseline|c187-l6|moonshot-small|NAVEX Global", "prompt": "c187-l6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "NAVEX Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some enterprise users report frustration that the platform \"just act[s] like a reporting service\""}, {"id": "mai-20260917-1752-baseline|c187-l6|moonshot-small|Skillsoft", "prompt": "c187-l6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Historical enterprise complaints about outdated content libraries"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|BizLibrary", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers/Types to **Avoid**:\n1. **Generic Aggregators or Resellers (e.g., BizLibrary, HR360 in aggregator mode)**"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|HR360", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "HR360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic Aggregators or Resellers (e.g., BizLibrary, HR360 in aggregator mode)"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|360training", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "360training", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Low-Rated or Outdated Platforms (e.g., 360training)... Scores poorly in weighted enterprise evaluations"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|Everfi", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Everfi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be **Cautious** About These... middling (6-7.7/10) in specialized compliance metrics"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|Skillsoft", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Skillsoft (in pure compliance mode)... middling (6-7.7/10) in specialized compliance metrics"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|Cornerstone OnDemand", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong for general learning but middling (6-7.7/10) in specialized compliance metrics"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|SAP SuccessFactors", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Strong for general learning but middling (6-7.7/10) in specialized compliance metrics"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|EasyLlama", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Providers Lacking Enterprise Focus (e.g., EasyLlama): Geared toward SMBs; may struggle with global scalability"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|Emtrain", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Emtrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Prioritize**: Emtrain, Traliant, LRN, NAVEX Global, SHIFT HR, or Coggno—high marks for legal accuracy"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|Traliant", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Prioritize**: Emtrain, Traliant, LRN, NAVEX Global, SHIFT HR, or Coggno—high marks for legal accuracy"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|LRN", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Prioritize**: Emtrain, Traliant, LRN, NAVEX Global, SHIFT HR, or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|NAVEX Global", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "NAVEX Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Prioritize**: Emtrain, Traliant, LRN, NAVEX Global, SHIFT HR, or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|SHIFT HR", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "SHIFT HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Prioritize**: Emtrain, Traliant, LRN, NAVEX Global, SHIFT HR, or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l6|xai-small|Coggno", "prompt": "c187-l6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Prioritize**: Emtrain, Traliant, LRN, NAVEX Global, SHIFT HR, or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-l6|zai-small|ComplianceOnline", "prompt": "c187-l6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "ComplianceOnline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: This provider has received overwhelmingly negative feedback on review platforms."}, {"id": "mai-20260917-1752-baseline|c187-l6|zai-small|Compliance Solutions Occupational Trainers, Inc.", "prompt": "c187-l6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Solutions Occupational Trainers, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to Avoid: This small operator has a poor rating with the Better Business Bureau (BBB)."}, {"id": "mai-20260917-1752-baseline|c187-l6|zai-small|Delve", "prompt": "c187-l6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "Delve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "alleged that a Y Combinator-backed startup, Delve, fabricated compliance certifications"}, {"id": "mai-20260917-1752-baseline|c187-l6|zai-small|International Compliance Association (ICA)", "prompt": "c187-l6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "International Compliance Association (ICA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to Caution: While they are a legitimate certification body, they have mixed reviews regarding customer service."}, {"id": "mai-20260917-1752-baseline|c187-l6|zai-small|360training", "prompt": "c187-l6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "360training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"Marketplace\" Models (e.g., 360training) ... the quality is inconsistent"}, {"id": "mai-20260917-1752-baseline|c187-m1|alibaba-small|BizLibrary", "prompt": "c187-m1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: BizLibrary ... It strikes the strongest balance between high-quality content and ease of use."}, {"id": "mai-20260917-1752-baseline|c187-m1|alibaba-small|Coggno", "prompt": "c187-m1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for \"Pure\" Compliance & Harassment Training: Coggno"}, {"id": "mai-20260917-1752-baseline|c187-m1|alibaba-small|Absorb LMS", "prompt": "c187-m1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Robust LMS Platform: Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c187-m1|alibaba-small|Cornerstone", "prompt": "c187-m1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the massive implementation fees associated with competitors like Cornerstone"}, {"id": "mai-20260917-1752-baseline|c187-m1|anthropic-small|BizLibrary", "prompt": "c187-m1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-sized companies (100–2,500 employees), offering the strongest balance"}, {"id": "mai-20260917-1752-baseline|c187-m1|anthropic-small|Traliant", "prompt": "c187-m1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels for US harassment and ethics training for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c187-m1|anthropic-small|Coggno", "prompt": "c187-m1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One of six major compliance training vendors typically picked by mid-market employers"}, {"id": "mai-20260917-1752-baseline|c187-m1|anthropic-small|EasyLlama", "prompt": "c187-m1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on modern, engaging compliance training for SMB and mid-market"}, {"id": "mai-20260917-1752-baseline|c187-m1|anthropic-small|Trainual", "prompt": "c187-m1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built for growing companies past about 25 people, with compliance strength in policy documentation"}, {"id": "mai-20260917-1752-baseline|c187-m1|challenger-small|BizLibrary", "prompt": "c187-m1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **BizLibrary**"}, {"id": "mai-20260917-1752-baseline|c187-m1|challenger-small|Absorb LMS", "prompt": "c187-m1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absorb LMS** is a leading option for mid-market companies with more complex needs"}, {"id": "mai-20260917-1752-baseline|c187-m1|challenger-small|Thinkific Plus", "prompt": "c187-m1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Thinkific Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Thinkific Plus is also positioned as a strong mid-market/enterprise compliance LMS"}, {"id": "mai-20260917-1752-baseline|c187-m1|challenger-small|TalentLMS", "prompt": "c187-m1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for fast deployment and simpler teams:** **TalentLMS** or **iSpring Learn**"}, {"id": "mai-20260917-1752-baseline|c187-m1|challenger-small|iSpring Learn", "prompt": "c187-m1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for fast deployment and simpler teams:** **TalentLMS** or **iSpring Learn**"}, {"id": "mai-20260917-1752-baseline|c187-m1|challenger-small|Litmos", "prompt": "c187-m1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "compliance content plus broader learning content:** **BizLibrary** or **Litmos**"}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|BizLibrary", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **BizLibrary** is the safest \"best overall\" choice"}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|Coggno", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a **budget-friendly, per-seat solution without an L&D team**, **Coggno** is excellent."}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|Absorb LMS", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **complex, highly regulated compliance needs** ... go with **Absorb LMS**."}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|Cornerstone", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Real compliance infrastructure without Cornerstone's implementation overhead"}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|Ethena", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern, Engaging Harassment/Conduct Training: Ethena"}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|TalentLMS", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TalentLMS** offers the fastest, cheapest setup"}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|SkyPrep", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "SkyPrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SkyPrep** (~$319/month) – simple mid-market compliance"}, {"id": "mai-20260917-1752-baseline|c187-m1|deepseek-small|Workademy", "prompt": "c187-m1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Workademy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workademy** – fast 1–2 week setup with AI course creation"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|Cornerstone", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to have a massive, dedicated L&D team to manage a heavy enterprise platform like Cornerstone or Saba"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|Saba", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Saba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to have a massive, dedicated L&D team to manage a heavy enterprise platform like Cornerstone or Saba"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|Ethena", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ethena – Best Overall for Modern B2B & Tech Companies"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|EasyLlama", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EasyLlama – Best for Straightforward, No-Fuss Compliance"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|WorkRamp", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WorkRamp – Best if You Need an All-in-One LMS (Internal + External)"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|Traliant", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Traliant – Best for Deep Customization & Global/Complex Teams"}, {"id": "mai-20260917-1752-baseline|c187-m1|google-small|TalentLMS", "prompt": "c187-m1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TalentLMS – Best Budget-Friendly Compliance LMS"}, {"id": "mai-20260917-1752-baseline|c187-m1|meta-small|Coggno", "prompt": "c187-m1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Coggno: Provides 10,000+ pre-built compliance courses, HRIS sync, and state-specific harassment versions in a single per-seat subscription."}, {"id": "mai-20260917-1752-baseline|c187-m1|meta-small|BizLibrary", "prompt": "c187-m1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a strong balance of content, platform, and service"}, {"id": "mai-20260917-1752-baseline|c187-m1|meta-small|Absorb LMS", "prompt": "c187-m1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong option for mid-market companies with complex compliance needs"}, {"id": "mai-20260917-1752-baseline|c187-m1|minimax-small|BizLibrary", "prompt": "c187-m1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BizLibrary** is widely considered the best compliance training platform for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c187-m1|minimax-small|Absorb LMS", "prompt": "c187-m1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better if you have complex compliance needs ... though it's more enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c187-m1|minimax-small|Coggno", "prompt": "c187-m1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you don't have a dedicated L&D team; offers 10,000+ pre-built courses"}, {"id": "mai-20260917-1752-baseline|c187-m1|minimax-small|EasyLlama", "prompt": "c187-m1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for modern, engaging compliance content specifically designed for workplaces"}, {"id": "mai-20260917-1752-baseline|c187-m1|mistral-small|Absorb LMS", "prompt": "c187-m1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absorb LMS** and **BizLibrary** are the top choices"}, {"id": "mai-20260917-1752-baseline|c187-m1|mistral-small|BizLibrary", "prompt": "c187-m1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Absorb LMS** and **BizLibrary** are the top choices"}, {"id": "mai-20260917-1752-baseline|c187-m1|mistral-small|TalentLMS", "prompt": "c187-m1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentLMS and Coggno are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c187-m1|mistral-small|Coggno", "prompt": "c187-m1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentLMS and Coggno are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c187-m1|moonshot-small|BizLibrary", "prompt": "c187-m1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BizLibrary** — Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c187-m1|moonshot-small|Absorb LMS", "prompt": "c187-m1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absorb LMS** — Best for Complex Compliance Needs"}, {"id": "mai-20260917-1752-baseline|c187-m1|moonshot-small|Coggno", "prompt": "c187-m1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coggno** — Best for No/Low L&D Team"}, {"id": "mai-20260917-1752-baseline|c187-m1|moonshot-small|TalentLMS", "prompt": "c187-m1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TalentLMS** — Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c187-m1|moonshot-small|SkyPrep", "prompt": "c187-m1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SkyPrep** — Best for Simple Mid-Market Compliance"}, {"id": "mai-20260917-1752-baseline|c187-m1|openai-small|Absorb LMS", "prompt": "c187-m1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick would be **Absorb LMS**"}, {"id": "mai-20260917-1752-baseline|c187-m1|openai-small|TalentLMS", "prompt": "c187-m1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** is a very strong alternative"}, {"id": "mai-20260917-1752-baseline|c187-m1|openai-small|Litmos", "prompt": "c187-m1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth evaluating if you want standardized compliance delivery with flexible configuration"}, {"id": "mai-20260917-1752-baseline|c187-m1|openai-small|KnowBe4 Compliance Plus", "prompt": "c187-m1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if compliance training is tightly tied to security awareness"}, {"id": "mai-20260917-1752-baseline|c187-m1|openai-small|Ethena", "prompt": "c187-m1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if you want HRIS-integrated, automated enrollment and a culture-led approach"}, {"id": "mai-20260917-1752-baseline|c187-m1|xai-small|Absorb LMS", "prompt": "c187-m1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb LMS stands out as the top recommendation for mid-market B2B firms needing robust compliance features"}, {"id": "mai-20260917-1752-baseline|c187-m1|xai-small|Cornerstone", "prompt": "c187-m1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excels for complex needs without enterprise overhead (e.g., vs. Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c187-m1|xai-small|TalentLMS", "prompt": "c187-m1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if budget < $500/mo and you want fast deployment + general compliance... but lighter on deep audit tools"}, {"id": "mai-20260917-1752-baseline|c187-m1|xai-small|BizLibrary", "prompt": "c187-m1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top in mid-market comparisons for balanced content/service"}, {"id": "mai-20260917-1752-baseline|c187-m1|xai-small|Traliant", "prompt": "c187-m1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick if B2B needs are ethics/DEI-heavy; less full LMS"}, {"id": "mai-20260917-1752-baseline|c187-m1|xai-small|EasyLlama", "prompt": "c187-m1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick if B2B needs are ethics/DEI-heavy; less full LMS"}, {"id": "mai-20260917-1752-baseline|c187-m1|zai-small|BizLibrary", "prompt": "c187-m1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with BizLibrary for its comprehensive approach to both compliance and general training needs"}, {"id": "mai-20260917-1752-baseline|c187-m1|zai-small|Absorb LMS", "prompt": "c187-m1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb LMS - Best for Complex Compliance Needs"}, {"id": "mai-20260917-1752-baseline|c187-m1|zai-small|Litmos", "prompt": "c187-m1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Litmos - Best for Combined LMS + Compliance"}, {"id": "mai-20260917-1752-baseline|c187-m1|zai-small|CompliQuest", "prompt": "c187-m1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "CompliQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CompliQuest - Best for Multi-Jurisdictional Needs"}, {"id": "mai-20260917-1752-baseline|c187-m2|alibaba-small|NetExpedition", "prompt": "c187-m2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NetExpedition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is to satisfy strict HR audits and protect the company from liability, NetExpedition is the market leader."}, {"id": "mai-20260917-1752-baseline|c187-m2|alibaba-small|Traliant", "prompt": "c187-m2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a demo request for **Traliant** (for engagement) and **NetExpedition** (for legal rigor)"}, {"id": "mai-20260917-1752-baseline|c187-m2|alibaba-small|Lorman Education", "prompt": "c187-m2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Lorman Education", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Professional Services\" Choice: Lorman Education"}, {"id": "mai-20260917-1752-baseline|c187-m2|alibaba-small|Change Catalyst", "prompt": "c187-m2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Change Catalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Culture Shift: Change Catalyst"}, {"id": "mai-20260917-1752-baseline|c187-m2|anthropic-small|Traliant", "prompt": "c187-m2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Traliant** - This is my strongest recommendation for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c187-m2|anthropic-small|EasyLlama", "prompt": "c187-m2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EasyLlama** - A strong alternative for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c187-m2|anthropic-small|Coggno", "prompt": "c187-m2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coggno is noted as Editor's Choice for its comprehensive marketplace model"}, {"id": "mai-20260917-1752-baseline|c187-m2|anthropic-small|SHIFT HR Compliance", "prompt": "c187-m2", "model": "anthropic-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "SHIFT HR Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Only the best providers, such as SHIFT HR Compliance and Traliant, have employment law attorneys as authors of their content"}, {"id": "mai-20260917-1752-baseline|c187-m2|challenger-small|Traliant", "prompt": "c187-m2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most often recommend **Traliant** ... **Traliant** is the safest default for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c187-m2|challenger-small|Coggno", "prompt": "c187-m2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a broader, value-oriented compliance catalog with easy administration"}, {"id": "mai-20260917-1752-baseline|c187-m2|challenger-small|Emtrain", "prompt": "c187-m2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want training plus **culture analytics**"}, {"id": "mai-20260917-1752-baseline|c187-m2|challenger-small|Kantola", "prompt": "c187-m2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want more **interactive, branching video**"}, {"id": "mai-20260917-1752-baseline|c187-m2|challenger-small|NAVEX", "prompt": "c187-m2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a larger ethics/compliance platform that includes harassment prevention"}, {"id": "mai-20260917-1752-baseline|c187-m2|deepseek-small|Traliant", "prompt": "c187-m2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Traliant** is the strongest all-around choice."}, {"id": "mai-20260917-1752-baseline|c187-m2|deepseek-small|Kantola", "prompt": "c187-m2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for *interactive, decision-based engagement*... If prior harassment training flopped with your team, this is arguably the better pick."}, {"id": "mai-20260917-1752-baseline|c187-m2|deepseek-small|EasyLlama", "prompt": "c187-m2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for *fast, affordable deployment* (top rated 4.8/5 on G2)"}, {"id": "mai-20260917-1752-baseline|c187-m2|deepseek-small|Mitratech Syntrio", "prompt": "c187-m2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want harassment training **bundled with a broader ethics/compliance library"}, {"id": "mai-20260917-1752-baseline|c187-m2|deepseek-small|Ethena", "prompt": "c187-m2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want **modern, culture-led, AI-personalized training**"}, {"id": "mai-20260917-1752-baseline|c187-m2|google-small|EasyLlama", "prompt": "c187-m2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama is one of the most popular platforms for mid-sized companies because it is incredibly fast to deploy, affordable, and highly automated."}, {"id": "mai-20260917-1752-baseline|c187-m2|google-small|Ethena", "prompt": "c187-m2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ethena: Best for Tech-Forward, Remote, or Hybrid Teams"}, {"id": "mai-20260917-1752-baseline|c187-m2|google-small|Traliant", "prompt": "c187-m2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Traliant: Best for Deep Legal Rigor & High-Quality Video"}, {"id": "mai-20260917-1752-baseline|c187-m2|google-small|Emtrain", "prompt": "c187-m2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emtrain: Best for Data-Driven HR & Culture Analytics"}, {"id": "mai-20260917-1752-baseline|c187-m2|meta-small|Traliant", "prompt": "c187-m2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best harassment prevention training providers for a mid-sized B2B company are:\n\n1. Traliant"}, {"id": "mai-20260917-1752-baseline|c187-m2|meta-small|EasyLlama", "prompt": "c187-m2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. EasyLlama"}, {"id": "mai-20260917-1752-baseline|c187-m2|meta-small|SHIFT by Moxie", "prompt": "c187-m2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "SHIFT by Moxie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. SHIFT by Moxie"}, {"id": "mai-20260917-1752-baseline|c187-m2|meta-small|Kantola", "prompt": "c187-m2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Kantola"}, {"id": "mai-20260917-1752-baseline|c187-m2|meta-small|Ethena", "prompt": "c187-m2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Ethena"}, {"id": "mai-20260917-1752-baseline|c187-m2|minimax-small|Traliant", "prompt": "c187-m2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the gold standard for US-based mid-market companies (200-2,000 employees)"}, {"id": "mai-20260917-1752-baseline|c187-m2|minimax-small|Kantola", "prompt": "c187-m2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for organizations seeking interactive, branching video formats"}, {"id": "mai-20260917-1752-baseline|c187-m2|minimax-small|Emtrain", "prompt": "c187-m2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if your HR team wants culture analytics alongside training functionality"}, {"id": "mai-20260917-1752-baseline|c187-m2|minimax-small|Coggno", "prompt": "c187-m2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers 10,000+ pre-built compliance courses with HRIS sync"}, {"id": "mai-20260917-1752-baseline|c187-m2|minimax-small|Guideflow", "prompt": "c187-m2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market and enterprise teams wanting serious compliance coverage"}, {"id": "mai-20260917-1752-baseline|c187-m2|mistral-small|Traliant", "prompt": "c187-m2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Traliant** is the top recommendation due to its strong compliance focus and scalability"}, {"id": "mai-20260917-1752-baseline|c187-m2|mistral-small|Kantola", "prompt": "c187-m2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative, especially if you want more active learner engagement"}, {"id": "mai-20260917-1752-baseline|c187-m2|mistral-small|Coggno", "prompt": "c187-m2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coggno** is a solid choice if you need a broader course library and HRIS integration"}, {"id": "mai-20260917-1752-baseline|c187-m2|mistral-small|Mitratech", "prompt": "c187-m2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Mitratech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also recommended for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c187-m2|mistral-small|LinkedIn Learning", "prompt": "c187-m2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also recommended for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c187-m2|moonshot-small|Traliant", "prompt": "c187-m2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Content Quality & Compliance: Traliant"}, {"id": "mai-20260917-1752-baseline|c187-m2|moonshot-small|EasyLlama", "prompt": "c187-m2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Pick for Ease of Use & Value: EasyLlama"}, {"id": "mai-20260917-1752-baseline|c187-m2|moonshot-small|Kantola", "prompt": "c187-m2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honorable Mention for Broader Training Needs: Kantola"}, {"id": "mai-20260917-1752-baseline|c187-m2|moonshot-small|NAVEX/LRN", "prompt": "c187-m2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX/LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider bundling through a broader compliance platform like **NAVEX/LRN**"}, {"id": "mai-20260917-1752-baseline|c187-m2|openai-small|SHRM", "prompt": "c187-m2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "SHRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SHRM** as a strong default choice for harassment prevention training."}, {"id": "mai-20260917-1752-baseline|c187-m2|openai-small|WILL Interactive", "prompt": "c187-m2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "WILL Interactive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Very budget-friendly, straightforward compliance**: look at **WILL Interactive**"}, {"id": "mai-20260917-1752-baseline|c187-m2|openai-small|Emtrain", "prompt": "c187-m2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Highly interactive, scenario-based training**: SHRM or a provider like **Emtrain** may be better suited."}, {"id": "mai-20260917-1752-baseline|c187-m2|openai-small|WeVow", "prompt": "c187-m2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "WeVow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**WeVow** is positioned more toward smaller businesses, so it may be less ideal for a mid-sized B2B firm"}, {"id": "mai-20260917-1752-baseline|c187-m2|xai-small|Traliant", "prompt": "c187-m2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Traliant as the top harassment prevention training provider."}, {"id": "mai-20260917-1752-baseline|c187-m2|xai-small|Kantola", "prompt": "c187-m2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Kantola | Interactive branching videos for engagement"}, {"id": "mai-20260917-1752-baseline|c187-m2|xai-small|EasyLlama", "prompt": "c187-m2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyLlama | Quick, mobile-first rollout on a budget"}, {"id": "mai-20260917-1752-baseline|c187-m2|zai-small|Emtrain", "prompt": "c187-m2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Emtrain (Best Overall for Culture & Analytics)"}, {"id": "mai-20260917-1752-baseline|c187-m2|zai-small|Kantola", "prompt": "c187-m2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kantola (Best for Engagement & Interactive Video)"}, {"id": "mai-20260917-1752-baseline|c187-m2|zai-small|EasyLlama", "prompt": "c187-m2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyLlama is a strong contender"}, {"id": "mai-20260917-1752-baseline|c187-m2|zai-small|Traliant", "prompt": "c187-m2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Traliant offers the highest production value and legal accuracy"}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|NAVEX Global", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For Legal Defensibility: Prioritize *NAVEX*, *LRN*, or *CompliQuest*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Traliant", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Employee Engagement: Prioritize *Traliant* or *Diligent*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Cornerstone OnDemand", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broad learning ecosystem; integrates compliance into a larger LMS strategy."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|LRN", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Legal Defensibility: Prioritize *NAVEX*, *LRN*, or *CompliQuest*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|EasyLlama", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Budget-Conscious SMBs: Prioritize *EasyLlama*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Skillsoft", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Breadth of content library; customizable modules; strong analytics."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|CompliQuest", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "CompliQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Global Compliance: Prioritize *CompliQuest* or *NAVEX*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|KnowBe4", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Cybersecurity Focus: Prioritize *KnowBe4*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|360Learning", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Collaborative, peer-driven training; user-generated content."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Diligent (Compliance Wave)", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Diligent (Compliance Wave)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For Employee Engagement: Prioritize *Traliant* or *Diligent*."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Convercent", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Convercent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "*Traliant*, *Diligent*, and *Convercent* focus heavily on interactive scenarios"}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|SAI Global", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "*NAVEX*, *SAI Global*, and *CompliQuest* prioritize comprehensive legal defensibility"}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Emtrain", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "*Traliant*, *EasyLlama*, and *Emtrain* are optimized for US federal and state laws"}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|Skillcast", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "*CompliQuest*, *Skillcast*, and *NAVEX* offer stronger support for GDPR"}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|MediaPRO", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "MediaPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "*EasyLlama* and *MediaPRO* offer streamlined, lower-cost solutions for smaller teams."}, {"id": "mai-20260917-1752-baseline|c187-m3|alibaba-small|SC Training (SafetyCulture)", "prompt": "c187-m3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "SC Training (SafetyCulture)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "tailored for non-office workers requiring mobile-first, simple compliance modules"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Emtrain", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Emtrain takes a fundamentally different approach"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Ethena", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top compliance training vendors include Emtrain, Ethena, Traliant, EasyLlama, NAVEX, LRN, and Skillsoft"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Traliant", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top compliance training vendors include Emtrain, Ethena, Traliant, EasyLlama, NAVEX, LRN, and Skillsoft"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|EasyLlama", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top compliance training vendors include Emtrain, Ethena, Traliant, EasyLlama, NAVEX, LRN, and Skillsoft"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|NAVEX", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NAVEX is particularly strong among large enterprises that want compliance training, policy management, whistleblower hotlines"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|LRN", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top compliance training vendors include Emtrain, Ethena, Traliant, EasyLlama, NAVEX, LRN, and Skillsoft"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Skillsoft", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Skillsoft is designed for large enterprises with complex regulatory requirements and offers a vast content library"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Absorb", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Absorb is primarily a learning management system rather than a dedicated compliance-content provider"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Rippling", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "organizations prioritizing automation and employee lifecycle management often benefit more than companies seeking highly specialized compliance content"}, {"id": "mai-20260917-1752-baseline|c187-m3|anthropic-small|Coggno", "prompt": "c187-m3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coggno offers a top-of-the-line LMS solution for free, with access to a marketplace of thousands of courses"}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Traliant", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compliance-first library with strong course quality and a focus on engaging, customizable content."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|NAVEX", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NAVEX and SAI360 are stronger fits."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Skillsoft", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Traliant, Skillsoft, and Ethena are often positioned well for that."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|SAI360", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NAVEX and SAI360 are stronger fits."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Emtrain", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stands out for workplace culture data and compliance risk visibility"}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Ethena", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritizes engaging, contemporary compliance training for smaller or fast-moving teams."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|EasyLlama", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for simplicity and affordability rather than deep enterprise GRC features."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|KnowBe4", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "KnowBe4 is the clearest specialist."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|360Training", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "360Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More certification/regulatory oriented than workplace-culture oriented."}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Content Enablers", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Content Enablers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Typically chosen for tailored or niche compliance needs"}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Absorb LMS", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Absorb LMS, Cornerstone-style platforms, and other LMS vendors are more about administration"}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|Cornerstone", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cornerstone-style platforms, and other LMS vendors are more about administration"}, {"id": "mai-20260917-1752-baseline|c187-m3|challenger-small|LRN", "prompt": "c187-m3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Skillsoft, LRN, and some enterprise vendors are stronger for multilingual/global deployments."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|NAVEX", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Used heavily across the Fortune 500. Best for enterprise-scale governance, risk & compliance (GRC) with strong audit trails."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Cornerstone OnDemand", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A full LMS suited to regulated industries with very strong audit trail depth."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|LRN", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for ethics, values-based programs, and governance/risk management for global enterprises."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Emtrain", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines compliance training with workplace culture analytics and risk visibility"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Everfi", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Everfi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Blends compliance with financial literacy, DEI, and social impact"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Traliant", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for modernizing mandatory training."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Ethena", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-powered platform with engaging content, phishing simulations, and anonymous reporting."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Rethink Compliance", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Customizable, multi-language ethics & compliance content on an \"all-access\" model."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|EasyLlama", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Affordable, fast-deploying content for small/mid-size businesses"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|KnowBe4", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best known for security awareness; its Compliance Plus add-on serves its existing clients."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Vector Solutions", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Vector Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Targets frontline, safety-heavy industries (OSHA, construction, transport)"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|SAI360", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Strong on GRC-integrated compliance with very strong global jurisdictional coverage."}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Skillsoft", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Broad enterprise library covering compliance plus workforce development"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Coggno", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Marketplace models"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|NQA", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "NQA", 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"comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Full LMS platforms** (Absorb, Cornerstone, Docebo, TalentLMS)"}, {"id": "mai-20260917-1752-baseline|c187-m3|deepseek-small|Go1", "prompt": "c187-m3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**content libraries/aggregators** (Go1, Skillsoft) that plug into your existing LMS"}, {"id": "mai-20260917-1752-baseline|c187-m3|google-small|Ethena", "prompt": "c187-m3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Great tone, Slack/Teams notifications, bite-sized modules."}, {"id": "mai-20260917-1752-baseline|c187-m3|google-small|EasyLlama", "prompt": "c187-m3", "model": "google-small", 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"meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Content Enablers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top providers include Rethink Compliance, Diligent/Compliance Wave, Traliant, Everfi, and Content Enablers."}, {"id": "mai-20260917-1752-baseline|c187-m3|minimax-small|Traliant", "prompt": "c187-m3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Large organizations needing comprehensive compliance programs"}, {"id": "mai-20260917-1752-baseline|c187-m3|minimax-small|EasyLlama", "prompt": "c187-m3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: US-focused small to medium 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"weight": 1, "pos": 1, "ev": "Focuses on HR compliance (harassment, DEI, workplace respect) with scenario-driven, modernized training."}, {"id": "mai-20260917-1752-baseline|c187-m3|mistral-small|Rethink Compliance", "prompt": "c187-m3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong in ethics and compliance ... 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"compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Affordable, fast setup, suitable for SMBs"}, {"id": "mai-20260917-1752-baseline|c187-m3|mistral-small|Deloitte", "prompt": "c187-m3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Offer enterprise-level compliance training as part of broader risk and advisory services"}, {"id": "mai-20260917-1752-baseline|c187-m3|mistral-small|PwC", "prompt": "c187-m3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Offer enterprise-level compliance training as part of broader risk and advisory services"}, {"id": "mai-20260917-1752-baseline|c187-m3|mistral-small|KPMG", "prompt": "c187-m3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Offer enterprise-level compliance training as part of broader risk and advisory services"}, {"id": "mai-20260917-1752-baseline|c187-m3|mistral-small|EY", "prompt": "c187-m3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Offer enterprise-level compliance training as part of broader risk and advisory services"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|NAVEX One", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Organizations wanting integrated GRC with strong employee-facing tools"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|SAI360", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large enterprises needing unified risk management"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|Cornerstone OnDemand", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Highly regulated industries (pharma, healthcare, finance)"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|Skillsoft", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Organizations needing extensive pre-built content libraries"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|Ethena", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Startups and modern workforces"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|Traliant", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Organizations prioritizing engagement and legal accuracy"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|EasyLlama", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c187-m3|moonshot-small|Emtrain", "prompt": "c187-m3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations wanting culture data alongside compliance"}, {"id": "mai-20260917-1752-baseline|c187-m3|openai-small|Traliant", "prompt": "c187-m3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Traliant** if you want: better learner engagement, workplace conduct/harassment-focused content, a training-first solution."}, {"id": "mai-20260917-1752-baseline|c187-m3|openai-small|NAVEX", "prompt": "c187-m3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **NAVEX** if you want: training plus policy/incident/risk management, enterprise-scale compliance workflows"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|NAVEX", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprises prioritize audit depth and integrations (NAVEX/Cornerstone)"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Traliant", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SMBs want simplicity/engagement (EasyLlama/Traliant)"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Skillsoft", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprises needing broad libraries | Vast content + upskilling, global"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Cornerstone OnDemand", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Regulated enterprises | HCM integration, strong audits"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Vector Solutions", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Vector Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "industries like safety pick Vector"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|EasyLlama", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs, quick deployment | Mobile-friendly, affordable, modern"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|LRN", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "LRN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global enterprises, ethics | Values-based, customizable"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Absorb LMS", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market, LMS-focused | AI admin, certification tracking"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Ethena", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Emerging, less proven at scale"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Emtrain", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Culture insights + compliance | Data analytics, risk visibility"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|Deloitte", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also rank high for enterprise consulting but focus less on off-the-shelf eLearning"}, {"id": "mai-20260917-1752-baseline|c187-m3|xai-small|PwC", "prompt": "c187-m3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "also rank high for enterprise consulting but focus less on off-the-shelf eLearning"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|NAVEX One", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Integrated policy, incident management, reporting; strong for 5,000+ employees"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|SAI360", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "SAI360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep audit trails, global jurisdiction coverage, strong reporting"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Cornerstone OnDemand", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Very strong audit trails, enterprise-grade platform, industry-specific modules"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Absorb LMS / Absorb Amplify", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS / Absorb Amplify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong audit trail depth, good global coverage, quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Mitratech Syntrio", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Own content + hotline services; good for regulated verticals"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Traliant", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Relatable, scenario-driven modules; modern, inclusive content"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|EasyLlama", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fast deployment, affordable, simple UI; US-focused"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Emtrain", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Blends compliance with culture insights and leadership reporting"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Rethink Compliance", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Customizable, multi-language, all-access model"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Diligent / Compliance Wave", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Diligent / Compliance Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Short videos, posters, newsletters for ongoing reinforcement"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|KnowBe4", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Phishing simulations, security awareness training, partial EU coverage"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Ethena", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI-powered platform, phishing simulations, anonymous reporting, multi-language"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Skillsoft", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Massive content library, includes compliance + upskilling"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Skillcast", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Strong EU coverage, tailored for financial institutions"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|CompliQuest", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "CompliQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Multinational coverage, custom quotes"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Go1", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Content aggregator with AI tools, global reach"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|360Learning", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "DIY-style platform with built-in compliance modules"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|Everfi", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Everfi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Blends compliance with financial literacy and DEI; values-based approach"}, {"id": "mai-20260917-1752-baseline|c187-m3|zai-small|The Prime VR", "prompt": "c187-m3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "The Prime VR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Immersive VR scenario training for high-stakes compliance"}, {"id": "mai-20260917-1752-baseline|c187-m4|alibaba-small|EdApp", "prompt": "c187-m4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EdApp is widely considered the best budget-friendly option because it offers a generous free tier"}, {"id": "mai-20260917-1752-baseline|c187-m4|alibaba-small|TalentLMS", "prompt": "c187-m4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS is built specifically for small businesses... It is the gold standard for balancing price with functionality."}, {"id": "mai-20260917-1752-baseline|c187-m4|alibaba-small|Coursera for Business", "prompt": "c187-m4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "Coursera for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Content-Rich Compliance... this is the best route."}, {"id": "mai-20260917-1752-baseline|c187-m4|alibaba-small|iSpring Suite", "prompt": "c187-m4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"DIY\" Solution... One of the cheapest on the market."}, {"id": "mai-20260917-1752-baseline|c187-m4|anthropic-small|Coggno", "prompt": "c187-m4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coggno** stands out as an excellent choice for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline|c187-m4|anthropic-small|EdApp", "prompt": "c187-m4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EdApp** is another affordable option."}, {"id": "mai-20260917-1752-baseline|c187-m4|anthropic-small|TalentLMS", "prompt": "c187-m4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentLMS** is recommended for budget-conscious teams."}, {"id": "mai-20260917-1752-baseline|c187-m4|anthropic-small|Schoox", "prompt": "c187-m4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "Schoox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pricing for Schoox ranges from $8\\u201311 per user/month."}, {"id": "mai-20260917-1752-baseline|c187-m4|challenger-small|TalentLMS", "prompt": "c187-m4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **TalentLMS** if you need a simple, low-cost platform for compliance delivery and tracking"}, {"id": "mai-20260917-1752-baseline|c187-m4|challenger-small|Coggno", "prompt": "c187-m4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coggno** is a strong budget choice because it combines an LMS with a large course marketplace"}, {"id": "mai-20260917-1752-baseline|c187-m4|challenger-small|SC Training", "prompt": "c187-m4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a very affordable, mobile-first option for small teams, with a free tier"}, {"id": "mai-20260917-1752-baseline|c187-m4|challenger-small|iSpring Learn", "prompt": "c187-m4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if audit trails, reminders, and certification tracking matter and you want an accessible price point"}, {"id": "mai-20260917-1752-baseline|c187-m4|challenger-small|Konstantly", "prompt": "c187-m4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Konstantly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it may be less ideal for very small teams than TalentLMS or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-m4|deepseek-small|TalentLMS", "prompt": "c187-m4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams: **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c187-m4|deepseek-small|iSpring Learn", "prompt": "c187-m4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Larger Teams (100+ users): **iSpring Learn**"}, {"id": "mai-20260917-1752-baseline|c187-m4|deepseek-small|Syntax", "prompt": "c187-m4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "Syntax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Truly Flat-Rate: **Syntax** (and similar)"}, {"id": "mai-20260917-1752-baseline|c187-m4|deepseek-small|SC Training (EdApp)", "prompt": "c187-m4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training (EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option: **SC Training (EdApp)**"}, {"id": "mai-20260917-1752-baseline|c187-m4|deepseek-small|KnowBe4 Compliance Plus", "prompt": "c187-m4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pairs compliance training with security awareness ... great if cybersecurity training is a priority"}, {"id": "mai-20260917-1752-baseline|c187-m4|deepseek-small|EasyLlama", "prompt": "c187-m4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're in the US only, **EasyLlama** (~$19.95/user/course/year) is another fast-to-deploy option"}, {"id": "mai-20260917-1752-baseline|c187-m4|google-small|Coggno", "prompt": "c187-m4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have zero budget for software and just need to buy a few specific compliance courses:** Go with **Coggno**."}, {"id": "mai-20260917-1752-baseline|c187-m4|google-small|Konstantly", "prompt": "c187-m4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Konstantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Konstantly**. Their $29/month flat-rate plan is incredibly difficult to beat."}, {"id": "mai-20260917-1752-baseline|c187-m4|google-small|EasyLlama", "prompt": "c187-m4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **EasyLlama**. You will spend about $20 per employee per year"}, {"id": "mai-20260917-1752-baseline|c187-m4|google-small|TalentLMS", "prompt": "c187-m4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentLMS is widely regarded as one of the most user-friendly and reliable LMS platforms in the world."}, {"id": "mai-20260917-1752-baseline|c187-m4|meta-small|Securan", "prompt": "c187-m4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "Securan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Securan - a direct solution for companies with solid internal policies."}, {"id": "mai-20260917-1752-baseline|c187-m4|meta-small|Coggno", "prompt": "c187-m4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coggno - a budget-friendly solution with a range of features, including audit and documentation capabilities."}, {"id": "mai-20260917-1752-baseline|c187-m4|meta-small|EasyLlama", "prompt": "c187-m4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a comprehensive platform with state-specific training, although it may be more expensive"}, {"id": "mai-20260917-1752-baseline|c187-m4|meta-small|SC Training", "prompt": "c187-m4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SC Training - a basic awareness platform with a free version and affordable pricing."}, {"id": "mai-20260917-1752-baseline|c187-m4|minimax-small|Coggno", "prompt": "c187-m4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coggno** gives you the best combination of price, ready-made content, and essential reporting features."}, {"id": "mai-20260917-1752-baseline|c187-m4|minimax-small|TalentLMS", "prompt": "c187-m4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** is extremely cheap once you have content, and the free tier lets you test it"}, {"id": "mai-20260917-1752-baseline|c187-m4|minimax-small|iSpring Learn", "prompt": "c187-m4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Learn** at $2.29/user is still very affordable and includes detailed completion certificates."}, {"id": "mai-20260917-1752-baseline|c187-m4|minimax-small|EasyLlama", "prompt": "c187-m4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyLlama** ($3-$6/user) is a bit more expensive but offers engaging micro-learning"}, {"id": "mai-20260917-1752-baseline|c187-m4|minimax-small|Valamis", "prompt": "c187-m4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Valamis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More advanced analytics – but a bit pricier than the others above"}, {"id": "mai-20260917-1752-baseline|c187-m4|mistral-small|TalentLMS", "prompt": "c187-m4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is frequently cited as the top pick for SMBs"}, {"id": "mai-20260917-1752-baseline|c187-m4|mistral-small|iSpring Learn", "prompt": "c187-m4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "praised for delivering polished, compliance-ready training on a budget, making it another solid option"}, {"id": "mai-20260917-1752-baseline|c187-m4|moonshot-small|Coggno", "prompt": "c187-m4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coggno ⭐ Best Overall for Budget"}, {"id": "mai-20260917-1752-baseline|c187-m4|moonshot-small|TalentLMS", "prompt": "c187-m4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coggno** or **TalentLMS** offer the best balance of cost, features, and ease of use"}, {"id": "mai-20260917-1752-baseline|c187-m4|moonshot-small|Moodle", "prompt": "c187-m4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "No licensing fees—only hosting costs... Best for: Tech-savvy teams with IT resources"}, {"id": "mai-20260917-1752-baseline|c187-m4|moonshot-small|iSpring Learn", "prompt": "c187-m4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built for compliance with regulatory-ready documentation"}, {"id": "mai-20260917-1752-baseline|c187-m4|moonshot-small|EasyLlama", "prompt": "c187-m4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple, legally-reviewed content at very low per-learner cost"}, {"id": "mai-20260917-1752-baseline|c187-m4|openai-small|TalentLMS", "prompt": "c187-m4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is tight, **TalentLMS** is usually the best starting point."}, {"id": "mai-20260917-1752-baseline|c187-m4|openai-small|Tayl", "prompt": "c187-m4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "Tayl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tayl** may be even cheaper on paper... The tradeoff is that it's more limited by headcount."}, {"id": "mai-20260917-1752-baseline|c187-m4|openai-small|KnowBe4 Compliance Plus", "prompt": "c187-m4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "KnowBe4 Compliance Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be a budget-friendly per-user option... but it's less of a general-purpose LMS than TalentLMS"}, {"id": "mai-20260917-1752-baseline|c187-m4|xai-small|SC Training (SafetyCulture)", "prompt": "c187-m4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training (SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SC Training (from SafetyCulture, formerly EdApp) or TalentLMS stand out as the top options"}, {"id": "mai-20260917-1752-baseline|c187-m4|xai-small|TalentLMS", "prompt": "c187-m4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TalentLMS** – **Best low-cost scalable LMS.**"}, {"id": "mai-20260917-1752-baseline|c187-m4|xai-small|iSpring Learn", "prompt": "c187-m4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent audit trails, authoring tools. Good for structured compliance but pricier per user than free tiers."}, {"id": "mai-20260917-1752-baseline|c187-m4|xai-small|EasyLlama", "prompt": "c187-m4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transparent, high ratings (4.8/5 on G2), but better for 25+ users."}, {"id": "mai-20260917-1752-baseline|c187-m4|xai-small|KnowBe4", "prompt": "c187-m4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "KnowBe4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Security-focused compliance; not ideal under 25 users."}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|TalentLMS", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **TalentLMS** or **iSpring Learn** are the best starting points."}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|iSpring Learn", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TalentLMS** or **iSpring Learn** are the best starting points"}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|EasyLlama", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EasyLlama** (per‑seat pricing) or **Mitratech Syntrio** are excellent low‑cost choices."}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|Mitratech Syntrio", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyLlama** (per‑seat pricing) or **Mitratech Syntrio** are excellent low‑cost choices."}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|360Learning", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Collaborative, engaging compliance training** | 360Learning"}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|Connecteam", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Connecteam** is a great budget‑friendly choice for teams that need training, HR, and operations in one place."}, {"id": "mai-20260917-1752-baseline|c187-m4|zai-small|Skillcast", "prompt": "c187-m4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Library‑focused compliance, especially UK/EU** | Skillcast"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|iSpring", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "iSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Transparent per-seat | ~$2–$8/user/month | iSpring, EasyLlama, 360Learning"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|EasyLlama", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "EasyLlama – Fast deployment, US-focused, affordable per-seat, great for harassment/DEI"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|360Learning", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "360Learning – Collaborative/custom content, $8/user/month"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|Absorb", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Absorb LMS – Great automation for scaling; quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|Docebo", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Docebo – Strong automation and enterprise features, quote-based"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|SAP Litmos", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Litmos – Strong at scale with large content library"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|LearnUpon", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Quote-based (enterprise) | Starting low 5 figures annually | Absorb, Docebo, SAP Litmos, LearnUpon"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|BizLibrary", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "BizLibrary", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "BizLibrary – Strong all-around for mid-sized (100–2,500 employees); combines compliance + upskilling, highly rated"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|Traliant", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Traliant – US state-specific harassment and DEI expertise"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|TalentLMS", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "TalentLMS – Transparent pricing, mid-market friendly"}, {"id": "mai-20260917-1752-baseline|c187-m5|deepseek-small|KnowBe4", "prompt": "c187-m5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "KnowBe4 – If security awareness training is a priority"}, {"id": "mai-20260917-1752-baseline|c187-m5|google-small|Traliant", "prompt": "c187-m5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "Traliant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "To help you evaluate vendors (such as *Traliant, NAVEX, Ethena, Litmos, or EasyLlama*)"}, {"id": "mai-20260917-1752-baseline|c187-m5|google-small|NAVEX", "prompt": "c187-m5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as *Traliant, NAVEX, Ethena, Litmos, or EasyLlama*"}, {"id": "mai-20260917-1752-baseline|c187-m5|google-small|Ethena", "prompt": "c187-m5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "Ethena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as *Traliant, NAVEX, Ethena, Litmos, or EasyLlama*"}, {"id": "mai-20260917-1752-baseline|c187-m5|google-small|Litmos", "prompt": "c187-m5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as *Traliant, NAVEX, Ethena, Litmos, or EasyLlama*"}, {"id": "mai-20260917-1752-baseline|c187-m5|google-small|EasyLlama", "prompt": "c187-m5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as *Traliant, NAVEX, Ethena, Litmos, or EasyLlama*"}, {"id": "mai-20260917-1752-baseline|c187-m5|moonshot-small|NAVEX", "prompt": "c187-m5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "NAVEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors (like NAVEX) emphasize legally vetted content that holds up in court"}, {"id": "mai-20260917-1752-baseline|c187-m5|moonshot-small|Coggno", "prompt": "c187-m5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Flat-rate unlimited** (e.g., Coggno): Often 30–45% lower TCO for mid-market"}, {"id": "mai-20260917-1752-baseline|c187-m5|moonshot-small|Absorb", "prompt": "c187-m5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Per-user SaaS** (e.g., Absorb, Docebo): Scales with headcount"}, {"id": "mai-20260917-1752-baseline|c187-m5|moonshot-small|Docebo", "prompt": "c187-m5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Per-user SaaS** (e.g., Absorb, Docebo): Scales with headcount"}, {"id": "mai-20260917-1752-baseline|c187-m5|xai-small|TalentLMS", "prompt": "c187-m5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Review 5-10 platforms (e.g., TalentLMS, Litmos, 360Learning, Skillcast, TechClass—top-rated for compliance)."}, {"id": "mai-20260917-1752-baseline|c187-m5|xai-small|Litmos", "prompt": "c187-m5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Review 5-10 platforms (e.g., TalentLMS, Litmos, 360Learning, Skillcast, TechClass—top-rated for compliance)."}, {"id": "mai-20260917-1752-baseline|c187-m5|xai-small|360Learning", "prompt": "c187-m5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Review 5-10 platforms (e.g., TalentLMS, Litmos, 360Learning, Skillcast, TechClass—top-rated for compliance)."}, {"id": "mai-20260917-1752-baseline|c187-m5|xai-small|Skillcast", "prompt": "c187-m5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Review 5-10 platforms (e.g., TalentLMS, Litmos, 360Learning, Skillcast, TechClass—top-rated for compliance)."}, {"id": "mai-20260917-1752-baseline|c187-m5|xai-small|TechClass", "prompt": "c187-m5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "TechClass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Review 5-10 platforms (e.g., TalentLMS, Litmos, 360Learning, Skillcast, TechClass—top-rated for compliance)."}, {"id": "mai-20260917-1752-baseline|c187-m6|alibaba-small|Compliance Training Online", "prompt": "c187-m6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Training Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "has received consistent criticism on review sites regarding its user experience and billing practices"}, {"id": "mai-20260917-1752-baseline|c187-m6|alibaba-small|Compliance Solutions Occupational Trainers, Inc.", "prompt": "c187-m6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Solutions Occupational Trainers, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "holds a \"B-\" rating from the BBB primarily due to a failure to respond to consumer complaints"}, {"id": "mai-20260917-1752-baseline|c187-m6|alibaba-small|International Compliance Association (ICA)", "prompt": "c187-m6", "model": "alibaba-small", "cat": "compliance-training", "variant": "negative", "raw": "International Compliance Association (ICA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has faced user complaints regarding rigid extensions for exams and difficulties accessing course materials"}, {"id": "mai-20260917-1752-baseline|c187-m6|deepseek-small|RedCode Inc.", "prompt": "c187-m6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "RedCode Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "indicted (Sept. 2026) for allegedly selling NYC Site Safety Training and OSHA cards for ~$500 each to undercover investigators **without completing the courses**"}, {"id": "mai-20260917-1752-baseline|c187-m6|deepseek-small|Valor Security & Investigations", "prompt": "c187-m6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Valor Security & Investigations", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**pleaded guilty** (June 2025) to selling tens of thousands of counterfeit construction safety certificates and OSHA cards"}, {"id": "mai-20260917-1752-baseline|c187-m6|deepseek-small|360 Training, Inc.", "prompt": "c187-m6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "360 Training, Inc.", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "142 BBB complaints in the last 3 years, many involving certificate delivery/documentation problems."}, {"id": "mai-20260917-1752-baseline|c187-m6|deepseek-small|Workwise Compliance", "prompt": "c187-m6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Workwise Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "81 BBB complaints in 3 years, with only a small number resolved."}, {"id": "mai-20260917-1752-baseline|c187-m6|deepseek-small|US Compliance Services LLC", "prompt": "c187-m6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "US Compliance Services LLC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "smaller but notable complaint volumes in regulatory-compliance niches"}, {"id": "mai-20260917-1752-baseline|c187-m6|deepseek-small|DOT Alliance Group", "prompt": "c187-m6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "DOT Alliance Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "smaller but notable complaint volumes in regulatory-compliance niches"}, {"id": "mai-20260917-1752-baseline|c187-m6|meta-small|Coggno", "prompt": "c187-m6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "check out the websites of the providers mentioned in the search results, such as Coggno and BizLibrary"}, {"id": "mai-20260917-1752-baseline|c187-m6|meta-small|BizLibrary", "prompt": "c187-m6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "check out the websites of the providers mentioned in the search results, such as Coggno and BizLibrary"}, {"id": "mai-20260917-1752-baseline|c187-m6|moonshot-small|Valor Security & Investigations", "prompt": "c187-m6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "Valor Security & Investigations", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Providers to Avoid ... **Indicted** for operating a sham safety training school"}, {"id": "mai-20260917-1752-baseline|c187-m6|moonshot-small|RedCode Inc.", "prompt": "c187-m6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "RedCode Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Owner **Lutfur Rahman** and employee **Mohammed Tushar** were indicted for selling fake certificates"}, {"id": "mai-20260917-1752-baseline|c187-m6|moonshot-small|360 Training, Inc.", "prompt": "c187-m6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "360 Training, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**BBB Rating: F** ... Some Reddit users describe it as an \"awful\" experience and \"real scam\""}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|e-Workplace Training / e-WHMIS / eWorkplace Safety Training", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "e-Workplace Training / e-WHMIS / eWorkplace Safety Training", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BBB F rating; 140+ complaints for misleading sales, high-pressure tactics, and billing. Accused of scams implying mandatory WHMIS training."}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|J.J. Keller & Associates", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "J.J. Keller & Associates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "1/5 BBB customer reviews (12-13 total); complaints about aggressive renewal calls, billing nightmares, subscription traps, and poor platform/UI."}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|Compliance Solutions Occupational Trainers, Inc.", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Solutions Occupational Trainers, Inc.", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BBB B- due to unresponded complaints; reviews cite certification threats and poor individual experiences."}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|Compliance Training Online", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Training Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed Trustpilot (3.8/5); some scam accusations for not delivering advertised online MSHA certification, technical glitches, unresponsive support."}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|Traliant", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions"}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|Emtrain", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions"}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|Ethena", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions"}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|BizLibrary", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions"}, {"id": "mai-20260917-1752-baseline|c187-m6|xai-small|Vector Solutions", "prompt": "c187-m6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Vector Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions"}, {"id": "mai-20260917-1752-baseline|c187-m6|zai-small|ComplianceOnline", "prompt": "c187-m6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "ComplianceOnline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rated 1.1/5 stars on PissedConsumer with multiple complaints about customer service, outdated content, and low-quality instructors"}, {"id": "mai-20260917-1752-baseline|c187-m6|zai-small|ComplianceIQ", "prompt": "c187-m6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "ComplianceIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Rated 1.8/5 stars with customers reporting last-minute cancellations, slow refund processes, and misleading webinar promises"}, {"id": "mai-20260917-1752-baseline|c187-m6|zai-small|Emtrain", "prompt": "c187-m6", "model": "zai-small", "cat": "compliance-training", "variant": "negative", "raw": "Emtrain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Rated 2.3/5 stars on Trustpilot, with complaints about deteriorating customer service and cumbersome user interface"}, {"id": "mai-20260917-1752-baseline|c187-s1|alibaba-small|TalentLMS", "prompt": "c187-s1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **TalentLMS** ... widely regarded as the best balance of affordability and features for small-to-medium businesses"}, {"id": "mai-20260917-1752-baseline|c187-s1|alibaba-small|Trainual", "prompt": "c187-s1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Process-Based Compliance: **Trainual**"}, {"id": "mai-20260917-1752-baseline|c187-s1|alibaba-small|EdApp", "prompt": "c187-s1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Speed & Budget: **EdApp**"}, {"id": "mai-20260917-1752-baseline|c187-s1|alibaba-small|Absorb LMS", "prompt": "c187-s1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Absorb is the professional standard. ... Cons: Higher price point than TalentLMS; steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c187-s1|alibaba-small|Sprinto", "prompt": "c187-s1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Sprinto** if you are a Tech company trying to pass SOC 2 audits."}, {"id": "mai-20260917-1752-baseline|c187-s1|alibaba-small|Vanta", "prompt": "c187-s1", "model": "alibaba-small", "cat": "compliance-training", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Security/SaaS Compliance (SOC 2): **Sprinto** or **Vanta**"}, {"id": "mai-20260917-1752-baseline|c187-s1|anthropic-small|TalentLMS", "prompt": "c187-s1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly Recommended for Small B2B Companies:\n\n**TalentLMS** - \nTalentLMS is a cloud-based LMS designed for the quick deployment of compliance training in small to medium businesses."}, {"id": "mai-20260917-1752-baseline|c187-s1|anthropic-small|SkyPrep", "prompt": "c187-s1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SkyPrep makes online compliance training simple and scalable whether you're managing a small team or a large workforce."}, {"id": "mai-20260917-1752-baseline|c187-s1|anthropic-small|CoreCompliance", "prompt": "c187-s1", "model": "anthropic-small", "cat": "compliance-training", "variant": "direct", "raw": "CoreCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a comprehensive compliance training portal designed to meet the needs of small businesses, particularly within the financial services sector"}, {"id": "mai-20260917-1752-baseline|c187-s1|challenger-small|TalentLMS", "prompt": "c187-s1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation, I'd pick **TalentLMS** for most small B2B teams"}, {"id": "mai-20260917-1752-baseline|c187-s1|challenger-small|EasyLlama", "prompt": "c187-s1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EasyLlama** is a strong alternative for small-to-midsize organizations"}, {"id": "mai-20260917-1752-baseline|c187-s1|challenger-small|Coggno", "prompt": "c187-s1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a large course catalog and pay-per-course flexibility"}, {"id": "mai-20260917-1752-baseline|c187-s1|challenger-small|Trainual", "prompt": "c187-s1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if compliance is tied closely to documenting internal processes and SOPs"}, {"id": "mai-20260917-1752-baseline|c187-s1|challenger-small|360training", "prompt": "c187-s1", "model": "challenger-small", "cat": "compliance-training", "variant": "direct", "raw": "360training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if you want broad SMB-focused regulatory training content"}, {"id": "mai-20260917-1752-baseline|c187-s1|deepseek-small|TalentLMS", "prompt": "c187-s1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **TalentLMS** ... Best overall for small B2B companies"}, {"id": "mai-20260917-1752-baseline|c187-s1|deepseek-small|EasyLlama", "prompt": "c187-s1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is ultra-tight, **EasyLlama** offers excellent compliance course content at a very low per-seat cost."}, {"id": "mai-20260917-1752-baseline|c187-s1|deepseek-small|SC Training (formerly EdApp)", "prompt": "c187-s1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B companies with field, remote, or deskless workers"}, {"id": "mai-20260917-1752-baseline|c187-s1|deepseek-small|Trainual", "prompt": "c187-s1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution: Mandatory ~$1,000 onboarding fee; skip if you're under 10 people"}, {"id": "mai-20260917-1752-baseline|c187-s1|deepseek-small|CompliQuest", "prompt": "c187-s1", "model": "deepseek-small", "cat": "compliance-training", "variant": "direct", "raw": "CompliQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "European operations too | **CompliQuest** (US+EU coverage)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|EasyLlama", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama (Best overall for fast, simple rollout)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|Ethena", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ethena (Best for tech-forward, Slack/Teams-first teams)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|Vanta", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vanta or Drata (Best if you are actively pursuing SOC 2 / ISO 27001)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|Drata", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vanta or Drata (Best if you are actively pursuing SOC 2 / ISO 27001)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|Wizer", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "Wizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wizer (Best budget-friendly security training)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|TalentLMS", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TalentLMS (Best for affordability and ease of use)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|SC Training by SafetyCulture", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "SC Training by SafetyCulture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SC Training by SafetyCulture (Best mobile-first & template-heavy option)"}, {"id": "mai-20260917-1752-baseline|c187-s1|google-small|uSecure", "prompt": "c187-s1", "model": "google-small", "cat": "compliance-training", "variant": "direct", "raw": "uSecure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use **Wizer** or **uSecure**"}, {"id": "mai-20260917-1752-baseline|c187-s1|meta-small|Coggno", "prompt": "c187-s1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Coggno - suitable for small businesses with under 50 employees, especially if compliance spans multiple domains."}, {"id": "mai-20260917-1752-baseline|c187-s1|meta-small|TalentLMS", "prompt": "c187-s1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TalentLMS - suitable for small businesses with under 50 employees, especially if content already exists"}, {"id": "mai-20260917-1752-baseline|c187-s1|meta-small|EasyLlama", "prompt": "c187-s1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EasyLlama - suitable for US-focused SMBs wanting fast deployment, with an estimated annual cost of $12,499."}, {"id": "mai-20260917-1752-baseline|c187-s1|meta-small|SC Training", "prompt": "c187-s1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "SC Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SC Training - offers a free tier and is suitable for small businesses with under 100 employees."}, {"id": "mai-20260917-1752-baseline|c187-s1|meta-small|CompliQuest", "prompt": "c187-s1", "model": "meta-small", "cat": "compliance-training", "variant": "direct", "raw": "CompliQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CompliQuest - suitable for small businesses operating in Europe"}, {"id": "mai-20260917-1752-baseline|c187-s1|minimax-small|TalentLMS", "prompt": "c187-s1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** - Good for small-to-mid organizations, offers easy setup and a freemium tier."}, {"id": "mai-20260917-1752-baseline|c187-s1|minimax-small|Coggno", "prompt": "c187-s1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically recommended for small businesses under 50 employees."}, {"id": "mai-20260917-1752-baseline|c187-s1|minimax-small|EasyLlama", "prompt": "c187-s1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "US-focused, good for SMBs wanting fast deployment"}, {"id": "mai-20260917-1752-baseline|c187-s1|minimax-small|CompliQuest", "prompt": "c187-s1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "CompliQuest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong option if you operate in both US and Europe"}, {"id": "mai-20260917-1752-baseline|c187-s1|minimax-small|SC Training", "prompt": "c187-s1", "model": "minimax-small", "cat": "compliance-training", "variant": "direct", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a free tier, making it a good starting point for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline|c187-s1|mistral-small|EasyLlama", "prompt": "c187-s1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama is the top pick due to its quick setup, engaging content, and strong fit for SMBs"}, {"id": "mai-20260917-1752-baseline|c187-s1|mistral-small|TalentLMS", "prompt": "c187-s1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good option if you already have compliance content and need a platform for delivery and tracking"}, {"id": "mai-20260917-1752-baseline|c187-s1|mistral-small|Trainual", "prompt": "c187-s1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for documenting processes and compliance procedures"}, {"id": "mai-20260917-1752-baseline|c187-s1|mistral-small|Coggno", "prompt": "c187-s1", "model": "mistral-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suitable if your compliance needs span multiple domains, offering a broad course library."}, {"id": "mai-20260917-1752-baseline|c187-s1|moonshot-small|TalentLMS", "prompt": "c187-s1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS — Best Overall Value ... If budget and flexibility are top priorities: Go with TalentLMS."}, {"id": "mai-20260917-1752-baseline|c187-s1|moonshot-small|EasyLlama", "prompt": "c187-s1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EasyLlama — Best for Fast Deployment"}, {"id": "mai-20260917-1752-baseline|c187-s1|moonshot-small|Trainual", "prompt": "c187-s1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need to document internal processes: Consider Trainual."}, {"id": "mai-20260917-1752-baseline|c187-s1|moonshot-small|Ethena", "prompt": "c187-s1", "model": "moonshot-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ethena — Best for Modern/Remote Teams"}, {"id": "mai-20260917-1752-baseline|c187-s1|openai-small|TalentLMS", "prompt": "c187-s1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c187-s1|openai-small|Ethena", "prompt": "c187-s1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want ready-made compliance content:** **Ethena** or **EasyLlama**"}, {"id": "mai-20260917-1752-baseline|c187-s1|openai-small|EasyLlama", "prompt": "c187-s1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want ready-made compliance content:** **Ethena** or **EasyLlama**"}, {"id": "mai-20260917-1752-baseline|c187-s1|openai-small|LearnUpon", "prompt": "c187-s1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need more structured, scalable compliance workflows:** **LearnUpon** or **Absorb LMS**"}, {"id": "mai-20260917-1752-baseline|c187-s1|openai-small|Absorb LMS", "prompt": "c187-s1", "model": "openai-small", "cat": "compliance-training", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You expect to grow into a heavier LMS:** Absorb LMS"}, {"id": "mai-20260917-1752-baseline|c187-s1|xai-small|EasyLlama", "prompt": "c187-s1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama (Highest-rated for SMB compliance: 4.8/5 on G2 with 400+ reviews)"}, {"id": "mai-20260917-1752-baseline|c187-s1|xai-small|TalentLMS", "prompt": "c187-s1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS (Best affordable general LMS: 4.6-4.7/5 on G2/Capterra"}, {"id": "mai-20260917-1752-baseline|c187-s1|xai-small|Trainual", "prompt": "c187-s1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Trainual | 4.8 | No | $249/mo (10 users) | Process docs (if SOP-heavy)"}, {"id": "mai-20260917-1752-baseline|c187-s1|xai-small|iSpring Learn", "prompt": "c187-s1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iSpring Learn: ~$2-7/user/mo; great for simple certifications (4.8/5)"}, {"id": "mai-20260917-1752-baseline|c187-s1|xai-small|Traliant/Ethena", "prompt": "c187-s1", "model": "xai-small", "cat": "compliance-training", "variant": "direct", "raw": "Traliant/Ethena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote-based; excellent for US harassment/DEI but less transparent pricing"}, {"id": "mai-20260917-1752-baseline|c187-s1|zai-small|EasyLlama", "prompt": "c187-s1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **EasyLlama** offers the best balance of cost, content, and ease of use."}, {"id": "mai-20260917-1752-baseline|c187-s1|zai-small|TalentLMS", "prompt": "c187-s1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** \\u2014 Best Value with Freemium"}, {"id": "mai-20260917-1752-baseline|c187-s1|zai-small|SC Training (SafetyCulture)", "prompt": "c187-s1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "SC Training (SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Frontline/Deskless Workforce"}, {"id": "mai-20260917-1752-baseline|c187-s1|zai-small|Coggno", "prompt": "c187-s1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One for Compliance + PD"}, {"id": "mai-20260917-1752-baseline|c187-s1|zai-small|360Learning", "prompt": "c187-s1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Collaborative Training"}, {"id": "mai-20260917-1752-baseline|c187-s1|zai-small|KnowBe4", "prompt": "c187-s1", "model": "zai-small", "cat": "compliance-training", "variant": "direct", "raw": "KnowBe4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., EasyLlama for harassment, KnowBe4 for security"}, {"id": "mai-20260917-1752-baseline|c187-s2|alibaba-small|EasyLlama", "prompt": "c187-s2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small business that sells to other businesses (B2B), I recommend **EasyLlama**."}, {"id": "mai-20260917-1752-baseline|c187-s2|alibaba-small|Debra Levine Group", "prompt": "c187-s2", "model": "alibaba-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Debra Levine Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### **Runner-Up Option: Debra Levine Group**"}, {"id": "mai-20260917-1752-baseline|c187-s2|challenger-small|Traliant", "prompt": "c187-s2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Traliant** as the strongest all-around provider"}, {"id": "mai-20260917-1752-baseline|c187-s2|challenger-small|ProProfs", "prompt": "c187-s2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ProProfs** is worth considering because it is specifically noted as a **budget-friendly** option"}, {"id": "mai-20260917-1752-baseline|c187-s2|challenger-small|Coggno", "prompt": "c187-s2", "model": "challenger-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coggno** is another strong contender because it uses a **marketplace model**"}, {"id": "mai-20260917-1752-baseline|c187-s2|deepseek-small|EasyLlama", "prompt": "c187-s2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **EasyLlama**"}, {"id": "mai-20260917-1752-baseline|c187-s2|deepseek-small|Traliant", "prompt": "c187-s2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class, cinematic US harassment training content with options for every state."}, {"id": "mai-20260917-1752-baseline|c187-s2|deepseek-small|Ethena", "prompt": "c187-s2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for modern, culture-led training that's easy to implement (zero setup)"}, {"id": "mai-20260917-1752-baseline|c187-s2|deepseek-small|ProProfs", "prompt": "c187-s2", "model": "deepseek-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The budget pick. Free plans for small teams, with paid plans from just $1.99/learner/month."}, {"id": "mai-20260917-1752-baseline|c187-s2|google-small|Ethena", "prompt": "c187-s2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ethena** (Top Overall Recommendation)"}, {"id": "mai-20260917-1752-baseline|c187-s2|google-small|EasyLlama", "prompt": "c187-s2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for fast, budget-friendly deployment and multi-state compliance."}, {"id": "mai-20260917-1752-baseline|c187-s2|google-small|Traliant", "prompt": "c187-s2", "model": "google-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Traliant's pricing and setup can lean slightly more toward mid-market or enterprise companies"}, {"id": "mai-20260917-1752-baseline|c187-s2|meta-small|CFIB-FCEI", "prompt": "c187-s2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "CFIB-FCEI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend exploring the options provided by CFIB-FCEI, EEOC, and Edutainment Planet"}, {"id": "mai-20260917-1752-baseline|c187-s2|meta-small|EEOC", "prompt": "c187-s2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EEOC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend exploring the options provided by CFIB-FCEI, EEOC, and Edutainment Planet"}, {"id": "mai-20260917-1752-baseline|c187-s2|meta-small|Edutainment Planet", "prompt": "c187-s2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Edutainment Planet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I would recommend exploring the options provided by CFIB-FCEI, EEOC, and Edutainment Planet"}, {"id": "mai-20260917-1752-baseline|c187-s2|meta-small|Mitratech", "prompt": "c187-s2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "They provide a list of top 5 HR compliance training vendors for small to medium-sized businesses in 2026"}, {"id": "mai-20260917-1752-baseline|c187-s2|meta-small|EEOC Training Institute", "prompt": "c187-s2", "model": "meta-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EEOC Training Institute", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "They offer harassment prevention and respectful workplaces training, including courses such as \"Leading for Respect\""}, {"id": "mai-20260917-1752-baseline|c187-s2|minimax-small|EasyLlama", "prompt": "c187-s2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: EasyLlama"}, {"id": "mai-20260917-1752-baseline|c187-s2|minimax-small|Traliant", "prompt": "c187-s2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Traliant - Best for comprehensive, high-quality video content"}, {"id": "mai-20260917-1752-baseline|c187-s2|minimax-small|Kantola", "prompt": "c187-s2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kantola - Best for budget-conscious businesses"}, {"id": "mai-20260917-1752-baseline|c187-s2|minimax-small|Coggno", "prompt": "c187-s2", "model": "minimax-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coggno - Best for variety and flexibility"}, {"id": "mai-20260917-1752-baseline|c187-s2|mistral-small|EasyLlama", "prompt": "c187-s2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EasyLlama** is often the best choice due to its fast setup, state compliance automation, and high user ratings"}, {"id": "mai-20260917-1752-baseline|c187-s2|mistral-small|Traliant", "prompt": "c187-s2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Traliant** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c187-s2|mistral-small|Compliance Training Group", "prompt": "c187-s2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Compliance Training Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Affordability and flexibility, with multiple training formats and immediate certification."}, {"id": "mai-20260917-1752-baseline|c187-s2|mistral-small|Kantola", "prompt": "c187-s2", "model": "mistral-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Affordable, straightforward training with regularly refreshed content."}, {"id": "mai-20260917-1752-baseline|c187-s2|moonshot-small|Kantola", "prompt": "c187-s2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most small B2B businesses would be Kantola or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-s2|moonshot-small|Coggno", "prompt": "c187-s2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top pick for most small B2B businesses would be Kantola or Coggno"}, {"id": "mai-20260917-1752-baseline|c187-s2|moonshot-small|Clear Law Institute", "prompt": "c187-s2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Clear Law Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If multi-state compliance is a concern, Clear Law Institute is worth the premium."}, {"id": "mai-20260917-1752-baseline|c187-s2|moonshot-small|EasyLlama", "prompt": "c187-s2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast Deployment"}, {"id": "mai-20260917-1752-baseline|c187-s2|moonshot-small|ProProfs", "prompt": "c187-s2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers low-cost or free plans for very small teams"}, {"id": "mai-20260917-1752-baseline|c187-s2|moonshot-small|Affordable Educators", "prompt": "c187-s2", "model": "moonshot-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Affordable Educators", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "As low as $12/employee, $17/manager with volume discounts"}, {"id": "mai-20260917-1752-baseline|c187-s2|openai-small|NAVEX", "prompt": "c187-s2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "NAVEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **NAVEX** as the first provider to look at"}, {"id": "mai-20260917-1752-baseline|c187-s2|openai-small|EVERFI", "prompt": "c187-s2", "model": "openai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EVERFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EVERFI** would be my second choice"}, {"id": "mai-20260917-1752-baseline|c187-s2|xai-small|EasyLlama", "prompt": "c187-s2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend EasyLlama as a top choice for harassment prevention training."}, {"id": "mai-20260917-1752-baseline|c187-s2|xai-small|Traliant", "prompt": "c187-s2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cinematic videos, bystander training; slightly pricier but excellent for professional B2B image."}, {"id": "mai-20260917-1752-baseline|c187-s2|xai-small|Kantola", "prompt": "c187-s2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, regularly updated; great for very small teams, but less polished interface."}, {"id": "mai-20260917-1752-baseline|c187-s2|xai-small|Clear Law Institute", "prompt": "c187-s2", "model": "xai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Clear Law Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "50-state compliant, annual free updates; now part of Traliant."}, {"id": "mai-20260917-1752-baseline|c187-s2|zai-small|EasyLlama", "prompt": "c187-s2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **EasyLlama** (or **Kantola**) — both are well‑suited to small teams"}, {"id": "mai-20260917-1752-baseline|c187-s2|zai-small|Kantola", "prompt": "c187-s2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Kantola", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **EasyLlama** (or **Kantola**) — both are well‑suited to small teams"}, {"id": "mai-20260917-1752-baseline|c187-s2|zai-small|Traliant", "prompt": "c187-s2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **Traliant** for its large catalog and polished content."}, {"id": "mai-20260917-1752-baseline|c187-s2|zai-small|Coggno", "prompt": "c187-s2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coggno**'s marketplace model lets you curate exactly what you need."}, {"id": "mai-20260917-1752-baseline|c187-s2|zai-small|Emtrain", "prompt": "c187-s2", "model": "zai-small", "cat": "compliance-training", "variant": "paraphrase", "raw": "Emtrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you want to tie harassment training to broader culture metrics."}, {"id": "mai-20260917-1752-baseline|c187-s3|alibaba-small|EasyLlama", "prompt": "c187-s3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose EasyLlama if: You have 1–50 employees and want to spend less than an hour setting it up this month. It is the lowest friction option."}, {"id": "mai-20260917-1752-baseline|c187-s3|alibaba-small|Traliant", "prompt": "c187-s3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Traliant if: You are in a high-liability industry and need to show stakeholders high-quality, professional-grade training materials."}, {"id": "mai-20260917-1752-baseline|c187-s3|alibaba-small|Ethena", "prompt": "c187-s3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ethena if: Your team is remote, young, or you find standard compliance training gets zero engagement."}, {"id": "mai-20260917-1752-baseline|c187-s3|alibaba-small|BizLibrary", "prompt": "c187-s3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose BizLibrary if: You have a very tight budget and only need 2 or 3 specific courses"}, {"id": "mai-20260917-1752-baseline|c187-s3|alibaba-small|Mitratech Syntrio", "prompt": "c187-s3", "model": "alibaba-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A legacy player that offers a very structured, broad \"ethics and compliance\" bundle. It is less \"flashy\" than Traliant or Ethena"}, {"id": "mai-20260917-1752-baseline|c187-s3|anthropic-small|EasyLlama", "prompt": "c187-s3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama is best for small businesses that want visually modern, easy-to-launch training with a simple user experience."}, {"id": "mai-20260917-1752-baseline|c187-s3|anthropic-small|TalentLMS", "prompt": "c187-s3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paid plans start at $69/month, making TalentLMS one of the most accessible options."}, {"id": "mai-20260917-1752-baseline|c187-s3|anthropic-small|Coggno", "prompt": "c187-s3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coggno excels with a marketplace approach that allows buyers to choose, includes an LMS that produces reports auditors demand"}, {"id": "mai-20260917-1752-baseline|c187-s3|anthropic-small|Traliant", "prompt": "c187-s3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Traliant is best for small to mid-size companies that need fast, video-based courses"}, {"id": "mai-20260917-1752-baseline|c187-s3|anthropic-small|BizLibrary", "prompt": "c187-s3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BizLibrary, HR360 and other aggregators are best for small teams that want low-cost access to a wide range of bundled training courses."}, {"id": "mai-20260917-1752-baseline|c187-s3|anthropic-small|HR360", "prompt": "c187-s3", "model": "anthropic-small", "cat": "compliance-training", "variant": "comparative", "raw": "HR360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BizLibrary, HR360 and other aggregators are best for small teams that want low-cost access to a wide range of bundled training courses."}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|EasyLlama", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **EasyLlama** if you want the fastest, easiest rollout and a clean user experience."}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|Traliant", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Traliant** if legal rigor and strong, story-driven compliance content matter most."}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|Ethena", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ethena** if you want training that feels modern and engaging for a startup or high-growth team."}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|TalentLMS", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **TalentLMS** if you need a low-friction LMS and are comfortable managing some content"}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|BizLibrary", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **BizLibrary** if you want compliance training plus broader employee development in one place."}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|Coggno", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Coggno** if you want to keep costs tight by purchasing only specific courses."}, {"id": "mai-20260917-1752-baseline|c187-s3|challenger-small|Mitratech Syntrio", "prompt": "c187-s3", "model": "challenger-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMBs wanting harassment training bundled with a larger ethics/compliance library"}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|EasyLlama", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fastest, most affordable US state-law coverage:** *EasyLlama* or *Ethena*."}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|Ethena", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a per-course provider like **EasyLlama** or **Ethena** is usually the best value"}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|Traliant", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most engaging, serious production quality:** *Traliant*."}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|TalentLMS", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want to host/build your own courses cheaply:** *TalentLMS*"}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|iSpring Learn", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious small teams wanting strong audit trails"}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|Coggno", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "bundles a simple LMS with 192 pre-built courses at flat pricing (editor's choice for small business"}, {"id": "mai-20260917-1752-baseline|c187-s3|deepseek-small|KnowBe4", "prompt": "c187-s3", "model": "deepseek-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Your main risk is cybersecurity:** *KnowBe4*."}, {"id": "mai-20260917-1752-baseline|c187-s3|google-small|EasyLlama", "prompt": "c187-s3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama is designed specifically with small-to-medium businesses (SMBs) in mind."}, {"id": "mai-20260917-1752-baseline|c187-s3|google-small|Ethena", "prompt": "c187-s3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Ethena if your team uses Slack/Teams, hates boring corporate videos, and wants a hands-off, automated setup."}, {"id": "mai-20260917-1752-baseline|c187-s3|google-small|Coggno", "prompt": "c187-s3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Coggno if you are on a tight budget and need a random assortment of highly specific industry compliance courses"}, {"id": "mai-20260917-1752-baseline|c187-s3|google-small|Traliant", "prompt": "c187-s3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams looking for \"Hollywood-quality,\" video-centric training."}, {"id": "mai-20260917-1752-baseline|c187-s3|google-small|TalentLMS", "prompt": "c187-s3", "model": "google-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TalentLMS is an incredibly popular choice for SMBs"}, {"id": "mai-20260917-1752-baseline|c187-s3|meta-small|Ethena", "prompt": "c187-s3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Ethena is best for startups and modern workforces"}, {"id": "mai-20260917-1752-baseline|c187-s3|meta-small|EasyLlama", "prompt": "c187-s3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "EasyLlama is best for small and mid-sized businesses looking for straightforward compliance training that is affordable, modern, and easy to deploy"}, {"id": "mai-20260917-1752-baseline|c187-s3|meta-small|Traliant", "prompt": "c187-s3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Traliant is best for broad compliance programs"}, {"id": "mai-20260917-1752-baseline|c187-s3|meta-small|BizLibrary", "prompt": "c187-s3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BizLibrary is best for organizations of 100–2,500 employees wanting fresh, engaging training"}, {"id": "mai-20260917-1752-baseline|c187-s3|meta-small|Mitratech Syntrio", "prompt": "c187-s3", "model": "meta-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mitratech Syntrio is best for SMBs wanting harassment training bundled with a broader ethics and compliance library"}, {"id": "mai-20260917-1752-baseline|c187-s3|minimax-small|EasyLlama", "prompt": "c187-s3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small businesses and lean HR teams seeking modern visuals and quick implementation"}, {"id": "mai-20260917-1752-baseline|c187-s3|minimax-small|Traliant", "prompt": "c187-s3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most engaging content:** Traliant or Ethena"}, {"id": "mai-20260917-1752-baseline|c187-s3|minimax-small|Ethena", "prompt": "c187-s3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Startups and modern workforces, particularly tech companies"}, {"id": "mai-20260917-1752-baseline|c187-s3|minimax-small|Emtrain", "prompt": "c187-s3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "Emtrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Data-driven approach:** Emtrain"}, {"id": "mai-20260917-1752-baseline|c187-s3|minimax-small|TalentLMS", "prompt": "c187-s3", "model": "minimax-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best value:** TalentLMS"}, {"id": "mai-20260917-1752-baseline|c187-s3|mistral-small|Ethena", "prompt": "c187-s3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ethena**\n- **Best for:** Startups and high-growth, tech-forward teams."}, {"id": "mai-20260917-1752-baseline|c187-s3|mistral-small|EasyLlama", "prompt": "c187-s3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for:** Small businesses, lean HR teams... **Ideal for:** Small teams needing straightforward, modern compliance training."}, {"id": "mai-20260917-1752-baseline|c187-s3|mistral-small|Traliant", "prompt": "c187-s3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More comprehensive than Ethena or EasyLlama, but may be more complex to manage."}, {"id": "mai-20260917-1752-baseline|c187-s3|mistral-small|BizLibrary", "prompt": "c187-s3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More traditional LMS feel, better for teams wanting a mix of compliance and general training."}, {"id": "mai-20260917-1752-baseline|c187-s3|mistral-small|Rethink Compliance", "prompt": "c187-s3", "model": "mistral-small", "cat": "compliance-training", "variant": "comparative", "raw": "Rethink Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses more on ethics and global compliance, less on general HR topics."}, {"id": "mai-20260917-1752-baseline|c187-s3|moonshot-small|EasyLlama", "prompt": "c187-s3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. EasyLlama** ⭐ Best for Quick Deployment"}, {"id": "mai-20260917-1752-baseline|c187-s3|moonshot-small|TalentLMS", "prompt": "c187-s3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. TalentLMS** ⭐ Best Budget Option"}, {"id": "mai-20260917-1752-baseline|c187-s3|moonshot-small|iSpring Learn", "prompt": "c187-s3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. iSpring Learn** ⭐ Best Value with Content"}, {"id": "mai-20260917-1752-baseline|c187-s3|moonshot-small|SC Training (SafetyCulture/EdApp)", "prompt": "c187-s3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "SC Training (SafetyCulture/EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Frontline Workers"}, {"id": "mai-20260917-1752-baseline|c187-s3|moonshot-small|Traliant", "prompt": "c187-s3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Traliant** ⭐ Best for HR Compliance"}, {"id": "mai-20260917-1752-baseline|c187-s3|moonshot-small|360Learning", "prompt": "c187-s3", "model": "moonshot-small", "cat": "compliance-training", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Want to build your own courses** | 360Learning ($8/user/mo)"}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|TalentLMS", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is usually the best starting point."}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|iSpring LMS", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring LMS** is a strong fit."}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|LearnUpon", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for recurring compliance training, especially when you need reminders and structured reporting."}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|Absorb LMS", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often more \"enterprise-leaning\" in feel and pricing than very small teams need."}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|Traliant", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Traliant** or **EasyLlama** are better fits than a generic LMS."}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|EasyLlama", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "small teams needing simple, fast deployment of compliance and harassment-prevention training"}, {"id": "mai-20260917-1752-baseline|c187-s3|openai-small|Continu", "prompt": "c187-s3", "model": "openai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Continu** is worth a look."}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|EasyLlama", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tiny team (<25), start with EasyLlama for quick wins."}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|Traliant", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Traliant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large course catalogs, regulated industries, engaging media"}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|Ethena", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Startups, AI-personalized culture-led training"}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|Mitratech Syntrio", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bundled ethics/compliance libraries, harassment focus"}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|BizLibrary", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compliance + upskilling, mid-SMBs (50-500 employees)"}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|Skillcast", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For non-US, consider Skillcast (EU/UK)"}, {"id": "mai-20260917-1752-baseline|c187-s3|xai-small|TalentLMS", "prompt": "c187-s3", "model": "xai-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TalentLMS (LMS-only, $69/mo starter)"}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|EasyLlama", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **fast, modern HR compliance** with minimal setup, **EasyLlama** stands out."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|iSpring Learn", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **creating/customizing compliance content** on a budget, **iSpring Learn** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|TalentLMS", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For an **all‑in‑one LMS** with broad compliance coverage, **TalentLMS** offers affordability and simplicity."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|360Learning", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **collaborative, peer‑driven compliance programs**, **360Learning** is ideal."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|Trainual", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **process documentation and SOP training**, **Trainual** is particularly useful."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|KnowBe4", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "KnowBe4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For **security awareness at a very low cost**, **KnowBe4** is hard to beat."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|Securan (Securan.io)", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Securan (Securan.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a **flat, no‑per‑user‑scaling fee** across multiple compliance frameworks, **Securan** is attractive."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|SC Training (SafetyCulture)", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "SC Training (SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For **frontline/safety‑focused teams**, **SC Training** provides a mobile‑first, low‑cost option."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|Coggno", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For **pay‑as‑you‑go course selection**, **Coggno** offers flexibility."}, {"id": "mai-20260917-1752-baseline|c187-s3|zai-small|Absorb LMS", "prompt": "c187-s3", "model": "zai-small", "cat": "compliance-training", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Absorb LMS** is powerful but may be overkill for very small teams."}, {"id": "mai-20260917-1752-baseline|c187-s4|alibaba-small|TalentLMS", "prompt": "c187-s4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is widely considered the best compliance training platform for a small company with a tight budget."}, {"id": "mai-20260917-1752-baseline|c187-s4|alibaba-small|Cornerstone", "prompt": "c187-s4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly more affordable than enterprise-grade solutions like Cornerstone or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c187-s4|alibaba-small|SAP SuccessFactors", "prompt": "c187-s4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly more affordable than enterprise-grade solutions like Cornerstone or SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c187-s4|alibaba-small|Coggno", "prompt": "c187-s4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative: Coggno ... is a strong competitor."}, {"id": "mai-20260917-1752-baseline|c187-s4|alibaba-small|iSpring Learn", "prompt": "c187-s4", "model": "alibaba-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Practical Option: iSpring Learn ... Often recommended for businesses that already create their own training materials in PowerPoint."}, {"id": "mai-20260917-1752-baseline|c187-s4|anthropic-small|EasyLlama", "prompt": "c187-s4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EasyLlama — Best for modern, engaging compliance microlearning for small to medium businesses"}, {"id": "mai-20260917-1752-baseline|c187-s4|anthropic-small|SkyPrep", "prompt": "c187-s4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SkyPrep is a practical choice for organizations that need professional compliance tracking without complexity or significant budget."}, {"id": "mai-20260917-1752-baseline|c187-s4|anthropic-small|Coggno", "prompt": "c187-s4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coggno is best for small and mid-sized businesses that require a rapid, cost-effective compliance LMS"}, {"id": "mai-20260917-1752-baseline|c187-s4|anthropic-small|TalentLMS", "prompt": "c187-s4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentLMS is a strong option for small businesses."}, {"id": "mai-20260917-1752-baseline|c187-s4|anthropic-small|CoreCompliance", "prompt": "c187-s4", "model": "anthropic-small", "cat": "compliance-training", "variant": "budget", "raw": "CoreCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a new comprehensive compliance training portal designed to meet the needs of small businesses"}, {"id": "mai-20260917-1752-baseline|c187-s4|challenger-small|TalentLMS", "prompt": "c187-s4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the safest default recommendation because multiple 2026 comparison sources place it among the best low-cost options for small businesses"}, {"id": "mai-20260917-1752-baseline|c187-s4|challenger-small|EasyLlama", "prompt": "c187-s4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EasyLlama** is the other strong contender for SMBs"}, {"id": "mai-20260917-1752-baseline|c187-s4|challenger-small|SC Training", "prompt": "c187-s4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SC Training** if you need an even more budget-friendly, mobile-first option"}, {"id": "mai-20260917-1752-baseline|c187-s4|challenger-small|Coggno", "prompt": "c187-s4", "model": "challenger-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Coggno** if you want a **free LMS** and a course marketplace"}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|SC Training (formerly EdApp)", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have 10 or fewer employees and want $0 cost**: go with **SC Training's free plan**."}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|Coggno", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you don't want to build course content yourself** and need prebuilt compliance courses: **Coggno**."}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|TalentLMS", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a scalable, well-known platform starting cheap and growing with you**: **TalentLMS**"}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|Securan", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "Securan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest flat-rate if you already have policies - **Flat \\u20ac100/month** regardless of user count"}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|iSpring Learn", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "its minimum plan is ~300 users (around $1,045/month) \\u2014 **not a good fit** for most small companies on tight budgets"}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|EasyLlama", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "tend to start around $12K+/year \\u2014 overkill for a small company"}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|NAVEX", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "NAVEX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "enterprise platforms (NAVEX, Cornerstone) tend to start around $12K+/year \\u2014 overkill"}, {"id": "mai-20260917-1752-baseline|c187-s4|deepseek-small|Cornerstone", "prompt": "c187-s4", "model": "deepseek-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise platforms (NAVEX, Cornerstone) tend to start around $12K+/year \\u2014 overkill"}, {"id": "mai-20260917-1752-baseline|c187-s4|google-small|Coggno", "prompt": "c187-s4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-in-One (Content + Platform Bundle): **Coggno** ... Coggno solves the \"hidden content fee\" problem."}, {"id": "mai-20260917-1752-baseline|c187-s4|google-small|Konstantly", "prompt": "c187-s4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Konstantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **10 to 25 employees** and want an incredibly cheap, flat-rate platform ... choose **Konstantly**"}, {"id": "mai-20260917-1752-baseline|c187-s4|google-small|SC Training (formerly EdApp)", "prompt": "c187-s4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **under 10 employees** and want free, mobile-friendly compliance training, go with **SC Training**"}, {"id": "mai-20260917-1752-baseline|c187-s4|google-small|TalentLMS", "prompt": "c187-s4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Future Scalability: **TalentLMS** ... widely regarded as the most user-friendly LMS to configure"}, {"id": "mai-20260917-1752-baseline|c187-s4|google-small|Docebo", "prompt": "c187-s4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise platforms (like Docebo or Cornerstone) which often charge thousands of dollars in upfront setup"}, {"id": "mai-20260917-1752-baseline|c187-s4|google-small|Cornerstone", "prompt": "c187-s4", "model": "google-small", "cat": "compliance-training", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms (like Docebo or Cornerstone) which often charge thousands of dollars in upfront setup"}, {"id": "mai-20260917-1752-baseline|c187-s4|meta-small|Coggno", "prompt": "c187-s4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best compliance training platform for a small company with a tight budget is Coggno or TalentLMS."}, {"id": "mai-20260917-1752-baseline|c187-s4|meta-small|TalentLMS", "prompt": "c187-s4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best compliance training platform for a small company with a tight budget is Coggno or TalentLMS."}, {"id": "mai-20260917-1752-baseline|c187-s4|meta-small|EasyLlama", "prompt": "c187-s4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include EasyLlama, which is built for small and mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c187-s4|meta-small|iSpring Learn", "prompt": "c187-s4", "model": "meta-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "iSpring Learn, which suits smaller teams"}, {"id": "mai-20260917-1752-baseline|c187-s4|minimax-small|TalentLMS", "prompt": "c187-s4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** (Recommended)"}, {"id": "mai-20260917-1752-baseline|c187-s4|minimax-small|iSpring Learn", "prompt": "c187-s4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with TalentLMS or iSpring Learn"}, {"id": "mai-20260917-1752-baseline|c187-s4|minimax-small|Coggno", "prompt": "c187-s4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Includes 192 pre-built courses, no content creation needed"}, {"id": "mai-20260917-1752-baseline|c187-s4|minimax-small|LearnUpon", "prompt": "c187-s4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "LearnUpon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid mid-market options like LearnUpon or Absorb"}, {"id": "mai-20260917-1752-baseline|c187-s4|minimax-small|Absorb", "prompt": "c187-s4", "model": "minimax-small", "cat": "compliance-training", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid mid-market options like LearnUpon or Absorb"}, {"id": "mai-20260917-1752-baseline|c187-s4|mistral-small|TalentLMS", "prompt": "c187-s4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS and Coggno are the top recommendations due to their affordability, ease of use, and robust compliance features"}, {"id": "mai-20260917-1752-baseline|c187-s4|mistral-small|Coggno", "prompt": "c187-s4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highlighted as the best budget-friendly solution overall"}, {"id": "mai-20260917-1752-baseline|c187-s4|mistral-small|EasyLlama", "prompt": "c187-s4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyLlama is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c187-s4|mistral-small|Trainual", "prompt": "c187-s4", "model": "mistral-small", "cat": "compliance-training", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for documenting processes and compliance procedures"}, {"id": "mai-20260917-1752-baseline|c187-s4|moonshot-small|TalentLMS", "prompt": "c187-s4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** – Best Overall Value"}, {"id": "mai-20260917-1752-baseline|c187-s4|moonshot-small|Coggno", "prompt": "c187-s4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For 1-25 employees:** **Coggno** or **iSpring Learn** – lowest total cost"}, {"id": "mai-20260917-1752-baseline|c187-s4|moonshot-small|iSpring Learn", "prompt": "c187-s4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Learn** – Most Affordable Per-User"}, {"id": "mai-20260917-1752-baseline|c187-s4|moonshot-small|Securan.io", "prompt": "c187-s4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "Securan.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Securan.io** – Simple Flat-Rate Pricing"}, {"id": "mai-20260917-1752-baseline|c187-s4|moonshot-small|EasyLlama", "prompt": "c187-s4", "model": "moonshot-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EasyLlama** – Best for Engaging Content ... Mid-range but competitive"}, {"id": "mai-20260917-1752-baseline|c187-s4|openai-small|EasyLlama", "prompt": "c187-s4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **cheapest, easiest compliance-only option**, choose **EasyLlama**."}, {"id": "mai-20260917-1752-baseline|c187-s4|openai-small|TalentLMS", "prompt": "c187-s4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **best overall budget platform with room to grow**, choose **TalentLMS**."}, {"id": "mai-20260917-1752-baseline|c187-s4|openai-small|Continu", "prompt": "c187-s4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "Continu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "custom pricing that may be less accessible for very small businesses"}, {"id": "mai-20260917-1752-baseline|c187-s4|openai-small|Absorb LMS", "prompt": "c187-s4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is typically quote-based, which often makes them less budget-friendly"}, {"id": "mai-20260917-1752-baseline|c187-s4|openai-small|Litmos", "prompt": "c187-s4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is typically quote-based, which often makes them less budget-friendly"}, {"id": "mai-20260917-1752-baseline|c187-s4|openai-small|Coggno", "prompt": "c187-s4", "model": "openai-small", "cat": "compliance-training", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "has a large course library, but the best fit depends on whether you want a library-first model"}, {"id": "mai-20260917-1752-baseline|c187-s4|xai-small|SC Training (formerly EdApp by SafetyCulture)", "prompt": "c187-s4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training (formerly EdApp by SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SC Training (formerly EdApp by SafetyCulture) or TalentLMS stand out as top options"}, {"id": "mai-20260917-1752-baseline|c187-s4|xai-small|TalentLMS", "prompt": "c187-s4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SC Training ... or TalentLMS stand out as top options based on recent reviews and pricing data"}, {"id": "mai-20260917-1752-baseline|c187-s4|xai-small|EasyLlama", "prompt": "c187-s4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Runner-up: EasyLlama** if you need HR-specific compliance"}, {"id": "mai-20260917-1752-baseline|c187-s4|xai-small|iSpring Learn", "prompt": "c187-s4", "model": "xai-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher min users/cost for tiny teams (~$300+/mo for 40)"}, {"id": "mai-20260917-1752-baseline|c187-s4|zai-small|EasyLlama", "prompt": "c187-s4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EasyLlama** — Best Overall for Small Business"}, {"id": "mai-20260917-1752-baseline|c187-s4|zai-small|TalentLMS", "prompt": "c187-s4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** — Best All-Around LMS"}, {"id": "mai-20260917-1752-baseline|c187-s4|zai-small|iSpring Learn", "prompt": "c187-s4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Learn** — Best for DIY Content"}, {"id": "mai-20260917-1752-baseline|c187-s4|zai-small|NAVEX One", "prompt": "c187-s4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NAVEX One** — Best for Value-Per-Seat"}, {"id": "mai-20260917-1752-baseline|c187-s4|zai-small|SC Training (formerly SafeCollaborate)", "prompt": "c187-s4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "SC Training (formerly SafeCollaborate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Free Option** ... Free tier available"}, {"id": "mai-20260917-1752-baseline|c187-s4|zai-small|Securan", "prompt": "c187-s4", "model": "zai-small", "cat": "compliance-training", "variant": "budget", "raw": "Securan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Securan** — Best Flat-Rate Option"}, {"id": "mai-20260917-1752-baseline|c187-s5|deepseek-small|Skillcast", "prompt": "c187-s5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "Skillcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "There are also many options tailored to SMEs (e.g., Skillcast, Compono, and various LMS tools)"}, {"id": "mai-20260917-1752-baseline|c187-s5|deepseek-small|Compono", "prompt": "c187-s5", "model": "deepseek-small", "cat": "compliance-training", "variant": "scale", "raw": "Compono", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "There are also many options tailored to SMEs (e.g., Skillcast, Compono, and various LMS tools)"}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|NAVEX", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "NAVEX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many of the legacy, enterprise compliance platforms (like NAVEX or Skillsoft) are built for thousands of users and have high minimum fees."}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|Skillsoft", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy, enterprise compliance platforms (like NAVEX or Skillsoft) are built for thousands of users and have high minimum fees"}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|EasyLlama", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "One of the absolute best for small businesses. Highly engaging, modern, pay-per-seat pricing (with no massive minimums), and incredibly easy to deploy."}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|Ethena", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "Ethena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Renowned for modern, inclusive, and genuinely engaging content"}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|Rippling", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use an all-in-one HR platform like **Rippling** or **BambooHR**, look at their native Learning Management modules first."}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|BambooHR", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at their native Learning Management modules first"}, {"id": "mai-20260917-1752-baseline|c187-s5|google-small|TalentLMS", "prompt": "c187-s5", "model": "google-small", "cat": "compliance-training", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A great, cost-effective option if you want a simple platform where you can also upload your own company-specific training"}, {"id": "mai-20260917-1752-baseline|c187-s5|minimax-small|TalentLMS", "prompt": "c187-s5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**TalentLMS** – Affordable, easy setup, good for SMBs."}, {"id": "mai-20260917-1752-baseline|c187-s5|minimax-small|EasyLlama", "prompt": "c187-s5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**EasyLlama** – Modern, engaging microlearning, US-focused."}, {"id": "mai-20260917-1752-baseline|c187-s5|minimax-small|SC Training & Development", "prompt": "c187-s5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "SC Training & Development", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a free tier for small teams."}, {"id": "mai-20260917-1752-baseline|c187-s5|minimax-small|CompliQuest", "prompt": "c187-s5", "model": "minimax-small", "cat": "compliance-training", "variant": "scale", "raw": "CompliQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CompliQuest** – Strong for US + EU compliance needs."}, {"id": "mai-20260917-1752-baseline|c187-s5|mistral-small|Cornerstone", "prompt": "c187-s5", "model": "mistral-small", "cat": "compliance-training", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "narrow down to 3–5 platforms (e.g., Cornerstone, Docebo, TalentLMS, SAP Litmos, or specialized vendors like HSI for safety)"}, {"id": "mai-20260917-1752-baseline|c187-s5|mistral-small|Docebo", "prompt": "c187-s5", "model": "mistral-small", "cat": "compliance-training", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Cornerstone, Docebo, TalentLMS, SAP Litmos"}, {"id": "mai-20260917-1752-baseline|c187-s5|mistral-small|TalentLMS", "prompt": "c187-s5", "model": "mistral-small", "cat": "compliance-training", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Cornerstone, Docebo, TalentLMS, SAP Litmos"}, {"id": "mai-20260917-1752-baseline|c187-s5|mistral-small|SAP Litmos", "prompt": "c187-s5", "model": "mistral-small", "cat": "compliance-training", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Cornerstone, Docebo, TalentLMS, SAP Litmos"}, {"id": "mai-20260917-1752-baseline|c187-s5|mistral-small|HSI", "prompt": "c187-s5", "model": "mistral-small", "cat": "compliance-training", "variant": "scale", "raw": "HSI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or specialized vendors like HSI for safety"}, {"id": "mai-20260917-1752-baseline|c187-s5|moonshot-small|EasyLlama", "prompt": "c187-s5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**EasyLlama** | Modern, engaging microlearning; built for SMBs"}, {"id": "mai-20260917-1752-baseline|c187-s5|moonshot-small|Trainual", "prompt": "c187-s5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Trainual** | Good for documenting processes + compliance"}, {"id": "mai-20260917-1752-baseline|c187-s5|moonshot-small|TalentLMS", "prompt": "c187-s5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**TalentLMS** | Easy setup, freemium tier, affordable"}, {"id": "mai-20260917-1752-baseline|c187-s5|moonshot-small|GoSkills", "prompt": "c187-s5", "model": "moonshot-small", "cat": "compliance-training", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GoSkills** | Simple, affordable, built-in templates"}, {"id": "mai-20260917-1752-baseline|c187-s5|xai-small|EasyLlama", "prompt": "c187-s5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "strong options for small teams include EasyLlama (engagement-focused)"}, {"id": "mai-20260917-1752-baseline|c187-s5|xai-small|BizLibrary", "prompt": "c187-s5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "BizLibrary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BizLibrary (balanced mid-market)"}, {"id": "mai-20260917-1752-baseline|c187-s5|xai-small|360Learning", "prompt": "c187-s5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360Learning (collaborative)"}, {"id": "mai-20260917-1752-baseline|c187-s5|xai-small|Coggno", "prompt": "c187-s5", "model": "xai-small", "cat": "compliance-training", "variant": "scale", "raw": "Coggno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Coggno (customizable)"}, {"id": "mai-20260917-1752-baseline|c187-s6|anthropic-small|Supervisor Compliance Training Department", "prompt": "c187-s6", "model": "anthropic-small", "cat": "compliance-training", "variant": "negative", "raw": "Supervisor Compliance Training Department", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This company has been criticized for sending misleading letters that look like government agency correspondence claiming mandatory training is required"}, {"id": "mai-20260917-1752-baseline|c187-s6|anthropic-small|Compliance Training Online", "prompt": "c187-s6", "model": "anthropic-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Training Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "has been criticized for occasional technical issues, lack of interactive elements, and higher pricing compared to competitors"}, {"id": "mai-20260917-1752-baseline|c187-s6|anthropic-small|EasyLlama", "prompt": "c187-s6", "model": "anthropic-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "EasyLlama is noted as best for small businesses that want visually modern, easy-to-launch training with a simple user experience"}, {"id": "mai-20260917-1752-baseline|c187-s6|deepseek-small|J.J. Keller & Associates", "prompt": "c187-s6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "J.J. Keller & Associates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the company has a **1-star average rating on the Better Business Bureau** based on multiple customer reviews"}, {"id": "mai-20260917-1752-baseline|c187-s6|deepseek-small|EasyLlama", "prompt": "c187-s6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users report it as the \"worst\" they've used, primarily citing **limited legal expertise** and **minimal customization**"}, {"id": "mai-20260917-1752-baseline|c187-s6|deepseek-small|Avetta", "prompt": "c187-s6", "model": "deepseek-small", "cat": "compliance-training", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "G2 reviews note **high costs that can be prohibitive for small contractors**"}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|Workday Learning", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach with caution: Workday Learning, Cornerstone OnDemand, SAP Litmos, and Saba."}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|Cornerstone OnDemand", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach with caution: Workday Learning, Cornerstone OnDemand, SAP Litmos, and Saba."}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|SAP Litmos", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to approach with caution: Workday Learning, Cornerstone OnDemand, SAP Litmos, and Saba."}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|Saba", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples to approach with caution: Workday Learning, Cornerstone OnDemand, SAP Litmos, and Saba."}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|TalentLMS", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "platforms like TalentLMS, GoSkills, or iSpring Learn, which are highly rated for smaller teams"}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|GoSkills", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "platforms like TalentLMS, GoSkills, or iSpring Learn, which are highly rated for smaller teams"}, {"id": "mai-20260917-1752-baseline|c187-s6|google-small|iSpring Learn", "prompt": "c187-s6", "model": "google-small", "cat": "compliance-training", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "platforms like TalentLMS, GoSkills, or iSpring Learn, which are highly rated for smaller teams"}, {"id": "mai-20260917-1752-baseline|c187-s6|meta-small|Mitratech Syntrio", "prompt": "c187-s6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "Mitratech Syntrio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mitratech Syntrio - Best for SMBs wanting harassment training bundled with a broader ethics and compliance library."}, {"id": "mai-20260917-1752-baseline|c187-s6|meta-small|EasyLlama", "prompt": "c187-s6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EasyLlama - Best for SMBs prioritizing fast deployment and high completion rates."}, {"id": "mai-20260917-1752-baseline|c187-s6|meta-small|Ethena", "prompt": "c187-s6", "model": "meta-small", "cat": "compliance-training", "variant": "negative", "raw": "Ethena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ethena - May not be suitable for businesses that require attorney-authored or mandate-focused content."}, {"id": "mai-20260917-1752-baseline|c187-s6|minimax-small|Workwise Compliance", "prompt": "c187-s6", "model": "minimax-small", "cat": "compliance-training", "variant": "negative", "raw": "Workwise Compliance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "has an F rating from the Better Business Bureau with numerous complaints. Customers report aggressive telemarketing tactics"}, {"id": "mai-20260917-1752-baseline|c187-s6|minimax-small|360 Training / Compliance Training Online", "prompt": "c187-s6", "model": "minimax-small", "cat": "compliance-training", "variant": "negative", "raw": "360 Training / Compliance Training Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "has a history of complaints and an F BBB rating, with issues including failure to respond to customer complaints"}, {"id": "mai-20260917-1752-baseline|c187-s6|minimax-small|e-Workplace Training Inc", "prompt": "c187-s6", "model": "minimax-small", "cat": "compliance-training", "variant": "negative", "raw": "e-Workplace Training Inc", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "faced complaints about contacting businesses claiming training is required by the government... raising concerns about misleading sales tactics"}, {"id": "mai-20260917-1752-baseline|c187-s6|minimax-small|Complianceiq", "prompt": "c187-s6", "model": "minimax-small", "cat": "compliance-training", "variant": "negative", "raw": "Complianceiq", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "has a very low rating (1.8 stars) with complaints about webinar cancelations, slow refunds, and unresponsive customer service"}, {"id": "mai-20260917-1752-baseline|c187-s6|mistral-small|EasyLlama", "prompt": "c187-s6", "model": "mistral-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "while EasyLlama is popular for its fast deployment and US-focused SMB solutions, its rapid expansion means some businesses may outgrow its offerings or find limitations in customization and support"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|ComplianceOnline", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "ComplianceOnline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ComplianceOnline** — Avoid"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|360Training.com", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "360Training.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**360Training.com** — Caution Advised"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|Harbor Compliance", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "Harbor Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Harbor Compliance** — Mixed Reviews"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|NAVEX One", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "NAVEX One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom pricing (often expensive), designed for enterprise GRC programs"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|SAI360", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Risk-based compliance training aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|Skillsoft", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "Skillsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Starting at $20/user/month—adds up quickly for small teams"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|Coggno", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Better Alternatives for Small Businesses ... **Coggno**: From $9.95/course"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|TalentLMS", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**TalentLMS**: From $109/month flat rate"}, {"id": "mai-20260917-1752-baseline|c187-s6|moonshot-small|EasyLlama", "prompt": "c187-s6", "model": "moonshot-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**EasyLlama**: Transparent pricing starting at $19.95/seat/year"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|360training", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "360training", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**360training**: BBB F rating, not accredited, with 142 complaints in 3 years"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|Workwise Compliance", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Workwise Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BBB D+ rating, not accredited, 81 complaints in 3 years (billing, sales pressure)"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|Compliance Training Online", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Compliance Training Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "complaints about confusing UI, unhelpful support, technical exam issues, and delayed certificates"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|Traliant", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Traliant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize SMB-friendly ones like Traliant, EasyLlama, Ethena (high G2 ratings 4.5+, state-specific content)"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|EasyLlama", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "EasyLlama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize SMB-friendly ones like Traliant, EasyLlama, Ethena (high G2 ratings 4.5+, state-specific content)"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|Ethena", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "Ethena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize SMB-friendly ones like Traliant, EasyLlama, Ethena (high G2 ratings 4.5+, state-specific content)"}, {"id": "mai-20260917-1752-baseline|c187-s6|xai-small|OSHA.gov", "prompt": "c187-s6", "model": "xai-small", "cat": "compliance-training", "variant": "negative", "raw": "OSHA.gov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free/low-cost options: OSHA.gov, state labor sites for basics."}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|Workday Compensation", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the dominant player in the enterprise space."}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|SAP SuccessFactors", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It offers arguably the most robust \"workflow engine.\""}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|ChartHop", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is currently the gold standard for **Scenario Planning**."}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|Anaplan", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is overkill for small businesses but essential for CFOs who need to link Headcount to CapEx."}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|Xactly", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Mid-to-Large enterprises with complex sales compensation rules."}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|CaptivateIQ", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Much more user-friendly and modern than legacy tools like Xactly or VARIS, though it may lack the extreme customization"}, {"id": "mai-20260917-1752-baseline|c188-l1|alibaba-small|VARIS", "prompt": "c188-l1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "VARIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "legacy tools like Xactly or VARIS"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|SAP SuccessFactors HCM", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "An enterprise-grade HCM suite with robust compensation management capabilities"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Beqom", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An enterprise-focused compensation platform that covers merit planning, annual and discretionary bonuses"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Xactly Incent", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly Incent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Recognized as a leader in enterprise compensation management"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Oracle Talent Management Cloud", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Talent Management Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a unified platform for managing global compensation processes"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Qobra", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built for fast-growing B2B companies, replaces spreadsheet-driven commission management"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Compport", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top enterprise picks in 2026 include Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Pave", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top enterprise picks in 2026 include Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|HRSoft", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The top enterprise picks in 2026 include Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|Salary.com", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The top enterprise picks in 2026 include Compport, Pave, Beqom, HRSoft, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l1|anthropic-small|CaptivateIQ", "prompt": "c188-l1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise platforms like Xactly and CaptivateIQ are recommended for larger organizations"}, {"id": "mai-20260917-1752-baseline|c188-l1|challenger-small|Workday Compensation", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Workday Compensation** if you want a broad enterprise suite"}, {"id": "mai-20260917-1752-baseline|c188-l1|challenger-small|beqom", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**beqom** is often the better dedicated-platform fit"}, {"id": "mai-20260917-1752-baseline|c188-l1|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your enterprise is already standardized on SAP and wants suite-level integration"}, {"id": "mai-20260917-1752-baseline|c188-l1|challenger-small|Payscale", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main priority is **benchmarking depth**"}, {"id": "mai-20260917-1752-baseline|c188-l1|challenger-small|CaptivateIQ", "prompt": "c188-l1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you mean **sales incentive compensation** specifically"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|beqom", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most frequently cited \"best overall\" for large, complex, multi-country enterprises."}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Workday Compensation", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal if you already run Workday HCM; ... But it **lacks external market benchmarking**."}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "same logic within their ecosystems"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "same logic within their ecosystems"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|CaptivateIQ", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the standout for **sales commission and incentive compensation** (SPM)"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Xactly", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the other major legacy leader for large-scale commissions"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Payscale", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong benchmarking data + comp management, good for mid-market to growing enterprise"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "market pricing and pay structures"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Radford (Aon)", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "gold-standard survey data for tech/life sciences and regulated multinationals"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Mercer", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "gold-standard survey data for tech/life sciences and regulated multinationals"}, {"id": "mai-20260917-1752-baseline|c188-l1|deepseek-small|Syndio", "prompt": "c188-l1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the specialist for statistical pay-equity analysis, audit, and governance"}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|Salesforce Spiff", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Salesforce Spiff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best For:** B2B enterprises that are heavily centralized on the Salesforce ecosystem."}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|CaptivateIQ", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex Sales Commissions; we need extreme plan-modeling flexibility.** | **CaptivateIQ**"}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|Performio", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Global enterprises wanting a balance of extreme calculation complexity and self-serve usability."}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|Everstage", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "less gamified than modern peers like Spiff or Everstage"}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|HRSoft", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Global enterprises in highly regulated B2B industries"}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|Compport", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Compport** or **HRSoft** | Built strictly to run complex merit planning, bonuses, and global regulatory compliance."}, {"id": "mai-20260917-1752-baseline|c188-l1|google-small|beqom", "prompt": "c188-l1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "A Single Platform for All Comp (HR Merit + Sales Commissions).** | **beqom** | Unified data structure, massive security compliance, and robust enterprise scalability."}, {"id": "mai-20260917-1752-baseline|c188-l1|meta-small|CompLogix", "prompt": "c188-l1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated compensation management software include CompLogix, Darwinbox, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c188-l1|meta-small|Darwinbox", "prompt": "c188-l1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated compensation management software include CompLogix, Darwinbox, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c188-l1|meta-small|People Managing People", "prompt": "c188-l1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "People Managing People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated compensation management software include CompLogix, Darwinbox, and People Managing People."}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|Workday", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical enterprise B2B, **Workday** is the safest \"best overall\" bet"}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|SAP SuccessFactors", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close competitor, **SAP SuccessFactors** is particularly strong if your enterprise already uses the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|Varicent", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your business is sales-heavy, **Varicent** is the specific market leader for incentive compensation"}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|Oracle Cloud HCM", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Cloud HCM** is a powerful suite that competes with Workday and SAP."}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|Visier", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Visier** is distinct because it focuses heavily on **people analytics**."}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|Iconixx", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Iconixx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Add a specialized tool like **Varicent** or **Iconixx**."}, {"id": "mai-20260917-1752-baseline|c188-l1|minimax-small|PayScale", "prompt": "c188-l1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "PayScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider **Visier** or **PayScale** (for market data)."}, {"id": "mai-20260917-1752-baseline|c188-l1|mistral-small|Workday Compensation", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation** and **Payscale Ascent** are the top choices due to their scalability, deep analytics"}, {"id": "mai-20260917-1752-baseline|c188-l1|mistral-small|Payscale (including Payscale Ascent)", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale (including Payscale Ascent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday Compensation** and **Payscale Ascent** are the top choices"}, {"id": "mai-20260917-1752-baseline|c188-l1|mistral-small|beqom", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**beqom** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c188-l1|mistral-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for enterprises already standardized on SAP, providing strong native integration"}, {"id": "mai-20260917-1752-baseline|c188-l1|moonshot-small|Beqom", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most enterprise B2B companies:** **Beqom**"}, {"id": "mai-20260917-1752-baseline|c188-l1|moonshot-small|Workday Compensation", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already using Workday | **Workday Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-l1|moonshot-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SAP Ecosystems"}, {"id": "mai-20260917-1752-baseline|c188-l1|moonshot-small|PayScale (formerly Payfactors)", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "PayScale (formerly Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need best-in-class benchmarking | **PayScale**"}, {"id": "mai-20260917-1752-baseline|c188-l1|moonshot-small|CaptivateIQ", "prompt": "c188-l1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavy focus on sales comp | **CaptivateIQ**"}, {"id": "mai-20260917-1752-baseline|c188-l1|openai-small|Workday Compensation", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default enterprise choice**, I'd say **Workday Compensation** for most large B2B enterprises"}, {"id": "mai-20260917-1752-baseline|c188-l1|openai-small|Oracle Compensation", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're in the Oracle HCM ecosystem and want connected employee data and budget modeling"}, {"id": "mai-20260917-1752-baseline|c188-l1|openai-small|Payscale Ascent", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payscale Ascent** if compensation management is the main problem you're trying to solve"}, {"id": "mai-20260917-1752-baseline|c188-l1|openai-small|HRSoft", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "G2 currently highlights these among enterprise compensation management leaders."}, {"id": "mai-20260917-1752-baseline|c188-l1|openai-small|Xactly", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **sales compensation / incentive comp** at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c188-l1|openai-small|CaptivateIQ", "prompt": "c188-l1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for **sales compensation / incentive comp** at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|Workday Compensation Management", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation Management** (Often ranked #1 for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|SAP SuccessFactors Compensation", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: SAP ecosystem users; scenario modeling, budget controls, workforce planning."}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Oracle HCM/ERP users; eligibility rules, incentive planning tied to pay components."}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|beqom", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sales/B2B variable pay**: beqom, CaptivateIQ, or Varicent."}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|CompLogix/HRSoft", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix/HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Configurable for mid-to-large (500-50k+), full comp depth (LTIPs, equity)"}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|CaptivateIQ", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sales/B2B variable pay**: beqom, CaptivateIQ, or Varicent."}, {"id": "mai-20260917-1752-baseline|c188-l1|xai-small|Varicent", "prompt": "c188-l1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sales-focused SPM (Gartner Leaders 2026); great for B2B commission-heavy teams."}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|Workday Compensation Management", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation Management** and **Beqom** are widely regarded as the most comprehensive, scalable solutions"}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|Beqom", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday Compensation Management** and **Beqom** are widely regarded as the most comprehensive, scalable solutions"}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|Payscale Ascent / Salary.com", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent / Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payscale Ascent / Salary.com** excel if your primary focus is market data, pay‑equity analysis"}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|Mercer IBE", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Mercer IBE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mercer IBE** is ideal when you need institutional benchmarking and consulting support."}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|Radford", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavy on executive/tech roles & equity modeling?** → Radford"}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Paycom** and **UKG** provide a cost‑effective, integrated payroll‑plus‑comp option"}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|Paycom", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Paycom** and **UKG** provide a cost‑effective, integrated payroll‑plus‑comp option"}, {"id": "mai-20260917-1752-baseline|c188-l1|zai-small|BambooHR", "prompt": "c188-l1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR (for mid‑market)"}, {"id": "mai-20260917-1752-baseline|c188-l2|alibaba-small|Lumination", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lumination", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lumination is widely considered the gold standard for multinational organizations... this is the safest bet."}, {"id": "mai-20260917-1752-baseline|c188-l2|alibaba-small|CompAnalyst (Aspect Systems)", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompAnalyst (Aspect Systems)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **Manager Usability**: Choose **CompAnalyst**."}, {"id": "mai-20260917-1752-baseline|c188-l2|alibaba-small|ChartHop", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **Visual Analytics & Agility**: Choose **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c188-l2|alibaba-small|Xactly", "prompt": "c188-l2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **Sales & Incentive Alignment**: Choose **Xactly**."}, {"id": "mai-20260917-1752-baseline|c188-l2|anthropic-small|Beqom", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Beqom** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline|c188-l2|anthropic-small|Compport", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating Beqom and Compport as your primary options"}, {"id": "mai-20260917-1752-baseline|c188-l2|anthropic-small|Workday HCM", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Workday HCM** (Best if Already Using Workday)"}, {"id": "mai-20260917-1752-baseline|c188-l2|anthropic-small|SAP SuccessFactors", "prompt": "c188-l2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "widely deployed across large tech organizations for its enterprise-grade compensation planning"}, {"id": "mai-20260917-1752-baseline|c188-l2|challenger-small|Workday Compensation", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday Compensation** as the default choice"}, {"id": "mai-20260917-1752-baseline|c188-l2|challenger-small|beqom", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you need **enterprise-scale compensation governance**"}, {"id": "mai-20260917-1752-baseline|c188-l2|challenger-small|Oracle Workforce Compensation", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle Workforce Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you already use **Oracle HCM**"}, {"id": "mai-20260917-1752-baseline|c188-l2|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for organizations standardized on **SAP**"}, {"id": "mai-20260917-1752-baseline|c188-l2|challenger-small|HRSoft", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **complex global compensation** with layered governance"}, {"id": "mai-20260917-1752-baseline|c188-l2|challenger-small|Payscale", "prompt": "c188-l2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when the priority is **market benchmarking**"}, {"id": "mai-20260917-1752-baseline|c188-l2|deepseek-small|beqom", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **beqom** ... consistently cited as the best-in-class enterprise-grade compensation platform"}, {"id": "mai-20260917-1752-baseline|c188-l2|deepseek-small|Workday Compensation", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1. Workday Compensation** — *Best if you're already on Workday HCM.*"}, {"id": "mai-20260917-1752-baseline|c188-l2|deepseek-small|Oracle Workforce Compensation", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle Workforce Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. Oracle Workforce Compensation** — *Best if you're on Oracle HCM.*"}, {"id": "mai-20260917-1752-baseline|c188-l2|deepseek-small|SAP SuccessFactors", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**3. SAP SuccessFactors** — *Best if you're on the SAP ecosystem*"}, {"id": "mai-20260917-1752-baseline|c188-l2|deepseek-small|CURO", "prompt": "c188-l2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CURO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**4. CURO / Advanced compensation tools** — Also strong for complex global enterprises, comparable to beqom."}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|beqom", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "beqom** is the premier choice."}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|Compport", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compport** has emerged as an enterprise favorite."}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|HRSoft", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HRSoft** is highly recommended."}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|Workday", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "starting with their native compensation planning modules is the path of least resistance"}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|SAP SuccessFactors", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these native modules can be rigid"}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|CaptivateIQ", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "praised for its agile, spreadsheet-like calculation engine"}, {"id": "mai-20260917-1752-baseline|c188-l2|google-small|Xactly", "prompt": "c188-l2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the legacy king of enterprise sales performance management"}, {"id": "mai-20260917-1752-baseline|c188-l2|meta-small|Pave", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pave - known for real-time benchmarking and planning, with integrations with common HRIS/ATS/cap table systems."}, {"id": "mai-20260917-1752-baseline|c188-l2|meta-small|Carta's Total Compensation", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Carta's Total Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Carta's Total Compensation - pairs comp planning with salary and equity benchmarks"}, {"id": "mai-20260917-1752-baseline|c188-l2|meta-small|ChartHop", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ChartHop - brings org-wide data into compensation planning"}, {"id": "mai-20260917-1752-baseline|c188-l2|meta-small|CandorIQ", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CandorIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CandorIQ - unifies compensation and headcount planning to manage people spend end-to-end."}, {"id": "mai-20260917-1752-baseline|c188-l2|meta-small|beqo", "prompt": "c188-l2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "beqo - offers a range of features, including compensation planning, salary benchmarking, and analytics."}, {"id": "mai-20260917-1752-baseline|c188-l2|minimax-small|CompLogix", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CompLogix** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c188-l2|minimax-small|Workday", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** (Best Ecosystem Fit)"}, {"id": "mai-20260917-1752-baseline|c188-l2|minimax-small|HRSoft COMPview", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft COMPview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HRSoft COMPview** (Best for Scale)"}, {"id": "mai-20260917-1752-baseline|c188-l2|minimax-small|Trusaic", "prompt": "c188-l2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trusaic** (Best for Compliance)"}, {"id": "mai-20260917-1752-baseline|c188-l2|mistral-small|Pequity", "prompt": "c188-l2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pequity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pequity** and **UKG Pro** are top recommendations due to their scalability, unified planning, and strong audit/compliance features."}, {"id": "mai-20260917-1752-baseline|c188-l2|mistral-small|UKG Pro", "prompt": "c188-l2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pequity** and **UKG Pro** are top recommendations due to their scalability"}, {"id": "mai-20260917-1752-baseline|c188-l2|mistral-small|Barley", "prompt": "c188-l2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Barley** and **Ravio** are also excellent for their integrated approach to compensation management"}, {"id": "mai-20260917-1752-baseline|c188-l2|mistral-small|Ravio", "prompt": "c188-l2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Barley** and **Ravio** are also excellent for their integrated approach to compensation management and market benchmarking."}, {"id": "mai-20260917-1752-baseline|c188-l2|moonshot-small|Workday Advanced Compensation", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday Advanced Compensation** if you're already using or open to Workday HCM"}, {"id": "mai-20260917-1752-baseline|c188-l2|moonshot-small|Beqom", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beqom** is the stronger choice despite its complexity"}, {"id": "mai-20260917-1752-baseline|c188-l2|moonshot-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for organizations already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c188-l2|moonshot-small|Salary.com CompAnalyst Max", "prompt": "c188-l2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com CompAnalyst Max", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excel-centric workflows for cycle execution; limited self-service; interface may feel dated"}, {"id": "mai-20260917-1752-baseline|c188-l2|openai-small|Workday Compensation", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise choice: Workday Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-l2|openai-small|ADP Compensation / Comprehensive", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ADP Compensation / Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're on ADP or want flexible marketplace options: ADP + Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-l2|openai-small|beqom", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best specialist comp platform: beqom**"}, {"id": "mai-20260917-1752-baseline|c188-l2|openai-small|ChartHop", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong option if your priority is manager-friendly planning plus headcount planning and analytics"}, {"id": "mai-20260917-1752-baseline|c188-l2|openai-small|HRSoft", "prompt": "c188-l2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gartner Peer Insights shows beqom and HRSoft as established vendors in compensation management"}, {"id": "mai-20260917-1752-baseline|c188-l2|xai-small|Workday Compensation", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday Compensation as the top choice."}, {"id": "mai-20260917-1752-baseline|c188-l2|xai-small|Oracle HCM Workforce Compensation", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle HCM Workforce Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Superior for Oracle users; robust approvals, HCM integration, global scalability."}, {"id": "mai-20260917-1752-baseline|c188-l2|xai-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular, analytics-heavy; strong global payroll (45+ countries)."}, {"id": "mai-20260917-1752-baseline|c188-l2|xai-small|beqom", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High praise for large firms but steeper learning curve."}, {"id": "mai-20260917-1752-baseline|c188-l2|xai-small|UKG Pro Compensation", "prompt": "c188-l2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "UKG Pro Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suited for structured, audit-focused large orgs; configurable plans, budget roll-ups."}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|Workday Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Native, deep integration with Workday HCM; powerful governance, audit trails, and pay‑equity analytics; widely adopted by Fortune 500"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|beqom PaySuite", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom PaySuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "End‑to‑end total‑compensation platform (salary, merit, bonuses, LTIs, equity, sales incentives); supports 100+ countries"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|SAP SuccessFactors Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong native HXM integration; configurable for complex global structures"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|Oracle Workforce Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle Workforce Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already run Oracle HCM; governed merit/promotion planning"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|Darwinbox Compensation Management", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed for 5,000+‑employee organizations with multi‑country coverage"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|HRSoft COMPview", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HRSoft COMPview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dedicated, deep‑admin compensation platform; handles complex org hierarchies"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|Lattice Compensation", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong analytics and communication layer; good fit if you want a modern UX"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|Payscale MarketPay", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale MarketPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for benchmarking‑heavy organizations"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|ADP Workforce Now", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you rely on ADP for payroll, the built‑in compensation module simplifies planning"}, {"id": "mai-20260917-1752-baseline|c188-l2|zai-small|PeopleStrong", "prompt": "c188-l2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI‑driven enterprise HR with strong APAC presence"}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Beqom", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Global Complex Planning** | **Beqom** | Handles multi-country/currency rules best. |"}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|CompLogix", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-to-large enterprises that want flexibility without the cost/complexity of Beqom"}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|SAP SuccessFactors Compensation / Oracle HCM", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation / Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless native integration... **Trade-off:** Less flexible than standalone tools"}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Payscale", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Organizations needing real-time, continuous benchmarking data alongside planning."}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Mercer / Radford (by Aon)", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer / Radford (by Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These are the \"gold standards\" for survey data credibility."}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Spiff", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Spiff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Xactly for massive complexity; Spiff for ease-of-use."}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Xactly Incent", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly Incent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large enterprises with highly complex commission structures... Built for scale."}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|CaptivateIQ", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Can become expensive as headcount scales significantly beyond 5,000–10,000 employees."}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Syndio", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specializes in statistical analysis of pay equity... Not a planning tool"}, {"id": "mai-20260917-1752-baseline|c188-l3|alibaba-small|Workday", "prompt": "c188-l3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| **Native ERP Integration** | **Workday / SAP SuccessFactors** | Avoids integration headaches if you stay in the ecosystem. |"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Compport", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise compensation platforms in 2026 are Compport, HRSoft, Beqom, Decusoft, and Aeqium"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|HRSoft", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HRSoft suits regulated industries"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Beqom", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Beqom is an enterprise-focused compensation platform that covers merit planning..."}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Decusoft", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Decusoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Decusoft offers no-code flexibility"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Aeqium", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aeqium prioritizes speed and ease"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Pave", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "along with platforms like Pave and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Salary.com", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "along with platforms like Pave and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Deel", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deel is the clear choice for companies with significant global and distributed workforces"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|Workday", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Workday and UKG Pro remain benchmarks for large enterprises requiring full HCM integration"}, {"id": "mai-20260917-1752-baseline|c188-l3|anthropic-small|UKG Pro", "prompt": "c188-l3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Workday and UKG Pro remain benchmarks for large enterprises requiring full HCM integration"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Workday Compensation", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top **enterprise-grade compensation platforms** are typically **Workday Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compensation tightly integrated into SAP HXM"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Oracle Fusion Cloud Compensation", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise compensation inside the Oracle cloud suite"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|beqom", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best for complex global governance:** **beqom** if you need layered programs, multi-country rules, pay equity reporting"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|HRSoft", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compensation-first workflows with strong administrative control"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Aeqium", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-assisted, no-code cycle configuration with audit trails"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Payscale", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong external market data and salary structure design"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Darwinbox", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native multi-country support inside a broader HR suite"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|CompLogix", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excel-like configurability with dedicated support"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Salary.com CompAnalyst", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Payscale** and **Salary.com CompAnalyst** if the main need is external compensation data"}, {"id": "mai-20260917-1752-baseline|c188-l3|challenger-small|Dayforce", "prompt": "c188-l3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Darwinbox** or **Dayforce** style platforms"}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|Workday Advanced Compensation", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on Workday or SAP? Their native comp modules are the most streamlined (especially Workday for a single global cycle with direct payroll posting)."}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SAP-standardized enterprises with complex global HXM deployments."}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|beqom", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Complex, global, multi-CRM or multi-HRIS? beqom is the strongest enterprise specialist."}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native multi-country coverage with built-in pay-equity analytics inside a broader HR suite."}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|HRSoft", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A purpose-built comp specialist (rather than a general HCM add-on)."}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|Payscale", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need market data bundled? Payscale or Mercer."}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|Mercer Compensation Surveys", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer Compensation Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the deepest survey methodology incumbent, covering 90+ countries for benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|CaptivateIQ", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "flexible complex commission plans, tiers, accelerators; best for sales teams"}, {"id": "mai-20260917-1752-baseline|c188-l3|deepseek-small|Xactly Incent", "prompt": "c188-l3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly Incent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "enterprise revenue teams needing governance, audit trails, and ASC 606 revenue compliance"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|beqom", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight for complex global enterprises."}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|HRSoft", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade administration engines designed to eliminate \"spreadsheet chaos\" during merit cycles."}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|CompLogix", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HRSoft (with CompLogix in a similar tier)"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Workday", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these built-in modules are notoriously rigid"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|SAP SuccessFactors", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these built-in modules are notoriously rigid"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Oracle HCM", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these built-in modules are notoriously rigid"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Bettercomp", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Bettercomp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "The standard for enterprise-scale global market pricing."}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Pave", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Real-time, API-integrated global benchmarking and modern compensation operations."}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Ravio", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ravio is the European market leader, heavily focused on ... the EU Pay Transparency Directive."}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Performio", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Performio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "High-performance sales compensation software consistently rated at the top of the category."}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Varicent", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Extremely powerful but complex. It handles enterprise scale and security better than almost any platform"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Salesforce Spiff", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salesforce Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "at the upper-enterprise scale, it can struggle to build highly customized, multi-layered mathematical crediting rules"}, {"id": "mai-20260917-1752-baseline|c188-l3|google-small|Payscale (MarketPay)", "prompt": "c188-l3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale (MarketPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Bettercomp**, **Payscale (MarketPay)**"}, {"id": "mai-20260917-1752-baseline|c188-l3|meta-small|Payscale", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Payscale is best for mid-market and growing enterprises"}, {"id": "mai-20260917-1752-baseline|c188-l3|meta-small|Mercer", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercer is suitable for multinational enterprises and regulated industries"}, {"id": "mai-20260917-1752-baseline|c188-l3|meta-small|Radford", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Payscale, Mercer, Radford, Syndio, Beqom, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l3|meta-small|Syndio", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Payscale, Mercer, Radford, Syndio, Beqom, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l3|meta-small|Beqom", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Beqom is ideal for large enterprises with complex compensation programs"}, {"id": "mai-20260917-1752-baseline|c188-l3|meta-small|Salary.com", "prompt": "c188-l3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Payscale, Mercer, Radford, Syndio, Beqom, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|beqom", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large, globally-distributed orgs with complex total-reward & sales-incentive programs."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Workday Compensation", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprises already on Workday (10 k+ employees)."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies standardising on SAP HXM."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large multi-country firms (especially Asia-MENA)."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Dayforce (Ceridian)", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Organizations wanting a single platform for HR, payroll & comp."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Oracle Cloud HCM Compensation", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Cloud HCM Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Large global enterprises (often Oracle-centric)."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|HRSoft", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies moving off spreadsheets to a full-cycle solution."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Payscale (CompAnalyst)", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Data-driven compensation teams needing deep benchmarking."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|CompAnalyst (Salary.com)", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Organizations focused on salary structure & market pricing."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Ravio", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern, HR-IS-first firms seeking real-time benchmarks."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Pave", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fast-growing companies needing quick, data-rich planning."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Compa", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Teams wanting AI-assisted pay decisions."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Qobra", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Sales-focused organizations (automated commission)."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Figures", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "European-headquartered firms (strong EU data)."}, {"id": "mai-20260917-1752-baseline|c188-l3|minimax-small|Lattice", "prompt": "c188-l3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Mid-market to growing enterprises already using Lattice."}, {"id": "mai-20260917-1752-baseline|c188-l3|mistral-small|beqom", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large, complex multinational organizations with high-volume sales incentive calculations and a need for deep configurability."}, {"id": "mai-20260917-1752-baseline|c188-l3|mistral-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Multi-country, suite-led enterprises ... seeking an end-to-end HRMS with strong compensation planning."}, {"id": "mai-20260917-1752-baseline|c188-l3|mistral-small|Workday Compensation", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises already using or willing to adopt Workday HCM, seeking a unified, AI-driven compensation solution."}, {"id": "mai-20260917-1752-baseline|c188-l3|mistral-small|Payscale", "prompt": "c188-l3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations prioritizing market data and benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Workday Compensation", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises (3,000+ employees) already using Workday HCM"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises standardized on SAP HXM"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|beqom", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Complex, layered global compensation programs at large enterprises"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises with 5,000+ employees, particularly Asia/MENA-led global operations"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Xactly", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most mature enterprise platform with 20+ years of proprietary pay data"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|CaptivateIQ", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Revenue operations teams needing flexible plan modeling and fast iteration"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Salesforce Spiff", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salesforce Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Scripting creates specialist dependency; post-acquisition support concerns; HubSpot integration limitations; paid onboarding"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Mercer", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Global enterprises needing board-grade survey data"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Radford (Aon)", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Industry-leading for tech and biotech compensation data"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Willis Towers Watson (WTW)", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Total rewards optimization and organizational strategy"}, {"id": "mai-20260917-1752-baseline|c188-l3|moonshot-small|Payscale", "prompt": "c188-l3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Combines benchmarking + comp management in one platform"}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|Workday Compensation", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Workday** if you want a modern, unified HCM platform with compensation built into a single data model."}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|Oracle Compensation", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Oracle** if you want strong compensation planning tied to market data, pay history, and enterprise rules."}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SAP SuccessFactors** if you already live in SAP and want compensation embedded in that ecosystem."}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|UKG Pro", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nucleus Research’s 2025 enterprise HCM matrix places **UKG Pro** among the leaders."}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|ADP", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is also listed among the **leaders** in the 2025 enterprise HCM value matrix."}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|Dayforce", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dayforce is another vendor in the **leader** group in the enterprise HCM value matrix."}, {"id": "mai-20260917-1752-baseline|c188-l3|openai-small|beqom", "prompt": "c188-l3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose beqom** if your compensation design is unusually complex and you want a specialist rather than a suite add-on."}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|Workday", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday Compensation** | Large NA/global firms in Workday ecosystem | Unified HCM data model, AI-driven insights"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|SAP SuccessFactors", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP SuccessFactors** | SAP-standardized enterprises | Configurable merit/incentive rules"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|Oracle Fusion Cloud HCM", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Fusion HCM** | Oracle ERP users, modular needs | AI agents, robust for global orgs"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|beqom", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**beqom** | Complex incentives/global programs | No-code modeling for layered comp"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|PayScale (Ascent/CompAnalyst)", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "PayScale (Ascent/CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PayScale Ascent** | Market benchmarking + planning | Real-time data refresh, job matching"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|Salary.com (CompAnalyst)", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Salary.com CompAnalyst** | High-volume pricing & structures | Role-specific modeling, salary bands"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|HRSoft", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HRSoft COMPtryx** | Spreadsheet replacement, cycles | Budgeting, modeling, approvals"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|Radford (Aon)", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Radford (Aon)** | Tech/life sciences benchmarking | Industry-specific surveys"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|Mercer", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "survey-based providers like **Radford (Aon)** and **Mercer**"}, {"id": "mai-20260917-1752-baseline|c188-l3|xai-small|Xactly", "prompt": "c188-l3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "beqom/Xactly (not tabled but noted) for incentives"}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|Workday Compensation", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises fully committed to the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|SAP SuccessFactors Compensation", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SAP-standardized enterprises needing integrated compensation and talent management."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|Beqom", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Multinational enterprises with complex incentive structures and global pay equity mandates."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|Darwinbox Compensation Management", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid- to large enterprises with complex regional comp programs."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|Salary.com", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies needing deep market data and pay-equity insights."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|Payscale (Ascent)", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale (Ascent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep market data; robust modeling; pay-equity analytics; scales well for large enterprises."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|HRSoft", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Teams looking to move away from spreadsheets while keeping a flexible comp model."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|Lattice Compensation", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Mid-market companies needing integrated performance and comp."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|UKG", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Organizations prioritizing payroll accuracy and regulatory adherence."}, {"id": "mai-20260917-1752-baseline|c188-l3|zai-small|CompLogix", "prompt": "c188-l3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: Mid-market to large enterprises needing flexible, support-heavy comp planning."}, {"id": "mai-20260917-1752-baseline|c188-l4|alibaba-small|IllumiWare", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "IllumiWare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with IllumiWare** if you want the safest, most \"boring\" predictable bet for a 5,000+ employee organization."}, {"id": "mai-20260917-1752-baseline|c188-l4|alibaba-small|Compa", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compa has emerged as a strong modern alternative, offering an **AI-first approach** to compensation planning."}, {"id": "mai-20260917-1752-baseline|c188-l4|alibaba-small|Salary.com", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salary.com is the leader. However, their cost can be variable."}, {"id": "mai-20260917-1752-baseline|c188-l4|alibaba-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Integrated ERP Environments... often the most \"predictable\" choice financially"}, {"id": "mai-20260917-1752-baseline|c188-l4|alibaba-small|Oracle HCM", "prompt": "c188-l4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "buying the compensation module within that ecosystem is often the most \"predictable\" choice financially"}, {"id": "mai-20260917-1752-baseline|c188-l4|anthropic-small|Workday", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workday is built for large enterprise-level businesses seeking comprehensive HCM and compensation modeling"}, {"id": "mai-20260917-1752-baseline|c188-l4|anthropic-small|CompUp", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "CompUp stands out specifically for cost predictability with its transparent per-employee pricing model, which scales linearly as your headcount changes."}, {"id": "mai-20260917-1752-baseline|c188-l4|anthropic-small|Pave", "prompt": "c188-l4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pave is a compensation management platform that combines real-time benchmarking data with tools for salary bands and compensation reviews"}, {"id": "mai-20260917-1752-baseline|c188-l4|challenger-small|Workday Compensation", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Workday Compensation** if you already run Workday"}, {"id": "mai-20260917-1752-baseline|c188-l4|challenger-small|Beqom", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Beqom** if you need a dedicated enterprise compensation platform with complex global rules and governance"}, {"id": "mai-20260917-1752-baseline|c188-l4|challenger-small|SAP SuccessFactors Compensation", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for large enterprises already standardized on SAP."}, {"id": "mai-20260917-1752-baseline|c188-l4|challenger-small|Salary.com / Payscale", "prompt": "c188-l4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com / Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong benchmarking, but often better as adjacent tools than the core system for highly governed enterprise cycles."}, {"id": "mai-20260917-1752-baseline|c188-l4|deepseek-small|HRSoft (COMPview)", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft (COMPview)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HRSoft (COMPview)**"}, {"id": "mai-20260917-1752-baseline|c188-l4|deepseek-small|Xactly", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative for Sales Compensation (ICM) with Predictability: **Xactly**"}, {"id": "mai-20260917-1752-baseline|c188-l4|deepseek-small|Varicent", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Varicent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Never proceed with beqom or Varicent without a fully-scoped, fixed-fee implementation contract"}, {"id": "mai-20260917-1752-baseline|c188-l4|deepseek-small|beqom", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Never proceed with beqom or Varicent"}, {"id": "mai-20260917-1752-baseline|c188-l4|deepseek-small|Payscale Ascent", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale Ascent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote-only; buyers report costs increase over time and advanced features require additional payments."}, {"id": "mai-20260917-1752-baseline|c188-l4|deepseek-small|Salary.com", "prompt": "c188-l4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More affordable, but reviewers indicate mid-market focus; enterprise calibration data may require add-ons."}, {"id": "mai-20260917-1752-baseline|c188-l4|google-small|CompXL (by Salary.com)", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "CompXL (by Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Predictable Merit & Bonus Cycles**"}, {"id": "mai-20260917-1752-baseline|c188-l4|google-small|beqom", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Massive, Global Enterprises with Complex Incentive Models**"}, {"id": "mai-20260917-1752-baseline|c188-l4|google-small|HRSoft (COMPview)", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft (COMPview)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Strict Budget Governance & Deep Approval Chains**"}, {"id": "mai-20260917-1752-baseline|c188-l4|google-small|Payfactors (by Payscale)", "prompt": "c188-l4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Payfactors (by Payscale)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Predictable Tool for Market Benchmarking & Pricing Intelligence**"}, {"id": "mai-20260917-1752-baseline|c188-l4|meta-small|Workday", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Workday: Best for large enterprises with existing Workday HCM."}, {"id": "mai-20260917-1752-baseline|c188-l4|meta-small|Paycom", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Paycom: Best for midsize to large organizations."}, {"id": "mai-20260917-1752-baseline|c188-l4|meta-small|Salary.com", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for large enterprises due to deep market data, robust modeling, pay-equity analytics"}, {"id": "mai-20260917-1752-baseline|c188-l4|meta-small|Payscale Ascent", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Salary.com and Payscale Ascent: Recommended for large enterprises"}, {"id": "mai-20260917-1752-baseline|c188-l4|meta-small|Darwinbox Compensation Management", "prompt": "c188-l4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for 5,000+ enterprises, particularly those in Asia/MENA regions"}, {"id": "mai-20260917-1752-baseline|c188-l4|minimax-small|Compport", "prompt": "c188-l4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compport's flat rate enterprise pricing** or **traditional flat rate annual licensing** ($50K-$500K range) would be most suitable"}, {"id": "mai-20260917-1752-baseline|c188-l4|minimax-small|beqom", "prompt": "c188-l4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-inclusive annual fee model - Enterprise-focused compensation platform"}, {"id": "mai-20260917-1752-baseline|c188-l4|mistral-small|Workday Compensation", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best compensation management software for a large company seeking predictable total cost across thousands of users is **Workday Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-l4|mistral-small|beqom", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing is quote-based and can be significantly higher (up to $500K+ per year for large enterprises), making it less predictable for budgeting"}, {"id": "mai-20260917-1752-baseline|c188-l4|mistral-small|Compport", "prompt": "c188-l4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is custom and not transparent, which may introduce unpredictability."}, {"id": "mai-20260917-1752-baseline|c188-l4|moonshot-small|Workday HCM", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** is generally the strongest choice"}, {"id": "mai-20260917-1752-baseline|c188-l4|moonshot-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c188-l4|moonshot-small|CompLogix", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "CompLogix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "## What to Avoid\n\n- **Quote-based point solutions** (e.g., CompLogix, Xactly for non-sales comp)"}, {"id": "mai-20260917-1752-baseline|c188-l4|moonshot-small|Xactly", "prompt": "c188-l4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... (e.g., CompLogix, Xactly for non-sales comp)"}, {"id": "mai-20260917-1752-baseline|c188-l4|openai-small|SAP SuccessFactors Compensation", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable total cost:** **SAP SuccessFactors Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-l4|openai-small|Oracle Compensation / Workforce Compensation", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Oracle Compensation / Workforce Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Compensation** is a strong contender"}, {"id": "mai-20260917-1752-baseline|c188-l4|openai-small|Workday Compensation", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is typically quote-based rather than openly predictable from public list pricing, so it's less ideal if you want cost transparency up front"}, {"id": "mai-20260917-1752-baseline|c188-l4|openai-small|HRSoft Compensation Management", "prompt": "c188-l4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if you want a more specialized compensation tool rather than a full-suite HCM add-on"}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|Workday Compensation Management", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Compensation Management** stands out as the best option for a large company (thousands of users) needing predictable total costs."}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|UKG Pro", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PEPM-based ($26–$41 negotiated for full HCM incl. comp module). Highly predictable"}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|Paycom", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Single PEPM meter ($25–$36 full suite), no per-paycheck fees."}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|SAP SuccessFactors", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but slightly less predictable due to per-module licensing—still scales well for globals"}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|Oracle HCM", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but slightly less predictable due to per-module licensing"}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|Pave", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pure \"comp-only\" tools like Pave/Ravio/Lattice (better for <1K users; less predictable at scale"}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|Ravio", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pure \"comp-only\" tools like Pave/Ravio/Lattice"}, {"id": "mai-20260917-1752-baseline|c188-l4|xai-small|Lattice", "prompt": "c188-l4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid pure \"comp-only\" tools like Pave/Ravio/Lattice"}, {"id": "mai-20260917-1752-baseline|c188-l4|zai-small|Workday Compensation", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear market leader is **Workday Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-l4|zai-small|Beqom", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beqom offers the best features, but it lacks the \"predictable cost\" you requested"}, {"id": "mai-20260917-1752-baseline|c188-l4|zai-small|Lattice Compensate", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "this is designed for 200–5,000 employee companies. It lacks the deep analytics and global payroll integrations needed for a massive enterprise"}, {"id": "mai-20260917-1752-baseline|c188-l4|zai-small|Ravio", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically add-ons or standalone tools that require expensive custom integrations"}, {"id": "mai-20260917-1752-baseline|c188-l4|zai-small|Pave", "prompt": "c188-l4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically add-ons or standalone tools that require expensive custom integrations"}, {"id": "mai-20260917-1752-baseline|c188-l5|deepseek-small|Workday", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the right answer may be a dedicated comp platform vs. a module inside your existing HCM (Workday/SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c188-l5|deepseek-small|SAP SuccessFactors", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a module inside your existing HCM (Workday/SuccessFactors)"}, {"id": "mai-20260917-1752-baseline|c188-l5|deepseek-small|beqom", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "standalone tools (beqom, CURO, Pave, etc.) lead on feature depth but require integration rigor"}, {"id": "mai-20260917-1752-baseline|c188-l5|deepseek-small|CURO", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "CURO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "standalone tools (beqom, CURO, Pave, etc.) lead on feature depth"}, {"id": "mai-20260917-1752-baseline|c188-l5|deepseek-small|Pave", "prompt": "c188-l5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "standalone tools (beqom, CURO, Pave, etc.) lead on feature depth"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|beqom", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for massive, complex global compensation... run an RFP with **beqom**, **HRSoft**, and **Pave (Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|HRSoft (CompView)", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft (CompView)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "run an RFP with **beqom**, **HRSoft**, and **Pave (Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|CompLogix", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly configurable and offers hands-on dedicated support, specifically geared for companies ranging from 500 to 50,000+ employees."}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|Salary.com (CompAnalyst)", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your procurement and HR teams heavily rely on deeply integrated, verified market-survey pricing datasets"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|Pave (Enterprise Tier)", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave (Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "run an RFP with **beqom**, **HRSoft**, and **Pave (Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|Comprehensive", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for replacing enterprise spreadsheets with a modern, fast-to-implement planning tool"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|Aeqium", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly secure, heavily focused on pay equity audits, customized planning structures, and security."}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|Workday Compensation", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Native modules are notoriously rigid, have generic features, offer poor user experiences for managers"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|SAP SuccessFactors", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Native modules are notoriously rigid, have generic features, offer poor user experiences for managers"}, {"id": "mai-20260917-1752-baseline|c188-l5|google-small|Oracle HCM", "prompt": "c188-l5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Native modules are notoriously rigid, have generic features... struggle with highly custom or complex equity/incentive planning"}, {"id": "mai-20260917-1752-baseline|c188-l5|meta-small|Pequity", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular compensation management software options for large companies include Pequity, Performio, and MangoApps."}, {"id": "mai-20260917-1752-baseline|c188-l5|meta-small|Performio", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Performio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options for large companies include Pequity, Performio, and MangoApps"}, {"id": "mai-20260917-1752-baseline|c188-l5|meta-small|MangoApps", "prompt": "c188-l5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options for large companies include Pequity, Performio, and MangoApps"}, {"id": "mai-20260917-1752-baseline|c188-l5|mistral-small|Workday Compensation", "prompt": "c188-l5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "narrow down to 3–5 vendors (e.g., Workday Compensation, Payscale, Compensation Circle, Beqom, or Trusaic)"}, {"id": "mai-20260917-1752-baseline|c188-l5|mistral-small|Payscale", "prompt": "c188-l5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Workday Compensation, Payscale, Compensation Circle, Beqom, or Trusaic"}, {"id": "mai-20260917-1752-baseline|c188-l5|mistral-small|Compensation Circle", "prompt": "c188-l5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Compensation Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Workday Compensation, Payscale, Compensation Circle, Beqom, or Trusaic"}, {"id": "mai-20260917-1752-baseline|c188-l5|mistral-small|Beqom", "prompt": "c188-l5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Workday Compensation, Payscale, Compensation Circle, Beqom, or Trusaic"}, {"id": "mai-20260917-1752-baseline|c188-l5|mistral-small|Trusaic", "prompt": "c188-l5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Workday Compensation, Payscale, Compensation Circle, Beqom, or Trusaic"}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|Pave", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some vendors (e.g., Pave) offer SSO but not SCIM, creating an IT burden.... Modern UX, but verify SCIM and enterprise-tier SSO availability."}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|beqom", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for large global enterprises; ISO 27001/27017/27018 certified."}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|Workday Compensation", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native if you're already on Workday HCM."}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|SAP SuccessFactors Compensation", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar logic for SAP shops."}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|DecuSoft", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "DecuSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built comp management for complex enterprises."}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong benchmarking and pay equity."}, {"id": "mai-20260917-1752-baseline|c188-l5|moonshot-small|Figures", "prompt": "c188-l5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "European-focused, strong on GDPR/ISO 27001."}, {"id": "mai-20260917-1752-baseline|c188-l5|xai-small|beqom", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**beqom** (enterprise-grade for 5k+ employees, complex structures)"}, {"id": "mai-20260917-1752-baseline|c188-l5|xai-small|Workday", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** (if you use their HCM)"}, {"id": "mai-20260917-1752-baseline|c188-l5|xai-small|PayScale", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular options for your scale include ... **PayScale**"}, {"id": "mai-20260917-1752-baseline|c188-l5|xai-small|Darwinbox", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Darwinbox**, and **Comprehensive.io**"}, {"id": "mai-20260917-1752-baseline|c188-l5|xai-small|Comprehensive.io", "prompt": "c188-l5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Darwinbox**, and **Comprehensive.io**\\u2014many confirm SOC 2 Type II and SSO"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Gusto", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to Avoid/Cautionary: **Gusto, Paychex (Basic editions), Zenefits (Core only).**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Paychex (Basic editions)", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex (Basic editions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to Avoid/Cautionary: **Gusto, Paychex (Basic editions), Zenefits (Core only).**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Zenefits (Core only)", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Zenefits (Core only)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to Avoid/Cautionary: **Gusto, Paychex (Basic editions), Zenefits (Core only).**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|QuickBooks Online Payroll", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Online Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples to Avoid/Cautionary: **QuickBooks Online Payroll, Xero Payroll.**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Xero Payroll", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Xero Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Examples to Avoid/Cautionary: **QuickBooks Online Payroll, Xero Payroll.**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Deel", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like **Deel, Remote, or Oyster** are excellent for hiring contractors ... using them as your *primary* compensation platform ... is a major strategic error"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Remote", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like **Deel, Remote, or Oyster** are excellent for hiring contractors ... using them as your *primary* compensation platform ... is a major strategic error"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Oyster", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "platforms like **Deel, Remote, or Oyster** are excellent for hiring contractors ... using them as your *primary* compensation platform ... is a major strategic error"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|PeopleSoft", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Examples to Avoid/Cautionary: **Older versions of PeopleSoft, Lawson, or On-Premise SAP (non-HCM).**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|Lawson", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Lawson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Examples to Avoid/Cautionary: **Older versions of PeopleSoft, Lawson, or On-Premise SAP (non-HCM).**"}, {"id": "mai-20260917-1752-baseline|c188-l6|alibaba-small|On-Premise SAP (non-HCM)", "prompt": "c188-l6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "On-Premise SAP (non-HCM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Examples to Avoid/Cautionary: **Older versions of PeopleSoft, Lawson, or On-Premise SAP (non-HCM).**"}, {"id": "mai-20260917-1752-baseline|c188-l6|anthropic-small|Workday Compensation", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Implementation timelines and total cost of ownership are significantly higher than dedicated compensation platforms."}, {"id": "mai-20260917-1752-baseline|c188-l6|anthropic-small|Payscale", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Payscale sells separate products for benchmarking, survey management, and broader compensation planning, so you should expect to evaluate specific modules rather than a single all-in-one platform."}, {"id": "mai-20260917-1752-baseline|c188-l6|anthropic-small|Beqom", "prompt": "c188-l6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Beqom (Use with Caution)... flexibility can be a double-edged sword with higher complexity leading to higher risk of user errors."}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|Beqom", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "benchmarking relies on **lagging third-party salary survey data**, so enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|PayScale", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users report a **complex product offering and unintuitive software**"}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|Salary.com (CompAnalyst)", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best viewed as a traditional survey-based benchmarking tool; enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|Compport", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users report a **complex user experience**, which can be a risk for large teams"}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|Workday Compensation", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "described as **high cost** and requiring a **long implementation**"}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be **rigid outside the SAP stack** and create **IT dependency**"}, {"id": "mai-20260917-1752-baseline|c188-l6|challenger-small|Lattice", "prompt": "c188-l6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "large enterprises with more complex compensation operations should be cautious about treating it as a full enterprise compensation engine"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|HRSoft (COMPview / PerformView)", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft (COMPview / PerformView)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Cautious – high operational risk for enterprises with lean teams"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Xactly Incent", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly Incent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Verdict: Cautious – aging architecture with high implementation costs"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Anaplan", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict: Cautious – powerful but misaligned for comp-specific needs"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Model N", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Model N", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Verdict: Cautious – known for integration and scalability pain"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|PayScale (Ascent / Enterprise Suite)", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "PayScale (Ascent / Enterprise Suite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Verdict: Cautious – data quality and platform rigidity issues"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Mercer", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Verdict: Cautious – consultancy-led, not software-first"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Radford", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Verdict: Cautious – consultancy-led, not software-first"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|WTW", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Verdict: Cautious – consultancy-led, not software-first"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Salesforce Revenue Cloud", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Verdict: Cautious – good for simple plans, dangerous for complex ones"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|beqom", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "beqom – best for multi-country complexity and governance."}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Workday Advanced Compensation", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "only if you're already a Workday HCM customer"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Compa", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "for AI-assisted, defensible pay decisions with live market data"}, {"id": "mai-20260917-1752-baseline|c188-l6|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-l6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "for market data depth and pay structure"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|HiBob", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "lightweight compensation modules added onto core SMB HRIS platforms like HiBob, BambooHR, or Workleap/Barley... rarely built to handle the complex, non-standard realities of enterprise planning"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|BambooHR", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SMB HRIS platforms like HiBob, BambooHR, or Workleap/Barley... rarely built to handle the complex, non-standard realities of enterprise planning"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Workleap/Barley", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Workleap/Barley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SMB HRIS platforms like HiBob, BambooHR, or Workleap/Barley... rarely built to handle the complex, non-standard realities of enterprise planning"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Levels.fyi", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tech-centric databases like Levels.fyi or standard Pave peer-networks... Lack of Legally Defensible Data"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Pave", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tech-centric databases like Levels.fyi or standard Pave peer-networks... Why to be cautious"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Radford/Aon", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford/Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "verification of traditional employer-submitted databases (such as Radford/Aon, Mercer, or Salary.com CompAnalyst)"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Mercer", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "traditional employer-submitted databases (such as Radford/Aon, Mercer, or Salary.com CompAnalyst)"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Salary.com CompAnalyst", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "traditional employer-submitted databases (such as Radford/Aon, Mercer, or Salary.com CompAnalyst)"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Workday Advanced Compensation", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Advanced Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "legacy HCM compensation modules are notoriously rigid... running a compensation cycle often requires a complete operational freeze"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "bundled into your existing legacy HCM (e.g., Workday Advanced Compensation or SAP SuccessFactors)... notoriously rigid"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Sysarb", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For deep European compliance, platforms like Sysarb, Figures, or enterprise-specific suites like beqom are necessary."}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Figures", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For deep European compliance, platforms like Sysarb, Figures, or enterprise-specific suites like beqom are necessary."}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|beqom", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "enterprise-specific suites like beqom are necessary"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|CaptivateIQ", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "SPM platforms (e.g., CaptivateIQ, Spiff, Qobra)... Attempting to use them for broad-scale annual merit planning for non-sales employees is a recipe for security breaches"}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Spiff", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "SPM platforms (e.g., CaptivateIQ, Spiff, Qobra)... Keep these tools separate."}, {"id": "mai-20260917-1752-baseline|c188-l6|google-small|Qobra", "prompt": "c188-l6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Qobra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "SPM platforms (e.g., CaptivateIQ, Spiff, Qobra)... Keep these tools separate."}, {"id": "mai-20260917-1752-baseline|c188-l6|meta-small|beqom", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "beqom, which is designed for large enterprises with complex compensation programs."}, {"id": "mai-20260917-1752-baseline|c188-l6|meta-small|SalaryCube", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "SalaryCube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a large enterprise should be cautious about using compensation platforms that are not designed for their size and complexity, such as SalaryCube, Pave, and Lattice"}, {"id": "mai-20260917-1752-baseline|c188-l6|meta-small|Pave", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pave, which is focused on real-time benchmarking data and may not be suitable for large enterprises with complex compensation programs."}, {"id": "mai-20260917-1752-baseline|c188-l6|meta-small|Lattice", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice, which is more suitable for organizations that are already using Lattice for performance management."}, {"id": "mai-20260917-1752-baseline|c188-l6|meta-small|CompLogix", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CompLogix, which is suitable for mid-market to enterprise companies with 500-50,000 employees."}, {"id": "mai-20260917-1752-baseline|c188-l6|meta-small|HRSoft", "prompt": "c188-l6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HRSoft, which is suitable for large enterprises with complex compensation administration needs."}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Salary.com", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following compensation platforms... Criticized for Excel-heavy workflows, vendor dependency"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Payscale", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "clunky UI, rigid workflows, slow implementation, and locked multi-year contracts"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Model N", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Model N", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "noted for causing operational headaches, including manual data entry, broken integrations, and opaque calculations"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Javelin", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Javelin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "noted for causing operational headaches, including manual data entry, broken integrations, and opaque calculations"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Core Commissions", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Core Commissions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "criticized for similar issues: manual workarounds, steep learning curves, and poor support"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Easy-Commission", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Easy-Commission", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "criticized for similar issues: manual workarounds, steep learning curves, and poor support"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Workday", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "should prioritize platforms known for enterprise-grade scalability... such as Workday, SAP SuccessFactors, Beqom, or HRSoft"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as Workday, SAP SuccessFactors, Beqom, or HRSoft"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|Beqom", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as Workday, SAP SuccessFactors, Beqom, or HRSoft"}, {"id": "mai-20260917-1752-baseline|c188-l6|mistral-small|HRSoft", "prompt": "c188-l6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "such as Workday, SAP SuccessFactors, Beqom, or HRSoft"}, {"id": "mai-20260917-1752-baseline|c188-l6|moonshot-small|SAP SuccessFactors Compensation Module", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors Compensation Module", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should be particularly cautious here... \"surprisingly slow and buggy\"... Rigidity, IT dependency, user experience | HIGH"}, {"id": "mai-20260917-1752-baseline|c188-l6|moonshot-small|beqom", "prompt": "c188-l6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Purpose-built enterprise platforms** like **beqom** for multi-country complexity and governance"}, {"id": "mai-20260917-1752-baseline|c188-l6|openai-small|Anaplan", "prompt": "c188-l6", "model": "openai-small", "cat": "compensation-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "user reports of **expensive licensing, performance limits, missing features, and a steep learning curve**, which can be painful at scale"}, {"id": "mai-20260917-1752-baseline|c188-l6|openai-small|CompLogix", "prompt": "c188-l6", "model": "openai-small", "cat": "compensation-management", "variant": "negative", "raw": "CompLogix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notes **significant integration issues**, with users reporting manual errors and cumbersome data management"}, {"id": "mai-20260917-1752-baseline|c188-l6|openai-small|Salesforce Spiff", "prompt": "c188-l6", "model": "openai-small", "cat": "compensation-management", "variant": "negative", "raw": "Salesforce Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "flags **data management issues**, especially around tracking and matching residuals accurately"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Xactly", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently criticized for poor scalability at true enterprise volumes... When to avoid: If you need quick deployments"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Varicent", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritize: beqom (global complexity), Workday (if in their HCM ecosystem), Varicent (SPM scale)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|CaptivateIQ", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Comparisons (e.g., vs. Varicent or CaptivateIQ)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Pave", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-Market Tools Scaled Up (e.g., Pave, Ravio...): they buckle under enterprise-scale data volumes"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Ravio", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Designed for high-growth SMBs or smaller teams; they buckle under enterprise-scale data volumes"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Deel", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "early-stage platforms like some Deel add-ons ... Lacks deep audit trails, native multi-currency/structuring"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Workday", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Workday (if in their HCM ecosystem)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|beqom", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize: beqom (global complexity)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|CompAnalyst/Salary.com", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "CompAnalyst/Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "CompAnalyst/Salary.com (benchmarking)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Darwinbox", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Darwinbox/Dayforce (integrated suites)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Dayforce", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Darwinbox/Dayforce (integrated suites)"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|Oracle", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Stick to HCM-embedded comp (e.g., Oracle, SAP SuccessFactors) for seamless scale"}, {"id": "mai-20260917-1752-baseline|c188-l6|xai-small|SAP SuccessFactors", "prompt": "c188-l6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Stick to HCM-embedded comp (e.g., Oracle, SAP SuccessFactors) for seamless scale"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|BambooHR", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "are you using BambooHR, Gusto, Rippling, or a legacy system?"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|Gusto", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "are you using BambooHR, Gusto, Rippling, or a legacy system?"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|Rippling", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "are you using BambooHR, Gusto, Rippling, or a legacy system?"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|HiBob", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "HiBob is often the top recommendation for the mid-market"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|Payscale Ascent", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Deep Analytics & Benchmarking: **Payscale Ascent** (formerly Payfactors)"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|Figures", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Figures is a standout choice"}, {"id": "mai-20260917-1752-baseline|c188-m1|alibaba-small|Lattice", "prompt": "c188-m1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Performance-Led Compensation: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c188-m1|anthropic-small|QuotaPath", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mid-market teams that prioritize a positive rep experience often choose QuotaPath"}, {"id": "mai-20260917-1752-baseline|c188-m1|anthropic-small|Paycom", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycom streamlines payroll and compensation management in one system, ideal for companies already using Paycom"}, {"id": "mai-20260917-1752-baseline|c188-m1|anthropic-small|Lattice", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best suited for mid-market teams that need basic total compensation coverage within a wider people platform"}, {"id": "mai-20260917-1752-baseline|c188-m1|anthropic-small|Paylocity", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suited to mid-market companies wanting compensation cycles paired with benchmarking and analytics"}, {"id": "mai-20260917-1752-baseline|c188-m1|anthropic-small|Payscale", "prompt": "c188-m1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best suited for HR teams that need defensible survey data across a wide range of roles and industries"}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|HiBob", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would shortlist **HiBob** first if you want compensation tightly integrated into your HRIS"}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|Payscale Ascent", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong survey data and structured pay analysis without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|CompLogix", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CompLogix** if your priority is **highly configurable compensation cycles**"}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|CaptivateIQ", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CaptivateIQ** if your priority is **sales commission management**"}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|Performio", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suited to complex commission structures and mid-market enterprises."}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|Comprehensive", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common finalist for small and mid-sized teams needing strong configuration and fast rollout."}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|SalaryCube", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SalaryCube** for U.S. mid-market teams wanting real-time market data and workflow support"}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|Lattice", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Lattice** for organizations that want compensation inside a broader performance platform"}, {"id": "mai-20260917-1752-baseline|c188-m1|challenger-small|Keka", "prompt": "c188-m1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Keka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Keka** for mid-sized businesses needing end-to-end compensation plus payroll sync"}, {"id": "mai-20260917-1752-baseline|c188-m1|deepseek-small|Pave", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** and **Lattice** are the two strongest starting points. Choose **Pave** if market data and benchmarking are your #1 priority"}, {"id": "mai-20260917-1752-baseline|c188-m1|deepseek-small|Lattice", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave** and **Lattice** are the two strongest starting points"}, {"id": "mai-20260917-1752-baseline|c188-m1|deepseek-small|Payscale (Ascent/MarketPay)", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale (Ascent/MarketPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payscale** remains the proven, lower-risk choice"}, {"id": "mai-20260917-1752-baseline|c188-m1|deepseek-small|Compport", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Configurable Mid-Market Cycles"}, {"id": "mai-20260917-1752-baseline|c188-m1|deepseek-small|CompLogix", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong All-Rounder"}, {"id": "mai-20260917-1752-baseline|c188-m1|deepseek-small|SalaryCube", "prompt": "c188-m1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SalaryCube** is also worth a look for fast merit cycles at predictable pricing"}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|Pave", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave is a market leader for mid-market B2B companies (especially in tech and SaaS)."}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|Aeqium", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aeqium is highly praised for replacing error-prone spreadsheets without forcing you into rigid workflows."}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|Comprehensive", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Fast Deployment and Mid-Market Ease... Highly automated and purpose-built for the mid-market."}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|CaptivateIQ", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "CaptivateIQ (Best Overall for Mid-Market B2B Sales Ops)"}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|Performio", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Performio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Performio (Best for SaaS and Calculation Accuracy)"}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|Qobra", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Qobra is highly popular with mid-market teams looking for quick ROI and maximum rep engagement."}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|HiBob", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though be aware their comp planning depth is usually shallower than best-of-breed platforms"}, {"id": "mai-20260917-1752-baseline|c188-m1|google-small|Rippling", "prompt": "c188-m1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though be aware their comp planning depth is usually shallower than best-of-breed platforms"}, {"id": "mai-20260917-1752-baseline|c188-m1|meta-small|Everstage", "prompt": "c188-m1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Everstage: A sales commission software that is best for mid-market teams prioritizing rep-facing visibility and gamification."}, {"id": "mai-20260917-1752-baseline|c188-m1|meta-small|HiBob HRIS", "prompt": "c188-m1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A full HRIS that bundles compensation management, making it a good option for mid-market teams."}, {"id": "mai-20260917-1752-baseline|c188-m1|meta-small|Payscale Ascent", "prompt": "c188-m1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides real survey data and structured pay analysis without enterprise-tier complexity"}, {"id": "mai-20260917-1752-baseline|c188-m1|minimax-small|Paylocity", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Paylocity** or **Payscale Ascent** if you need strong market data"}, {"id": "mai-20260917-1752-baseline|c188-m1|minimax-small|HiBob", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiBob** if you want an all-in-one HR platform"}, {"id": "mai-20260917-1752-baseline|c188-m1|minimax-small|Payscale Ascent (formerly Payfactors)", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Paylocity** or **Payscale Ascent** if you need strong market data"}, {"id": "mai-20260917-1752-baseline|c188-m1|minimax-small|Lattice", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Targets mid-market (100-2,000 employees)"}, {"id": "mai-20260917-1752-baseline|c188-m1|minimax-small|Betterworks", "prompt": "c188-m1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for OKR-driven organizations"}, {"id": "mai-20260917-1752-baseline|c188-m1|mistral-small|HiBob", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **HiBob** or **Payscale Ascent** are top choices"}, {"id": "mai-20260917-1752-baseline|c188-m1|mistral-small|Paylocity", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paylocity** is also recommended for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c188-m1|mistral-small|Payscale Ascent (formerly Payfactors)", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**HiBob** or **Payscale Ascent** are top choices if you want an integrated HR platform"}, {"id": "mai-20260917-1752-baseline|c188-m1|mistral-small|Compport", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Compport**, **QuotaPath**, or **Everstage** are better if you need specialized compensation management"}, {"id": "mai-20260917-1752-baseline|c188-m1|mistral-small|QuotaPath", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top picks for mid-market B2B companies with a focus on sales compensation"}, {"id": "mai-20260917-1752-baseline|c188-m1|mistral-small|Everstage", "prompt": "c188-m1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "top picks for mid-market B2B companies with a focus on sales compensation"}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|Pave", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Pave or Pequity if:** You're a growth-stage B2B company that values real-time market data and a modern UX."}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|Aeqium", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Aeqium if:** You want robust compensation planning (merit cycles, pay bands) without enterprise complexity or pricing."}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|Compport", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Compport or CompUp if:** You operate across multiple countries/currencies"}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|CompUp", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest user ratings; fast implementation"}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|Pequity", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Pequity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Pick Pave or Pequity if:** You're a growth-stage B2B company that values real-time market data and a modern UX."}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|HiBob", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pick HiBob if:** You want compensation tightly integrated with your core HR platform"}, {"id": "mai-20260917-1752-baseline|c188-m1|moonshot-small|Everstage", "prompt": "c188-m1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specifically built for mid-market teams prioritizing rep-facing visibility... Best if your primary pain point is sales comp transparency."}, {"id": "mai-20260917-1752-baseline|c188-m1|openai-small|Lattice Compensation", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Lattice Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-m1|openai-small|Xactly Incent", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly Incent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for complex sales commissions:** **Xactly Incent**"}, {"id": "mai-20260917-1752-baseline|c188-m1|openai-small|Varicent", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Varicent is also a major contender in the same space"}, {"id": "mai-20260917-1752-baseline|c188-m1|openai-small|SAP SuccessFactors Compensation", "prompt": "c188-m1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "SAP SuccessFactors Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you're already in SAP HCM:** **SAP SuccessFactors Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|CompLogix", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CompLogix** (Best Overall for Configurability and Support)"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|SimplyMerit", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SimplyMerit** (Best for Speed and Simplicity)"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|Comprehensive", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comprehensive** (Best for Flexible Rules and UX)"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|Payscale Ascent (formerly Payfactors)", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Benchmarking-Focused ... Payscale bundles analytics"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|Salary.com CompAnalyst", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Salary.com CompAnalyst** (Best for Benchmarking-Focused)"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|HiBob", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HiBob or Paylocity** (Best Integrated HRIS Option)"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|Paylocity", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**HiBob or Paylocity** (Best Integrated HRIS Option)"}, {"id": "mai-20260917-1752-baseline|c188-m1|xai-small|CaptivateIQ", "prompt": "c188-m1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If global/sales-heavy, evaluate CaptivateIQ for SPM."}, {"id": "mai-20260917-1752-baseline|c188-m1|zai-small|SalaryCube", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendations are **SalaryCube** and **Aeqium**"}, {"id": "mai-20260917-1752-baseline|c188-m1|zai-small|Aeqium", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top recommendations are **SalaryCube** and **Aeqium**"}, {"id": "mai-20260917-1752-baseline|c188-m1|zai-small|HiBob (Bob)", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One HR Platform: HiBob (Bob)"}, {"id": "mai-20260917-1752-baseline|c188-m1|zai-small|Pave", "prompt": "c188-m1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Tech/Equity Focus: Pave"}, {"id": "mai-20260917-1752-baseline|c188-m2|alibaba-small|CompLogix", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CompLogix (Best Overall for Complexity & Configurability) ... CompLogix is the industry leader for the mid-market."}, {"id": "mai-20260917-1752-baseline|c188-m2|alibaba-small|Aeqium", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Aeqium if you want a modern, easy-to-use tool that gets you running in days."}, {"id": "mai-20260917-1752-baseline|c188-m2|alibaba-small|Payscale Ascent", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Payscale Ascent if you need stronger market data to justify your budget to stakeholders."}, {"id": "mai-20260917-1752-baseline|c188-m2|alibaba-small|Xactly", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You might need a specialized tool like Xactly or CaptivateIQ for daily sales transactions."}, {"id": "mai-20260917-1752-baseline|c188-m2|alibaba-small|CaptivateIQ", "prompt": "c188-m2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You might need a specialized tool like Xactly or CaptivateIQ for daily sales transactions."}, {"id": "mai-20260917-1752-baseline|c188-m2|anthropic-small|Compport", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compport is recommended as best for mid-market scale and is configurable enough to run full cycles without enterprise overhead."}, {"id": "mai-20260917-1752-baseline|c188-m2|anthropic-small|Comprehensive", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive is recommended for mid-market scale and is configurable enough to run full cycles without enterprise overhead."}, {"id": "mai-20260917-1752-baseline|c188-m2|anthropic-small|OpenComp", "prompt": "c188-m2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OpenComp is best for mid-market companies (200-1,000 employees), especially in tech"}, {"id": "mai-20260917-1752-baseline|c188-m2|challenger-small|Comprehensive", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Comprehensive** or **Payscale Ascent** as the best starting points"}, {"id": "mai-20260917-1752-baseline|c188-m2|challenger-small|Payscale Ascent", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend **Comprehensive** or **Payscale Ascent** as the best starting points"}, {"id": "mai-20260917-1752-baseline|c188-m2|challenger-small|HiBob", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob** if you want compensation planning built into a broader HR platform"}, {"id": "mai-20260917-1752-baseline|c188-m2|challenger-small|SalaryCube", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong choice for U.S. mid-market companies that want compensation workflows plus real-time market data"}, {"id": "mai-20260917-1752-baseline|c188-m2|challenger-small|Ravio", "prompt": "c188-m2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good fit if your priority is continuously updated market benchmarks"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|Pave", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Pave.** It gives you market data, planning, and total rewards in one place"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|Aeqium", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Value & Flexibility: **Aeqium**"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|Lattice", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Already Use Performance Management: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|Mercer", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "without paying for expensive survey providers like Mercer"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|Salary.com", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "plug in a benchmarking tool later (like Salary.com CompAnalyst) for market data"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|OpenComp", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The \"Cheap & Cheerful\" Option: **OpenComp**"}, {"id": "mai-20260917-1752-baseline|c188-m2|deepseek-small|Beqom", "prompt": "c188-m2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for many mid-sized B2B companies; implementation can be heavy"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|Workday", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy enterprise tools like Workday or SAP SuccessFactors are often too expensive, rigid, and slow to implement"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|SAP SuccessFactors", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise tools like Workday or SAP SuccessFactors are often too expensive, rigid, and slow to implement"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|Pave", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pave** is a premier choice"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|Aeqium", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aeqium** is highly recommended"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|Comprehensive.io", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Comprehensive** is a frequent finalist"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|QuotaPath", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built specifically for SMB and mid-market revenue teams"}, {"id": "mai-20260917-1752-baseline|c188-m2|google-small|CaptivateIQ", "prompt": "c188-m2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CaptivateIQ is the industry standard"}, {"id": "mai-20260917-1752-baseline|c188-m2|meta-small|Comprehensive", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Comprehensive: Best all-in-one platform for replacing spreadsheets with custom, scalable compensation workflows. Suitable for companies with 100 to 2,000 employees."}, {"id": "mai-20260917-1752-baseline|c188-m2|meta-small|Figures", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong low-friction entry for HR teams that want approval-controlled planning outputs with repeatable reporting."}, {"id": "mai-20260917-1752-baseline|c188-m2|meta-small|Aeqium", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gives people teams tools to plan, analyze, and update compensation for every employee in a collaborative, data-driven environment."}, {"id": "mai-20260917-1752-baseline|c188-m2|meta-small|Deel", "prompt": "c188-m2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for firms operating across borders with global payroll needs."}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|Paylocity", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "→ **Paylocity** or **HiBob** – strong benchmarking, planning tools, and good B2B fit"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|HiBob", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "→ **Paylocity** or **HiBob** – strong benchmarking, planning tools, and good B2B fit"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|Comprehensive.io", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comprehensive.io** | 100-2,000 employees | Flexible rules, clean manager UX, quick implementation"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|Rippling", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ **Rippling** – modern, unified platform with excellent integrations"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|BambooHR", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "→ **BambooHR** – intuitive and solid for companies under 500 employees"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|ADP Workforce Now", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong mid-market presence, compliance features | Can be pricey"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|Mercer IBE", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Mercer IBE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mercer IBE** – Best overall for most teams (premium)"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|UKG Pro", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**UKG Pro** – Strong compensation planning + workforce management"}, {"id": "mai-20260917-1752-baseline|c188-m2|minimax-small|Workday HCM", "prompt": "c188-m2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Workday HCM** – If you need global scale (higher cost)"}, {"id": "mai-20260917-1752-baseline|c188-m2|mistral-small|Comprehensive", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for mid-sized teams, offering dedicated compensation planning with budget controls and structured approvals."}, {"id": "mai-20260917-1752-baseline|c188-m2|mistral-small|Barley", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "praised for bringing together pay bands, compensation reviews, benchmarking, and total rewards in one easy-to-use system"}, {"id": "mai-20260917-1752-baseline|c188-m2|mistral-small|HiBob (Compease)", "prompt": "c188-m2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HiBob (Compease)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a good fit for B2B companies in similar industries"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Compa", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Compa** if you want the best benchmarking data and pay range management"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Carta Total Compensation", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Carta Total Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Carta Total Comp** if equity compensation is a significant part of your total rewards strategy"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Payscale", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Market Data Depth ... Consideration: Higher cost for enterprise modules; implementation can be lengthy"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|SalaryCube Comp Planning", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SalaryCube Comp Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Merit Cycles ... Specifically designed for mid-market U.S. companies"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Comprehensive", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Efficiency ... Streamlines compensation review cycles in 80% less time"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Figures", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious entry point | **Figures** (European)"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Pave", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pave** (VC-backed tech)"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|BambooHR Compensation", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HRIS-integrated planning | **BambooHR Compensation** or **Workday**"}, {"id": "mai-20260917-1752-baseline|c188-m2|moonshot-small|Workday", "prompt": "c188-m2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HRIS-integrated planning | **BambooHR Compensation** or **Workday**"}, {"id": "mai-20260917-1752-baseline|c188-m2|openai-small|Lattice", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Lattice** if you care most about ease of use and performance-linked salary reviews"}, {"id": "mai-20260917-1752-baseline|c188-m2|openai-small|Payscale Ascent / Payfactors", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent / Payfactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Payscale Ascent** if compensation benchmarking and pay equity are the priority"}, {"id": "mai-20260917-1752-baseline|c188-m2|openai-small|beqom", "prompt": "c188-m2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a more robust compensation management platform for larger or more complex structures"}, {"id": "mai-20260917-1752-baseline|c188-m2|xai-small|Comprehensive", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Comprehensive** or **SimplyMerit** as top choices"}, {"id": "mai-20260917-1752-baseline|c188-m2|xai-small|SimplyMerit", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SimplyMerit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Comprehensive** or **SimplyMerit** as top choices"}, {"id": "mai-20260917-1752-baseline|c188-m2|xai-small|ADP Workforce Now", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ADP Workforce Now | 4.5/5 (high popularity) | Varies | If you already use ADP payroll"}, {"id": "mai-20260917-1752-baseline|c188-m2|xai-small|PayScale (Ascent)", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "PayScale (Ascent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add PayScale as a companion if so"}, {"id": "mai-20260917-1752-baseline|c188-m2|xai-small|Workday", "prompt": "c188-m2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for mid-sized**: Enterprise-heavy tools like Workday (overkill, pricey)"}, {"id": "mai-20260917-1752-baseline|c188-m2|zai-small|Comprehensive", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Comprehensive – Best for Mid‑Market Planning & Governance"}, {"id": "mai-20260917-1752-baseline|c188-m2|zai-small|Pave", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pave – Best for Market Benchmarking & Tech‑Centric Roles"}, {"id": "mai-20260917-1752-baseline|c188-m2|zai-small|HiBob", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob – Best for HRIS‑Integrated Compensation"}, {"id": "mai-20260917-1752-baseline|c188-m2|zai-small|Compport", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compport – Best for Mid‑Market Scale & Complexity"}, {"id": "mai-20260917-1752-baseline|c188-m2|zai-small|SalaryCube", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SalaryCube – Best for U.S. Mid‑Market Planning with Real‑Time Data"}, {"id": "mai-20260917-1752-baseline|c188-m2|zai-small|Beqom", "prompt": "c188-m2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Beqom – Best for Global Pay Equity & Complex Reward Programs"}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|Pave", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: US-based tech companies, startups, and VC-backed firms... Pave is a strong contender."}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|beqom", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Large enterprises and global organizations with complex, multi-country structures."}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|Workday HCM / Adaptive Works", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday HCM / Adaptive Works", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly customizable but requires significant implementation time and cost"}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|Figures", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "250–5,000 typically benefit from purpose-built platforms like Figures or Pave"}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|CompAnalyst (by Salary.com)", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (by Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CompAnalyst provides the deepest structural tools"}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|HiBob (Bob)", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Tech-forward mid-market to enterprise companies seeking an integrated HR platform."}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|Comprehensive.io", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Companies (100–2,000 employees) moving off spreadsheets who need flexibility without enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c188-m3|alibaba-small|Payscale", "prompt": "c188-m3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Data-First / Structuring (CompAnalyst, Payscale)"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|Compport", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose if you want to modernize compensation planning quickly, your programs are relatively centralized or straightforward"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|HRSoft", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you operate at midmarket or enterprise scale, manage multiple compensation cycles and equity plans"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|Beqom", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose if you operate across many global regions, pay equity analysis and benchmark data are top strategic priorities"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|Decusoft", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Decusoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top five total compensation platforms in 2026 are Compport, HRSoft, Beqom, Decusoft, and Aeqium."}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|Aeqium", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top five total compensation platforms in 2026 are Compport, HRSoft, Beqom, Decusoft, and Aeqium."}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|CaptivateIQ", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built to handle complex incentive compensation, it replaces manual reconciliation with a calculation engine"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|Workday", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "broad HR suites with basic compensation tools... typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|HiBob", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1752-baseline|c188-m3|anthropic-small|Personio", "prompt": "c188-m3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "typically lack the depth and flexibility of dedicated compensation platforms"}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Pave", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong emphasis on **real-time market data** paired with compensation workflows and total rewards communication."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Salary.com CompAnalyst", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Data-heavy platform for **market pricing**, salary structure design, and defending pay ranges."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Payscale", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suited for **centralized data**, pay analysis, and pay equity use cases."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Beqom", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for **global compensation**, pay equity, and complex reward programs."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Dayforce", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compensation lives alongside **payroll, HR, and performance** in one system."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Aeqium", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on **AI-assisted, no-code cycle configuration** and audit trails for fast planning."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Compport", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines planning, incentives, pay equity, and total rewards in one platform."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Lattice", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for organizations that want **compensation tied closely to performance reviews**."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|Workday Compensation", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best when compensation is part of a broader **enterprise HCM ecosystem**."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|CaptivateIQ", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specializes in **commissions, quotas, territories, and forecasting** rather than HR salary planning."}, {"id": "mai-20260917-1752-baseline|c188-m3|challenger-small|HiBob", "prompt": "c188-m3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "embedding comp inside broader HR/payroll workflows, as seen with Dayforce and HiBob"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|beqom", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large global enterprise needing deep governance/bonus complexity → beqom or Compport"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Compport", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A configurable all-in-one that runs every compensation type ... with built-in native pay equity"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|CompAnalyst (Salary.com)", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best survey/market data for defense → CompAnalyst, Radford, or Mercer"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|CompXL", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cycle execution runs through a separate product (CompXL)"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Radford (Aon)", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best survey/market data for defense → CompAnalyst, Radford, or Mercer"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Mercer IBE / Mercer", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer IBE / Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "refreshes on annual cycles, so benchmarks can lag 6–12 months behind fast-moving markets"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Pave", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fast-moving, data-driven companies / startups → Pave (US) or Ravio (Europe/global)"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Ravio", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Real-time, HRIS-integrated benchmarks from 1,600+ companies, with especially strong European tech data"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|CaptivateIQ", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sales/commission-only → CaptivateIQ or Varicent"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Qobra", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Another sales-commission-specific tool."}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Varicent", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Sales/commission-only → CaptivateIQ or Varicent"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Lattice Compensate", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Small teams wanting a simple add-on → Lattice Compensate"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Workday", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Broad HR suites with basic comp tools; convenient but generally not as deep or flexible as dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|HiBob", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Broad HR suites with basic comp tools; convenient but generally not as deep or flexible as dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Personio", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Broad HR suites with basic comp tools; convenient but generally not as deep or flexible as dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Figures", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Real-time/integration-based (Pave, Ravio, Figures, Carta) pull live data from HRIS/payroll via API"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Carta", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Real-time/integration-based (Pave, Ravio, Figures, Carta) pull live data from HRIS/payroll via API"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Payscale", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Aggregators (CompAnalyst, Payscale) combine multiple survey and job-posting sources"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|OpenComp", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "High-growth startups: OpenComp, CompUp, Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|CompUp", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "High-growth startups: OpenComp, CompUp, Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-m3|deepseek-small|Comprehensive", "prompt": "c188-m3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "High-growth startups: OpenComp, CompUp, Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Pave", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave disrupted this by integrating directly with companies' HRIS, ATS, and cap tables to offer **real-time, crowdsourced salary and equity benchmarking**"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|CompUp", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its standout feature is its **advanced Pay Equity and Compliance module**"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Pequity", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pequity is renowned for its **flexibility and scenario modeling**"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|HRSoft (COMPview)", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft (COMPview)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are highly services-heavy, often requiring dedicated implementation consultants and administrative support"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|CompLogix", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompLogix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are highly services-heavy, often requiring dedicated implementation consultants and administrative support"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Payscale", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payscale is a legacy giant built on massive proprietary databases"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|CaptivateIQ", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CaptivateIQ features a proprietary \"SmartGrid\" calculation engine"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|QuotaPath", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "QuotaPath differentiates itself by being **highly user-friendly and quick to set up**"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Varicent", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Varicent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Varicent is a heavy-duty Sales Performance Management (SPM) suite"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Deel (featuring Assemble)", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel (featuring Assemble)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Deel acquired **Assemble** (a top-tier compensation planning tool) to natively build compensation modeling into its global payroll suite"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Rippling", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they generally lack the deep, highly specialized modeling flexibility of point solutions"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Workday", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "The drawback is that they generally lack the deep, highly specialized modeling flexibility of point solutions"}, {"id": "mai-20260917-1752-baseline|c188-m3|google-small|Comprehensive", "prompt": "c188-m3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Pave, Pequity, CompUp, Comprehensive**"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Comprehensive", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including Comprehensive, Qobra, Payscale, Mercer, CompAnalyst (SHRM/Salary.com), Pave, Lattice, and Assemble"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Qobra", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Comprehensive, Qobra, Payscale, Mercer, CompAnalyst (SHRM/Salary.com), Pave, Lattice, and Assemble"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Payscale", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payscale and Mercer are best for compensation benchmarking data"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Mercer", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payscale and Mercer are best for compensation benchmarking data"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|CompAnalyst (SHRM/Salary.com)", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (SHRM/Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CompAnalyst (SHRM/Salary.com) is best for market pricing"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Pave", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pave is best for real-time tech-company compensation"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Lattice", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lattice/Assemble are best for compensation planning tied to performance"}, {"id": "mai-20260917-1752-baseline|c188-m3|meta-small|Assemble", "prompt": "c188-m3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Assemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lattice/Assemble are best for compensation planning tied to performance"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Qobra", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Sales teams** → Qobra"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Syndio PayEQ", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest rated for enterprise HR needing repeatable pay equity audit reporting"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|beqom", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**beqom** – Strong enterprise capabilities"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Pave", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pave** – Popular for enterprise compensation planning"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Payfactors", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tight budget** → Payfactors"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Deel HR", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for real-time benchmarking in 110+ countries"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Figures", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**EU/UK companies** → Figures"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Xactly", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for compensation equity & retention"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Visdum", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Visdum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**AI-driven planning** → Visdum"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|SalaryCube", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for evaluating job roles"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Lattice", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for connecting pay with performance"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Aeqium", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for adaptive enterprise compensation planning"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Comprehensive", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Replacing manual spreadsheets** → Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|CompUp", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for complex compensation programs and TRS"}, {"id": "mai-20260917-1752-baseline|c188-m3|minimax-small|Workleap", "prompt": "c188-m3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Best for company-wide compensation reviews"}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Syndio PayEQ", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise HR teams needing repeatable pay equity audit reporting"}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Deel HR", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Real-time benchmarking in 110+ countries and global payroll/compliance."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Xactly", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong in incentive compensation management and sales performance"}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Salary.com CompAnalyst", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Market data and salary benchmarking."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Figures", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Manager-driven planning with strong review-cycle traceability."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Qobra", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: No-code compensation plan editing."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Lattice", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Connecting pay with performance."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Comprehensive", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Replacing spreadsheets with custom, scalable compensation workflows."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Pave", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Enterprise compensation planning with a focus on equity and transparency."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|Payfactors", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Market-based statement workflows at a lower cost."}, {"id": "mai-20260917-1752-baseline|c188-m3|mistral-small|beqom", "prompt": "c188-m3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others are designed for large enterprises (Syndio, beqom)"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Pave", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Pave** 🏆 - **Best for:** Tech companies, real-time benchmarking, total compensation visibility"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Carta Total Compensation", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta Total Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leverages Carta's cap table ecosystem; seamless equity + cash compensation management"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Figures", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GDPR-native data practices; strongest for EU/UK businesses"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|beqom", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full-suite enterprise solution; handles complex, multi-country compensation structures"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Salary.com CompAnalyst", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Established data sources; comprehensive job architecture"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Syndio PayEQ", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialized pay equity analysis; regulatory compliance focus"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Comprehensive", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Speed to value; highly configurable without rigid templates"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Qobra", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Sales Compensation** | Qobra, beqom"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Payfactors", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Affordability** | Payfactors, Aeqium"}, {"id": "mai-20260917-1752-baseline|c188-m3|moonshot-small|Aeqium", "prompt": "c188-m3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Affordability** | Payfactors, Aeqium"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|Salary.com", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for enterprise total compensation management: Salary.com, Workday, Oracle, Payscale"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|Payscale", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for compensation benchmarking and market pricing: Payscale, Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|beqom", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include **Salary.com**, **Payscale**, **beqom**, **Pave**, and **CaptivateIQ**"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|Pave", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples include **Salary.com**, **Payscale**, **beqom**, **Pave**, and **CaptivateIQ**"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|CaptivateIQ", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for sales commission / incentive compensation: CaptivateIQ"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|Workday", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want comp inside a larger HR suite: Workday, Oracle"}, {"id": "mai-20260917-1752-baseline|c188-m3|openai-small|Oracle", "prompt": "c188-m3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle focuses on pay fairness, market-data comparisons, and visibility into total compensation"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Pave", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** - Best for US tech startups and VC-backed companies. ... tech startup? Pave."}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Payscale", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payscale** - Strong for broad market data and automated job matching."}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Salary.com (CompAnalyst)", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for US-focused benchmarking with large datasets."}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Figures", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for European/global teams and compliance (e.g., EU Pay Transparency)"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Comprehensive", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for replacing spreadsheets with customizable workflows."}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Ravio", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for European tech with free tiers."}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Lattice", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Performance-linked comp in an HR suite. ... Benchmarking not core"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Deel", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Deel (global payroll/comp) ... appear often but are more niche."}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Carta", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Carta (equity-heavy) ... appear often but are more niche"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|beqom", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "beqom/HRSoft (enterprise) appear often but are more niche"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|HRSoft", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "beqom/HRSoft (enterprise) appear often but are more niche"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Workday modules", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday modules", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "enterprise depth (beqom, Workday modules)"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|Syndio", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "pay equity regs (Syndio/Figures)"}, {"id": "mai-20260917-1752-baseline|c188-m3|xai-small|CaptivateIQ", "prompt": "c188-m3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "sales commissions (CaptivateIQ, not listed above)"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Mercer IBE", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Mercer IBE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise‑grade benchmarking & global data** | Mercer IBE"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Qobra", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Qobra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sales commissions & variable pay** | Qobra"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Figures", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EU/UK compliance & mid‑market planning** | Figures"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Comprehensive", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**All‑in‑one workflow + AI job matching** | Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Pave", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fast benchmarking with free tier** | Pave"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Lattice Compensate", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Performance‑linked compensation** | Lattice Compensate"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|BambooHR Elite", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR Elite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Simple HRIS‑built compensation** | BambooHR Elite"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Payscale", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Extensive salary database & reports** | Payscale"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Ravio", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Small team, low‑cost start** | Pave, Ravio (free tiers)"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Indeed", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Salary benchmarking & reporting | Any | Free (basic)"}, {"id": "mai-20260917-1752-baseline|c188-m3|zai-small|Salary.com", "prompt": "c188-m3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Compensation tools & reports | Any | Free calculator + paid"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Pave", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Pave's free tier** for market data"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Ravio", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ravio offers a free plan for small companies that includes access to their database of employee compensation data"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Salary.com (CompAnalyst)", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "this typically costs several thousand dollars annually, so it is only \"budget-friendly\" if you view it as a one-off purchase"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|BambooHR", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their compensation module is powerful but gated behind their \"Elite\" plan ($25/employee/month)"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Lattice Compensate", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be expensive for very small teams (<10 employees), but it's excellent if you already use Lattice"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Qobra", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Qobra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pricing is \"upon request,\" but they generally cater to mid-sized companies looking to replace spreadsheets"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Gusto", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "in your existing payroll/HR system (like Gusto, Rippling, or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Rippling", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "in your existing payroll/HR system (like Gusto, Rippling, or BambooHR)"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Google Sheets/Excel", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Google Sheets/Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Google Sheets/Excel** templates ... remain the most cost-effective solution"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Payscale", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "free market data from **Payscale** or **Built In**"}, {"id": "mai-20260917-1752-baseline|c188-m4|alibaba-small|Built In", "prompt": "c188-m4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Built In", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "free market data from **Payscale** or **Built In**"}, {"id": "mai-20260917-1752-baseline|c188-m4|anthropic-small|Payscale", "prompt": "c188-m4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Payscale offers custom pricing tiers with no transparent pricing indicators, but provides a free trial with basic functionality"}, {"id": "mai-20260917-1752-baseline|c188-m4|anthropic-small|PromptPayPlanner", "prompt": "c188-m4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "PromptPayPlanner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PromptPayPlanner** and **QuotaPath** also appear to be specifically designed with cost-consciousness in mind."}, {"id": "mai-20260917-1752-baseline|c188-m4|anthropic-small|Compease", "prompt": "c188-m4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compease is a strong fit for small to mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c188-m4|anthropic-small|QuotaPath", "prompt": "c188-m4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**PromptPayPlanner** and **QuotaPath** also appear to be specifically designed with cost-consciousness in mind."}, {"id": "mai-20260917-1752-baseline|c188-m4|challenger-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com CompAnalyst** is the best general pick for a limited budget"}, {"id": "mai-20260917-1752-baseline|c188-m4|challenger-small|BambooHR", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highlighted as a **strong choice for small to mid-sized businesses**"}, {"id": "mai-20260917-1752-baseline|c188-m4|challenger-small|Compease", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ranked **best overall for small businesses** in one comparison"}, {"id": "mai-20260917-1752-baseline|c188-m4|challenger-small|QuotaPath", "prompt": "c188-m4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuotaPath** is best for sales commissions specifically"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Pave", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Pave/Ravio/Comprehensive free tiers**"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Ravio", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Pave/Ravio/Comprehensive free tiers**"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Comprehensive", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Pave/Ravio/Comprehensive free tiers**"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Deel HR", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel HR** offers the best value on a per-employee basis without large up-front commitments"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Lattice Compensate", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only makes sense if you already use Lattice for performance management (note it carries a **$4,000 annual minimum**"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Bonusly", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some free-to-start options** (e.g., Bonusly for rewards/recognition, which is free to begin)"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|OpenComp", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some tools carry annual minimums (e.g., OpenComp at **~$4,500/year**"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|beqom", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "beqom with all-inclusive annual fees"}, {"id": "mai-20260917-1752-baseline|c188-m4|deepseek-small|Salary.com", "prompt": "c188-m4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Salary.com benchmarking + spreadsheet"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|Aeqium", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Aeqium (Best for Overall Compensation Planning) ... offers a **completely free plan** specifically designed for smaller teams transitioning away from spreadsheets."}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|OpenComp", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenComp offers a **free entry tier** for early-stage startups and small businesses"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|ClearOffer", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "ClearOffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ClearOffer has a **free Starter plan** and an incredibly affordable **Professional plan at $99/month**"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|Spiff", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-grade Incentive Compensation Management (ICM) tools (like Spiff or CaptivateIQ) will easily blow past a limited budget"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|CaptivateIQ", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools (like Spiff or CaptivateIQ) will easily blow past a limited budget"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|QuotaPath", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts at just **$35 per user, per month**, with a transparent pricing model and **no hidden implementation fees**"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|BambooHR", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BambooHR acts as your core HR hub and includes clean, easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|Deel", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deel even offers free core HR features for smaller teams"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|Rippling", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel and Rippling allow you to handle multi-currency compensation management"}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|Payscale", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Many enterprise compensation tools (like Payscale or Workday) require thousands of dollars in upfront setup fees."}, {"id": "mai-20260917-1752-baseline|c188-m4|google-small|Workday", "prompt": "c188-m4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "(like Payscale or Workday) require thousands of dollars in upfront setup fees"}, {"id": "mai-20260917-1752-baseline|c188-m4|meta-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best compensation management software for a company with a limited budget is Salary.com CompAnalyst for market data."}, {"id": "mai-20260917-1752-baseline|c188-m4|meta-small|Bob", "prompt": "c188-m4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Bob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Bob, and various other software platforms that offer compensation management features."}, {"id": "mai-20260917-1752-baseline|c188-m4|minimax-small|Salary.com", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com** or entry-level options from major HR platforms ... offer good value"}, {"id": "mai-20260917-1752-baseline|c188-m4|minimax-small|Paycom", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Paycom (Best All-in-One)** - Combines payroll and compensation management"}, {"id": "mai-20260917-1752-baseline|c188-m4|minimax-small|Glassdoor", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "free market data from sources like Salary.com or Glassdoor"}, {"id": "mai-20260917-1752-baseline|c188-m4|minimax-small|Google Sheets/Excel templates", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Google Sheets/Excel templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Using **Google Sheets/Excel templates** specifically designed for compensation tracking"}, {"id": "mai-20260917-1752-baseline|c188-m4|minimax-small|BambooHR", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "entry-level options from major HR platforms (like BambooHR or Gusto) offer good value"}, {"id": "mai-20260917-1752-baseline|c188-m4|minimax-small|Gusto", "prompt": "c188-m4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "entry-level options from major HR platforms (like BambooHR or Gusto) offer good value"}, {"id": "mai-20260917-1752-baseline|c188-m4|mistral-small|Salary.com CompAnalyst", "prompt": "c188-m4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com CompAnalyst** is often recommended as the best compensation management software for companies with a limited budget"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Pave", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under 25 employees, tightest budget | Free benchmarking tools (Pave/Comprehensive/Ravio) + spreadsheets"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Comprehensive", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave**, **Comprehensive**, and **Ravio** all offer **free tiers** for small teams"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Ravio", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pave**, **Comprehensive**, and **Ravio** all offer **free tiers** for small teams"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Salary.com", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers free compensation benchmarking resources and a comprehensive platform"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Payscale", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provides salary data and market pricing tools with accessible entry-level options"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|HR Performance Solutions (Compease)", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "HR Performance Solutions (Compease)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need formal comp planning, under $5/employee | Compease ($2–$6/employee/month)"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Lattice Compensate", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "upgrade to a paid platform like **Compease** or **Lattice** only when you outgrow spreadsheets"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|BambooHR", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need integrated HR + compensation | BambooHR Elite or Zenefits Growth"}, {"id": "mai-20260917-1752-baseline|c188-m4|moonshot-small|Zenefits (TriNet HR Platform)", "prompt": "c188-m4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Zenefits (TriNet HR Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Compensation features available in the Growth plan at ~$14–$18/employee/month"}, {"id": "mai-20260917-1752-baseline|c188-m4|openai-small|CompUp", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is the top priority, start with **CompUp**."}, {"id": "mai-20260917-1752-baseline|c188-m4|openai-small|Salary.com", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need a more established compensation platform and can pay for it"}, {"id": "mai-20260917-1752-baseline|c188-m4|openai-small|Payscale Ascent", "prompt": "c188-m4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Payscale Ascent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong for benchmarking and pay structures, but likely more than a very tight budget wants"}, {"id": "mai-20260917-1752-baseline|c188-m4|xai-small|Pave", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave stands out as the top recommendation for compensation management software"}, {"id": "mai-20260917-1752-baseline|c188-m4|xai-small|Comprehensive.io", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Comprehensive.io** (Free tier for small teams)"}, {"id": "mai-20260917-1752-baseline|c188-m4|xai-small|Ravio", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for global small teams contributing data."}, {"id": "mai-20260917-1752-baseline|c188-m4|xai-small|BambooHR Elite", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR Elite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need all-in-one HR, this is cost-effective; volume discounts apply."}, {"id": "mai-20260917-1752-baseline|c188-m4|xai-small|Deel HR", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global payroll/compliance with benchmarking; very affordable for international needs."}, {"id": "mai-20260917-1752-baseline|c188-m4|xai-small|Salary.com", "prompt": "c188-m4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Salary.com (~$6,000\\u2013$9,000/year min) is solid for benchmarking but less budget-friendly."}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Aeqium", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best low‑cost solution:** **Aeqium** (free basic plan) or **Empxtrack** (free HR offerings)."}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Pave", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pave** | Real‑time benchmarking, salary banding, pay transparency | Free tier for small teams"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Empxtrack", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Empxtrack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Aeqium** (free basic plan) or **Empxtrack** (free HR offerings)"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|BambooHR", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling and BambooHR** are affordable options if you want an all‑in‑one HRIS with compensation built in."}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Deel", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Primarily a payroll platform; compensation features included"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Comprehensive", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pave** (free tier + paid tiers) or **Comprehensive** (free tier + paid plans)"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Ravio", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ravio** | Benchmarking & salary planning | Free tier for small teams"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Bureau of Labor Statistics (BLS)", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Start with BLS data** for official median wages by role and region."}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Glassdoor", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use with caution due to noise; great for quick competitor checks"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Levels.fyi", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Employee‑ and employer‑reported salary data | Mostly free"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Indeed", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cross‑check with Glassdoor/Indeed/ZipRecruiter** for competitor insights"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|ZipRecruiter", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cross‑check with Glassdoor/Indeed/ZipRecruiter** for competitor insights"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Salary.com", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Salary.com** | Compensation scenario building | Free benchmarking features"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Rippling", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Rippling** (starts around $35/month) or **BambooHR Elite** ($25/employee)"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Lattice Compensate", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**$6/user/month** (but **$4,000 minimum annual**)"}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|Workday", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "If you already use a premium HRIS (e.g., Workday, SAP SuccessFactors), check if its compensation module is cost‑effective."}, {"id": "mai-20260917-1752-baseline|c188-m4|zai-small|SAP SuccessFactors", "prompt": "c188-m4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "premium HRIS (e.g., Workday, SAP SuccessFactors), check if its compensation module is cost‑effective"}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|SAP", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may still find massive Enterprise platforms (like SAP or Oracle) to be overkill, too rigid, or too expensive"}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|Oracle", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may still find massive Enterprise platforms (like SAP or Oracle) to be overkill, too rigid, or too expensive"}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|Lattice", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Top Vendors to consider in this space:** Lattice, Divvy, Pave, Orcharstrata, and OptionImpact."}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|Divvy", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Top Vendors to consider in this space:** Lattice, Divvy, Pave, Orcharstrata, and OptionImpact."}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|Pave", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Top Vendors to consider in this space:** Lattice, Divvy, Pave, Orcharstrata, and OptionImpact."}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|Orcharstrata", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Orcharstrata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Top Vendors to consider in this space:** Lattice, Divvy, Pave, Orcharstrata, and OptionImpact."}, {"id": "mai-20260917-1752-baseline|c188-m5|alibaba-small|OptionImpact", "prompt": "c188-m5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "OptionImpact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Top Vendors to consider in this space:** Lattice, Divvy, Pave, Orcharstrata, and OptionImpact."}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|Comprehensive", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "platforms like **Comprehensive, Pave, Ravio, Stello AI, and SalaryCube** are commonly cited as strong mid-market fits"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|Pave", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like **Comprehensive, Pave, Ravio, Stello AI, and SalaryCube** are commonly cited as strong mid-market fits"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|Ravio", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "commonly cited as strong mid-market fits"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|Stello AI", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Stello AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "commonly cited as strong mid-market fits"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|SalaryCube", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "commonly cited as strong mid-market fits"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|Beqom", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise tools like **Beqom and HRSoft** may be overkill"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|HRSoft", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise tools like **Beqom and HRSoft** may be overkill"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|Workday", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Workday/SAP** only make sense if you're already on those HCM suites"}, {"id": "mai-20260917-1752-baseline|c188-m5|deepseek-small|SAP", "prompt": "c188-m5", "model": "deepseek-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Workday/SAP** only make sense if you're already on those HCM suites"}, {"id": "mai-20260917-1752-baseline|c188-m5|google-small|Pave", "prompt": "c188-m5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave: Excellent if you want built-in, real-time market benchmarking data, tech-forward integrations, and polished total rewards templates."}, {"id": "mai-20260917-1752-baseline|c188-m5|google-small|Barley (by Workleap)", "prompt": "c188-m5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Barley (by Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A great option if you want to tightly connect performance reviews and goals with compensation planning in a single workflow."}, {"id": "mai-20260917-1752-baseline|c188-m5|google-small|Comprehensive", "prompt": "c188-m5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you want a highly flexible, configurable tool designed specifically to move mid-market teams off spreadsheets quickly."}, {"id": "mai-20260917-1752-baseline|c188-m5|google-small|Aeqium", "prompt": "c188-m5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for a very clean, no-code configuration interface and solid collaborative features for HR and Finance."}, {"id": "mai-20260917-1752-baseline|c188-m5|google-small|CompUp", "prompt": "c188-m5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong if you want to run extensive budget simulations, build custom salary bands, and require robust pay equity analysis tools."}, {"id": "mai-20260917-1752-baseline|c188-m5|meta-small|Comprehensive", "prompt": "c188-m5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top compensation management software platforms for a 500-person company include:\n\n1. Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-m5|meta-small|Beqom", "prompt": "c188-m5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Beqom"}, {"id": "mai-20260917-1752-baseline|c188-m5|meta-small|HRSoft", "prompt": "c188-m5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. HRSoft"}, {"id": "mai-20260917-1752-baseline|c188-m5|meta-small|Darwinbox Compensation Management", "prompt": "c188-m5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Darwinbox Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Darwinbox Compensation Management"}, {"id": "mai-20260917-1752-baseline|c188-m5|meta-small|CaptivateIQ", "prompt": "c188-m5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. CaptivateIQ"}, {"id": "mai-20260917-1752-baseline|c188-m5|minimax-small|Comprehensive", "prompt": "c188-m5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your size range (200-500 employees), analysts commonly recommend:\n- **Comprehensive** – Strong workflows and manager UX"}, {"id": "mai-20260917-1752-baseline|c188-m5|minimax-small|Pave", "prompt": "c188-m5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave** – Good analytics and benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-m5|minimax-small|15Five", "prompt": "c188-m5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** – Combined performance and compensation planning"}, {"id": "mai-20260917-1752-baseline|c188-m5|minimax-small|Beqom", "prompt": "c188-m5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For larger enterprise needs (500-1,000), scalability becomes critical, with **Beqom**, **HRSoft**, and **Workday** as frequent finalists."}, {"id": "mai-20260917-1752-baseline|c188-m5|minimax-small|HRSoft", "prompt": "c188-m5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Beqom**, **HRSoft**, and **Workday** as frequent finalists"}, {"id": "mai-20260917-1752-baseline|c188-m5|minimax-small|Workday", "prompt": "c188-m5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **Beqom**, **HRSoft**, and **Workday** as frequent finalists"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|Workday Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "### **9. Shortlist Vendors to Consider** ... - **Workday Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|BambooHR Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **BambooHR Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|Cedar Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Cedar Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Cedar Compensation** (formerly Compensation tools from Payscale)"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|Lattice Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Lattice Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|ChartHop", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **ChartHop** (for org design + comp)"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|Visier Compensation", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Visier Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Visier Compensation**"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|Beqom", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Beqom** (now part of UKG)"}, {"id": "mai-20260917-1752-baseline|c188-m5|mistral-small|Salary.com Compensation Management", "prompt": "c188-m5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com Compensation Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **Salary.com Compensation Management**"}, {"id": "mai-20260917-1752-baseline|c188-m5|moonshot-small|Comprehensive", "prompt": "c188-m5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms frequently shortlisted for 500-1,000 employee companies include: **Comprehensive** (flexible rules, clean UX)"}, {"id": "mai-20260917-1752-baseline|c188-m5|moonshot-small|Pave", "prompt": "c188-m5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pave** (real-time benchmarking, equity focus)"}, {"id": "mai-20260917-1752-baseline|c188-m5|moonshot-small|15Five", "prompt": "c188-m5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**15Five** (integrated performance + comp)"}, {"id": "mai-20260917-1752-baseline|c188-m5|moonshot-small|Beqom", "prompt": "c188-m5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Beqom** (scalability, global capabilities)"}, {"id": "mai-20260917-1752-baseline|c188-m5|moonshot-small|HRSoft", "prompt": "c188-m5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HRSoft** (services-heavy option)"}, {"id": "mai-20260917-1752-baseline|c188-m5|xai-small|Comprehensive", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms like Comprehensive, Figures, beqom, Ravio, or HRsoft ... Comprehensive (fast setup, manager UX)"}, {"id": "mai-20260917-1752-baseline|c188-m5|xai-small|Figures", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Figures (EU/UK focus)"}, {"id": "mai-20260917-1752-baseline|c188-m5|xai-small|beqom", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "beqom (complex plans)"}, {"id": "mai-20260917-1752-baseline|c188-m5|xai-small|Ravio", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ravio (benchmarks + equity)"}, {"id": "mai-20260917-1752-baseline|c188-m5|xai-small|HRsoft", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "HRsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "which are frequently recommended for 200-2,000 employee orgs"}, {"id": "mai-20260917-1752-baseline|c188-m5|xai-small|Darwinbox", "prompt": "c188-m5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Darwinbox (global enterprises)"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Oracle HCM (PeopleSoft)", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Oracle HCM (PeopleSoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: These systems are notoriously rigid and difficult to customize without hiring expensive external consultants."}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|SAP SuccessFactors", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For large Enterprises: Stick to the proven giants (Workday, SAP) but demand high-level support SLAs."}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Workday", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "small-to-medium businesses (SMBs) often struggle with them... Stick to the proven giants (Workday, SAP) but demand high-level support SLAs"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Rippling", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For Mid-Market: Consider integrated suites like **Rippling**, **Gusto** (Scale/Plus versions), or **Paylocity**."}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Personio", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider lighter alternatives (like **Rippling** or **Personio**) that offer better agility"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Radford", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Pure Compensation Benchmarking: Use dedicated consultancies like **Radford** or **Mercer**"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Mercer", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use dedicated consultancies like **Radford** or **Mercer** rather than buying a standalone software tool"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Willis Towers Watson", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a proven track record similar to **Radford**, **Mercer**, or **Willis Towers Watson**"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Paycor", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Large providers like ADP or Paycor are reliable processors, but their *service models* can be frustrating for mid-sized companies."}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|ADP", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "their *service models* can be frustrating for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|QuickBooks Live Payroll", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Live Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "The \"Support Wall\" Providers **Platforms:** *Paycor, Basic Tiers of ADP, QuickBooks Live Payroll*"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Carta", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "these platforms are often bloated, overly expensive, and complicated"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Angell", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Angell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Over-Engineered Equity Platforms (For Non-Tech) **Platforms:** *Carta, Angell*"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Lattice", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "For simpler bonus tracking... Use standard spreadsheets or lightweight tools like **Lattice** or **Culture Amp**."}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Culture Amp", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "lightweight tools like **Lattice** or **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Gusto", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Consider integrated suites like **Rippling**, **Gusto** (Scale/Plus versions), or **Paylocity**."}, {"id": "mai-20260917-1752-baseline|c188-m6|alibaba-small|Paylocity", "prompt": "c188-m6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Consider integrated suites like **Rippling**, **Gusto** (Scale/Plus versions), or **Paylocity**."}, {"id": "mai-20260917-1752-baseline|c188-m6|anthropic-small|Compensation Claims GB", "prompt": "c188-m6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Compensation Claims GB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Compensation Claims GB** - This platform has received complaints from users who report not receiving compensation"}, {"id": "mai-20260917-1752-baseline|c188-m6|anthropic-small|Claimmoney", "prompt": "c188-m6", "model": "anthropic-small", "cat": "compensation-management", "variant": "negative", "raw": "Claimmoney", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users describe this as a scam, reporting that they were charged fees without clear understanding of what they were paying for"}, {"id": "mai-20260917-1752-baseline|c188-m6|challenger-small|Glassdoor", "prompt": "c188-m6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Unverified salary tools like general market-awareness sites and calculators, including examples such as **Glassdoor**-style tools ... data is **self-reported/unverified**"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Payscale", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Payscale and Salary.com if you need modern UX and self-service"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Salary.com (CompAnalyst)", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Payscale and Salary.com if you need modern UX and self-service"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Workday Compensation", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday Compensation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid Workday unless already on its HCM"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Ravio", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many of the \"top rated\" platforms (Ravio, Pave, Compport, Beqom, HRSoft) have strong reviews"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Pave", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many of the \"top rated\" platforms (Ravio, Pave, Compport, Beqom, HRSoft) have strong reviews"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Compport", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many of the \"top rated\" platforms (Ravio, Pave, Compport, Beqom, HRSoft) have strong reviews"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|Beqom", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Many of the \"top rated\" platforms (Ravio, Pave, Compport, Beqom, HRSoft) have strong reviews"}, {"id": "mai-20260917-1752-baseline|c188-m6|deepseek-small|HRSoft", "prompt": "c188-m6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Many of the \"top rated\" platforms (Ravio, Pave, Compport, Beqom, HRSoft) have strong reviews"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|Carta", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Cautionary Case of Carta: ... faced a massive trust crisis"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|Glassdoor", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Self-Reported Employee Platforms (e.g., Glassdoor, crowdsourced sheets)"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|Option Impact", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize platforms that use verified employer-reported data (such as Option Impact, Pave, Ravio, or WTW/Radford)"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|Pave", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize platforms that use verified employer-reported data (such as Option Impact, Pave, Ravio, or WTW/Radford)"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|Ravio", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize platforms that use verified employer-reported data (such as Option Impact, Pave, Ravio, or WTW/Radford)"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|WTW/Radford", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "WTW/Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize platforms that use verified employer-reported data (such as Option Impact, Pave, Ravio, or WTW/Radford)"}, {"id": "mai-20260917-1752-baseline|c188-m6|google-small|Neevo", "prompt": "c188-m6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Neevo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Platforms with Non-Transparent \"Quality Clauses\" (e.g., certain reviews of Neevo)"}, {"id": "mai-20260917-1752-baseline|c188-m6|meta-small|Glassdoor", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "compensation platforms that are mentioned as being potentially problematic include: Salary calculators, recruiter guides, and employee-reported tools (e.g. Glassdoor, Hays)"}, {"id": "mai-20260917-1752-baseline|c188-m6|meta-small|Hays", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Hays", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "employee-reported tools (e.g. Glassdoor, Hays)"}, {"id": "mai-20260917-1752-baseline|c188-m6|meta-small|Ravio", "prompt": "c188-m6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ravio is mentioned as being suitable for global tech companies, but not for companies with few tech roles"}, {"id": "mai-20260917-1752-baseline|c188-m6|minimax-small|Stripe", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While popular, many users report funds being held for longer than advertised"}, {"id": "mai-20260917-1752-baseline|c188-m6|minimax-small|Gig Wage", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Gig Wage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report significant delays in contractor payments, unresponsive customer support"}, {"id": "mai-20260917-1752-baseline|c188-m6|minimax-small|Upwork", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Charges 10-20% depending on client billing volume"}, {"id": "mai-20260917-1752-baseline|c188-m6|minimax-small|Fiverr", "prompt": "c188-m6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Takes 20% cut"}, {"id": "mai-20260917-1752-baseline|c188-m6|mistral-small|Glassdoor", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These platforms rely on crowdsourced, unverified data, which can be biased and inaccurate."}, {"id": "mai-20260917-1752-baseline|c188-m6|mistral-small|Indeed", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unverified Salary Tools (e.g., Glassdoor, Indeed, Levels.fyi, Salary.com, Payscale, LinkedIn Salary Insights)"}, {"id": "mai-20260917-1752-baseline|c188-m6|mistral-small|Levels.fyi", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rely on crowdsourced, unverified data, which can be biased and inaccurate"}, {"id": "mai-20260917-1752-baseline|c188-m6|mistral-small|Salary.com", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "This can inflate compensation expectations and may not reflect the full picture"}, {"id": "mai-20260917-1752-baseline|c188-m6|mistral-small|Payscale", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "rely on crowdsourced, unverified data, which can be biased and inaccurate"}, {"id": "mai-20260917-1752-baseline|c188-m6|mistral-small|LinkedIn Salary Insights", "prompt": "c188-m6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "LinkedIn Salary Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unverified Salary Tools (e.g., ... LinkedIn Salary Insights)"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Uber", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple lawsuits for wage theft, underpayment, and misclassification - Uber alone has been sued at least 38 times"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Lyft", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Lyft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Gig Economy Platforms with Documented Issues"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|DoorDash", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Gig Economy Platforms with Documented Issues"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Instacart", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Gig Economy Platforms with Documented Issues"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Shipt", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Shipt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Gig Economy Platforms with Documented Issues"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Favor", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Favor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Gig Economy Platforms with Documented Issues"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Amazon Flex", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Amazon Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Gig Economy Platforms with Documented Issues"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Grubhub", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Grubhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Just settled for $24.75M after nearly 10 years of litigation for misclassifying workers as independent contractors"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Scale AI / Outlier AI / Remotasks", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Scale AI / Outlier AI / Remotasks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Multiple wage theft lawsuits filed in 2024-2025"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Alignerr", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Alignerr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Bimodal Trustpilot reviews (82% 5-star, 8% 1-star) indicating inconsistent experiences"}, {"id": "mai-20260917-1752-baseline|c188-m6|moonshot-small|Workday", "prompt": "c188-m6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "(implementation failures) - City of Seattle faced class-action lawsuit after widespread payroll errors"}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Glassdoor", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Glassdoor | Inflated/inaccurate figures; unverified user reports"}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Payscale", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Payscale | Self-selection bias; incomplete for niche roles | Use for ballpark only"}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Salary.com", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salary.com | Questionable methodology; regional gaps | Test with known salaries before relying."}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Ravio", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternatives: Tools with HRIS integration (e.g., Ravio, Pave)"}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Pave", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Alternatives: Tools with HRIS integration (e.g., Ravio, Pave)"}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Radford", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "survey providers (e.g., Radford) for higher accuracy"}, {"id": "mai-20260917-1752-baseline|c188-m6|xai-small|Paycom", "prompt": "c188-m6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Reliable Options: Salary.com, Paycom (high G2 ratings), but demo workflows first."}, {"id": "mai-20260917-1752-baseline|c188-m6|zai-small|FreeCash", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "FreeCash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users on Reddit and other forums strongly advise **avoiding** this platform."}, {"id": "mai-20260917-1752-baseline|c188-m6|zai-small|Benjamin", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Benjamin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "explicitly flagged by users as **\"fraudulent.\"** ... \"Avoid it at all costs\""}, {"id": "mai-20260917-1752-baseline|c188-m6|zai-small|UKG Ready (Ultimate Kronos Group)", "prompt": "c188-m6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "UKG Ready (Ultimate Kronos Group)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This platform has received mixed-to-negative reviews, particularly regarding its mobile app."}, {"id": "mai-20260917-1752-baseline|c188-s1|alibaba-small|Spiff", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Spiff", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Sales-Driven B2B Companies: **Spiff**"}, {"id": "mai-20260917-1752-baseline|c188-s1|alibaba-small|Pave", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Startups & Equity-Focused Teams: **Pave**"}, {"id": "mai-20260917-1752-baseline|c188-s1|alibaba-small|Lattice", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Performance-Based Raises: **Lattice**"}, {"id": "mai-20260917-1752-baseline|c188-s1|alibaba-small|Gusto", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for \"Set it and Forget it\" Simplicity: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c188-s1|alibaba-small|Lighthouse", "prompt": "c188-s1", "model": "alibaba-small", "cat": "compensation-management", "variant": "direct", "raw": "Lighthouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Visualizing Total Rewards: **Lighthouse**"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|BambooHR", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is a strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|Compease", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compease is a comprehensive compensation management platform designed for credit unions and small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|Paycom", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycom works well for small teams that want payroll and compensation in one place"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|HiBob HRIS", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a great fit for scaling teams that want compensation reviews built into a modern HR system"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|Rippling", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suited for firms wanting compensation, HR, IT, and payroll in a single automated platform"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|Comprehensive", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|15Five", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often choose Comprehensive or 15Five for speed and ease"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|Pave", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "companies looking for benchmarking pick Pave or Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-s1|anthropic-small|Salary.com", "prompt": "c188-s1", "model": "anthropic-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "companies looking for benchmarking pick Pave or Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-s1|challenger-small|BambooHR", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BambooHR** if you want simple compensation planning"}, {"id": "mai-20260917-1752-baseline|c188-s1|challenger-small|QuotaPath", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuotaPath** is the strongest small-business fit because it is aimed at SMB and mid-market revenue teams"}, {"id": "mai-20260917-1752-baseline|c188-s1|challenger-small|Comprehensive", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good alternative if you want a more balanced planning platform"}, {"id": "mai-20260917-1752-baseline|c188-s1|challenger-small|Salary.com", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your priority is **market benchmarking** and salary structuring"}, {"id": "mai-20260917-1752-baseline|c188-s1|challenger-small|Compease", "prompt": "c188-s1", "model": "challenger-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a practical option for small to mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c188-s1|deepseek-small|Pave", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies (especially under 200 employees), **Pave** is the strongest starting point"}, {"id": "mai-20260917-1752-baseline|c188-s1|deepseek-small|CompAnalyst by Salary.com", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CompAnalyst by Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **CompAnalyst** as the top upgrade if you need deeper, more specialized market data"}, {"id": "mai-20260917-1752-baseline|c188-s1|deepseek-small|BambooHR (Elite tier)", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR (Elite tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Bundled with HR: **BambooHR (Elite tier)**"}, {"id": "mai-20260917-1752-baseline|c188-s1|deepseek-small|CaptivateIQ", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pair in a dedicated tool like **CaptivateIQ** or **Qobra**"}, {"id": "mai-20260917-1752-baseline|c188-s1|deepseek-small|Qobra", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Qobra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built specifically for revenue-driven B2B companies with real-time commission automation"}, {"id": "mai-20260917-1752-baseline|c188-s1|deepseek-small|Spiff", "prompt": "c188-s1", "model": "deepseek-small", "cat": "compensation-management", "variant": "direct", "raw": "Spiff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Spiff** — frequently mentioned for managing sales team bonuses."}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|OpenComp", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenComp (Best for Startups & Small Teams)... Best for: Small B2B companies looking for a cost-effective, straightforward way to structure salaries"}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|Barley", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Barley (Best for Connecting Performance to Pay)"}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|SimplyMerit", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Lightweight Option for Rapid Deployment"}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|Ravio", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for European & Global B2B Companies"}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|QuotaPath", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "QuotaPath is the gold standard for small-to-mid-market sales teams"}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|Xactly", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise commission software (like Xactly) requires massive budgets and months of implementation"}, {"id": "mai-20260917-1752-baseline|c188-s1|google-small|EasyComp", "prompt": "c188-s1", "model": "google-small", "cat": "compensation-management", "variant": "direct", "raw": "EasyComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EasyComp (Best for Rapidly Scaling B2B Sales Teams)"}, {"id": "mai-20260917-1752-baseline|c188-s1|meta-small|CompLogix", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best compensation management software for a small B2B company includes CompLogix, BambooHR, Salary.com, and Paycom."}, {"id": "mai-20260917-1752-baseline|c188-s1|meta-small|BambooHR", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "includes CompLogix, BambooHR, Salary.com, and Paycom"}, {"id": "mai-20260917-1752-baseline|c188-s1|meta-small|Salary.com", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "includes CompLogix, BambooHR, Salary.com, and Paycom"}, {"id": "mai-20260917-1752-baseline|c188-s1|meta-small|Paycom", "prompt": "c188-s1", "model": "meta-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "includes CompLogix, BambooHR, Salary.com, and Paycom"}, {"id": "mai-20260917-1752-baseline|c188-s1|minimax-small|BambooHR", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **BambooHR** or **Comprehensive.io** as they seem to cater well to small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s1|minimax-small|Comprehensive.io", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **BambooHR** or **Comprehensive.io**"}, {"id": "mai-20260917-1752-baseline|c188-s1|minimax-small|HiBob", "prompt": "c188-s1", "model": "minimax-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option with modern compensation management features."}, {"id": "mai-20260917-1752-baseline|c188-s1|mistral-small|Compease", "prompt": "c188-s1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Compease** or **Salary.com** are the best choices"}, {"id": "mai-20260917-1752-baseline|c188-s1|mistral-small|Salary.com", "prompt": "c188-s1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Compease** or **Salary.com** are the best choices"}, {"id": "mai-20260917-1752-baseline|c188-s1|mistral-small|Paycom", "prompt": "c188-s1", "model": "mistral-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want payroll and compensation management in one place, Paycom is a good fit for small teams."}, {"id": "mai-20260917-1752-baseline|c188-s1|moonshot-small|Salary.com", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for most small B2B companies:** **Salary.com** for its strong benchmarking capabilities and small-business-friendly approach"}, {"id": "mai-20260917-1752-baseline|c188-s1|moonshot-small|Payscale", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best fit:** Companies with 200+ employees needing auditable market data"}, {"id": "mai-20260917-1752-baseline|c188-s1|moonshot-small|BambooHR", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **BambooHR** if you need a more comprehensive HR platform with comp features included"}, {"id": "mai-20260917-1752-baseline|c188-s1|moonshot-small|Paycom", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Works well for small teams that want payroll and compensation in one place"}, {"id": "mai-20260917-1752-baseline|c188-s1|moonshot-small|HiBob", "prompt": "c188-s1", "model": "moonshot-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consistently rated among top compensation management apps with strong reliability and compliance features"}, {"id": "mai-20260917-1752-baseline|c188-s1|openai-small|CaptivateIQ", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need sales commissions: start with CaptivateIQ or Visdum"}, {"id": "mai-20260917-1752-baseline|c188-s1|openai-small|Visdum", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Visdum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sales commissions: Visdum"}, {"id": "mai-20260917-1752-baseline|c188-s1|openai-small|Lattice", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Salary/bonus comp planning: Lattice"}, {"id": "mai-20260917-1752-baseline|c188-s1|openai-small|Compaas", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Compaas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider Lattice or Compaas ... Compaas emphasizes modeling, benchmarking, incentive management, and HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c188-s1|openai-small|Compport", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compport and CompLogix are also worth a look"}, {"id": "mai-20260917-1752-baseline|c188-s1|openai-small|CompLogix", "prompt": "c188-s1", "model": "openai-small", "cat": "compensation-management", "variant": "direct", "raw": "CompLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Compport and CompLogix are also worth a look"}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|Compease", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compease tops \"best overall for small businesses\" lists (e.g., Fit Small Business) with exceptional user satisfaction"}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|Salary.com CompAnalyst", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Salary.com excels in data reliability for B2B benchmarking without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|BambooHR (Compensation module)", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR (Compensation module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one HR for small B2B (if you need payroll/performance too)"}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|Paycom", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bundled payroll + comp for small teams"}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|CaptivateIQ", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others like CaptivateIQ (sales commissions, G2 high for revenue teams) ... are strong if sales-heavy, but less general."}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|QuotaPath", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "QuotaPath ($35/user/mo, 4.7 G2 for SMB sales)"}, {"id": "mai-20260917-1752-baseline|c188-s1|xai-small|HiBob", "prompt": "c188-s1", "model": "xai-small", "cat": "compensation-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HiBob (tech startups) are strong if sales-heavy, but less general"}, {"id": "mai-20260917-1752-baseline|c188-s1|zai-small|BambooHR", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is generally considered the top recommendation for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s1|zai-small|Salary.com (CompAnalyst)", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Data Accuracy: Salary.com (CompAnalyst) ... However, it is significantly more expensive."}, {"id": "mai-20260917-1752-baseline|c188-s1|zai-small|Paycom", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Payroll Integration: Paycom ... Paycom is the strongest option."}, {"id": "mai-20260917-1752-baseline|c188-s1|zai-small|Lattice", "prompt": "c188-s1", "model": "zai-small", "cat": "compensation-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice is a strong contender"}, {"id": "mai-20260917-1752-baseline|c188-s2|alibaba-small|Pave", "prompt": "c188-s2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Pave (Best All-in-One for Modern Teams)"}, {"id": "mai-20260917-1752-baseline|c188-s2|alibaba-small|Salary.com", "prompt": "c188-s2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Contender: Salary.com CompAnalyst (Best for Data & Ranges)"}, {"id": "mai-20260917-1752-baseline|c188-s2|alibaba-small|Payscale", "prompt": "c188-s2", "model": "alibaba-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payscale offers a lower entry price point without sacrificing core functionality"}, {"id": "mai-20260917-1752-baseline|c188-s2|anthropic-small|Comprehensive", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease."}, {"id": "mai-20260917-1752-baseline|c188-s2|anthropic-small|15Five", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease."}, {"id": "mai-20260917-1752-baseline|c188-s2|anthropic-small|Aeqium", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Strong Options ... **Aeqium** - Aeqium is a compensation planning platform designed for growing organizations"}, {"id": "mai-20260917-1752-baseline|c188-s2|anthropic-small|Dayforce", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The platform enables small businesses to design equitable salary structures through real-time compensation analytics"}, {"id": "mai-20260917-1752-baseline|c188-s2|anthropic-small|Lattice", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "integrates compensation planning with performance management and employee development, designed for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s2|anthropic-small|Pave", "prompt": "c188-s2", "model": "anthropic-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Companies looking for benchmarking pick Pave."}, {"id": "mai-20260917-1752-baseline|c188-s2|challenger-small|BambooHR", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more detail, I'd pick **BambooHR** for most small B2B companies"}, {"id": "mai-20260917-1752-baseline|c188-s2|challenger-small|QuotaPath", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuotaPath** is the stronger fit for SMB revenue teams"}, {"id": "mai-20260917-1752-baseline|c188-s2|challenger-small|Pave", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you care most about **benchmarking and market data**"}, {"id": "mai-20260917-1752-baseline|c188-s2|challenger-small|Aeqium", "prompt": "c188-s2", "model": "challenger-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your biggest pain point is running a **merit cycle / annual review workflow**"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|BambooHR", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Pick: BambooHR (Elite Plan)"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|Salary.com (CompAnalyst)", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with PayScale or Salary.com – If you haven't established salary bands yet."}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|PayScale", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PayScale is often favored for its ease of use and flexible data filtering"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|Pave", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern Tech/SaaS B2B Teams: Pave"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|QuotaPath", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuotaPath is the budget-friendly favorite for small teams (under 50 reps)"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|CaptivateIQ", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CaptivateIQ is more powerful but better suited if you grow to mid-market"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|Workday", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms like Workday"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|SAP", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms like Workday or large suites (SAP, Oracle)"}, {"id": "mai-20260917-1752-baseline|c188-s2|deepseek-small|Oracle", "prompt": "c188-s2", "model": "deepseek-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "they are overkill and too expensive for a small team"}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|Pave", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave is the market leader for modern B2B and tech startups. It is highly recommended if your small business competes heavily for professional talent"}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|Aeqium", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aeqium is a highly-rated, modern platform designed specifically for growing mid-market and small businesses."}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|Workleap Compensation", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workleap Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Straightforward, Simple Setup ... is ideal"}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|QuotaPath", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "QuotaPath (Best Overall for B2B Sales Teams) ... built specifically for scaling B2B companies"}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|Sales Cookie", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Sales Cookie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget-Friendly / Automated Setup ... highly affordable for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|EasyComp", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "EasyComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EasyComp is a premier choice"}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|Rippling", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look first at your existing HRIS (such as **Rippling** or **BambooHR**). They offer basic add-on modules for headcount and basic compensation planning."}, {"id": "mai-20260917-1752-baseline|c188-s2|google-small|BambooHR", "prompt": "c188-s2", "model": "google-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look first at your existing HRIS (such as **Rippling** or **BambooHR**)"}, {"id": "mai-20260917-1752-baseline|c188-s2|meta-small|Workleap", "prompt": "c188-s2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top compensation management software include Workleap, Compease, and Deel"}, {"id": "mai-20260917-1752-baseline|c188-s2|meta-small|Compease", "prompt": "c188-s2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top compensation management software include Workleap, Compease, and Deel"}, {"id": "mai-20260917-1752-baseline|c188-s2|meta-small|Deel", "prompt": "c188-s2", "model": "meta-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top compensation management software include Workleap, Compease, and Deel"}, {"id": "mai-20260917-1752-baseline|c188-s2|minimax-small|BambooHR Compensation", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BambooHR Compensation**\n- Strong choice for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c188-s2|minimax-small|Figures", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Designed specifically for SMBs"}, {"id": "mai-20260917-1752-baseline|c188-s2|minimax-small|Salary.com", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very established player (founded 1999)"}, {"id": "mai-20260917-1752-baseline|c188-s2|minimax-small|Lattice Compensation", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good SMB-focused option"}, {"id": "mai-20260917-1752-baseline|c188-s2|minimax-small|HiBob", "prompt": "c188-s2", "model": "minimax-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for growing companies"}, {"id": "mai-20260917-1752-baseline|c188-s2|mistral-small|BambooHR", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for small to medium-sized businesses, offering robust compensation management tools alongside core HR features."}, {"id": "mai-20260917-1752-baseline|c188-s2|mistral-small|Pave", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its strong benchmarking capabilities, Pave helps businesses ensure they are paying competitively."}, {"id": "mai-20260917-1752-baseline|c188-s2|mistral-small|Compease", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for small to medium-sized organizations, Compease is particularly popular in sectors like financial services."}, {"id": "mai-20260917-1752-baseline|c188-s2|mistral-small|Barley", "prompt": "c188-s2", "model": "mistral-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "brings together pay bands, compensation reviews, benchmarking, and total rewards in one easy-to-use system"}, {"id": "mai-20260917-1752-baseline|c188-s2|moonshot-small|Compease by HR Performance Solutions", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one for a typical small B2B business:** Start with **Compease**."}, {"id": "mai-20260917-1752-baseline|c188-s2|moonshot-small|Lattice Compensate", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice Compensate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Caveat:** The $4K minimum makes it expensive for very small teams"}, {"id": "mai-20260917-1752-baseline|c188-s2|moonshot-small|BambooHR (Elite Plan)", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR (Elite Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Need an All-in-One HRIS + Compensation: BambooHR (Elite Plan)"}, {"id": "mai-20260917-1752-baseline|c188-s2|moonshot-small|Pave", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Pave** (free for under 200 employees)"}, {"id": "mai-20260917-1752-baseline|c188-s2|moonshot-small|Ravio", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ravio** (free tier)"}, {"id": "mai-20260917-1752-baseline|c188-s2|moonshot-small|Comprehensive.io", "prompt": "c188-s2", "model": "moonshot-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Comprehensive.io** (free daily-refreshed data)"}, {"id": "mai-20260917-1752-baseline|c188-s2|openai-small|Salary.com", "prompt": "c188-s2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com** is the safest default recommendation for a small B2B company."}, {"id": "mai-20260917-1752-baseline|c188-s2|openai-small|Payscale Ascent", "prompt": "c188-s2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good choice if your main need is **salary benchmarking and pay bands** with compensation review workflows"}, {"id": "mai-20260917-1752-baseline|c188-s2|openai-small|Lattice", "prompt": "c188-s2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if compensation reviews need to be tied closely to **performance reviews, goals, and manager workflows**"}, {"id": "mai-20260917-1752-baseline|c188-s2|openai-small|CaptivateIQ", "prompt": "c188-s2", "model": "openai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you also need **sales commissions**, since it's primarily a sales compensation platform rather than general salary planning software"}, {"id": "mai-20260917-1752-baseline|c188-s2|xai-small|Compease by HR Performance Solutions", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Compease by HR Performance Solutions as the top choice for salary planning and compensation review software"}, {"id": "mai-20260917-1752-baseline|c188-s2|xai-small|Salary.com", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Salary.com CompAnalyst: Excellent for precise salary benchmarking and range building ($6K+/year base)... but less ideal as a standalone planner."}, {"id": "mai-20260917-1752-baseline|c188-s2|xai-small|BambooHR", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for growing SMBs, but comp is gated behind the priciest tier."}, {"id": "mai-20260917-1752-baseline|c188-s2|xai-small|Pave", "prompt": "c188-s2", "model": "xai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if benchmarking market salaries/equity is your priority... Ideal for tech-heavy B2B but lighter on full reviews."}, {"id": "mai-20260917-1752-baseline|c188-s2|zai-small|BambooHR", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall for Workflow and Ease of Use: BambooHR"}, {"id": "mai-20260917-1752-baseline|c188-s2|zai-small|Salary.com (CompAnalyst)", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best for Market Benchmarking: Salary.com (CompAnalyst) ... this is the industry leader"}, {"id": "mai-20260917-1752-baseline|c188-s2|zai-small|Lattice", "prompt": "c188-s2", "model": "zai-small", "cat": "compensation-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Performance-Driven Teams: Lattice"}, {"id": "mai-20260917-1752-baseline|c188-s3|alibaba-small|Pave", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Budget-Conscious / Early Stage: Start with **Pave's free tier** for benchmarking data ... This is often the \"correct\" first step for many small US teams."}, {"id": "mai-20260917-1752-baseline|c188-s3|alibaba-small|Comprehensive.io", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It strikes the best balance between flexibility and ease of use for growing teams."}, {"id": "mai-20260917-1752-baseline|c188-s3|alibaba-small|Ravio", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily recruiting and need to see total package value, **Ravio** is worth exploring."}, {"id": "mai-20260917-1752-baseline|c188-s3|alibaba-small|SimplyMerit", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Lightweight Planner for SMBs"}, {"id": "mai-20260917-1752-baseline|c188-s3|alibaba-small|BambooHR (Elite Tier)", "prompt": "c188-s3", "model": "alibaba-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR (Elite Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consider this only if you're willing to upgrade your entire HR stack for convenience rather than deep compensation expertise."}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|Comprehensive", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease"}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|15Five", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Small and mid-sized teams often choose Comprehensive or 15Five for speed and ease"}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|Pave", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "companies looking for benchmarking pick Pave or Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|Salary.com", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Salary.com's CompAnalyst is a staple for market pricing and pay range development"}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|BambooHR", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR is a strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|OpenComp", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OpenComp focuses on automation for lean HR teams"}, {"id": "mai-20260917-1752-baseline|c188-s3|anthropic-small|HiBob HRIS", "prompt": "c188-s3", "model": "anthropic-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HiBob HRIS is also a great fit for scaling teams"}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|Pave", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Pave** or **Ravio** if your main problem is *\"What should we pay?\"* because both are benchmarking-first tools."}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|Comprehensive", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for small/mid-sized teams that want speed and simplicity"}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|Ravio", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Pave** or **Ravio** if your main problem is *\"What should we pay?\"*"}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|BambooHR", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use BambooHR and want one system"}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|Lattice Compensate", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Stronger workflow/planning, but with a relatively high minimum cost"}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|15Five", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small teams also often choose **15Five** or **Salary.com/CompAnalyst** when they want a simpler planner"}, {"id": "mai-20260917-1752-baseline|c188-s3|challenger-small|Salary.com/CompAnalyst", "prompt": "c188-s3", "model": "challenger-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com/CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Salary.com/CompAnalyst** if you want *reliable salary reference data*"}, {"id": "mai-20260917-1752-baseline|c188-s3|deepseek-small|Pave", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a tech startup: Start with **Pave's free tier**"}, {"id": "mai-20260917-1752-baseline|c188-s3|deepseek-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salary.com CompAnalyst** is the most cost-effective full platform"}, {"id": "mai-20260917-1752-baseline|c188-s3|deepseek-small|QuotaPath", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuotaPath** is the clear winner\\u2014fast, affordable, and transparent."}, {"id": "mai-20260917-1752-baseline|c188-s3|deepseek-small|CaptivateIQ", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "CaptivateIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Skip CaptivateIQ and Lattice Comp unless you have specific complexity"}, {"id": "mai-20260917-1752-baseline|c188-s3|deepseek-small|Lattice (Compensation module)", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice (Compensation module)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip CaptivateIQ and Lattice Comp unless you have specific complexity"}, {"id": "mai-20260917-1752-baseline|c188-s3|deepseek-small|Comprehensive.io", "prompt": "c188-s3", "model": "deepseek-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **Comprehensive.io** for daily data) for benchmarks"}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Gusto", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Gusto** if you have a US-only team under 50 and simply want to ensure you are paying market rates using free, integrated benchmarks."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Deel", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Deel** if you are hiring globally from day one and need international compliance."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Rippling", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling’s strength is in automated operations... However, it is primarily a system of record rather than a strategic planning or scenario-modeling tool."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Pave", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is priced for high-growth tech companies; as headcount scales, it can become quite expensive."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|OpenComp", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OpenComp is a market leader in startup benchmarking... excellent choice for founders who need to build a compensation philosophy from scratch."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Aeqium", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Aeqium** if you are running your first formal, structured merit cycle and want custom approval workflows without enterprise-level complexity."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Lattice", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Lattice** if you are already using it for performance management and want to base raises strictly on performance reviews."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|ChartHop", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for:** Visual founders who want to model visual hiring and headcount budgets."}, {"id": "mai-20260917-1752-baseline|c188-s3|google-small|Carta (Carta Total Comp)", "prompt": "c188-s3", "model": "google-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta (Carta Total Comp)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Carta’s merit cycle interface and manager budgeting worksheets are more basic than those of dedicated point solutions like Aeqium or Lattice."}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|Pave", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave - Best benchmarking tool for small teams wanting real market data free"}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|Comprehensive", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for 100 to 2,000 employees that need flexible rules, clean manager UX, and quick implementation"}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small to mid-size companies building ranges and starting pay programs"}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|BambooHR", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|Compease", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A total compensation solution aimed at small to medium-sized organizations"}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|SimplyMerit", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best lightweight compensation planning software for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s3|meta-small|QuotaPath", "prompt": "c188-s3", "model": "meta-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for SMB and mid-market revenue teams that want fast setup and transparent pricing"}, {"id": "mai-20260917-1752-baseline|c188-s3|minimax-small|Pave", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the research suggests starting with **free benchmarking tools like Pave** combined with a spreadsheet"}, {"id": "mai-20260917-1752-baseline|c188-s3|minimax-small|Comprehensive", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Comprehensive** and **15Five** are frequently cited as top choices for speed and ease of use for small-mid sized teams"}, {"id": "mai-20260917-1752-baseline|c188-s3|minimax-small|15Five", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Comprehensive** and **15Five** are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline|c188-s3|minimax-small|BambooHR", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Small businesses already using HRIS"}, {"id": "mai-20260917-1752-baseline|c188-s3|minimax-small|CompAnalyst (Salary.com)", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ideal if:** Benchmarking is your primary need"}, {"id": "mai-20260917-1752-baseline|c188-s3|minimax-small|QuotaPath", "prompt": "c188-s3", "model": "minimax-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Sales teams"}, {"id": "mai-20260917-1752-baseline|c188-s3|mistral-small|Salary.com (CompAnalyst)", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small to mid-size companies needing benchmarking and range development."}, {"id": "mai-20260917-1752-baseline|c188-s3|mistral-small|BambooHR", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small to medium-sized businesses wanting an all-in-one HRIS with compensation tools."}, {"id": "mai-20260917-1752-baseline|c188-s3|mistral-small|15Five", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams focused on performance and compensation alignment."}, {"id": "mai-20260917-1752-baseline|c188-s3|mistral-small|SimplyMerit", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small businesses wanting lightweight, dedicated compensation planning."}, {"id": "mai-20260917-1752-baseline|c188-s3|mistral-small|Compease", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small to medium-sized organizations, especially in niche sectors like credit unions."}, {"id": "mai-20260917-1752-baseline|c188-s3|mistral-small|Paycom", "prompt": "c188-s3", "model": "mistral-small", "cat": "compensation-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams wanting payroll and compensation in one place."}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Pave", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **Pave's free tier** or **Comprehensive's free tier** for benchmarking data"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Comprehensive", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **Pave's free tier** or **Comprehensive's free tier** for benchmarking data"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Ravio", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ravio offers more hands-on job leveling support"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Lattice Compensate", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice Compensate only makes sense if you're already in the Lattice ecosystem due to its high minimum."}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|BambooHR Compensation", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "BambooHR Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR is better for small teams wanting simplicity within their existing HRIS."}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Gusto", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small businesses needing full payroll + benefits"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Square Payroll", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very small teams, contractors | Low cost, no hidden fees"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Rippling", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Growing businesses wanting customization | Highly customizable HR packages"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Figures", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**International/EU coverage** | Figures or Personio"}, {"id": "mai-20260917-1752-baseline|c188-s3|moonshot-small|Personio", "prompt": "c188-s3", "model": "moonshot-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**International/EU coverage** | Figures or Personio"}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|Payscale", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **small team doing salary reviews and market pricing**: **Payscale**."}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|Salary.com", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you mainly need **pay data and ranges**: **Salary.com**."}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|HiBob HRIS", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **comp inside an HR system**: **HiBob** or **Paycom**."}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|Paycom", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less specialized than a dedicated compensation intelligence platform, but convenient for small teams that want one vendor."}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|Deel Payroll", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have **global payroll complexity**: **Deel**."}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|Anaplan", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually more complex than small teams need"}, {"id": "mai-20260917-1752-baseline|c188-s3|openai-small|Carta Equity Suite", "prompt": "c188-s3", "model": "openai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Carta Equity Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Not the first choice for basic salary review workflows."}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|Pave", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, start with Pave's free tier + Google Sheets."}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|Comprehensive.io", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fast comp cycles with flexible planning for 100-2k employees"}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|Ravio", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "European/global tech teams, real-time data"}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|Figures HR", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Figures HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EU-compliant benchmarking for small global teams"}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|Salary.com CompAnalyst", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "general SMB? Salary.com"}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|PayScale", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Crowdsourced reliability issues; fragmented workflows"}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|SimplyMerit", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "SimplyMerit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No benchmarking; narrow scope, add separate data tool"}, {"id": "mai-20260917-1752-baseline|c188-s3|xai-small|QuotaPath", "prompt": "c188-s3", "model": "xai-small", "cat": "compensation-management", "variant": "comparative", "raw": "QuotaPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "sales-focused like QuotaPath ($35/user/mo) for revenue teams only"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Pave", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For very small teams, free benchmarking tiers from Pave, Comprehensive, or Ravio are usually the best starting point."}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Comprehensive", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "free benchmarking tiers from Pave, Comprehensive, or Ravio are usually the best starting point"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Ravio", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "free benchmarking tiers from Pave, Comprehensive, or Ravio are usually the best starting point"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Salary.com", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "shift to a platform like Salary.com, Personio, or Beqom that scales with your needs"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Payscale", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You're okay with crowdsourced data and don't need advanced planning workflows."}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Personio", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "shift to a platform like Salary.com, Personio, or Beqom that scales with your needs"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Beqom", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Custom pricing; typically mid-market+ ... Mid-market to enterprise (scales down)"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Lattice Compensate", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Planning-focused tools** (Lattice Compensate, some versions of Salary.com, Beqom)"}, {"id": "mai-20260917-1752-baseline|c188-s3|zai-small|Workday-based solutions", "prompt": "c188-s3", "model": "zai-small", "cat": "compensation-management", "variant": "comparative", "raw": "Workday-based solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "All-in-one HRIS with comp module** (Personio, Workday-based solutions)"}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|Comprehensive.ai (Comprehensive)", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.ai (Comprehensive)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is one of the few dedicated compensation platforms with a **free tier**"}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|Pave", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Absolute Lowest Cost** | **Pave** or **Comprehensive** | **$0** (Freemium)"}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|PayScale (Basic Plan)", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "PayScale (Basic Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Their \"Basics\" plan is significantly cheaper than competitors like Salary.com or Gartner"}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|Salary.com", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "significantly cheaper than competitors like Salary.com or Gartner"}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|BambooHR", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "While standard BambooHR doesn't have heavy-duty \"comp cycles,\" you can add the **Elite** module."}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|Gusto", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "note that **it does not do complex compensation modeling**"}, {"id": "mai-20260917-1752-baseline|c188-s4|alibaba-small|Excel/Google Sheets", "prompt": "c188-s4", "model": "alibaba-small", "cat": "compensation-management", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your budget is strictly $0, use **Excel/Google Sheets** paired with **publicly available data**"}, {"id": "mai-20260917-1752-baseline|c188-s4|anthropic-small|Deel Payroll", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers flexible pricing based on headcount and contractor volume, making it one of the most accessible options for small teams"}, {"id": "mai-20260917-1752-baseline|c188-s4|anthropic-small|HiBob HRIS", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "scales affordably for growing SMBs, frequently cited for delivering enterprise-grade functionality at a manageable cost"}, {"id": "mai-20260917-1752-baseline|c188-s4|anthropic-small|OpenComp", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "built specifically for high-growth startups and SMBs, offering market benchmarking and offer management"}, {"id": "mai-20260917-1752-baseline|c188-s4|anthropic-small|Compease by HR Performance Solutions", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "earned a score of 4.21 out of 5 for affordability for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s4|anthropic-small|BambooHR", "prompt": "c188-s4", "model": "anthropic-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong choice for small to mid-sized businesses seeking easy-to-use compensation and benchmarking tools"}, {"id": "mai-20260917-1752-baseline|c188-s4|challenger-small|QuotaPath", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuotaPath** is the strongest budget-friendly option if your main need is **incentive or sales compensation**"}, {"id": "mai-20260917-1752-baseline|c188-s4|challenger-small|Compease", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compease** is the best overall small-business choice in the results"}, {"id": "mai-20260917-1752-baseline|c188-s4|challenger-small|Comprehensive", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "balanced option with strong configuration and quick rollout"}, {"id": "mai-20260917-1752-baseline|c188-s4|challenger-small|Salary.com", "prompt": "c188-s4", "model": "challenger-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com** is highlighted as a strong pick for quick, reliable benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Pave", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave, Ravio, or Comprehensive all offer free tiers for small teams"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Ravio", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "use Pave/Ravio (free tier) + your spreadsheet. This is almost certainly your cheapest, fastest path."}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Comprehensive", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pave, Ravio, or Comprehensive all offer free tiers for small teams"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Salary.com (CompAnalyst)", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick, reliable salary benchmarking — great small-business pick"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Paycom", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small teams wanting payroll + compensation in one place"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|BambooHR", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BambooHR is user-friendly, but budget for ~$25/employee/month"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|QuotaPath", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SMBs with sales commissions"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Compease", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Total comp for SMBs (credit unions, financial services)"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Lattice Compensate", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "~$6/user/mo, but $4,000 annual minimum | Only worth it if you already use Lattice"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|Payfactors", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "require custom quotes and are aimed at larger companies, so they're typically not the right fit for a budget-conscious small business"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|HRSoft/COMPview", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "HRSoft/COMPview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "aimed at larger companies, so they're typically not the right fit for a budget-conscious small business"}, {"id": "mai-20260917-1752-baseline|c188-s4|deepseek-small|CaptivateIQ", "prompt": "c188-s4", "model": "deepseek-small", "cat": "compensation-management", "variant": "budget", "raw": "CaptivateIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "aimed at larger companies, so they're typically not the right fit for a budget-conscious small business"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Beqom", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dedicated compensation software (like Beqom, CompLogix, or Salary.com) is built for mid-market and enterprise organizations and can easily cost five figures annually."}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|CompLogix", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "CompLogix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for mid-market and enterprise organizations and can easily cost five figures annually"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Salary.com", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for mid-market and enterprise organizations and can easily cost five figures annually"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Pave (Market Data Lite)", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Connect your payroll system to **Pave (free tier)** for market data"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Comprehensive.io", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Pave (Market Data Lite)** or **Comprehensive.io**."}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Mercer", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "saves you from having to pay thousands of dollars for Mercer or Radford salary surveys"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Radford", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pay thousands of dollars for Mercer or Radford salary surveys"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Justly", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Justly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Download free template spreadsheets from platforms like **Justly** or **Barley**."}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Barley", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Download free template spreadsheets from platforms like **Justly** or **Barley**."}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|BambooHR", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "their built-in **Compensation and Benchmarking tool** is specifically designed for small-to-mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Lattice", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "their **Lattice Compensation** module is an excellent add-on"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Deel", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Deel and Rippling both offer lightweight, localized compensation planning tools"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Rippling", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Deel and Rippling both offer lightweight, localized compensation planning tools"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|ChartHop", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Alternatively, adopt **ChartHop** for its low per-employee pricing model"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Aeqium", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Aeqium is highly praised by growing HR teams"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|QuotaPath", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "QuotaPath is the most affordable choice on the market"}, {"id": "mai-20260917-1752-baseline|c188-s4|google-small|Google Sheets", "prompt": "c188-s4", "model": "google-small", "cat": "compensation-management", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "use **Google Sheets** with a structured compensation template for your merit cycles"}, {"id": "mai-20260917-1752-baseline|c188-s4|meta-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salary.com CompAnalyst: Best for small to mid-size companies building ranges and starting pay programs."}, {"id": "mai-20260917-1752-baseline|c188-s4|meta-small|Paycom", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Works well for small teams that want payroll and compensation in one place."}, {"id": "mai-20260917-1752-baseline|c188-s4|meta-small|BambooHR", "prompt": "c188-s4", "model": "meta-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "aimed at small to medium-sized businesses, offering compensation management tools alongside its core HRIS capabilities"}, {"id": "mai-20260917-1752-baseline|c188-s4|minimax-small|Compease (by HR Performance Solutions)", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease (by HR Performance Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value**: Compease"}, {"id": "mai-20260917-1752-baseline|c188-s4|minimax-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for benchmarking needs**: Salary.com CompAnalyst"}, {"id": "mai-20260917-1752-baseline|c188-s4|minimax-small|Aeqium", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for tightest budget**: Aeqium (free version) or Patriot"}, {"id": "mai-20260917-1752-baseline|c188-s4|minimax-small|Gusto", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for all-in-one solution**: Gusto or Zoho People"}, {"id": "mai-20260917-1752-baseline|c188-s4|minimax-small|Zoho People", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for all-in-one solution**: Gusto or Zoho People"}, {"id": "mai-20260917-1752-baseline|c188-s4|minimax-small|Patriot Software", "prompt": "c188-s4", "model": "minimax-small", "cat": "compensation-management", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for tightest budget**: Aeqium (free version) or Patriot"}, {"id": "mai-20260917-1752-baseline|c188-s4|mistral-small|Compease by HR Performance Solutions", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is often recommended as the best overall compensation management software"}, {"id": "mai-20260917-1752-baseline|c188-s4|mistral-small|BambooHR", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options to consider include:\n- **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c188-s4|mistral-small|Salary.com", "prompt": "c188-s4", "model": "mistral-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for quick, reliable salary benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|Pave", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you just need salary benchmarking:** Start with Pave's free tier."}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|QuotaPath", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have a sales team:** QuotaPath provides excellent value at $35/user/month"}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|Lattice Compensate", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The minimum contract makes it less ideal for very small teams"}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|CompLogix", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "CompLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "CompLogix offers the most affordable full-featured option."}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|Comprehensive", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free benchmarking tools** (Pave, Comprehensive, or Ravio free tiers)"}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|Ravio", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pave, Comprehensive, or Ravio free tiers"}, {"id": "mai-20260917-1752-baseline|c188-s4|moonshot-small|BambooHR", "prompt": "c188-s4", "model": "moonshot-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HRIS add-ons** like BambooHR's compensation features (Elite plan at ~$25/employee)"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Gusto", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Gusto** if you want an affordable, easy-to-use HR/payroll platform"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Deel", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want the cheapest entry price for compensation planning:** **Deel**"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Deel Payroll", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Deel Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "G2's small-business category currently highlights products like **Deel Payroll, Carta Equity Suite..."}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Carta Equity Suite", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Carta Equity Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlights products like **Deel Payroll, Carta Equity Suite, Salary.com..."}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Salary.com", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Salary.com, isolved, Anaplan, Paycom, and HiBob HRIS"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|isolved", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "isolved", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Salary.com, isolved, Anaplan, Paycom, and HiBob HRIS"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Anaplan", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Salary.com, isolved, Anaplan, Paycom, and HiBob HRIS"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|Paycom", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Salary.com, isolved, Anaplan, Paycom, and HiBob HRIS"}, {"id": "mai-20260917-1752-baseline|c188-s4|openai-small|HiBob HRIS", "prompt": "c188-s4", "model": "openai-small", "cat": "compensation-management", "variant": "budget", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Salary.com, isolved, Anaplan, Paycom, and HiBob HRIS"}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Pave (Market Data Lite tier)", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave (Market Data Lite tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Pave (Market Data Lite tier) – Completely Free for <200 Employees**"}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Comprehensive.io", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to Pave: Free benchmarking for small teams (real market data)."}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Ravio", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ravio good for Europe"}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Patriot Software", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$17 base + $4/employee/month. Full payroll + basic comp tracking. Cheapest full-service"}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Gusto", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$40 base + $6/employee. Payroll + HR tools with simple pay management/benefits. G2 rates high for SMBs."}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|OnPay", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto or OnPay**: $40 base + $6/employee. Payroll + HR tools with simple pay management/benefits."}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|BambooHR", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Starts ~$6-8/employee (Elite tier for comp features). Good all-in-one HRIS."}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Salary.com CompAnalyst", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Tight Budgets: Salary.com CompAnalyst: Robust but $6K+ annually even for 1-10 employees."}, {"id": "mai-20260917-1752-baseline|c188-s4|xai-small|Lattice Compensate", "prompt": "c188-s4", "model": "xai-small", "cat": "compensation-management", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "$6/user/month add-on, but $4K annual minimum – too steep"}, {"id": "mai-20260917-1752-baseline|c188-s4|zai-small|Pave", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Pave** – Best for Competitive Benchmarking (Free Tier Available)"}, {"id": "mai-20260917-1752-baseline|c188-s4|zai-small|Ravio", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Ravio** – Best for Salary Range Management (Free Tier Available)"}, {"id": "mai-20260917-1752-baseline|c188-s4|zai-small|Comprehensive", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Comprehensive** – Best All-Rounder for Small Teams (Free Tier Available)"}, {"id": "mai-20260917-1752-baseline|c188-s4|zai-small|Pequity", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Pequity** – Best for Early-Stage Startups"}, {"id": "mai-20260917-1752-baseline|c188-s4|zai-small|Aeqium", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Aeqium** – Best for Automated Merit Cycles (SMB-Focused)"}, {"id": "mai-20260917-1752-baseline|c188-s4|zai-small|CompAnalyst (Salary.com)", "prompt": "c188-s4", "model": "zai-small", "cat": "compensation-management", "variant": "budget", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Quote-based | Market data (negotiate for small teams)"}, {"id": "mai-20260917-1752-baseline|c188-s5|alibaba-small|Workday", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely too small for enterprise tools (like Workday or SAP)"}, {"id": "mai-20260917-1752-baseline|c188-s5|alibaba-small|SAP", "prompt": "c188-s5", "model": "alibaba-small", "cat": "compensation-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "likely too small for enterprise tools (like Workday or SAP)"}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Mercer", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Using static, outdated compensation surveys (like legacy Mercer or Radford data) is expensive and slow."}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Radford", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Using static, outdated compensation surveys (like legacy Mercer or Radford data) is expensive and slow."}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Rippling", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These platforms have built-in compensation modules or add-ons."}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|HiBob", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling, HiBob, or BambooHR: These platforms have built-in compensation modules or add-ons."}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|BambooHR", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling, HiBob, or BambooHR: These platforms have built-in compensation modules or add-ons."}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Pave", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pave: Highly popular for tech-forward companies. It integrates with your HRIS and cap table (like Carta) to give real-time benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Comprehensive", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great user-friendly platforms designed to automate merit review cycles"}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Barley", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Comprehensive or Barley: Great user-friendly platforms"}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|Compport", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Built for lean teams that need to get set up quickly, but highly scalable"}, {"id": "mai-20260917-1752-baseline|c188-s5|google-small|QuotaPath", "prompt": "c188-s5", "model": "google-small", "cat": "compensation-management", "variant": "scale", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "QuotaPath: Best for SMBs. Highly transparent pricing, very fast setup"}, {"id": "mai-20260917-1752-baseline|c188-s5|meta-small|Comprehensive", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Comprehensive**: Offers flexible rules, clean manager UX, and quick implementation."}, {"id": "mai-20260917-1752-baseline|c188-s5|meta-small|15Five", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five**: Provides a planner that is easy to configure and quick to launch."}, {"id": "mai-20260917-1752-baseline|c188-s5|meta-small|Pave", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pave**: Offers benchmarking data and a light planner."}, {"id": "mai-20260917-1752-baseline|c188-s5|meta-small|Lattice", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice**: Connects pay with performance and offers a free demo."}, {"id": "mai-20260917-1752-baseline|c188-s5|meta-small|Deel HR", "prompt": "c188-s5", "model": "meta-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deel HR**: Provides real-time benchmarking in 110+ countries and a free demo."}, {"id": "mai-20260917-1752-baseline|c188-s5|minimax-small|BambooHR", "prompt": "c188-s5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a quick rundown of the top 4\\u20115 vendors that typically match a 30\\u2011person company\\u2019s needs (e.g., BambooHR, Gusto, Namely, Paylocity, ADP"}, {"id": "mai-20260917-1752-baseline|c188-s5|minimax-small|Gusto", "prompt": "c188-s5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top 4\\u20115 vendors that typically match a 30\\u2011person company\\u2019s needs (e.g., BambooHR, Gusto, Namely, Paylocity, ADP"}, {"id": "mai-20260917-1752-baseline|c188-s5|minimax-small|Namely", "prompt": "c188-s5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors that typically match a 30\\u2011person company\\u2019s needs (e.g., BambooHR, Gusto, Namely, Paylocity, ADP"}, {"id": "mai-20260917-1752-baseline|c188-s5|minimax-small|Paylocity", "prompt": "c188-s5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., BambooHR, Gusto, Namely, Paylocity, ADP"}, {"id": "mai-20260917-1752-baseline|c188-s5|minimax-small|ADP", "prompt": "c188-s5", "model": "minimax-small", "cat": "compensation-management", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., BambooHR, Gusto, Namely, Paylocity, ADP"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|BambooHR", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BambooHR, Workday, Rippling (often include comp management)"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Workday", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BambooHR, Workday, Rippling (often include comp management)"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Rippling", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR, Workday, Rippling (often include comp management)"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Payscale", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Payscale, Compensation Circle, Salary.com, or Compaas"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Compensation Circle", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Compensation Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payscale, Compensation Circle, Salary.com, or Compaas"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Salary.com", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payscale, Compensation Circle, Salary.com, or Compaas"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Compaas", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Compaas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payscale, Compensation Circle, Salary.com, or Compaas"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Figures", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Figures, Pave, or OpenComp"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|Pave", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Figures, Pave, or OpenComp"}, {"id": "mai-20260917-1752-baseline|c188-s5|mistral-small|OpenComp", "prompt": "c188-s5", "model": "mistral-small", "cat": "compensation-management", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Figures, Pave, or OpenComp"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|Pave", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use free tiers of Pave, Ravio, or Comprehensive for market data"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|Ravio", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use free tiers of Pave, Ravio, or Comprehensive for market data"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|Comprehensive", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Use free tiers of Pave, Ravio, or Comprehensive for market data"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|Lattice Compensate", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Lattice Compensate** ($6/user/month, but $4K minimum)"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|BambooHR", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR Elite** (~$25/employee/year if already using BambooHR)"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|QuotaPath", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**QuotaPath** ($35/user/month, transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c188-s5|moonshot-small|HiBob", "prompt": "c188-s5", "model": "moonshot-small", "cat": "compensation-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**HiBob**: Built for tech startups, scales well"}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Comprehensive.io", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Great for 100-2K employees; flexible cycles, quick impl. (under 30? Ask for custom.)"}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|SalaryCube", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mid-market focus (200+ but scalable down); real-time data, predictable pricing."}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Ravio", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ravio or Figures.hr: Benchmarking + workflows; startup-friendly."}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Figures.hr", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Figures.hr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Ravio or Figures.hr: Benchmarking + workflows; startup-friendly."}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Bob", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Bob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use Bob, Rippling, or Deel—check built-in comp modules first (cheaper)."}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Rippling", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "check built-in comp modules first (cheaper)"}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Deel", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you use Bob, Rippling, or Deel—check built-in comp modules first (cheaper)."}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Pave", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others: Pave (equity-heavy), Beqom (global), but demo for fit."}, {"id": "mai-20260917-1752-baseline|c188-s5|xai-small|Beqom", "prompt": "c188-s5", "model": "xai-small", "cat": "compensation-management", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Pave (equity-heavy), Beqom (global), but demo for fit."}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|Compease by HR Performance Solutions", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "Compease by HR Performance Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples that are often mentioned in this space include: **Compease by HR Performance Solutions**"}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|CompXL", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "CompXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CompXL** – automation-focused compensation management."}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|CompAnalyst by Salary.com", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "CompAnalyst by Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CompAnalyst by Salary.com** – strong market pricing and benchmarking."}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|Payfactors", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Payfactors** – tools for hiring and retention, with compensation planning."}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|CaptivateIQ", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**CaptivateIQ** – specialized for sales and finance incentives."}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|Workleap Compensation", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "Workleap Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workleap Compensation** – SMB-focused, unifying compensation reviews with pay bands and performance data."}, {"id": "mai-20260917-1752-baseline|c188-s5|zai-small|Deel", "prompt": "c188-s5", "model": "zai-small", "cat": "compensation-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deel** – global HR suite with compensation planning, especially if you operate across borders."}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|ADP", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid/Caution:** **ADP**, **Paychex**, and older iterations of **QuickBooks Payroll**."}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|Paychex", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Platforms to Avoid/Caution:** **ADP**, **Paychex**, and older iterations of **QuickBooks Payroll**."}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "older iterations of **QuickBooks Payroll**"}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|Gusto", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Transparent all-in-one pricing; excellent US-based human support; no hidden fees for tax filing."}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|Savvy.com", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Savvy.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "niche budget providers like **Savvy.com**'s lower tiers or unknown budget apps"}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|BambooHR", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "certain legacy offerings of **BambooHR** when bundled poorly"}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|OnPay", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for \"no hidden fee\" policies; strong multi-state tax handling; better support than ADP/Paychex."}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|Rippling", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great integration with IT/HR; predictable pricing as you scale."}, {"id": "mai-20260917-1752-baseline|c188-s6|alibaba-small|Patriot Software", "prompt": "c188-s6", "model": "alibaba-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Simple interface; clear pricing structure"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|Workday", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The clearest categories to avoid or scrutinize are: - **Enterprise compensation-planning suites** like **Workday**"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|beqom", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise compensation-planning suites** like **Workday**, **beqom**, **HRSoft**... avoid or scrutinize"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|HRSoft", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "HRSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "like **Workday**, **beqom**, **HRSoft**, and sometimes **CURO** when the team is small or lean"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|CURO", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "CURO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "and sometimes **CURO** when the team is small or lean, because they are aimed at complex organizations"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|Pave", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "products like **Pave**, **Ravio**, **Comprehensive**, **Salary.com**, **BambooHR**, and **Paycom** are repeatedly positioned as more relevant"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|Ravio", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "positioned as more relevant depending on whether the need is benchmarking, planning, or an HRIS add-on"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|Comprehensive", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "positioned as more relevant depending on whether the need is benchmarking, planning, or an HRIS add-on"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|Salary.com", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "positioned as more relevant depending on whether the need is benchmarking, planning, or an HRIS add-on"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|BambooHR", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "positioned as more relevant depending on whether the need is benchmarking, planning, or an HRIS add-on"}, {"id": "mai-20260917-1752-baseline|c188-s6|challenger-small|Paycom", "prompt": "c188-s6", "model": "challenger-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "positioned as more relevant depending on whether the need is benchmarking, planning, or an HRIS add-on"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|ADP", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ADP (especially the smaller-business tiers) ... small businesses frequently cite real problems: Opaque pricing"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|Paychex", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Recurring payroll and billing errors — owners report mistakes \"every time,\" plus incorrect tax filings and unexpected charges."}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|Employment Hero", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Best avoided if you're scaling past its sweet spot; reviews say it outgrows small-business design."}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|Lattice Compensate", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Watch out for minimums like Lattice Compensate's $4,000 annual minimum"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|BambooHR", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BambooHR gating comp to its Elite tier at ~$25/employee"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|Pave", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some tools (like Pave) have thin benchmark data for non-tech roles or outside North America"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|Ravio", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a free benchmarking tier (Pave, Ravio, Comprehensive all have free tiers for small teams) plus your existing HRIS may be enough"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|Comprehensive", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pave, Ravio, Comprehensive all have free tiers for small teams"}, {"id": "mai-20260917-1752-baseline|c188-s6|deepseek-small|FirstHR", "prompt": "c188-s6", "model": "deepseek-small", "cat": "compensation-management", "variant": "negative", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Many sources (including Comprehensive, FirstHR, and Ravio) suggest small teams often don't need dedicated compensation-management software"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Mercer", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "generally a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Radford (Aon)", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Willis Towers Watson (WTW)", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Payscale", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their software suites often introduce administrative bloat that small businesses are not equipped to handle"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Salary.com (CompAnalyst)", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their software suites often introduce administrative bloat that small businesses are not equipped to handle"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|CaptivateIQ", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-grade commission software is almost always overkill"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Xactly", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise-grade commission software is almost always overkill"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Salesforce Spiff", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Salesforce Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-grade commission software is almost always overkill"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Carta", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the company suffered a major reputational crisis that has made many business owners wary"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Pave", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look at agile, real-time compensation tools like **Pave** or **Barley**"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Barley", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Barley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Look at agile, real-time compensation tools like **Pave** or **Barley**"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|QuotaPath", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "QuotaPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose transparent, SMB-focused tools like **QuotaPath**"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|BambooHR", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "evaluate their native compensation modules before buying a standalone tool"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|Gusto", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "evaluate their native compensation modules before buying a standalone tool"}, {"id": "mai-20260917-1752-baseline|c188-s6|google-small|HiBob", "prompt": "c188-s6", "model": "google-small", "cat": "compensation-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "evaluate their native compensation modules before buying a standalone tool"}, {"id": "mai-20260917-1752-baseline|c188-s6|meta-small|Gusto", "prompt": "c188-s6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms mentioned include Gusto, ADP Workforce Now, Salary.com CompAnalyst, and Pequity."}, {"id": "mai-20260917-1752-baseline|c188-s6|meta-small|ADP Workforce Now", "prompt": "c188-s6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned include Gusto, ADP Workforce Now, Salary.com CompAnalyst, and Pequity."}, {"id": "mai-20260917-1752-baseline|c188-s6|meta-small|Salary.com CompAnalyst", "prompt": "c188-s6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the platforms mentioned include Gusto, ADP Workforce Now, Salary.com CompAnalyst, and Pequity."}, {"id": "mai-20260917-1752-baseline|c188-s6|meta-small|Pequity", "prompt": "c188-s6", "model": "meta-small", "cat": "compensation-management", "variant": "negative", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the platforms mentioned include Gusto, ADP Workforce Now, Salary.com CompAnalyst, and Pequity."}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|ADP", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent complaints about **pricing opacity** — quotes often don't match final invoices"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|Paychex", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Hidden fees are commonly reported... Early termination fees (ETF) of $1,500–$3,000"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reddit users and reviewers note **poor customer support**"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|Heartland Payroll", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Heartland Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Often cited alongside ADP and Paychex as a legacy platform with **escalating costs**"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|Gusto", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Gusto** – User-friendly, transparent pricing, strong HR features"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|OnPay", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OnPay** – Flat-rate pricing, no hidden fees, good for multi-state"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|Patriot", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Patriot** – Budget-friendly, full-service payroll at lower cost"}, {"id": "mai-20260917-1752-baseline|c188-s6|minimax-small|Rippling", "prompt": "c188-s6", "model": "minimax-small", "cat": "compensation-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling** – Excellent for growing companies needing HR + IT + payroll in one"}, {"id": "mai-20260917-1752-baseline|c188-s6|mistral-small|Gusto", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While platforms like Gusto and ADP Workforce Now bundle compensation with broader HR needs, they may not offer the specialized compensation management features that growing businesses need."}, {"id": "mai-20260917-1752-baseline|c188-s6|mistral-small|ADP Workforce Now", "prompt": "c188-s6", "model": "mistral-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like Gusto and ADP Workforce Now bundle compensation with broader HR needs, they may not offer the specialized compensation management features"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|ADP (RUN & Workforce Now)", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP (RUN & Workforce Now)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms to approach with caution... **Opaque pricing**: Frequently cited for hidden fees that \"nickel and dime\" users"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Paychex / Paychex Flex", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex / Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Payroll errors**: Multiple complaints about mistakes \"every time\""}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Lattice Compensate", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Not standalone**: Poor value as an independent compensation tool for small teams"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|BambooHR (Compensation Features)", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "BambooHR (Compensation Features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive upgrade just for comp planning if you don't need the full Elite package"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|CaptivateIQ", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often **overpriced and overly complex** for lean teams"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Salesforce Spiff", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Salesforce Spiff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Built for complex enterprise sales compensation; often **overpriced and overly complex** for lean teams"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Pave", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free benchmarking tools**: Pave, Ravio, Comprehensive (free tiers for market data)"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Ravio", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Free benchmarking tools**: Pave, Ravio, Comprehensive"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Comprehensive", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "free tiers for market data"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|SimplyMerit", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "SimplyMerit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Lightweight planning**: SimplyMerit, Pequity, or Compa (built specifically for SMBs)"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Pequity", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Lightweight planning**: SimplyMerit, Pequity, or Compa (built specifically for SMBs)"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Compa", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "built specifically for SMBs"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|Gusto", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Transparent payroll**: Gusto, OnPay, or QuickBooks Payroll (generally clearer pricing)"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|OnPay", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Transparent payroll**: Gusto, OnPay, or QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c188-s6|moonshot-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "moonshot-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "generally clearer pricing"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|ADP (e.g., RUN Powered by ADP)", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP (e.g., RUN Powered by ADP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently called out as the \"worst for small businesses\" in forums for opaque quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Paychex (Flex)", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex (Flex)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reddit advises avoiding for benefits/401k alongside payroll"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Paycom", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid?** Severe tax handling issues leading to major errors"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Gusto", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(mixed; not outright avoid but watch closely)"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Workday", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid?** Overkill for SMBs—overpriced, overly complex setup"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|SAP SuccessFactors", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why avoid?** Overkill for SMBs—overpriced, overly complex setup"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Oracle HCM modules", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Oracle HCM modules", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why avoid?** Overkill for SMBs—overpriced, overly complex setup"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Salary.com CompAnalyst", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "prioritize SMB-suited ones like Salary.com CompAnalyst or Payscale for benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Payscale", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "prioritize SMB-suited ones like Salary.com CompAnalyst or Payscale for benchmarking"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|OnPay", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Recommended**: OnPay, Patriot, Square Payroll, or QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Patriot", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Patriot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Recommended**: OnPay, Patriot, Square Payroll, or QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Square Payroll", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Recommended**: OnPay, Patriot, Square Payroll, or QuickBooks Payroll"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|QuickBooks Payroll", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "QuickBooks Payroll (if already using QuickBooks)—transparent pricing"}, {"id": "mai-20260917-1752-baseline|c188-s6|xai-small|Payscale MarketPay", "prompt": "c188-s6", "model": "xai-small", "cat": "compensation-management", "variant": "negative", "raw": "Payscale MarketPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Start with simple tools like Salary.com or Payscale MarketPay before full platforms."}, {"id": "mai-20260917-1752-baseline|c188-s6|zai-small|Gusto", "prompt": "c188-s6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Use Gusto, ADP, and Paychex cautiously—they can work for some businesses, but they come with known limitations"}, {"id": "mai-20260917-1752-baseline|c188-s6|zai-small|ADP", "prompt": "c188-s6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unless you have a large payroll and dedicated HR staff, ADP is often not the right fit."}, {"id": "mai-20260917-1752-baseline|c188-s6|zai-small|Paychex", "prompt": "c188-s6", "model": "zai-small", "cat": "compensation-management", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rigid templates that can be difficult to adapt; Reported poor customer support in some reviews"}, {"id": "mai-20260917-1752-baseline|c189-l1|alibaba-small|Radford", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if we define \"Best\" by data relevance for B2B/Technology sectors, the answer is almost always **Radford**"}, {"id": "mai-20260917-1752-baseline|c189-l1|alibaba-small|Korn Ferry (Hay Group)", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry (Hay Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Korn Ferry is the leader in \"Job Architecture\"—the mapping of roles to titles."}, {"id": "mai-20260917-1752-baseline|c189-l1|alibaba-small|Mercer", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercer is arguably the largest player globally by sheer volume of participants."}, {"id": "mai-20260917-1752-baseline|c189-l1|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Balanced Alternative: Willis Towers Watson (WTW)"}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Mercer", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise-grade surveys, like Mercer and Radford, provide depth, validation, and board credibility."}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Radford", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise-grade surveys, like Mercer and Radford, provide depth, validation, and board credibility."}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Willis Towers Watson", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comparable alternatives worth evaluating for global enterprise needs"}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Korn Ferry", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "comparable alternatives worth evaluating for global enterprise needs"}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Culpepper", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "comparable alternatives worth evaluating for global enterprise needs"}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Payscale", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise teams should evaluate Payscale or Salary.com."}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Salary.com", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Salary.com CompAnalyst carry the largest US HR-reported datasets for broad coverage across industries"}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Pave", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Real-time platforms like Pave and Ravio pull benchmarks directly from HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c189-l1|anthropic-small|Ravio", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Real-time platforms like Pave and Ravio pull benchmarks directly from HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c189-l1|challenger-small|Mercer", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer is the safest enterprise-grade benchmark provider overall"}, {"id": "mai-20260917-1752-baseline|c189-l1|challenger-small|Ravio", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ravio is often the best choice for modern B2B tech companies that want fresher peer data"}, {"id": "mai-20260917-1752-baseline|c189-l1|challenger-small|Pave", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ravio** or **Pave** may be a better fit because they emphasize fresher, HRIS-linked market data"}, {"id": "mai-20260917-1752-baseline|c189-l1|challenger-small|Payscale", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large HR-reported dataset with AI-calculated cuts and deep benchmarks across industries and geographies"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Radford (Aon)", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Radford (Aon) is the best-fit primary provider"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Mercer", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for broad global/industry coverage"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for governance-heavy enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Korn Ferry", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for executive/leadership compensation"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Pave", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "great if you're a venture/growth-stage tech company with significant equity"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Carta Total Comp", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pave / Carta Total Comp — great if you're a venture/growth-stage tech company"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Ravio", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong for European tech"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Payscale", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "easier to use, mid-market friendly, automated job matching"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|Salary.com", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payscale / Salary.com — easier to use, mid-market friendly"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|ERI", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "ERI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "best for geographic/location differentials"}, {"id": "mai-20260917-1752-baseline|c189-l1|deepseek-small|SalaryCube", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "with a real-time platform (Pave, SalaryCube) for up-to-date market signals"}, {"id": "mai-20260917-1752-baseline|c189-l1|google-small|Radford (by Aon)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (by Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Radford is the undisputed \"gold standard\" for tech, SaaS, and life sciences."}, {"id": "mai-20260917-1752-baseline|c189-l1|google-small|Pave", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **Pave** to give your recruiters and hiring managers real-time, daily-refreshed data to win candidates"}, {"id": "mai-20260917-1752-baseline|c189-l1|google-small|Payscale MarketPay", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale MarketPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use an enterprise-wide tool like **Payscale MarketPay** to unify these different data sources"}, {"id": "mai-20260917-1752-baseline|c189-l1|google-small|Mercer", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Radford (Aon)** or **Mercer** to build your foundational job architecture"}, {"id": "mai-20260917-1752-baseline|c189-l1|google-small|WTW (Willis Towers Watson)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mercer and WTW have unparalleled global reach"}, {"id": "mai-20260917-1752-baseline|c189-l1|meta-small|Mercer", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Mercer - for global multinational depth"}, {"id": "mai-20260917-1752-baseline|c189-l1|meta-small|Radford", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Radford - for technology and life sciences"}, {"id": "mai-20260917-1752-baseline|c189-l1|meta-small|Payscale Insight", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Payscale Insight - for real-time US market data"}, {"id": "mai-20260917-1752-baseline|c189-l1|meta-small|Salary.com CompAnalyst", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Salary.com CompAnalyst - for accessible pricing with broad role coverage"}, {"id": "mai-20260917-1752-baseline|c189-l1|meta-small|Ficstar", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ficstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Ficstar - for custom data collection"}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Mercer", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Mercer**, **WTW**, or **Korn Ferry** for the most credible, defensible data"}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Mercer**, **WTW**, or **Korn Ferry** for the most credible, defensible data"}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Korn Ferry", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Mercer**, **WTW**, or **Korn Ferry** for the most credible, defensible data"}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Radford", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Particularly strong for technology and life sciences companies, which is relevant for many B2B SaaS companies."}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Payscale", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Payscale** or **Ravio** as complementary tools"}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Ravio", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Payscale** or **Ravio** as complementary tools"}, {"id": "mai-20260917-1752-baseline|c189-l1|minimax-small|Pave", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers real-time market data and is popular with growth-stage companies."}, {"id": "mai-20260917-1752-baseline|c189-l1|mistral-small|Mercer", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Mercer** is the top recommendation"}, {"id": "mai-20260917-1752-baseline|c189-l1|mistral-small|Aon", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aon** and **Deloitte** are also excellent choices"}, {"id": "mai-20260917-1752-baseline|c189-l1|mistral-small|Deloitte", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aon** and **Deloitte** are also excellent choices"}, {"id": "mai-20260917-1752-baseline|c189-l1|mistral-small|PwC", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides strong compensation benchmarking and total rewards strategy"}, {"id": "mai-20260917-1752-baseline|c189-l1|mistral-small|Korn Ferry", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Known for executive and broad-based compensation benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l1|moonshot-small|Radford (Aon)", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Radford is generally considered the gold standard"}, {"id": "mai-20260917-1752-baseline|c189-l1|moonshot-small|Mercer", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supplement with **Mercer** for corporate functions"}, {"id": "mai-20260917-1752-baseline|c189-l1|moonshot-small|WTW (Willis Towers Watson)", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Reach"}, {"id": "mai-20260917-1752-baseline|c189-l1|moonshot-small|Payscale", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-conscious but needs reliable data | **Payscale** or **Compensa**"}, {"id": "mai-20260917-1752-baseline|c189-l1|moonshot-small|Compensa", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Compensa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious but needs reliable data | **Payscale** or **Compensa**"}, {"id": "mai-20260917-1752-baseline|c189-l1|moonshot-small|Deloitte", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Needs consulting + data bundled | **Mercer**, **WTW**, or **Deloitte**"}, {"id": "mai-20260917-1752-baseline|c189-l1|openai-small|Aon's Radford McLagan Compensation Database (RMCD)", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon's Radford McLagan Compensation Database (RMCD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Aon’s Radford McLagan Compensation Database (RMCD)**"}, {"id": "mai-20260917-1752-baseline|c189-l1|openai-small|Mercer", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercer** is the safest alternative"}, {"id": "mai-20260917-1752-baseline|c189-l1|openai-small|Salary.com", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want **enterprise compensation software + market pricing workflows** in one platform"}, {"id": "mai-20260917-1752-baseline|c189-l1|openai-small|Payscale", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want a more **software-driven compensation intelligence platform**"}, {"id": "mai-20260917-1752-baseline|c189-l1|openai-small|WTW", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "partners with major survey publishers, including Aon/Radford, Mercer, and WTW"}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Radford (Aon)", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deep tech/B2B SaaS coverage; equity, LTI, and total comp; ... gold standard for tech enterprises."}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Mercer", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest global coverage (140+ countries)... Global non-tech? Mercer."}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises focused on global/regional trends and risk."}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Korn Ferry", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leadership/executive focus; strong on job architecture."}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Salary.com", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Reliable market data; analytics for bands/structures; high G2 ratings (4.4/5)."}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Glassdoor", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprises prioritize **validated, survey-based data** (not crowdsourced like Glassdoor"}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Pave", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pave or Ravio (HRIS-integrated, daily/quarterly data) for fast-growth B2B tech, but less \"enterprise-proven\" for very large orgs."}, {"id": "mai-20260917-1752-baseline|c189-l1|xai-small|Ravio", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Pave or Ravio (HRIS-integrated, daily/quarterly data) ... but less \"enterprise-proven\" for very large orgs."}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Mercer – Global Total Remuneration Survey (TRS)", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer – Global Total Remuneration Survey (TRS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **global, board-level reporting** with comprehensive total reward data: **Mercer** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Radford (Aon)", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **tech/life sciences** focus: **Radford** provides specialized, high-quality benchmarks."}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise governance and board acceptance** | Willis Towers Watson"}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Salary.com – CompAnalyst", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com – CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com CompAnalyst** is a strong choice."}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Payscale", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** US market data with accessible software tools"}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Ravio", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ravio** is highly effective."}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|Pave", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pave** delivers real-time market intelligence."}, {"id": "mai-20260917-1752-baseline|c189-l1|zai-small|SalaryCube", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**US-only real-time data** | SalaryCube"}, {"id": "mai-20260917-1752-baseline|c189-l2|alibaba-small|Mercer (Global Compensation Survey - GCS)", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer (Global Compensation Survey - GCS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Mercer or WTW if you are a traditional corporate entity needing a full-service approach"}, {"id": "mai-20260917-1752-baseline|c189-l2|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Mercer or WTW if you are a traditional corporate entity needing a full-service approach"}, {"id": "mai-20260917-1752-baseline|c189-l2|alibaba-small|Aon (Radford & Hay Group)", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon (Radford & Hay Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Aon (Radford) if you are a Technology/SaaS company competing for talent"}, {"id": "mai-20260917-1752-baseline|c189-l2|alibaba-small|Payscale", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Payscale if you want a modern platform, easy data visualization, and flexible pricing."}, {"id": "mai-20260917-1752-baseline|c189-l2|alibaba-small|Custom Survey Professionals", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Custom Survey Professionals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Niche Sales Roles or Specialized Industries"}, {"id": "mai-20260917-1752-baseline|c189-l2|anthropic-small|Mercer", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer, Radford, or Willis Towers Watson are established options for large global enterprises in regulated industries."}, {"id": "mai-20260917-1752-baseline|c189-l2|anthropic-small|Radford", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercer, Radford, or Willis Towers Watson are established options for large global enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l2|anthropic-small|Willis Towers Watson", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "WTW is known for highly detailed compensation surveys that help companies benchmark salaries"}, {"id": "mai-20260917-1752-baseline|c189-l2|anthropic-small|Pave", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **more current data**: Pave sources benchmarking data from 8,700+ companies via direct HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c189-l2|challenger-small|Mercer", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Mercer or WTW** for the primary enterprise benchmark source."}, {"id": "mai-20260917-1752-baseline|c189-l2|challenger-small|WTW (Willis Towers Watson) Rewards Data Intelligence", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson) Rewards Data Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Mercer or WTW** for the primary enterprise benchmark source."}, {"id": "mai-20260917-1752-baseline|c189-l2|challenger-small|Korn Ferry Pay", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add **Korn Ferry** if you want another global survey set for validation."}, {"id": "mai-20260917-1752-baseline|c189-l2|challenger-small|Radford", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "adding a **specialist dataset** like **Radford** if you have tech-heavy or fast-changing job families"}, {"id": "mai-20260917-1752-baseline|c189-l2|challenger-small|Salary.com", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large organizations wanting survey data plus software workflows"}, {"id": "mai-20260917-1752-baseline|c189-l2|challenger-small|Empsight", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Empsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers compensation surveys and pay-practices surveys in one place."}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Mercer Total Remuneration Survey (TRS) / Mercer WIN", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Total Remuneration Survey (TRS) / Mercer WIN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer TRS/WIN as your foundation, layered with Radford for tech and revenue roles"}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Radford (Aon)", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: A Combination of **Mercer + Radford (Aon)**"}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you need governance-heavy enterprise compensation and executive pay data."}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Korn Ferry", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for executive compensation (uses Hay methodology)."}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Culpepper", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Participation-discounted tech surveys—good value if you want to save money."}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Payscale / Salary.com", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale / Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically thinner on the deep enterprise/executive data a large company needs"}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|BLS OEWS (free)", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS OEWS (free)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not sufficient alone for enterprise-level benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|Pave", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use an aggregator platform (e.g., Mercer WIN, or a tool like Pave, CaptivateIQ, or SalaryCube)"}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|CaptivateIQ", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a tool like Pave, CaptivateIQ, or SalaryCube"}, {"id": "mai-20260917-1752-baseline|c189-l2|deepseek-small|SalaryCube", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a tool like Pave, CaptivateIQ, or SalaryCube"}, {"id": "mai-20260917-1752-baseline|c189-l2|google-small|Aon's Radford McLagan Compensation Database (RMCD)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon's Radford McLagan Compensation Database (RMCD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Radford is an absolute non-negotiable"}, {"id": "mai-20260917-1752-baseline|c189-l2|google-small|Payscale", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Utilize a compensation management platform like **Payscale MarketPay**"}, {"id": "mai-20260917-1752-baseline|c189-l2|google-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "License **WTW** or **Mercer** to establish your global job architecture"}, {"id": "mai-20260917-1752-baseline|c189-l2|google-small|Mercer Benchmark Database (MBD)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database (MBD)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "License **WTW** or **Mercer** to establish your global job architecture, leveling structure, and standard corporate pay bands."}, {"id": "mai-20260917-1752-baseline|c189-l2|google-small|The Alexander Group", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "The Alexander Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "premier consulting firm for sales compensation... vital supplement"}, {"id": "mai-20260917-1752-baseline|c189-l2|google-small|Salary.com CompAnalyst", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Utilize a compensation management platform like **Payscale MarketPay** or **Salary.com CompAnalyst**"}, {"id": "mai-20260917-1752-baseline|c189-l2|meta-small|Korn Ferry Pay", "prompt": "c189-l2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "reputable sources such as Korn Ferry Pay, Mercer, or Ravio"}, {"id": "mai-20260917-1752-baseline|c189-l2|meta-small|Mercer", "prompt": "c189-l2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "reputable sources such as Korn Ferry Pay, Mercer, or Ravio"}, {"id": "mai-20260917-1752-baseline|c189-l2|meta-small|Ravio", "prompt": "c189-l2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "reputable sources such as Korn Ferry Pay, Mercer, or Ravio"}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|Mercer Global Compensation Database", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Global Compensation Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Mercer** (or **WTW**) for the \"core\" dataset that covers the majority of your workforce."}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|Willis Towers Watson (WTW) \"General Industry Compensation Survey\"", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) \"General Industry Compensation Survey\"", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with the \"big two\" \\u2013 **Mercer Global Compensation Database** (or **WTW General Industry**) for the bulk of your workforce."}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|Radford Global Technology Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford Global Technology Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add **Radford** if you have a strong tech/product engineering component."}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|Korn Ferry Global Executive Compensation Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry Global Executive Compensation Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Layer **Korn\\u202fFerry** for exec & sales roles"}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|Option Impact Equity Benchmarking", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Option Impact Equity Benchmarking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Option\\u202fImpact** if you grant equity"}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|BLS Occupational Employment & Wage Statistics (OEWS)", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS Occupational Employment & Wage Statistics (OEWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use **BLS** as a baseline check."}, {"id": "mai-20260917-1752-baseline|c189-l2|minimax-small|LinkedIn Salary Insights", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "LinkedIn Salary Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Real\\u2011time, crowdsourced market movement; good for hot skills."}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Mercer Total Remuneration Survey (TRS)", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Total Remuneration Survey (TRS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Mercer TRS, WTW, and Aon Radford** as your core benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Willis Towers Watson (WTW) Global Compensation Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) Global Compensation Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Mercer TRS, WTW, and Aon Radford** as your core benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Aon (formerly Radford) Global Compensation Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon (formerly Radford) Global Compensation Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Mercer TRS, WTW, and Aon Radford** as your core benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Culpepper (now part of Aon)", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper (now part of Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "layer in **Radford Sales Comp** (if applicable) and **Culpepper** for tech roles"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|APEC (Association of Professional Executives of Canada) Compensation Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "APEC (Association of Professional Executives of Canada) Compensation Survey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Why:** Strong for Canadian operations, especially for executive and senior management roles."}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|ECA International", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ECA International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For global teams, add **ECA International**."}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Radford (now Aon) Sales Compensation Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (now Aon) Sales Compensation Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "this is the gold standard for sales comp benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Payscale", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "though less comprehensive for large enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Gartner", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Software/Tech:** Gartner, Stack Overflow, Hired\\u2019s Salary Calculator"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Stack Overflow", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Stack Overflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Software/Tech:** Gartner, Stack Overflow, Hired\\u2019s Salary Calculator"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Hired\\u2019s Salary Calculator", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Hired\\u2019s Salary Calculator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Software/Tech:** Gartner, Stack Overflow, Hired\\u2019s Salary Calculator"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|Kennedy Consulting Research", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Kennedy Consulting Research", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Consulting/Professional Services:** Kennedy Consulting Research, ALM Intelligence"}, {"id": "mai-20260917-1752-baseline|c189-l2|mistral-small|ALM Intelligence", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ALM Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Consulting/Professional Services:** Kennedy Consulting Research, ALM Intelligence"}, {"id": "mai-20260917-1752-baseline|c189-l2|moonshot-small|Mercer", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercer** – Best Overall for Large Enterprises ... **Primary:** **Mercer** or **Willis Towers Watson**"}, {"id": "mai-20260917-1752-baseline|c189-l2|moonshot-small|Radford (Aon)", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Secondary:** **Radford** if you have significant technical/professional roles"}, {"id": "mai-20260917-1752-baseline|c189-l2|moonshot-small|Willis Towers Watson", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Primary:** **Mercer** or **Willis Towers Watson** for your broad-based benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l2|moonshot-small|Korn Ferry", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Executive:** **Korn Ferry** for C-suite and senior leadership compensation"}, {"id": "mai-20260917-1752-baseline|c189-l2|openai-small|Mercer", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Mercer** or **WTW**. They're strong for global / enterprise benchmarking and broad job families."}, {"id": "mai-20260917-1752-baseline|c189-l2|openai-small|WTW (Willis Towers Watson)", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Mercer** or **WTW**"}, {"id": "mai-20260917-1752-baseline|c189-l2|openai-small|Korn Ferry", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Korn Ferry** as a complement"}, {"id": "mai-20260917-1752-baseline|c189-l2|openai-small|Aon Radford", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add **Aon Radford**. It's especially strong in technology and life sciences benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-l2|openai-small|SHRM benefits data", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM benefits data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use **SHRM benefits data** as a supplemental source, not your primary salary benchmark"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Mercer", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gold standard for large enterprises; covers 100+ countries with deep cuts by industry"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Radford (Aon)", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specializes in tech, life sciences, and high-growth B2B sectors; excels in sales comp"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for enterprise governance, exec comp, and broad functional roles"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Korn Ferry", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Executive and leadership focus using proprietary job evaluation (Hay method)"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|WorldatWork Salary Budget Survey & Data Center", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WorldatWork Salary Budget Survey & Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable for salary budgets, increases, and quick benchmarks (16,000+ jobs)"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Payscale", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "useful for spot-checks or non-participating access, but less granular for enterprise peers"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Salary.com", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "useful for spot-checks or non-participating access, but less granular for enterprise peers"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Pavilion GTM Benchmarks", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion GTM Benchmarks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Industry-Specific (if B2B SaaS/Tech): Pavilion GTM Benchmarks or Bridge Group for sales OTE/quota data"}, {"id": "mai-20260917-1752-baseline|c189-l2|xai-small|Bridge Group", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bridge Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pavilion GTM Benchmarks or Bridge Group for sales OTE/quota data"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|Mercer", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercer TRS or WTW Salary Surveys** - These traditional providers offer the most comprehensive data for large organizations"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mercer TRS or WTW Salary Surveys** - These traditional providers offer the most comprehensive data for large organizations"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|Aon", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Aon** - Industry-leading compensation surveys with extensive global coverage"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|Korn Ferry", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Korn Ferry** - Specialized compensation consulting with robust benchmarking data"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|Ficstar", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ficstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Secondary Recommendation:** **Ficstar** - Consider supplementing with real-time data"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|Compup.io", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Compup.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers salary survey data with focus on large enterprises and multinational companies"}, {"id": "mai-20260917-1752-baseline|c189-l2|zai-small|MRA (Manufacturing & Related Industries)", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "MRA (Manufacturing & Related Industries)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "2024 Benchmark Compensation Survey with state-specific data"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Gartner", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading IT benchmarking services include Gartner, Forrester, IDC, Omdia, KPMG, Deloitte, PwC, Accenture, Capgemini, and IBM Consulting."}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Forrester", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Forrester's onboarding centers on benchmarking design, data collection orchestration, and analyst-assisted interpretation"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|IDC", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IDC and Gartner fit scenarios where leadership needs external benchmark baselines"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Omdia", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Omdia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading IT benchmarking services include Gartner, Forrester, IDC, Omdia, KPMG"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|KPMG", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Forrester and KPMG emphasize variance and coverage so gaps can be quantified against benchmark logic."}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Deloitte", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deloitte's governance-to-strategy linkage is a standout strength for complex, cross-department comparisons."}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|PwC", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PwC and EY produce audit-friendly summaries with methodology documentation and data lineage notes"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Accenture", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Accenture fits large multi-business-unit needs where benchmarking must map into measurable delivery outcomes."}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Capgemini", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Capgemini", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "include Gartner, Forrester, IDC, Omdia, KPMG, Deloitte, PwC, Accenture, Capgemini, and IBM Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|IBM Consulting", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IBM Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Accenture, Capgemini, and IBM Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|EY", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PwC and EY produce audit-friendly summaries with methodology documentation"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Bain & Company", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Bain & Company and Boston Consulting Group also support executive-grade benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|anthropic-small|Boston Consulting Group", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Bain & Company and Boston Consulting Group also support executive-grade benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Deloitte", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best when benchmarking must directly feed an execution roadmap, not just a scorecard."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|PwC", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for large-enterprise comparisons that need structured stakeholder alignment."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|KPMG", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often positioned as a top-tier generalist alongside PwC and BCG."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Bain & Company", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Peer comparisons that support decision-making"}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|BCG", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when benchmarking is used to reshape strategy, not only operations."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Kearney", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kearney", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often used when the goal is operational comparison rather than board-level strategy."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Gartner", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for IT leadership needing externally benchmarked evidence and documentation."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Computer Economics", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More budget-minded and narrower than consulting-led enterprise firms."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Guidehouse", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong in sector-specific benchmarking, especially utilities."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|The Hackett Group", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Hackett Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Particularly strong where process metrics and peer operating practices matter."}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|Kantar", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "more relevant for market-research use cases than general enterprise transformation"}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|NielsenIQ", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "more relevant for market-research use cases than general enterprise transformation"}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|GfK", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "more relevant for market-research use cases than general enterprise transformation"}, {"id": "mai-20260917-1752-baseline|c189-l3|challenger-small|IRI", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "more relevant for market-research use cases than general enterprise transformation"}, {"id": "mai-20260917-1752-baseline|c189-l3|deepseek-small|Salary.com CompAnalyst", "prompt": "c189-l3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com CompAnalyst** | Compensation and benefits benchmarking. | Job-level salary surveys and pay structure analysis. Cheap, fast, and highly specific to HR pay decisions."}, {"id": "mai-20260917-1752-baseline|c189-l3|deepseek-small|Revelio Labs", "prompt": "c189-l3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Revelio Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workforce intelligence and human capital benchmarking. | Aggregates **hundreds of millions of public employment records** to benchmark hiring, attrition, skills"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|Deloitte Consulting", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte Consulting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deloitte is often considered the best overall choice due to its comprehensive services and high scores across various criteria."}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|Bain & Company", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade benchmarking providers include Deloitte Consulting, Bain & Company, Boston Consulting Group (BCG)"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top providers include PwC, KPMG, and BCG, which offer a range of benchmarking services."}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|KPMG Advisory", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG Advisory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top providers include PwC, KPMG, and BCG"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|PwC Advisory", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC Advisory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other top providers include PwC, KPMG, and BCG"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|EY Advisory", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY Advisory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EY Advisory, A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|A.T. Kearney", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "A.T. Kearney", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EY Advisory, A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|IMD", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|Guidehouse", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|meta-small|PA Consulting", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PA Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Guidehouse, and PA Consulting"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Deloitte Consulting", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte Consulting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Deloitte Consulting** (Score: 9.2-9.5/10)\n- **Best for**: Enterprise-scale transformation planning and strategy diagnostics"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|PwC Advisory", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC Advisory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Multi-function benchmarking with implementation-grade insights"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Large enterprises running transformation programs across multiple functions"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|KPMG Advisory", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG Advisory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Enterprises needing documented benchmarking for governance and audit purposes"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|EY Advisory", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY Advisory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: IT benchmarking and technology-driven performance comparisons"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Bain & Company", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Peer economics tied to implementation decisions"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|McKinsey & Company", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Leadership needing peer-comparable evidence for capacity decisions"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Gartner", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gartner/Forrester/IDC**: Best for IT and technology benchmarking with research-backed frameworks"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Forrester", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Gartner/Forrester/IDC**: Best for IT and technology benchmarking with research-backed frameworks"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|IDC", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Gartner/Forrester/IDC**: Best for IT and technology benchmarking with research-backed frameworks"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Computer Economics", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for IT spending and staffing baselines (budget-friendly option)"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|NielsenIQ", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**NielsenIQ, Kantar, IRI, GK**: Best for market, retail, and shopper benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|Kantar", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**NielsenIQ, Kantar, IRI, GK**: Best for market, retail, and shopper benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|IRI", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**NielsenIQ, Kantar, IRI, GK**: Best for market, retail, and shopper benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|GK", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**NielsenIQ, Kantar, IRI, GK**: Best for market, retail, and shopper benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|minimax-small|IMD", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**IMD**: Best for leadership-led management practice comparisons"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|Deloitte", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deloitte** is frequently cited as the best overall, excelling in structured, cross-functional corporate benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|PwC", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PwC** and **KPMG** are also top-tier, with PwC noted for high-value deliverables"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|EY", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EY** and **Accenture** are strong in IT and digital transformation benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|KPMG", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KPMG praised for its robust benchmarking frameworks and industry-specific insights"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|Bain & Company", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "preferred for peer economics and implementation-focused benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bain & Company** and **BCG** are preferred for peer economics and implementation-focused benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|McKinsey & Company", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey & Company", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "highly regarded but sometimes ranked slightly lower in benchmarking-specific evaluations"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|Accenture", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**EY** and **Accenture** are strong in IT and digital transformation benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|Gartner", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialist providers** like Gartner (IT research and governance)"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|Computer Economics", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Computer Economics (IT spending and staffing)"}, {"id": "mai-20260917-1752-baseline|c189-l3|mistral-small|IMD", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "IMD (leadership and management practices) cater to more niche benchmarking needs"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|Gartner", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need peer comparisons for planning?** → Gartner"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|Forrester", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wave reports, customer experience focus, practical frameworks"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|IDC", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong quantitative data and technology market forecasting"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|The Hackett Group", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Hackett Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need process improvement with best practices?** → Hackett Group"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|APQC", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need cross-functional standardized metrics?** → APQC"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|Computer Economics", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need IT spending/staffing baselines?** → Computer Economics"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|Deloitte", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when leadership needs benchmark reporting tied to remediation decisions"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|EY", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong audit and compliance integration"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|KPMG", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Need audit-defensible benchmarking?** → KPMG or Big Four"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|Accenture", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong technology execution capabilities"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|McKinsey/BCG/Bain (MBB)", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey/BCG/Bain (MBB)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "High-level strategic insights; premium pricing; focus on C-suite decisions"}, {"id": "mai-20260917-1752-baseline|c189-l3|moonshot-small|TSIA", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "TSIA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Most specialized:** Computer Economics (IT-only), TSIA (technology services)"}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Gartner", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need to benchmark your org's performance? Start with **Gartner diagnostics**."}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Forrester", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need to compare vendors? Start with **Forrester Wave** or **Gartner Peer Insights**."}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Gartner Peer Insights", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner Peer Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner Peer Insights provides verified ratings, reviews, and side-by-side comparisons for enterprise tech products."}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Klue", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples historically covered by Forrester in this category include **Klue, Crayon, Kompyte, Digimind, and others**."}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Crayon", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Crayon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include **Klue, Crayon, Kompyte, Digimind, and others**"}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Kompyte", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kompyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include **Klue, Crayon, Kompyte, Digimind, and others**"}, {"id": "mai-20260917-1752-baseline|c189-l3|openai-small|Digimind", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Digimind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include **Klue, Crayon, Kompyte, Digimind, and others**"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|Deloitte", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deloitte** (often ranked #1 overall)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|PwC", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PwC / KPMG / EY** (Big Four peers, top 5 consistently)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|KPMG", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rankings vary by source (e.g., Deloitte tops general/corporate; KPMG for regulated IT)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|EY", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PwC / KPMG / EY** (Big Four peers, top 5 consistently)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|BCG", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BCG / Bain & Company / McKinsey** (strategy consultancies, top 3-5)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|Bain & Company", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strategy consultancies, top 3-5"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|McKinsey", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**BCG / Bain & Company / McKinsey** (strategy consultancies, top 3-5)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|Gartner", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Focus**: IT-specific (spending, staffing, maturity); largest IT metrics database."}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|IDC", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "IDC for detailed market insights"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|Forrester", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Forrester for frameworks and CX Index"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|APQC", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "World's largest validated process database; self-service assessments"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|ISG (Information Services Group)", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "ISG (Information Services Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Real-time market intelligence from contract data; rate card/TCO benchmarks."}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|Computer Economics (Avasant)", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics (Avasant)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Budget-friendly, granular metrics for CIOs (e.g., IT as % revenue)."}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|NielsenIQ/IRI/Kantar", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ/IRI/Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Other notables: Market research like **NielsenIQ/IRI/Kantar** (consumer/brand/category performance)"}, {"id": "mai-20260917-1752-baseline|c189-l3|xai-small|IMD", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "niche like **IMD** (leadership practices)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|Deloitte", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deloitte** (end‑to‑end benchmarking‑to‑action)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|PwC", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**PwC** (audit‑rooted rigor)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|KPMG", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**KPMG** (IT & regulated‑industry focus)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|EY (Ernst & Young)", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY (Ernst & Young)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**EY (Ernst & Young)** | Enterprise‑wide performance analytics"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|McKinsey", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**McKinsey** (strategy‑only focus)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|BCG", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BCG** (operating‑model translation)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|Bain", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Bain** (peer economics & implementation)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|Gartner", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gartner** (IT metrics database)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|Computer Economics", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Computer Economics** (hands‑on benchmark design)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|IDC", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**IDC** (market research focus)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|IMD", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**IMD** (executive guidance focus)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|NielsenIQ", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**NielsenIQ** or **Kantar** (panel & shopper data)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|Kantar", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**NielsenIQ** or **Kantar** (panel & shopper data)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|GfK", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**IRI** or **GfK** (retail & panel data)"}, {"id": "mai-20260917-1752-baseline|c189-l3|zai-small|IRI", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**IRI** or **GfK** (retail & panel data)"}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|Glassdoor", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should look away from \"Per-Report\" models (like Glassdoor/Indeed basic tools)"}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|Indeed", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "look away from \"Per-Report\" models (like Glassdoor/Indeed basic tools)"}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|Salary.com", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "widely considered the best fit for organizations specifically prioritizing predictable pricing"}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|OptionHR", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "OptionHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with a demo request from **Salary.com** or **OptionHR**."}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|PayScale", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "While PayScale has faced challenges recently, their **Employment Solutions** division still powers many large enterprises."}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|Mercer", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are expensive. However... the price is **highly predictable**."}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The data is unmatched for specialized niches."}, {"id": "mai-20260917-1752-baseline|c189-l4|alibaba-small|Aon (Radford)", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon (Radford)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mercer/Radford will require a discovery call and months to negotiate a fixed price"}, {"id": "mai-20260917-1752-baseline|c189-l4|anthropic-small|Payscale", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale** is particularly strong for enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l4|anthropic-small|Salary.com", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For enterprise teams, Payscale and Salary.com are recommended"}, {"id": "mai-20260917-1752-baseline|c189-l4|anthropic-small|Mercer", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mercer is ideal for multinational organisations ... However, salary surveys typically cost between $10-$30k per year."}, {"id": "mai-20260917-1752-baseline|c189-l4|anthropic-small|Willis Towers Watson", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for large enterprises in regulated industries"}, {"id": "mai-20260917-1752-baseline|c189-l4|challenger-small|Mercer", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer is the clearest default choice for large multinational organizations needing broad global benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-l4|challenger-small|Ravio", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority were *real-time data* or tech-heavy roles, vendors like **Ravio** or **Comprehensive.io** may be better operational fits"}, {"id": "mai-20260917-1752-baseline|c189-l4|challenger-small|Comprehensive.io", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendors like **Ravio** or **Comprehensive.io** may be better operational fits"}, {"id": "mai-20260917-1752-baseline|c189-l4|challenger-small|Radford", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mercer vs Radford vs Payscale vs Salary.com vs Ravio"}, {"id": "mai-20260917-1752-baseline|c189-l4|challenger-small|Payscale", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mercer vs Radford vs Payscale vs Salary.com vs Ravio"}, {"id": "mai-20260917-1752-baseline|c189-l4|challenger-small|Salary.com", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mercer vs Radford vs Payscale vs Salary.com vs Ravio"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Pave", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For \"thousands of users,\" this is the **least predictable**... shortlist **Pave**, but expect cost to rise with every hire."}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Ravio", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-employee/per-seat SaaS platforms — Pave, Ravio, OpenComp... this is the **least predictable**"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|OpenComp", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "OpenComp per-employee charges"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Payscale MarketPay", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale MarketPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cost scales linearly with headcount"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Lattice Compensate", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cost scales linearly with headcount"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Mercer", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Mercer** is the strongest fit for a large company that needs audited, board-defensible data and **flat-cost predictability**."}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Korn Ferry", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best if you need Hay job architecture and executive depth, but enterprise packages commonly exceed $100K/yr"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Willis Towers Watson", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for global/multinational governance needs"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Radford (Aon)", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best for tech and life-sciences sectors"}, {"id": "mai-20260917-1752-baseline|c189-l4|deepseek-small|Culpepper", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Traditional survey providers with flat annual licensing — Mercer, Korn Ferry, Willis Towers Watson, Radford (Aon), Culpepper"}, {"id": "mai-20260917-1752-baseline|c189-l4|google-small|Pave (Market Data Pro)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Pro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Pave** for its seamless, real-time data and true unlimited-user platform"}, {"id": "mai-20260917-1752-baseline|c189-l4|google-small|Compa (Compa Index & Compa Connect)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Compa (Compa Index & Compa Connect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to **democratize data directly to recruiters** in their ATS or Slack with a flat enterprise budget, go with **Compa**"}, {"id": "mai-20260917-1752-baseline|c189-l4|google-small|Mercer", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mercer and Compa launched a strategic alliance**"}, {"id": "mai-20260917-1752-baseline|c189-l4|google-small|Salary.com (SalaryIQ with CompXL)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (SalaryIQ with CompXL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "go with **Salary.com's SalaryIQ/CompXL** enterprise packages"}, {"id": "mai-20260917-1752-baseline|c189-l4|google-small|Aon Radford", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low (Piecemeal, per-dataset/consulting fees) | **Strict limits** (High premiums for extra seats)"}, {"id": "mai-20260917-1752-baseline|c189-l4|google-small|WTW", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lag-heavy annual employer surveys | Low (Piecemeal, per-dataset/consulting fees) | **Strict limits**"}, {"id": "mai-20260917-1752-baseline|c189-l4|meta-small|Ravio", "prompt": "c189-l4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top providers mentioned include Ravio, World Metrics, and other compensation benchmarking companies"}, {"id": "mai-20260917-1752-baseline|c189-l4|meta-small|World Metrics", "prompt": "c189-l4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "World Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top providers mentioned include Ravio, World Metrics, and other compensation benchmarking companies"}, {"id": "mai-20260917-1752-baseline|c189-l4|minimax-small|Pave", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Pave** (if you want PEPM clarity)"}, {"id": "mai-20260917-1752-baseline|c189-l4|minimax-small|Mercer", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or negotiating hard with **Mercer/Radford** for an enterprise flat-fee agreement"}, {"id": "mai-20260917-1752-baseline|c189-l4|minimax-small|Radford", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly respected for tech compensation but expensive"}, {"id": "mai-20260917-1752-baseline|c189-l4|minimax-small|Willis Towers Watson", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Annual licensing, but scope-dependent"}, {"id": "mai-20260917-1752-baseline|c189-l4|minimax-small|OpenComp", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Combines base platform fee with headcount-based pricing"}, {"id": "mai-20260917-1752-baseline|c189-l4|minimax-small|Workday", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like Pave or Workday offer modules that may be more cost-effective"}, {"id": "mai-20260917-1752-baseline|c189-l4|mistral-small|Mercer", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer, Radford (Aon), Willis Towers Watson, and Korn Ferry are the top choices"}, {"id": "mai-20260917-1752-baseline|c189-l4|mistral-small|Radford (Aon)", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercer, Radford (Aon), Willis Towers Watson, and Korn Ferry are the top choices"}, {"id": "mai-20260917-1752-baseline|c189-l4|mistral-small|Willis Towers Watson", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Mercer, Radford (Aon), Willis Towers Watson, and Korn Ferry are the top choices"}, {"id": "mai-20260917-1752-baseline|c189-l4|mistral-small|Korn Ferry", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mercer, Radford (Aon), Willis Towers Watson, and Korn Ferry are the top choices"}, {"id": "mai-20260917-1752-baseline|c189-l4|mistral-small|SalaryCube", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "newer platforms like SalaryCube (daily updates) or Payscale may be worth considering, though their pricing models may differ"}, {"id": "mai-20260917-1752-baseline|c189-l4|mistral-small|Payscale", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "newer platforms like SalaryCube (daily updates) or Payscale may be worth considering, though their pricing models may differ"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Pave (Market Data Pro)", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Pro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave's Market Data Pro** or **Salary.com CompAnalyst** are your strongest options"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Salary.com CompAnalyst", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave's Market Data Pro** or **Salary.com CompAnalyst** are your strongest options"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Figures", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Enterprises with Unlimited Seats"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Compa", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Compa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Real-Time Offer & Equity Data ... may have usage-based elements at scale"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Radford (Aon)", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Providers to Avoid for \"Predictable Total Cost\" ... Custom pricing $15K–$80K+; participation requirements"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Mercer", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Providers to Avoid ... consultancy-first model with variable costs"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Willis Towers Watson", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Similar to Mercer — enterprise consultancy pricing, less transparent"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Payscale", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "~$27K/year average but tiered/custom plans; seat-based add-ons possible"}, {"id": "mai-20260917-1752-baseline|c189-l4|moonshot-small|Levels.fyi", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Seat-based pricing ($800–$4,000/month tiers); limited to 8 licenses on Premium"}, {"id": "mai-20260917-1752-baseline|c189-l4|openai-small|Mercer’s TRS / TAAP+", "prompt": "c189-l4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer’s TRS / TAAP+", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Mercer’s TRS / TAAP+ enterprise membership model**"}, {"id": "mai-20260917-1752-baseline|c189-l4|openai-small|Aon Radford", "prompt": "c189-l4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best alternative, especially for tech/life sciences and broader rewards analytics:** **Aon Radford**"}, {"id": "mai-20260917-1752-baseline|c189-l4|openai-small|Salary.com", "prompt": "c189-l4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "short vendor comparison table** for Mercer vs Aon Radford vs Salary.com"}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Radford (Aon)", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Radford (Aon)** for most large/tech-focused companies—robust for thousands of users"}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Mercer", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If Broader/Regulated: Mercer or WTW** for global breadth."}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Willis Towers Watson (WTW)", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If Broader/Regulated: Mercer or WTW** for global breadth."}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Salary.com (CompAnalyst)", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Modular subscription; some seat-based elements possible, less unlimited than surveys."}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Payscale (MarketPay)", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale (MarketPay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-employee/module scaling; less predictable for 1000s of users."}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Ravio", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better for SMBs but risky for large-scale predictability"}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Pave", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pave $8–$20/emp/mo can balloon"}, {"id": "mai-20260917-1752-baseline|c189-l4|xai-small|Lattice", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "e.g., Lattice at $6/user/mo or Pave $8–$20/emp/mo can balloon."}, {"id": "mai-20260917-1752-baseline|c189-l4|zai-small|Mercer", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why you should avoid traditional providers (Mercer, Radford, Willis Towers Watson)"}, {"id": "mai-20260917-1752-baseline|c189-l4|zai-small|Radford", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why you should avoid traditional providers (Mercer, Radford, Willis Towers Watson)"}, {"id": "mai-20260917-1752-baseline|c189-l4|zai-small|Pave", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pave** is the best choice due to its transparent per-employee pricing model"}, {"id": "mai-20260917-1752-baseline|c189-l4|zai-small|OpenComp", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Strong Runner-Up: OpenComp"}, {"id": "mai-20260917-1752-baseline|c189-l4|zai-small|Willis Towers Watson", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why you should avoid traditional providers (Mercer, Radford, Willis Towers Watson)"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Mercer", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional survey giants | Mercer, Radford (Aon), WTW, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Radford (Aon)", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional survey giants | Mercer, Radford (Aon), WTW, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|WTW", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional survey giants | Mercer, Radford (Aon), WTW, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Korn Ferry", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traditional survey giants | Mercer, Radford (Aon), WTW, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Ravio", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time integration platforms | Ravio, Pave, SalaryCube, Compa"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Pave", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Real-time integration platforms | Ravio, Pave, SalaryCube, Compa"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|SalaryCube", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Real-time integration platforms | Ravio, Pave, SalaryCube, Compa"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Compa", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Compa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Real-time integration platforms | Ravio, Pave, SalaryCube, Compa"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Payscale (CompAnalyst)", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Aggregator platforms | Payscale (CompAnalyst), Brightmine | Mid-market breadth; self-serve | Data can vary in freshness/quality"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Brightmine", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Brightmine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Aggregator platforms | Payscale (CompAnalyst), Brightmine"}, {"id": "mai-20260917-1752-baseline|c189-l5|deepseek-small|Beqom", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Hybrid (consulting + tool) | Mercer + CompAnalyst, Radford + Beqom"}, {"id": "mai-20260917-1752-baseline|c189-l5|google-small|Mercer", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Traditional surveys (Radford, Mercer) are slower but offer highly vetted, rigorously audited data preferred by Board Compensation Committees."}, {"id": "mai-20260917-1752-baseline|c189-l5|google-small|Radford/Aon", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford/Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "are they an established player (like Mercer, Radford/Aon, or WTW)?"}, {"id": "mai-20260917-1752-baseline|c189-l5|google-small|WTW", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "are they an established player (like Mercer, Radford/Aon, or WTW)?"}, {"id": "mai-20260917-1752-baseline|c189-l5|google-small|Pave", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If they are a newer startup (e.g., Pave, Figures, Eqtble), your procurement team will want to assess their platform stability and long-term viability."}, {"id": "mai-20260917-1752-baseline|c189-l5|google-small|Figures", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If they are a newer startup (e.g., Pave, Figures, Eqtble), your procurement team will want to assess their platform stability and long-term viability."}, {"id": "mai-20260917-1752-baseline|c189-l5|google-small|Eqtble", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Eqtble", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If they are a newer startup (e.g., Pave, Figures, Eqtble), your procurement team will want to assess their platform stability and long-term viability."}, {"id": "mai-20260917-1752-baseline|c189-l5|moonshot-small|Salary.com", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "these providers are commonly evaluated for large enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l5|moonshot-small|Mercer", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global benchmarks + advisory | Defensible survey methodology"}, {"id": "mai-20260917-1752-baseline|c189-l5|moonshot-small|Aon", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Aon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Complex enterprise structures | Deep analytics, robust governance controls"}, {"id": "mai-20260917-1752-baseline|c189-l5|moonshot-small|Payscale", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global workforces | 55+ countries, sophisticated salary band modeling"}, {"id": "mai-20260917-1752-baseline|c189-l5|moonshot-small|Ravio", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time benchmarking | HRIS-connected live data, SOC 2 Type II + ISO 27001"}, {"id": "mai-20260917-1752-baseline|c189-l5|xai-small|Payscale", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5: Payscale/Salary.com (broad US coverage, strong compliance)"}, {"id": "mai-20260917-1752-baseline|c189-l5|xai-small|Salary.com", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3-5: Payscale/Salary.com (broad US coverage, strong compliance)"}, {"id": "mai-20260917-1752-baseline|c189-l5|xai-small|Radford/Aon", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford/Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Radford (tech/life sciences)"}, {"id": "mai-20260917-1752-baseline|c189-l5|xai-small|Mercer", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mercer (global enterprise)"}, {"id": "mai-20260917-1752-baseline|c189-l5|xai-small|Pave", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors like Salary.com, Pave confirm SOC 2 Type II + SSO"}, {"id": "mai-20260917-1752-baseline|c189-l5|xai-small|WTW", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prioritize vendors that scale for large orgs (e.g., Payscale, Salary.com, Radford/Aon, Mercer, Pave, WTW)"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Mercer", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you must be extremely cautious when negotiating with them"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach the \"Oligopoly\" with Caution (Pricing Risks)"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Aon", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Aon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These firms are expensive and may use aggressive sales tactics."}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Hays", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Hays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Who: Mercer, Willis Towers Watson (WTW), Aon, and Hays. The Risk: ... probes into compensation consulting firms"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Robert Half", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Robert Half", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not use general HR benchmarks (like generic Robert Half or Michael Page) to determine pay for highly specialized roles"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Michael Page", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Michael Page", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not use general HR benchmarks (like generic Robert Half or Michael Page)"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Glassdoor", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "relying entirely on free tools or scraping Glassdoor/Payscale for internal decision-making is a strategic error"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Payscale", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Payscale (for high-complexity executive roles). Why to avoid: These platforms often suffer from \"self-selection bias.\""}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Indeed", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "The Vendor: Indeed/Glassdoor (when used as a primary data source)"}, {"id": "mai-20260917-1752-baseline|c189-l6|alibaba-small|Radford", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "The Safe Bet: For specific industries (like Tech or Insurance), use a specialist like Radford"}, {"id": "mai-20260917-1752-baseline|c189-l6|deepseek-small|Oracle", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Oracle's database scalability claims exceeded independent tests by ~25% under real enterprise loads."}, {"id": "mai-20260917-1752-baseline|c189-l6|deepseek-small|Gartner", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprises should be cautious when using their **rankings as benchmarks** for procurement"}, {"id": "mai-20260917-1752-baseline|c189-l6|deepseek-small|Forrester", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Large analyst firms like **Gartner and Forrester** dominate vendor evaluation ... cautious when using their **rankings as benchmarks**"}, {"id": "mai-20260917-1752-baseline|c189-l6|deepseek-small|TPC", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TPC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prefer audited results** \\u2014 e.g., TPC-style databases with mandatory pricing/TCO disclosures"}, {"id": "mai-20260917-1752-baseline|c189-l6|deepseek-small|SPEC", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SPEC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "community-run rules (like SPEC)"}, {"id": "mai-20260917-1752-baseline|c189-l6|google-small|Radford", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional Legacy Surveys (e.g., Radford, Korn Ferry, Mercer): While legally defensible, traditional salary surveys are slow."}, {"id": "mai-20260917-1752-baseline|c189-l6|google-small|Korn Ferry", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional salary surveys are slow... this data is often 6 to 12 months out of date by the time you read it"}, {"id": "mai-20260917-1752-baseline|c189-l6|google-small|Mercer", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional Legacy Surveys (e.g., Radford, Korn Ferry, Mercer): ... slow. They are typically compiled once or twice a year using manual, spreadsheet-based employer submissions."}, {"id": "mai-20260917-1752-baseline|c189-l6|google-small|Ravio", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose hybrid modern providers (such as Ravio, Figures, or Pave) that securely ingest live, real-time payroll data directly from employer HRIS systems"}, {"id": "mai-20260917-1752-baseline|c189-l6|google-small|Figures", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Figures", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose hybrid modern providers (such as Ravio, Figures, or Pave) that securely ingest live, real-time payroll data"}, {"id": "mai-20260917-1752-baseline|c189-l6|google-small|Pave", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose hybrid modern providers (such as Ravio, Figures, or Pave) ... utilizing standardized, objective job-leveling frameworks"}, {"id": "mai-20260917-1752-baseline|c189-l6|meta-small|Deloitte", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deloitte being the strongest fit for those requiring compliance-grade benchmarking traceability and measurement governance"}, {"id": "mai-20260917-1752-baseline|c189-l6|meta-small|Computer Economics", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Computer Economics is recommended for capacity and performance decisions"}, {"id": "mai-20260917-1752-baseline|c189-l6|meta-small|KPMG", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KPMG is suitable for regulated organizations needing audit-ready approval trails"}, {"id": "mai-20260917-1752-baseline|c189-l6|meta-small|Gartner", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gartner is also mentioned as a stronger choice for leadership seeking interpreted peer comparisons for planning"}, {"id": "mai-20260917-1752-baseline|c189-l6|minimax-small|Agri Stats", "prompt": "c189-l6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Agri Stats", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Agri Stats** – DOJ antitrust case (agriculture)."}, {"id": "mai-20260917-1752-baseline|c189-l6|minimax-small|STR (Smith Travel Research)", "prompt": "c189-l6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "STR (Smith Travel Research)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**STR** – hotel‑rate benchmark lawsuit."}, {"id": "mai-20260917-1752-baseline|c189-l6|minimax-small|Optimal Blue", "prompt": "c189-l6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Optimal Blue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Optimal Blue** – mortgage‑rate data sharing allegations."}, {"id": "mai-20260917-1752-baseline|c189-l6|mistral-small|Chatbot Arena", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Chatbot Arena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms that rely on unpaid volunteers or crowdsourced evaluations (e.g., Chatbot Arena) have been criticized for serious flaws in methodology"}, {"id": "mai-20260917-1752-baseline|c189-l6|mistral-small|BAPCo", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BAPCo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "AMD accused BAPCo (a consortium involving Intel) of cheating with Sysmark benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-l6|mistral-small|Deloitte", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize benchmarking providers with strong reputations for independence... such as those affiliated with major consulting firms (e.g., Deloitte, KPMG, Bain)"}, {"id": "mai-20260917-1752-baseline|c189-l6|mistral-small|KPMG", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as those affiliated with major consulting firms (e.g., Deloitte, KPMG, Bain)"}, {"id": "mai-20260917-1752-baseline|c189-l6|mistral-small|Bain", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as those affiliated with major consulting firms (e.g., Deloitte, KPMG, Bain)"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|Gartner", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pay-to-play allegations... Conflict of interest: Gartner derives significant revenue from vendors (estimated 60-70% of income), creating inherent bias"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|IDC (International Data Corporation)", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IDC (International Data Corporation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Systematic vendor bias... Revenue dependency: Vendor revenue reportedly comprises 60-70% of total income, corrupting objectivity"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|Forrester", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar business model concerns as Gartner and IDC... Less suited for teams needing rapid, self-serve benchmark runs"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|Benchmark / benchmark.co.com", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark / benchmark.co.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Types of Providers to Avoid Entirely... FCA warning: not authorized to provide financial services"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|Benchmark Consulting Group LLC", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark Consulting Group LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Operating without proper authorization"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|Transparency Market Research", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Transparency Market Research", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Firms like Transparency Market Research and MarketsandMarkets that publish thousands of reports without genuine research depth"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|MarketsandMarkets", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "MarketsandMarkets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "publish thousands of reports without genuine research depth"}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|MarketResearch.com", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "MarketResearch.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "turned major distributors (MarketResearch.com, ResearchandMarkets.com) into \"unmanageable piles of garbage\""}, {"id": "mai-20260917-1752-baseline|c189-l6|moonshot-small|ResearchandMarkets.com", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ResearchandMarkets.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "turned major distributors (MarketResearch.com, ResearchandMarkets.com) into \"unmanageable piles of garbage\""}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Oracle", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Vendor-Self-Published Benchmarks (e.g., software/hardware makers like Oracle...): Often \"benchmark washing\"—cherry-picked configs"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Meta's Llama AI benchmarks", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Meta's Llama AI benchmarks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Providers/Types to **Avoid** (High Risk of Misleading Results) ... Meta's Llama AI benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Forrester", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Analyst Houses (Gartner, Forrester): Useful for framing ... but criticized for subjective scoring, vendor influence, and lack of granular telemetry"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Hackett Group", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Hackett Group", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Over-Reliance on \"Best Practices\" Copiers (e.g., indiscriminate use of Hackett Group surveys for non-commodity processes)"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Delve", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Delve", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "AI-driven compliance/benchmarks like Delve faced fabrication allegations (leaked unaudited reports)"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Deloitte", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer Alternatives: Reputable options like Deloitte (for transformation)"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|PwC", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PwC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "cons include high setup burden, long cycles, data normalization demands, and consulting-heavy outputs"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Bain", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Big Consulting Firms (Deloitte, PwC, Bain) ... overkill for narrow metrics"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Gartner", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "criticized for subjective scoring, vendor influence, and lack of granular telemetry. Not ideal for self-serve or rapid iteration"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Ravio", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Traditional Salary/Comp Surveys: Outdated manual data, poor job-matching, limited validation (vs. real-time HRIS integrators like Ravio)"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|Computer Economics", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Safer Alternatives: ... Computer Economics (IT baselines)"}, {"id": "mai-20260917-1752-baseline|c189-l6|xai-small|APQC", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "APQC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or APQC (if process-focused)—but always cross-verify with internal pilots"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|Deloitte", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be cautious about using them for simple internal benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|Bain", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "give top scores to firms like Deloitte and Bain, large enterprises should be cautious about using them for simple internal benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|BCG", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BCG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they carry specific risks for large enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|KPMG", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Example to Avoid:** **KPMG (Specific Contexts).**"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|EY", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "EY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they carry specific risks for large enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|PwC", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PwC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they carry specific risks for large enterprises"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|Computer Economics", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For simple needs, look for **specialist data vendors** (like Computer Economics or Gartner)"}, {"id": "mai-20260917-1752-baseline|c189-l6|zai-small|Gartner", "prompt": "c189-l6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for **specialist data vendors** (like Computer Economics or Gartner) rather than generalist consultancies"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|Mercer", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy giants like Mercer, Radford (Korn Ferry), and WTW dominate the Fortune 500, they are often cost-prohibitive for mid-market firms"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|Radford (Korn Ferry)", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Korn Ferry)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often cost-prohibitive for mid-market firms"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|WTW", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often cost-prohibitive for mid-market firms"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|Payscale", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best All-In-One Solution: **Payscale**"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|Payfactors", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best \"Hybrid\" Strategy: **Payfactors**"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|Pave", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It integrates well with **Pave**, a popular tool for real-time offer verification."}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|SalaryCube", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best for Real-Time Agility: **SalaryCube**"}, {"id": "mai-20260917-1752-baseline|c189-m1|alibaba-small|Salary.com", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Best for Fast Deployment & Budget: **Salary.com**"}, {"id": "mai-20260917-1752-baseline|c189-m1|anthropic-small|Payscale", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Payscale** ... giving it unusual breadth across company sizes and industries."}, {"id": "mai-20260917-1752-baseline|c189-m1|anthropic-small|SalaryCube", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for mid-market companies through enterprises needing agile compensation decisions"}, {"id": "mai-20260917-1752-baseline|c189-m1|anthropic-small|Lattice", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for mid-market teams that need basic compensation coverage within the people management platform they already use"}, {"id": "mai-20260917-1752-baseline|c189-m1|anthropic-small|Beqom", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-market and enterprise companies (500+ employees) with complex sales compensation structures"}, {"id": "mai-20260917-1752-baseline|c189-m1|challenger-small|Payscale (including Payfactors/Ascent)", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (including Payfactors/Ascent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single-choice provider is usually **Payscale (including Payfactors/Ascent)**"}, {"id": "mai-20260917-1752-baseline|c189-m1|challenger-small|SalaryCube", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SalaryCube** as the best fit for U.S. mid-market buyers because it uses employer-reported data with **daily updates**"}, {"id": "mai-20260917-1752-baseline|c189-m1|challenger-small|Ravio", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ravio** is also positioned as a strong mid-market option"}, {"id": "mai-20260917-1752-baseline|c189-m1|challenger-small|Mercer", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better for multinational scale than most mid-market use cases."}, {"id": "mai-20260917-1752-baseline|c189-m1|challenger-small|Radford (Aon)", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong when your talent market is heavily technology/life sciences oriented."}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|Payscale (CompAnalyst)", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Payscale/CompAnalyst** — it's the sweet spot"}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|Pave", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pave instead if** your company is tech/SaaS-focused, VC-backed"}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|Radford (Aon)", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for large enterprises (2,000+ employees) ... usually overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|Mercer", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|Ravio", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European/global B2B"}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|Salary.com", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-friendly alternatives ... solid for job architecture and mid-market pricing"}, {"id": "mai-20260917-1752-baseline|c189-m1|deepseek-small|ERI", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "ERI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ERI: best for geographic/local cost-of-living differentials"}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Pave", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave is widely considered the modern gold standard for tech-centric mid-market companies."}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Carta Total Comp", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Carta for cap table management, Carta Total Comp is a highly convenient add-on."}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Payscale (MarketPay)", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (MarketPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payscale is an excellent tool for general mid-market companies."}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Salary.com (CompAnalyst)", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CompAnalyst offers one of the most comprehensive job libraries in the world."}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Radford (by Aon)", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (by Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Radford is the undisputed legacy leader for global tech and life sciences compensation."}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Ravio", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ravio is the premier real-time, integration-based benchmarking platform for the European market."}, {"id": "mai-20260917-1752-baseline|c189-m1|google-small|Figures", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Figures is another strong, EU-focused tool"}, {"id": "mai-20260917-1752-baseline|c189-m1|meta-small|Payscale", "prompt": "c189-m1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best salary benchmarking data provider for a mid-market B2B company is Payscale"}, {"id": "mai-20260917-1752-baseline|c189-m1|minimax-small|Payscale (with CompAnalyst)", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (with CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Payscale/CompAnalyst** as it's specifically mentioned as ideal for broad US mid-market companies"}, {"id": "mai-20260917-1752-baseline|c189-m1|minimax-small|Radford (Aon)", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More enterprise-focused, may be pricier"}, {"id": "mai-20260917-1752-baseline|c189-m1|minimax-small|Mercer", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Typically more expensive, geared toward larger enterprises"}, {"id": "mai-20260917-1752-baseline|c189-m1|minimax-small|Comprehensive.io", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're more budget-conscious, **Comprehensive.io** offers a good free tier and is well-suited for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c189-m1|mistral-small|SalaryCube", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SalaryCube** stands out as the best overall choice due to its real-time data, affordability, and strong fit for US-based mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c189-m1|mistral-small|Mercer", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often seen as a strong alternative to traditional survey providers like Mercer or Radford for mid-market budgets"}, {"id": "mai-20260917-1752-baseline|c189-m1|mistral-small|Radford", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "traditional survey providers like Mercer or Radford for mid-market budgets"}, {"id": "mai-20260917-1752-baseline|c189-m1|mistral-small|Salary.com", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Valued for its ability to filter by company size, industry, and geography, providing accurate salary ranges"}, {"id": "mai-20260917-1752-baseline|c189-m1|mistral-small|Payfactors (with Pave integration)", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payfactors (with Pave integration)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "indicating a robust solution for those seeking a balance between comprehensive data and cost"}, {"id": "mai-20260917-1752-baseline|c189-m1|mistral-small|Pave", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "using Pave for real-time checks"}, {"id": "mai-20260917-1752-baseline|c189-m1|moonshot-small|Payscale", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Payscale** or **SalaryCube**"}, {"id": "mai-20260917-1752-baseline|c189-m1|moonshot-small|Salary.com (CompAnalyst)", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Structured Analytics"}, {"id": "mai-20260917-1752-baseline|c189-m1|moonshot-small|SalaryCube", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Payscale** or **SalaryCube**"}, {"id": "mai-20260917-1752-baseline|c189-m1|moonshot-small|Mercer", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have **global operations**... supplement with **Mercer** or **Radford**"}, {"id": "mai-20260917-1752-baseline|c189-m1|moonshot-small|Radford", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Semi-annual updates; 6-18 month data lag; strong equity data"}, {"id": "mai-20260917-1752-baseline|c189-m1|moonshot-small|Willis Towers Watson", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional survey methodology; broader advisory services"}, {"id": "mai-20260917-1752-baseline|c189-m1|openai-small|Payscale", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Payscale**"}, {"id": "mai-20260917-1752-baseline|c189-m1|openai-small|Mercer", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong if you want traditional, consultant-grade survey methodology ... but they can be heavier than many mid-market companies need"}, {"id": "mai-20260917-1752-baseline|c189-m1|openai-small|Radford", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aon / Radford**: better if you are very **tech-heavy**"}, {"id": "mai-20260917-1752-baseline|c189-m1|openai-small|WTW", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Mercer / WTW**: ... they can be heavier than many mid-market companies need"}, {"id": "mai-20260917-1752-baseline|c189-m1|openai-small|Salary.com", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you want a broader **compensation management platform**"}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|Payscale", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Payscale** for most mid-market B2B companies—it's the most referenced, balanced, and proven across industries"}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|Pave", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're B2B SaaS/tech-heavy with equity needs, go **Pave**"}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|Salary.com (CompAnalyst)", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: B2B needing quick, affordable market pricing."}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|SalaryCube", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Emerging favorite for US mid-market (200-5,000 employees), daily real-time data"}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|Ravio", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time, good for tech-enabled B2B; smaller but high ratings."}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|Figures.hr", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Figures.hr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Real-time, good for tech-enabled B2B; smaller but high ratings."}, {"id": "mai-20260917-1752-baseline|c189-m1|xai-small|Mercer/Radford (Aon)", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer/Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Accurate but annual/expensive—better as supplements for mid-market."}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Pave", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** – Best overall for real-time benchmarking with equity visibility and a modern, user-friendly platform."}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Ravio", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time, continuous data updates<br>• Integrated with compensation planning and merit cycles"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|OpenComp", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Real-time data with strong focus on equity"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Payscale Ascent (formerly Payfactors)", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for broad coverage and consolidated benchmarking without the expense of a full survey."}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Salary.com CompAnalyst", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for structured compensation planning and range modeling"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Mercer (Traditional Salary Surveys)", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer (Traditional Salary Surveys)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mercer is a solid choice if you need **enterprise-level credibility** and are willing to invest in a full survey."}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Aon / Radford", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon / Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mercer** or **Aon/Radford** are solid long-term choices despite their higher price point."}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Willis Towers Watson (WTW)", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broad industry and region coverage<br>• Strong for large mid-market"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Korn Ferry", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Global reach, strong consulting integration"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|CaptivateIQ", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you have complex **sales compensation** needs, **CaptivateIQ** is worth considering as a bundled solution."}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Comprehensive", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "All-in-one platform for benchmarking and operational compensation"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|15Five", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Benchmarking add-on with broader performance management"}, {"id": "mai-20260917-1752-baseline|c189-m1|zai-small|Ficstar", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ficstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "For **niche or competitor-specific data**, **Ficstar** can be a valuable supplement."}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|Robert Half", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Robert Half", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Robert Half is widely considered the gold standard for mid-market companies due to its breadth and accessibility."}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|Salary.com (by Amex Group)", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com (by Amex Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is the workhorse of the compensation world. It offers granular filtering"}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|Mercer (eComp)", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer (eComp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Buy one major survey (like Robert Half or Mercer) to ensure you are paying within the 25th–75th percentiles"}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar to Mercer, WTW has immense global coverage."}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|Radford (by Aon)", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (by Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Supplement with specialized data (like Radford if you are a tech company)"}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|Payscale", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payscale offers a digital platform with real-time data updates."}, {"id": "mai-20260917-1752-baseline|c189-m2|alibaba-small|CompTelecom", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompTelecom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or CompTelecom if you are in telecom"}, {"id": "mai-20260917-1752-baseline|c189-m2|anthropic-small|Radford", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd typically recommend starting with **Radford** if you're in tech/SaaS, or **Mercer** for broader B2B sectors"}, {"id": "mai-20260917-1752-baseline|c189-m2|anthropic-small|Mercer Compensation Database", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Compensation Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Mercer** for broader B2B sectors"}, {"id": "mai-20260917-1752-baseline|c189-m2|anthropic-small|Culpepper", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for mid-market companies, good coverage of B2B sectors"}, {"id": "mai-20260917-1752-baseline|c189-m2|anthropic-small|Willis Towers Watson", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broad industry coverage with detailed role-level data"}, {"id": "mai-20260917-1752-baseline|c189-m2|anthropic-small|PayScale", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More affordable options if you're looking for general market data, though less tailored than premium surveys"}, {"id": "mai-20260917-1752-baseline|c189-m2|anthropic-small|Salary.com", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More affordable options ... though less tailored than premium surveys"}, {"id": "mai-20260917-1752-baseline|c189-m2|challenger-small|Mercer", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest fit from the results is **Mercer or Salary.com/Compdata for broad benchmarking**"}, {"id": "mai-20260917-1752-baseline|c189-m2|challenger-small|Salary.com/Compdata", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com/Compdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all-around for mid-sized companies:** **Compdata Max / Salary.com**"}, {"id": "mai-20260917-1752-baseline|c189-m2|challenger-small|RepVue/Bridge Group-style data", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue/Bridge Group-style data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "plus a **sales compensation benchmark source such as RepVue/Bridge Group-style data** if sales roles matter materially"}, {"id": "mai-20260917-1752-baseline|c189-m2|challenger-small|SHRM CompAnalyst Market Data", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM CompAnalyst Market Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need simpler, broad HR-reported US data:** **SHRM CompAnalyst Market Data**"}, {"id": "mai-20260917-1752-baseline|c189-m2|challenger-small|Korn Ferry Pay", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you operate globally:** **Korn Ferry Pay**"}, {"id": "mai-20260917-1752-baseline|c189-m2|deepseek-small|Payscale / CompAnalyst", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale / CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Payscale is the safest, most widely used starting point"}, {"id": "mai-20260917-1752-baseline|c189-m2|deepseek-small|Mercer Benchmark Database", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditionally more expensive and can be over-built for a lean mid-market budget; better suited to larger orgs."}, {"id": "mai-20260917-1752-baseline|c189-m2|deepseek-small|Radford (Aon)", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Radford is worth the premium for its industry-specific depth"}, {"id": "mai-20260917-1752-baseline|c189-m2|deepseek-small|SalaryCube", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong newer fit for mid-market teams (200–5,000 employees)"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Pave", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave is the modern standard for mid-market tech... Use **Pave** (if you are tech/SaaS)"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Carta Total Comp", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pave (or Carta Total Comp):**"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Radford (by Aon)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (by Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it requires active participation (submitting your own data) and can be expensive and labor-intensive to manage compared to automated tools"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Payscale (MarketPay)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale (MarketPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "OR **Payscale** (if you are traditional B2B/professional services) to establish your baseline corporate job architecture and salary bands"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Salary.com (CompAnalyst)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly reliable, traditional employer-validated data."}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|RepVue", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leverage **RepVue** ... to validate that your sales commission plans and OTEs are aggressively competitive"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Pavilion (formerly Revenue Collective)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion (formerly Revenue Collective)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pavilion publishes highly respected annual compensation reports specifically for B2B GTM executives"}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|Ravio", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ravio is a Europe-first, real-time compensation benchmarking platform."}, {"id": "mai-20260917-1752-baseline|c189-m2|google-small|The Bridge Group", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "The Bridge Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Leverage **RepVue** or **The Bridge Group** reports"}, {"id": "mai-20260917-1752-baseline|c189-m2|meta-small|Trusted salary benchmarking surveys (imercer)", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Trusted salary benchmarking surveys (imercer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "2. Trusted salary benchmarking surveys (https://www.imercer.com/)"}, {"id": "mai-20260917-1752-baseline|c189-m2|meta-small|SHRM Compensation Data Center", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "3. SHRM Compensation Data Center"}, {"id": "mai-20260917-1752-baseline|c189-m2|meta-small|Compdata Max", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Compdata Max", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "5. Compdata Max – Survey Benchmarks & Real-Time Market Data"}, {"id": "mai-20260917-1752-baseline|c189-m2|minimax-small|Payscale", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Payscale** or **CompAnalyst** as they offer the best balance of cost, data quality, and relevance to B2B roles"}, {"id": "mai-20260917-1752-baseline|c189-m2|minimax-small|Mercer", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have more budget and need higher precision, **Mercer** or **Radford** would be better long-term investments."}, {"id": "mai-20260917-1752-baseline|c189-m2|minimax-small|Radford (Aon)", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercer** or **Radford** would be better long-term investments"}, {"id": "mai-20260917-1752-baseline|c189-m2|minimax-small|CompAnalyst", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with **Payscale** or **CompAnalyst** as they offer the best balance of cost, data quality, and relevance"}, {"id": "mai-20260917-1752-baseline|c189-m2|minimax-small|Brightmine (formerly XpertHR)", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Brightmine (formerly XpertHR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: UK and US companies"}, {"id": "mai-20260917-1752-baseline|c189-m2|mistral-small|Pavilion's B2B Tech Salary Benchmarks", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion's B2B Tech Salary Benchmarks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Pavilion’s B2B Tech Salary Benchmarks for industry-specific data"}, {"id": "mai-20260917-1752-baseline|c189-m2|mistral-small|Mercer", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supplement with Mercer or Willis Towers Watson for broader, more formal benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-m2|mistral-small|Willis Towers Watson", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "supplement with Mercer or Willis Towers Watson for broader, more formal benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-m2|mistral-small|Ravio", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ravio’s guide highlights providers that offer strong benchmark confidence levels and automated job mapping"}, {"id": "mai-20260917-1752-baseline|c189-m2|mistral-small|Compensation-IQ", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Compensation-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended for large and mid-sized companies with a focus on global and regional pay trends"}, {"id": "mai-20260917-1752-baseline|c189-m2|moonshot-small|Payscale / CompAnalyst", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale / CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Payscale / CompAnalyst** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c189-m2|moonshot-small|Salary.com CompAnalyst", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Salary.com CompAnalyst** ⭐ Strong Alternative"}, {"id": "mai-20260917-1752-baseline|c189-m2|moonshot-small|CompData Surveys", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with Payscale or CompData if you want affordable, actionable data"}, {"id": "mai-20260917-1752-baseline|c189-m2|moonshot-small|Radford (Aon)", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Gold standard but expensive ($15K-35K+ for mid-market); requires data submission"}, {"id": "mai-20260917-1752-baseline|c189-m2|moonshot-small|Mercer", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** over-investing in Mercer/WTW unless you have global complexity"}, {"id": "mai-20260917-1752-baseline|c189-m2|moonshot-small|Willis Towers Watson", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** over-investing in Mercer/WTW unless you have global complexity"}, {"id": "mai-20260917-1752-baseline|c189-m2|openai-small|Mercer", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary survey:** Mercer or Radford"}, {"id": "mai-20260917-1752-baseline|c189-m2|openai-small|Radford", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mercer or Radford-style benchmark data** is often the strongest foundation"}, {"id": "mai-20260917-1752-baseline|c189-m2|openai-small|WTW", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secondary cross-check:** WTW or Aon"}, {"id": "mai-20260917-1752-baseline|c189-m2|openai-small|Aon", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Secondary cross-check:** WTW or Aon"}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|Mercer", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid enterprise-heavy ones like full Mercer or Radford unless you have a large budget or global needs, as they're pricier ($10K+)"}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|Radford", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If tech/SaaS-heavy: Radford (Aon) for equity-rich roles, but pair with cheaper tools."}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|CompData Surveys", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "CompData Surveys (Top pick for affordability and mid-sized focus)"}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|PayScale", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market favorite with daily-refreshed, HRIS-sourced data from thousands of orgs."}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|Pavilion GTM Compensation Benchmarks", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion GTM Compensation Benchmarks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tailored to B2B tech/SaaS (e.g., SDR/AE/VP sales OTEs by revenue stage)"}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|Culpepper", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Affordable sales/total rewards surveys; good B2B supplements (~$1K-5K)"}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|WorldatWork", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WorldatWork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Culpepper or WorldatWork: Affordable sales/total rewards surveys"}, {"id": "mai-20260917-1752-baseline|c189-m2|xai-small|BLS OEWS (Free)", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS OEWS (Free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Government data for broad US percentiles by occupation/location; baseline check."}, {"id": "mai-20260917-1752-baseline|c189-m2|zai-small|CompData", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best compensation survey data provider is **CompData**"}, {"id": "mai-20260917-1752-baseline|c189-m2|zai-small|Mercer", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Global/Enterprise\" Option: Mercer (Aon)... It is much more expensive and complex."}, {"id": "mai-20260917-1752-baseline|c189-m2|zai-small|Radford (Aon)", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Tech & Life Sciences\" Option: Radford (Aon)"}, {"id": "mai-20260917-1752-baseline|c189-m2|zai-small|WTW", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlike enterprise giants like Mercer or WTW, CompData focuses on providing actionable data without the overwhelming cost"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|Gartner", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strategic insight** → Gartner"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|Deloitte", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Actionable remediation** → Deloitte"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|Computer Economics", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost efficiency** → Computer Economics"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|ISG (Independent Service Group)", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "ISG (Independent Service Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vendor negotiation power** → ISG"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|KPMG", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "needing defensible benchmarking for operating decisions"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|PwC", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PwC** – Similar Big Four consulting approach"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|EY", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**EY** – Broader professional services integration"}, {"id": "mai-20260917-1752-baseline|c189-m3|alibaba-small|The Hackett Group", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Hackett Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Heavy focus on initial selection and KPIs"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|Gartner", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major IT benchmarking service providers include Gartner, IDC, 451 Research, Forrester, and KPMG."}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|IDC", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "451 Research and IDC focus on dataset-oriented coverage that supports baseline comparisons"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|451 Research", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "451 Research", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "451 Research and IDC focus on dataset-oriented coverage"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|Forrester", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gartner and Forrester lead with governance-oriented benchmarking outputs"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|KPMG", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Major IT benchmarking service providers include Gartner, IDC, 451 Research, Forrester, and KPMG."}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|Capgemini", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Capgemini", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Capgemini adds explicit measurement rules and data normalization to improve comparability"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|Deloitte", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deloitte is a top provider that delivers benchmarking and market research programs"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|Databox", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Databox's Benchmark Groups feature provides valuable context about how your performance compares to similar companies"}, {"id": "mai-20260917-1752-baseline|c189-m3|anthropic-small|Klipfolio", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Klipfolio's real-time data refresh ensures you're always viewing current performance"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Deloitte", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the most consistently ranked names across the results are **Deloitte**, **PwC**, **KPMG**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|PwC", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deloitte**, **PwC**, **KPMG**, **BCG**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|KPMG", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Deloitte**, **PwC**, **KPMG**, **BCG**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|BCG", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Deloitte**, **PwC**, **KPMG**, **BCG**, **NielsenIQ**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|NielsenIQ", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**NielsenIQ**, **Gartner**, and specialist firms"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Gartner", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**NielsenIQ**, **Gartner**, and specialist firms"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|The Hackett Group", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Hackett Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialist firms like **The Hackett Group**, **Guidehouse**, and **The Chartis Group**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Guidehouse", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialist firms like **The Hackett Group**, **Guidehouse**, and **The Chartis Group**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|The Chartis Group", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Chartis Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialist firms like **The Hackett Group**, **Guidehouse**, and **The Chartis Group**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|EY", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "like Deloitte, PwC, KPMG, BCG, EY, and Accenture are strongest for **enterprise-grade benchmarking**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Accenture", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Deloitte, PwC, KPMG, BCG, EY, and Accenture are strongest for **enterprise-grade benchmarking**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Forrester", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "like NielsenIQ, Gartner, Forrester, and S&P Global Mobility are better when you need **industry comparisons**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|S&P Global Mobility", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "S&P Global Mobility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gartner, Forrester, and S&P Global Mobility are better when you need **industry comparisons**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|NERA", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NERA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "The Hackett Group, Guidehouse, The Chartis Group, and NERA focus on **deeper benchmarks in a narrower domain**"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Mercer", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "survey firms like Mercer, WTW, and Radford are described as more board-grade and slower"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|WTW", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "survey firms like Mercer, WTW, and Radford are described as more board-grade and slower"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Radford", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "survey firms like Mercer, WTW, and Radford are described as more board-grade and slower"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Pave", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "platforms like Pave and Ravio emphasize fresher data from HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c189-m3|challenger-small|Ravio", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "platforms like Pave and Ravio emphasize fresher data from HRIS integrations"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|Mercer", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For HR: Choose **Mercer/Radford** for legally defensible board reviews"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|Willis Towers Watson [WTW]", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Willis Towers Watson [WTW]", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WTW is the leader in total rewards/incentive structures"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|Aon/Radford", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Aon/Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Radford is the undisputed benchmark for tech and life sciences"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|Pave", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Pave** for real-time startup equity/salary bands"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|Deel", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "API-First Live Platforms (Pave, Deel, SalaryCube)"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|SalaryCube", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "API-First Live Platforms (Pave, Deel, SalaryCube)"}, {"id": "mai-20260917-1752-baseline|c189-m3|google-small|ERI Economic Research Institute", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "ERI Economic Research Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ERI specializes in hyper-local pay logic and geographic salary differentials"}, {"id": "mai-20260917-1752-baseline|c189-m3|meta-small|KPMG", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top benchmarking providers, including KPMG, Gartner, Computer Economics, NielsenIQ, GfK, and IRI, among others"}, {"id": "mai-20260917-1752-baseline|c189-m3|meta-small|Gartner", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including KPMG, Gartner, Computer Economics, NielsenIQ, GfK, and IRI, among others"}, {"id": "mai-20260917-1752-baseline|c189-m3|meta-small|Computer Economics", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including KPMG, Gartner, Computer Economics, NielsenIQ, GfK, and IRI"}, {"id": "mai-20260917-1752-baseline|c189-m3|meta-small|NielsenIQ", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including KPMG, Gartner, Computer Economics, NielsenIQ, GfK, and IRI"}, {"id": "mai-20260917-1752-baseline|c189-m3|meta-small|GfK", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including KPMG, Gartner, Computer Economics, NielsenIQ, GfK, and IRI"}, {"id": "mai-20260917-1752-baseline|c189-m3|meta-small|IRI", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including KPMG, Gartner, Computer Economics, NielsenIQ, GfK, and IRI, among others"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|Deloitte", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deloitte** | Large enterprises needing benchmark-led transformation | Operating model & target-setting diagnostics"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|KPMG", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**KPMG** | Defensible IT & corporate benchmarking | Cost optimization & regulatory compliance"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|Gartner", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gartner** | Peer comparisons for planning | IT & technology benchmark interpretations"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|Accenture", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Accenture** | Multinational procurement transformation | Execution roadmaps & sourcing strategy"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|Bain", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bain** | Peer economics for implementation decisions"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|APQC", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**APQC** | Documented methodology & peer normalization | Process performance & spend benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|Computer Economics", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Computer Economics** | Decision-grade IT spending baselines | Vendor & capacity comparisons"}, {"id": "mai-20260917-1752-baseline|c189-m3|minimax-small|Oxera", "prompt": "c189-m3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Oxera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oxera** | Rigorous economic analysis | Executive/regulatory choices"}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Deloitte", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for enterprise-grade benchmarking, especially for strategy diagnostics, transformation roadmaps, and operational target setting"}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|PwC (PricewaterhouseCoopers)", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC (PricewaterhouseCoopers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in market positioning, competitor analysis, and operational productivity benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Bain & Company", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on strategy and transformation, often used for leadership-led management practice comparisons."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Boston Consulting Group (BCG)", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specializes in strategy and operational benchmarking, often for large-scale transformations."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|KPMG", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers defensible IT and operational benchmarking, especially for regulated industries and mid-market teams."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|EY (Ernst & Young)", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY (Ernst & Young)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Provides benchmarking for financial, operational, and risk management processes."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Kearney", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kearney", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for procurement productivity and operational efficiency benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|IMD", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on leadership and management practice comparisons, rather than heavy operational redesign."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Guidehouse", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specializes in public sector and regulated industries benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|PA Consulting", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PA Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Offers benchmarking for digital transformation, innovation, and operational performance."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|NielsenIQ", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Focuses on market sizing, brand health tracking, and consumer behavior benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|GfK", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Provides market research and consumer benchmarking, especially in retail and media."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|IRI", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Specializes in retail and CPG (consumer packaged goods) benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Kantar", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Offers brand health, advertising, and consumer benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|McKinsey & Company", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Strong for IT and digital benchmarking, especially for leadership decision-making."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Gartner", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Best for IT spending, staffing, and technology benchmarking, with interpreted peer comparisons."}, {"id": "mai-20260917-1752-baseline|c189-m3|mistral-small|Computer Economics", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Budget-friendly option for survey-based IT spending and staffing benchmarks."}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|Deloitte", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Audit-ready, transformation-linked benchmarking | **Deloitte / KPMG / McKinsey**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|KPMG", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Audit-ready, transformation-linked benchmarking | **Deloitte / KPMG / McKinsey**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|EY", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Examples:** Deloitte, KPMG, EY, McKinsey & Company"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|McKinsey & Company", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Audit-ready, transformation-linked benchmarking | **Deloitte / KPMG / McKinsey**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|Gartner", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IT peer comparisons & governance documentation | **Gartner**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|Forrester", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Business strategy & CX benchmarking | **Forrester**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|IDC", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Market forecasts & vendor positioning data | **IDC**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|Computer Economics", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Decision-ready IT spending/staffing data on a budget | **Computer Economics**"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|Kantar", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Kantar** | Market research & segmentation | Research-grade benchmarking across markets and consumer segments"}, {"id": "mai-20260917-1752-baseline|c189-m3|moonshot-small|IMD", "prompt": "c189-m3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**IMD** | Management practice comparisons | Executive education and leadership-led management benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-m3|openai-small|Mercer", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Especially strong in **pay and total rewards** benchmarking, plus HR strategy."}, {"id": "mai-20260917-1752-baseline|c189-m3|openai-small|WTW (Willis Towers Watson)", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Similar to Mercer, but often chosen for **global HR/benefits depth** and actuarial/benefits expertise."}, {"id": "mai-20260917-1752-baseline|c189-m3|openai-small|SHRM", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SHRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More accessible and HR-practitioner oriented than Mercer/WTW, though often less deep on global compensation analytics."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Deloitte", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1    | Deloitte         | 9.4-9.5                  | Enterprise-grade diagnostics tying benchmarks to strategy roadmaps"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|PwC", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2    | PwC              | 9.0-9.2                  | Market research-focused competitor benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Bain & Company", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Implementation-ready recommendations from peer economics comparisons."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|BCG (Boston Consulting Group)", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG (Boston Consulting Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Executive-level benchmarking for large orgs, linked to transformation."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|KPMG", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Defensible IT/operating benchmarks for regulated industries; cost optimization."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|EY", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EY, Kantar, NielsenIQ, GfK, IRI | 7.5-8.9"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Kantar", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kantar/NielsenIQ excel in consumer/brand benchmarking via surveys and panels"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|NielsenIQ", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kantar/NielsenIQ excel in consumer/brand benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|GfK", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Market Research Firms (Kantar, NielsenIQ, GfK, IRI)"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|IRI", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Market Research Firms (Kantar, NielsenIQ, GfK, IRI)"}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Computer Economics", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Affordable, decision-ready IT spending/staffing baselines."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Gartner", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Peer comparisons with governance insights; large IT metrics database."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|IDC", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "IDC/Forrester      | 7.6-7.9      | Research-backed framing for planning."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Forrester", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "IDC/Forrester      | 7.6-7.9      | Research-backed framing for planning."}, {"id": "mai-20260917-1752-baseline|c189-m3|xai-small|Radford", "prompt": "c189-m3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "or compensation like Radford), provide more context"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Pave", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** and **Comprehensive.io** are currently leading the market for affordable or free options"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Comprehensive.io", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave** and **Comprehensive.io** are currently leading the market for affordable or free options"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Ravio", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ravio (Best for Data Contributors)** ... **Free** if you contribute anonymized HRIS data"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Mercer", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lower entry points than legacy giants like Mercer or Towers Watson"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Towers Watson", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower entry points than legacy giants like Mercer or Towers Watson"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Salary.com", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "generally more affordable than enterprise competitors"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Payscale", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tiered subscription; competitive for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|Levels.fyi", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Starts around $800/month ... this is the next best reliable source"}, {"id": "mai-20260917-1752-baseline|c189-m4|alibaba-small|BLS", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "completely free, high-quality resource, though it lacks granular level-by-level nuance"}, {"id": "mai-20260917-1752-baseline|c189-m4|anthropic-small|Pave", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave gives you real-time HRIS-sourced benchmarks for free if you have under 200 employees."}, {"id": "mai-20260917-1752-baseline|c189-m4|anthropic-small|Comprehensive.io", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "three free salary benchmarking tools cover most needs at zero cost: Pave (tech roles, under 200 employees), Comprehensive.io (US tech daily data), and BLS OEWS"}, {"id": "mai-20260917-1752-baseline|c189-m4|anthropic-small|BLS OEWS (Bureau of Labor Statistics)", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS (Bureau of Labor Statistics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's completely free, covers 830+ occupations... However, annual updates lag the market by 12-18 months"}, {"id": "mai-20260917-1752-baseline|c189-m4|anthropic-small|BambooHR", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR includes Payscale benchmarks in your existing HRIS"}, {"id": "mai-20260917-1752-baseline|c189-m4|anthropic-small|Payscale", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR includes Payscale benchmarks in your existing HRIS"}, {"id": "mai-20260917-1752-baseline|c189-m4|challenger-small|Comprehensive.io", "prompt": "c189-m4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation, **Comprehensive.io** is the strongest low-cost option"}, {"id": "mai-20260917-1752-baseline|c189-m4|challenger-small|Pave", "prompt": "c189-m4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free option for small startups:** **Pave** \"},{"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Pave (Market Data Lite)", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Pave's free Market Data Lite (if you're under 200 employees) — it's the most accessible, current, and comprehensive free option."}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Comprehensive.io", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're free-data-first — Completely free, daily-refreshed salary data from 6,000+ US tech companies"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Ravio", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for European/UK companies — Free tier with HRIS data contribution"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Payscale", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered job pricing, lets you filter by location and experience; good mid-tier value"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Salary.com CompAnalyst", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "largest US HR-reported dataset, flexible plans"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Figures", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EU compliance-ready, from ~€2,500/yr"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Levels.fyi", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "verified tech comp from ~$800/mo (better for larger tech companies)"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|BLS Occupational Employment Statistics", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Supplement with free government data (BLS) if you need defensible numbers for US roles."}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Glassdoor", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "self-reported, good for quick directional checks but data can be patchy or inflated"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|LinkedIn job adverts", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "LinkedIn job adverts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "real salary ranges in listings give you current market feel"}, {"id": "mai-20260917-1752-baseline|c189-m4|deepseek-small|Radford/Mercer", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford/Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "traditional surveys typically run five figures per year and won't be worth it until your budget grows"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Mercer", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "high-end, legacy enterprise surveys like Mercer, Radford (Aon), or Willis Towers Watson (WTW)—which can easily cost $20,000 to $40,000+ annually—are generally out of reach"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Radford (Aon)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy enterprise surveys like Mercer, Radford (Aon), or Willis Towers Watson (WTW)... are generally out of reach"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Willis Towers Watson (WTW)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can easily cost $20,000 to $40,000+ annually—are generally out of reach"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Pave (Market Data Lite)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pave’s **Market Data Lite** tier is permanently free for companies with 1 to 200 employees."}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Comprehensive.io", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Quick sanity checks on U.S. tech roles... It is entirely free to use."}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|ERI (Economic Research Institute) Salary Assessor", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "ERI (Economic Research Institute) Salary Assessor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Smaller organizations can often secure ERI licenses for **$3,000 to $5,000/year**"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Salary.com (CompAnalyst for Small Business)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst for Small Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "their entry-level packages generally cost **$3,000 to $4,000/year**"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Payscale", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "competitors like Payscale, which typically start closer to $6,000–$10,000/year for comparable headcounts"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|Pequity (Market Pulse)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pequity (Market Pulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best **\"Pay-As-You-Go\"** Option... single job for $149"}, {"id": "mai-20260917-1752-baseline|c189-m4|google-small|U.S. Bureau of Labor Statistics (BLS) - OEWS", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS) - OEWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "It is 100% free and draws on massive, legally mandated employer reporting."}, {"id": "mai-20260917-1752-baseline|c189-m4|meta-small|Pave", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a tool that offers free or low-cost options, such as Pave, Comprehensive.io, or BLS OEWS"}, {"id": "mai-20260917-1752-baseline|c189-m4|meta-small|Comprehensive.io", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "free or low-cost options, such as Pave, Comprehensive.io, or BLS OEWS"}, {"id": "mai-20260917-1752-baseline|c189-m4|meta-small|BLS OEWS", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "free or low-cost options, such as Pave, Comprehensive.io, or BLS OEWS"}, {"id": "mai-20260917-1752-baseline|c189-m4|meta-small|Ravio", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HRIS-integrated benchmarking platforms like Ravio can be a cost-effective option"}, {"id": "mai-20260917-1752-baseline|c189-m4|meta-small|Ficstar", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ficstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering custom data collection providers like Ficstar"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|BLS Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **BLS OEWS** as your baseline - it's free, government-sourced, and covers the widest range of common roles"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Pave Market Data Lite", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave Market Data Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combine it with **Pave's free tier** or **Glassdoor** for additional market context"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Comprehensive.io", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cost:** Free tier available - **Best for:** Tech roles specifically"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Ravio", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Companies willing to contribute HRIS data"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Levels.fyi", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cost:** Starting from $800/month"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Glassdoor", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combine it with **Pave's free tier** or **Glassdoor** for additional market context"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Figures", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **Figures** (starting at EUR 2,500/year) for EU data"}, {"id": "mai-20260917-1752-baseline|c189-m4|minimax-small|Payscale", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **Payscale** for AI-powered pricing"}, {"id": "mai-20260917-1752-baseline|c189-m4|mistral-small|Bureau of Labor Statistics (BLS) OEWS", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with the **BLS OEWS** is recommended due to its comprehensive, free, and reliable data"}, {"id": "mai-20260917-1752-baseline|c189-m4|mistral-small|Pave", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pave** or **Comprehensive.io** are excellent free alternatives"}, {"id": "mai-20260917-1752-baseline|c189-m4|mistral-small|Comprehensive.io", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pave** or **Comprehensive.io** are excellent free alternatives"}, {"id": "mai-20260917-1752-baseline|c189-m4|mistral-small|SalaryExpert", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SalaryExpert** is a good low-cost option"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Comprehensive.io", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is near zero, start with **Comprehensive.io** (tech) or **BLS.gov** (general)."}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Ravio", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "3 free benchmarks for 3 roles of your choice (no credit card needed)"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Pave", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free tier available with real-time pay data via HRIS integrations."}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|U.S. Bureau of Labor Statistics (BLS)", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Comprehensive.io** (tech) or **BLS.gov** (general)"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Pay Transparency Law Postings", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pay Transparency Law Postings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Scrape publicly posted salary ranges from NYC, Colorado, and California job postings."}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Culpepper", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Culpepper** offers the best value for growing companies willing to participate in a survey"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Payscale", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers budget-conscious packages and merit planning tools specifically designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Local/Regional HR Consulting Firms", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Local/Regional HR Consulting Firms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often sell affordable, industry-specific PDF surveys"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Robert Half", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Robert Half", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Data can be inflated or biased toward the candidates they place, so use them as a directional reference only."}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Betts", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Betts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Data can be inflated or biased toward the candidates they place"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Kelly Services", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Kelly Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Data can be inflated or biased toward the candidates they place"}, {"id": "mai-20260917-1752-baseline|c189-m4|moonshot-small|Radford (Aon)", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "What to Avoid on a Limited Budget ... enterprise-grade pricing with far more data than most small/mid-market companies need"}, {"id": "mai-20260917-1752-baseline|c189-m4|openai-small|Salary.com", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Salary.com** if you want a more established benchmark source and can spend a bit more."}, {"id": "mai-20260917-1752-baseline|c189-m4|openai-small|Payscale", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Payscale** if you want an easier, relatively affordable subscription with decent usability."}, {"id": "mai-20260917-1752-baseline|c189-m4|openai-small|Mercer", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent, but typically more expensive and better suited to larger or more mature comp functions"}, {"id": "mai-20260917-1752-baseline|c189-m4|openai-small|Korn Ferry", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent, but typically more expensive and better suited to larger or more mature comp functions"}, {"id": "mai-20260917-1752-baseline|c189-m4|openai-small|Radford", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent, but typically more expensive and better suited to larger or more mature comp functions"}, {"id": "mai-20260917-1752-baseline|c189-m4|openai-small|Wage data from government sources", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Wage data from government sources", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cheapest option, but usually too coarse for precise market pricing"}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cost**: Completely free. ... Authoritative and defensible for legal/compliance needs."}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Comprehensive.io", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Free daily-refreshed tech salary data from 6,000+ U.S. companies (no participation needed) ... Great for startups/lean teams."}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Pave (Market Data Lite)", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost**: Free for startups <200 employees. ... Best for**: Tech startups needing equity data."}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Glassdoor/Payscale (Free Basic)", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor/Payscale (Free Basic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good for quick checks but less reliable due to self-reporting bias"}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Ravio", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free starter access to real-time benchmarks (300+ roles, 50+ countries) ... paid from ~£5,000/year for full."}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|SalaryExpert", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-effective for small businesses (free limited version, per-report/subscription from low hundreds)"}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Levels.fyi", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more accurate than pure crowd-sourced (e.g., Levels.fyi free for tech but unverified)"}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Mercer", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid traditional surveys (Mercer/Radford: $10k+/year) unless scaling."}, {"id": "mai-20260917-1752-baseline|c189-m4|xai-small|Radford", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid traditional surveys (Mercer/Radford: $10k+/year) unless scaling."}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Pave", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. Best Overall for a Small Budget: **Pave**"}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Comprehensive.io", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech‑Focused Startups: **Comprehensive.io**"}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Ravio", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best “Give‑to‑Get” Option: **Ravio**"}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|BLS (U.S. Bureau of Labor Statistics – OES)", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS (U.S. Bureau of Labor Statistics – OES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Government Source: **BLS (U.S. Bureau of Labor Statistics – OES)**"}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Salary.com CompAnalyst", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Salary.com CompAnalyst** is the most cost‑effective major platform"}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Payscale", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Significantly cheaper than Payscale."}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Glassdoor", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Self‑reported data can be patchy or inflated ... not ideal for board‑defensible decisions on their own."}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|Levels.fyi", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Less formal methodology; not ideal for board‑defensible decisions on their own."}, {"id": "mai-20260917-1752-baseline|c189-m4|zai-small|StartupCFO’s Startup Salary Benchmark", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "StartupCFO’s Startup Salary Benchmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Zero cost, startup‑focused** | StartupCFO’s Startup Salary Benchmark"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Mercer", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too lean to justify the \\$100k+ retainers associated with the traditional \"Big Three\" consulting firms (Mercer, WTW, Deloitte)"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|WTW", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Risk: Very high cost and clunky technology."}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Deloitte", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Deloitte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too lean to justify the \\$100k+ retainers associated with the traditional \"Big Three\" consulting firms (Mercer, WTW, Deloitte)"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Radford", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tech-First / Specialized Platforms (Radford, Pave, CompAnalyst, Option Impact) — Best for: Scalability, ease of use, and equity/tech-heavy roles."}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Pave", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tech-First / Specialized Platforms (Radford, Pave, CompAnalyst, Option Impact)"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|CompAnalyst", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tech-First / Specialized Platforms (Radford, Pave, CompAnalyst, Option Impact)"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Korn Ferry", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The \"Big Three\" (WTW, Mercer, Korn Ferry) ... Risk: Very high cost and clunky technology."}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Option Impact", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tech-First / Specialized Platforms (Radford, Pave, CompAnalyst, Option Impact)"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Glassdoor", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Use these for market signals only. Do not use them for making concrete compensation decisions"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|LinkedIn", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "LinkedIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Do not use them for making concrete compensation decisions regarding your 500 employees due to sample bias"}, {"id": "mai-20260917-1752-baseline|c189-m5|alibaba-small|Levels.fyi", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Levels.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Aggregators (Glassdoor, LinkedIn, Levels.fyi) ... Do not use them for making concrete compensation decisions"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Glassdoor", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid crowdsourced data (like Glassdoor or basic Payscale) as your primary source"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Payscale", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid crowdsourced data (like Glassdoor or basic Payscale) as your primary source; it is often outdated or contains inflated self-reported figures."}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Mercer", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Standard surveys or platforms like **Payscale**, **Mercer**, or **WTW** are the gold standards for broader industry representation"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|WTW", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms like **Payscale**, **Mercer**, or **WTW** are the gold standards"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Pave", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look closely at modern, real-time API integrations like **Pave**, **Figures**, **Ravio**, or **Option Impact**"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Figures", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Figures** (highly popular in Europe)"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Ravio", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "real-time API integrations like **Pave**, **Figures**, **Ravio**, or **Option Impact**"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Option Impact", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "real-time API integrations like **Pave**, **Figures**, **Ravio**, or **Option Impact**"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Aon/Radford", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Aon/Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Traditional survey providers (Aon/Radford, Mercer) require high annual subscription fees and manual data entry."}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Syndio", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Platforms like **Syndio** or **Trusaic** specialize heavily in pay equity analytics"}, {"id": "mai-20260917-1752-baseline|c189-m5|google-small|Trusaic", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Platforms like **Syndio** or **Trusaic** specialize heavily in pay equity analytics and compliance reporting."}, {"id": "mai-20260917-1752-baseline|c189-m5|minimax-small|Mercer", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional surveys (Mercer, Radford, WTW): **$10k–$30k/year**"}, {"id": "mai-20260917-1752-baseline|c189-m5|minimax-small|Radford", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional surveys (Mercer, Radford, WTW): **$10k–$30k/year**"}, {"id": "mai-20260917-1752-baseline|c189-m5|minimax-small|WTW", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional surveys (Mercer, Radford, WTW): **$10k–$30k/year**"}, {"id": "mai-20260917-1752-baseline|c189-m5|minimax-small|Ravio", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Newer platforms (Ravio, Pave, etc.): Often **$5k–$15k/year**"}, {"id": "mai-20260917-1752-baseline|c189-m5|minimax-small|Pave", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Newer platforms (Ravio, Pave, etc.): Often **$5k–$15k/year**"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Mercer", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "General Salary Benchmarking: Mercer, Willis Towers Watson, Aon, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Willis Towers Watson", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mercer, Willis Towers Watson, Aon, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Aon", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Aon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mercer, Willis Towers Watson, Aon, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Korn Ferry", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mercer, Willis Towers Watson, Aon, Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Option Impact", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Option Impact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tech/Startups: Option Impact, Pave, Figures, Ravio"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Pave", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tech/Startups: Option Impact, Pave, Figures, Ravio"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Figures", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tech/Startups: Option Impact, Pave, Figures, Ravio"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Ravio", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tech/Startups: Option Impact, Pave, Figures, Ravio"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Payscale", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-Service/Platforms: Payscale, Salary.com, Glassdoor, Radford"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Salary.com", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Self-Service/Platforms: Payscale, Salary.com, Glassdoor, Radford"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Glassdoor", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Self-Service/Platforms: Payscale, Salary.com, Glassdoor, Radford"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Radford", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Self-Service/Platforms: Payscale, Salary.com, Glassdoor, Radford"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Visier", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Data-Driven/Analytics: Visier, Syndio, Trusaic"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Syndio", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Data-Driven/Analytics: Visier, Syndio, Trusaic"}, {"id": "mai-20260917-1752-baseline|c189-m5|mistral-small|Trusaic", "prompt": "c189-m5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Data-Driven/Analytics: Visier, Syndio, Trusaic"}, {"id": "mai-20260917-1752-baseline|c189-m5|xai-small|Ravio", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 providers (e.g., Ravio, Salary.com, Payscale, figures.hr, Comptool based on 2024-2026 reviews for mid-market fit)"}, {"id": "mai-20260917-1752-baseline|c189-m5|xai-small|Salary.com", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 providers (e.g., Ravio, Salary.com, Payscale, figures.hr, Comptool ...)"}, {"id": "mai-20260917-1752-baseline|c189-m5|xai-small|Payscale", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 providers (e.g., Ravio, Salary.com, Payscale, figures.hr, Comptool ...)"}, {"id": "mai-20260917-1752-baseline|c189-m5|xai-small|figures.hr", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "figures.hr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 providers (e.g., Ravio, Salary.com, Payscale, figures.hr, Comptool ...)"}, {"id": "mai-20260917-1752-baseline|c189-m5|xai-small|Comptool", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comptool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 providers (e.g., Ravio, Salary.com, Payscale, figures.hr, Comptool based on 2024-2026 reviews for mid-market fit)"}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|UserBenchmark", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most prominent benchmarking provider you should **strictly avoid** ... is **UserBenchmark**."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|PassMark", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PassMark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Synthetic Benchmarks (e.g., PassMark, Geekbench): ... do not always reflect how hardware performs in actual games or creative applications."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|Geekbench", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Geekbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CPUs:** **Cinebench** (Maxon) or **Geekbench**."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|Gamers Nexus", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gamers Nexus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Professional testing channels (like Gamers Nexus, TechSpot, or AnandTech) test hardware in actual environments."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|TechSpot", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TechSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Professional testing channels (like Gamers Nexus, TechSpot, or AnandTech) test hardware in actual environments."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|AnandTech", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "AnandTech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Professional testing channels (like Gamers Nexus, TechSpot, or AnandTech) test hardware in actual environments."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|Cinebench", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Cinebench", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Instead of UserBenchmark, rely on these established industry standards ... **CPUs:** **Cinebench** (Maxon)"}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|3DMark", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "3DMark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**GPUs:** **3DMark** (Futuremark) and **TechPowerUp**."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|TechPowerUp", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TechPowerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**GPUs:** **3DMark** (Futuremark) and **TechPowerUp**."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|CrystalDiskMark", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "CrystalDiskMark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Storage (SSD/HDD):** **CrystalDiskMark**."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|Technical.city", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Technical.city", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Sites like **Technical.city** or **PC-Kombo** aggregate data from multiple reliable tests."}, {"id": "mai-20260917-1752-baseline|c189-m6|alibaba-small|PC-Kombo", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PC-Kombo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sites like **Technical.city** or **PC-Kombo** aggregate data from multiple reliable tests."}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|Ravio", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ravio notes that trustworthy compensation benchmarks should be transparent about how raw data is statistically validated"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|Deloitte", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "appear in the rankings as strong options for structured, governance-heavy benchmarking use cases"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|KPMG", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "appear in the rankings as strong options for structured, governance-heavy benchmarking use cases"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|PwC", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "appear in the rankings as strong options for structured, governance-heavy benchmarking use cases"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|McKinsey", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "McKinsey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "appear in the rankings as strong options"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|BCG", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BCG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "appear in the rankings as strong options"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|Bain", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in the rankings as strong options"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|Strategy&", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Strategy&", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in the rankings as strong options"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|Computer Economics", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialist providers ... are presented as useful when their data model matches the use case"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|The Chartis Group", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "The Chartis Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specialist providers ... presented as useful when their data model matches the use case"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|WorldatWork Research", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "WorldatWork Research", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specialist providers ... presented as useful when their data model matches the use case"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|NielsenIQ", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Specialist providers ... presented as useful when their data model matches the use case"}, {"id": "mai-20260917-1752-baseline|c189-m6|challenger-small|Kantar", "prompt": "c189-m6", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Specialist providers ... presented as useful when their data model matches the use case"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|UserBenchmark", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The one provider I'd actively steer you away from, above all others, is UserBenchmark"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|Geekbench 6", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Geekbench 6", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Geekbench — Generally respected, but watch out for: Outlier skewing... Peak vs. sustained"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|Cinebench 2024", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Cinebench 2024", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent for rendering workloads specifically, but **only for rendering**"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|3DMark", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "3DMark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are legit professional tools, but caution is needed"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|technical.city", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "technical.city", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or technical.city for hardware comparison databases"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|PCMark (UL Solutions)", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PCMark (UL Solutions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "3DMark / PCMark (mobile/Android) | **Caution** | Vendor benchmark-boosting is rampant"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|PassMark PerformanceTest", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PassMark PerformanceTest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "poor correlation with real-world tasks ... don't make purchase decisions on it alone"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|MMLU", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "MMLU", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "largely **obsolete or untrustworthy** for model comparisons today"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|Open LLM Leaderboard", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Open LLM Leaderboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "All top models contaminated; rankings unreliable"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|HELM", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "HELM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dynamic benchmarks with post-training-cutoff questions (e.g., HELM's live test sets"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|SWE-bench Verified", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SWE-bench Verified", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "newer agentic benchmarks like SWE-bench Verified"}, {"id": "mai-20260917-1752-baseline|c189-m6|deepseek-small|Primate Labs", "prompt": "c189-m6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Primate Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Prefer professional tools (UL, Geekbench, Primate Labs) but verify the test conditions"}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Glassdoor", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious of: Crowdsourced / Self-Reported Platforms (e.g., Glassdoor, Payscale)"}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Payscale", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The data is plagued by quality control issues. It is often outdated ... easily manipulated, and highly aspirational."}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Hays", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Hays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Recruiters (like Hays or Robert Half) often publish annual salary guides as marketing material."}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Robert Half", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Robert Half", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These guides are based strictly on *hiring rates* ... They rarely disclose their methodologies, sample sizes, or geographic breakdowns."}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Pave", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use modern, integration-based salary benchmarking software that pulls live, anonymized data directly from HR and payroll systems (e.g., **Pave**, **Ravio**, or **Figures**)"}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Ravio", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "pulls live, anonymized data directly from HR and payroll systems (e.g., **Pave**, **Ravio**, or **Figures**)"}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Figures", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Figures", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "(e.g., **Pave**, **Ravio**, or **Figures**)"}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Radford (Aon)", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alternatively, rely on traditional, highly vetted corporate surveys from firms like **Radford (Aon)**, **WTW**, or **Mercer**."}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|WTW", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Alternatively, rely on traditional, highly vetted corporate surveys from firms like **Radford (Aon)**, **WTW**, or **Mercer**."}, {"id": "mai-20260917-1752-baseline|c189-m6|google-small|Mercer", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "rely on traditional, highly vetted corporate surveys from firms like **Radford (Aon)**, **WTW**, or **Mercer**."}, {"id": "mai-20260917-1752-baseline|c189-m6|minimax-small|UserBenchmark", "prompt": "c189-m6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**UserBenchmark** - Has received numerous complaints about: Severe bias toward certain hardware manufacturers"}, {"id": "mai-20260917-1752-baseline|c189-m6|minimax-small|Ravio", "prompt": "c189-m6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time benchmarking platforms (like Ravio, Pave, Figures HR) often provide more accurate, current data"}, {"id": "mai-20260917-1752-baseline|c189-m6|minimax-small|Pave", "prompt": "c189-m6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Real-time benchmarking platforms (like Ravio, Pave, Figures HR) often provide more accurate, current data"}, {"id": "mai-20260917-1752-baseline|c189-m6|minimax-small|Figures HR", "prompt": "c189-m6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Figures HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Real-time benchmarking platforms (like Ravio, Pave, Figures HR) often provide more accurate, current data"}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|UserBenchmark", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid UserBenchmark due to its documented bias and inaccuracies."}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|OpenAI", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "OpenAI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some AI benchmarking providers (such as those from OpenAI or Anthropic) have also been criticized for using benchmarks that may not reflect real-world performance"}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|Anthropic", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Anthropic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as those from OpenAI or Anthropic) have also been criticized for using benchmarks that may not reflect real-world performance"}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|Geekbench", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Geekbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider alternatives like Geekbench, Cinebench, 3DMark, or technical.city"}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|Cinebench", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Cinebench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider alternatives like Geekbench, Cinebench, 3DMark, or technical.city"}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|3DMark", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "3DMark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider alternatives like Geekbench, Cinebench, 3DMark, or technical.city"}, {"id": "mai-20260917-1752-baseline|c189-m6|mistral-small|technical.city", "prompt": "c189-m6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "technical.city", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider alternatives like Geekbench, Cinebench, 3DMark, or technical.city"}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Mercer", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprise surveys (like Mercer or Korn Ferry) are often too expensive ($10k+ annual fees) and complex for small teams."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Korn Ferry", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprise surveys (like Mercer or Korn Ferry) are often too expensive ($10k+ annual fees) and complex for small teams."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Pave", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Highly recommended for startups managing equity and base salary together... For pure accuracy in Tech: Use Pave or Levels.fyi."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Levels.fyi", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Levels.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For pure accuracy in Tech: Use **Pave** or **Levels.fyi**."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Ravio", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong alternative if you are global or based in Europe."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|PayScale", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are the standard go-to platforms for mid-market and small businesses."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Salary.com", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Sales/Admin/General Ops: Use **Salary.com** combined with the latest **Robert Half Guide**."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Compensation IQ", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Compensation IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For avoiding vendor lock-in: Look at **Compensation IQ** to mix and match data sources."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Robert Half", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Robert Half", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Robert Half**, **Hays**, and **Michael Page** publish detailed annual salary guides."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Hays", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Hays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Robert Half**, **Hays**, and **Michael Page** publish detailed annual salary guides."}, {"id": "mai-20260917-1752-baseline|c189-s1|alibaba-small|Michael Page", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Michael Page", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Robert Half**, **Hays**, and **Michael Page** publish detailed annual salary guides."}, {"id": "mai-20260917-1752-baseline|c189-s1|anthropic-small|Pave", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave offers a free tier for startups under 200 employees"}, {"id": "mai-20260917-1752-baseline|c189-s1|anthropic-small|Compease", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good fit for HR professionals and compensation managers at small to mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c189-s1|anthropic-small|Salary.com's CompAnalyst", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com's CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "all-in-one salary benchmarking platform with a large HR-reported database, AI-powered tools, and pay equity features"}, {"id": "mai-20260917-1752-baseline|c189-s1|anthropic-small|BLS Occupational Employment Statistics", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS Occupational Employment Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides completely free government data"}, {"id": "mai-20260917-1752-baseline|c189-s1|challenger-small|Pave", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **Pave** for most small B2B companies"}, {"id": "mai-20260917-1752-baseline|c189-s1|challenger-small|Ravio", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best salary benchmarking data provider is usually **Pave** or **Ravio**"}, {"id": "mai-20260917-1752-baseline|c189-s1|challenger-small|BLS", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BLS** is the best free starting point if you just need general market pay data"}, {"id": "mai-20260917-1752-baseline|c189-s1|challenger-small|Salary.com CompAnalyst", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a more established paid option with structured salary bands"}, {"id": "mai-20260917-1752-baseline|c189-s1|challenger-small|Payscale", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a solid general-purpose alternative with broad survey-based coverage"}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Pave", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "two options stand out... **Pave** – Best if you're a VC-backed tech company that wants **free, modern market data plus equity context**"}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Comprehensive.io", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Comprehensive.io** – Best if you want **completely free, daily-refreshed salary data from 6,000+ tech companies**"}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Bureau of Labor Statistics (OES)", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Bureau of Labor Statistics (OES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Completely free government data... Great starting point."}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Ravio", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier if you contribute your HRIS data; strong European/global employer-sourced data."}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Salary.com CompAnalyst", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "priced as a full enterprise-grade tool—likely more than a small company needs"}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Payscale", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent \"compensation scenario builder,\" good if you want to model pay structures."}, {"id": "mai-20260917-1752-baseline|c189-s1|deepseek-small|Levels.fyi", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good for tech roles but starts around $800/mo, so probably overkill."}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Mercer", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small companies rarely have the budget for enterprise-grade legacy services like Mercer or Radford (which can cost $15,000 to $50,000+ per year)"}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Radford", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "small companies rarely have the budget for enterprise-grade legacy services like Mercer or Radford"}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Pave", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "This is widely considered the gold standard for tech and modern B2B startups."}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Carta Total Compensation", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Carta’s built-in compensation benchmarking tool is a natural fit"}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Figures", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An excellent, user-friendly platform designed specifically for the European market."}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Ravio", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Similar to Pave but built for Europe."}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Pavilion GTM Benchmarks", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pavilion GTM Benchmarks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specifically built for GTM roles, tracking base salary, variable comp, and equity"}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Comprehensive.io", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "is a highly rated alternative"}, {"id": "mai-20260917-1752-baseline|c189-s1|google-small|Payscale", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Payscale is the market leader for traditional and mid-market businesses."}, {"id": "mai-20260917-1752-baseline|c189-s1|meta-small|Ravio", "prompt": "c189-s1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Ravio, Pin, and RankedVendors."}, {"id": "mai-20260917-1752-baseline|c189-s1|meta-small|Pin", "prompt": "c189-s1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Ravio, Pin, and RankedVendors."}, {"id": "mai-20260917-1752-baseline|c189-s1|meta-small|RankedVendors", "prompt": "c189-s1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "RankedVendors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated options include Ravio, Pin, and RankedVendors."}, {"id": "mai-20260917-1752-baseline|c189-s1|minimax-small|Payscale", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale** — Best Overall for Small B2B Companies"}, {"id": "mai-20260917-1752-baseline|c189-s1|minimax-small|Salary.com (CompAnalyst)", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Market Data Depth"}, {"id": "mai-20260917-1752-baseline|c189-s1|minimax-small|Pave", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Payscale** or **Pave** as starting points"}, {"id": "mai-20260917-1752-baseline|c189-s1|minimax-small|Figures", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Figures** — Best for EU-Based Companies"}, {"id": "mai-20260917-1752-baseline|c189-s1|minimax-small|BLS Occupational Employment Statistics", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS Occupational Employment Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Option ... Limitation: Less granular, annual updates only"}, {"id": "mai-20260917-1752-baseline|c189-s1|mistral-small|Salary.com", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com** stands out for its ability to filter by company size, industry, and geography"}, {"id": "mai-20260917-1752-baseline|c189-s1|mistral-small|Brightmine", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Brightmine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Salary.com** or **Brightmine** are likely the best choices"}, {"id": "mai-20260917-1752-baseline|c189-s1|mistral-small|Bureau of Labor Statistics", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Bureau of Labor Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "for general salary comparison and government-backed data"}, {"id": "mai-20260917-1752-baseline|c189-s1|mistral-small|Indeed", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Indeed** for employee- and employer-reported salary data"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|PayScale", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PayScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PayScale** – Best Overall for Small/Mid-Sized Businesses"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Ravio", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Ravio** if you're a tech/SaaS B2B company wanting real-time data"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Pave", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pave** – Best for VC-Backed B2B Startups"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Mercer MarketPricer", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Buy individual reports from **Mercer MarketPricer** (~$300/job) only for critical roles"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|BLS (Bureau of Labor Statistics)", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS (Bureau of Labor Statistics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Start free**: Use BLS + Glassdoor for initial ranges"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Glassdoor", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Start free**: Use BLS + Glassdoor for initial ranges"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Comprehensive.io", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Comprehensive.io | Free | Tech company salary data"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Levels.fyi", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Levels.fyi | Free | Tech role benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Radford", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid**: Full subscriptions to Radford, Mercer, or Culpepper"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Mercer", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid**: Full subscriptions to Radford, Mercer, or Culpepper"}, {"id": "mai-20260917-1752-baseline|c189-s1|moonshot-small|Culpepper", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Culpepper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid**: Full subscriptions to Radford, Mercer, or Culpepper"}, {"id": "mai-20260917-1752-baseline|c189-s1|openai-small|Salary.com", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Salary.com**"}, {"id": "mai-20260917-1752-baseline|c189-s1|openai-small|Payscale Ascent", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Payscale Ascent** or a broader comp platform, though it may be more than a tiny team needs"}, {"id": "mai-20260917-1752-baseline|c189-s1|openai-small|SalaryCube", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SalaryCube** is getting attention, but it's newer and less established than Salary.com"}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with BLS + Pave/Comprehensive.io (free combo)** for quick wins—covers 80% of needs without budget."}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Pave (Market Data Lite)", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pave gives real-time US data across 290+ job families (base + equity) via quick HRIS signup"}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Comprehensive.io", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive.io provides daily-refreshed tech/B2B tech comp data (free after survey participation or basic access)"}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Ravio", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ravio offers 3 free benchmarks too."}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Salary.com CompAnalyst", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Upgrade to Salary.com CompAnalyst** if you need paid precision (most recommended for general small B2B per G2/FitSmallBusiness)"}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Payscale", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricier than Salary.com for basics; better for mid-market."}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|Radford", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Radford/WTW ($20k+)."}, {"id": "mai-20260917-1752-baseline|c189-s1|xai-small|WTW", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like Radford/WTW ($20k+)."}, {"id": "mai-20260917-1752-baseline|c189-s1|zai-small|Pave", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** — Best Overall for Small Tech Companies"}, {"id": "mai-20260917-1752-baseline|c189-s1|zai-small|Comprehensive.io", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Comprehensive.io** — Best Free Daily Data"}, {"id": "mai-20260917-1752-baseline|c189-s1|zai-small|SalaryCube", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SalaryCube** (at $1,995/year) provide the best balance of cost, features, and data quality"}, {"id": "mai-20260917-1752-baseline|c189-s1|zai-small|LaborIQ", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "LaborIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LaborIQ** — Best for Total Compensation Analysis"}, {"id": "mai-20260917-1752-baseline|c189-s1|zai-small|Mercer", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global benchmarking through Mercer and Salary.com partnerships"}, {"id": "mai-20260917-1752-baseline|c189-s1|zai-small|Salary.com", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global benchmarking through Mercer and Salary.com partnerships"}, {"id": "mai-20260917-1752-baseline|c189-s2|alibaba-small|Salary.com", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Salary.com (Best All-Around Value)\nThis is the most popular choice for small-to-mid-sized businesses because it is modular and cost-effective."}, {"id": "mai-20260917-1752-baseline|c189-s2|alibaba-small|PayScale", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayScale (Best for Modern/Tech-Savvy B2B)"}, {"id": "mai-20260917-1752-baseline|c189-s2|alibaba-small|Mercer MarketPricer", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercer is the gold standard for large enterprises, but their full surveys are too expensive for small businesses. However, they offer **MarketPricer**"}, {"id": "mai-20260917-1752-baseline|c189-s2|alibaba-small|U.S. Bureau of Labor Statistics (BLS)", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "U.S. Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best Free Baseline)... Use BLS data to establish your \"floor\""}, {"id": "mai-20260917-1752-baseline|c189-s2|anthropic-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with the free BLS data for baseline comparisons"}, {"id": "mai-20260917-1752-baseline|c189-s2|anthropic-small|RCReports", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RCReports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then supplementing with RCReports or CompAnalyst if you need more detailed small business-specific data"}, {"id": "mai-20260917-1752-baseline|c189-s2|anthropic-small|DealStats", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "DealStats", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "DealStats provides owner compensation data which can be extremely useful"}, {"id": "mai-20260917-1752-baseline|c189-s2|anthropic-small|CompAnalyst® Market Data", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompAnalyst® Market Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then supplementing with RCReports or CompAnalyst if you need more detailed small business-specific data"}, {"id": "mai-20260917-1752-baseline|c189-s2|anthropic-small|Culpepper", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Culpepper offers solutions whether you are a small business with one location or a large multinational corporation"}, {"id": "mai-20260917-1752-baseline|c189-s2|challenger-small|SHRM CompAnalyst Market Data", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM CompAnalyst Market Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SHRM CompAnalyst Market Data**, **Mercer Benchmark Database**, and **WTW salary surveys** are the strongest general-purpose choices"}, {"id": "mai-20260917-1752-baseline|c189-s2|challenger-small|Mercer Benchmark Database", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **SHRM CompAnalyst** or **Mercer** for core roles like operations, finance, HR, and marketing."}, {"id": "mai-20260917-1752-baseline|c189-s2|challenger-small|WTW salary surveys", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW salary surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **WTW** if you operate in multiple countries or need more global coverage."}, {"id": "mai-20260917-1752-baseline|c189-s2|challenger-small|Culpepper’s Sales Compensation Survey", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper’s Sales Compensation Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is the most directly relevant for B2B sales roles"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|BLS Occupational Employment & Wage Statistics (OEWS)", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS Occupational Employment & Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best free option... **BLS OEWS plus a Glassdoor cross-check costs nothing** and is accurate enough"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|O*NET Online", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "O*NET Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "good for job descriptions, duties, and typical pay by role"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Glassdoor", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for a quick cross-check from both employer- and employee-reported data"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Indeed", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good for a quick cross-check from both employer- and employee-reported data"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|ZipRecruiter", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good for a quick cross-check"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Levels.fyi", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "useful specifically if your B2B company hires tech/engineering talent"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|CompData", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "designed specifically for small and mid-sized businesses, affordable and actionable wage/salary data"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|PayScale", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "PayScale runs around **~$13,888/year** full subscription"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Mercer MarketPricer", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "buy single-job Mercer reports (~$300/job)** before committing to a five-figure subscription"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Salary.com", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "unique salary data filters by job, location, and size"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Culpepper", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Culpepper (size-scaled pricing)** because they specialize in the tech/business roles"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Option Impact", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "use **Option Impact (free)**... Great if you're venture-backed"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|Pequity", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pequity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "good if you have a bit of budget and want cash + equity ranges built by comp professionals"}, {"id": "mai-20260917-1752-baseline|c189-s2|deepseek-small|CompAnalyst / CompTool", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompAnalyst / CompTool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "mention your budget during a demo; they often cut deals for small companies"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Mercer", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses usually cannot justify spending $10,000 to $20,000+ per year on legacy databases (like Mercer, Radford, or Willis Towers Watson)"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Radford", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cannot justify spending $10,000 to $20,000+ per year on legacy databases (like Mercer, Radford, or Willis Towers Watson)"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Willis Towers Watson", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cannot justify spending $10,000 to $20,000+ per year on legacy databases (like Mercer, Radford, or Willis Towers Watson)"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Pave", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pave is highly popular among small businesses and B2B startups... Use a free-tier account on **Pave** or **Carta**"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Carta Total Compensation", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Carta Total Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use a free-tier account on **Pave** or **Carta** by integrating your HRIS/Cap table"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Pavilion's GTM Compensation Benchmarks (Annual Report)", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion's GTM Compensation Benchmarks (Annual Report)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "publishes an incredibly comprehensive annual GTM Compensation Report... highly accurate benchmarks for B2B Sales, Marketing, Customer Success"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|The Bridge Group (SDR & AE Reports)", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "The Bridge Group (SDR & AE Reports)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "widely considered the \"gold standard\" for B2B SaaS sales compensation and metrics"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|RepVue", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RepVue's crowdsourced database is a great tool for employers"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Payscale (Payscale Peer)", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale (Payscale Peer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Payscale has one of the largest salary databases in the world... Moderate pricing, but highly scalable for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Culpepper Compensation Surveys", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper Compensation Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Culpepper is highly respected for its accuracy and offers sliding-scale pricing specifically designed to accommodate smaller businesses"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Indeed's Hiring Insights", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Indeed's Hiring Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cross-reference free postings on **Indeed's Hiring Insights**"}, {"id": "mai-20260917-1752-baseline|c189-s2|google-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "consult the free **Bureau of Labor Statistics (BLS)** databases for baseline regional averages"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|SHRM Compensation Data Center", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results include several resources that provide compensation data, such as SHRM Compensation Data Center"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|Bureau of Labor Statistics", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as SHRM Compensation Data Center, Bureau of Labor Statistics, Indeed"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|Indeed", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bureau of Labor Statistics, Indeed, PayLab, ZipRecruiter"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|PayLab", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Indeed, PayLab, ZipRecruiter, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|ZipRecruiter", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PayLab, ZipRecruiter, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|Payscale", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ZipRecruiter, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c189-s2|meta-small|Salary.com", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c189-s2|minimax-small|Salary.com Industry Compensation Data", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com Industry Compensation Data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Salary.com Industry Compensation Data**\n- Offers specific industry data tailored to company size and labor market\n- More affordable than enterprise-level surveys"}, {"id": "mai-20260917-1752-baseline|c189-s2|minimax-small|Mercer's Remuneration Survey for SMEs", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer's Remuneration Survey for SMEs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically designed for small and medium enterprises"}, {"id": "mai-20260917-1752-baseline|c189-s2|minimax-small|NFIB (National Federation of Independent Business) Survey", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "NFIB (National Federation of Independent Business) Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically tracks small business compensation trends"}, {"id": "mai-20260917-1752-baseline|c189-s2|minimax-small|WTW (Willis Towers Watson) Salary Surveys", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson) Salary Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers both enterprise and smaller business options"}, {"id": "mai-20260917-1752-baseline|c189-s2|mistral-small|SHRM Compensation Data Center", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with SHRM or Culpepper, as both are well-regarded and offer data tailored to small businesses"}, {"id": "mai-20260917-1752-baseline|c189-s2|mistral-small|Culpepper Surveys", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper Surveys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with SHRM or Culpepper, as both are well-regarded and offer data tailored to small businesses"}, {"id": "mai-20260917-1752-baseline|c189-s2|mistral-small|Ravio’s Buyer’s Guide", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio’s Buyer’s Guide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lists top compensation tools, many of which allow filtering by company size, industry, and location"}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|Bureau of Labor Statistics (BLS) OEWS", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS) OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're under 50 employees and hiring standard roles: Use BLS OEWS + Glassdoor for free. It's accurate enough for most pay decisions."}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|Glassdoor", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "cross-checked with free sites like Glassdoor"}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|CompData Surveys (Salary.com)", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys (Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Probably the best \"sweet spot\" for a small B2B company that wants real survey data on a budget."}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|Mercer MarketPricer", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use Mercer MarketPricer at $300/job for your most critical positions"}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|Culpepper", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cost is often reduced or waived if you contribute your company's compensation data"}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|PayScale", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: Large annual subscriptions from providers like PayScale (~$13,888+/year median for SMBs)"}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|Willis Towers Watson", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: Large annual subscriptions from providers like PayScale ..., Willis Towers Watson, or Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-s2|moonshot-small|Korn Ferry", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: Large annual subscriptions from providers like PayScale ..., Willis Towers Watson, or Korn Ferry"}, {"id": "mai-20260917-1752-baseline|c189-s2|openai-small|SHRM Compensation Data Center / Salary.com-backed data", "prompt": "c189-s2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center / Salary.com-backed data", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd usually pick: **SHRM Compensation Data Center / Salary.com-backed data** for general benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-s2|openai-small|BLS wage data", "prompt": "c189-s2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS wage data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BLS wage data** for validation"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: General benchmarking; start here for any U.S.-based roles."}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|SHRM Compensation Data Center (via Salary.com partnership)", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center (via Salary.com partnership)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SHRM members get one free benchmark report ($220 value) for 15,000+ jobs, filtered by industry, geography, and company size."}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|PayScale", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free salary calculators with employer-reported data; PayScale suits small-mid businesses"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|Salary.com Free Tools", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com Free Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Access: payscale.com or salary.com (free reports)."}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|CompData Surveys", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed for small businesses (1–500 employees); affordable wage/salary data (~$350/survey, bulk discounts)."}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|Culpepper Compensation Surveys", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper Compensation Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexible for small businesses; global data but strong U.S. coverage for jobs/industries."}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|SalesCookie", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalesCookie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "check free reports from SalesCookie, Bridge Group, or Knowledgelib"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|Bridge Group", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bridge Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "check free reports from SalesCookie, Bridge Group, or Knowledgelib"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|Knowledgelib", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Knowledgelib", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "check free reports from SalesCookie, Bridge Group, or Knowledgelib"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|Option Impact", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Option Impact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "contribute your data for discounts/free access (e.g., Option Impact, Ravio free tiers)"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|Ravio", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "contribute your data for discounts/free access (e.g., Option Impact, Ravio free tiers)"}, {"id": "mai-20260917-1752-baseline|c189-s2|xai-small|PayLab", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "If global/non-U.S., add PayLab or Culpepper."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|SyncGTM", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SyncGTM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary data:** SyncGTM's 2026 B2B sales salary breakdown and SalesCookie's 2026 State of B2B Sales Compensation."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|SalesCookie", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalesCookie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary data:** SyncGTM's 2026 B2B sales salary breakdown and SalesCookie's 2026 State of B2B Sales Compensation."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|Mercer Salary Surveys (imercer.com)", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Salary Surveys (imercer.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost:** Subscription‑based (often expensive for a very small company), but you can sometimes request a sample"}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|Willis Towers Watson (WTW) Salary Surveys", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) Salary Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cost:** Subscription‑based, often high cost."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|Pearl Meyer Compensation Surveys", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pearl Meyer Compensation Surveys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cost:** Generally expensive (hundreds to thousands of dollars per survey)."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|O*NET Online", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "O*NET Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use O*NET Online for quick wage floors."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|Pave Market Data Lite", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave Market Data Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use Pave Market Data Lite for a free trial of real‑time market data."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|SHRM Compensation Data Center", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers free benchmark job reports for members."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|CompTool Salary Survey Marketplace", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompTool Salary Survey Marketplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use SHRM or CompTool if you have a membership or want to buy a single affordable survey."}, {"id": "mai-20260917-1752-baseline|c189-s2|zai-small|Altura Consulting Group", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Altura Consulting Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you already have subscriptions to vendors like Altura Consulting Group, you can use the manager for free."}, {"id": "mai-20260917-1752-baseline|c189-s3|alibaba-small|Databox", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Databox** if you want to keep the whole company aligned on high-level goals without hiring a data analyst."}, {"id": "mai-20260917-1752-baseline|c189-s3|alibaba-small|Klipfolio", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "While Databox is about simplicity, Klipfolio is about **customization**. It has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c189-s3|alibaba-small|Whatagraph", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Whatagraph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Whatagraph** if your primary pain point is reporting on messy marketing data across different ad networks."}, {"id": "mai-20260917-1752-baseline|c189-s3|alibaba-small|Similarweb", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Similarweb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Competitor analysis and web traffic benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-s3|alibaba-small|PlanGuru", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **PlanGuru** if you are trying to secure funding or need to prove profitability against industry standards."}, {"id": "mai-20260917-1752-baseline|c189-s3|alibaba-small|Jirav", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PlanGuru** or **Jirav** ... **Best For:** CFOs, controllers, and small finance teams."}, {"id": "mai-20260917-1752-baseline|c189-s3|anthropic-small|PayScale", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PayScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PayScale is widely used for compensation benchmarking and pay range building with an emphasis on usability and speed, and is often attractive to lean HR teams"}, {"id": "mai-20260917-1752-baseline|c189-s3|anthropic-small|Compease", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compease is salary administration software that covers market-based salary benchmarking... a good fit for HR professionals and compensation managers at small to mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c189-s3|challenger-small|Pave", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Pave** or **Ravio** if your main need is compensation benchmarking[17]."}, {"id": "mai-20260917-1752-baseline|c189-s3|challenger-small|Ravio", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Better than Pave if your workforce is Europe-heavy[17]"}, {"id": "mai-20260917-1752-baseline|c189-s3|challenger-small|Salary.com", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "for compensation, **Pave/Ravio** or **Salary.com/Mercer-style survey providers**, depending on what you benchmark"}, {"id": "mai-20260917-1752-baseline|c189-s3|challenger-small|Mercer / Radford / survey providers", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer / Radford / survey providers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More traditional survey-based data, typically broader or more defensible but slower[17] | Useful when rigor matters more than speed"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Databox", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "invest in **Databox** (around $79/month) for its pre-made industry benchmark modules."}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Geckoboard", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focuses on **simplicity and always-on displays**. It has less benchmarking depth than Databox"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Klipfolio (PowerMetrics)", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio (PowerMetrics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise tools like SimilarWeb, Jellyfish, or Klipfolio initially"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Government Tools (ATO, BDC, SizeUp)", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Government Tools (ATO, BDC, SizeUp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "use the **free government tools** (ATO/BDC/SizeUp) to check your financial health immediately"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|PlanGuru", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for a **CFO-like analysis**. It lets you do repeatable monthly/quarterly benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|LivePlan", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cheaper and more visual... Benchmarks are included but less granular than PlanGuru."}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|SimilarWeb", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SimilarWeb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like SimilarWeb, Jellyfish, or Klipfolio initially"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Cyfe", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Cyfe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cyfe is 90% cheaper but only benchmarks against your own past performance, not against rivals."}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Waydev", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For a small dev team, **Waydev** is the easiest paid option for fast external benchmarks."}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|Jellyfish", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise tools like SimilarWeb, Jellyfish, or Klipfolio initially"}, {"id": "mai-20260917-1752-baseline|c189-s3|deepseek-small|DX (Atlassian)", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "DX (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**DX** is great if you want to compare against culturally similar companies, but feels heavier."}, {"id": "mai-20260917-1752-baseline|c189-s3|google-small|Pave", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave:** The dominant player for venture-backed and high-growth small teams in the US."}, {"id": "mai-20260917-1752-baseline|c189-s3|google-small|Ravio", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built specifically as the European alternative to Pave... best choice if you are hiring globally or building a European footprint."}, {"id": "mai-20260917-1752-baseline|c189-s3|google-small|Comprehensive.io", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A newer platform that acts as an all-in-one compensation planner... perfect for small teams without a dedicated HR operations manager."}, {"id": "mai-20260917-1752-baseline|c189-s3|google-small|Carta Total Comp", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use Carta for equity management, this is a native add-on that makes equity benchmarking incredibly accurate based on funding stage."}, {"id": "mai-20260917-1752-baseline|c189-s3|meta-small|Jellyfish", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Jellyfish offers peer comparison across industry data and AI attribution"}, {"id": "mai-20260917-1752-baseline|c189-s3|meta-small|Waydev", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Waydev provides industry percentiles and company-defined standards"}, {"id": "mai-20260917-1752-baseline|c189-s3|meta-small|DX (Atlassian)", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "DX (Atlassian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "DX (Atlassian) offers 4M+ samples and custom peer groups"}, {"id": "mai-20260917-1752-baseline|c189-s3|meta-small|Typo", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Typo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Typo provides similar companies, industries, and team sizes for benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-s3|meta-small|Allstacks", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Allstacks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Allstacks offers industry benchmarks from customer data and historical performance baselines"}, {"id": "mai-20260917-1752-baseline|c189-s3|meta-small|Swarmia", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Swarmia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Swarmia provides reference bands and adoption, cost, and token data vs. delivery"}, {"id": "mai-20260917-1752-baseline|c189-s3|minimax-small|Pave", "prompt": "c189-s3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need compensation benchmarking**: Start with Pave (free tier available) or Ravio for tech roles"}, {"id": "mai-20260917-1752-baseline|c189-s3|minimax-small|Salary.com CompAnalyst", "prompt": "c189-s3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Comprehensive Coverage... Large dataset with job-level compensation benchmarking across locations"}, {"id": "mai-20260917-1752-baseline|c189-s3|minimax-small|Semrush", "prompt": "c189-s3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on market positioning and competitive intelligence rather than compensation"}, {"id": "mai-20260917-1752-baseline|c189-s3|minimax-small|Fathom", "prompt": "c189-s3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specializes in business performance metrics rather than compensation"}, {"id": "mai-20260917-1752-baseline|c189-s3|minimax-small|Databox", "prompt": "c189-s3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Custom KPI Benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-s3|minimax-small|Ravio", "prompt": "c189-s3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with Pave (free tier available) or Ravio for tech roles"}, {"id": "mai-20260917-1752-baseline|c189-s3|mistral-small|Salary.com CompAnalyst", "prompt": "c189-s3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salary.com CompAnalyst**: Low-cost entry for compensation benchmarking, ideal if that's your main goal."}, {"id": "mai-20260917-1752-baseline|c189-s3|moonshot-small|Databox", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Databox** - **Best for:** Marketing & sales KPI tracking"}, {"id": "mai-20260917-1752-baseline|c189-s3|moonshot-small|Klipfolio (PowerMetrics)", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio (PowerMetrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Klipfolio** if you have data-savvy team members and need deep customization"}, {"id": "mai-20260917-1752-baseline|c189-s3|moonshot-small|Semrush", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Semrush** if SEO/PPC competitive intelligence is your priority"}, {"id": "mai-20260917-1752-baseline|c189-s3|moonshot-small|Similarweb", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Similarweb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Traffic and audience benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-s3|moonshot-small|ClientCues", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "ClientCues", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose ClientCues** if budget is your primary constraint (free tier available)"}, {"id": "mai-20260917-1752-baseline|c189-s3|openai-small|Payscale", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale** for compensation"}, {"id": "mai-20260917-1752-baseline|c189-s3|openai-small|Carta Total Comp / compensation tools", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Carta Total Comp / compensation tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hiring/people ops: Payscale or Carta compensation tools"}, {"id": "mai-20260917-1752-baseline|c189-s3|openai-small|Option Impact / Radford", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Option Impact / Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Better for larger or more formal compensation programs. **Differs by:** often too heavy for very small teams."}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|SimpleKPI", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SimpleKPI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with SimpleKPI or Geckoboard if under 10 people/budget-focused (<$100/mo)"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Geckoboard", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with SimpleKPI or Geckoboard if under 10 people/budget-focused (<$100/mo)"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Klipfolio", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly customizable; good for recurring reviews; moderate setup; tiered by usage"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Databox", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most integrations; great for quick comparative scorecards; pricier for teams"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Zoho Analytics", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest per-user; broad integrations; good for predictions but less specialized KPI templates"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Fathom", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "finance? Add Fathom ~$40/mo"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Jellyfish", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "For dev teams, consider Jellyfish/Waydev instead, but they're niche/pricier"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Waydev", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "consider Jellyfish/Waydev instead, but they're niche/pricier"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|KPMG", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise options like KPMG/Deloitte don't fit small teams due to high costs/managed services"}, {"id": "mai-20260917-1752-baseline|c189-s3|xai-small|Deloitte", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise options like KPMG/Deloitte don't fit small teams due to high costs/managed services"}, {"id": "mai-20260917-1752-baseline|c189-s3|zai-small|Salary.com CompAnalyst", "prompt": "c189-s3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HR compensation benchmarking** | **Salary.com CompAnalyst** or **Pave** (both integrate with HRIS)"}, {"id": "mai-20260917-1752-baseline|c189-s3|zai-small|Pave", "prompt": "c189-s3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HR compensation benchmarking** | **Salary.com CompAnalyst** or **Pave** (both integrate with HRIS)"}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|BLS OEWS (Occupational Employment and Wage Statistics)", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS (Occupational Employment and Wage Statistics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Official U.S. government data, completely free, comprehensive geographic coverage."}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Indeed Salary Search", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed Salary Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Quick checks on popular roles."}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|ZipRecruiter Salary Calculator", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "ZipRecruiter Salary Calculator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Not rigorous enough for formal compensation strategy or audit-proofing."}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Pave", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Free starter tier for basic benchmarking... subscribe to one targeted tool like **Pave** or **Ravio**"}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Salary.com (CompAnalyst)", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Traditional businesses (non-tech) looking to build structured pay bands."}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Ravio", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often have low-cost entry tiers or are priced per seat rather than enterprise-wide fees."}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Comprehensive.io", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Companies that want modern data visualization and confidence scores."}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Mercer", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid Enterprise Platforms: Skip heavyweights like Mercer, Willis Towers Watson, or Radford"}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Willis Towers Watson", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Skip heavyweights like Mercer, Willis Towers Watson, or Radford unless you have an HRIS integration budget of $10k+ annually"}, {"id": "mai-20260917-1752-baseline|c189-s4|alibaba-small|Radford", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Their costs are rarely justified for <50 employee companies."}, {"id": "mai-20260917-1752-baseline|c189-s4|anthropic-small|Pave", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave offers the strongest free tier for tech recruiters, covering startups with 1-200 employees and providing data from 8,700+ companies."}, {"id": "mai-20260917-1752-baseline|c189-s4|anthropic-small|Comprehensive.io", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive.io provides a free daily-refreshed database covering 6,000+ US tech companies."}, {"id": "mai-20260917-1752-baseline|c189-s4|anthropic-small|Ravio", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ravio gives you three free benchmarks for three roles of your choice (no credit card required)"}, {"id": "mai-20260917-1752-baseline|c189-s4|anthropic-small|BLS Occupational Employment Statistics", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For non-tech roles, BLS Occupational Employment Statistics covers 830+ occupations across all US states at no cost."}, {"id": "mai-20260917-1752-baseline|c189-s4|anthropic-small|Levels.fyi", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use a free tier (Pave, Ravio, Levels.fyi) for a baseline"}, {"id": "mai-20260917-1752-baseline|c189-s4|challenger-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually the **Bureau of Labor Statistics (BLS)** if you need broad, reliable, **free** salary data"}, {"id": "mai-20260917-1752-baseline|c189-s4|challenger-small|Pave", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free option for tech startups:** **Pave** \\u2014 tailored to small/high-growth companies and free for companies under 200 employees"}, {"id": "mai-20260917-1752-baseline|c189-s4|challenger-small|Comprehensive.io", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another strong free choice for US tech roles"}, {"id": "mai-20260917-1752-baseline|c189-s4|challenger-small|Salary.com CompAnalyst", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "established benchmarking platforms, but they are typically more expensive than free options"}, {"id": "mai-20260917-1752-baseline|c189-s4|challenger-small|PayScale", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "established benchmarking platforms, but they are typically more expensive than free options"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Pave", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: **Pave** — FREE for startups under 200 employees"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BLS is your best zero-cost fallback** for general roles"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Comprehensive.io", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free tier with daily-refreshed data. Ideal for tech-heavy small companies."}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Ravio", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free tier when you contribute your HRIS data; EU-focused"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Playing", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Playing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free compensation calculator aggregating Glassdoor/ZipRecruiter data"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|SalaryExpert", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SalaryExpert / Payfactors** — cost-effective"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Payfactors", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cost-effective; Payfactors from ~$245/month"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Mercer", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid on a tight budget - **Mercer / Radford / Willis Towers Watson**"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Radford", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid on a tight budget - **Mercer / Radford / Willis Towers Watson**"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Willis Towers Watson", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to avoid on a tight budget - **Mercer / Radford / Willis Towers Watson**"}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Payscale", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "It's powerful but likely overkill for a small budget."}, {"id": "mai-20260917-1752-baseline|c189-s4|deepseek-small|Levels.fyi", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "What to avoid on a tight budget... **Levels.fyi** — from ~$800/month"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Pave (Market Data Lite)", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Free Option for Tech/Modern Companies: **Pave (Market Data Lite)**"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Ravio", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ravio** and **Figures.hr** offer identical, highly rated \"give-to-get\" free tiers tailored to European markets"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Figures.hr", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures.hr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ravio** and **Figures.hr** offer identical, highly rated \"give-to-get\" free tiers tailored to European markets"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Bureau of Labor Statistics (BLS) & O*NET", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) & O*NET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Free Option for Traditional/Non-Tech Companies: **Bureau of Labor Statistics (BLS) & O\\*NET**"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Wellfound (formerly AngelList)", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Wellfound (formerly AngelList)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for early-stage startup salaries and remote developer benchmarks. It’s completely free to browse."}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Levels.fyi", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The gold standard for tech and software engineering total compensation."}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Glassdoor", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they rely on self-reported, unverified employee data... risky to use as a primary source for setting formal salary bands"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Indeed", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "A Warning on Glassdoor/Indeed... risky to use as a primary source for setting formal salary bands"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Mercer", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "standard enterprise options (like Mercer, Radford, or Salary.com) will easily cost you $15,000 to $40,000+ per year"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Radford", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "standard enterprise options (like Mercer, Radford, or Salary.com) will easily cost you $15,000 to $40,000+ per year"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|Salary.com", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "standard enterprise options (like Mercer, Radford, or Salary.com) will easily cost you $15,000 to $40,000+ per year"}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|CompTool", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "CompTool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Known in the HR space as one of the most affordable and easy-to-use compensation platforms."}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|ERI (Economic Research Institute - Salary Assessor)", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "ERI (Economic Research Institute - Salary Assessor)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "ERI is a highly trusted, traditional, robust database used by compensation professionals."}, {"id": "mai-20260917-1752-baseline|c189-s4|google-small|OpenComp", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Starting around **$4,500/year** for their base tier. It is a great middle-ground software"}, {"id": "mai-20260917-1752-baseline|c189-s4|meta-small|Pave", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Pave: Offers a free tier for tech roles with under 200 employees."}, {"id": "mai-20260917-1752-baseline|c189-s4|meta-small|Comprehensive.io", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides free US tech daily data."}, {"id": "mai-20260917-1752-baseline|c189-s4|meta-small|BLS OEWS", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers free data for all roles and states."}, {"id": "mai-20260917-1752-baseline|c189-s4|meta-small|Ravio", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free Market Data Lite tier for startups with 1-200 employees."}, {"id": "mai-20260917-1752-baseline|c189-s4|meta-small|SalaryExpert", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cost-effective compensation data platform designed specifically for small businesses."}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|BLS (Bureau of Labor Statistics) OEWS", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS (Bureau of Labor Statistics) OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **BLS OEWS data** (free) plus **Glassdoor** cross-reference"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Glassdoor", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **BLS OEWS data** (free) plus **Glassdoor** cross-reference"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Levels.fyi", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free but limited (mainly tech roles)"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|ONet", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "ONet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free government compensation data"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Pave", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier for startups under 200 employees"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Comprehensive.io", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free daily-refreshed tech data"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Ravio", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tier with 3 benchmarks for 3 roles"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|CompAnalyst (Salary.com)", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "they may cut deals for small companies with tight budgets"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Mercer MarketPricer", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "$300/job (good for occasional use rather than full subscription)"}, {"id": "mai-20260917-1752-baseline|c189-s4|minimax-small|Payfactors", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Described as providing enterprise-grade benchmarking without the typical cost barriers"}, {"id": "mai-20260917-1752-baseline|c189-s4|mistral-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is the top choice for free salary research."}, {"id": "mai-20260917-1752-baseline|c189-s4|mistral-small|Pave", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is in tech, start with Pave or Comprehensive.io."}, {"id": "mai-20260917-1752-baseline|c189-s4|mistral-small|Comprehensive.io", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides US tech salary data updated daily, and is free to use"}, {"id": "mai-20260917-1752-baseline|c189-s4|mistral-small|SalaryExpert", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SalaryExpert is also a good low-cost option if you need more structured data and features."}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|Pave Market Data Lite", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave Market Data Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave's Market Data Lite** is likely your best bet"}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|Comprehensive.io", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free daily-refreshed tech compensation data. Great for tech roles and startups."}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|BLS Occupational Employment Statistics (OEWS)", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment Statistics (OEWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "supplement with **BLS OEWS data** for broader industry coverage, as it's also free and government-verified"}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|Playroll's Free Salary Benchmarking Tool", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Playroll's Free Salary Benchmarking Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free calculator comparing real-time compensation based on recent job ads"}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|SalaryExpert", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specifically designed for small businesses seeking reliable data without enterprise complexity and expense."}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|Levels.fyi", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starting at ~$800/month, focused on verified tech compensation data."}, {"id": "mai-20260917-1752-baseline|c189-s4|moonshot-small|Figures", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starting at \\u20ac2,500/year (~$2,700), EU-focused and compliance-ready."}, {"id": "mai-20260917-1752-baseline|c189-s4|openai-small|Salary.com's Benchmark Pro", "prompt": "c189-s4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com's Benchmark Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget pick:** **Salary.com Benchmark Pro / similar survey-based benchmark product**"}, {"id": "mai-20260917-1752-baseline|c189-s4|openai-small|SHRM Benchmark Job Report", "prompt": "c189-s4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SHRM Benchmark Job Report", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Salary.com’s Benchmark Pro / SHRM Benchmark Job Report-style offering is often the best value"}, {"id": "mai-20260917-1752-baseline|c189-s4|openai-small|Payscale", "prompt": "c189-s4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you can stretch budget and want software + workflow:** **Payscale**"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the best starting point—it's completely free"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Pave Market Data Lite", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave Market Data Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free permanent tier for companies under 200 employees"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Comprehensive.io", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free daily-refreshed salary data from 6,000+ US tech companies"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Glassdoor", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free crowdsourced data for company-specific or tech comp insights (self-reported, so cross-check)"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Levels.fyi", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free crowdsourced data for company-specific or tech comp insights (self-reported, so cross-check)"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Salary.com Wizard", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com Wizard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Basic free reports/estimates; paid tiers start low (~$245+/mo) if needed"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Payscale free tools", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale free tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Basic free reports/estimates; paid tiers start low"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Ravio", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "test 3 free benchmarks from Ravio first"}, {"id": "mai-20260917-1752-baseline|c189-s4|xai-small|Mercer", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Data quality beats enterprise surveys like Mercer ($300+/job) for budgets under that."}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|BLS Occupational Employment Statistics (OEWS)", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **BLS OEWS** for broad salary ranges and geographic comparisons"}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|CheckSalary.us", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "CheckSalary.us", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the free BLS data combined with CheckSalary.us will provide sufficient benchmarking information"}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|Playroll Salary Benchmarking Tool", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Playroll Salary Benchmarking Tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Playroll** for easy salary range comparisons"}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|Pave", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pave:** Free tier covers most US tech and fintech roles"}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|Ravio", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ravio:** Free tier for European data"}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|SalaryExpert", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-effective platform designed specifically for small businesses"}, {"id": "mai-20260917-1752-baseline|c189-s4|zai-small|Payfactors", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Around $245/month with free trial"}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|Mercer\"s MarketPricer", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer\"s MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for providers that allow you to buy \"single job reports\" (e.g., Mercer’s *MarketPricer*, often ~$300/report)"}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|Pave", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Many modern platforms (like **Pave** or **Ravio**) offer free or heavily discounted tiers for companies under 200–500 employees."}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|Ravio", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Many modern platforms (like **Pave** or **Ravio**) offer free or heavily discounted tiers for companies under 200–500 employees."}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|Comprehensive.io", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "\"Point Solution\" | ... | **Mercer MarketPricer**, **Comprehensive.io**"}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|Paylab", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Paylab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern SaaS | Full visibility across all roles, easy UI, built for growth/startups. | **Pave**, **Ravio**, **Paylab**"}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|Culpepper", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional Survey | Defensibility and industry-specific nuances (often requires contributing data). | **Culpepper**, **ERI**"}, {"id": "mai-20260917-1752-baseline|c189-s5|alibaba-small|ERI", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "ERI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional Survey | Defensibility and industry-specific nuances (often requires contributing data). | **Culpepper**, **ERI**"}, {"id": "mai-20260917-1752-baseline|c189-s5|anthropic-small|PayScale", "prompt": "c189-s5", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "PayScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendors like PayScale, Radford, Salary.com, Glassdoor for Employers, or industry-specific providers may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c189-s5|anthropic-small|Radford", "prompt": "c189-s5", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors like PayScale, Radford, Salary.com, Glassdoor for Employers ... may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c189-s5|anthropic-small|Salary.com", "prompt": "c189-s5", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors like PayScale, Radford, Salary.com, Glassdoor for Employers ... may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c189-s5|anthropic-small|Glassdoor for Employers", "prompt": "c189-s5", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor for Employers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors like PayScale, Radford, Salary.com, Glassdoor for Employers ... may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Glassdoor", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Employee self-reported / crowdsourced data (e.g., Glassdoor, Levels.fyi) is often inflated and unreliable for formal pay decisions."}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Levels.fyi", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "crowdsourced data (e.g., Glassdoor, Levels.fyi) is often inflated and unreliable for formal pay decisions"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Mercer", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional consultancies (Mercer, Radford, WTW, Culpepper/Korn Ferry): Powerful, but expensive... overkill for a 30-person team"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Radford", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Traditional consultancies (Mercer, Radford, WTW, Culpepper/Korn Ferry): Powerful, but expensive"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|WTW", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional consultancies (Mercer, Radford, WTW, Culpepper/Korn Ferry): Powerful, but expensive"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Culpepper/Korn Ferry", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Culpepper/Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional consultancies (Mercer, Radford, WTW, Culpepper/Korn Ferry): Powerful, but expensive"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Pave", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Modern platforms (Pave, Ravio, SalaryCube, Comprehensive): More startup-friendly. Pave's Market Data Lite is free (US + one market)"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Ravio", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ravio starts around £5,400/yr (250-person tier) with free trial benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|SalaryCube", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern platforms (Pave, Ravio, SalaryCube, Comprehensive): More startup-friendly."}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|Comprehensive", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern platforms (Pave, Ravio, SalaryCube, Comprehensive): More startup-friendly."}, {"id": "mai-20260917-1752-baseline|c189-s5|deepseek-small|BLS OEWS", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "BLS OEWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "BLS OEWS data (free) plus a Glassdoor cross-check can be \"good enough\" to build defensible ranges"}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Pave", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave: Offers real-time data from 9,000+ companies. They have a highly popular free tier for smaller startups... excellent for both cash and equity benchmarking."}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Carta Total Comp", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Carta for your cap table, their Total Comp tool seamlessly integrates your equity and salary benchmarks."}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Comprehensive.io", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for daily-refreshed, free tech data and specific executive compensation tracking."}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Figures", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Figures or Ravio: Both are built specifically to tackle European markets"}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Ravio", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Figures or Ravio: Both are built specifically to tackle European markets"}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Payscale", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payscale or Salary.com (CompAnalyst): These are broader, more traditional platforms. While they can be pricier"}, {"id": "mai-20260917-1752-baseline|c189-s5|google-small|Salary.com (CompAnalyst)", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "broader, more traditional platforms. While they can be pricier, they hold much larger datasets for non-tech roles"}, {"id": "mai-20260917-1752-baseline|c189-s5|minimax-small|Payscale", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider providers like **Payscale**, **Salary.com**, **CompBenchmark**, or newer entrants like **Ravio** or **Comprehensive.io**"}, {"id": "mai-20260917-1752-baseline|c189-s5|minimax-small|Salary.com", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider providers like **Payscale**, **Salary.com**, **CompBenchmark**"}, {"id": "mai-20260917-1752-baseline|c189-s5|minimax-small|CompBenchmark", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "CompBenchmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider providers like **Payscale**, **Salary.com**, **CompBenchmark**"}, {"id": "mai-20260917-1752-baseline|c189-s5|minimax-small|Ravio", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "newer entrants like **Ravio** or **Comprehensive.io**—some offer tiers specifically designed for smaller companies"}, {"id": "mai-20260917-1752-baseline|c189-s5|minimax-small|Comprehensive.io", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer entrants like **Ravio** or **Comprehensive.io**—some offer tiers specifically designed for smaller companies"}, {"id": "mai-20260917-1752-baseline|c189-s5|mistral-small|Payscale", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is the data from reputable sources (e.g., BLS, Payscale, Glassdoor, LinkedIn, or proprietary surveys)?"}, {"id": "mai-20260917-1752-baseline|c189-s5|mistral-small|Glassdoor", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Is the data from reputable sources (e.g., BLS, Payscale, Glassdoor, LinkedIn, or proprietary surveys)?"}, {"id": "mai-20260917-1752-baseline|c189-s5|mistral-small|LinkedIn", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Is the data from reputable sources (e.g., BLS, Payscale, Glassdoor, LinkedIn, or proprietary surveys)?"}, {"id": "mai-20260917-1752-baseline|c189-s5|moonshot-small|Ravio", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Real-time/SaaS platforms | Fast-moving companies, frequent hiring | Ravio, Comprehensive.io"}, {"id": "mai-20260917-1752-baseline|c189-s5|moonshot-small|Comprehensive.io", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Real-time/SaaS platforms | Fast-moving companies, frequent hiring | Ravio, Comprehensive.io"}, {"id": "mai-20260917-1752-baseline|c189-s5|moonshot-small|Mercer", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional surveys | Established industries, annual planning | Mercer, Willis Towers Watson"}, {"id": "mai-20260917-1752-baseline|c189-s5|moonshot-small|Willis Towers Watson", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traditional surveys | Established industries, annual planning | Mercer, Willis Towers Watson"}, {"id": "mai-20260917-1752-baseline|c189-s5|moonshot-small|Radford", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized providers | Tech, specific geographies | Radford (tech), local providers"}, {"id": "mai-20260917-1752-baseline|c189-s5|xai-small|Glassdoor", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Scrutinize sources (e.g., HRIS integrations from verified employers vs. self-reported job sites like Glassdoor)."}, {"id": "mai-20260917-1752-baseline|c189-s5|xai-small|Payscale", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common fits for your size include Payscale, Salary.com, Ravio, Pave, or Culpepper (request demos)."}, {"id": "mai-20260917-1752-baseline|c189-s5|xai-small|Salary.com", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common fits for your size include Payscale, Salary.com, Ravio, Pave, or Culpepper (request demos)."}, {"id": "mai-20260917-1752-baseline|c189-s5|xai-small|Ravio", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common fits for your size include Payscale, Salary.com, Ravio, Pave, or Culpepper (request demos)."}, {"id": "mai-20260917-1752-baseline|c189-s5|xai-small|Pave", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common fits for your size include Payscale, Salary.com, Ravio, Pave, or Culpepper (request demos)."}, {"id": "mai-20260917-1752-baseline|c189-s5|xai-small|Culpepper", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common fits for your size include Payscale, Salary.com, Ravio, Pave, or Culpepper (request demos)."}, {"id": "mai-20260917-1752-baseline|c189-s6|alibaba-small|Dun & Bradstreet (D&B)", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dun & Bradstreet (D&B) – *Proceed with Caution*"}, {"id": "mai-20260917-1752-baseline|c189-s6|alibaba-small|The Better Business Bureau (BBB)", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "The Better Business Bureau (BBB)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the BBB is increasingly criticized for operating on a \"pay-to-play\" model"}, {"id": "mai-20260917-1752-baseline|c189-s6|alibaba-small|G2", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "third-party reviews (G2, Trustpilot, Clutch) or independent industry surveys are often more accurate indicators of quality"}, {"id": "mai-20260917-1752-baseline|c189-s6|alibaba-small|Trustpilot", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Trustpilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "third-party reviews (G2, Trustpilot, Clutch) ... are often more accurate indicators of quality"}, {"id": "mai-20260917-1752-baseline|c189-s6|alibaba-small|Clutch", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Clutch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "third-party reviews (G2, Trustpilot, Clutch) ... are often more accurate indicators of quality"}, {"id": "mai-20260917-1752-baseline|c189-s6|alibaba-small|Seek Capital", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Seek Capital", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The FTC has taken action against companies like Seek Capital"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|Benchmark / benchmark.co.com", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark / benchmark.co.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the UK's Financial Conduct Authority (FCA) issued a warning about \"**Benchmark / benchmark.co.com**,\" which was operating without permission"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|MarketResearch.com", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "MarketResearch.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "fake publishers who mass-produce shallow, recycled, or fabricated reports (e.g., the low-quality operations behind MarketResearch.com"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|ResearchandMarkets.com", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ResearchandMarkets.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the low-quality operations behind MarketResearch.com and ResearchandMarkets.com aggregations"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|Transparency Market Research", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Transparency Market Research", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "countless \"Transparency Market Research\"-style clones"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|Gartner", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legitimate depth like Gartner or Forrester covers a **specific niche**"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|Forrester", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legitimate depth like Gartner or Forrester covers a **specific niche**"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|ATO small-business benchmarks", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ATO small-business benchmarks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer authoritative, verifiable sources: government/agency data (e.g., ATO small-business benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|Australian Bureau of Statistics", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Australian Bureau of Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "government/agency data (e.g., ATO small-business benchmarks, Australian Bureau of Statistics)"}, {"id": "mai-20260917-1752-baseline|c189-s6|deepseek-small|RMA's Annual Statement Studies", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "RMA's Annual Statement Studies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "well-regarded financial sources such as **RMA's Annual Statement Studies** for financial ratios"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Gartner", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-Focused Giants... Prohibitive costs and irrelevant data pools."}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Forrester", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These providers are built for the Fortune 500, multinational corporations"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Mercer", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "benchmarks its IT spend or compensation against Radford or Mercer data, they will get severely skewed results"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Radford (Aon)", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "benchmarks its IT spend or compensation against Radford or Mercer data, they will get severely skewed results"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|The Hackett Group", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "The Hackett Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-Focused Giants... Their annual subscription minimums often run into the tens of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Glassdoor", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Crowdsourced and AI-Aggregated Platforms... High margins of error, outlier bias, and lack of verified data."}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Salary.com", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many free or cheap platforms rely on *employee-submitted* data... rarely a mechanism to verify"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|RMA (Risk Management Association) Annual Statement Studies", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "RMA (Risk Management Association) Annual Statement Studies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like **RMA (Risk Management Association) Annual Statement Studies** (for financial ratios)... are often highly reliable"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|Databox", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "platform-integrated, real-time benchmarks (like **Databox** or **HubSpot** for marketing) are often highly reliable"}, {"id": "mai-20260917-1752-baseline|c189-s6|google-small|HubSpot", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "platform-integrated, real-time benchmarks (like **Databox** or **HubSpot** for marketing) are often highly reliable"}, {"id": "mai-20260917-1752-baseline|c189-s6|mistral-small|Benchmark / benchmark.co.com", "prompt": "c189-s6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark / benchmark.co.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Benchmark / benchmark.co.com\" is flagged as not authorized by the FCA and may be involved in scams or unauthorized financial services."}, {"id": "mai-20260917-1752-baseline|c189-s6|mistral-small|Fortunebusinessinsights.com", "prompt": "c189-s6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Fortunebusinessinsights.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Fortunebusinessinsights.com\" has been criticized for fraudulent behavior, sending unsolicited emails, and providing unreliable data"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|Business Rate LLC", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Business Rate LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Business Rate LLC (Phoenix, AZ) — while legally registered, operates on a vanity model ... BBB reviews are predominantly negative (1-star)."}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|IBISWorld", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IBISWorld", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "$800-$2,850 per report; $4,000+ subscriptions; reported reliability issues"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|BizMiner", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BizMiner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "$249-$349 per report; dense output designed for accountants, not typical small business owners"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|Sageworks (now part of Abrigo)", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Sageworks (now part of Abrigo)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Primarily sold through intermediaries; may bundle unnecessary products"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|SBA Size Standards & Industry Data", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SBA Size Standards & Industry Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free | Basic industry comparisons"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Free | Wage and employment benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|IRS Statistics of Income", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IRS Statistics of Income", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free | Financial ratio benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|ReferenceUSA", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ReferenceUSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Public library business databases | Free (with card) | IBISWorld, ReferenceUSA, etc."}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|SCORE mentoring", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SCORE mentoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free | Guidance on what metrics matter"}, {"id": "mai-20260917-1752-baseline|c189-s6|moonshot-small|RMA (Risk Management Association)", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "RMA (Risk Management Association)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Member access | Financial institution benchmarking"}, {"id": "mai-20260917-1752-baseline|c189-s6|openai-small|Benchmark My Plan LLC", "prompt": "c189-s6", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark My Plan LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Benchmark My Plan LLC** — BBB shows complaints and a low rating pattern in the material I found."}, {"id": "mai-20260917-1752-baseline|c189-s6|openai-small|BestMark", "prompt": "c189-s6", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BestMark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**BestMark** — BBB reviews include complaints about unpaid work and avoidance."}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|Deloitte", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-focused consultancies (e.g., Deloitte, McKinsey, KPMG, BCG, PwC)**: ... often prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|McKinsey", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "McKinsey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Providers or Types to Avoid or Approach with Caution: Enterprise-focused consultancies (e.g., Deloitte, McKinsey, KPMG, BCG, PwC)"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|KPMG", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-focused consultancies (e.g., Deloitte, McKinsey, KPMG, BCG, PwC)"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|BCG", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BCG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-focused consultancies (e.g., Deloitte, McKinsey, KPMG, BCG, PwC)"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|PwC", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PwC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused consultancies (e.g., Deloitte, McKinsey, KPMG, BCG, PwC)"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|Bench Accounting (bench.co)", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bench Accounting (bench.co)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Multiple users call it a \"scam\" or \"terrible\" for small businesses—avoid for any performance tracking."}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|Trustpilot", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Trustpilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "accuse Trustpilot of allowing fake reviews that distort competitor benchmarks, potentially harming SMBs"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|Birdeye", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Birdeye", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Birdeye has Capterra feedback on limited customization and control."}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|PlanGuru", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PlanGuru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Repeatable SMB data; top pick for finance teams."}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|LivePlan", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Monthly reviews, affordable entry | ~$20/mo | Easy for solopreneurs/small teams."}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|ProfitCents / Fathom", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ProfitCents / Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "KPI analysis, accounting firm benchmarks"}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|Bizminer", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bizminer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Precise, affordable for one-offs."}, {"id": "mai-20260917-1752-baseline|c189-s6|xai-small|Jirav", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Ratio benchmarking, percentiles | ~$100/mo | Quick setup"}, {"id": "mai-20260917-1752-baseline|c189-s6|zai-small|Gartner", "prompt": "c189-s6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be very cautious about: Large, expensive research firms that have a \"pay-to-play\" bias (e.g., **Gartner, Forrester, IDC**)."}, {"id": "mai-20260917-1752-baseline|c189-s6|zai-small|Forrester", "prompt": "c189-s6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar bias concerns: many users say its reports are more marketing tools than objective research."}, {"id": "mai-20260917-1752-baseline|c189-s6|zai-small|IDC", "prompt": "c189-s6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IDC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequently described as \"expensive and limited\" compared with more specialized firms."}, {"id": "mai-20260917-1752-baseline|c189-s6|zai-small|451 Research", "prompt": "c189-s6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "451 Research", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generally fall into the same bias-and-price trap: they are great for large enterprises but often over-priced and under-segmented for SMBs."}, {"id": "mai-20260917-1752-baseline|c189-s6|zai-small|Everest Group", "prompt": "c189-s6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Everest Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally fall into the same bias-and-price trap: they are great for large enterprises but often over-priced and under-segmented for SMBs."}, {"id": "mai-20260917-1752-baseline|c190-l1|alibaba-small|Compport", "prompt": "c190-l1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compport (Best Overall for Integrated Management)"}, {"id": "mai-20260917-1752-baseline|c190-l1|alibaba-small|Payscale", "prompt": "c190-l1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payscale (Best for Market Data Benchmarking)"}, {"id": "mai-20260917-1752-baseline|c190-l1|alibaba-small|Remedyset", "prompt": "c190-l1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Remedyset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remedyset (Best for Remediation Modeling)"}, {"id": "mai-20260917-1752-baseline|c190-l1|alibaba-small|Workday", "prompt": "c190-l1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Often lacks the depth of statistical testing found in dedicated tools"}, {"id": "mai-20260917-1752-baseline|c190-l1|alibaba-small|SAP SuccessFactors", "prompt": "c190-l1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "native pay equity modules that are \"good enough\" ... Often lacks the depth of statistical testing"}, {"id": "mai-20260917-1752-baseline|c190-l1|anthropic-small|Beqom Pay Equity", "prompt": "c190-l1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Beqom Pay Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Beqom Pay Equity** is best for compensation structure plus equity analysis, fitting enterprises that want comp planning and equity in one platform."}, {"id": "mai-20260917-1752-baseline|c190-l1|anthropic-small|PayParity", "prompt": "c190-l1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PayParity** is best for enterprise remediation and global compliance"}, {"id": "mai-20260917-1752-baseline|c190-l1|anthropic-small|Syndio", "prompt": "c190-l1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Syndio** is best for governed pay decisions at scale."}, {"id": "mai-20260917-1752-baseline|c190-l1|anthropic-small|PayAnalytics", "prompt": "c190-l1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PayAnalytics** is best for a clean analyze-close-report-sustain workflow"}, {"id": "mai-20260917-1752-baseline|c190-l1|anthropic-small|Visier", "prompt": "c190-l1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Visier** is a workforce intelligence platform with pay equity analysis at its core"}, {"id": "mai-20260917-1752-baseline|c190-l1|challenger-small|beqom", "prompt": "c190-l1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **beqom**"}, {"id": "mai-20260917-1752-baseline|c190-l1|challenger-small|HRSoft", "prompt": "c190-l1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **HRSoft** and **Payscale Ascent** as the main alternatives"}, {"id": "mai-20260917-1752-baseline|c190-l1|challenger-small|Payscale Ascent", "prompt": "c190-l1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for benchmarking and market pricing:** **Payscale Ascent**"}, {"id": "mai-20260917-1752-baseline|c190-l1|challenger-small|Compport", "prompt": "c190-l1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "dedicated pay-equity vendors like **HRSoft** or **Compport** may be better fits"}, {"id": "mai-20260917-1752-baseline|c190-l1|deepseek-small|Syndio", "prompt": "c190-l1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize **Syndio** — it is the market leader for governed, real-time decisions."}, {"id": "mai-20260917-1752-baseline|c190-l1|deepseek-small|Trusaic (PayParity)", "prompt": "c190-l1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your biggest concern is legal defense... prioritize **Trusaic (PayParity)**."}, {"id": "mai-20260917-1752-baseline|c190-l1|deepseek-small|PayAnalytics", "prompt": "c190-l1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want deep statistical rigor without the heavy tech burden and budget of Syndio, choose **PayAnalytics**"}, {"id": "mai-20260917-1752-baseline|c190-l1|deepseek-small|Payscale (Ascent / Pay Equity Tools)", "prompt": "c190-l1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale (Ascent / Pay Equity Tools)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not as deeply specialized in complex international regulations as Trusaic or Syndio; better suited for US-centric or simpler global operations."}, {"id": "mai-20260917-1752-baseline|c190-l1|deepseek-small|beqom", "prompt": "c190-l1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "beqom deserves a mention. It is a full compensation management platform with a high G2 rating (4.7/5)."}, {"id": "mai-20260917-1752-baseline|c190-l1|google-small|Syndio (PayEQ & OppEQ)", "prompt": "c190-l1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio (PayEQ & OppEQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio (PayEQ & OppEQ) — *The Best Overall for Strategic Equity & Legal Defensibility*"}, {"id": "mai-20260917-1752-baseline|c190-l1|google-small|Trusaic (PayParity)", "prompt": "c190-l1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trusaic is the market leader for audit defense"}, {"id": "mai-20260917-1752-baseline|c190-l1|google-small|PayAnalytics by beqom", "prompt": "c190-l1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics by beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B enterprises with a heavy European headcount, PayAnalytics ... is a top contender."}, {"id": "mai-20260917-1752-baseline|c190-l1|google-small|Payscale (Payscale Pay Equity Suite)", "prompt": "c190-l1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale (Payscale Pay Equity Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Marrying Equity with Market Pricing"}, {"id": "mai-20260917-1752-baseline|c190-l1|meta-small|PayAnalytics", "prompt": "c190-l1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated software includes PayAnalytics, Payscale Ascent, and other AI-powered pay equity software."}, {"id": "mai-20260917-1752-baseline|c190-l1|meta-small|Payscale Ascent", "prompt": "c190-l1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated software includes PayAnalytics, Payscale Ascent, and other AI-powered pay equity software."}, {"id": "mai-20260917-1752-baseline|c190-l1|minimax-small|beqom", "prompt": "c190-l1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Described as a complete compensation management software suite designed specifically for enterprise organizations."}, {"id": "mai-20260917-1752-baseline|c190-l1|minimax-small|Stride", "prompt": "c190-l1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Stride", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A compensation management platform that handles pay strategy, pay equity analysis, budgeting, and compensation reviews."}, {"id": "mai-20260917-1752-baseline|c190-l1|mistral-small|Syndio", "prompt": "c190-l1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio and Compport are currently the leading choices due to their scalability, integration capabilities, and advanced analytics"}, {"id": "mai-20260917-1752-baseline|c190-l1|mistral-small|Compport", "prompt": "c190-l1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Syndio and Compport are currently the leading choices"}, {"id": "mai-20260917-1752-baseline|c190-l1|mistral-small|Stride", "prompt": "c190-l1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Stride", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stride is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c190-l1|moonshot-small|Syndio", "prompt": "c190-l1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio** is the safest choice due to its combination of statistical depth, global compliance, and real-time decision support"}, {"id": "mai-20260917-1752-baseline|c190-l1|moonshot-small|Trusaic PayParity", "prompt": "c190-l1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary driver is regulatory reporting across many countries, **Trusaic** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c190-l1|moonshot-small|Payscale", "prompt": "c190-l1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Market Benchmarking + Equity"}, {"id": "mai-20260917-1752-baseline|c190-l1|moonshot-small|Aeqium", "prompt": "c190-l1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Highly rated (9.1/10) for repeatable, traceable audits with clear remediation outputs"}, {"id": "mai-20260917-1752-baseline|c190-l1|moonshot-small|beqom Total Compensation", "prompt": "c190-l1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom Total Compensation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for enterprises managing complex total compensation structures"}, {"id": "mai-20260917-1752-baseline|c190-l1|moonshot-small|Salary.com Pay Equity", "prompt": "c190-l1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com Pay Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade with solid job architecture capabilities"}, {"id": "mai-20260917-1752-baseline|c190-l1|openai-small|Payscale Pay Equity / Payscale Ascent", "prompt": "c190-l1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Pay Equity / Payscale Ascent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Payscale Pay Equity / Payscale Ascent**"}, {"id": "mai-20260917-1752-baseline|c190-l1|openai-small|beqom PaySuite", "prompt": "c190-l1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom PaySuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global compliance / multinational complexity:** **beqom PaySuite**"}, {"id": "mai-20260917-1752-baseline|c190-l1|openai-small|Trusaic PayParity", "prompt": "c190-l1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for compliance-heavy enterprises:** **Trusaic PayParity**"}, {"id": "mai-20260917-1752-baseline|c190-l1|openai-small|Workday HCM / compensation stack", "prompt": "c190-l1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Workday HCM / compensation stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already standardized on Workday:** **Workday HCM / compensation stack**"}, {"id": "mai-20260917-1752-baseline|c190-l1|openai-small|Salary.com", "prompt": "c190-l1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually a step behind Payscale/beqom/Trusaic for enterprise pay-equity specialization"}, {"id": "mai-20260917-1752-baseline|c190-l1|openai-small|OpenComp", "prompt": "c190-l1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually a step behind Payscale/beqom/Trusaic for enterprise pay-equity specialization"}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|Syndio", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: **Start with Syndio** for most enterprise B2B setups"}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|Trusaic PayParity", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top for remediation and global compliance"}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|PayAnalytics", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for straightforward, repeatable audits"}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|PayScale Pay Equity / Ascent", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayScale Pay Equity / Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High G2 ratings (4.3/5 average in category), continuous monitoring, market benchmarking"}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|Workday or SAP SuccessFactors Pay Equity", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Workday or SAP SuccessFactors Pay Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already on these HCM platforms—seamless embedding"}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|Visier", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Visier or Aeqium**: Analytics-heavy for structured governance."}, {"id": "mai-20260917-1752-baseline|c190-l1|xai-small|Aeqium", "prompt": "c190-l1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Visier or Aeqium**: Analytics-heavy for structured governance."}, {"id": "mai-20260917-1752-baseline|c190-l1|zai-small|Syndio", "prompt": "c190-l1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Syndio ... widely considered the market leader for enterprise pay equity"}, {"id": "mai-20260917-1752-baseline|c190-l1|zai-small|PayAnalytics", "prompt": "c190-l1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Statistical Rigor & Auditability: PayAnalytics"}, {"id": "mai-20260917-1752-baseline|c190-l1|zai-small|beqom", "prompt": "c190-l1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrated Total Rewards: beqom ... is a strong contender"}, {"id": "mai-20260917-1752-baseline|c190-l2|alibaba-small|Syndio", "prompt": "c190-l2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Syndio**"}, {"id": "mai-20260917-1752-baseline|c190-l2|alibaba-small|beqom", "prompt": "c190-l2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **beqom** and **PayParity** depending on your specific strategic priorities"}, {"id": "mai-20260917-1752-baseline|c190-l2|alibaba-small|PayParity", "prompt": "c190-l2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **PayParity** if your immediate pain point is budget-constrained gap remediation."}, {"id": "mai-20260917-1752-baseline|c190-l2|anthropic-small|Compport", "prompt": "c190-l2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Compport** (Best for large enterprises)"}, {"id": "mai-20260917-1752-baseline|c190-l2|anthropic-small|PayParity (by Trusaic)", "prompt": "c190-l2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayParity (by Trusaic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayParity enables global enterprises to generate accurate, defensible pay transparency reports across all jurisdictions"}, {"id": "mai-20260917-1752-baseline|c190-l2|anthropic-small|beqom PaySuite", "prompt": "c190-l2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom PaySuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "beqom helps organizations from growing companies to Fortune 100 enterprises ensure fair pay across 75+ countries"}, {"id": "mai-20260917-1752-baseline|c190-l2|challenger-small|beqom PaySuite", "prompt": "c190-l2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom PaySuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **beqom PaySuite** as the default choice"}, {"id": "mai-20260917-1752-baseline|c190-l2|challenger-small|Sysarb", "prompt": "c190-l2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysarb** is the better specialist option"}, {"id": "mai-20260917-1752-baseline|c190-l2|challenger-small|Trusaic PayParity", "prompt": "c190-l2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trusaic PayParity** is also a strong enterprise contender"}, {"id": "mai-20260917-1752-baseline|c190-l2|deepseek-small|Syndio", "prompt": "c190-l2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio is the safest, most comprehensive choice"}, {"id": "mai-20260917-1752-baseline|c190-l2|deepseek-small|Trusaic (PayParity)", "prompt": "c190-l2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want heavy outsourcing of complex regulatory reporting, audits, and remediation."}, {"id": "mai-20260917-1752-baseline|c190-l2|deepseek-small|beqom", "prompt": "c190-l2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're primarily focused on global total-rewards management"}, {"id": "mai-20260917-1752-baseline|c190-l2|deepseek-small|Sysarb", "prompt": "c190-l2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary concern is *specifically* EU Directive compliance, it's the most purpose-built"}, {"id": "mai-20260917-1752-baseline|c190-l2|google-small|Syndio (PayEQ & Pay Finder)", "prompt": "c190-l2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio (PayEQ & Pay Finder)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio is widely considered the gold standard for large enterprises... go with **Syndio**"}, {"id": "mai-20260917-1752-baseline|c190-l2|google-small|Trusaic (PayParity & Salary Range Finder)", "prompt": "c190-l2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic (PayParity & Salary Range Finder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary driver is protecting the business from legal liability... choose **Trusaic**."}, {"id": "mai-20260917-1752-baseline|c190-l2|google-small|beqom (with PayAnalytics)", "prompt": "c190-l2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom (with PayAnalytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Enterprises & EU Directives... beqom is the strongest contender."}, {"id": "mai-20260917-1752-baseline|c190-l2|meta-small|Sysarb", "prompt": "c190-l2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sysarb - Offers tools for larger organizations to control their Pay Equity process"}, {"id": "mai-20260917-1752-baseline|c190-l2|meta-small|PayAnalytics", "prompt": "c190-l2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides powerful, fair, and compliant pay tools to meet pay equity goals"}, {"id": "mai-20260917-1752-baseline|c190-l2|meta-small|Beqom", "prompt": "c190-l2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a complete pay equity and transparency solution backed by a proven methodology"}, {"id": "mai-20260917-1752-baseline|c190-l2|meta-small|Trusaic", "prompt": "c190-l2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a global pay intelligence and compliance platform, PayParity"}, {"id": "mai-20260917-1752-baseline|c190-l2|meta-small|Figures", "prompt": "c190-l2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers pay transparency and compensation management software with powerful and intuitive analytics tools"}, {"id": "mai-20260917-1752-baseline|c190-l2|minimax-small|Syndio", "prompt": "c190-l2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend Syndio or Trusaic (PayParity)** as primary options for a large B2B company"}, {"id": "mai-20260917-1752-baseline|c190-l2|minimax-small|Trusaic (PayParity)", "prompt": "c190-l2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**I'd recommend Syndio or Trusaic (PayParity)** as primary options for a large B2B company"}, {"id": "mai-20260917-1752-baseline|c190-l2|minimax-small|beqom (PaySuite)", "prompt": "c190-l2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom (PaySuite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for large enterprises seeking to embed fairness into every pay decision"}, {"id": "mai-20260917-1752-baseline|c190-l2|minimax-small|Sysarb", "prompt": "c190-l2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if you need to comply with EU regulations"}, {"id": "mai-20260917-1752-baseline|c190-l2|mistral-small|Trusaic’s Global Pay Intelligence & Compliance Platform", "prompt": "c190-l2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic’s Global Pay Intelligence & Compliance Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Trusaic’s Global Pay Intelligence & Compliance Platform**"}, {"id": "mai-20260917-1752-baseline|c190-l2|mistral-small|beqom", "prompt": "c190-l2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatively, **beqom** is another top choice, especially if your company operates in both the US and EU."}, {"id": "mai-20260917-1752-baseline|c190-l2|moonshot-small|Syndio", "prompt": "c190-l2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Syndio** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c190-l2|moonshot-small|beqom Pay Equity & Transparency", "prompt": "c190-l2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom Pay Equity & Transparency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**beqom** would be the better fit for embedding equity into your existing total rewards workflows"}, {"id": "mai-20260917-1752-baseline|c190-l2|moonshot-small|PayParity (by Trusaic)", "prompt": "c190-l2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayParity (by Trusaic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Remediation & ROI"}, {"id": "mai-20260917-1752-baseline|c190-l2|openai-small|Payscale", "prompt": "c190-l2", "model": "openai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with a slight default lean toward **Payscale**"}, {"id": "mai-20260917-1752-baseline|c190-l2|openai-small|Trusaic", "prompt": "c190-l2", "model": "openai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trusaic** is also very strong"}, {"id": "mai-20260917-1752-baseline|c190-l2|xai-small|Syndio", "prompt": "c190-l2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Syndio as the top pay transparency compliance tool."}, {"id": "mai-20260917-1752-baseline|c190-l2|xai-small|beqom", "prompt": "c190-l2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need full total rewards management (raises, bonuses) alongside transparency."}, {"id": "mai-20260917-1752-baseline|c190-l2|xai-small|Trusaic (PayParity)", "prompt": "c190-l2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for heavy US regulatory reporting/outsourcing audits."}, {"id": "mai-20260917-1752-baseline|c190-l2|xai-small|Sysarb", "prompt": "c190-l2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for EU-focused multinationals; strong job architecture but more mid-enterprise."}, {"id": "mai-20260917-1752-baseline|c190-l2|zai-small|Syndio", "prompt": "c190-l2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is **Syndio**"}, {"id": "mai-20260917-1752-baseline|c190-l2|zai-small|beqom PaySuite", "prompt": "c190-l2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom PaySuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "beqom PaySuite integrates pay equity and transparency into a broader compensation platform"}, {"id": "mai-20260917-1752-baseline|c190-l2|zai-small|Trusaic PayParity", "prompt": "c190-l2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trusaic PayParity offers deep EU\bfocused compliance, a powerful remediation engine (R.O.S.A.)"}, {"id": "mai-20260917-1752-baseline|c190-l2|zai-small|Workday Pay Equity", "prompt": "c190-l2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Workday Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday Pay Equity provides seamless integration into your existing HR workflows"}, {"id": "mai-20260917-1752-baseline|c190-l3|alibaba-small|PayParity", "prompt": "c190-l3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "fixing existing gaps—choose **PayParity**"}, {"id": "mai-20260917-1752-baseline|c190-l3|alibaba-small|Syndio", "prompt": "c190-l3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "preventing **future debt** (stopping bias at the source—choose **Syndio**)"}, {"id": "mai-20260917-1752-baseline|c190-l3|alibaba-small|PayAnalytics", "prompt": "c190-l3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** User-friendly workflows and \"Analyst-to-Action\" speed."}, {"id": "mai-20260917-1752-baseline|c190-l3|alibaba-small|Aeqium", "prompt": "c190-l3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Deep integration within total rewards ecosystems."}, {"id": "mai-20260917-1752-baseline|c190-l3|alibaba-small|Payscale Ascent", "prompt": "c190-l3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Data-driven market benchmarking."}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Barley", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Barley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best pay equity software options include Barley, Beqom, Compport, EEOPay, Parity Software, Deel, CompUp, HRSoft, Syndio, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Beqom", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beqom is an enterprise total compensation management platform that includes pay equity analysis as a module within its broader comp cycle"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Compport", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best pay equity software options include Barley, Beqom, Compport, EEOPay..."}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|EEOPay", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "EEOPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options include Barley, Beqom, Compport, EEOPay, Parity Software"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Parity Software", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Parity Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EEOPay, Parity Software, Deel, CompUp, HRSoft, Syndio, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Deel", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Parity Software, Deel, CompUp, HRSoft, Syndio, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|CompUp", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "CompUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel, CompUp, HRSoft, Syndio, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|HRSoft", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CompUp, HRSoft, Syndio, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Syndio", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Syndio is the most widely deployed purpose-built pay equity platform in the US enterprise market"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Mercer", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HRSoft, Syndio, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|PayAnalytics", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "PayAnalytics is the vendor most tightly aligned with the EU directive"}, {"id": "mai-20260917-1752-baseline|c190-l3|anthropic-small|Trusaic", "prompt": "c190-l3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Trusaic specializes in pay equity compliance with a strong focus on US state laws, particularly California SB 1162"}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|Syndio", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Syndio** for enterprise governance and ongoing decision support."}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|PayParity", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **PayParity** for global remediation and pay transparency compliance."}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|PayAnalytics", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **PayAnalytics** for a clean audit/remediation workflow."}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|Affirmity", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Affirmity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Affirmity** if pay equity must sit alongside affirmative action and EEO reporting."}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|beqom Pay Equity / beqom", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom Pay Equity / beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **beqom** or **Compport** if you want pay equity as part of a broader compensation platform."}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|Compport", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexible compensation planning with pay equity integrated"}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|Aeqium", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for workflow-driven, auditable pay equity reviews and remediation outputs."}, {"id": "mai-20260917-1752-baseline|c190-l3|challenger-small|Figures", "prompt": "c190-l3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More focused on repeatable calculations and controlled approvals than deep statistical modeling."}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|Syndio (PayEQ)", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio (PayEQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as the largest specialized pay equity vendor... For equity embedded in every decision at massive scale: Syndio"}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|Trusaic PayParity", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for enterprise remediation and global compliance. ... For global compliance + optimized remediation spend: Trusaic PayParity"}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|PayAnalytics", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a clean, usability-first audit workflow: PayAnalytics"}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|Payscale (Ascent / Pay Equity)", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale (Ascent / Pay Equity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For market-data-driven benchmarking + equity in one: Payscale"}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|beqom (Total Compensation)", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom (Total Compensation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For equity inside an existing comp management suite: beqom"}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|Mercer Comptryx", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Mercer Comptryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Market benchmarking and workforce analytics platform for large enterprises, benchmarking across 100+ markets"}, {"id": "mai-20260917-1752-baseline|c190-l3|deepseek-small|Compport", "prompt": "c190-l3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers real-time anomaly detection, multi-dimensional gap analysis, and customizable remediation planning"}, {"id": "mai-20260917-1752-baseline|c190-l3|google-small|Syndio (PayEQ™ & OppEQ™)", "prompt": "c190-l3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio (PayEQ™ & OppEQ™)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Syndio if you are a large U.S. or global enterprise that wants to transition from a yearly audit to a proactive, \"always-on\" pay governance model"}, {"id": "mai-20260917-1752-baseline|c190-l3|google-small|Trusaic (PayParity™)", "prompt": "c190-l3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic (PayParity™)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Trusaic if your immediate pain point is complex U.S. state/federal reporting"}, {"id": "mai-20260917-1752-baseline|c190-l3|google-small|PayAnalytics by beqom", "prompt": "c190-l3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics by beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose PayAnalytics by beqom if you have a massive, multi-currency global workforce"}, {"id": "mai-20260917-1752-baseline|c190-l3|google-small|Payscale (Pay Equity Analysis)", "prompt": "c190-l3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale (Pay Equity Analysis)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Payscale if you are a compensation-heavy team that already uses Payscale's market-pricing tools"}, {"id": "mai-20260917-1752-baseline|c190-l3|google-small|Affirmity (PayStat®)", "prompt": "c190-l3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Affirmity (PayStat®)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Affirmity if your organization is a U.S. federal contractor whose priority is passing OFCCP audits"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|PayParity", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayParity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of top tools, including PayParity, Visier, Applied Analytics Lens, Compease, Deel Services, Syndio"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Visier", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including PayParity, Visier, Applied Analytics Lens"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Applied Analytics Lens", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Applied Analytics Lens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visier, Applied Analytics Lens, Compease"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Compease", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Applied Analytics Lens, Compease, Deel Services"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Deel Services", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compease, Deel Services, Syndio"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Syndio", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel Services, Syndio, SalaryCube"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|SalaryCube", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Syndio, SalaryCube, Aeqium"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Aeqium", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SalaryCube, Aeqium, Workleap"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Workleap", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Aeqium, Workleap, Compport"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Compport", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Workleap, Compport, HRSoft"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|HRSoft", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Compport, HRSoft, OpenComp"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|OpenComp", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HRSoft, OpenComp, and Payscale"}, {"id": "mai-20260917-1752-baseline|c190-l3|meta-small|Payscale", "prompt": "c190-l3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "OpenComp, and Payscale"}, {"id": "mai-20260917-1752-baseline|c190-l3|minimax-small|Syndio PayEQ", "prompt": "c190-l3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises wanting pay equity baked into every compensation decision"}, {"id": "mai-20260917-1752-baseline|c190-l3|minimax-small|PayAnalytics", "prompt": "c190-l3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Clean analyze-close-report-sustain workflow, strong EU compliance"}, {"id": "mai-20260917-1752-baseline|c190-l3|minimax-small|beqom Pay Equity", "prompt": "c190-l3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprises already using beqom for compensation management"}, {"id": "mai-20260917-1752-baseline|c190-l3|minimax-small|Trusaic (PayParity)", "prompt": "c190-l3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-to-large enterprises needing rigorous intersectional analysis"}, {"id": "mai-20260917-1752-baseline|c190-l3|minimax-small|Affirmity", "prompt": "c190-l3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Affirmity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Organizations running broader compliance programs (AA, D&I)"}, {"id": "mai-20260917-1752-baseline|c190-l3|mistral-small|Syndio PayEQ", "prompt": "c190-l3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Syndio PayEQ**\n- **Best for:** Large enterprises needing governed pay decisions at scale"}, {"id": "mai-20260917-1752-baseline|c190-l3|mistral-small|PayParity (by Trusaic)", "prompt": "c190-l3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayParity (by Trusaic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprise remediation and global compliance, especially for organizations with complex, multi-country operations."}, {"id": "mai-20260917-1752-baseline|c190-l3|mistral-small|PayAnalytics", "prompt": "c190-l3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for HR teams that want a no-frills, effective tool for regular pay equity audits and remediation"}, {"id": "mai-20260917-1752-baseline|c190-l3|mistral-small|Aeqium", "prompt": "c190-l3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compensation teams needing repeatable pay equity audits with traceable variance and clear remediation outputs."}, {"id": "mai-20260917-1752-baseline|c190-l3|mistral-small|Salary.com Pay Equity", "prompt": "c190-l3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Salary.com Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise employers looking for a comprehensive platform for measuring, monitoring, and closing compensation gaps."}, {"id": "mai-20260917-1752-baseline|c190-l3|moonshot-small|Syndio PayEQ", "prompt": "c190-l3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio is the largest specialized pay equity vendor globally, used by hundreds of companies covering millions of employees."}, {"id": "mai-20260917-1752-baseline|c190-l3|moonshot-small|Trusaic PayParity®", "prompt": "c190-l3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic PayParity®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayParity's optimization engine is unique—most tools identify gaps; PayParity tells you the most cost-effective way to close them"}, {"id": "mai-20260917-1752-baseline|c190-l3|moonshot-small|PayAnalytics", "prompt": "c190-l3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose PayAnalytics if: You prioritize usability, need EU Pay Transparency Directive compliance"}, {"id": "mai-20260917-1752-baseline|c190-l3|moonshot-small|beqom Pay Equity", "prompt": "c190-l3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises that want pay equity integrated with total compensation management"}, {"id": "mai-20260917-1752-baseline|c190-l3|moonshot-small|Payscale", "prompt": "c190-l3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Payscale if: You need continuous monitoring with strong market benchmarking context"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Payscale Ascent", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "strongest when you want **market pricing + pay structures + pay equity** in one platform"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Syndio", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Syndio** if your main need is **pay equity analysis and remediation**."}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Workday HCM / Workday Compensation", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workday HCM / Workday Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want pay equity capabilities embedded in a **broader HCM suite**"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Salary.com", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for **compensation benchmarking and market data**"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Comprehensive", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an all-in-one comp management platform that includes **built-in pay equity diagnostics**"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|beqom / PayAnalytics", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom / PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "oriented toward **workforce analytics and fair-pay analysis**"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Compport", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "positioned more as **compensation management with pay-equity reporting**"}, {"id": "mai-20260917-1752-baseline|c190-l3|openai-small|Dandi", "prompt": "c190-l3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Dandi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more of a **people analytics / compensation intelligence platform** that includes pay equity management"}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Syndio", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top tools are **Syndio**, **Trusaic PayParity**, **PayAnalytics**, **Payscale**, and **Visier**"}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Trusaic PayParity", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Differentiator**: Remediation depth and spend optimization"}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|PayAnalytics", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EU/global**: PayAnalytics or PayParity."}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Payscale", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Enterprises combining market benchmarking with internal equity analysis."}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Visier", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Data-heavy enterprises wanting pay equity within broader workforce analytics."}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Aeqium", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Aeqium, Compport, beqom, and Affirmity are strong contenders but less universally top-ranked"}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Compport", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Aeqium, Compport, beqom, and Affirmity are strong contenders but less universally top-ranked"}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|beqom", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Aeqium, Compport, beqom, and Affirmity are strong contenders but less universally top-ranked"}, {"id": "mai-20260917-1752-baseline|c190-l3|xai-small|Affirmity", "prompt": "c190-l3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Affirmity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Aeqium, Compport, beqom, and Affirmity are strong contenders but less universally top-ranked"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|PayAnalytics", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PayAnalytics** and **Syndio** are the go‑to choices for enterprises with heavy regulatory exposure"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Syndio (PayEQ)", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio (PayEQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PayAnalytics** and **Syndio** are the go‑to choices for enterprises with heavy regulatory exposure and a need for continuous, governed monitoring."}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Trusaic (PayParity)", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leads in global remediation budgeting and multi‑country transparency reporting"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|beqom Pay Equity", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excel when pay equity must be embedded directly into broader comp planning and governance"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Affirmity", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Affirmity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Affirmative‑action + pay‑equity bundled** | Affirmity"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Aeqium", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong for teams that need robust job‑architecture and cohort‑level audit trails"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Payscale Ascent", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ideal for organizations that want market benchmarking and equity monitoring in a single AI‑first platform"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Visier", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "excel when pay equity must be embedded directly into broader comp planning and governance"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|SalaryCube", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often seen as “low‑budget entry” options for companies starting with basic gap analysis"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Workleap", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Highly customizable pay‑equity workflows** | Workleap, Compport, HRSoft"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|Compport", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Highly customizable pay‑equity workflows** | Workleap, Compport, HRSoft"}, {"id": "mai-20260917-1752-baseline|c190-l3|zai-small|HRSoft", "prompt": "c190-l3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Highly customizable pay‑equity workflows** | Workleap, Compport, HRSoft"}, {"id": "mai-20260917-1752-baseline|c190-l4|alibaba-small|ChartHop", "prompt": "c190-l4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop** is generally the best choice among modern platforms."}, {"id": "mai-20260917-1752-baseline|c190-l4|alibaba-small|Syndio", "prompt": "c190-l4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Unpredictable.** Implementation, consulting, and onboarding costs are custom-priced and can vary wildly"}, {"id": "mai-20260917-1752-baseline|c190-l4|alibaba-small|Orbiq", "prompt": "c190-l4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Orbiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unpredictable costs; better suited if EU regulatory reporting is the *primary* driver"}, {"id": "mai-20260917-1752-baseline|c190-l4|alibaba-small|PayEquity.ai", "prompt": "c190-l4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "PayEquity.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May lack the depth of advanced regression modeling found in Syndio or ChartHop\\u2019s core suite"}, {"id": "mai-20260917-1752-baseline|c190-l4|anthropic-small|Syndio", "prompt": "c190-l4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Syndio** — Best for Predictable Enterprise Budgeting"}, {"id": "mai-20260917-1752-baseline|c190-l4|anthropic-small|PayAnalytics by beqom", "prompt": "c190-l4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics by beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. PayAnalytics by beqom** — Predictable Per-Employee Pricing"}, {"id": "mai-20260917-1752-baseline|c190-l4|anthropic-small|PayParity", "prompt": "c190-l4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. PayParity** — Best for Cost-Optimized Remediation at Scale"}, {"id": "mai-20260917-1752-baseline|c190-l4|challenger-small|beqom", "prompt": "c190-l4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "beqom is the best match for a large company seeking predictable total cost across thousands of users"}, {"id": "mai-20260917-1752-baseline|c190-l4|challenger-small|Syndio", "prompt": "c190-l4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syndio — strong enterprise pay equity option in the 2,000–10,000+ employee range"}, {"id": "mai-20260917-1752-baseline|c190-l4|challenger-small|PayAnalytics", "prompt": "c190-l4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often ranked highly for pay equity analysis and useful if you want a more specialized analytics product"}, {"id": "mai-20260917-1752-baseline|c190-l4|challenger-small|Payscale / Salary.com", "prompt": "c190-l4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale / Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you also want broader compensation management and market data, not just pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-l4|deepseek-small|Syndio", "prompt": "c190-l4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Syndio** is the industry standard and will give you a predictable multi-year total cost once signed"}, {"id": "mai-20260917-1752-baseline|c190-l4|deepseek-small|Trusaic", "prompt": "c190-l4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trusaic PayParity** \\u2013 Best for global compliance"}, {"id": "mai-20260917-1752-baseline|c190-l4|deepseek-small|beqom", "prompt": "c190-l4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**beqom PaySuite** \\u2013 Best if you need broader compensation management"}, {"id": "mai-20260917-1752-baseline|c190-l4|deepseek-small|Payscale", "prompt": "c190-l4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**full compensation suites** (beqom, Payscale)"}, {"id": "mai-20260917-1752-baseline|c190-l4|deepseek-small|PayAnalytics", "prompt": "c190-l4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "choose **PayAnalytics**\\u2014it's the rare vendor with transparent per-employee pricing and no hidden usage fees"}, {"id": "mai-20260917-1752-baseline|c190-l4|google-small|Syndio (PayEQ® & PayFinder™)", "prompt": "c190-l4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio (PayEQ® & PayFinder™)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio is widely regarded as the enterprise gold standard for pay equity."}, {"id": "mai-20260917-1752-baseline|c190-l4|google-small|Trusaic (PayParity® & R.O.S.A.®)", "prompt": "c190-l4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic (PayParity® & R.O.S.A.®)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for companies with active compliance exposure (OFCCP audits, EEO-1, EU Directive) wanting all-inclusive expert consulting."}, {"id": "mai-20260917-1752-baseline|c190-l4|google-small|Pihr Pay Equity", "prompt": "c190-l4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Pihr Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best global specialist for multi-country transparency compliance."}, {"id": "mai-20260917-1752-baseline|c190-l4|meta-small|beqom", "prompt": "c190-l4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vendors mentioned include beqom, Syndio, SAP SuccessFactors, and others."}, {"id": "mai-20260917-1752-baseline|c190-l4|meta-small|Syndio", "prompt": "c190-l4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top vendors mentioned include beqom, Syndio, SAP SuccessFactors, and others."}, {"id": "mai-20260917-1752-baseline|c190-l4|meta-small|SAP SuccessFactors", "prompt": "c190-l4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top vendors mentioned include beqom, Syndio, SAP SuccessFactors, and others."}, {"id": "mai-20260917-1752-baseline|c190-l4|minimax-small|Syndio", "prompt": "c190-l4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "negotiate an **enterprise annual license** with vendors like Syndio, PayParity, or beqom"}, {"id": "mai-20260917-1752-baseline|c190-l4|minimax-small|PayParity", "prompt": "c190-l4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "negotiate an **enterprise annual license** with vendors like Syndio, PayParity, or beqom"}, {"id": "mai-20260917-1752-baseline|c190-l4|minimax-small|PayAnalytics", "prompt": "c190-l4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **PayAnalytics** | Workflow-driven analysis | Quote-based |"}, {"id": "mai-20260917-1752-baseline|c190-l4|minimax-small|beqom", "prompt": "c190-l4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "negotiate an **enterprise annual license** with vendors like Syndio, PayParity, or beqom"}, {"id": "mai-20260917-1752-baseline|c190-l4|mistral-small|Pave", "prompt": "c190-l4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For predictable total cost at scale, **Pave** and **Salary.com** are the most robust options"}, {"id": "mai-20260917-1752-baseline|c190-l4|mistral-small|Salary.com (CompAnalyst Max Suite)", "prompt": "c190-l4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com (CompAnalyst Max Suite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave** and **Salary.com** are the most robust options, both offering enterprise-grade features"}, {"id": "mai-20260917-1752-baseline|c190-l4|mistral-small|Syndio", "prompt": "c190-l4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Syndio** is also a strong choice, especially for global enterprises needing advanced analytics"}, {"id": "mai-20260917-1752-baseline|c190-l4|moonshot-small|Syndio", "prompt": "c190-l4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Syndio** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c190-l4|moonshot-small|beqom", "prompt": "c190-l4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up**: **beqom** if you need pay equity as part of a broader total compensation management platform"}, {"id": "mai-20260917-1752-baseline|c190-l4|moonshot-small|Payscale Ascent", "prompt": "c190-l4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale Ascent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Consideration**: User reviews indicate costs can become prohibitive when adding modules like Pay Finder"}, {"id": "mai-20260917-1752-baseline|c190-l4|openai-small|Pequity", "prompt": "c190-l4", "model": "openai-small", "cat": "pay-equity", "variant": "budget", "raw": "Pequity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pequity** looks like the strongest fit among the pay/comp equity tools I found."}, {"id": "mai-20260917-1752-baseline|c190-l4|openai-small|Syndio", "prompt": "c190-l4", "model": "openai-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Syndio** is a leading enterprise pay equity platform, but the sources I found emphasize ... more than a fixed, predictable pricing model"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|Syndio", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio stands out as the strongest option for a large company with thousands of users needing predictable total costs"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|PayParity", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayParity: Best for remediation optimization (R.O.S.A. engine) and global compliance in massive orgs"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|PayAnalytics", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PayAnalytics: Workflow-focused with strong EU support; predictable subscription by employee count"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|Visier", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visier for embedded analytics in broader HR platforms (starts ~$50K/year)... less specialized for pure pay equity"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|Compport", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compport for customizable comp ops (4.7/5 G2). Both per-employee scalable but less specialized for pure pay equity."}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|beqom", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$100K–$250K | Syndio, PayAnalytics, beqom"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|SAP", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise suites like Visier/SAP"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|Barley", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Barley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for your scale: Smaller tools like Barley ($5/user/month) or Deel lack enterprise depth"}, {"id": "mai-20260917-1752-baseline|c190-l4|xai-small|Deel", "prompt": "c190-l4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for your scale: Smaller tools like Barley ($5/user/month) or Deel lack enterprise depth"}, {"id": "mai-20260917-1752-baseline|c190-l4|zai-small|EquityPath", "prompt": "c190-l4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "EquityPath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **EquityPath**"}, {"id": "mai-20260917-1752-baseline|c190-l4|zai-small|PayParity (Trusaic)", "prompt": "c190-l4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayParity (Trusaic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayParity is the industry leader. It is widely used by Fortune 100 companies."}, {"id": "mai-20260917-1752-baseline|c190-l4|zai-small|Deel Services", "prompt": "c190-l4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Deel Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the per-employee cost is high. It is likely the most expensive option per headcount"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|PayParity", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "PayParity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PayParity integrates with identity access management systems like Microsoft Entra ID to offer single sign-on"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|beqom Pay Equity", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "beqom Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises wanting equity analysis inside a full compensation platform should evaluate beqom Pay Equity, Compport, Barley, and CompUp"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|Compport", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "should evaluate beqom Pay Equity, Compport, Barley, and CompUp depending on configurability and scale needs"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|Barley", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "should evaluate beqom Pay Equity, Compport, Barley, and CompUp depending on configurability and scale needs"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|CompUp", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "should evaluate beqom Pay Equity, Compport, Barley, and CompUp depending on configurability and scale needs"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|Syndio", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The best pay equity audit software for mid-market and enterprise employers is Syndio, Trusaic, or PayAnalytics"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|Trusaic", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "is Syndio, Trusaic, or PayAnalytics, depending on whether your priority is legal defensibility, remediation workflow, or global coverage"}, {"id": "mai-20260917-1752-baseline|c190-l5|anthropic-small|PayAnalytics", "prompt": "c190-l5", "model": "anthropic-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "is Syndio, Trusaic, or PayAnalytics, depending on whether your priority is legal defensibility, remediation workflow, or global coverage"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|Syndio", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Syndio** — strong analytics + global pay reports, ex-legal experts"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|PayAnalytics / beqom", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics / beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**PayAnalytics / beqom** — regression reporting, ISO 27001 + SOC2-aligned, SAML/OIDC SSO"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|Trusaic PayParity", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic PayParity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Trusaic PayParity** — SOC 2 Type II + SSO via Entra ID, global coverage"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|Aeqium", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Aeqium, Compport, SalaryCube, Payscale** — various strengths"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|Compport", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Aeqium, Compport, SalaryCube, Payscale** — various strengths"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|SalaryCube", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Aeqium, Compport, SalaryCube, Payscale** — various strengths"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|Payscale", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Aeqium, Compport, SalaryCube, Payscale** — various strengths"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|HRSoft", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HRSoft, OpenComp** — integrated pay equity/DEI"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|OpenComp", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**HRSoft, OpenComp** — integrated pay equity/DEI"}, {"id": "mai-20260917-1752-baseline|c190-l5|deepseek-small|Mercer", "prompt": "c190-l5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mercer / consulting** — fully outsourced strategic option"}, {"id": "mai-20260917-1752-baseline|c190-l5|meta-small|PayParity", "prompt": "c190-l5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**PayParity** by Trusaic: Offers pay equity analysis, SOC 2 certification, and SSO through Microsoft Entra ID."}, {"id": "mai-20260917-1752-baseline|c190-l5|meta-small|Assemble", "prompt": "c190-l5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "Assemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An all-in-one compensation management platform that streamlines pay review cycles, salary benchmarking, and pay equity analytics, with SOC 2 compliance."}, {"id": "mai-20260917-1752-baseline|c190-l5|meta-small|PayAnalytics", "prompt": "c190-l5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PayAnalytics** by beqom: Provides pay equity analysis, SSO support, and compliance with various frameworks"}, {"id": "mai-20260917-1752-baseline|c190-l5|moonshot-small|Syndio", "prompt": "c190-l5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize **Syndio** or **Trusaic** for initial evaluation—they're the most mature for enterprise-scale deployments"}, {"id": "mai-20260917-1752-baseline|c190-l5|moonshot-small|Trusaic PayParity", "prompt": "c190-l5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd prioritize **Syndio** or **Trusaic** for initial evaluation—they're the most mature for enterprise-scale deployments"}, {"id": "mai-20260917-1752-baseline|c190-l5|moonshot-small|Payscale", "prompt": "c190-l5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines external market data with internal equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-l5|moonshot-small|Aeqium", "prompt": "c190-l5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Structured audits | Strong gap reporting with traceable variance"}, {"id": "mai-20260917-1752-baseline|c190-l5|openai-small|Trusaic", "prompt": "c190-l5", "model": "openai-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Trusaic specifically emphasizes statistically sound models, reliable job groupings, and defensible methodology."}, {"id": "mai-20260917-1752-baseline|c190-l5|xai-small|Trusaic PayParity", "prompt": "c190-l5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist Vendors: Trusaic PayParity (strong global/SSO focus), Syndio (Fortune 100 leader, operational tools)"}, {"id": "mai-20260917-1752-baseline|c190-l5|xai-small|Syndio PayEQ", "prompt": "c190-l5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio PayEQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Syndio (Fortune 100 leader, operational tools)"}, {"id": "mai-20260917-1752-baseline|c190-l5|xai-small|Visier", "prompt": "c190-l5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "plus G2 top-rated like Visier or PayScale for broader comp management"}, {"id": "mai-20260917-1752-baseline|c190-l5|xai-small|PayScale", "prompt": "c190-l5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "plus G2 top-rated like Visier or PayScale for broader comp management"}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Pave", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to Avoid:** **Pave**, **Barley**, **Equity.com** (basic tiers)."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Barley", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Barley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to Avoid:** **Pave**, **Barley**, **Equity.com** (basic tiers)."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Equity.com", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Equity.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to Avoid:** **Pave**, **Barley**, **Equity.com** (basic tiers)."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Workday", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples to Be Cautious About:** Native **Workday**, **SAP SuccessFactors**, or **Oracle HCM** pay equity modules *if used alone*."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|SAP SuccessFactors", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples to Be Cautious About: Native Workday, SAP SuccessFactors, or Oracle HCM pay equity modules *if used alone*"}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Oracle HCM", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Native Workday, SAP SuccessFactors, or Oracle HCM pay equity modules *if used alone*"}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Syndio", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Syndio:** Strong for root-cause analysis and global compliance."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Visier", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Visier/Bloomberg PH:** For broader workforce analytics integration."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Beqom", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "feed them into a dedicated analytics platform (like **Syndio**, **Visier**, or **Beqom**)"}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Aeqium", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Aeqium:** Strong for repeatable audits and variance tracking."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|PayScale (Enterprise)", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "PayScale (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**PayScale (Enterprise):** For deep market benchmarking integration (though UI can be complex)."}, {"id": "mai-20260917-1752-baseline|c190-l6|alibaba-small|Bloomberg PH", "prompt": "c190-l6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Bloomberg PH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Visier/Bloomberg PH:** For broader workforce analytics integration."}, {"id": "mai-20260917-1752-baseline|c190-l6|deepseek-small|Syndio", "prompt": "c190-l6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some vendors (e.g., Syndio, PayParity, and newer AI platforms) offer this \"in-cycle\" capability"}, {"id": "mai-20260917-1752-baseline|c190-l6|deepseek-small|PayParity", "prompt": "c190-l6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "PayParity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "rigorous options exist (e.g., Syndio, PayParity/Trusaic, PayAnalytics, and some features in broader platforms like Visier)"}, {"id": "mai-20260917-1752-baseline|c190-l6|deepseek-small|PayAnalytics", "prompt": "c190-l6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "rigorous options exist (e.g., Syndio, PayParity/Trusaic, PayAnalytics, and some features in broader platforms like Visier)"}, {"id": "mai-20260917-1752-baseline|c190-l6|deepseek-small|Visier", "prompt": "c190-l6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some features in broader platforms like Visier"}, {"id": "mai-20260917-1752-baseline|c190-l6|google-small|Syndio", "prompt": "c190-l6", "model": "google-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best-in-class, specialized platforms (e.g., Syndio, Trusaic, or PayAnalytics) that support advanced regression"}, {"id": "mai-20260917-1752-baseline|c190-l6|google-small|Trusaic", "prompt": "c190-l6", "model": "google-small", "cat": "pay-equity", "variant": "negative", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best-in-class, specialized platforms (e.g., Syndio, Trusaic, or PayAnalytics)"}, {"id": "mai-20260917-1752-baseline|c190-l6|google-small|PayAnalytics", "prompt": "c190-l6", "model": "google-small", "cat": "pay-equity", "variant": "negative", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best-in-class, specialized platforms (e.g., Syndio, Trusaic, or PayAnalytics)"}, {"id": "mai-20260917-1752-baseline|c190-l6|minimax-small|Syndio", "prompt": "c190-l6", "model": "minimax-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise-grade platforms** like Syndio, Beqom, or Workday Analytics"}, {"id": "mai-20260917-1752-baseline|c190-l6|minimax-small|Beqom", "prompt": "c190-l6", "model": "minimax-small", "cat": "pay-equity", "variant": "negative", "raw": "Beqom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Enterprise-grade platforms** like Syndio, Beqom, or Workday Analytics"}, {"id": "mai-20260917-1752-baseline|c190-l6|minimax-small|Workday Analytics", "prompt": "c190-l6", "model": "minimax-small", "cat": "pay-equity", "variant": "negative", "raw": "Workday Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Enterprise-grade platforms** like Syndio, Beqom, or Workday Analytics"}, {"id": "mai-20260917-1752-baseline|c190-l6|mistral-small|Syndio", "prompt": "c190-l6", "model": "mistral-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "dedicated platforms like Syndio, Trusaic, PayAnalytics, or PayParity are preferred due to their rigor and compliance capabilities"}, {"id": "mai-20260917-1752-baseline|c190-l6|mistral-small|Trusaic", "prompt": "c190-l6", "model": "mistral-small", "cat": "pay-equity", "variant": "negative", "raw": "Trusaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "dedicated platforms like Syndio, Trusaic, PayAnalytics, or PayParity are preferred"}, {"id": "mai-20260917-1752-baseline|c190-l6|mistral-small|PayAnalytics", "prompt": "c190-l6", "model": "mistral-small", "cat": "pay-equity", "variant": "negative", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "dedicated platforms like Syndio, Trusaic, PayAnalytics, or PayParity are preferred"}, {"id": "mai-20260917-1752-baseline|c190-l6|mistral-small|PayParity", "prompt": "c190-l6", "model": "mistral-small", "cat": "pay-equity", "variant": "negative", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "dedicated platforms like Syndio, Trusaic, PayAnalytics, or PayParity are preferred"}, {"id": "mai-20260917-1752-baseline|c190-l6|moonshot-small|Workday", "prompt": "c190-l6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday specifically: \"consistently falls short for organizations with complex merit cycles, equity programs, or multi-country pay structures\"—"}, {"id": "mai-20260917-1752-baseline|c190-l6|moonshot-small|SAP", "prompt": "c190-l6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "HRIS-Embedded Equity Dashboards (Workday, SAP, ADP)... Often lack statistical depth compared to dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c190-l6|moonshot-small|ADP", "prompt": "c190-l6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HRIS-Embedded Equity Dashboards (Workday, SAP, ADP)... Often lack statistical depth compared to dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c190-l6|moonshot-small|Syndio PayEQ", "prompt": "c190-l6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Syndio PayEQ (While well-regarded, know the limitations) ... High five-figure annual pricing—expensive if your data isn't ready"}, {"id": "mai-20260917-1752-baseline|c190-l6|moonshot-small|Pave", "prompt": "c190-l6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Critical limitation: No built-in pay equity analysis or compliance tools—US-focused only"}, {"id": "mai-20260917-1752-baseline|c190-l6|moonshot-small|Workleap", "prompt": "c190-l6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Workleap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"Lacks the statistical depth of dedicated platforms\"—no regression-based analysis"}, {"id": "mai-20260917-1752-baseline|c190-l6|xai-small|Syndio", "prompt": "c190-l6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize **closed, vendor-hosted platforms** with regression modeling... (e.g., those praised for large-scale use like Syndio or PayParity in reviews)"}, {"id": "mai-20260917-1752-baseline|c190-l6|xai-small|PayParity", "prompt": "c190-l6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "those praised for large-scale use like Syndio or PayParity in reviews"}, {"id": "mai-20260917-1752-baseline|c190-m1|alibaba-small|Syndio", "prompt": "c190-m1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Syndio** or **PayAnalytics** tend to be the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c190-m1|alibaba-small|PayAnalytics", "prompt": "c190-m1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Syndio** or **PayAnalytics** tend to be the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c190-m1|alibaba-small|Trusaic (PayParity)", "prompt": "c190-m1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want ongoing monitoring? **Trusaic** leads here."}, {"id": "mai-20260917-1752-baseline|c190-m1|alibaba-small|Payscale / Salary.com", "prompt": "c190-m1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale / Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies already invested in their benchmarking ecosystems; lower total cost"}, {"id": "mai-20260917-1752-baseline|c190-m1|alibaba-small|Pave", "prompt": "c190-m1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If under ~$40K/year, evaluate **Pave** or **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c190-m1|alibaba-small|ChartHop", "prompt": "c190-m1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If under ~$40K/year, evaluate **Pave** or **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|OpenComp", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenComp is designed for mid-market companies (200-1,000 employees), especially in tech, and covers the full compensation workflow"}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|Barley", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Barley and CompUp are recommended as best for mid-market total rewards."}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|CompUp", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Barley and CompUp are recommended as best for mid-market total rewards."}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|HRSoft", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HRSoft targets HR and compensation teams at mid-market organizations that manage structured merit and bonus cycles"}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|Compport", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is a good fit for mid-to-large organizations with dedicated compensation teams"}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|Comprehensive", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comprehensive stands out for speed and is well-suited to organizations with roughly 100–2,000 employees"}, {"id": "mai-20260917-1752-baseline|c190-m1|anthropic-small|Ravio", "prompt": "c190-m1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ravio offers real-time benchmarks, salary bands, pay equity analysis, and compensation review workflows in a platform that implements in days"}, {"id": "mai-20260917-1752-baseline|c190-m1|challenger-small|Payscale Ascent (formerly Payfactors)", "prompt": "c190-m1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Ascent (formerly Payfactors)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **Payscale Ascent (formerly Payfactors)**"}, {"id": "mai-20260917-1752-baseline|c190-m1|challenger-small|Compport", "prompt": "c190-m1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compport** and **PayAnalytics** are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c190-m1|challenger-small|PayAnalytics", "prompt": "c190-m1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PayAnalytics** if pay equity is the core use case"}, {"id": "mai-20260917-1752-baseline|c190-m1|challenger-small|Aeqium", "prompt": "c190-m1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aeqium** if auditability and repeatable remediation workflows matter most"}, {"id": "mai-20260917-1752-baseline|c190-m1|challenger-small|HiBob", "prompt": "c190-m1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bundles compensation features into the HRIS, reducing tool sprawl"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|Syndio", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies: **Syndio** is the safest, most defensible choice if your budget allows"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|PayAnalytics (Beqom)", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics (Beqom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tighter, **PayAnalytics** gives you the strongest remediation ROI modeling per dollar."}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|Trusaic (PayParity)", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Trusaic PayParity if\\u2026 you operate across many countries/states"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|Aeqium", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aeqium** or **Pave** are worth a look"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|Pave", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pave is a particularly strong low-budget entry for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|HiBob", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose HiBob if\\u2026 you already run HiBob as your HRIS"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|Payscale", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "one integrated/advisory option like Payscale or Mercer"}, {"id": "mai-20260917-1752-baseline|c190-m1|deepseek-small|Mercer", "prompt": "c190-m1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "one integrated/advisory option like Payscale or Mercer"}, {"id": "mai-20260917-1752-baseline|c190-m1|google-small|PayAnalytics (by beqom)", "prompt": "c190-m1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics (by beqom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PayAnalytics is the market leader... Choose PayAnalytics if you have a global B2B workforce"}, {"id": "mai-20260917-1752-baseline|c190-m1|google-small|Pequity", "prompt": "c190-m1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Pequity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pequity is the premier choice. It is highly favored by B2B SaaS and tech companies."}, {"id": "mai-20260917-1752-baseline|c190-m1|google-small|Syndio (PayEQ)", "prompt": "c190-m1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio (PayEQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Legal Defense & Risk Mitigation... The Catch: It is on the expensive side for the mid-market."}, {"id": "mai-20260917-1752-baseline|c190-m1|google-small|Workleap Compensation (formerly Barley)", "prompt": "c190-m1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Workleap Compensation (formerly Barley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget-Friendly Option... At approximately $5/user/month, it is incredibly cost-effective."}, {"id": "mai-20260917-1752-baseline|c190-m1|meta-small|PayAnalytics", "prompt": "c190-m1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top-rated pay equity software, including PayAnalytics, Syndio, Trusaic, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m1|meta-small|Syndio", "prompt": "c190-m1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including PayAnalytics, Syndio, Trusaic, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m1|meta-small|Trusaic", "prompt": "c190-m1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including PayAnalytics, Syndio, Trusaic, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m1|meta-small|Payscale", "prompt": "c190-m1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including PayAnalytics, Syndio, Trusaic, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m1|meta-small|Salary.com", "prompt": "c190-m1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including PayAnalytics, Syndio, Trusaic, Payscale, and Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m1|minimax-small|Syndio", "prompt": "c190-m1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **PayAnalytics** or **Syndio** for comprehensive features"}, {"id": "mai-20260917-1752-baseline|c190-m1|minimax-small|PayAnalytics", "prompt": "c190-m1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **PayAnalytics** or **Syndio** for comprehensive features"}, {"id": "mai-20260917-1752-baseline|c190-m1|minimax-small|Trusaic", "prompt": "c190-m1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on pay equity and compliance... Competitive pricing for mid-market"}, {"id": "mai-20260917-1752-baseline|c190-m1|minimax-small|Payscale", "prompt": "c190-m1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Payscale** if budget is a primary concern"}, {"id": "mai-20260917-1752-baseline|c190-m1|minimax-small|Salary.com", "prompt": "c190-m1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Similar pricing to Payscale - Strong compensation data library"}, {"id": "mai-20260917-1752-baseline|c190-m1|minimax-small|Barley", "prompt": "c190-m1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Barley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More affordable but less mature than others"}, {"id": "mai-20260917-1752-baseline|c190-m1|mistral-small|PayAnalytics", "prompt": "c190-m1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for robust benchmark-linked pay gap reporting and documented inputs for remediation decisions, making it a strong fit for mid-size teams."}, {"id": "mai-20260917-1752-baseline|c190-m1|mistral-small|Syndio", "prompt": "c190-m1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PayAnalytics, Syndio, and Trusaic are among the best choices"}, {"id": "mai-20260917-1752-baseline|c190-m1|mistral-small|Trusaic", "prompt": "c190-m1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PayAnalytics, Syndio, and Trusaic are among the best choices"}, {"id": "mai-20260917-1752-baseline|c190-m1|mistral-small|Payscale", "prompt": "c190-m1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payscale and Salary.com are also reliable alternatives"}, {"id": "mai-20260917-1752-baseline|c190-m1|mistral-small|Salary.com", "prompt": "c190-m1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payscale and Salary.com are also reliable alternatives"}, {"id": "mai-20260917-1752-baseline|c190-m1|mistral-small|Barley", "prompt": "c190-m1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Barley is a good option for those focused on total rewards and compensation management"}, {"id": "mai-20260917-1752-baseline|c190-m1|moonshot-small|Syndio PayEQ", "prompt": "c190-m1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio PayEQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Syndio** is generally considered the best choice as your primary pay equity platform"}, {"id": "mai-20260917-1752-baseline|c190-m1|moonshot-small|Trusaic PayParity", "prompt": "c190-m1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If compliance reporting is a major concern, consider pairing it with **Trusaic** for filing season support."}, {"id": "mai-20260917-1752-baseline|c190-m1|moonshot-small|Payscale", "prompt": "c190-m1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payscale** offers a more integrated approach if you're already using their compensation data"}, {"id": "mai-20260917-1752-baseline|c190-m1|openai-small|Syndio", "prompt": "c190-m1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market pay equity analysis:** **Syndio"}, {"id": "mai-20260917-1752-baseline|c190-m1|openai-small|Payscale Ascent", "prompt": "c190-m1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you also need benchmarking and compensation planning:** **Payscale Ascent"}, {"id": "mai-20260917-1752-baseline|c190-m1|openai-small|beqom", "prompt": "c190-m1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a simpler mid-market-focused option:** **beqom** or **PayAnalytics"}, {"id": "mai-20260917-1752-baseline|c190-m1|openai-small|PayAnalytics", "prompt": "c190-m1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PayAnalytics is described as strong for salary structure analysis, benchmarking, and scenario modeling"}, {"id": "mai-20260917-1752-baseline|c190-m1|openai-small|Salary.com", "prompt": "c190-m1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Benchmarking + comp planning + market pricing:** Payscale Ascent, Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m1|openai-small|Workday", "prompt": "c190-m1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Workday / Salary.com style options, but these can be heavier than many mid-market teams need"}, {"id": "mai-20260917-1752-baseline|c190-m1|xai-small|Payscale (especially Payscale Ascent)", "prompt": "c190-m1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale (especially Payscale Ascent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale (especially Payscale Ascent)** – **Most Recommended Overall**"}, {"id": "mai-20260917-1752-baseline|c190-m1|xai-small|Salary.com Pay Equity", "prompt": "c190-m1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Budget-Conscious Compliance**"}, {"id": "mai-20260917-1752-baseline|c190-m1|xai-small|Compport", "prompt": "c190-m1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Integrated Comp Cycles**"}, {"id": "mai-20260917-1752-baseline|c190-m1|xai-small|Barley (now part of Workleap)", "prompt": "c190-m1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Barley (now part of Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Value for Growing Mid-Market**"}, {"id": "mai-20260917-1752-baseline|c190-m1|xai-small|Syndio", "prompt": "c190-m1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strong Alternative for Scale/Prevention**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Aeqium", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall dedicated platform:** **Aeqium** – strong statistical rigor, traceable variance, and governance‑ready reporting."}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Pave", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best low‑budget, governance‑ready option:** **Pave**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|HiBob (Bob)", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best integrated HRIS solution:** **HiBob**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Figures", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for data‑driven analytics teams:** **Figures**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Compport", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best full‑compensation suite:** **Compport**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Syndio", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for global / regulated markets:** **Syndio**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Salary.com / CompAnalyst", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com / CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "combine market pricing, job matching, and pay‑equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|ChartHop", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Structured org and job data that drive comparable cohort analysis—great for data‑driven teams."}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|PayAnalytics", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for global / regulated markets:** **Syndio** or **PayAnalytics**"}, {"id": "mai-20260917-1752-baseline|c190-m1|zai-small|Carta Total Comp", "prompt": "c190-m1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "look for integrated solutions (HiBob, Salary.com, Carta Total Comp)"}, {"id": "mai-20260917-1752-baseline|c190-m2|alibaba-small|PayAnalytics", "prompt": "c190-m2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **PayAnalytics** ... often the go-to recommendation for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c190-m2|alibaba-small|PayParity", "prompt": "c190-m2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Remediation & Risk Mitigation: **PayParity** ... is a powerhouse"}, {"id": "mai-20260917-1752-baseline|c190-m2|alibaba-small|Barley", "prompt": "c190-m2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Barley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity & Manager Enablement: **Barley**"}, {"id": "mai-20260917-1752-baseline|c190-m2|alibaba-small|Deel", "prompt": "c190-m2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global/Remote-First Teams: **Deel**"}, {"id": "mai-20260917-1752-baseline|c190-m2|anthropic-small|CompUp", "prompt": "c190-m2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Choice: **CompUp**"}, {"id": "mai-20260917-1752-baseline|c190-m2|anthropic-small|Payscale (including Payfactors)", "prompt": "c190-m2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale (including Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payscale brings large, diverse datasets and strong reporting to data-driven benchmarking, pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m2|anthropic-small|Deel", "prompt": "c190-m2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for companies compensating teams across multiple countries"}, {"id": "mai-20260917-1752-baseline|c190-m2|anthropic-small|Ravio", "prompt": "c190-m2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "organizations preparing for the EU Pay Transparency Directive should consider Ravio's compliance-oriented features"}, {"id": "mai-20260917-1752-baseline|c190-m2|challenger-small|Ravio", "prompt": "c190-m2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default pick without more details, I'd say **Ravio** for a typical mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c190-m2|challenger-small|Sysarb", "prompt": "c190-m2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysarb** is the safer recommendation ... best fit for **medium-sized and large European companies**"}, {"id": "mai-20260917-1752-baseline|c190-m2|challenger-small|beqom", "prompt": "c190-m2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you are closer to enterprise scale or want a broader pay equity and pay transparency suite"}, {"id": "mai-20260917-1752-baseline|c190-m2|challenger-small|Trusaic", "prompt": "c190-m2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stronger if your priority is global pay equity/compliance and you are dealing with complex, enterprise-level workflows"}, {"id": "mai-20260917-1752-baseline|c190-m2|challenger-small|Axios Analytics", "prompt": "c190-m2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Axios Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong option if you are a **German mid-market** company and need DACH-specific support"}, {"id": "mai-20260917-1752-baseline|c190-m2|deepseek-small|Syndio", "prompt": "c190-m2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Syndio**"}, {"id": "mai-20260917-1752-baseline|c190-m2|deepseek-small|Trusaic", "prompt": "c190-m2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex regulatory reporting & filing | Mid-enterprise focused"}, {"id": "mai-20260917-1752-baseline|c190-m2|deepseek-small|Sysarb", "prompt": "c190-m2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're EU-based and not in the US:** Choose **Sysarb**"}, {"id": "mai-20260917-1752-baseline|c190-m2|deepseek-small|Payscale", "prompt": "c190-m2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **Payscale** (if you also need market benchmarking)"}, {"id": "mai-20260917-1752-baseline|c190-m2|deepseek-small|Ravio", "prompt": "c190-m2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good value but less compliance depth"}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|Workleap Compensation (formerly Barley)", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Workleap Compensation (formerly Barley)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall for North American B2B: **Workleap Compensation (formerly Barley)**"}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|Pave", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Growth Tech/SaaS B2B: **Pave** or **OpenComp**"}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|OpenComp", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OpenComp** is highly user-friendly and features a dedicated Pay Equity Assessment module"}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|Ravio", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B Companies with European Headcount: **Ravio**"}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|Payscale (Insight Lab)", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale (Insight Lab)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Their Insight Lab package is specifically tailored to mid-market companies."}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|Syndio (PayEQ)", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio (PayEQ)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "When to Avoid Enterprise Tools (Like Syndio or Beqom) ... usually **overkill and cost-prohibitive**"}, {"id": "mai-20260917-1752-baseline|c190-m2|google-small|beqom (PaySuite)", "prompt": "c190-m2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom (PaySuite)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "When to Avoid Enterprise Tools (Like Syndio or Beqom)"}, {"id": "mai-20260917-1752-baseline|c190-m2|meta-small|Sysarb", "prompt": "c190-m2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sysarb - a SaaS platform that provides tools for analyzing compensation disparities... designed for HR teams and compensation specialists in mid-market and enterprise-level companies."}, {"id": "mai-20260917-1752-baseline|c190-m2|meta-small|PaySuite", "prompt": "c190-m2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PaySuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "PaySuite - a complete pay equity and transparency solution that helps organizations ensure fair pay across 75+ countries"}, {"id": "mai-20260917-1752-baseline|c190-m2|meta-small|PayAnalytics", "prompt": "c190-m2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PayAnalytics - a software that automates compliance and manages transparency workflows"}, {"id": "mai-20260917-1752-baseline|c190-m2|minimax-small|Sysarb", "prompt": "c190-m2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sysarb** as the top pay transparency compliance tool for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c190-m2|minimax-small|Trusaic", "prompt": "c190-m2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trusaic** - Excellent for complex US reporting and remediation"}, {"id": "mai-20260917-1752-baseline|c190-m2|minimax-small|beqom", "prompt": "c190-m2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**beqom** - Good for both US and EU compliance, scalable solution"}, {"id": "mai-20260917-1752-baseline|c190-m2|minimax-small|Axios Analytics", "prompt": "c190-m2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Axios Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Axios Analytics** - Strong in DACH region, native EU compliance"}, {"id": "mai-20260917-1752-baseline|c190-m2|minimax-small|PayGap", "prompt": "c190-m2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayGap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PayGap** - Real-time audits and risk identification"}, {"id": "mai-20260917-1752-baseline|c190-m2|mistral-small|Axios Analytics", "prompt": "c190-m2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Axios Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Axios Analytics** is highly recommended for mid-market companies (250–2,000 employees) needing EU Directive compliance"}, {"id": "mai-20260917-1752-baseline|c190-m2|mistral-small|Sysarb", "prompt": "c190-m2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sysarb** is another strong option, specifically designed for medium-sized and large European companies"}, {"id": "mai-20260917-1752-baseline|c190-m2|mistral-small|Ravio", "prompt": "c190-m2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in the US: Consider a tool like Ravio (which also serves mid-market)"}, {"id": "mai-20260917-1752-baseline|c190-m2|moonshot-small|Trusaic", "prompt": "c190-m2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Trusaic** if compliance and audit readiness are your primary concerns"}, {"id": "mai-20260917-1752-baseline|c190-m2|moonshot-small|Payscale", "prompt": "c190-m2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Payscale** if you need strong benchmarking data and simpler implementation"}, {"id": "mai-20260917-1752-baseline|c190-m2|moonshot-small|Syndio", "prompt": "c190-m2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Evaluate Syndio** if you have HR analytics capacity and want deeper insights"}, {"id": "mai-20260917-1752-baseline|c190-m2|moonshot-small|Sysarb", "prompt": "c190-m2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Europe/EU Directive** | Sysarb or Axios Analytics"}, {"id": "mai-20260917-1752-baseline|c190-m2|moonshot-small|Axios Analytics", "prompt": "c190-m2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Axios Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Europe/EU Directive** | Sysarb or Axios Analytics"}, {"id": "mai-20260917-1752-baseline|c190-m2|moonshot-small|Deel", "prompt": "c190-m2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Global/Multi-country** | Syndio or Deel"}, {"id": "mai-20260917-1752-baseline|c190-m2|openai-small|Payscale", "prompt": "c190-m2", "model": "openai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Payscale** as the safest all-around choice"}, {"id": "mai-20260917-1752-baseline|c190-m2|openai-small|PayTransparency", "prompt": "c190-m2", "model": "openai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayTransparency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a lighter-weight specialist like **PayTransparency** may be enough... it's less suitable if you also need pay bands, audits"}, {"id": "mai-20260917-1752-baseline|c190-m2|openai-small|PayAnalytics", "prompt": "c190-m2", "model": "openai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd also look at **PayAnalytics** or **Salary.com** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c190-m2|openai-small|Salary.com", "prompt": "c190-m2", "model": "openai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I'd also look at **PayAnalytics** or **Salary.com** as strong alternatives"}, {"id": "mai-20260917-1752-baseline|c190-m2|xai-small|Payscale", "prompt": "c190-m2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Payscale as the top pay transparency compliance tool for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c190-m2|xai-small|Trusaic", "prompt": "c190-m2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demo Payscale first, then Trusaic if heavy reporting is key."}, {"id": "mai-20260917-1752-baseline|c190-m2|xai-small|Syndio", "prompt": "c190-m2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill/steep for mid-sized"}, {"id": "mai-20260917-1752-baseline|c190-m2|xai-small|Figures.hr", "prompt": "c190-m2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Figures.hr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Europe-heavy, less US depth"}, {"id": "mai-20260917-1752-baseline|c190-m2|xai-small|Gusto", "prompt": "c190-m2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMB options like Gusto lack depth"}, {"id": "mai-20260917-1752-baseline|c190-m2|zai-small|Sysarb", "prompt": "c190-m2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Sysarb** (if EU-focused)"}, {"id": "mai-20260917-1752-baseline|c190-m2|zai-small|Payscale", "prompt": "c190-m2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Payscale** is the better choice"}, {"id": "mai-20260917-1752-baseline|c190-m2|zai-small|Trusaic", "prompt": "c190-m2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trusaic**: Mid-Enterprise focused with complex reporting capabilities"}, {"id": "mai-20260917-1752-baseline|c190-m2|zai-small|PayAnalytics", "prompt": "c190-m2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for 100-500 employee range with automation features"}, {"id": "mai-20260917-1752-baseline|c190-m2|zai-small|beqom", "prompt": "c190-m2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Large enterprise scale, but may be overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|Syndio PayEQ", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio is widely considered the gold standard for high-volume, complex organizations"}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|PayAnalytics", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **PayAnalytics** if you need heavy statistical customization."}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|Trusaic", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Trusaic** if compliance speed and US state law adherence are your priority."}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|Aeqium", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aeqium is particularly noted for handling non-standard jobs and complex compensation structures better than competitors."}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|Deel Services", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel focuses on global equity (analyzing pay across borders and currencies)"}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|OpenComp", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **OpenComp/Pave** if you are a growing company (under 500 employees) that needs a simple, affordable starting point."}, {"id": "mai-20260917-1752-baseline|c190-m3|alibaba-small|Pave", "prompt": "c190-m3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools like OpenComp or Pave offer lightweight, automated gap flagging and easy-to-read dashboards"}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Barley", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Barley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best pay equity software include Barley, Beqom, Compport, EEOPay, Parity Software, Deel, CompUp, HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Beqom", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The best pay equity software include Barley, Beqom, Compport..."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Compport", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best pay equity software include Barley, Beqom, Compport, EEOPay..."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|EEOPay", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "EEOPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "EEOPay, Parity Software, Deel, CompUp, HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Parity Software", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Parity Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Parity Software, Deel, CompUp, HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Deel", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel, CompUp, HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|CompUp", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "CompUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CompUp, HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|HRSoft", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Syndio", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Syndio differentiates itself by uncovering root causes and preventing future gaps"}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Mercer", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HRSoft, Syndio, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|anthropic-small|Payscale", "prompt": "c190-m3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Payscale has one of the largest compensation datasets and layers equity analysis on top of benchmarking data"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Syndio", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want continuous pay decisions, **Syndio** is the clearest fit."}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|PayAnalytics", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong statistical analysis and a formal audit workflow**, **PayAnalytics** or **Affirmity** are strong options"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|PayParity", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If compliance and remediation are the priority**, **PayParity** is positioned around those needs"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Affirmity", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Affirmity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PayAnalytics** or **Affirmity** are strong options"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|beqom Pay Equity", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If pay equity should live inside compensation planning**, look at **beqom**"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Compport", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at **beqom**, **Compport**, or **Workday**"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Workday Pay Equity", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workday Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Works well for organizations already standardized on Workday"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Payscale Pay Equity", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need market benchmarking plus equity**, **Payscale**"}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Visier", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong for modeling, drill-down dashboards, and repeatable governance workflows."}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Aeqium", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stands out for traceable variance analysis and clear remediation outputs."}, {"id": "mai-20260917-1752-baseline|c190-m3|challenger-small|Salary.com", "prompt": "c190-m3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Payscale** or **Salary.com**-type tools are more aligned with that use case"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|Syndio", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Syndio, for example, is widely considered the market leader for large enterprises"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|Trusaic (PayParity)", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Audit-ready legal defensibility** at enterprise scale | Syndio or Trusaic"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|PayAnalytics", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EU Directive (2023/970):** PayAnalytics and Sysarb lead."}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|beqom", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated comp management + equity module"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|Payscale", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Market benchmarking embedded with equity** | Payscale"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|Aeqium", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "it offers a **free plan** for small teams ... most accessible for SMBs"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|Sysarb", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sysarb is explicitly built end-to-end for the EU law."}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|ChartHop", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ChartHop and Compport** are mid-market favorites"}, {"id": "mai-20260917-1752-baseline|c190-m3|deepseek-small|Compport", "prompt": "c190-m3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**ChartHop and Compport** are mid-market favorites"}, {"id": "mai-20260917-1752-baseline|c190-m3|google-small|Syndio (PayEQ)", "prompt": "c190-m3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio (PayEQ)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: U.S.-headquartered mid-market to enterprise companies looking for continuous, real-time equity modeling and strong legal protection."}, {"id": "mai-20260917-1752-baseline|c190-m3|google-small|Trusaic (PayParity)", "prompt": "c190-m3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Trusaic is a compliance-first platform that blends data science with legal and regulatory workflows."}, {"id": "mai-20260917-1752-baseline|c190-m3|google-small|beqom (featuring PayAnalytics)", "prompt": "c190-m3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom (featuring PayAnalytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "beqom (PayAnalytics) is the market leader for companies operating extensively in Europe."}, {"id": "mai-20260917-1752-baseline|c190-m3|google-small|Brightmine (featuring Gapsquare)", "prompt": "c190-m3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Brightmine (featuring Gapsquare)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Brightmine (formerly XpertHR) powers Gapsquare, a tool that analyzes raw demographic data"}, {"id": "mai-20260917-1752-baseline|c190-m3|google-small|Visier", "prompt": "c190-m3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Companies that want pay equity analytics fully integrated into a broader people analytics suite."}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Deel Services", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Deel Services, Syndio, SalaryCube, Aeqium, Workleap, Compport, HRSoft, OpenComp, Payscale, and Mercer."}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Syndio", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Deel Services, Syndio, SalaryCube..."}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|SalaryCube", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Deel Services, Syndio, SalaryCube, Aeqium..."}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Aeqium", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SalaryCube, Aeqium, Workleap, Compport"}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Workleap", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aeqium, Workleap, Compport, HRSoft"}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Compport", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workleap, Compport, HRSoft, OpenComp"}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|HRSoft", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Compport, HRSoft, OpenComp, Payscale"}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|OpenComp", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HRSoft, OpenComp, Payscale, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Payscale", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "OpenComp, Payscale, and Mercer"}, {"id": "mai-20260917-1752-baseline|c190-m3|meta-small|Mercer", "prompt": "c190-m3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Payscale, and Mercer. Each tool has its own strengths and weaknesses"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Syndio", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Every capability validated by legal experts; strong for enterprise-level pay equity management"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Deel Services", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for companies with distributed workforces across multiple countries"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Payscale", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Continuous pay equity monitoring"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Aeqium", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for enterprise compensation teams needing governance-ready reporting"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Visier", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Overall pay equity analytics"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|SalaryCube", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Standardizing job titles"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Workleap", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Customizable pay structures"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|OpenComp", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Pay equity and DEI analyses"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|ChartHop", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Organizations with structured org and job data"}, {"id": "mai-20260917-1752-baseline|c190-m3|minimax-small|Pave", "prompt": "c190-m3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Lower cost entry point for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Aeqium", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for enterprise organizations needing repeatable pay equity audits with traceable variance"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Visier", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for enterprise analytics, offering robust pay equity analytics... It scores highest in features and value."}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Payscale", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for continuous pay equity monitoring and uncovering pay gaps"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Workday Pay Equity", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workday Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Delivers configurable pay equity analytics within the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Syndio", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for pay equity analytics with global pay reports"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Salary.com Pay Equity", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Salary.com Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for enterprise use, providing pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|ChartHop", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fits SMBs and organizations where structured org and job data drive comparable cohort analysis."}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Pave", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A lower-budget option for mid-market HR"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Workleap Compensation", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for customizable pay structures"}, {"id": "mai-20260917-1752-baseline|c190-m3|mistral-small|Deel Services", "prompt": "c190-m3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for analyzing pay equity across countries, supporting global teams."}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|Syndio", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Syndio**\n- **Best for**: Pay equity analytics with global pay reports"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|Aeqium", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evidence linking that traces pay gap metrics back to exact cohorts and compensation inputs; excellent for audit-ready prioritization"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|Trusaic PayParity", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong compliance focus with automated alerts"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|Payscale", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Continuous pay equity monitoring"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|beqom Total Compensation", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom Total Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Part of a comprehensive total compensation management platform"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|PayAnalytics", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong European regulatory compliance focus"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|ChartHop", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: SMB/mid-market companies"}, {"id": "mai-20260917-1752-baseline|c190-m3|moonshot-small|Deel Services", "prompt": "c190-m3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for**: Analyzing pay equity across countries"}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Syndio", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **audit-ready pay equity compliance and remediation**: look at **Syndio** or **Pihr**."}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Payscale Ascent", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **salary benchmarking and compensation architecture**: look at **Payscale Ascent** or **Salary.com**."}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Salary.com", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Payscale Ascent** or **Salary.com**"}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Workday HCM", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **comp planning inside a broader HR suite**: look at **Workday** or similar HCM platforms."}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|beqom", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need **enterprise total rewards management**: look at **beqom**."}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Pihr", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pihr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "audit-ready pay equity compliance and remediation: look at **Syndio** or **Pihr**"}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Comprehensive", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compensation planning platforms that include pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Melius", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Melius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compensation planning platforms that include pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m3|openai-small|Aeqium", "prompt": "c190-m3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "compensation planning platforms that include pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m3|xai-small|Syndio", "prompt": "c190-m3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "US compliance + scale? Syndio/Trusaic"}, {"id": "mai-20260917-1752-baseline|c190-m3|xai-small|PayAnalytics", "prompt": "c190-m3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "EU-heavy? PayAnalytics."}, {"id": "mai-20260917-1752-baseline|c190-m3|xai-small|Trusaic", "prompt": "c190-m3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "US compliance + scale? Syndio/Trusaic"}, {"id": "mai-20260917-1752-baseline|c190-m3|xai-small|Payscale Pay Equity", "prompt": "c190-m3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick starts? Payscale."}, {"id": "mai-20260917-1752-baseline|c190-m3|xai-small|Visier", "prompt": "c190-m3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platform-integrated (Visier, Aeqium): Better for orgs wanting equity as part of total comp/rewards"}, {"id": "mai-20260917-1752-baseline|c190-m3|xai-small|Aeqium", "prompt": "c190-m3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aeqium suits complex planning"}, {"id": "mai-20260917-1752-baseline|c190-m3|zai-small|Syndio", "prompt": "c190-m3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Syndio\n**Best for:** Global compliance, continuous governance, and closing the loop between analysis and decision-making."}, {"id": "mai-20260917-1752-baseline|c190-m3|zai-small|Payscale", "prompt": "c190-m3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Payscale** if you want a self-service tool that helps you understand *why* your pay is different from the market"}, {"id": "mai-20260917-1752-baseline|c190-m3|zai-small|SalaryCube", "prompt": "c190-m3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SalaryCube** if you are in the US and rely on real-time data"}, {"id": "mai-20260917-1752-baseline|c190-m3|zai-small|Aeqium", "prompt": "c190-m3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aeqium is often ranked as a top choice for large enterprises."}, {"id": "mai-20260917-1752-baseline|c190-m3|zai-small|Beqom", "prompt": "c190-m3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It combines pay equity with variable compensation (bonuses, commissions) planning"}, {"id": "mai-20260917-1752-baseline|c190-m4|alibaba-small|OpenComp", "prompt": "c190-m4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenComp (Best Overall Value for Budget-Conscious Teams)"}, {"id": "mai-20260917-1752-baseline|c190-m4|alibaba-small|Pave", "prompt": "c190-m4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pave (Best Free/Low-Cost Option for Startups)"}, {"id": "mai-20260917-1752-baseline|c190-m4|alibaba-small|Salary.com", "prompt": "c190-m4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Salary.com (Best for Rigorous Market Context)"}, {"id": "mai-20260917-1752-baseline|c190-m4|alibaba-small|Aeqium", "prompt": "c190-m4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a full regression analysis suite like **Aeqium** or **Syndio** (which are powerful but typically reserved for much larger budgets)"}, {"id": "mai-20260917-1752-baseline|c190-m4|alibaba-small|Syndio", "prompt": "c190-m4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but typically reserved for much larger budgets"}, {"id": "mai-20260917-1752-baseline|c190-m4|anthropic-small|OpenComp", "prompt": "c190-m4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OpenComp** is your best bet due to its free tier"}, {"id": "mai-20260917-1752-baseline|c190-m4|anthropic-small|Workleap", "prompt": "c190-m4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For companies with 50-500 employees on a limited budget, **Workleap** or **HRSoft** offer user-friendly, scalable solutions"}, {"id": "mai-20260917-1752-baseline|c190-m4|anthropic-small|HRSoft", "prompt": "c190-m4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "HRSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HRSoft is an excellent choice for SMB and mid-market teams seeking pay gap analysis and equity monitoring."}, {"id": "mai-20260917-1752-baseline|c190-m4|challenger-small|PayAnalytics", "prompt": "c190-m4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **PayAnalytics** because it explicitly positions itself for teams *working within a set budget*"}, {"id": "mai-20260917-1752-baseline|c190-m4|challenger-small|SalaryCube", "prompt": "c190-m4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a practical lower-cost option if you mainly need benchmarking and internal equity foundations"}, {"id": "mai-20260917-1752-baseline|c190-m4|challenger-small|Salary.com", "prompt": "c190-m4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "described as a **solid budget entry** for role-matching and market pricing, though it is broader compensation analysis"}, {"id": "mai-20260917-1752-baseline|c190-m4|challenger-small|OpenComp", "prompt": "c190-m4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "useful if you want compensation workflow automation, but the available result does not clearly show it as the lowest-cost choice"}, {"id": "mai-20260917-1752-baseline|c190-m4|challenger-small|Syndio", "prompt": "c190-m4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more realistic than enterprise audit platforms such as Syndio or Trusaic for a tight budget"}, {"id": "mai-20260917-1752-baseline|c190-m4|challenger-small|Trusaic", "prompt": "c190-m4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more realistic than enterprise audit platforms such as Syndio or Trusaic for a tight budget"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Pave", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Pave** (free tier) if you're under 200 employees"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Payscale", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Payscale** if you want a more complete pay equity analysis platform with a moderate cost structure"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Comprehensive.io", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive.io offers a free tier with daily-refreshed data"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Levels.fyi", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive.io / Levels.fyi — Free tech compensation data"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|BLS Occupational Employment Statistics", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "BLS Occupational Employment Statistics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "completely free government data"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Acterys", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Acterys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "many vendors like Acterys offer free pay equity analysis templates"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Aeqium", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a paid-but-cheaper tool like Payscale or Aeqium is worth the investment"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Salary.com (CompAnalyst)", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "includes pay equity at a lower tier than enterprise tools"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Workleap / OpenComp", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Workleap / OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "more affordable SMB-focused options"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Syndio", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "generally start around $20k–$45k+/year ... usually out of reach on a tight budget"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|Trusaic", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Enterprise tools like Syndio, Trusaic ... usually out of reach on a tight budget"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|PayAnalytics", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Enterprise tools like ... PayAnalytics ... out of reach on a tight budget"}, {"id": "mai-20260917-1752-baseline|c190-m4|deepseek-small|beqom", "prompt": "c190-m4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Enterprise tools like ... beqom generally start around $20k–$45k+/year"}, {"id": "mai-20260917-1752-baseline|c190-m4|google-small|Syndio", "prompt": "c190-m4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise statistical audit giants (such as Syndio and Trusaic) are highly robust, but they generally require custom enterprise contracts, often costing upwards of $10,000 to $50,000+ per year."}, {"id": "mai-20260917-1752-baseline|c190-m4|google-small|Trusaic", "prompt": "c190-m4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise statistical audit giants (such as Syndio and Trusaic) are highly robust, but they generally require custom enterprise contracts"}, {"id": "mai-20260917-1752-baseline|c190-m4|google-small|Parity Software", "prompt": "c190-m4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Parity Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Best Dedicated Pay Equity Tool: **Parity Software**"}, {"id": "mai-20260917-1752-baseline|c190-m4|google-small|SalaryCube", "prompt": "c190-m4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for US-Based Prevention & Benchmarking: **SalaryCube**"}, {"id": "mai-20260917-1752-baseline|c190-m4|google-small|Workleap Compensation", "prompt": "c190-m4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Workleap Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Seamless HRIS Integration: **Workleap Compensation**"}, {"id": "mai-20260917-1752-baseline|c190-m4|google-small|CompUp", "prompt": "c190-m4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Global Option for Tight Budgets: **CompUp**"}, {"id": "mai-20260917-1752-baseline|c190-m4|meta-small|Pave", "prompt": "c190-m4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best pay equity analysis software for a company with a limited budget is Pave, as it is a low-budget entry"}, {"id": "mai-20260917-1752-baseline|c190-m4|meta-small|Aeqium", "prompt": "c190-m4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Aeqium and ChartHop"}, {"id": "mai-20260917-1752-baseline|c190-m4|meta-small|ChartHop", "prompt": "c190-m4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Aeqium and ChartHop"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|Gusto", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Gusto** (Best Overall for Small Budgets)"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|Payscale", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payscale** - Offers pay equity tracking with free trials"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|Salary.com", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salary.com** - Has free basic features"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|ADP DataCloud", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "ADP DataCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP DataCloud** - Free trial available"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|Deel Payroll", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Deel Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Deel Payroll** - Free tier available"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|OpenComp Market Pulse", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "OpenComp Market Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cost**: Free bundled with Gusto payroll"}, {"id": "mai-20260917-1752-baseline|c190-m4|minimax-small|Compport", "prompt": "c190-m4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at OpenComp or Compport for more advanced features"}, {"id": "mai-20260917-1752-baseline|c190-m4|mistral-small|Gusto", "prompt": "c190-m4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the smallest budgets, **Gusto** is the most cost-effective choice, offering basic pay equity visibility bundled with payroll."}, {"id": "mai-20260917-1752-baseline|c190-m4|mistral-small|Compport", "prompt": "c190-m4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly rated for SMBs, with a strong balance of usability and reporting depth."}, {"id": "mai-20260917-1752-baseline|c190-m4|mistral-small|Trusaic PayParity", "prompt": "c190-m4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing is tailored for SMBs, but you'll need to contact them for a quote."}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|Vermont Women's Fund LEEP Toolkit", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Vermont Women's Fund LEEP Toolkit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with free tools first – If you have under 200 employees, the Vermont Women's Fund toolkit or Salary Equity Analyzer can give you solid baseline insights at zero cost."}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|HiBob Pay Equity Audit Template", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "HiBob Pay Equity Audit Template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free Excel worksheet with pre-built fields, best for companies under 500 employees"}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|Sourcetable Pay Equity Analysis Template", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Sourcetable Pay Equity Analysis Template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-generated customizable Excel template"}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|Salary Equity Analyzer", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary Equity Analyzer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the Vermont Women's Fund toolkit or Salary Equity Analyzer can give you solid baseline insights at zero cost"}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|Gusto", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Gusto** if you need payroll services anyway – the pay equity features are essentially free add-ons."}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|PayAnalytics by beqom", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics by beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Move to PayAnalytics or Trusaic if you need ongoing monitoring, advanced analytics, or compliance reporting"}, {"id": "mai-20260917-1752-baseline|c190-m4|moonshot-small|Trusaic PayParity", "prompt": "c190-m4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Companies needing compliance-grade analysis at moderate cost"}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|Pave (Market Data Lite Tier)", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave (Market Data Lite Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free Option for Startups/Small Teams ... Start here if ultra-limited budget: Pave Lite or ALENA REVA—zero cost, immediate value."}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|ALENA REVA Salary Equity Analyzer", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "ALENA REVA Salary Equity Analyzer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start here if ultra-limited budget: Pave Lite or ALENA REVA—zero cost, immediate value."}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|Deel Compensation/Pay Equity (Entry Tier)", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Deel Compensation/Pay Equity (Entry Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost with Global Focus ... Starts at $15/month for compensation reviews including pay equity analysis"}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|Salary.com Pay Equity Suite (via CompAnalyst)", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com Pay Equity Suite (via CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable Audit-Focused ... Low-cost entry for audit-style analysis with market benchmarks"}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|ChartHop (Compensation Module)", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "ChartHop (Compensation Module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$9K min annual contract may rule out tiniest teams"}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|Excel/Google Sheets Templates", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Excel/Google Sheets Templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best for <20 employees but manual/error-prone."}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|ADP DataCloud", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "ADP DataCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like ADP DataCloud or Payscale Ascent offer free trials"}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|Payscale Ascent", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale Ascent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like ADP DataCloud or Payscale Ascent offer free trials"}, {"id": "mai-20260917-1752-baseline|c190-m4|xai-small|PayAnalytics", "prompt": "c190-m4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use free templates from SHRM, Payscale, or PayAnalytics"}, {"id": "mai-20260917-1752-baseline|c190-m4|zai-small|PayParity (Trusaic)", "prompt": "c190-m4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayParity (Trusaic)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Software Value: PayParity (Trusaic) ... one of the most budget-friendly options for small businesses"}, {"id": "mai-20260917-1752-baseline|c190-m4|zai-small|Gusto Payroll", "prompt": "c190-m4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you use Gusto: Gusto Payroll ... It is included in your payroll subscription at no extra cost."}, {"id": "mai-20260917-1752-baseline|c190-m4|zai-small|Soteria HR", "prompt": "c190-m4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Soteria HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Managed Service\" Option: Soteria HR ... designed for SMBs (10–250 employees)"}, {"id": "mai-20260917-1752-baseline|c190-m4|zai-small|Payscale", "prompt": "c190-m4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: Payscale (Free Plan) ... They offer a free plan with a free demo."}, {"id": "mai-20260917-1752-baseline|c190-m5|alibaba-small|Pave", "prompt": "c190-m5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Look for **Mid-Market Specialized Platforms** (e.g., **Pave**, **Fcomp**, **PeopleSphere**, or **PayScale’s Pay Analytics**)"}, {"id": "mai-20260917-1752-baseline|c190-m5|alibaba-small|Fcomp", "prompt": "c190-m5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Fcomp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for **Mid-Market Specialized Platforms** (e.g., **Pave**, **Fcomp**, **PeopleSphere**, or **PayScale’s Pay Analytics**)"}, {"id": "mai-20260917-1752-baseline|c190-m5|alibaba-small|PeopleSphere", "prompt": "c190-m5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "PeopleSphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for **Mid-Market Specialized Platforms** (e.g., **Pave**, **Fcomp**, **PeopleSphere**, or **PayScale’s Pay Analytics**)"}, {"id": "mai-20260917-1752-baseline|c190-m5|alibaba-small|PayScale’s Pay Analytics", "prompt": "c190-m5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "PayScale’s Pay Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for **Mid-Market Specialized Platforms** (e.g., **Pave**, **Fcomp**, **PeopleSphere**, or **PayScale’s Pay Analytics**) that focus heavily on **Scenario Modeling**"}, {"id": "mai-20260917-1752-baseline|c190-m5|deepseek-small|Syndio", "prompt": "c190-m5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Syndio, Trusaic, PayAnalytics, Payscale, Salary.com are frequently cited for this band"}, {"id": "mai-20260917-1752-baseline|c190-m5|deepseek-small|Trusaic", "prompt": "c190-m5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Syndio, Trusaic, PayAnalytics, Payscale, Salary.com are frequently cited for this band"}, {"id": "mai-20260917-1752-baseline|c190-m5|deepseek-small|PayAnalytics", "prompt": "c190-m5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Syndio, Trusaic, PayAnalytics, Payscale, Salary.com are frequently cited for this band"}, {"id": "mai-20260917-1752-baseline|c190-m5|deepseek-small|Payscale", "prompt": "c190-m5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Syndio, Trusaic, PayAnalytics, Payscale, Salary.com are frequently cited for this band"}, {"id": "mai-20260917-1752-baseline|c190-m5|deepseek-small|Salary.com", "prompt": "c190-m5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Syndio, Trusaic, PayAnalytics, Payscale, Salary.com are frequently cited for this band"}, {"id": "mai-20260917-1752-baseline|c190-m5|google-small|Syndio", "prompt": "c190-m5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like Syndio, Trusaic (PayParity), and PayAnalytics often offer the software paired with consulting hours"}, {"id": "mai-20260917-1752-baseline|c190-m5|google-small|Trusaic (PayParity)", "prompt": "c190-m5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic (PayParity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Syndio, Trusaic (PayParity), and PayAnalytics often offer the software paired with consulting hours"}, {"id": "mai-20260917-1752-baseline|c190-m5|google-small|PayAnalytics", "prompt": "c190-m5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors like Syndio, Trusaic (PayParity), and PayAnalytics often offer the software paired with consulting hours"}, {"id": "mai-20260917-1752-baseline|c190-m5|minimax-small|PayAnalytics", "prompt": "c190-m5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you're in the sweet spot for **specialized SaaS** (PayAnalytics, Figures, Trusaic, Carta Total Comp)"}, {"id": "mai-20260917-1752-baseline|c190-m5|minimax-small|Figures", "prompt": "c190-m5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specialized SaaS** (PayAnalytics, Figures, Trusaic, Carta Total Comp)"}, {"id": "mai-20260917-1752-baseline|c190-m5|minimax-small|Trusaic", "prompt": "c190-m5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specialized SaaS** (PayAnalytics, Figures, Trusaic, Carta Total Comp)"}, {"id": "mai-20260917-1752-baseline|c190-m5|minimax-small|Carta Total Comp", "prompt": "c190-m5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specialized SaaS** (PayAnalytics, Figures, Trusaic, Carta Total Comp)"}, {"id": "mai-20260917-1752-baseline|c190-m5|minimax-small|Syndio", "prompt": "c190-m5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or entering **mid-market** territory (Syndio, Payscale)"}, {"id": "mai-20260917-1752-baseline|c190-m5|minimax-small|Payscale", "prompt": "c190-m5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or entering **mid-market** territory (Syndio, Payscale)"}, {"id": "mai-20260917-1752-baseline|c190-m5|moonshot-small|PayAnalytics", "prompt": "c190-m5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**PayAnalytics:** Strong statistical methodology, good for repeatable analysis."}, {"id": "mai-20260917-1752-baseline|c190-m5|moonshot-small|Syndio", "prompt": "c190-m5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Syndio:** Strong on opportunity equity (promotions/hiring) in addition to pay."}, {"id": "mai-20260917-1752-baseline|c190-m5|moonshot-small|Trusaic", "prompt": "c190-m5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Trusaic:** Deep regulatory compliance expertise."}, {"id": "mai-20260917-1752-baseline|c190-m5|moonshot-small|Payscale", "prompt": "c190-m5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Payscale:** Good for continuous monitoring integrated with market data."}, {"id": "mai-20260917-1752-baseline|c190-m5|moonshot-small|Figures", "prompt": "c190-m5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Figures:** Lighter-weight, good for straightforward pay equity reporting."}, {"id": "mai-20260917-1752-baseline|c190-m5|xai-small|Syndio", "prompt": "c190-m5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize vendors like Syndio, Trusaic, PayParity, Aeqium, or Salary.com... Syndio (global scale)"}, {"id": "mai-20260917-1752-baseline|c190-m5|xai-small|Trusaic", "prompt": "c190-m5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trusaic/Affirmity (compliance focus)"}, {"id": "mai-20260917-1752-baseline|c190-m5|xai-small|PayParity", "prompt": "c190-m5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PayParity for remediation"}, {"id": "mai-20260917-1752-baseline|c190-m5|xai-small|Aeqium", "prompt": "c190-m5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aeqium (planning integration)"}, {"id": "mai-20260917-1752-baseline|c190-m5|xai-small|Salary.com", "prompt": "c190-m5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize vendors like Syndio, Trusaic, PayParity, Aeqium, or Salary.com"}, {"id": "mai-20260917-1752-baseline|c190-m5|xai-small|Affirmity", "prompt": "c190-m5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Affirmity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trusaic/Affirmity (compliance focus)"}, {"id": "mai-20260917-1752-baseline|c190-m6|anthropic-small|Parity", "prompt": "c190-m6", "model": "anthropic-small", "cat": "pay-equity", "variant": "negative", "raw": "Parity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Parity may not offer extensive flexibility to tailor features to unique business needs."}, {"id": "mai-20260917-1752-baseline|c190-m6|deepseek-small|Syndio", "prompt": "c190-m6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong methodology but **cost-prohibitive** (high five figures annually), weak HRIS integration requiring frequent manual uploads... Budget-conscious or smaller teams should think twice."}, {"id": "mai-20260917-1752-baseline|c190-m6|deepseek-small|PayScale Ascent", "prompt": "c190-m6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "PayScale Ascent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Repeated complaints about a clunky, outdated interface, a steep learning curve, data inaccuracy for niche roles... don't buy it purely for equity."}, {"id": "mai-20260917-1752-baseline|c190-m6|deepseek-small|Salary.com", "prompt": "c190-m6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure salary benchmarking tools (like Salary.com, some PayScale modules)... they **don't diagnose inequity** or root causes"}, {"id": "mai-20260917-1752-baseline|c190-m6|deepseek-small|Trusaic", "prompt": "c190-m6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dig deeper into specific vendors (e.g., Syndio vs. Trusaic vs. PayScale)"}, {"id": "mai-20260917-1752-baseline|c190-m6|xai-small|Massachusetts Equal Pay Act Tool", "prompt": "c190-m6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "Massachusetts Equal Pay Act Tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Simple Calculators or Basic Online Tools (e.g., state-provided ones like Massachusetts Equal Pay Act Tool) - **Why avoid/caution:** They often produce misleading or incomplete results"}, {"id": "mai-20260917-1752-baseline|c190-s1|alibaba-small|Gusto + OpenComp", "prompt": "c190-s1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Gusto + OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 1. Gusto + OpenComp (Best for Simplicity & Native Integration)"}, {"id": "mai-20260917-1752-baseline|c190-s1|alibaba-small|Payscale Pay Equity", "prompt": "c190-s1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Pay Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 2. Payscale Pay Equity (Best for Compliance-Driven Analysis)"}, {"id": "mai-20260917-1752-baseline|c190-s1|alibaba-small|Deel", "prompt": "c190-s1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel: Includes strong contractor/equity monitoring across borders"}, {"id": "mai-20260917-1752-baseline|c190-s1|alibaba-small|Rippling", "prompt": "c190-s1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling: Has built-in pay management tools that allow for structured comp bands and some equity visibility"}, {"id": "mai-20260917-1752-baseline|c190-s1|alibaba-small|BambooHR", "prompt": "c190-s1", "model": "alibaba-small", "cat": "pay-equity", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Check if your current payroll/HRIS provider (e.g., Gusto, Rippling, BambooHR) offers any native pay equity dashboards."}, {"id": "mai-20260917-1752-baseline|c190-s1|anthropic-small|EEOPay", "prompt": "c190-s1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "EEOPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EEOPay** is specifically recommended for smaller organizations."}, {"id": "mai-20260917-1752-baseline|c190-s1|anthropic-small|Parity Software", "prompt": "c190-s1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Parity Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Parity Software** is another strong choice for smaller businesses."}, {"id": "mai-20260917-1752-baseline|c190-s1|anthropic-small|Payscale", "prompt": "c190-s1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller employers with simpler needs can get reasonable results from Payscale or beqom."}, {"id": "mai-20260917-1752-baseline|c190-s1|anthropic-small|beqom", "prompt": "c190-s1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smaller employers with simpler needs can get reasonable results from Payscale or beqom."}, {"id": "mai-20260917-1752-baseline|c190-s1|anthropic-small|Syndio", "prompt": "c190-s1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a statistical platform like Syndio or PayAnalytics gives you the rigor you need"}, {"id": "mai-20260917-1752-baseline|c190-s1|anthropic-small|PayAnalytics", "prompt": "c190-s1", "model": "anthropic-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a statistical platform like Syndio or PayAnalytics gives you the rigor you need"}, {"id": "mai-20260917-1752-baseline|c190-s1|challenger-small|Figures", "prompt": "c190-s1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Figures"}, {"id": "mai-20260917-1752-baseline|c190-s1|challenger-small|PayAnalytics", "prompt": "c190-s1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is **deeper pay equity analysis**"}, {"id": "mai-20260917-1752-baseline|c190-s1|challenger-small|Gusto", "prompt": "c190-s1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best only if you already use it ... not in the same product category** as dedicated pay equity platforms"}, {"id": "mai-20260917-1752-baseline|c190-s1|challenger-small|Visier", "prompt": "c190-s1", "model": "challenger-small", "cat": "pay-equity", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would avoid enterprise-oriented tools like **Visier**"}, {"id": "mai-20260917-1752-baseline|c190-s1|deepseek-small|PayAnalytics", "prompt": "c190-s1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **PayAnalytics**—consistently rated #1 for usability, value, and broad (including small-to-mid) fit."}, {"id": "mai-20260917-1752-baseline|c190-s1|deepseek-small|Figures", "prompt": "c190-s1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EU expansion:** **Figures**."}, {"id": "mai-20260917-1752-baseline|c190-s1|deepseek-small|Soteria HR", "prompt": "c190-s1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Soteria HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Smallest budgets / no HR team:** Look at **Soteria HR** (outsourced service)"}, {"id": "mai-20260917-1752-baseline|c190-s1|deepseek-small|Syndio PayEQ", "prompt": "c190-s1", "model": "deepseek-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio PayEQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "starts around $50,000+/year and needs significant data integration—impractical for companies under ~500 employees"}, {"id": "mai-20260917-1752-baseline|c190-s1|google-small|OpenComp", "prompt": "c190-s1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OpenComp: Best Overall for Early-to-Mid Stage B2B Companies"}, {"id": "mai-20260917-1752-baseline|c190-s1|google-small|Pave", "prompt": "c190-s1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pave: Best for Venture-Backed B2B Tech & SaaS Companies"}, {"id": "mai-20260917-1752-baseline|c190-s1|google-small|PayAnalytics (by beqom)", "prompt": "c190-s1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics (by beqom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rigorous Compliance and Auditing"}, {"id": "mai-20260917-1752-baseline|c190-s1|google-small|Syndio", "prompt": "c190-s1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without paying the enterprise-level subscription costs of competitors like Syndio"}, {"id": "mai-20260917-1752-baseline|c190-s1|google-small|Workleap Compensation", "prompt": "c190-s1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Workleap Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity and HR Generalists"}, {"id": "mai-20260917-1752-baseline|c190-s1|google-small|Soteria HR", "prompt": "c190-s1", "model": "google-small", "cat": "pay-equity", "variant": "direct", "raw": "Soteria HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Software + Service Hybrid"}, {"id": "mai-20260917-1752-baseline|c190-s1|meta-small|PayAnalytics", "prompt": "c190-s1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated pay equity software options include PayAnalytics, Figures, Trusaic, Carta Total Comp, Gusto, and Compport"}, {"id": "mai-20260917-1752-baseline|c190-s1|meta-small|Figures", "prompt": "c190-s1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated pay equity software options include PayAnalytics, Figures, Trusaic, Carta Total Comp, Gusto, and Compport"}, {"id": "mai-20260917-1752-baseline|c190-s1|meta-small|Trusaic", "prompt": "c190-s1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated pay equity software options include PayAnalytics, Figures, Trusaic, Carta Total Comp, Gusto, and Compport"}, {"id": "mai-20260917-1752-baseline|c190-s1|meta-small|Carta Total Comp", "prompt": "c190-s1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top-rated pay equity software options include PayAnalytics, Figures, Trusaic, Carta Total Comp, Gusto, and Compport"}, {"id": "mai-20260917-1752-baseline|c190-s1|meta-small|Gusto", "prompt": "c190-s1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top-rated pay equity software options include PayAnalytics, Figures, Trusaic, Carta Total Comp, Gusto, and Compport"}, {"id": "mai-20260917-1752-baseline|c190-s1|meta-small|Compport", "prompt": "c190-s1", "model": "meta-small", "cat": "pay-equity", "variant": "direct", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some of the top-rated pay equity software options include PayAnalytics, Figures, Trusaic, Carta Total Comp, Gusto, and Compport"}, {"id": "mai-20260917-1752-baseline|c190-s1|minimax-small|Syndio", "prompt": "c190-s1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Syndio** (Best Overall for Small B2B)"}, {"id": "mai-20260917-1752-baseline|c190-s1|minimax-small|Trusaic PayParity", "prompt": "c190-s1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Syndio** or **Trusaic** as they balance features, affordability, and ease of use"}, {"id": "mai-20260917-1752-baseline|c190-s1|minimax-small|Deel Services", "prompt": "c190-s1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have international needs or remote workers, **Deel** would be more suitable."}, {"id": "mai-20260917-1752-baseline|c190-s1|minimax-small|PayAnalytics", "prompt": "c190-s1", "model": "minimax-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PayAnalytics** (Best for Data-Driven Insights)"}, {"id": "mai-20260917-1752-baseline|c190-s1|mistral-small|BambooHR", "prompt": "c190-s1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is often the most accessible and cost-effective choice"}, {"id": "mai-20260917-1752-baseline|c190-s1|mistral-small|Trusaic PayParity", "prompt": "c190-s1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If compliance and regulatory reporting are your top priorities, consider **Trusaic PayParity** or **Figures**"}, {"id": "mai-20260917-1752-baseline|c190-s1|mistral-small|Figures", "prompt": "c190-s1", "model": "mistral-small", "cat": "pay-equity", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another specialized SaaS option for companies with 100-500 employees"}, {"id": "mai-20260917-1752-baseline|c190-s1|moonshot-small|OpenComp", "prompt": "c190-s1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Business: OpenComp"}, {"id": "mai-20260917-1752-baseline|c190-s1|moonshot-small|Gusto", "prompt": "c190-s1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Option: Gusto"}, {"id": "mai-20260917-1752-baseline|c190-s1|moonshot-small|Trusaic PayParity", "prompt": "c190-s1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance-Focused Analysis: Trusaic PayParity"}, {"id": "mai-20260917-1752-baseline|c190-s1|moonshot-small|Syndio", "prompt": "c190-s1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Syndio | Real-time pay decision guidance | Quote-based"}, {"id": "mai-20260917-1752-baseline|c190-s1|moonshot-small|PayAnalytics", "prompt": "c190-s1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PayAnalytics | Workflow-driven gap analysis"}, {"id": "mai-20260917-1752-baseline|c190-s1|moonshot-small|Deel", "prompt": "c190-s1", "model": "moonshot-small", "cat": "pay-equity", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel | International/remote teams"}, {"id": "mai-20260917-1752-baseline|c190-s1|openai-small|Salary.com's Pay Equity Suite / CompAnalyst", "prompt": "c190-s1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary.com's Pay Equity Suite / CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Salary.com’s Pay Equity Suite / CompAnalyst** if you want a purpose-built pay equity tool"}, {"id": "mai-20260917-1752-baseline|c190-s1|openai-small|Payscale Ascent", "prompt": "c190-s1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payscale Ascent** — best if compensation benchmarking is equally important."}, {"id": "mai-20260917-1752-baseline|c190-s1|openai-small|OutSolve", "prompt": "c190-s1", "model": "openai-small", "cat": "pay-equity", "variant": "direct", "raw": "OutSolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth a look if you’re very compliance-focused and smaller-team oriented"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|Gusto (with bundled OpenComp Market Pulse)", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Gusto (with bundled OpenComp Market Pulse)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for very small B2B teams already using payroll software"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|OpenComp", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong dedicated option for growing SMBs"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|BambooHR", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great all-in-one HR for small businesses"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|PayScale", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Continuous monitoring and audits with market data; SMB-friendly (Insight plan), but pricing quote-based"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|Figures", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB-rated (8-9/10 on Gitnux); good for reports/bands, but less emphasis on tiny teams"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|Pave", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMB-rated (8-9/10 on Gitnux); good for reports/bands, but less emphasis on tiny teams"}, {"id": "mai-20260917-1752-baseline|c190-s1|xai-small|Syndio", "prompt": "c190-s1", "model": "xai-small", "cat": "pay-equity", "variant": "direct", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "consider Syndio (but pricier, mid-market+)"}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|PayScale Pay Equity Analysis & Reporting Tool", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "PayScale Pay Equity Analysis & Reporting Tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company - PayScale Pay Equity Analysis & Reporting Tool ... Best all‑in‑one solution."}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|Salary Equity Analyzer (ALENA REVA)", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Salary Equity Analyzer (ALENA REVA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free option - Salary Equity Analyzer (ALENA REVA) — A free, web‑based tool."}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|Gusto", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best payroll‑integrated option (included with payroll) - Gusto — Includes basic pay equity visibility at no extra cost"}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|Deel Services", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for global or multi‑country analysis - Deel Services — Specializes in analyzing pay equity across countries."}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|Compease", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compease — For identifying pay disparities; free demo available; pricing upon request."}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|BambooHR®", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "BambooHR®", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular small‑to‑medium‑business HRIS with pay equity monitoring"}, {"id": "mai-20260917-1752-baseline|c190-s1|zai-small|Workday", "prompt": "c190-s1", "model": "zai-small", "cat": "pay-equity", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday — Integrated finance and HR management with pay equity capabilities"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|Gusto", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Best Overall: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|Rippling", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Best for Scaling & Multi-State Operations: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|BambooHR", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Best if You Already Use an HRIS: **BambooHR + Strategic Job Board Setup**"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|Payscale", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are **mid-market to enterprise-priced** ($5k–$25k+/year) and require data hygiene, implementation time"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|Syndio", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "mid-market to enterprise-priced ($5k–$25k+/year) and require data hygiene, implementation time"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|beqom", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "mid-market to enterprise-priced ($5k–$25k+/year)"}, {"id": "mai-20260917-1752-baseline|c190-s2|alibaba-small|PayAnalytics", "prompt": "c190-s2", "model": "alibaba-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Only adopt them if: You have 50+ employees across 5+ jurisdictions"}, {"id": "mai-20260917-1752-baseline|c190-s2|anthropic-small|CompUp", "prompt": "c190-s2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CompUp** is well-suited for mid-market and growth-stage companies and integrates with HR platforms"}, {"id": "mai-20260917-1752-baseline|c190-s2|anthropic-small|SixFifty's Pay Transparency Policy Builder", "prompt": "c190-s2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "SixFifty's Pay Transparency Policy Builder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative Options\n\n1. **SixFifty's Pay Transparency Policy Builder**"}, {"id": "mai-20260917-1752-baseline|c190-s2|anthropic-small|HiBob", "prompt": "c190-s2", "model": "anthropic-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob** - Bob supports your pay transparency journey with tools for pricing jobs, defining pay ranges, assessing pay gaps"}, {"id": "mai-20260917-1752-baseline|c190-s2|challenger-small|TalentUp", "prompt": "c190-s2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "TalentUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentUp** as the best fit from the options here"}, {"id": "mai-20260917-1752-baseline|c190-s2|challenger-small|beqom", "prompt": "c190-s2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**beqom** if you need broader pay equity and transparency automation"}, {"id": "mai-20260917-1752-baseline|c190-s2|challenger-small|Trusaic", "prompt": "c190-s2", "model": "challenger-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Trusaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trusaic** if your business is larger or needs a more enterprise-oriented, multi-jurisdiction setup"}, {"id": "mai-20260917-1752-baseline|c190-s2|deepseek-small|Salary Range Builder", "prompt": "c190-s2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Salary Range Builder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Salary Range Builder** (salaryrange.com)"}, {"id": "mai-20260917-1752-baseline|c190-s2|deepseek-small|BetterComp", "prompt": "c190-s2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "BetterComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very strong for building defensible pay structures, but may be overkill if you only need range posting."}, {"id": "mai-20260917-1752-baseline|c190-s2|deepseek-small|SalaryCube", "prompt": "c190-s2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent data refresh, but pricing at $3,200–$5,000/yr is best for growing mid-market, not a 30-person firm."}, {"id": "mai-20260917-1752-baseline|c190-s2|deepseek-small|Payscale", "prompt": "c190-s2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "sales-driven pricing and complex implementation make it less SMB-friendly"}, {"id": "mai-20260917-1752-baseline|c190-s2|deepseek-small|Figures HR", "prompt": "c190-s2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Figures HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're in the EU/UK or have EU staff, sub in **Figures HR**."}, {"id": "mai-20260917-1752-baseline|c190-s2|deepseek-small|PayAnalytics", "prompt": "c190-s2", "model": "deepseek-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for analyzing gaps, but less focused on the day-to-day job-posting compliance that small B2B firms need first."}, {"id": "mai-20260917-1752-baseline|c190-s2|google-small|Pave", "prompt": "c190-s2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Pave** if you are a **high-growth B2B SaaS/Tech company**"}, {"id": "mai-20260917-1752-baseline|c190-s2|google-small|Workleap Compensation", "prompt": "c190-s2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Workleap Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workleap Compensation** (which recently integrated the popular SMB comp tool *Barley*) is an excellent choice."}, {"id": "mai-20260917-1752-baseline|c190-s2|google-small|Complete", "prompt": "c190-s2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Complete** is a standout option."}, {"id": "mai-20260917-1752-baseline|c190-s2|google-small|Syndio", "prompt": "c190-s2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Syndio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy platforms like **Syndio**"}, {"id": "mai-20260917-1752-baseline|c190-s2|google-small|beqom (PayAnalytics)", "prompt": "c190-s2", "model": "google-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom (PayAnalytics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy platforms like **Syndio** or **beqom (PayAnalytics)**"}, {"id": "mai-20260917-1752-baseline|c190-s2|meta-small|PayAnalytics", "prompt": "c190-s2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results include several options, such as PayAnalytics, KPMG's Pay Transparency Tool, PaySuite, and Pay Transparency Compliance Checker."}, {"id": "mai-20260917-1752-baseline|c190-s2|meta-small|KPMG's Pay Transparency Tool", "prompt": "c190-s2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "KPMG's Pay Transparency Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The results include several options, such as PayAnalytics, KPMG's Pay Transparency Tool, PaySuite, and Pay Transparency Compliance Checker."}, {"id": "mai-20260917-1752-baseline|c190-s2|meta-small|PaySuite", "prompt": "c190-s2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PaySuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The results include several options, such as PayAnalytics, KPMG's Pay Transparency Tool, PaySuite, and Pay Transparency Compliance Checker."}, {"id": "mai-20260917-1752-baseline|c190-s2|meta-small|Pay Transparency Compliance Checker", "prompt": "c190-s2", "model": "meta-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Pay Transparency Compliance Checker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The results include several options, such as PayAnalytics, KPMG's Pay Transparency Tool, PaySuite, and Pay Transparency Compliance Checker."}, {"id": "mai-20260917-1752-baseline|c190-s2|minimax-small|Pay Transparency Compliance Checker", "prompt": "c190-s2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Pay Transparency Compliance Checker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Pay Transparency Compliance Checker** (free) to verify your job postings"}, {"id": "mai-20260917-1752-baseline|c190-s2|minimax-small|Payscale", "prompt": "c190-s2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then consider **Payscale** for ongoing compensation management and market benchmarking"}, {"id": "mai-20260917-1752-baseline|c190-s2|minimax-small|PayAnalytics", "prompt": "c190-s2", "model": "minimax-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PayAnalytics** offers a good balance of features and ease of use"}, {"id": "mai-20260917-1752-baseline|c190-s2|mistral-small|Ravio", "prompt": "c190-s2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Ravio** as your pay transparency compliance tool"}, {"id": "mai-20260917-1752-baseline|c190-s2|mistral-small|beqom", "prompt": "c190-s2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the complexity or cost of enterprise-level solutions like beqom or Sysarb"}, {"id": "mai-20260917-1752-baseline|c190-s2|mistral-small|Sysarb", "prompt": "c190-s2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the complexity or cost of enterprise-level solutions like beqom or Sysarb"}, {"id": "mai-20260917-1752-baseline|c190-s2|mistral-small|Deel", "prompt": "c190-s2", "model": "mistral-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're outside Europe or need US-specific compliance, also consider **Deel**"}, {"id": "mai-20260917-1752-baseline|c190-s2|moonshot-small|CompUp", "prompt": "c190-s2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "CompUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **CompUp** if budget is tight, or **Payscale** if you want more robust benchmarking capabilities"}, {"id": "mai-20260917-1752-baseline|c190-s2|moonshot-small|Payscale", "prompt": "c190-s2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **CompUp** if budget is tight, or **Payscale** if you want more robust benchmarking capabilities"}, {"id": "mai-20260917-1752-baseline|c190-s2|moonshot-small|Figures", "prompt": "c190-s2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Figures** - Best for European Markets"}, {"id": "mai-20260917-1752-baseline|c190-s2|moonshot-small|Ravio", "prompt": "c190-s2", "model": "moonshot-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ravio** - Best for Tech/Startup B2B"}, {"id": "mai-20260917-1752-baseline|c190-s2|xai-small|Gusto", "prompt": "c190-s2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** as the top pay transparency compliance tool"}, {"id": "mai-20260917-1752-baseline|c190-s2|xai-small|OpenComp Market Pulse", "prompt": "c190-s2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "OpenComp Market Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "basic benchmarking (via bundled OpenComp Market Pulse data) are included in payroll plans"}, {"id": "mai-20260917-1752-baseline|c190-s2|xai-small|Payscale", "prompt": "c190-s2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Too pricey/enterprise-heavy for small B2B."}, {"id": "mai-20260917-1752-baseline|c190-s2|xai-small|BambooHR", "prompt": "c190-s2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good all-in-one HR but lighter on advanced transparency benchmarking."}, {"id": "mai-20260917-1752-baseline|c190-s2|xai-small|Ravio", "prompt": "c190-s2", "model": "xai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Geared toward Europe/tech; higher cost."}, {"id": "mai-20260917-1752-baseline|c190-s2|zai-small|Pay Transparency Compliance Checker", "prompt": "c190-s2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Pay Transparency Compliance Checker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most small B2B businesses: Start with the **Pay Transparency Compliance Checker** (U.S.)"}, {"id": "mai-20260917-1752-baseline|c190-s2|zai-small|EU Pay Transparency Obligations Checker", "prompt": "c190-s2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "EU Pay Transparency Obligations Checker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with the **Pay Transparency Compliance Checker** (U.S.) or **EU Pay Transparency Obligations Checker** (EU)"}, {"id": "mai-20260917-1752-baseline|c190-s2|zai-small|PayScale Insight", "prompt": "c190-s2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "PayScale Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deeper compensation data and ongoing support, add **PayScale Insight** (U.S.)"}, {"id": "mai-20260917-1752-baseline|c190-s2|zai-small|Gusto + OpenComp Integration", "prompt": "c190-s2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Gusto + OpenComp Integration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small businesses already on Gusto who want enterprise-grade compensation data without switching platforms."}, {"id": "mai-20260917-1752-baseline|c190-s2|zai-small|Sysarb", "prompt": "c190-s2", "model": "zai-small", "cat": "pay-equity", "variant": "paraphrase", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "add **PayScale Insight** (U.S.) or **Sysarb** (EU)"}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|PayAnalytics", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dedicated pay equity software (like PayAnalytics or Trusaic) is often too expensive ($20k+ annually) for very small teams."}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|Trusaic", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Dedicated pay equity software (like PayAnalytics or Trusaic) is often too expensive ($20k+ annually) for very small teams."}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|ChartHop", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are a tech/startup:** Choose **ChartHop**. The ability to see salary vs. equity parity visually is unmatched"}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|Pave", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you are hiring aggressively:** Choose **Pave**. Its strength in market benchmarking"}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|BambooHR", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you have no HR specialist:** Choose **BambooHR**."}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|OptionImpact / Vantage Point", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "OptionImpact / Vantage Point", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** High-Growth Startups with Complex Equity Stacks ... Essential if your retention strategy relies heavily on equity grants."}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|Anchored", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Anchored", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Anchored** *(Specialized)* ... Mission-Aligned Structure"}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|Excel/Sheets + Power Query", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Excel/Sheets + Power Query", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you can also start with **Excel/Sheets + Power Query** combined with public data sources"}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|Levels.fyi", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "public data sources like Levels.fyi (for tech) or Payscale"}, {"id": "mai-20260917-1752-baseline|c190-s3|alibaba-small|Payscale", "prompt": "c190-s3", "model": "alibaba-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "public data sources like Levels.fyi (for tech) or Payscale"}, {"id": "mai-20260917-1752-baseline|c190-s3|anthropic-small|Compease", "prompt": "c190-s3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams without complex global needs, Compease and BambooHR tend to be better starting points due to their focus on simplicity and ease of use."}, {"id": "mai-20260917-1752-baseline|c190-s3|anthropic-small|BambooHR", "prompt": "c190-s3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For small teams without complex global needs, Compease and BambooHR tend to be better starting points"}, {"id": "mai-20260917-1752-baseline|c190-s3|anthropic-small|Compport", "prompt": "c190-s3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compport has tools for pay gap research and salary benchmarking based on data."}, {"id": "mai-20260917-1752-baseline|c190-s3|anthropic-small|Payscale", "prompt": "c190-s3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the interface can feel complex for smaller HR teams without dedicated compensation experience."}, {"id": "mai-20260917-1752-baseline|c190-s3|anthropic-small|Beqom", "prompt": "c190-s3", "model": "anthropic-small", "cat": "pay-equity", "variant": "comparative", "raw": "Beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Beqom's advanced analytics and pay controls suit large HR teams, but may overwhelm lean teams or startups due to the lengthy setup process."}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Pave", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Pave** if you mainly need **benchmarking** and a lightweight entry point."}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Comprehensive", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best for teams that want **AI job matching** and benchmark-style pricing"}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Ravio", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for teams that want **benchmarking data** rather than a full pay equity workflow"}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|BambooHR Elite", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "BambooHR Elite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **BambooHR Elite** if you want pay equity features **embedded in your existing HR system**."}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Lattice Compensate", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Lattice Compensate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "it is more of a compensation planning tool than a pure pay equity analyzer"}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|PayAnalytics", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **PayAnalytics** if you need an actual **pay equity audit and remediation workflow**."}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Syndio", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Syndio** if you care most about **governance, auditability, and legal defensibility**."}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Trusaic", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best for more advanced **intersectional analysis**"}, {"id": "mai-20260917-1752-baseline|c190-s3|challenger-small|Sysarb", "prompt": "c190-s3", "model": "challenger-small", "cat": "pay-equity", "variant": "comparative", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best for **European pay transparency compliance**"}, {"id": "mai-20260917-1752-baseline|c190-s3|deepseek-small|Gusto + OpenComp", "prompt": "c190-s3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto + OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for \"free-ish\" integrated benchmarking ... It's **not a statistical pay equity tool**"}, {"id": "mai-20260917-1752-baseline|c190-s3|deepseek-small|Aeqium", "prompt": "c190-s3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Only buy Aeqium if you're actively running merit cycles and want continuous AI assistance."}, {"id": "mai-20260917-1752-baseline|c190-s3|deepseek-small|Pave", "prompt": "c190-s3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try **PayAnalytics** for a one-time audit, or **Pave's free tier** for ongoing market benchmarking"}, {"id": "mai-20260917-1752-baseline|c190-s3|deepseek-small|PayAnalytics", "prompt": "c190-s3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have 30–75 employees: Try **PayAnalytics** for a one-time audit"}, {"id": "mai-20260917-1752-baseline|c190-s3|deepseek-small|Syndio", "prompt": "c190-s3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for enterprise-grade compliance, but often overkill for small teams ... For a truly small team, you're paying for capabilities you can't use."}, {"id": "mai-20260917-1752-baseline|c190-s3|deepseek-small|Ravio", "prompt": "c190-s3", "model": "deepseek-small", "cat": "pay-equity", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pair it with free benchmark data from **Ravio** (global tech)"}, {"id": "mai-20260917-1752-baseline|c190-s3|google-small|Workleap Compensation", "prompt": "c190-s3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap Compensation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small-to-mid teams wanting an intuitive, all-in-one compensation planner with gold-standard market data."}, {"id": "mai-20260917-1752-baseline|c190-s3|google-small|Pave", "prompt": "c190-s3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Fast-growing startups and tech-forward small businesses, especially those utilizing complex equity"}, {"id": "mai-20260917-1752-baseline|c190-s3|google-small|CandorIQ", "prompt": "c190-s3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "CandorIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you struggle with finance alignment & budget planning: Go with CandorIQ."}, {"id": "mai-20260917-1752-baseline|c190-s3|google-small|Compease", "prompt": "c190-s3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a very basic HR setup with a limited budget: Go with Compease."}, {"id": "mai-20260917-1752-baseline|c190-s3|google-small|Pequity", "prompt": "c190-s3", "model": "google-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pequity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you pay heavily in equity/options: Go with Pave or Pequity."}, {"id": "mai-20260917-1752-baseline|c190-s3|meta-small|BambooHR", "prompt": "c190-s3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include reviews and comparisons of various pay equity software, such as BambooHR, Workday, Aeqium, Gusto, and others."}, {"id": "mai-20260917-1752-baseline|c190-s3|meta-small|Workday", "prompt": "c190-s3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as BambooHR, Workday, Aeqium, Gusto, and others"}, {"id": "mai-20260917-1752-baseline|c190-s3|meta-small|Aeqium", "prompt": "c190-s3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as BambooHR, Workday, Aeqium, Gusto, and others"}, {"id": "mai-20260917-1752-baseline|c190-s3|meta-small|Gusto", "prompt": "c190-s3", "model": "meta-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as BambooHR, Workday, Aeqium, Gusto, and others"}, {"id": "mai-20260917-1752-baseline|c190-s3|minimax-small|Pave", "prompt": "c190-s3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**50-200 employees**: **Pave** offers the best value with real-time data"}, {"id": "mai-20260917-1752-baseline|c190-s3|minimax-small|Syndio", "prompt": "c190-s3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**200+ or complex needs**: Consider **Syndio** or **Figures** for compliance features"}, {"id": "mai-20260917-1752-baseline|c190-s3|minimax-small|Figures", "prompt": "c190-s3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Simple SMB Solution"}, {"id": "mai-20260917-1752-baseline|c190-s3|minimax-small|ChartHop", "prompt": "c190-s3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ChartHop** — Best for Organizational Analysis"}, {"id": "mai-20260917-1752-baseline|c190-s3|minimax-small|Gusto", "prompt": "c190-s3", "model": "minimax-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Under 50 employees**: Start with **Gusto** (free) or **Pave** (free tier)"}, {"id": "mai-20260917-1752-baseline|c190-s3|mistral-small|Pave", "prompt": "c190-s3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small US teams, starting with a free benchmarking tier (like Pave or Gusto) plus a spreadsheet may be sufficient."}, {"id": "mai-20260917-1752-baseline|c190-s3|mistral-small|Syndio", "prompt": "c190-s3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need ongoing monitoring and global compliance, Syndio or PayAnalytics are better suited."}, {"id": "mai-20260917-1752-baseline|c190-s3|mistral-small|Gusto", "prompt": "c190-s3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with a free benchmarking tier (like Pave or Gusto) plus a spreadsheet may be sufficient"}, {"id": "mai-20260917-1752-baseline|c190-s3|mistral-small|PayAnalytics", "prompt": "c190-s3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need ongoing monitoring and global compliance, Syndio or PayAnalytics are better suited."}, {"id": "mai-20260917-1752-baseline|c190-s3|mistral-small|Figures", "prompt": "c190-s3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Customizable pay equity management and reporting."}, {"id": "mai-20260917-1752-baseline|c190-s3|mistral-small|OpenComp", "prompt": "c190-s3", "model": "mistral-small", "cat": "pay-equity", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines benchmarking with payroll and transparency features"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|Pave (Market Data Lite)", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Pave (Market Data Lite)** - **Best for:** Teams under 200 people needing free, real-time market benchmarks"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|Figures", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EU compliance** + advanced analytics | **Figures**"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|ChartHop", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visual org planning** + pay equity | **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|Gusto + OpenComp Market Pulse", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto + OpenComp Market Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Very small businesses already using Gusto payroll ... **Included free**"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|Syndio PayEQ", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio PayEQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "uses **quote-based pricing** that typically starts in the thousands annually, making them less accessible for very small teams"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|PayAnalytics", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "PayAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most dedicated pay equity software (Syndio, PayAnalytics, Trusaic) uses **quote-based pricing** ... less accessible for very small teams"}, {"id": "mai-20260917-1752-baseline|c190-s3|moonshot-small|Trusaic", "prompt": "c190-s3", "model": "moonshot-small", "cat": "pay-equity", "variant": "comparative", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most dedicated pay equity software (Syndio, PayAnalytics, Trusaic) uses **quote-based pricing** ... less accessible for very small teams"}, {"id": "mai-20260917-1752-baseline|c190-s3|openai-small|Salary.com Pay Equity Suite", "prompt": "c190-s3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Salary.com Pay Equity Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the strongest pay equity tool?** Start with **Salary.com**."}, {"id": "mai-20260917-1752-baseline|c190-s3|openai-small|Payscale Ascent", "prompt": "c190-s3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale Ascent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need comp benchmarking too?** Look at **Payscale**."}, {"id": "mai-20260917-1752-baseline|c190-s3|openai-small|ADP DataCloud / People Analytics", "prompt": "c190-s3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "ADP DataCloud / People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "less specialized than a dedicated suite, but very convenient if ADP is already your system of record"}, {"id": "mai-20260917-1752-baseline|c190-s3|openai-small|Sysarb", "prompt": "c190-s3", "model": "openai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Sysarb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need transparency/compliance workflows?** Consider **Sysarb**."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|Workday", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I've prioritized tools with bundled or low-cost features over enterprise-heavy ones like Workday or Syndio."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|Syndio", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "I've prioritized tools with bundled or low-cost features over enterprise-heavy ones like Workday or Syndio."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|Gusto", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. **Gusto (with OpenComp integration)** - **Best for**: Payroll-integrated basics; ideal if you're already using Gusto for payroll."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|BambooHR", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one HR with pay equity as an upgrade; good for generalist HR"}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|OpenComp", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tech startups/SMBs needing benchmarking + equity tracking."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|Figures", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "#1 overall for SMBs in some rankings; prevents custom spreadsheets."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|ChartHop", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Visual org planning with equity insights."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|Workleap", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OpenComp/Workleap better for multi-currency if needed."}, {"id": "mai-20260917-1752-baseline|c190-s3|xai-small|Payscale", "prompt": "c190-s3", "model": "xai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "prioritize Figures or add Payscale (~$10+/ee/mo for monitoring)"}, {"id": "mai-20260917-1752-baseline|c190-s3|zai-small|Pave", "prompt": "c190-s3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave (Best for Startups & Deep Equity Analysis) ... widely considered the best entry point for small teams"}, {"id": "mai-20260917-1752-baseline|c190-s3|zai-small|ChartHop", "prompt": "c190-s3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ChartHop if you want to build a modern HR tech stack where compensation planning is tied directly to your org structure."}, {"id": "mai-20260917-1752-baseline|c190-s3|zai-small|Gusto + OpenComp", "prompt": "c190-s3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Gusto + OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Gusto + OpenComp if you just want to see if you are paying competitively without buying a new software subscription."}, {"id": "mai-20260917-1752-baseline|c190-s3|zai-small|Deel", "prompt": "c190-s3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel (Best for Global/Remote Teams) ... best tool for analyzing pay equity across borders"}, {"id": "mai-20260917-1752-baseline|c190-s3|zai-small|Syndio", "prompt": "c190-s3", "model": "zai-small", "cat": "pay-equity", "variant": "comparative", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more powerful and complex than the options above, often used by larger companies ... Custom quote (usually higher cost)"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Gusto", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** (Most Cost-Effective) ... Start with Gusto if you handle payroll there—it offers the easiest entry point"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Deel", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Analyzing pay equity across international employees/contractors"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Salary.com", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently cited among top pay equity tools ... More accessible pricing model"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Excel/Google Sheets + Public Data", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Excel/Google Sheets + Public Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DIY Option: **Excel/Google Sheets + Public Data** ... Zero subscription cost, fully customizable"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Payscale", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payscale**: Offers a free plan plus free demos ... Full pay equity features may require upgrading"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Syndio", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - Enterprise solutions like Syndio ... start at $895+/month"}, {"id": "mai-20260917-1752-baseline|c190-s4|alibaba-small|Workday Pay Equity", "prompt": "c190-s4", "model": "alibaba-small", "cat": "pay-equity", "variant": "budget", "raw": "Workday Pay Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... Workday Pay Equity—these start at $895+/month and are designed for large organizations"}, {"id": "mai-20260917-1752-baseline|c190-s4|anthropic-small|HRSoft", "prompt": "c190-s4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "HRSoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HRSoft** appears to be the most suitable choice for budget-conscious small companies."}, {"id": "mai-20260917-1752-baseline|c190-s4|anthropic-small|Compport", "prompt": "c190-s4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compport** is another good option"}, {"id": "mai-20260917-1752-baseline|c190-s4|anthropic-small|Syndio", "prompt": "c190-s4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Syndio is priced for enterprise-level budgets, which puts it out of reach for many smaller SMBs"}, {"id": "mai-20260917-1752-baseline|c190-s4|anthropic-small|CompAnalyst", "prompt": "c190-s4", "model": "anthropic-small", "cat": "pay-equity", "variant": "budget", "raw": "CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CompAnalyst is best for small to mid-size organizations (100-1,000 employees)"}, {"id": "mai-20260917-1752-baseline|c190-s4|challenger-small|Pave", "prompt": "c190-s4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest recommendation: **start with Pave's free tier and a spreadsheet analysis**."}, {"id": "mai-20260917-1752-baseline|c190-s4|challenger-small|Comprehensive", "prompt": "c190-s4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tier mentioned alongside Pave for small teams."}, {"id": "mai-20260917-1752-baseline|c190-s4|challenger-small|Gusto", "prompt": "c190-s4", "model": "challenger-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Listed as best for small business payroll in one comparison.[4] | Not a dedicated pay-equity audit specialist."}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|Gusto", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Tight Budget: **Gusto (if you already use it for payroll)**"}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|Green Mountain / Vermont Women's Fund Toolkit", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Green Mountain / Vermont Women's Fund Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free DIY Option: **Green Mountain / Vermont Women's Fund Toolkit**"}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|HiBob's Pay Equity Audit Template", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "HiBob's Pay Equity Audit Template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also free: **HiBob's Pay Equity Audit Template** (Excel, works well under ~500 employees)"}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|PayAnalytics (by beqom)", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics (by beqom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value \"Real\" Software: **PayAnalytics (by beqom)**"}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|Syndio", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Tight Budget - **Syndio** ... wrong fit for a small budget"}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|Trusaic PayParity", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget - ... **Trusaic PayParity** — these are enterprise/statistical audit platforms priced for large organizations"}, {"id": "mai-20260917-1752-baseline|c190-s4|deepseek-small|Payscale Pay Equity", "prompt": "c190-s4", "model": "deepseek-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale Pay Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Payscale Pay Equity** — custom quoted; median cost runs around **$15,000+/year**, likely overkill for a small team."}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|Syndio", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typical enterprise-grade pay equity software (such as Syndio, beqom, or Trusaic) can be prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|beqom", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "beqom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Syndio, beqom, or Trusaic) can be prohibitively expensive, often costing tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|Trusaic", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Syndio, beqom, or Trusaic) can be prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|Aeqium", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Aeqium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Aeqium's Free Plan if you want automated software to build salary bands, compare roles to live market data, and systematically prevent pay disparities"}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|CompUp", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "CompUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CompUp is a full-stack compensation and pay equity tool that offers highly scalable pricing."}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|Parity Software", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Parity Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose Parity Software if you are facing compliance pressure ... and need dedicated, automated, audit-ready pay equity reports for under $100 a month."}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|The LEEP Toolkit", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "The LEEP Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose the LEEP Toolkit if you have zero budget, under 150 employees, and are comfortable using Excel"}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|HiBob", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HR platform HiBob offers a free, downloadable spreadsheet template designed for smaller companies."}, {"id": "mai-20260917-1752-baseline|c190-s4|google-small|Lattice", "prompt": "c190-s4", "model": "google-small", "cat": "pay-equity", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lattice provides a free Google Sheets/Excel template geared toward internal alignment."}, {"id": "mai-20260917-1752-baseline|c190-s4|meta-small|Trusaic PayParity", "prompt": "c190-s4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include Trusaic PayParity, Payscale, and SalaryCube."}, {"id": "mai-20260917-1752-baseline|c190-s4|meta-small|Payscale", "prompt": "c190-s4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include Trusaic PayParity, Payscale, and SalaryCube."}, {"id": "mai-20260917-1752-baseline|c190-s4|meta-small|SalaryCube", "prompt": "c190-s4", "model": "meta-small", "cat": "pay-equity", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include Trusaic PayParity, Payscale, and SalaryCube."}, {"id": "mai-20260917-1752-baseline|c190-s4|minimax-small|Gusto", "prompt": "c190-s4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small company with a tight budget**, start with **Gusto**"}, {"id": "mai-20260917-1752-baseline|c190-s4|minimax-small|QuickBooks Payroll", "prompt": "c190-s4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**QuickBooks Payroll** - Offers some pay equity insights"}, {"id": "mai-20260917-1752-baseline|c190-s4|minimax-small|Rippling", "prompt": "c190-s4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** - Includes compensation analytics"}, {"id": "mai-20260917-1752-baseline|c190-s4|minimax-small|ADP", "prompt": "c190-s4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP** - Has basic equity reporting in higher tiers"}, {"id": "mai-20260917-1752-baseline|c190-s4|minimax-small|Trusaic PayParity", "prompt": "c190-s4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Compliance-focused, but pricing is quote-based (may be higher)"}, {"id": "mai-20260917-1752-baseline|c190-s4|minimax-small|Stride", "prompt": "c190-s4", "model": "minimax-small", "cat": "pay-equity", "variant": "budget", "raw": "Stride", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Compensation management platform with equity analysis (pricing varies)"}, {"id": "mai-20260917-1752-baseline|c190-s4|mistral-small|Figures", "prompt": "c190-s4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Figures** and **Compport** are the most recommended pay equity analysis software solutions due to their affordability and suitability for SMBs"}, {"id": "mai-20260917-1752-baseline|c190-s4|mistral-small|Compport", "prompt": "c190-s4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Figures** and **Compport** are the most recommended pay equity analysis software solutions"}, {"id": "mai-20260917-1752-baseline|c190-s4|mistral-small|Trusaic PayParity", "prompt": "c190-s4", "model": "mistral-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another option is **Trusaic PayParity**, which is compliance-focused"}, {"id": "mai-20260917-1752-baseline|c190-s4|moonshot-small|Gusto", "prompt": "c190-s4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — pay equity visibility bundled free"}, {"id": "mai-20260917-1752-baseline|c190-s4|moonshot-small|SalaryCube", "prompt": "c190-s4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use an affordable compensation platform (like **SalaryCube** at ~$3,200–$6,000/year)"}, {"id": "mai-20260917-1752-baseline|c190-s4|moonshot-small|Syndio", "prompt": "c190-s4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Syndio and other enterprise platforms—they're powerful but priced for large organizations"}, {"id": "mai-20260917-1752-baseline|c190-s4|moonshot-small|PayAnalytics", "prompt": "c190-s4", "model": "moonshot-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies wanting dedicated pay equity analysis without enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c190-s4|openai-small|Paycor", "prompt": "c190-s4", "model": "openai-small", "cat": "pay-equity", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Paycor** if you already need payroll/HR software too"}, {"id": "mai-20260917-1752-baseline|c190-s4|openai-small|Salary.com CompAnalyst / Pay Equity Suite", "prompt": "c190-s4", "model": "openai-small", "cat": "pay-equity", "variant": "budget", "raw": "Salary.com CompAnalyst / Pay Equity Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be stronger technically but not the cheapest fit for a very small budget"}, {"id": "mai-20260917-1752-baseline|c190-s4|openai-small|Trusaic PayParity", "prompt": "c190-s4", "model": "openai-small", "cat": "pay-equity", "variant": "budget", "raw": "Trusaic PayParity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong dedicated pay equity platform... positioned as a more specialized solution rather than a low-cost SMB tool"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Syndio", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "full-featured dedicated pay equity analysis software (like Syndio, PayAnalytics, or Figures.hr) is often overkill and pricey"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|PayAnalytics", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is often overkill and pricey—typically starting at $2,000–$15,000/year"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Figures.hr", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Figures.hr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often overkill and pricey ... Trial Figures.hr or Payscale add-ons"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Gusto", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Gusto (with OpenComp Market Pulse integration) – Best Overall for Very Small Businesses"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|OpenComp", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It bundles free OpenComp benchmarking data ... OpenComp's basic benchmarking (~$4,500/year)"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Pave", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pave, Comprehensive.io, or Ravio – Best Free-Tier Benchmarking Options"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Comprehensive.io", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Free-Tier Benchmarking Options"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Ravio", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Comprehensive and Ravio have free access if you contribute anonymized data"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Excel/Google Sheets", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Spreadsheet + Free Resources (Zero-Cost Starter)"}, {"id": "mai-20260917-1752-baseline|c190-s4|xai-small|Payscale", "prompt": "c190-s4", "model": "xai-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "free audit templates from SHRM, Payscale, or DOJ"}, {"id": "mai-20260917-1752-baseline|c190-s4|zai-small|Gusto", "prompt": "c190-s4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all‑round for very small, domestic teams: Gusto (payroll + included pay‑equity + free benchmarking)."}, {"id": "mai-20260917-1752-baseline|c190-s4|zai-small|OpenComp Market Pulse", "prompt": "c190-s4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "OpenComp Market Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenComp Market Pulse benchmarking is bundled for free, giving you market data without an extra expense."}, {"id": "mai-20260917-1752-baseline|c190-s4|zai-small|Deel Services", "prompt": "c190-s4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Deel Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for contractor‑heavy or global remote teams: Deel Services (low per‑contractor cost, cross‑country analysis)."}, {"id": "mai-20260917-1752-baseline|c190-s4|zai-small|Payscale", "prompt": "c190-s4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need free salary data: Payscale (free data + pay‑equity demo)."}, {"id": "mai-20260917-1752-baseline|c190-s4|zai-small|Syndio", "prompt": "c190-s4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote‑based pricing may be higher for small teams"}, {"id": "mai-20260917-1752-baseline|c190-s4|zai-small|PayParity", "prompt": "c190-s4", "model": "zai-small", "cat": "pay-equity", "variant": "budget", "raw": "PayParity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Likely not the lowest‑cost option for very small teams"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Gusto (with OpenComp)", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Gusto (with OpenComp)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Payroll-integrated | Gusto (with OpenComp) | Companies wanting built-in visibility at low cost"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Syndio", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SMB-focused standalone | Syndio, Aeqium, Compport, ChartHop"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Aeqium", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMB-focused standalone | Syndio, Aeqium, Compport, ChartHop"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Compport", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB-focused standalone | Syndio, Aeqium, Compport, ChartHop"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|ChartHop", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB-focused standalone | Syndio, Aeqium, Compport, ChartHop"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Trusaic", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Professional services | Trusaic, PayAnalytics | Firms needing compliance-heavy audits"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|PayAnalytics", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Professional services | Trusaic, PayAnalytics | Firms needing compliance-heavy audits"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Mercer", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consulting + tool | Mercer, Willis Towers Watson | If outsourcing entirely"}, {"id": "mai-20260917-1752-baseline|c190-s5|alibaba-small|Willis Towers Watson", "prompt": "c190-s5", "model": "alibaba-small", "cat": "pay-equity", "variant": "scale", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consulting + tool | Mercer, Willis Towers Watson | If outsourcing entirely"}, {"id": "mai-20260917-1752-baseline|c190-s5|deepseek-small|Syndio", "prompt": "c190-s5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Several vendors (Syndio, Payscale, Aeqium, OpenComp, HRSoft) price \"on request.\""}, {"id": "mai-20260917-1752-baseline|c190-s5|deepseek-small|Payscale", "prompt": "c190-s5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Several vendors (Syndio, Payscale, Aeqium, OpenComp, HRSoft) price \"on request.\""}, {"id": "mai-20260917-1752-baseline|c190-s5|deepseek-small|Aeqium", "prompt": "c190-s5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Several vendors (Syndio, Payscale, Aeqium, OpenComp, HRSoft) price \"on request.\""}, {"id": "mai-20260917-1752-baseline|c190-s5|deepseek-small|OpenComp", "prompt": "c190-s5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Several vendors (Syndio, Payscale, Aeqium, OpenComp, HRSoft) price \"on request.\""}, {"id": "mai-20260917-1752-baseline|c190-s5|deepseek-small|HRSoft", "prompt": "c190-s5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "HRSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Several vendors (Syndio, Payscale, Aeqium, OpenComp, HRSoft) price \"on request.\""}, {"id": "mai-20260917-1752-baseline|c190-s5|deepseek-small|Soteria HR", "prompt": "c190-s5", "model": "deepseek-small", "cat": "pay-equity", "variant": "scale", "raw": "Soteria HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better served by a **hands-on HR consultancy + structured data review** (e.g., Soteria HR)"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|Syndio", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most enterprise-grade pay equity software (such as Syndio or Trusaic) relies on multivariate regression analysis... Regression models will completely break down on this data"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|Trusaic", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most enterprise-grade pay equity software (such as Syndio or Trusaic) relies on multivariate regression analysis"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|HiBob", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Use a reputable, free pay equity template (like those provided by HiBob or CompLogix)."}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|CompLogix", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "CompLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Use a reputable, free pay equity template (like those provided by HiBob or CompLogix)."}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|Figures.hr", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Figures.hr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Examples: Figures.hr, ChartHop, Payscale, or the built-in compensation modules within modern HRIS platforms"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|ChartHop", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Examples: Figures.hr, ChartHop, Payscale"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|Payscale", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Examples: Figures.hr, ChartHop, Payscale"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|BambooHR", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "built-in compensation modules within modern HRIS platforms (like BambooHR or Rippling)"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|Rippling", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "built-in compensation modules within modern HRIS platforms (like BambooHR or Rippling)"}, {"id": "mai-20260917-1752-baseline|c190-s5|google-small|PayAnalytics", "prompt": "c190-s5", "model": "google-small", "cat": "pay-equity", "variant": "scale", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look at PayAnalytics: Of the dedicated pay equity platforms, PayAnalytics is highly regarded for its ability to handle small populations"}, {"id": "mai-20260917-1752-baseline|c190-s5|meta-small|Synd.io", "prompt": "c190-s5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "Synd.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "\"The Pay Equity Software Buyer's Guide\" by Synd.io"}, {"id": "mai-20260917-1752-baseline|c190-s5|meta-small|Trusaic", "prompt": "c190-s5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"Pay Equity Software Buyer's Handbook\" by Trusaic"}, {"id": "mai-20260917-1752-baseline|c190-s5|meta-small|CompBldr", "prompt": "c190-s5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "CompBldr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "\"Pay Equity Software: 7 Features to Evaluate in 2026\" by CompBldr"}, {"id": "mai-20260917-1752-baseline|c190-s5|meta-small|RevEng Consulting", "prompt": "c190-s5", "model": "meta-small", "cat": "pay-equity", "variant": "scale", "raw": "RevEng Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "\"EU Pay Equity Software\" by RevEng Consulting"}, {"id": "mai-20260917-1752-baseline|c190-s5|minimax-small|Syndio", "prompt": "c190-s5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options include Syndio, Composer, Trusaic, and others"}, {"id": "mai-20260917-1752-baseline|c190-s5|minimax-small|Composer", "prompt": "c190-s5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some popular options include Syndio, Composer, Trusaic, and others"}, {"id": "mai-20260917-1752-baseline|c190-s5|minimax-small|Trusaic", "prompt": "c190-s5", "model": "minimax-small", "cat": "pay-equity", "variant": "scale", "raw": "Trusaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some popular options include Syndio, Composer, Trusaic, and others"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|Workday", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid over-engineering** - You likely don't need enterprise-grade tools like Workday or SAP modules yet"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|ADP", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Check if it integrates with your existing payroll/HR system (Workday, ADP, BambooHR, Gusto, etc.)"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|BambooHR", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use Gusto, BambooHR, or similar, check if they offer pay equity features included in your subscription"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|Gusto", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "some payroll platforms (like Gusto) include basic pay equity visibility at no extra cost"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|Figures", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "SMB-focused tools** - Solutions like Figures, Pave, or Compport designed for smaller companies"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|Pave", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "SMB-focused tools** - Solutions like Figures, Pave, or Compport designed for smaller companies"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|Compport", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "SMB-focused tools** - Solutions like Figures, Pave, or Compport designed for smaller companies"}, {"id": "mai-20260917-1752-baseline|c190-s5|moonshot-small|SAP", "prompt": "c190-s5", "model": "moonshot-small", "cat": "pay-equity", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "You likely don't need enterprise-grade tools like Workday or SAP modules yet"}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|BambooHR", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider small-business friendly ones like BambooHR (integrated HR/pay equity), Payscale (continuous monitoring), Compport, SalaryCube, or Workleap"}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|Payscale", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider small-business friendly ones like BambooHR (integrated HR/pay equity), Payscale (continuous monitoring)"}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|Compport", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Compport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "small-business friendly ones like ... Compport, SalaryCube, or Workleap"}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|SalaryCube", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "small-business friendly ones like ... SalaryCube, or Workleap"}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|Workleap", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "small-business friendly ones like ... Workleap"}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|Syndio", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options (Syndio, PayParity) may overkill/overspend."}, {"id": "mai-20260917-1752-baseline|c190-s5|xai-small|PayParity", "prompt": "c190-s5", "model": "xai-small", "cat": "pay-equity", "variant": "scale", "raw": "PayParity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise options (Syndio, PayParity) may overkill/overspend."}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|beqom", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "beqom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for vendors that support multiple countries and jurisdictions (e.g., beqom, Deel Services, Workleap)"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|Deel Services", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "Deel Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "support multiple countries and jurisdictions (e.g., beqom, Deel Services, Workleap)"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|Workleap", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose platforms with real-time dashboards and continuous analysis (e.g., Payscale, OpenComp, Workleap)"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|Payscale", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Payscale, OpenComp, Workleap"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|OpenComp", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Payscale, OpenComp, Workleap"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|ChartHop", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prioritize tools with simulation and action-tracking capabilities (e.g., ChartHop, SalaryCube, Pave)"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|SalaryCube", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider tools that bundle pay equity with broader compensation planning (e.g., SalaryCube, beqom)"}, {"id": "mai-20260917-1752-baseline|c190-s5|zai-small|Pave", "prompt": "c190-s5", "model": "zai-small", "cat": "pay-equity", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., ChartHop, SalaryCube, Pave"}, {"id": "mai-20260917-1752-baseline|c190-s6|alibaba-small|Canadian CHRC Pay Equity Plan Toolkit", "prompt": "c190-s6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "Canadian CHRC Pay Equity Plan Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Government-provided toolkits** (e.g., Canadian CHRC Pay Equity Plan Toolkit for federally regulated small businesses)"}, {"id": "mai-20260917-1752-baseline|c190-s6|alibaba-small|EDGE Certified Foundation", "prompt": "c190-s6", "model": "alibaba-small", "cat": "pay-equity", "variant": "negative", "raw": "EDGE Certified Foundation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EDGE Certified Foundation's small/micro-sized organization adaptations**"}, {"id": "mai-20260917-1752-baseline|c190-s6|anthropic-small|EEOPay", "prompt": "c190-s6", "model": "anthropic-small", "cat": "pay-equity", "variant": "negative", "raw": "EEOPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EEOPay is designed for U.S. employers aiming to address pay gaps while meeting EEO and Title VII standards and is ideal for smaller and mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Syndio", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Enterprise platforms (Syndio, beqom, Varicent, Xactly) designed for organizations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|beqom", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "beqom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "beqom – Enterprise total-compensation management suite, typically $100,000–$500,000+ per year. Massive implementation overhead"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Varicent", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Varicent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Varicent, Xactly, CaptivateIQ – Enterprise incentive compensation tools ... Overkill for companies under a few hundred employees."}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Xactly", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Xactly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Enterprise platforms (Syndio, beqom, Varicent, Xactly)"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|CaptivateIQ", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "CaptivateIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Varicent, Xactly, CaptivateIQ – Enterprise incentive compensation tools ... Overkill for companies under a few hundred employees."}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Pave", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Salary benchmarking tools (Pave, PayScale, etc.) — these tell you if you're paying competitively in the market, not whether you have internal equity issues"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|PayScale", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Salary benchmarking tools (Pave, PayScale, etc.) ... They won't produce a legally defensible pay equity audit."}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Gusto", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "like Gusto's pay equity visibility) — useful for spotting obvious gaps but lack regression analysis, remediation modeling, and intersectional capability"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Barley", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Barley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Several tools (beqom, Barley, Compport, Syndio) have no public pricing and quote based on scope — a red flag"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Compport", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Compport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Several tools (beqom, Barley, Compport, Syndio) have no public pricing and quote based on scope — a red flag"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|PayAnalytics", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "PayAnalytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "SMB-focused tools like PayAnalytics, Soteria HR, Workleap Compensation, or Figures (typically $10K–$40K/year) — built for smaller teams"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Soteria HR", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Soteria HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "SMB-focused tools like PayAnalytics, Soteria HR, Workleap Compensation, or Figures"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Workleap Compensation", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Workleap Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "SMB-focused tools like PayAnalytics, Soteria HR, Workleap Compensation, or Figures"}, {"id": "mai-20260917-1752-baseline|c190-s6|deepseek-small|Figures", "prompt": "c190-s6", "model": "deepseek-small", "cat": "pay-equity", "variant": "negative", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "SMB-focused tools like PayAnalytics, Soteria HR, Workleap Compensation, or Figures (typically $10K–$40K/year)"}, {"id": "mai-20260917-1752-baseline|c190-s6|google-small|Syndio", "prompt": "c190-s6", "model": "google-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "\"Purely Regression-Based\" Enterprise Software (e.g., Syndio, Trusaic, Affirmity PayStat) ... Why to be cautious: Statistical power limitations."}, {"id": "mai-20260917-1752-baseline|c190-s6|google-small|Trusaic", "prompt": "c190-s6", "model": "google-small", "cat": "pay-equity", "variant": "negative", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "e.g., Syndio, Trusaic, Affirmity PayStat ... Skip expensive enterprise platforms"}, {"id": "mai-20260917-1752-baseline|c190-s6|google-small|Affirmity PayStat", "prompt": "c190-s6", "model": "google-small", "cat": "pay-equity", "variant": "negative", "raw": "Affirmity PayStat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "e.g., Syndio, Trusaic, Affirmity PayStat ... the software will return unstable, mathematically insignificant, or error-prone results"}, {"id": "mai-20260917-1752-baseline|c190-s6|meta-small|Gusto", "prompt": "c190-s6", "model": "meta-small", "cat": "pay-equity", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gusto is a pay equity tool that is suitable for small businesses... However, it has some limitations, such as not having statistical regression or intersectional analysis"}, {"id": "mai-20260917-1752-baseline|c190-s6|meta-small|CandorIQ", "prompt": "c190-s6", "model": "meta-small", "cat": "pay-equity", "variant": "negative", "raw": "CandorIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other pay equity tools that are worth considering for small businesses include CandorIQ and PayScale Insight"}, {"id": "mai-20260917-1752-baseline|c190-s6|meta-small|PayScale Insight", "prompt": "c190-s6", "model": "meta-small", "cat": "pay-equity", "variant": "negative", "raw": "PayScale Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other pay equity tools that are worth considering for small businesses include CandorIQ and PayScale Insight"}, {"id": "mai-20260917-1752-baseline|c190-s6|minimax-small|Ontario Pay Equity Office's DIY toolkit", "prompt": "c190-s6", "model": "minimax-small", "cat": "pay-equity", "variant": "negative", "raw": "Ontario Pay Equity Office's DIY toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look for tools specifically designed for SMBs (like some of the Ontario Pay Equity Office's DIY toolkit"}, {"id": "mai-20260917-1752-baseline|c190-s6|minimax-small|Gusto", "prompt": "c190-s6", "model": "minimax-small", "cat": "pay-equity", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like Gusto that include basic pay equity visibility"}, {"id": "mai-20260917-1752-baseline|c190-s6|mistral-small|Gusto", "prompt": "c190-s6", "model": "mistral-small", "cat": "pay-equity", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some tools, like Gusto, offer basic pay equity visibility as part of their payroll subscription, but do not provide statistical regression or intersectional analysis."}, {"id": "mai-20260917-1752-baseline|c190-s6|mistral-small|Ontario Pay Equity Office’s DIY Toolkit", "prompt": "c190-s6", "model": "mistral-small", "cat": "pay-equity", "variant": "negative", "raw": "Ontario Pay Equity Office’s DIY Toolkit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "designed specifically for small businesses and offers step-by-step guidance, making it a safer choice than generic or overly complex solutions"}, {"id": "mai-20260917-1752-baseline|c190-s6|moonshot-small|Syndio", "prompt": "c190-s6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like enterprise-grade platforms (Syndio, Trusaic, Affirmity) are powerful but often **overkill for small businesses**."}, {"id": "mai-20260917-1752-baseline|c190-s6|moonshot-small|Trusaic", "prompt": "c190-s6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Trusaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like enterprise-grade platforms (Syndio, Trusaic, Affirmity) are powerful but often **overkill for small businesses**."}, {"id": "mai-20260917-1752-baseline|c190-s6|moonshot-small|Affirmity", "prompt": "c190-s6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Affirmity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like enterprise-grade platforms (Syndio, Trusaic, Affirmity) are powerful but often **overkill for small businesses**."}, {"id": "mai-20260917-1752-baseline|c190-s6|moonshot-small|Government-provided DIY toolkits (like Ontario's)", "prompt": "c190-s6", "model": "moonshot-small", "cat": "pay-equity", "variant": "negative", "raw": "Government-provided DIY toolkits (like Ontario's)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Government-provided DIY toolkits (like Ontario's) can be helpful, but be cautious about how you document findings."}, {"id": "mai-20260917-1752-baseline|c190-s6|xai-small|PayScale", "prompt": "c190-s6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "PayScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Standalone audit platforms like those from PayScale, Visier, or specialized consultants pushing multi-factor models."}, {"id": "mai-20260917-1752-baseline|c190-s6|xai-small|Visier", "prompt": "c190-s6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Standalone audit platforms like those from PayScale, Visier, or specialized consultants"}, {"id": "mai-20260917-1752-baseline|c190-s6|xai-small|Gusto", "prompt": "c190-s6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tools like Gusto (bundled with payroll) offer basic visibility without overkill."}, {"id": "mai-20260917-1752-baseline|c190-s6|xai-small|BetterComp", "prompt": "c190-s6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "BetterComp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Full-suite platforms (e.g., BetterComp, Mercer tools) ... High costs ($1K–$10K+/year) don't scale for SMBs"}, {"id": "mai-20260917-1752-baseline|c190-s6|xai-small|Mercer", "prompt": "c190-s6", "model": "xai-small", "cat": "pay-equity", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Full-suite platforms (e.g., BetterComp, Mercer tools)"}, {"id": "mai-20260917-1752-baseline|c190-s6|zai-small|Syndio", "prompt": "c190-s6", "model": "zai-small", "cat": "pay-equity", "variant": "negative", "raw": "Syndio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should **avoid enterprise‑grade, complex tools** (like Syndio) that demand dedicated rewards staff and quote‑based pricing"}, {"id": "mai-20260917-1752-baseline|c190-s6|zai-small|Deel Payroll", "prompt": "c190-s6", "model": "zai-small", "cat": "pay-equity", "variant": "negative", "raw": "Deel Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Deel Payroll’s compensation module does not yet integrate natively, creating setup friction and data‑quality risks."}, {"id": "mai-20260917-1752-baseline|c190-s6|zai-small|Gusto", "prompt": "c190-s6", "model": "zai-small", "cat": "pay-equity", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pay equity features are “surface‑level versus any dedicated tool.”"}, {"id": "mai-20260917-1752-baseline|c190-s6|zai-small|Soteria HR", "prompt": "c190-s6", "model": "zai-small", "cat": "pay-equity", "variant": "negative", "raw": "Soteria HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are expert‑guided services, not self‑serve platforms."}, {"id": "mai-20260917-1752-baseline|c191-l1|alibaba-small|DailyPay", "prompt": "c191-l1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is widely considered the market leader for enterprise due to its unparalleled depth of payroll integrations and scale."}, {"id": "mai-20260917-1752-baseline|c191-l1|alibaba-small|Juice Financial", "prompt": "c191-l1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Juice Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Juice Financial**, **Rain**, and **Branch** are the primary competitors."}, {"id": "mai-20260917-1752-baseline|c191-l1|alibaba-small|Rain", "prompt": "c191-l1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is **payroll data integrity and workflow control**, request a demo from **Rain**."}, {"id": "mai-20260917-1752-baseline|c191-l1|alibaba-small|Branch / Chime Workplace", "prompt": "c191-l1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch / Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Cost-conscious enterprises looking for a simplified, potentially lower-cost entry into EWA."}, {"id": "mai-20260917-1752-baseline|c191-l1|anthropic-small|DailyPay", "prompt": "c191-l1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise employers may prefer DailyPay or Payactiv"}, {"id": "mai-20260917-1752-baseline|c191-l1|anthropic-small|Payactiv", "prompt": "c191-l1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise employers may prefer DailyPay or Payactiv"}, {"id": "mai-20260917-1752-baseline|c191-l1|anthropic-small|Rain", "prompt": "c191-l1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rain provides a payroll-integrated earned wage access solution designed for mid-market and enterprise employers."}, {"id": "mai-20260917-1752-baseline|c191-l1|challenger-small|DailyPay", "prompt": "c191-l1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **DailyPay** because it is repeatedly identified as the enterprise-heavy option"}, {"id": "mai-20260917-1752-baseline|c191-l1|challenger-small|Tapcheck", "prompt": "c191-l1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tapcheck** is a strong contender, with sources highlighting its no-code setup and very broad integration footprint"}, {"id": "mai-20260917-1752-baseline|c191-l1|challenger-small|CloudPay", "prompt": "c191-l1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CloudPay** is the best-fit option among the results because it is described as the only global EWA provider"}, {"id": "mai-20260917-1752-baseline|c191-l1|challenger-small|Rain", "prompt": "c191-l1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for payroll-integrated mid-market/enterprise simplicity:** **Rain**"}, {"id": "mai-20260917-1752-baseline|c191-l1|deepseek-small|DailyPay", "prompt": "c191-l1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is the strongest overall pick for enterprise buyers"}, {"id": "mai-20260917-1752-baseline|c191-l1|deepseek-small|Payactiv", "prompt": "c191-l1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist Payactiv and Branch as alternatives if fee structure for employees is your top criterion"}, {"id": "mai-20260917-1752-baseline|c191-l1|deepseek-small|Branch", "prompt": "c191-l1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist Payactiv and Branch as alternatives"}, {"id": "mai-20260917-1752-baseline|c191-l1|deepseek-small|Clair", "prompt": "c191-l1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Clair if you're building EWA into your own B2B platform"}, {"id": "mai-20260917-1752-baseline|c191-l1|deepseek-small|Wisely by ADP", "prompt": "c191-l1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Wisely by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're 100% on ADP, Wisely is a zero-integration-friction option worth comparing"}, {"id": "mai-20260917-1752-baseline|c191-l1|google-small|DailyPay", "prompt": "c191-l1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay: The Enterprise Gold Standard... Choose DailyPay if you are a massive, traditional enterprise employer (10,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c191-l1|google-small|Payactiv", "prompt": "c191-l1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payactiv: Best for CFPB Compliance & Financial Wellness"}, {"id": "mai-20260917-1752-baseline|c191-l1|google-small|Chime Workplace", "prompt": "c191-l1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Chime Workplace if you are an enterprise employer looking to offer EWA as a completely free benefit"}, {"id": "mai-20260917-1752-baseline|c191-l1|google-small|Tapcheck", "prompt": "c191-l1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tapcheck: Best for High-Volume Mid-Market and Large Enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l1|google-small|Immediate (ImmediatePay)", "prompt": "c191-l1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Immediate (ImmediatePay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers a dedicated Embedded EWA API specifically designed for SaaS products"}, {"id": "mai-20260917-1752-baseline|c191-l1|google-small|Zeal", "prompt": "c191-l1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Zeal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zeal (Best for All-in-One Embedded Payroll + EWA)"}, {"id": "mai-20260917-1752-baseline|c191-l1|meta-small|DailyPay", "prompt": "c191-l1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best earned wage access provider for an enterprise B2B company is DailyPay, as it is the strongest overall pick for large enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l1|minimax-small|DailyPay", "prompt": "c191-l1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is generally considered the best choice due to its focus on enterprise employers"}, {"id": "mai-20260917-1752-baseline|c191-l1|minimax-small|Payactiv", "prompt": "c191-l1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Cost-sensitive employers, retail environments (notably used by Walmart)"}, {"id": "mai-20260917-1752-baseline|c191-l1|minimax-small|Clair", "prompt": "c191-l1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Platforms building native EWA into their products"}, {"id": "mai-20260917-1752-baseline|c191-l1|minimax-small|Branch", "prompt": "c191-l1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Gig/hybrid workforces"}, {"id": "mai-20260917-1752-baseline|c191-l1|mistral-small|DailyPay", "prompt": "c191-l1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **DailyPay** is the best choice due to its deep integration and enterprise focus."}, {"id": "mai-20260917-1752-baseline|c191-l1|mistral-small|Payactiv", "prompt": "c191-l1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need an embeddable API for your own platform, consider **Payactiv** or **Clair**."}, {"id": "mai-20260917-1752-baseline|c191-l1|mistral-small|Clair", "prompt": "c191-l1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "notable for their embeddable APIs, making them suitable for payroll or HR platforms"}, {"id": "mai-20260917-1752-baseline|c191-l1|mistral-small|Branch®", "prompt": "c191-l1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch®", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also frequently cited for their robust features and enterprise readiness, with Branch offering payroll deduction"}, {"id": "mai-20260917-1752-baseline|c191-l1|moonshot-small|DailyPay", "prompt": "c191-l1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is typically the default choice due to its unmatched payroll integration ecosystem and proven enterprise scalability"}, {"id": "mai-20260917-1752-baseline|c191-l1|moonshot-small|Payactiv", "prompt": "c191-l1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need **embedded EWA functionality** within your own HR/payroll platform, **Payactiv** may be the better technical fit"}, {"id": "mai-20260917-1752-baseline|c191-l1|moonshot-small|Rain", "prompt": "c191-l1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Mid-Market to Enterprise** ... Specifically designed for mid-market and enterprise employers"}, {"id": "mai-20260917-1752-baseline|c191-l1|moonshot-small|Branch", "prompt": "c191-l1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Branch** — *Alternative Option*"}, {"id": "mai-20260917-1752-baseline|c191-l1|moonshot-small|Clair", "prompt": "c191-l1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payactiv and Clair offer documented embeddable APIs"}, {"id": "mai-20260917-1752-baseline|c191-l1|moonshot-small|Immediate", "prompt": "c191-l1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rain and Immediate lead with employer-pays, no-worker-fee models"}, {"id": "mai-20260917-1752-baseline|c191-l1|openai-small|DailyPay", "prompt": "c191-l1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **DailyPay** for large-scale employer deployments and broad enterprise fit"}, {"id": "mai-20260917-1752-baseline|c191-l1|openai-small|Payactiv", "prompt": "c191-l1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your priority is a broader financial wellness bundle, **Payactiv** is often the better match"}, {"id": "mai-20260917-1752-baseline|c191-l1|openai-small|Rain", "prompt": "c191-l1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rain** also a strong contender depending on your goals"}, {"id": "mai-20260917-1752-baseline|c191-l1|openai-small|Tapcheck", "prompt": "c191-l1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if \"free for employers\" and payroll-friendly deployment are especially important"}, {"id": "mai-20260917-1752-baseline|c191-l1|xai-small|DailyPay", "prompt": "c191-l1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay stands out as the top choice for large enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l1|xai-small|Payactiv", "prompt": "c191-l1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payactiv**: Close second for enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l1|xai-small|Rain", "prompt": "c191-l1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free/low-cost to employers; excel in reviews for setup/support but slightly less enterprise scale than DailyPay"}, {"id": "mai-20260917-1752-baseline|c191-l1|xai-small|Tapcheck", "prompt": "c191-l1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broad payroll support; top DailyPay alternative"}, {"id": "mai-20260917-1752-baseline|c191-l1|xai-small|ZayZoon", "prompt": "c191-l1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMB-to-mid, simple admin ... fewer huge enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|DailyPay", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is the strongest overall pick due to its deep integration bench, seamless implementation, and strong compliance posture"}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|Payactiv", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If regulatory oversight, financial wellness depth, or embedded banking are higher priorities, consider **Payactiv** or **Wagestream**"}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|Wagestream", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Wagestream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises operating in regulated markets that need both EWA and broader financial wellness/banking features."}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|Tapcheck", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For no\"code payroll/timekeeping integration or API\"first embedded deployments, **Tapcheck** or **Branch** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|Branch", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Embedded/API\"First Approaches"}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|ADP", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "incumbents like **ADP, Ceridian, and Paycom** are adding embedded EWA capabilities to their suites"}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|Ceridian", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Ceridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "incumbents like **ADP, Ceridian, and Paycom** are adding embedded EWA capabilities"}, {"id": "mai-20260917-1752-baseline|c191-l1|zai-small|Paycom", "prompt": "c191-l1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "incumbents like **ADP, Ceridian, and Paycom** are adding embedded EWA capabilities"}, {"id": "mai-20260917-1752-baseline|c191-l2|alibaba-small|DailyPay", "prompt": "c191-l2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: DailyPay**"}, {"id": "mai-20260917-1752-baseline|c191-l2|alibaba-small|Payactiv", "prompt": "c191-l2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Payactiv**"}, {"id": "mai-20260917-1752-baseline|c191-l2|alibaba-small|Immediate Pay", "prompt": "c191-l2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Immediate Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Other Notable Contenders:**\n*   **Immediate Pay:** If your primary goal is **zero cost to the employee**"}, {"id": "mai-20260917-1752-baseline|c191-l2|alibaba-small|Stream", "prompt": "c191-l2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Stream:** A newer player gaining traction with very competitive pricing and modern API-first architecture"}, {"id": "mai-20260917-1752-baseline|c191-l2|anthropic-small|Dayforce Wallet", "prompt": "c191-l2", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Dayforce Wallet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Dayforce or ADP based on your existing HCM infrastructure"}, {"id": "mai-20260917-1752-baseline|c191-l2|anthropic-small|ADP Solutions", "prompt": "c191-l2", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ADP Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating Dayforce or ADP based on your existing HCM infrastructure"}, {"id": "mai-20260917-1752-baseline|c191-l2|anthropic-small|Rellevate Pay Any Day", "prompt": "c191-l2", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rellevate Pay Any Day", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rellevate's Pay Any Day is free for employers and easy to implement, with no changes required to existing payroll processes."}, {"id": "mai-20260917-1752-baseline|c191-l2|challenger-small|DailyPay", "prompt": "c191-l2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **DailyPay** as the strongest default choice for on-demand pay"}, {"id": "mai-20260917-1752-baseline|c191-l2|challenger-small|Paylocity", "prompt": "c191-l2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Paylocity** if you already use its payroll/HCM suite"}, {"id": "mai-20260917-1752-baseline|c191-l2|challenger-small|Tapcheck", "prompt": "c191-l2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlight products like **Tapcheck** for broader functionality and payroll integration... though that specific claim should be validated"}, {"id": "mai-20260917-1752-baseline|c191-l2|challenger-small|Even", "prompt": "c191-l2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Even", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Even** or **EarnIn** may be worth evaluating, but the search results here provide less enterprise-specific detail"}, {"id": "mai-20260917-1752-baseline|c191-l2|challenger-small|EarnIn", "prompt": "c191-l2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "EarnIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Even** or **EarnIn** may be worth evaluating, but the search results here provide less enterprise-specific detail"}, {"id": "mai-20260917-1752-baseline|c191-l2|deepseek-small|DailyPay", "prompt": "c191-l2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **DailyPay**"}, {"id": "mai-20260917-1752-baseline|c191-l2|deepseek-small|Payactiv", "prompt": "c191-l2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives to Consider ... **Payactiv** – The only major provider with a **CFPB safe harbor letter**"}, {"id": "mai-20260917-1752-baseline|c191-l2|deepseek-small|Chime Workplace", "prompt": "c191-l2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chime Workplace** – **Fee-free for both employees and employers** ... though it's a newer enterprise entrant"}, {"id": "mai-20260917-1752-baseline|c191-l2|google-small|DailyPay", "prompt": "c191-l2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay is widely considered the market leader for Fortune 500 and large-scale enterprise employers."}, {"id": "mai-20260917-1752-baseline|c191-l2|google-small|Payactiv", "prompt": "c191-l2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is **employee financial health, low fees, and compliance safety**, choose **Payactiv**."}, {"id": "mai-20260917-1752-baseline|c191-l2|google-small|Rain", "prompt": "c191-l2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise is deeply embedded in the Workday ecosystem, **Rain** is a highly recommended alternative."}, {"id": "mai-20260917-1752-baseline|c191-l2|google-small|myFlexPay by OneSource Virtual", "prompt": "c191-l2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "myFlexPay by OneSource Virtual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An honorable mention here is **myFlexPay by OneSource Virtual**, which is also a Workday-native EWA solution"}, {"id": "mai-20260917-1752-baseline|c191-l2|google-small|Chime Workplace", "prompt": "c191-l2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payactiv** or **Chime Workplace**."}, {"id": "mai-20260917-1752-baseline|c191-l2|meta-small|Paylocity", "prompt": "c191-l2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular providers of EWA include Paylocity, Vensure, and Deel."}, {"id": "mai-20260917-1752-baseline|c191-l2|meta-small|Vensure", "prompt": "c191-l2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Vensure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular providers of EWA include Paylocity, Vensure, and Deel."}, {"id": "mai-20260917-1752-baseline|c191-l2|meta-small|Deel", "prompt": "c191-l2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular providers of EWA include Paylocity, Vensure, and Deel."}, {"id": "mai-20260917-1752-baseline|c191-l2|minimax-small|DailyPay", "prompt": "c191-l2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **DailyPay** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c191-l2|minimax-small|Rain", "prompt": "c191-l2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rated slightly higher in user satisfaction (4.8/5 vs 4.7/5), strong for mid-market and enterprise"}, {"id": "mai-20260917-1752-baseline|c191-l2|minimax-small|Payactiv", "prompt": "c191-l2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good alternative with different cost models, offers embeddable APIs"}, {"id": "mai-20260917-1752-baseline|c191-l2|minimax-small|Immediate", "prompt": "c191-l2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another provider worth evaluating"}, {"id": "mai-20260917-1752-baseline|c191-l2|minimax-small|Paylocity", "prompt": "c191-l2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already using their platform, they offer built-in on-demand pay features"}, {"id": "mai-20260917-1752-baseline|c191-l2|mistral-small|DailyPay", "prompt": "c191-l2", "model": "mistral-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top vendors in this space, such as **DailyPay** and **Rain**, are designed for mid-market and enterprise employers"}, {"id": "mai-20260917-1752-baseline|c191-l2|mistral-small|Rain", "prompt": "c191-l2", "model": "mistral-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top vendors in this space, such as **DailyPay** and **Rain**, are designed for mid-market and enterprise employers"}, {"id": "mai-20260917-1752-baseline|c191-l2|moonshot-small|DailyPay", "prompt": "c191-l2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: DailyPay"}, {"id": "mai-20260917-1752-baseline|c191-l2|moonshot-small|Dayforce Wallet", "prompt": "c191-l2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Dayforce Wallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Dayforce Wallet"}, {"id": "mai-20260917-1752-baseline|c191-l2|openai-small|DailyPay", "prompt": "c191-l2", "model": "openai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **DailyPay** as the first on-demand pay benefit to evaluate"}, {"id": "mai-20260917-1752-baseline|c191-l2|xai-small|DailyPay", "prompt": "c191-l2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend DailyPay as the top on-demand pay (earned wage access, or EWA) benefit."}, {"id": "mai-20260917-1752-baseline|c191-l2|xai-small|Payactiv", "prompt": "c191-l2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritizing low/no employee fees & wellness bundle"}, {"id": "mai-20260917-1752-baseline|c191-l2|xai-small|Wisely by ADP", "prompt": "c191-l2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Wisely by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already on ADP payroll | Top for 5,000+ employee firms"}, {"id": "mai-20260917-1752-baseline|c191-l2|xai-small|Branch", "prompt": "c191-l2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need payments infrastructure (e.g., gig/B2B contractors)"}, {"id": "mai-20260917-1752-baseline|c191-l2|zai-small|DailyPay", "prompt": "c191-l2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company with thousands of employees, I would recommend **DailyPay** as your on-demand pay provider."}, {"id": "mai-20260917-1752-baseline|c191-l2|zai-small|Payactiv", "prompt": "c191-l2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Holistic financial wellness platform; B-Corp certified; good mid-market presence."}, {"id": "mai-20260917-1752-baseline|c191-l2|zai-small|ZayZoon", "prompt": "c191-l2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better suited for 50\\u20133,000 employee ranges; may need to confirm scalability to thousands."}, {"id": "mai-20260917-1752-baseline|c191-l2|zai-small|Rain", "prompt": "c191-l2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No-fee-to-employee model in some configurations; focuses on mid-market + enterprise."}, {"id": "mai-20260917-1752-baseline|c191-l2|zai-small|Tapcheck", "prompt": "c191-l2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "300+ integrations; no-code setup; high integration flexibility. | More cost-sensitive mid-market focus"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|DailyPay", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **DailyPay** or **Payactiv** for stability and proven scalability."}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Payactiv", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **DailyPay** or **Payactiv** for stability and proven scalability."}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Wagestream", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are a Global CHRO:** Choose **Wagestream** to handle multi-country payroll complexities"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Stream", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Payroll Intercept (DailyPay, Stream)"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Rain", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at **Rain** or **ZayZoon** for solutions specifically tuned to hourly worker pain points"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|ZayZoon", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at **Rain** or **ZayZoon** for solutions specifically tuned to hourly worker pain points"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Tapcheck", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Employee-Pays (DailyPay, Rain, Tapcheck):**"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Immediate", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Employer-Pays / Subsidized (Immediate, Payactiv Hybrid, some Wagestream tiers):**"}, {"id": "mai-20260917-1752-baseline|c191-l3|alibaba-small|Branch", "prompt": "c191-l3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Pure-Play EWA (Rain, Branch):**"}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|DailyPay", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|Payactiv", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "enterprise employers need the deeper HCM integrations that DailyPay and Payactiv offer"}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|Immediate", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|Rain", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rain provides a payroll-integrated earned wage access solution designed for mid-market and enterprise employers"}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|Tapcheck", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tapcheck offers earned wage access to employees at no cost to employers"}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|ZayZoon", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ZayZoon is built around small business and deskless workforces with a flat employee fee per transaction"}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|Chime Workplace", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Chime Workplace is structured as a financial wellness platform that includes fee-free earned wage access"}, {"id": "mai-20260917-1752-baseline|c191-l3|anthropic-small|Dayforce Wallet", "prompt": "c191-l3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dayforce Wallet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Dayforce Wallet is an EWA and digital wallet solution, built into the Dayforce HCM platform"}, {"id": "mai-20260917-1752-baseline|c191-l3|challenger-small|DailyPay", "prompt": "c191-l3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** generally viewed as the strongest enterprise default for large, complex payroll environments"}, {"id": "mai-20260917-1752-baseline|c191-l3|challenger-small|Payactiv", "prompt": "c191-l3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Payactiv** if you care about API flexibility and financial-wellness features alongside EWA."}, {"id": "mai-20260917-1752-baseline|c191-l3|challenger-small|Branch", "prompt": "c191-l3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Branch** if you want EWA plus a workforce wallet / payments layer."}, {"id": "mai-20260917-1752-baseline|c191-l3|challenger-small|Tapcheck", "prompt": "c191-l3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Tapcheck** if integration ease with major payroll systems is the priority."}, {"id": "mai-20260917-1752-baseline|c191-l3|challenger-small|Rain", "prompt": "c191-l3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Typically positioned as a clean, employer-friendly EWA option."}, {"id": "mai-20260917-1752-baseline|c191-l3|challenger-small|Chime Workplace", "prompt": "c191-l3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Chime Workplace** if fee-free access is the main procurement criterion."}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|DailyPay", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is the strongest default — deepest integrations and proven scale."}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Payactiv", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid-market / cost-sensitive with financial wellness needs:** **Payactiv**."}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Branch", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More basic financial wellness features and smaller integration footprint than DailyPay."}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Rain", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payroll-integrated, mid-market and enterprise"}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Tapcheck", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Simplest, no-code deployment, free to employer:** **Tapcheck**."}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Wagestream", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong enterprise penetration globally (especially UK/Europe)"}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|ZayZoon", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ZayZoon** – Growing enterprise presence"}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Instant Financial", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Instant Financial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other established players"}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|FlexWage", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "FlexWage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other established players"}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|CloudPay NOW", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "CloudPay NOW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other established players"}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Earnin", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "direct-to-consumer models (no formal employer relationship), so they're not typically considered \"enterprise-grade\""}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Chime MyPay", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime MyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "direct-to-consumer models (no formal employer relationship), so they're not typically considered \"enterprise-grade\""}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Immediate", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Zero-fee-to-worker / cleanest regulatory posture:** **Immediate** or settlement-model providers."}, {"id": "mai-20260917-1752-baseline|c191-l3|deepseek-small|Clair", "prompt": "c191-l3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Payactiv** and **Clair** have the only genuinely documented embeddable APIs."}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|DailyPay", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay is a dominant market leader because of its deep technical integrations."}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|Payactiv", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Employers who want a holistic financial wellness suite"}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|Branch", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Branch is unique because of its focus on the \"deskless\" worker."}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|Chime Workplace", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solutions that offer robust, fee-free transfer options (like **Chime Workplace** or **Branch**) carry lower compliance and reputational risk"}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|Immediate", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly praised for customer support and an extremely clean administrative dashboard."}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|Dayforce Wallet", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dayforce Wallet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though these lack the specialized financial wellness features of dedicated EWA providers"}, {"id": "mai-20260917-1752-baseline|c191-l3|google-small|ADP Wisely", "prompt": "c191-l3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ADP Wisely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though these lack the specialized financial wellness features of dedicated EWA providers"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|DailyPay", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises with complex payroll**: DailyPay offers the broadest payroll system integrations"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Payactiv", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For cost-sensitive mid-market companies**: Payactiv provides strong API capabilities and employer-pays options"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Rain", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Growing enterprise player with card-based solution"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Immediate", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employers prioritizing zero-fee-to-worker models"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Tapcheck", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startups and companies under 100 employees seeking predictable flat-rate pricing"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Branch", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Competitive pricing with flexible fee models"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Clair", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For platforms wanting to embed EWA**: Payactiv and Clair have genuine embeddable APIs"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Earnin", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Employee-pays** | DailyPay, Earnin"}, {"id": "mai-20260917-1752-baseline|c191-l3|minimax-small|Chime Enterprise", "prompt": "c191-l3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some (like Chime Enterprise) offer automated savings, credit-building tools"}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|DailyPay", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the enterprise default for complex environments."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|Payactiv", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For mid-market cost sensitivity: Payactiv or FlexWage."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|Wagestream", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For UK/international: Wagestream."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|Branch", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For platforms/embedded EWA: Branch or Clair."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|FlexWage", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "FlexWage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For regulatory compliance/tipped workers: FlexWage."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|Rain", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll-integrated, designed for larger employers, and offers a simple, transparent fee structure."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|CloudPay NOW", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "CloudPay NOW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For large, complex enterprises: DailyPay or CloudPay NOW."}, {"id": "mai-20260917-1752-baseline|c191-l3|mistral-small|Clair", "prompt": "c191-l3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For platforms/embedded EWA: Branch or Clair."}, {"id": "mai-20260917-1752-baseline|c191-l3|moonshot-small|DailyPay", "prompt": "c191-l3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose DailyPay** if you need the most proven solution with the deepest ADP/Workday/UKG integrations"}, {"id": "mai-20260917-1752-baseline|c191-l3|moonshot-small|Payactiv", "prompt": "c191-l3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Payactiv** if you want configurable employer-sponsored models with financial wellness tools"}, {"id": "mai-20260917-1752-baseline|c191-l3|moonshot-small|Clair", "prompt": "c191-l3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Clair** if you're a platform or mid-market company wanting zero-cost, embedded EWA"}, {"id": "mai-20260917-1752-baseline|c191-l3|moonshot-small|Rain", "prompt": "c191-l3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Rain** if you want conservative wage limits (50%)"}, {"id": "mai-20260917-1752-baseline|c191-l3|moonshot-small|Instant Financial", "prompt": "c191-l3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Instant Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Instant Financial** if you prioritize **zero employee fees**"}, {"id": "mai-20260917-1752-baseline|c191-l3|moonshot-small|Wagestream", "prompt": "c191-l3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global specialist (strong UK/Europe presence)... Less established in US enterprise market"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|DailyPay", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often positioned as a high-scale, enterprise-oriented EWA provider with strong payroll integration... Best for deep enterprise payroll integration: DailyPay"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|Payactiv", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for broader financial wellness bundle: Payactiv, Chime Workplace"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|Rain", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for deep enterprise payroll integration: DailyPay, ADP-linked options, Rain"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|Tapcheck", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for simpler implementation / lower admin overhead: Tapcheck, ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|ZayZoon", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong SMB-to-mid-market presence but also enterprise consideration depending on stack"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|Instant Financial / Immediate", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Instant Financial / Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Commonly appears in employer-partnered/payroll-card-oriented EWA discussions"}, {"id": "mai-20260917-1752-baseline|c191-l3|openai-small|Chime Workplace / Wisely by ADP / ADP-linked solutions", "prompt": "c191-l3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace / Wisely by ADP / ADP-linked solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you already live in a payroll/HCM ecosystem: Wisely by ADP or other suite-native offerings"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|DailyPay", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay leads by revenue and client count (e.g., Berkshire Hathaway, Sephora), with over $5B in disbursements in 2024 and 1.5M+ users."}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Payactiv", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-to-large retail/healthcare (e.g., Walmart) ... Most free options"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Branch", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hybrid flexibility; gig-worker focus; basic tools | Higher fees; less enterprise scale"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|FlexWage", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "FlexWage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Early pioneer; pay cards for unbanked; multi-state | Narrower features; dated app reviews"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Rain", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zero-worker-fee models available; simple UI | Newer; fewer mega-clients"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Tapcheck", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: Tapcheck (flat-fee simplicity)"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|ZayZoon", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ZayZoon/Wagestream (international/mid-market)"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Wagestream", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ZayZoon/Wagestream (international/mid-market)"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Immediate", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Immediate (zero-fee focus)"}, {"id": "mai-20260917-1752-baseline|c191-l3|xai-small|Earnin", "prompt": "c191-l3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid direct-to-consumer like Earnin for enterprises (no payroll integration, bank-history based, higher risk/fees)"}, {"id": "mai-20260917-1752-baseline|c191-l3|zai-small|DailyPay", "prompt": "c191-l3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay is widely considered the industry standard for enterprise-level implementation due to its deep integration capabilities."}, {"id": "mai-20260917-1752-baseline|c191-l3|zai-small|Payactiv", "prompt": "c191-l3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is a strong contender for enterprises looking to lower turnover through financial stability."}, {"id": "mai-20260917-1752-baseline|c191-l3|zai-small|Branch", "prompt": "c191-l3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Branch if your workforce is hourly and relies on tips"}, {"id": "mai-20260917-1752-baseline|c191-l3|zai-small|Chime Workplace", "prompt": "c191-l3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Chime Workplace if you want a \"set it and forget it\" solution that is compliant"}, {"id": "mai-20260917-1752-baseline|c191-l3|zai-small|Tapcheck", "prompt": "c191-l3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tapcheck is often recommended for its ease of use and \"no-code\" integration."}, {"id": "mai-20260917-1752-baseline|c191-l3|zai-small|ZayZoon", "prompt": "c191-l3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-sized enterprises (50–3,000 employees) with a focus on recovery mechanics."}, {"id": "mai-20260917-1752-baseline|c191-l4|alibaba-small|Chime Workplace", "prompt": "c191-l4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chime Workplace (Best for Absolute Cost Certainty)... It offers the most predictable cost of all: **$0**."}, {"id": "mai-20260917-1752-baseline|c191-l4|alibaba-small|DailyPay", "prompt": "c191-l4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DailyPay is widely considered the market leader for integrating with legacy HR systems."}, {"id": "mai-20260917-1752-baseline|c191-l4|alibaba-small|Payactiv", "prompt": "c191-l4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payactiv is a major competitor to DailyPay, specifically favored by industries with massive hourly workforces"}, {"id": "mai-20260917-1752-baseline|c191-l4|anthropic-small|Payactiv", "prompt": "c191-l4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Payactiv**: Serves Fortune 500 companies with partnerships with major payroll providers"}, {"id": "mai-20260917-1752-baseline|c191-l4|anthropic-small|Chime Workplace", "prompt": "c191-l4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers no-fee earned wage access, embedded in a broader financial wellness suite"}, {"id": "mai-20260917-1752-baseline|c191-l4|anthropic-small|Rain Technologies", "prompt": "c191-l4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "secured $116 million in funding to scale its EWA offerings, targeting large enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l4|challenger-small|Tapcheck", "prompt": "c191-l4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** is the strongest fit from the results because it is described as **100% free for employers**"}, {"id": "mai-20260917-1752-baseline|c191-l4|challenger-small|Branch", "prompt": "c191-l4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close alternative is **Branch**, which is also described as coming at **no cost to your business**"}, {"id": "mai-20260917-1752-baseline|c191-l4|challenger-small|Rain", "prompt": "c191-l4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned for enterprise employers, but the result does not state a flat employer cost structure as clearly as Tapcheck or Branch"}, {"id": "mai-20260917-1752-baseline|c191-l4|deepseek-small|Rain", "prompt": "c191-l4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is **Rain**"}, {"id": "mai-20260917-1752-baseline|c191-l4|deepseek-small|Chime Workplace", "prompt": "c191-l4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Chime Workplace** for a zero-cost alternative"}, {"id": "mai-20260917-1752-baseline|c191-l4|deepseek-small|DailyPay", "prompt": "c191-l4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "becomes **varying and unpredictable** at scale—a poor fit for your criteria"}, {"id": "mai-20260917-1752-baseline|c191-l4|deepseek-small|Payactiv", "prompt": "c191-l4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "becomes **varying and unpredictable** at scale—a poor fit for your criteria"}, {"id": "mai-20260917-1752-baseline|c191-l4|deepseek-small|Immediate", "prompt": "c191-l4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Immediate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but **Rain** has a more mature enterprise track record and deeper HCM integrations"}, {"id": "mai-20260917-1752-baseline|c191-l4|google-small|DailyPay", "prompt": "c191-l4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose DailyPay or Payactiv (Employer-Paid PEPM)** if you have a highly complex, multi-state payroll environment"}, {"id": "mai-20260917-1752-baseline|c191-l4|google-small|Payactiv", "prompt": "c191-l4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both DailyPay and Payactiv are the undisputed heavyweights for large enterprises."}, {"id": "mai-20260917-1752-baseline|c191-l4|google-small|Immediate", "prompt": "c191-l4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Tapcheck or Immediate** if you want a mid-market, highly flexible solution"}, {"id": "mai-20260917-1752-baseline|c191-l4|google-small|Chime Workplace (MyPay at Work)", "prompt": "c191-l4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace (MyPay at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Chime Workplace or Branch** if your workforce heavily consists of hourly, unbanked, or underbanked staff."}, {"id": "mai-20260917-1752-baseline|c191-l4|google-small|Branch", "prompt": "c191-l4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Enterprise Providers:** **Chime Workplace (MyPay at Work)** or **Branch**."}, {"id": "mai-20260917-1752-baseline|c191-l4|google-small|Tapcheck", "prompt": "c191-l4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Tapcheck or Immediate** if you want a mid-market, highly flexible solution"}, {"id": "mai-20260917-1752-baseline|c191-l4|meta-small|DailyPay", "prompt": "c191-l4", "model": "meta-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best earned wage access provider ... is DailyPay. It is the strongest overall pick for large enterprises"}, {"id": "mai-20260917-1752-baseline|c191-l4|minimax-small|Payactiv", "prompt": "c191-l4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Payactiv** or **DailyPay** with their PEPM employer-funded models"}, {"id": "mai-20260917-1752-baseline|c191-l4|minimax-small|DailyPay", "prompt": "c191-l4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Payactiv** or **DailyPay** with their PEPM employer-funded models"}, {"id": "mai-20260917-1752-baseline|c191-l4|minimax-small|Immediate (now part of DailyPay)", "prompt": "c191-l4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Immediate (now part of DailyPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Employer-funded model with no employee fees - Best for: Companies wanting completely free employee access"}, {"id": "mai-20260917-1752-baseline|c191-l4|minimax-small|Tapcheck", "prompt": "c191-l4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat-rate pricing, easier to budget"}, {"id": "mai-20260917-1752-baseline|c191-l4|mistral-small|DailyPay", "prompt": "c191-l4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** is widely regarded as the best earned wage access (EWA) provider for large companies needing predictable total cost"}, {"id": "mai-20260917-1752-baseline|c191-l4|mistral-small|Payactiv", "prompt": "c191-l4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a comparison with other top providers like Payactiv or Immediate"}, {"id": "mai-20260917-1752-baseline|c191-l4|mistral-small|Immediate", "prompt": "c191-l4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a comparison with other top providers like Payactiv or Immediate"}, {"id": "mai-20260917-1752-baseline|c191-l4|moonshot-small|Payactiv", "prompt": "c191-l4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payactiv** - Best Overall for Large Enterprise"}, {"id": "mai-20260917-1752-baseline|c191-l4|moonshot-small|Rain", "prompt": "c191-l4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want maximum predictability**: Choose **Rain** or **Immediate** with a pure employer-paid PEPM contract"}, {"id": "mai-20260917-1752-baseline|c191-l4|moonshot-small|Immediate", "prompt": "c191-l4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Immediate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Immediate operates on pure employer-funded model with no employee fees"}, {"id": "mai-20260917-1752-baseline|c191-l4|moonshot-small|DailyPay", "prompt": "c191-l4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid**: DailyPay's employee-paid model if predictability is your priority"}, {"id": "mai-20260917-1752-baseline|c191-l4|openai-small|DailyPay", "prompt": "c191-l4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "DailyPay — strong enterprise-scale option, especially if you want a widely adopted platform"}, {"id": "mai-20260917-1752-baseline|c191-l4|openai-small|Payactiv", "prompt": "c191-l4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Payactiv is the clearer match ... best starting point for custom enterprise pricing / cost control"}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Chime Workplace", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chime Workplace stands out as the best earned wage access (EWA) provider for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|DailyPay", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DailyPay is a close second for sheer enterprise scale."}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Payactiv", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Request demos from Chime Workplace, DailyPay ..., and Payactiv"}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Tapcheck", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tapcheck/Rain/ZayZoon | $0 employer cost; employees pay flat transfer"}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Rain", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tapcheck/Rain/ZayZoon | $0 employer cost; employees pay flat transfer"}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|ZayZoon", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tapcheck/Rain/ZayZoon | $0 employer cost; employees pay flat transfer"}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Branch", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Others (Branch, Earnin, Stream) | Mostly employee-paid transfers | Lower: Relies on employee fees, less enterprise focus."}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Earnin", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Earnin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Others (Branch, Earnin, Stream) ... Lower: Relies on employee fees, less enterprise focus."}, {"id": "mai-20260917-1752-baseline|c191-l4|xai-small|Stream", "prompt": "c191-l4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Stream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Others (Branch, Earnin, Stream) ... Lower: Relies on employee fees, less enterprise focus."}, {"id": "mai-20260917-1752-baseline|c191-l4|zai-small|WageStream", "prompt": "c191-l4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "WageStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is budget predictability:** Choose **WageStream**."}, {"id": "mai-20260917-1752-baseline|c191-l4|zai-small|DailyPay", "prompt": "c191-l4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Enterprise Integrations: DailyPay ... Predictability: Medium-High (Requires negotiation)."}, {"id": "mai-20260917-1752-baseline|c191-l4|zai-small|myFlexPay", "prompt": "c191-l4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "myFlexPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Workday Users: myFlexPay ... this is the most cost-effective and predictable option."}, {"id": "mai-20260917-1752-baseline|c191-l4|zai-small|Payactiv", "prompt": "c191-l4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**WageStream**, Payactiv, myFlexPay"}, {"id": "mai-20260917-1752-baseline|c191-l4|zai-small|Tapcheck", "prompt": "c191-l4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**DailyPay** (negotiated), Tapcheck, ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-l4|zai-small|ZayZoon", "prompt": "c191-l4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**DailyPay** (negotiated), Tapcheck, ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-l5|deepseek-small|Chime Workplace", "prompt": "c191-l5", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some providers (e.g., Chime Workplace, per the 2026 comparison) offer fee-free models via employer-paid settlement."}, {"id": "mai-20260917-1752-baseline|c191-l5|meta-small|Payactiv", "prompt": "c191-l5", "model": "meta-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some popular EWA providers to consider include Payactiv, which offers a free employer model with robust financial wellness tools"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|DailyPay", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** \\u2013 deepest payroll integration bench (ADP, Workday, UKG)"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|Payactiv", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payactiv** \\u2013 strong compliance focus, embeddable APIs"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|Branch", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Branch** \\u2013 good for platform embedding, developer-friendly"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|Chime Workplace", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chime Workplace** \\u2013 fee-free model for employees"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|Rain", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rain, ZayZoon, Instant** \\u2013 mid-market alternatives"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|ZayZoon", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rain, ZayZoon, Instant** \\u2013 mid-market alternatives"}, {"id": "mai-20260917-1752-baseline|c191-l5|moonshot-small|Instant", "prompt": "c191-l5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Instant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rain, ZayZoon, Instant** \\u2013 mid-market alternatives"}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|DailyPay", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top providers often excel here: DailyPay (integrations), PayActiv (free for employers)"}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|PayActiv", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "PayActiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top providers often excel here: DailyPay (integrations), PayActiv (free for employers)"}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|Even", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Even", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on providers like DailyPay, PayActiv, Even, ZayZoon, Rain, or Chime Workplace, which have enterprise track records."}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|ZayZoon", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on providers like DailyPay, PayActiv, Even, ZayZoon, Rain, or Chime Workplace"}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|Rain", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on providers like DailyPay, PayActiv, Even, ZayZoon, Rain, or Chime Workplace"}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|Chime Workplace", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Even, ZayZoon, Rain, or Chime Workplace, which have enterprise track records"}, {"id": "mai-20260917-1752-baseline|c191-l5|xai-small|Earnin", "prompt": "c191-l5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Earnin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Third-Party Debit | Flexible | Higher fees/tips | Earnin |"}, {"id": "mai-20260917-1752-baseline|c191-l6|alibaba-small|Rain", "prompt": "c191-l6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Rain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Rain**, once a major player, faced severe operational and legal challenges (including shareholder lawsuits) and had to wind down operations."}, {"id": "mai-20260917-1752-baseline|c191-l6|alibaba-small|Bright Financial", "prompt": "c191-l6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Bright Financial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Providers like **Bright Financial** and **Dayforce** have undergone complex restructuring or acquisitions; while they remain large, due diligence is required"}, {"id": "mai-20260917-1752-baseline|c191-l6|alibaba-small|Dayforce", "prompt": "c191-l6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Providers like **Bright Financial** and **Dayforce** have undergone complex restructuring or acquisitions... due diligence is required to ensure the legacy product is maintained rather than deprecated."}, {"id": "mai-20260917-1752-baseline|c191-l6|alibaba-small|Dayforce Wallet", "prompt": "c191-l6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dayforce Wallet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "many large enterprises now prefer **native payroll wallet features** built into their core HRIS providers (such as **Dayforce Wallet**, **ADP MyCheckbook**, or **Paylocity**)"}, {"id": "mai-20260917-1752-baseline|c191-l6|alibaba-small|ADP MyCheckbook", "prompt": "c191-l6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ADP MyCheckbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as **Dayforce Wallet**, **ADP MyCheckbook**, or **Paylocity**) over third-party add-ons. These carry the lowest risk of disruption"}, {"id": "mai-20260917-1752-baseline|c191-l6|alibaba-small|Paylocity", "prompt": "c191-l6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as **Dayforce Wallet**, **ADP MyCheckbook**, or **Paylocity**) over third-party add-ons. These carry the lowest risk of disruption"}, {"id": "mai-20260917-1752-baseline|c191-l6|anthropic-small|DailyPay", "prompt": "c191-l6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Two earned wage access providers, DailyPay and MoneyLion, were sued by the New York Attorney General, who alleged that both firms make illegal loans"}, {"id": "mai-20260917-1752-baseline|c191-l6|anthropic-small|MoneyLion", "prompt": "c191-l6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "sued by the New York Attorney General, who alleged that both firms make illegal loans that constitute abusive lending"}, {"id": "mai-20260917-1752-baseline|c191-l6|anthropic-small|Cleo AI", "prompt": "c191-l6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Cleo AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lawsuits against EWA providers Cleo AI and Empower Finance could proceed with claims based on the Truth in Lending Act"}, {"id": "mai-20260917-1752-baseline|c191-l6|anthropic-small|Empower Finance", "prompt": "c191-l6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower Finance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "lawsuits against EWA providers Cleo AI and Empower Finance could proceed"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|EarnIn", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "which makes it a higher-cost, D2C-style option to vet carefully for enterprise use"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|Dave", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the cited material flags tip-based pricing as a red-flag model because costs can rise substantially for employees"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|Brigit", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lists Brigit under a **subscription** model, which enterprise buyers should review carefully"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|Empower", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "also listed as **subscription-based** in the search results, so it deserves the same caution"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|DailyPay", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "named in the results as more enterprise-oriented include **DailyPay, Branch, Tapcheck, ZayZoon, and Wisely by ADP**"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|Branch", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "named in the results as more enterprise-oriented include **DailyPay, Branch, Tapcheck, ZayZoon, and Wisely by ADP**"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|Tapcheck", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "named in the results as more enterprise-oriented include **DailyPay, Branch, Tapcheck, ZayZoon, and Wisely by ADP**"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|ZayZoon", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "named in the results as more enterprise-oriented include **DailyPay, Branch, Tapcheck, ZayZoon, and Wisely by ADP**"}, {"id": "mai-20260917-1752-baseline|c191-l6|challenger-small|Wisely by ADP", "prompt": "c191-l6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Wisely by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "more enterprise-oriented include **DailyPay, Branch, Tapcheck, ZayZoon, and Wisely by ADP**, but even those should still be evaluated"}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|EarnIn (Activehours, Inc.)", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn (Activehours, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid EarnIn, MoneyLion, Dave, SoLo Funds, and any D2C \"tip\" model."}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|MoneyLion (Instacash)", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion (Instacash)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid EarnIn, MoneyLion, Dave, SoLo Funds, and any D2C \"tip\" model."}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|Dave, Inc.", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid EarnIn, MoneyLion, Dave, SoLo Funds, and any D2C \"tip\" model."}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|SoLo Funds", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "SoLo Funds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid EarnIn, MoneyLion, Dave, SoLo Funds, and any D2C \"tip\" model."}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|DailyPay", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Treat DailyPay with extreme caution and heavy due diligence."}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|PayActiv", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "PayActiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Currently, **PayActiv** and **Even** are often cited as less risky, but verify their current compliance posture"}, {"id": "mai-20260917-1752-baseline|c191-l6|deepseek-small|Even", "prompt": "c191-l6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Even", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**PayActiv** and **Even** are often cited as less risky"}, {"id": "mai-20260917-1752-baseline|c191-l6|google-small|EarnIn (ActiveHours)", "prompt": "c191-l6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn (ActiveHours)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should strictly avoid endorsing or integrating with D2C-heavy apps... EarnIn has faced several high-profile legal defeats."}, {"id": "mai-20260917-1752-baseline|c191-l6|google-small|Brigit (Bridge IT, Inc.)", "prompt": "c191-l6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit (Bridge IT, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Direct-to-Consumer (D2C) Providers to Avoid ... Brigit agreed to an **$18 million settlement with the FTC**"}, {"id": "mai-20260917-1752-baseline|c191-l6|google-small|MoneyLion", "prompt": "c191-l6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the New York State Attorney General sued MoneyLion for taking advantage of low-income workers by disguising payday loans as EWA advances"}, {"id": "mai-20260917-1752-baseline|c191-l6|google-small|Cleo AI", "prompt": "c191-l6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Cleo AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Cleo has also faced class-action litigation ... challenging its non-recourse advances as usurious, unregistered consumer loans."}, {"id": "mai-20260917-1752-baseline|c191-l6|google-small|DailyPay", "prompt": "c191-l6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "DailyPay (Exercise High Caution) ... partnering with DailyPay introduces **significant compliance and reputational risk**"}, {"id": "mai-20260917-1752-baseline|c191-l6|google-small|Payactiv", "prompt": "c191-l6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Payactiv (Exercise Moderate to High Caution) ... Payactiv's security posture represents a substantial liability."}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|DailyPay", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay and Payactiv are highly recommended for large enterprises due to their deep HCM integrations and broad integration coverage"}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|Payactiv", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "DailyPay and Payactiv are highly recommended for large enterprises due to their deep HCM integrations"}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|Branch", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Branch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some providers, like Branch and Earnin, have been criticized for their fees or lack of transparency."}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|Earnin", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Earnin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some providers, like Branch and Earnin, have been criticized for their fees or lack of transparency."}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|Rain", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Branch, Earnin, Rain, Tapcheck, and ZayZoon are also mentioned as potential providers, but their suitability for large enterprises is not explicitly stated."}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|Tapcheck", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rain, Tapcheck, and ZayZoon are also mentioned as potential providers, but their suitability for large enterprises is not explicitly stated."}, {"id": "mai-20260917-1752-baseline|c191-l6|meta-small|ZayZoon", "prompt": "c191-l6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tapcheck, and ZayZoon are also mentioned as potential providers, but their suitability for large enterprises is not explicitly stated."}, {"id": "mai-20260917-1752-baseline|c191-l6|minimax-small|EarnIn", "prompt": "c191-l6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**EarnIn** has faced significant legal challenges... Colorado Attorney General sued EarnIn"}, {"id": "mai-20260917-1752-baseline|c191-l6|minimax-small|Dave", "prompt": "c191-l6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Providers like EarnIn, Dave, and similar consumer-facing apps have faced scrutiny for fee structures that can translate to high effective APRs"}, {"id": "mai-20260917-1752-baseline|c191-l6|minimax-small|DailyPay", "prompt": "c191-l6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Enterprise-focused providers like DailyPay, Payactiv, and others with proper employer-integrated models generally present lower regulatory risk"}, {"id": "mai-20260917-1752-baseline|c191-l6|minimax-small|Payactiv", "prompt": "c191-l6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Enterprise-focused providers like DailyPay, Payactiv, and others with proper employer-integrated models generally present lower regulatory risk"}, {"id": "mai-20260917-1752-baseline|c191-l6|mistral-small|DailyPay", "prompt": "c191-l6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers heavily reliant on the intercept model, such as DailyPay (when used in this model), have been associated with these risks"}, {"id": "mai-20260917-1752-baseline|c191-l6|mistral-small|Rain", "prompt": "c191-l6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consider providers like Rain, which emphasize transparency, employer control, and responsible use guardrails"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|EarnIn", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Priority Red Flags: Providers to Avoid ... Examples: EarnIn (formerly Activehours)"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|MoneyLion", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "MoneyLion: Sued by Baltimore and New York AGs; accused of structuring fees to evade usury laws"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|Dave", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Providers to Avoid ... Examples: EarnIn ..., MoneyLion, Dave, Brigit"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|Brigit", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Providers to Avoid ... Examples: EarnIn ..., MoneyLion, Dave, Brigit"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|DailyPay", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "DailyPay: Named in New York AG lawsuit (April 2025) for alleged triple-digit APRs; filed preemptive federal lawsuit against AG"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|PayActiv", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "PayActiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Approach with Caution: Moderate-Risk Providers ... Examples: PayActiv, Branch, Even (OnePay)"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|Branch", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Branch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Approach with Caution: Moderate-Risk Providers ... Examples: PayActiv, Branch, Even (OnePay)"}, {"id": "mai-20260917-1752-baseline|c191-l6|moonshot-small|Even (OnePay)", "prompt": "c191-l6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Even (OnePay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Approach with Caution: Moderate-Risk Providers ... Examples: PayActiv, Branch, Even (OnePay)"}, {"id": "mai-20260917-1752-baseline|c191-l6|openai-small|MoneyLion", "prompt": "c191-l6", "model": "openai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I'd be especially cautious about **MoneyLion- and DailyPay-type models when they rely on fee-heavy paycheck advances**"}, {"id": "mai-20260917-1752-baseline|c191-l6|openai-small|DailyPay", "prompt": "c191-l6", "model": "openai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "I'd be especially cautious about **MoneyLion- and DailyPay-type models when they rely on fee-heavy paycheck advances**"}, {"id": "mai-20260917-1752-baseline|c191-l6|xai-small|EarnIn", "prompt": "c191-l6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sued by Colorado AG (August 2026) for direct-to-consumer EWA... Not ideal for large-scale enterprise integration."}, {"id": "mai-20260917-1752-baseline|c191-l6|xai-small|MoneyLion", "prompt": "c191-l6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Providers with Notable Red Flags (Approach with High Caution or Avoid)... lawsuits (April 2025) against EWA providers—one direct-to-consumer (likely MoneyLion)"}, {"id": "mai-20260917-1752-baseline|c191-l6|xai-small|DailyPay", "prompt": "c191-l6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Others like DailyPay (if post-litigation risks are addressed) score well for support but monitor ongoing NY case."}, {"id": "mai-20260917-1752-baseline|c191-l6|xai-small|Rain Technologies", "prompt": "c191-l6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Rain Technologies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top G2 rating (4.8/5, 60+ reviews), serves giants like McDonald's/Marriott. Strengths: Easy implementation, strong UI."}, {"id": "mai-20260917-1752-baseline|c191-l6|zai-small|EarnIn", "prompt": "c191-l6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** EarnIn is currently involved in multiple high-profile lawsuits."}, {"id": "mai-20260917-1752-baseline|c191-l6|zai-small|DailyPay", "prompt": "c191-l6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** New York Attorney General Letitia James sued DailyPay in 2025."}, {"id": "mai-20260917-1752-baseline|c191-l6|zai-small|MoneyLion", "prompt": "c191-l6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** MoneyLion is facing lawsuits from both the New York Attorney General and the City of Baltimore."}, {"id": "mai-20260917-1752-baseline|c191-m1|alibaba-small|ZayZoon", "prompt": "c191-m1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZayZoon is often the top recommendation"}, {"id": "mai-20260917-1752-baseline|c191-m1|alibaba-small|Tapcheck", "prompt": "c191-m1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Employee Experience & App UI: **Tapcheck**"}, {"id": "mai-20260917-1752-baseline|c191-m1|alibaba-small|DailyPay", "prompt": "c191-m1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rapid Deployment & Scale: **DailyPay**"}, {"id": "mai-20260917-1752-baseline|c191-m1|alibaba-small|Rain", "prompt": "c191-m1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Embedded/White-Glove Solutions: **Rain**"}, {"id": "mai-20260917-1752-baseline|c191-m1|anthropic-small|Rain", "prompt": "c191-m1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rain** stands out as the leading choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c191-m1|anthropic-small|Payactiv", "prompt": "c191-m1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payactiv** is another strong option for mid-market employers."}, {"id": "mai-20260917-1752-baseline|c191-m1|anthropic-small|ZayZoon", "prompt": "c191-m1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ZayZoon primarily targets small and mid-sized businesses with an earned wage access offering combined with financial education resources."}, {"id": "mai-20260917-1752-baseline|c191-m1|anthropic-small|Tapcheck", "prompt": "c191-m1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tapcheck provides employer-integrated wage access programs often used in industries with shift-based employment"}, {"id": "mai-20260917-1752-baseline|c191-m1|challenger-small|Tapcheck", "prompt": "c191-m1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Tapcheck**"}, {"id": "mai-20260917-1752-baseline|c191-m1|challenger-small|Rain", "prompt": "c191-m1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rain** is a strong option when you prioritize a **payroll-native**, more enterprise-leaning integration model"}, {"id": "mai-20260917-1752-baseline|c191-m1|challenger-small|DailyPay", "prompt": "c191-m1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DailyPay** is the more proven choice if you care most about market leadership and scale"}, {"id": "mai-20260917-1752-baseline|c191-m1|challenger-small|ZayZoon", "prompt": "c191-m1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often the better fit for **SMB-to-mid-market** deployments where fast rollout and simplicity matter most"}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|Rain", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rain** is the cleanest default pick: it's explicitly built for mid-market"}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|Payactiv", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payactiv \\u2014 Best if you want flexibility and financial wellness tools"}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|ZayZoon", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a free-to-employer option with predictable pricing, **ZayZoon** is the value play."}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|Branch", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Branch** | Payroll deduction | Up to $4.99/transfer | Workforce payments infrastructure |"}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|Wagestream (Stream)", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Wagestream (Stream)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Wagestream (Stream)** | Employer-funded | Flat fee (subsidizable) | UK/EU & multinational workforces |"}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|DailyPay", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "DailyPay ... is really built for large enterprises ... often overkill (and overpriced) for mid-market"}, {"id": "mai-20260917-1752-baseline|c191-m1|deepseek-small|Chime Workplace", "prompt": "c191-m1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "banking-backed options like Chime Workplace, which subsidize via merchant interchange"}, {"id": "mai-20260917-1752-baseline|c191-m1|google-small|DailyPay", "prompt": "c191-m1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Intercept models* (like DailyPay) route the employee’s entire paycheck through a designated account first... deduction models are usually much easier"}, {"id": "mai-20260917-1752-baseline|c191-m1|google-small|ZayZoon", "prompt": "c191-m1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Mid-Market & Quick Deployment"}, {"id": "mai-20260917-1752-baseline|c191-m1|google-small|Tapcheck", "prompt": "c191-m1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deep Payroll Integration & Unbanked Frontline Workers"}, {"id": "mai-20260917-1752-baseline|c191-m1|google-small|Immediate", "prompt": "c191-m1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for HR Control & Transparent Pricing"}, {"id": "mai-20260917-1752-baseline|c191-m1|google-small|Rain", "prompt": "c191-m1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Comprehensive Financial Wellness"}, {"id": "mai-20260917-1752-baseline|c191-m1|meta-small|Rain", "prompt": "c191-m1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top providers mentioned include Rain, Clair, ZayZoon, and Immediate"}, {"id": "mai-20260917-1752-baseline|c191-m1|meta-small|Clair", "prompt": "c191-m1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top providers mentioned include Rain, Clair, ZayZoon, and Immediate"}, {"id": "mai-20260917-1752-baseline|c191-m1|meta-small|ZayZoon", "prompt": "c191-m1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top providers mentioned include Rain, Clair, ZayZoon, and Immediate"}, {"id": "mai-20260917-1752-baseline|c191-m1|meta-small|Immediate", "prompt": "c191-m1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top providers mentioned include Rain, Clair, ZayZoon, and Immediate"}, {"id": "mai-20260917-1752-baseline|c191-m1|minimax-small|Rain", "prompt": "c191-m1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-market B2B company, **Rain** is particularly well-suited"}, {"id": "mai-20260917-1752-baseline|c191-m1|minimax-small|Clair", "prompt": "c191-m1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clair** (Best for Integration Flexibility)"}, {"id": "mai-20260917-1752-baseline|c191-m1|minimax-small|Tapcheck", "prompt": "c191-m1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tapcheck** (Best for Rapid Deployment)"}, {"id": "mai-20260917-1752-baseline|c191-m1|minimax-small|Payactiv", "prompt": "c191-m1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payactiv** (Best for Cost-Sensitive Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c191-m1|mistral-small|ZayZoon", "prompt": "c191-m1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** and **Gusto Wallet** are standout choices for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c191-m1|mistral-small|Gusto Wallet", "prompt": "c191-m1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Gusto Wallet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto Wallet** is another top option, especially for SMBs and mid-market companies already using Gusto payroll."}, {"id": "mai-20260917-1752-baseline|c191-m1|moonshot-small|Rain", "prompt": "c191-m1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rain** is the most frequently recommended for this segment"}, {"id": "mai-20260917-1752-baseline|c191-m1|moonshot-small|Payactiv", "prompt": "c191-m1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payactiv** and **ZayZoon** as strong alternatives depending on your needs"}, {"id": "mai-20260917-1752-baseline|c191-m1|moonshot-small|ZayZoon", "prompt": "c191-m1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payactiv** and **ZayZoon** as strong alternatives depending on your needs"}, {"id": "mai-20260917-1752-baseline|c191-m1|moonshot-small|Tapcheck", "prompt": "c191-m1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tapcheck — Best for No-Code Integration**"}, {"id": "mai-20260917-1752-baseline|c191-m1|openai-small|DailyPay", "prompt": "c191-m1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **DailyPay**"}, {"id": "mai-20260917-1752-baseline|c191-m1|openai-small|Tapcheck", "prompt": "c191-m1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a great pick if you want **simple implementation, no-fee employer options, and broad payroll integrations**"}, {"id": "mai-20260917-1752-baseline|c191-m1|openai-small|ZayZoon", "prompt": "c191-m1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option for companies that value **low admin overhead** and SMB/mid-market friendliness"}, {"id": "mai-20260917-1752-baseline|c191-m1|openai-small|Branch", "prompt": "c191-m1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want EWA embedded alongside a broader worker-finance platform"}, {"id": "mai-20260917-1752-baseline|c191-m1|openai-small|EarnIn / EarnIn Payroll", "prompt": "c191-m1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "EarnIn / EarnIn Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "though it may be a better fit depending on your payroll stack"}, {"id": "mai-20260917-1752-baseline|c191-m1|xai-small|Tapcheck", "prompt": "c191-m1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** (Strongest G2 mid-market fit)"}, {"id": "mai-20260917-1752-baseline|c191-m1|xai-small|ZayZoon", "prompt": "c191-m1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZayZoon** (Top for SMB/mid-market wellness)"}, {"id": "mai-20260917-1752-baseline|c191-m1|xai-small|DailyPay", "prompt": "c191-m1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DailyPay** (Versatile leader)"}, {"id": "mai-20260917-1752-baseline|c191-m1|xai-small|Rain", "prompt": "c191-m1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rain** (No-fee focus for frontline)"}, {"id": "mai-20260917-1752-baseline|c191-m1|xai-small|Payactiv", "prompt": "c191-m1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Payactiv** (Cost-sensitive option)"}, {"id": "mai-20260917-1752-baseline|c191-m1|zai-small|Tapcheck", "prompt": "c191-m1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid‑market B2B company, **Tapcheck** is generally the best overall choice right now."}, {"id": "mai-20260917-1752-baseline|c191-m1|zai-small|Rain", "prompt": "c191-m1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rain** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c191-m1|zai-small|ZayZoon", "prompt": "c191-m1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ZayZoon** is a great fit."}, {"id": "mai-20260917-1752-baseline|c191-m1|zai-small|DailyPay", "prompt": "c191-m1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DailyPay** remains the top enterprise‑grade option."}, {"id": "mai-20260917-1752-baseline|c191-m1|zai-small|Branch", "prompt": "c191-m1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simpler, cost‑sensitive option; good if you want a basic, no‑fee‑to‑employer solution."}, {"id": "mai-20260917-1752-baseline|c191-m1|zai-small|Payactiv", "prompt": "c191-m1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Employer‑pays options** (platform fee): DailyPay, Payactiv, Branch."}, {"id": "mai-20260917-1752-baseline|c191-m2|alibaba-small|ZestPay", "prompt": "c191-m2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZestPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **ZestPay**. ... ZestPay provides the fastest path to value with a premium feel."}, {"id": "mai-20260917-1752-baseline|c191-m2|alibaba-small|DailyPay", "prompt": "c191-m2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **ZestPay** or **DailyPay**."}, {"id": "mai-20260917-1752-baseline|c191-m2|alibaba-small|Brightpay", "prompt": "c191-m2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Brightpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Cost-Efficient Choice: Brightpay ... Best For: Companies with mixed workforces"}, {"id": "mai-20260917-1752-baseline|c191-m2|alibaba-small|SavvyPay", "prompt": "c191-m2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "SavvyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Field-heavy (Logistics/Consulting):** Look at **Brightpay** or **SavvyPay**."}, {"id": "mai-20260917-1752-baseline|c191-m2|alibaba-small|FlexWage", "prompt": "c191-m2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "FlexWage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DailyPay or FlexWage generally have the deepest legacy integrations."}, {"id": "mai-20260917-1752-baseline|c191-m2|anthropic-small|DailyPay", "prompt": "c191-m2", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Common providers** include companies like DailyPay, Instant Financial, and others"}, {"id": "mai-20260917-1752-baseline|c191-m2|anthropic-small|Instant Financial", "prompt": "c191-m2", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Instant Financial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Common providers** include companies like DailyPay, Instant Financial, and others"}, {"id": "mai-20260917-1752-baseline|c191-m2|challenger-small|DailyPay", "prompt": "c191-m2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose a provider model like DailyPay-style EWA rather than a payroll advance or loan-based product"}, {"id": "mai-20260917-1752-baseline|c191-m2|challenger-small|BambooHR + Clair", "prompt": "c191-m2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "BambooHR + Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a simple HR-suite add-on: a built-in option like BambooHR + Clair can work"}, {"id": "mai-20260917-1752-baseline|c191-m2|challenger-small|PaidUp", "prompt": "c191-m2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "PaidUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a platform explicitly built for small and mid-sized businesses like PaidUp may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|ZayZoon", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|DailyPay", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise-focused vendors like DailyPay really shine at 500+ employees and are priced/positioned accordingly."}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|Branch", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Branch** as the alternative if you prioritize a free instant-transfer model"}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|Rain", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rain is worth shortlisting"}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|Gusto Wallet", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Gusto Wallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company already runs payroll on **Gusto**, this is the obvious choice"}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|Stream", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "instant transfers run from **~$3.29 (Stream) to $5 (ZayZoon/Tapcheck)**"}, {"id": "mai-20260917-1752-baseline|c191-m2|deepseek-small|Tapcheck", "prompt": "c191-m2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "instant transfers run from **~$3.29 (Stream) to $5 (ZayZoon/Tapcheck)**"}, {"id": "mai-20260917-1752-baseline|c191-m2|google-small|Tapcheck", "prompt": "c191-m2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tapcheck: Best Overall for Seamless Payroll Integrations ... **Tapcheck** is often the easiest and most robust choice."}, {"id": "mai-20260917-1752-baseline|c191-m2|google-small|ZayZoon", "prompt": "c191-m2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ZayZoon: Best for Financial Wellness & Professional Staff ... a market leader tailored specifically to small and mid-market businesses."}, {"id": "mai-20260917-1752-baseline|c191-m2|google-small|Immediate (ImmediatePay)", "prompt": "c191-m2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Immediate (ImmediatePay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Immediate** is an excellent mid-market specialist."}, {"id": "mai-20260917-1752-baseline|c191-m2|google-small|DailyPay", "prompt": "c191-m2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Plan to Scale Rapidly ... DailyPay** is the industry heavyweight."}, {"id": "mai-20260917-1752-baseline|c191-m2|google-small|Paylocity", "prompt": "c191-m2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Many of these systems now offer **native on-demand pay features** (such as Paylocity's built-in On Demand Payment)."}, {"id": "mai-20260917-1752-baseline|c191-m2|meta-small|Deel", "prompt": "c191-m2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the company can use a platform like Deel, which offers On-Demand Payroll and extended payroll cut-off dates"}, {"id": "mai-20260917-1752-baseline|c191-m2|minimax-small|ZayZoon", "prompt": "c191-m2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ZayZoon** as a top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c191-m2|minimax-small|Tapcheck", "prompt": "c191-m2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tapcheck** and **Immediate** are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c191-m2|minimax-small|Immediate", "prompt": "c191-m2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tapcheck** and **Immediate** are also strong contenders"}, {"id": "mai-20260917-1752-baseline|c191-m2|mistral-small|Rain", "prompt": "c191-m2", "model": "mistral-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some top EWA providers for mid-sized companies include **Rain, Clair, and PayActiv**."}, {"id": "mai-20260917-1752-baseline|c191-m2|mistral-small|Clair", "prompt": "c191-m2", "model": "mistral-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some top EWA providers for mid-sized companies include **Rain, Clair, and PayActiv**."}, {"id": "mai-20260917-1752-baseline|c191-m2|mistral-small|PayActiv", "prompt": "c191-m2", "model": "mistral-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "PayActiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some top EWA providers for mid-sized companies include **Rain, Clair, and PayActiv**."}, {"id": "mai-20260917-1752-baseline|c191-m2|moonshot-small|Rain", "prompt": "c191-m2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Rain**"}, {"id": "mai-20260917-1752-baseline|c191-m2|moonshot-small|ZayZoon", "prompt": "c191-m2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cost-conscious mid-market | Free entry-level option"}, {"id": "mai-20260917-1752-baseline|c191-m2|moonshot-small|Payactiv", "prompt": "c191-m2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-sensitive buyers | Lower fees; embeddable API"}, {"id": "mai-20260917-1752-baseline|c191-m2|moonshot-small|DailyPay", "prompt": "c191-m2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Larger mid-market planning to scale | Deepest payroll integrations"}, {"id": "mai-20260917-1752-baseline|c191-m2|openai-small|Payactiv", "prompt": "c191-m2", "model": "openai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Payactiv** as the safer default choice for an employer-sponsored on-demand pay benefit"}, {"id": "mai-20260917-1752-baseline|c191-m2|openai-small|EarnIn", "prompt": "c191-m2", "model": "openai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EarnIn** is better if you want a **lighter-touch / zero-integration** setup."}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|ZayZoon", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ZayZoon or Tapcheck as top on-demand pay (earned wage access, or EWA) benefits"}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|Tapcheck", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend ZayZoon or Tapcheck as top on-demand pay (earned wage access, or EWA) benefits"}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|DailyPay", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Providers like DailyPay or Payactiv lean toward enterprises (500+ employees) with higher volumes"}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|Payactiv", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Providers like DailyPay or Payactiv lean toward enterprises (500+ employees) with higher volumes"}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|Clair", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zero employer cost, fee-free for employees, API-first—great if tech-savvy B2B with US W2 staff."}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|Rain", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free for employers, mid-market focus (4.8/5 ratings), good for shift workers."}, {"id": "mai-20260917-1752-baseline|c191-m2|xai-small|EarnIn", "prompt": "c191-m2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid consumer apps like EarnIn (not employer-integrated)."}, {"id": "mai-20260917-1752-baseline|c191-m2|zai-small|Tapcheck", "prompt": "c191-m2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** is the strongest default for most mid-size B2Bs because it offers **zero employer cost**"}, {"id": "mai-20260917-1752-baseline|c191-m2|zai-small|Payactiv", "prompt": "c191-m2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Tapcheck** (or Payactiv/DailyPay if you prefer a different integration style)"}, {"id": "mai-20260917-1752-baseline|c191-m2|zai-small|DailyPay", "prompt": "c191-m2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Tapcheck** (or Payactiv/DailyPay if you prefer a different integration style)"}, {"id": "mai-20260917-1752-baseline|c191-m2|zai-small|Chime Workplace™", "prompt": "c191-m2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Chime Workplace™", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best fee-free for employees**; integrated with Chime's financial-wellness ecosystem"}, {"id": "mai-20260917-1752-baseline|c191-m2|zai-small|EarnIn", "prompt": "c191-m2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "EarnIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best consumer-style access**; strong mobile UX"}, {"id": "mai-20260917-1752-baseline|c191-m2|zai-small|Rain", "prompt": "c191-m2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-market focused**; easy integration"}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|DailyPay", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay: The largest player in the enterprise space."}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|EarnIn (formerly Earnin)", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn (formerly Earnin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The leader in the direct-to-consumer (DTC) market."}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|Payactiv", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A major competitor to DailyPay that focuses heavily on the mid-market"}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|ZayZoon", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its \"financial wellness\" approach"}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|Branch", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A rapidly growing provider that emphasizes API-first solutions"}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|Dave", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Direct-to-Consumer (EarnIn, Dave, Brigit)"}, {"id": "mai-20260917-1752-baseline|c191-m3|alibaba-small|Brigit", "prompt": "c191-m3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Brigit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Direct-to-Consumer (EarnIn, Dave, Brigit)"}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|Branch", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Branch provides EWA with no fees for standard transfers"}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|Chime Workplace", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Chime Workplace is structured as a financial wellness platform that includes fee-free earned wage access"}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|DailyPay", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading providers include Branch, Chime Workplace, DailyPay, Earnin, Payactiv, Rain, Tapcheck, and ZayZoon."}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|Earnin", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading providers include Branch, Chime Workplace, DailyPay, Earnin, Payactiv, Rain, Tapcheck, and ZayZoon."}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|Payactiv", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payactiv lets employees access up to 50% of their daily net earnings at any time."}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|Rain", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rain is an EWA and financial wellness platform that pairs on-demand wage access with a broad financial wellness layer"}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|Tapcheck", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The leading providers include Branch, Chime Workplace, DailyPay, Earnin, Payactiv, Rain, Tapcheck, and ZayZoon."}, {"id": "mai-20260917-1752-baseline|c191-m3|anthropic-small|ZayZoon", "prompt": "c191-m3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ZayZoon has established integrations with numerous systems, making it a rapid EWA solution for employers"}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|DailyPay", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose DailyPay** if you want the most enterprise-oriented platform with deep payroll/HCM integration."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|Payactiv", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Payactiv** if you want EWA plus broader financial-wellness tools and API embedding."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|Tapcheck", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Tapcheck** if you want straightforward payroll integration and a strong SMB-to-mid-market implementation profile."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|Branch", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Branch** if you want EWA bundled with a wallet, card, or worker banking features."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|Rain", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Rain, Immediate, or Chime Workplace** if your priority is a simpler, employer-sponsored model with lower or no worker fees."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|Chime Workplace", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Rain, Immediate, or Chime Workplace** if your priority is a simpler, employer-sponsored model with lower or no worker fees."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|ZayZoon", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **ZayZoon** | SMB-friendly rollout | Employer-free in some listings; worker fee per transfer | Small and midsize businesses"}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|EarnIn", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose EarnIn** if you want a consumer app that does not require employer sponsorship."}, {"id": "mai-20260917-1752-baseline|c191-m3|challenger-small|Immediate", "prompt": "c191-m3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Rain, Immediate, or Chime Workplace** if your priority is a simpler, employer-sponsored model with lower or no worker fees."}, {"id": "mai-20260917-1752-baseline|c191-m3|deepseek-small|DailyPay", "prompt": "c191-m3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are an employer with a large workforce using ADP/UKG: **DailyPay** or **Payactiv** are the safest, most proven choices."}, {"id": "mai-20260917-1752-baseline|c191-m3|deepseek-small|Payactiv", "prompt": "c191-m3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DailyPay** or **Payactiv** are the safest, most proven choices."}, {"id": "mai-20260917-1752-baseline|c191-m3|deepseek-small|Branch", "prompt": "c191-m3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "More of a \"banking replacement\" than a pure pay advance tool; encourages users to spend via its card to offset fees."}, {"id": "mai-20260917-1752-baseline|c191-m3|deepseek-small|EarnIn", "prompt": "c191-m3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are an employee without employer support: **EarnIn** is your only real option, but you pay higher fees and face a lower cap."}, {"id": "mai-20260917-1752-baseline|c191-m3|deepseek-small|Chime MyPay", "prompt": "c191-m3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime MyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Chime MyPay** is the only one with no fees, but it requires a Chime bank account."}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|DailyPay", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you run a **large enterprise** with complex payroll needs: Look at **DailyPay**."}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|Payactiv", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a **holistic wellness package** with savings tools and financial coaching: Look at **Payactiv**."}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|Branch", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a **100% free instant option** for hourly workers ... Look at **Branch**."}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|Tapcheck", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a **small business** looking for quick setup and low administrative burden: Look at **Tapcheck**."}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|EarnIn", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Individual employees whose employers do *not* offer an integrated EWA benefit."}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|Dave", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Direct-to-Consumer (e.g., EarnIn, Dave, Brigit)"}, {"id": "mai-20260917-1752-baseline|c191-m3|google-small|Brigit", "prompt": "c191-m3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Brigit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Direct-to-Consumer (e.g., EarnIn, Dave, Brigit)"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Branch", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers include Branch, Chime Workplace, DailyPay, Earnin, Payactiv, Rain, Stream, Tapcheck, and ZayZoon."}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Chime Workplace", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top providers include Branch, Chime Workplace, DailyPay..."}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|DailyPay", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "DailyPay is considered the strongest overall pick for large enterprises already running ADP, Workday, or UKG, due to its deep payroll integration bench."}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Earnin", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some providers, such as Earnin, offer up to $150/day with no mandatory fees"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Payactiv", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payactiv and Clair are the only two providers with genuinely documented, embeddable APIs"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Rain", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Branch, Chime Workplace, DailyPay, Earnin, Payactiv, Rain, Stream, Tapcheck, and ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Stream", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rain, Stream, Tapcheck, and ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Tapcheck", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rain, Stream, Tapcheck, and ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|ZayZoon", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Rain, Stream, Tapcheck, and ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Clair", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Payactiv and Clair are the only two providers with genuinely documented, embeddable APIs"}, {"id": "mai-20260917-1752-baseline|c191-m3|meta-small|Brigit", "prompt": "c191-m3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Brigit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others, such as Brigit, charge a flat monthly fee of $8.99"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|DailyPay", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large U.S. employers, **DailyPay** or **PayActiv** offer the most robust, scalable solutions"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Earnin", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for a free\\u2011to\\u2011employee, consumer\\u2011oriented product, **Earnin** is the leader"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|PayActiv", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "PayActiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most large U.S. employers, **DailyPay** or **PayActiv** offer the most robust, scalable solutions"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Rain Technologies", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cater to organizations that want to embed EWA into their own banking or payroll platforms"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|FlexWage", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "FlexWage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Company looking for a low\\u2011cost or no\\u2011cost employee benefit | FlexWage, Branch"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Wagestream", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "for UK or Indian markets, **Wagestream**, **Hastee**, and **Refyne** respectively are the go\\u2011to players"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Refyne", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Refyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "India / Asia\\u2011Pacific staff | Refyne (India)"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|CloudPay NOW", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "CloudPay NOW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Employer wanting a white\\u2011label solution for a bank or payroll platform | Rain Technologies, CloudPay NOW"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Instant Financial", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Instant Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Need a prepaid card with instant funding | Instant Financial, Hastee, Branch"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Hastee", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Hastee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "UK\\u2011based workforce | Wagestream, Hastee"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Branch", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Small\\u2011business or mid\\u2011market looking for quick setup | DailyPay (quick API), FlexWage, Branch"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|ZayZoon", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Regional players (Wagestream, Hastee, Refyne, ZayZoon, Earnipay) serve specific geographies"}, {"id": "mai-20260917-1752-baseline|c191-m3|minimax-small|Earnipay", "prompt": "c191-m3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnipay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Earnipay (Nigeria) | Local payroll connectors, regional focus"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|DailyPay", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay stands out as the leading pure-play EWA provider globally by revenue and enterprise client count"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|PayActiv", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "PayActiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "these are the market leaders, collectively anchoring the competitive landscape"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Earnin", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DailyPay, PayActiv, and Earnin—these are the market leaders"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Wagestream", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable providers include: Wagestream"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|FlexWage", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "FlexWage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Rain Technologies, Inc.", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain Technologies, Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Refyne", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Refyne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|CloudPay NOW", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "CloudPay NOW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Instant Financial", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Instant Financial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Hastee", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Hastee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Branch", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|ZayZoon", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "others target small and mid-size businesses (ZayZoon)"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Cleo", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Cleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Brigit", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Brigit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Other notable providers include"}, {"id": "mai-20260917-1752-baseline|c191-m3|mistral-small|Dave ExtraCash", "prompt": "c191-m3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dave ExtraCash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "or gig workers (Dave ExtraCash)"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|DailyPay", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**DailyPay** | Enterprise volume | Covers 6M+ employees across 1,200+ employers"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|Payactiv", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Payactiv** | Cost-sensitive mid-market | Includes financial wellness tools"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|ZayZoon", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ZayZoon** | SMBs and mid-size businesses | No cost to employers"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|Branch", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Branch** | Platforms needing API integration"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|Clair", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Clair** | API-first embedded models"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|EarnIn", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**EarnIn** | Biggest advances | Up to $1,000/pay period"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|MoneyLion", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "MoneyLion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**MoneyLion** | All-in-one financial app"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|Dave", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dave** | Small advances with instant funding"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|Brigit", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Brigit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Brigit** | Overdraft protection"}, {"id": "mai-20260917-1752-baseline|c191-m3|moonshot-small|Cleo", "prompt": "c191-m3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Cleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Cleo** | Budgeting alongside advances"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|DailyPay", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A 2026 Everest Group assessment named **DailyPay** the highest-scoring provider among 16 EWA vendors"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|Payactiv", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Generally employer-sponsored, but they vary in payout rails, wallet/card dependence, payroll depth, and industry focus"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|Tapcheck", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tapcheck**: Payroll-native, heavy payroll/timekeeping integration, strong on workflow automation"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|EarnIn", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EarnIn**: More consumer/direct-to-consumer and “zero integration” for employers"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|Branch", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payactiv / Branch / Instant Financial / Rain / Wisely**: Generally employer-sponsored"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|Instant Financial", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Instant Financial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Payactiv / Branch / Instant Financial / Rain / Wisely**: Generally employer-sponsored"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|Rain", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Payactiv / Branch / Instant Financial / Rain / Wisely**: Generally employer-sponsored"}, {"id": "mai-20260917-1752-baseline|c191-m3|openai-small|Wisely by ADP", "prompt": "c191-m3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wisely by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DailyPay, Payactiv, Tapcheck, EarnIn, Branch, Instant Financial, Rain, and Wisely by ADP"}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|DailyPay", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay, Payactiv, and Earnin, which consistently rank as leaders by revenue, user base, and market adoption ... revenue: DailyPay tops"}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|Payactiv", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consistently rank as leaders by revenue, user base, and market adoption"}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|Earnin", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Direct-to-consumer (e.g., Earnin): No employer tie; estimates from bank history. Higher risk, optional tips/fees."}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|Rain", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong contenders are Rain, Branch, FlexWage, ZayZoon, Wagestream, and Chime Workplace."}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|Branch", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other strong contenders are Rain, Branch, FlexWage..."}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|FlexWage", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "FlexWage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong contenders are Rain, Branch, FlexWage, ZayZoon, Wagestream, and Chime Workplace."}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|ZayZoon", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong contenders are Rain, Branch, FlexWage, ZayZoon, Wagestream, and Chime Workplace."}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|Wagestream", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Wagestream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other strong contenders are Rain, Branch, FlexWage, ZayZoon, Wagestream, and Chime Workplace."}, {"id": "mai-20260917-1752-baseline|c191-m3|xai-small|Chime Workplace", "prompt": "c191-m3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "$0 (to Chime acct) ... Truly free; overdraft tools | Requires Chime account"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|EarnIn", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gig workers and individuals looking for fast, fee-free advances may prefer **EarnIn** or **MoneyLion**."}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|DailyPay", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises with complex payroll systems often choose **DailyPay** or **Payactiv**."}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Payactiv", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises with complex payroll systems often choose **DailyPay** or **Payactiv**."}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Branch®", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employers seeking seamless payroll integration and fee-free options may prefer **Chime Workplace™** or **Branch®**."}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Chime Workplace™", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace™", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Employers seeking seamless payroll integration and fee-free options may prefer **Chime Workplace™**"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Dave", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Dave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Subscription model, strong emphasis on overdraft protection and budgeting"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|MoneyLion", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "MoneyLion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "may prefer **EarnIn** or **MoneyLion**"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Klover", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Klover", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No recurring fees, flexible repayment schedule (1–3 days)"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|ZayZoon", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tailored for small- and mid-size businesses with easy onboarding"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Cleo", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Cleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-driven budgeting and financial-wellness insights"}, {"id": "mai-20260917-1752-baseline|c191-m3|zai-small|Brigit", "prompt": "c191-m3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Brigit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Predictive overdraft protection; emphasizes automated “smart” advances"}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Chime Banking", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute Lowest Cost** | **Dave / Chime** | No contract, no fees, no work for HR."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Dave", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Dave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Absolute Lowest Cost** | **Dave / Chime** | No contract, no fees, no work for HR."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Brass", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Brass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Providers:** **Chime Banking**, **Dave**, or **Brass**."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Rippling", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Integration** | **Rippling** | Bundled cost if you are already using them."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Deel", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling and Deel have recently integrated liquidity/EWA features directly into their platforms."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|DailyPay", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best Vendor Option** | **DailyPay** | Most scalable; allows \"zero-cost-to-employer\" tiers."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Local Credit Unions", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Local Credit Unions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cons:** Availability varies wildly by region."}, {"id": "mai-20260917-1752-baseline|c191-m4|alibaba-small|Bancorp", "prompt": "c191-m4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Bancorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Providers:** **Local Credit Unions** or **Bancorp**."}, {"id": "mai-20260917-1752-baseline|c191-m4|anthropic-small|Payactiv", "prompt": "c191-m4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Payactiv** - It's a zero-cost benefit that requires no change to cash flow. Payactiv is the only EWA provider to provide 5 free options"}, {"id": "mai-20260917-1752-baseline|c191-m4|anthropic-small|Tapcheck", "prompt": "c191-m4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Tapcheck** - Available at no cost to employers"}, {"id": "mai-20260917-1752-baseline|c191-m4|anthropic-small|Gusto's Built-in EWA", "prompt": "c191-m4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Gusto's Built-in EWA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is particularly valuable if you're already using Gusto for payroll."}, {"id": "mai-20260917-1752-baseline|c191-m4|anthropic-small|Chime Workplace", "prompt": "c191-m4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employers can offer no-fee earned wage access, embedded in a broader financial wellness suite"}, {"id": "mai-20260917-1752-baseline|c191-m4|challenger-small|ZayZoon", "prompt": "c191-m4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **ZayZoon** or **Tapcheck**, with **ZayZoon** the safer default"}, {"id": "mai-20260917-1752-baseline|c191-m4|challenger-small|Tapcheck", "prompt": "c191-m4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tapcheck** the best pick if you want a clearly **free-for-employers** option"}, {"id": "mai-20260917-1752-baseline|c191-m4|challenger-small|Earnin", "prompt": "c191-m4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Earnin** is another low-budget option because it is direct-to-employee"}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|ZayZoon", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **ZayZoon** (SMB-specific, free to offer) or **Tapcheck** (best overall, free to offer)"}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|Tapcheck", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **ZayZoon** (SMB-specific, free to offer) or **Tapcheck** (best overall, free to offer)"}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|Clair", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want zero employee fees too and use a supported HR platform, look at **Clair**."}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|Chime Workplace", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fee-free for both employers *and* employees"}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|Rain", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rain & Keeper \\u2014 Also $0 to employers**"}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|Keeper", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rain & Keeper \\u2014 Also $0 to employers**"}, {"id": "mai-20260917-1752-baseline|c191-m4|deepseek-small|DailyPay", "prompt": "c191-m4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "is the biggest brand but is more enterprise-oriented; its \"free\" claims are aimed at larger contracts"}, {"id": "mai-20260917-1752-baseline|c191-m4|google-small|Clair", "prompt": "c191-m4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Clair (Best Overall for Native Payroll Integrations)"}, {"id": "mai-20260917-1752-baseline|c191-m4|google-small|Branch", "prompt": "c191-m4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Branch (Best for a 100% Fee-Free Ecosystem)"}, {"id": "mai-20260917-1752-baseline|c191-m4|google-small|ZayZoon", "prompt": "c191-m4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. ZayZoon (Best for Fast Deployment & Employee \"Perks\")"}, {"id": "mai-20260917-1752-baseline|c191-m4|google-small|Payactiv", "prompt": "c191-m4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Payactiv (Best for Large Hourly/Shift Workforces)"}, {"id": "mai-20260917-1752-baseline|c191-m4|meta-small|Clair", "prompt": "c191-m4", "model": "meta-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best earned wage access provider for a company with a limited budget is Clair"}, {"id": "mai-20260917-1752-baseline|c191-m4|minimax-small|Tapcheck", "prompt": "c191-m4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** (Best Overall for Small Budgets)"}, {"id": "mai-20260917-1752-baseline|c191-m4|minimax-small|DailyPay", "prompt": "c191-m4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Start with Tapcheck or DailyPay** - Both offer free employer cost models"}, {"id": "mai-20260917-1752-baseline|c191-m4|minimax-small|Payactiv", "prompt": "c191-m4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payactiv** (Best for Low Employee Fees)"}, {"id": "mai-20260917-1752-baseline|c191-m4|minimax-small|ZayZoon", "prompt": "c191-m4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZayZoon** (Best for Small Businesses)"}, {"id": "mai-20260917-1752-baseline|c191-m4|mistral-small|Tapcheck", "prompt": "c191-m4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** and **Clair** are frequently highlighted as the most affordable and easiest to implement for small businesses."}, {"id": "mai-20260917-1752-baseline|c191-m4|mistral-small|Clair", "prompt": "c191-m4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tapcheck** and **Clair** are frequently highlighted as the most affordable and easiest to implement for small businesses."}, {"id": "mai-20260917-1752-baseline|c191-m4|mistral-small|ZayZoon", "prompt": "c191-m4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ZayZoon** is also a strong choice for small and mid-sized businesses, offering a free employer plan with a flat employee fee"}, {"id": "mai-20260917-1752-baseline|c191-m4|mistral-small|Payactiv", "prompt": "c191-m4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payactiv** is another cost-effective option, with free ACH transfers and low employee fees"}, {"id": "mai-20260917-1752-baseline|c191-m4|moonshot-small|ZayZoon", "prompt": "c191-m4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ZayZoon** or **Tapcheck** as your top choices"}, {"id": "mai-20260917-1752-baseline|c191-m4|moonshot-small|Tapcheck", "prompt": "c191-m4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **ZayZoon** or **Tapcheck** as your top choices"}, {"id": "mai-20260917-1752-baseline|c191-m4|moonshot-small|Payactiv", "prompt": "c191-m4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payactiv** stands out because it offers genuinely free wage access"}, {"id": "mai-20260917-1752-baseline|c191-m4|moonshot-small|Branch", "prompt": "c191-m4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free standard delivery option helps cost-conscious employees"}, {"id": "mai-20260917-1752-baseline|c191-m4|openai-small|Payactiv", "prompt": "c191-m4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your goal is **lowest employer cost**, I’d start with **Payactiv** or **DailyPay**."}, {"id": "mai-20260917-1752-baseline|c191-m4|openai-small|DailyPay", "prompt": "c191-m4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its instant transfer fee is typically **$1.99–$3.99** depending on program/state, so employee costs can be higher"}, {"id": "mai-20260917-1752-baseline|c191-m4|openai-small|Branch", "prompt": "c191-m4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Branch** can be attractive because it includes **free standard ACH**"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|ZayZoon", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZayZoon (Best Overall for Small Businesses)"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|Tapcheck", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tapcheck (Best for Easy Payroll Integration)"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|EarnIn", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EarnIn (Best No-Integration Option)"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|Payactiv", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Payactiv and DailyPay are also employer-free in many cases but may require more integration for smaller firms"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|DailyPay", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may require more integration for smaller firms"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|Branch", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid providers like Branch or Rain if budget is ultra-tight"}, {"id": "mai-20260917-1752-baseline|c191-m4|xai-small|Rain", "prompt": "c191-m4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid providers like Branch or Rain if budget is ultra-tight"}, {"id": "mai-20260917-1752-baseline|c191-m4|zai-small|Tapcheck", "prompt": "c191-m4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tapcheck is widely considered the best overall value for small businesses due to its simplicity and zero cost to the employer."}, {"id": "mai-20260917-1752-baseline|c191-m4|zai-small|ZayZoon", "prompt": "c191-m4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tapcheck** or **ZayZoon** are your best starting points."}, {"id": "mai-20260917-1752-baseline|c191-m4|zai-small|Payactiv", "prompt": "c191-m4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payactiv is a pioneer in the industry and offers a robust set of tools beyond just wage access."}, {"id": "mai-20260917-1752-baseline|c191-m4|zai-small|Rain", "prompt": "c191-m4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rain is a newer platform that is growing in popularity for its low fees and payroll-native integration."}, {"id": "mai-20260917-1752-baseline|c191-m5|deepseek-small|DailyPay", "prompt": "c191-m5", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a specific comparison of leading providers (e.g., DailyPay, Payactiv, Branch, Chime Workplace)"}, {"id": "mai-20260917-1752-baseline|c191-m5|deepseek-small|Payactiv", "prompt": "c191-m5", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a specific comparison of leading providers (e.g., DailyPay, Payactiv, Branch, Chime Workplace)"}, {"id": "mai-20260917-1752-baseline|c191-m5|deepseek-small|Branch", "prompt": "c191-m5", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a specific comparison of leading providers (e.g., DailyPay, Payactiv, Branch, Chime Workplace)"}, {"id": "mai-20260917-1752-baseline|c191-m5|deepseek-small|Chime Workplace", "prompt": "c191-m5", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a specific comparison of leading providers (e.g., DailyPay, Payactiv, Branch, Chime Workplace)"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|DailyPay", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some leading EWA providers include:\n- **DailyPay**"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|PayActiv", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "PayActiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some leading EWA providers include: ... **PayActiv**"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|Branch", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some leading EWA providers include: ... **Branch**"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|Even (by Walmart)", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Even (by Walmart)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Even (by Walmart)**"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|Rain", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rain**"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|ZayZoon", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "ZayZoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-m5|mistral-small|Cash App Payroll", "prompt": "c191-m5", "model": "mistral-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Cash App Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cash App Payroll (for smaller teams)**"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|Chime Workplace", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "benchmark against providers like Chime Workplace (fee-free)"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|Payactiv", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payactiv ($3.49 instant)"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|DailyPay", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DailyPay ($3.49)"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|Stream", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Stream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(E.g., Chime/Stream offer advanced suites.)"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|Branch", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 providers: Chime, Payactiv, DailyPay, Branch, Rain, FlexWage"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|Rain", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chime, Payactiv, DailyPay, Branch, Rain, FlexWage (top-rated for compliance)"}, {"id": "mai-20260917-1752-baseline|c191-m5|xai-small|FlexWage", "prompt": "c191-m5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "FlexWage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FlexWage (top-rated for compliance)"}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|DailyPay / Instapay", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay / Instapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While widely used, they are often criticized for timing mismatches that cause overdrafts on bank accounts that were previously balanced."}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Marqeta/Stripe-backed apps", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Marqeta/Stripe-backed apps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Any generic app using standard banking rails can suffer from timing errors."}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Modern Money", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Modern Money", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "In late 2023 and 2024, Modern Money ceased new funding and faced significant operational challenges, leaving many users worried about accessing their funds."}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Dayforce", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Generally Safe: Employer-sponsored platforms (e.g., **Dayforce, ADP, Gusto, UKG**) integrated directly into your work schedule."}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Adp Flex", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Adp Flex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Generally Safe: Employer-sponsored platforms (e.g., **Dayforce, ADP, Gusto, UKG**)"}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Gusto", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Reputable providers like *Dayforce Workforce now*, *Adp Flex*, or *Gusto* automatically deduct the amount you withdrew next payday."}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|UKG", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Generally Safe: Employer-sponsored platforms (e.g., **Dayforce, ADP, Gusto, UKG**)"}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Albert", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Albert", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Proceed with Caution: Consumer-facing apps (**Albert, Brigit, Current**) that require you to link your own bank account and may involve credit checks."}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Brigit", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Proceed with Caution: Consumer-facing apps (**Albert, Brigit, Current**)"}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Current", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Current", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Proceed with Caution: Consumer-facing apps (**Albert, Brigit, Current**)"}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Gainful", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Gainful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Use Only as a Backup: Mass-market workplace apps (**DailyPay, Gainful, Instavest**)—reliable, but prone to the \"timing mismatch\" errors"}, {"id": "mai-20260917-1752-baseline|c191-m6|alibaba-small|Instavest", "prompt": "c191-m6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Instavest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Use Only as a Backup: Mass-market workplace apps (**DailyPay, Gainful, Instavest**)—reliable, but prone to the \"timing mismatch\" errors"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|EarnIn (ActiveHours)", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn (ActiveHours)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The District of Columbia Attorney General has filed suit against ActiveHours Inc., doing business as EarnIn, alleging that the app-based lender deceptively marketed and provided illegal high-interest loans"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Brigit", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Courts in multiple states have ruled against several payday loan apps including Brigit, Cleo, Dave..."}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Cleo", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Cleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Courts in multiple states have ruled against several payday loan apps including Brigit, Cleo, Dave"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Dave", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Courts in multiple states have ruled against several payday loan apps including Brigit, Cleo, Dave"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|FloatMe", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "FloatMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Courts in multiple states have ruled against several payday loan apps including ... FloatMe"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Grant Money", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Grant Money", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Courts in multiple states have ruled against several payday loan apps including ... Grant Money"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Klover", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Klover", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Courts in multiple states have ruled against several payday loan apps including ... Klover"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|MoneyLion", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Courts in multiple states have ruled against several payday loan apps including ... MoneyLion"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Tilt (fka Empower)", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tilt (fka Empower)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Courts in multiple states have ruled against several payday loan apps including ... Tilt (fka Empower)"}, {"id": "mai-20260917-1752-baseline|c191-m6|anthropic-small|Grid", "prompt": "c191-m6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Grid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Courts in multiple states have ruled against several payday loan apps including ... and Grid"}, {"id": "mai-20260917-1752-baseline|c191-m6|challenger-small|EarnIn", "prompt": "c191-m6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I would be more cautious with **high-fee or add-on-heavy usage of apps like EarnIn, Dave, MoneyLion, DailyPay, Brigit, and Empower**"}, {"id": "mai-20260917-1752-baseline|c191-m6|challenger-small|Dave", "prompt": "c191-m6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "I would be more cautious with **high-fee or add-on-heavy usage of apps like EarnIn, Dave, MoneyLion, DailyPay, Brigit, and Empower**"}, {"id": "mai-20260917-1752-baseline|c191-m6|challenger-small|MoneyLion", "prompt": "c191-m6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I would be more cautious with **high-fee or add-on-heavy usage of apps like EarnIn, Dave, MoneyLion, DailyPay, Brigit, and Empower**"}, {"id": "mai-20260917-1752-baseline|c191-m6|challenger-small|DailyPay", "prompt": "c191-m6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I would be more cautious with **high-fee or add-on-heavy usage of apps like EarnIn, Dave, MoneyLion, DailyPay, Brigit, and Empower**"}, {"id": "mai-20260917-1752-baseline|c191-m6|challenger-small|Brigit", "prompt": "c191-m6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "I would be more cautious with **high-fee or add-on-heavy usage of apps like EarnIn, Dave, MoneyLion, DailyPay, Brigit, and Empower**"}, {"id": "mai-20260917-1752-baseline|c191-m6|challenger-small|Empower", "prompt": "c191-m6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "I would be more cautious with **high-fee or add-on-heavy usage of apps like EarnIn, Dave, MoneyLion, DailyPay, Brigit, and Empower**"}, {"id": "mai-20260917-1752-baseline|c191-m6|deepseek-small|Dave", "prompt": "c191-m6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid. The FTC's complaint highlights systemic deception aimed at financially vulnerable users."}, {"id": "mai-20260917-1752-baseline|c191-m6|deepseek-small|EarnIn", "prompt": "c191-m6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict:** Be cautious. The \"tip\" is effectively a disguised interest charge"}, {"id": "mai-20260917-1752-baseline|c191-m6|deepseek-small|Solo Funds", "prompt": "c191-m6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Solo Funds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid. Peer-to-peer lending apps blur the lines of EWA"}, {"id": "mai-20260917-1752-baseline|c191-m6|deepseek-small|MoneyLion", "prompt": "c191-m6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** Be cautious. Not as egregious as Dave or EarnIn, but the subscription model can trap users."}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|Dave", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "providers that you should **avoid or approach with extreme caution**"}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|Brigit (Bridge It, Inc.)", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit (Bridge It, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Subscription traps, extremely high hidden APRs, and blocked cancellations."}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|FloatMe", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "FloatMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Unfair lending practices, deceptive \"free\" claims, and discrimination."}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|EarnIn (ActiveHours, Inc.)", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn (ActiveHours, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Unlicensed lending and deceptive marketing."}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|Albert", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Albert", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Hidden subscription costs, high instant-transfer fees, and predatory repayment windows."}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|DailyPay", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "try to use **employer-partnered** programs (such as DailyPay or Payactiv) rather than third-party consumer apps"}, {"id": "mai-20260917-1752-baseline|c191-m6|google-small|Payactiv", "prompt": "c191-m6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "try to use **employer-partnered** programs (such as DailyPay or Payactiv)"}, {"id": "mai-20260917-1752-baseline|c191-m6|meta-small|Dave", "prompt": "c191-m6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some earned wage access providers to be cautious about include:\n\n1. Dave"}, {"id": "mai-20260917-1752-baseline|c191-m6|meta-small|EarnIn", "prompt": "c191-m6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "providers to be cautious about include: ... 2. EarnIn"}, {"id": "mai-20260917-1752-baseline|c191-m6|meta-small|Brigit", "prompt": "c191-m6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "providers to be cautious about include: ... 3. Brigit"}, {"id": "mai-20260917-1752-baseline|c191-m6|meta-small|Empower", "prompt": "c191-m6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "providers to be cautious about include: ... 4. Empower"}, {"id": "mai-20260917-1752-baseline|c191-m6|meta-small|MoneyLion", "prompt": "c191-m6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "providers to be cautious about include: ... 5. MoneyLion"}, {"id": "mai-20260917-1752-baseline|c191-m6|meta-small|DailyPay", "prompt": "c191-m6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "providers to be cautious about include: ... 6. DailyPay"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|EarnIn", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "their \"voluntary\" tips can result in effective APRs of 120%–365% ... Avoid providers that rely on tips or subscriptions"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|Dave", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "EarnIn and Dave (tip-based model) ... can trap users in cycles similar to payday loans"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|Brigit", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These charge $9.99–$14.99/month, which can add up to 70%–180% APR"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|Empower", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Brigit and Empower (subscription model): These charge $9.99–$14.99/month"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|MoneyLion", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Charging $3.99–$8.99 per instant transfer can lead to APRs of 260%–330% if used frequently"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|DailyPay", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "MoneyLion and DailyPay (speed fees) ... Consider alternatives like employer-backed programs (DailyPay, Payactiv, Branch)"}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|Payactiv", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider alternatives like employer-backed programs (DailyPay, Payactiv, Branch) if available, as these often have lower fees and better terms."}, {"id": "mai-20260917-1752-baseline|c191-m6|mistral-small|Branch", "prompt": "c191-m6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "employer-backed programs (DailyPay, Payactiv, Branch) ... often have lower fees and better terms"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|EarnIn", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sued by DC AG (Nov 2024), Colorado AG (Aug 2026) | Illegal interest rates via \"tips\" and expedited fees; deceptive practices"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|DailyPay", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sued by NY AG (April 2025) | Usurious interest rates; illegal payday lending"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|MoneyLion", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sued by NY AG & Baltimore (2025) | Excessive fees/tips violate usury laws"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Dave", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "FTC action (United States v. Dave) | Deceptive practices related to tipping"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Brigit", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "FTC settlement ($18M in refunds, Nov 2023) | Deceptive \"instant\" advance promises"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|FloatMe", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "FloatMe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "FTC settlement ($3M in refunds, Jan 2024) | Deceptive \"free money\" promises"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Solo Funds", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Solo Funds", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "CFPB action | Deceptive practices; dark patterns for tips"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Albert", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Albert", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher Risk: Direct-to-consumer apps (EarnIn, Dave, Brigit, FloatMe, MoneyLion, Albert, Empower, Possible)"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Empower", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Higher Risk: Direct-to-consumer apps (... Albert, Empower, Possible)"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Possible", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Possible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Higher Risk: Direct-to-consumer apps (... Albert, Empower, Possible)"}, {"id": "mai-20260917-1752-baseline|c191-m6|moonshot-small|Payactiv", "prompt": "c191-m6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Employer-integrated EWA through your workplace (Payactiv, etc.)"}, {"id": "mai-20260917-1752-baseline|c191-m6|openai-small|EarnIn", "prompt": "c191-m6", "model": "openai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**EarnIn** — BBB complaint pages show unresolved consumer disputes and technical/payment issues... it's a signal to scrutinize fees, repayment timing, and support quality."}, {"id": "mai-20260917-1752-baseline|c191-m6|openai-small|MoneyLion", "prompt": "c191-m6", "model": "openai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**MoneyLion / Dave / similar direct-to-consumer cash advance apps** — consumer-facing reviews and advocacy groups often group these apps with EWA products that can charge fees"}, {"id": "mai-20260917-1752-baseline|c191-m6|openai-small|Dave", "prompt": "c191-m6", "model": "openai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**MoneyLion / Dave / similar direct-to-consumer cash advance apps** — ... can charge fees or rely on tips/subscriptions."}, {"id": "mai-20260917-1752-baseline|c191-m6|xai-small|EarnIn", "prompt": "c191-m6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with Earned Wage Access (EWA) providers facing significant legal challenges ... **EarnIn**: Sued by D.C. Attorney General"}, {"id": "mai-20260917-1752-baseline|c191-m6|xai-small|MoneyLion", "prompt": "c191-m6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**MoneyLion**: Sued by New York AG (Apr 2025) ... Accused of pushing workers into debt cycles."}, {"id": "mai-20260917-1752-baseline|c191-m6|xai-small|DailyPay", "prompt": "c191-m6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**DailyPay**: Sued by New York AG (Apr 2025) alongside MoneyLion for high fees ... violating usury laws. High BBB/CFPB complaints"}, {"id": "mai-20260917-1752-baseline|c191-m6|xai-small|Payactiv", "prompt": "c191-m6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BBB/CFPB logs (2022\\u20132024) cite overdrafts, incorrect debits, poor support (e.g., DailyPay, Payactiv in samples)"}, {"id": "mai-20260917-1752-baseline|c191-m6|zai-small|EarnIn", "prompt": "c191-m6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid** unless you use the free standard transfer option and read the fine print carefully."}, {"id": "mai-20260917-1752-baseline|c191-m6|zai-small|Dave", "prompt": "c191-m6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict:** **Caution.** It is generally safer to use the standard (free) transfer option with Dave"}, {"id": "mai-20260917-1752-baseline|c191-m6|zai-small|Payactiv", "prompt": "c191-m6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** **Proceed with Caution.** ... the 2025 data breach and previous regulatory disputes should be factored into your decision."}, {"id": "mai-20260917-1752-baseline|c191-m6|zai-small|ADP", "prompt": "c191-m6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "check if your employer offers a direct EWA program through their payroll provider (like ADP, Paychex, or Gusto)"}, {"id": "mai-20260917-1752-baseline|c191-m6|zai-small|Paychex", "prompt": "c191-m6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "check if your employer offers a direct EWA program through their payroll provider (like ADP, Paychex, or Gusto)"}, {"id": "mai-20260917-1752-baseline|c191-m6|zai-small|Gusto", "prompt": "c191-m6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "check if your employer offers a direct EWA program through their payroll provider (like ADP, Paychex, or Gusto)"}, {"id": "mai-20260917-1752-baseline|c191-s1|alibaba-small|Gusto Earned Wage Access", "prompt": "c191-s1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Gusto Earned Wage Access", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use **Gusto** for payroll, this is arguably the best choice for a small B2B team."}, {"id": "mai-20260917-1752-baseline|c191-s1|alibaba-small|Modern EWA", "prompt": "c191-s1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Modern EWA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Zero Employer Cost: Modern EWA"}, {"id": "mai-20260917-1752-baseline|c191-s1|alibaba-small|Tapcheck", "prompt": "c191-s1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Fast Deployment & Flat-Rate Pricing: Tapcheck or Immediate"}, {"id": "mai-20260917-1752-baseline|c191-s1|alibaba-small|Immediate", "prompt": "c191-s1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast Deployment & Flat-Rate Pricing: Tapcheck or Immediate"}, {"id": "mai-20260917-1752-baseline|c191-s1|alibaba-small|Rain", "prompt": "c191-s1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Hybrid/Salaried Workforces: Rain or ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-s1|alibaba-small|ZayZoon", "prompt": "c191-s1", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Hybrid/Salaried Workforces: Rain or ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-s1|anthropic-small|PayActiv", "prompt": "c191-s1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "PayActiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PayActiv is an award-winning holistic financial wellness solution ... It's a zero-cost benefit that requires no change to cash flow."}, {"id": "mai-20260917-1752-baseline|c191-s1|anthropic-small|Tapcheck", "prompt": "c191-s1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tapcheck is the only earned wage access provider that is payroll-native"}, {"id": "mai-20260917-1752-baseline|c191-s1|anthropic-small|GoDo", "prompt": "c191-s1", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "direct", "raw": "GoDo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoDo offers employees early access to their wages without fees or interest ... with 63% of its customer base in small business."}, {"id": "mai-20260917-1752-baseline|c191-s1|challenger-small|ZayZoon", "prompt": "c191-s1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **default choice** is usually **ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-s1|challenger-small|Tapcheck", "prompt": "c191-s1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tapcheck** is a strong contender and is often ranked as the best overall SMB option"}, {"id": "mai-20260917-1752-baseline|c191-s1|challenger-small|Branch", "prompt": "c191-s1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Branch** is also attractive because it says offering EWA comes at no cost to the business"}, {"id": "mai-20260917-1752-baseline|c191-s1|challenger-small|Gusto Wallet", "prompt": "c191-s1", "model": "challenger-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Gusto Wallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you already use Gusto:** **Gusto Wallet**"}, {"id": "mai-20260917-1752-baseline|c191-s1|deepseek-small|ZayZoon", "prompt": "c191-s1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZayZoon is widely considered the best EWA provider for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c191-s1|deepseek-small|Tapcheck", "prompt": "c191-s1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tapcheck** is the runner-up if you want the broadest no-code integrations"}, {"id": "mai-20260917-1752-baseline|c191-s1|deepseek-small|Payactiv", "prompt": "c191-s1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payactiv** wins if minimizing employee fees is your priority"}, {"id": "mai-20260917-1752-baseline|c191-s1|deepseek-small|Rain", "prompt": "c191-s1", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most (ZayZoon, Tapcheck, Rain) are free to employers"}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|Tapcheck", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** (Best Overall for SMBs)"}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|ZayZoon", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZayZoon** (Best for Financial Wellness & Integrations)"}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|Clair", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clair** (Best Free-to-Employee Model)"}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|Gusto", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For example, Gusto offers \"Gusto Cashout\" natively."}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|Paylocity", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your B2B company uses **Gusto**, **Paylocity**, or **ADP**, check their built-in features first."}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|ADP", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check their built-in features first"}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|Payactiv", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Payactiv is one of the pioneers of the EWA space and offers a powerful **Access-as-a-Service** API infrastructure."}, {"id": "mai-20260917-1752-baseline|c191-s1|google-small|Immediate", "prompt": "c191-s1", "model": "google-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Immediate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Immediate provides dedicated embedded and white-label EWA platforms designed for SaaS systems and financial institutions."}, {"id": "mai-20260917-1752-baseline|c191-s1|meta-small|ZayZoon", "prompt": "c191-s1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best earned wage access provider for a small B2B company is likely to be ZayZoon"}, {"id": "mai-20260917-1752-baseline|c191-s1|meta-small|DailyPay", "prompt": "c191-s1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are DailyPay, Payactiv, and Earnin"}, {"id": "mai-20260917-1752-baseline|c191-s1|meta-small|Payactiv", "prompt": "c191-s1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are DailyPay, Payactiv, and Earnin"}, {"id": "mai-20260917-1752-baseline|c191-s1|meta-small|Earnin", "prompt": "c191-s1", "model": "meta-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are DailyPay, Payactiv, and Earnin"}, {"id": "mai-20260917-1752-baseline|c191-s1|minimax-small|ZayZoon", "prompt": "c191-s1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd recommend starting with **ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-s1|minimax-small|Branch", "prompt": "c191-s1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Branch** provides a more comprehensive financial wellness platform, though at a slight cost"}, {"id": "mai-20260917-1752-baseline|c191-s1|minimax-small|EarnIn", "prompt": "c191-s1", "model": "minimax-small", "cat": "earned-wage-access", "variant": "direct", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EarnIn** (Best for No-Integration Setup)"}, {"id": "mai-20260917-1752-baseline|c191-s1|mistral-small|Branch", "prompt": "c191-s1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Branch** and **ZayZoon** are the top recommendations due to their ease of integration, employer-friendly pricing"}, {"id": "mai-20260917-1752-baseline|c191-s1|mistral-small|ZayZoon", "prompt": "c191-s1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the simplest, fastest, and cheapest option, choose ZayZoon."}, {"id": "mai-20260917-1752-baseline|c191-s1|mistral-small|Juice (Juice Financial)", "prompt": "c191-s1", "model": "mistral-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Juice (Juice Financial)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Businesses of all sizes seeking a zero-cost, quick-to-implement EWA solution."}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|ZayZoon", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** is the standout choice due to its SMB-specific focus, free employer model, and quick deployment"}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|Tapcheck", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For the simplest tech integration, **Tapcheck** is excellent."}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|Payactiv", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need stronger financial wellness features, consider **Payactiv**."}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|Branch", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Deskless/Hourly Workers"}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|DailyPay", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better suited for larger enterprises; deeper integrations but may be overkill for small B2B"}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|Rain", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Targets mid-market (500+ employees), though free for employers"}, {"id": "mai-20260917-1752-baseline|c191-s1|moonshot-small|Earnin", "prompt": "c191-s1", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Earnin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Direct-to-consumer model; no employer integration required but less control"}, {"id": "mai-20260917-1752-baseline|c191-s1|openai-small|ZayZoon", "prompt": "c191-s1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **earned wage access (EWA)** provider is usually **ZayZoon** if your priority is an employer-sponsored option that's built for SMBs"}, {"id": "mai-20260917-1752-baseline|c191-s1|openai-small|Tapcheck", "prompt": "c191-s1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "compare it against **Tapcheck** if you care most about integration depth"}, {"id": "mai-20260917-1752-baseline|c191-s1|openai-small|Rain", "prompt": "c191-s1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for broader integration ecosystem:** **Rain**"}, {"id": "mai-20260917-1752-baseline|c191-s1|openai-small|EarnIn", "prompt": "c191-s1", "model": "openai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**EarnIn** — direct-to-employee, so it's not really a B2B benefit in the same way"}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|ZayZoon", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ZayZoon** if your B2B has hourly/deskless staff—it's repeatedly called \"best for SMB rollout\""}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|Tapcheck", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Tapcheck** for shift-based pay/bonuses"}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|Clair", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go Clair** for ultimate zero-friction (ideal if using Gusto/BambooHR)."}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|Branch", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Frontline/gig B2B with wallet needs (debit card, rewards); good for logistics."}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|Chime Workplace", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fee-obsessed SMBs; CFPB-compliant, banking perks"}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|DailyPay", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like DailyPay/Payactiv are solid but lean enterprise (deeper HCM needs, potential fees)"}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|Payactiv", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "solid but lean enterprise (deeper HCM needs, potential fees)"}, {"id": "mai-20260917-1752-baseline|c191-s1|xai-small|Earnin", "prompt": "c191-s1", "model": "xai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Earnin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Earnin is more consumer-direct."}, {"id": "mai-20260917-1752-baseline|c191-s1|zai-small|Tapcheck", "prompt": "c191-s1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tapcheck – Best overall for payroll integration and employer cost... Tapcheck is widely regarded as the best all‑around EWA provider for small businesses."}, {"id": "mai-20260917-1752-baseline|c191-s1|zai-small|Payactiv", "prompt": "c191-s1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payactiv – Best for zero employer cost + comprehensive wellness"}, {"id": "mai-20260917-1752-baseline|c191-s1|zai-small|ZayZoon", "prompt": "c191-s1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ZayZoon – Best for SMB rollout with zero employer cost"}, {"id": "mai-20260917-1752-baseline|c191-s1|zai-small|Chime Workplace", "prompt": "c191-s1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chime Workplace – Best for bundled financial wellness"}, {"id": "mai-20260917-1752-baseline|c191-s1|zai-small|DailyPay", "prompt": "c191-s1", "model": "zai-small", "cat": "earned-wage-access", "variant": "direct", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise‑focused; may have a steeper implementation curve for very small businesses."}, {"id": "mai-20260917-1752-baseline|c191-s2|alibaba-small|DailyPay", "prompt": "c191-s2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay:** Known for ease of use and robust integrations."}, {"id": "mai-20260917-1752-baseline|c191-s2|alibaba-small|Even (formerly Even Income)", "prompt": "c191-s2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Even (formerly Even Income)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often integrates well with smaller payroll systems."}, {"id": "mai-20260917-1752-baseline|c191-s2|alibaba-small|Gainful / Rain Technologies", "prompt": "c191-s2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Gainful / Rain Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often used by slightly larger SMBs needing advanced reporting."}, {"id": "mai-20260917-1752-baseline|c191-s2|alibaba-small|Stripe (via partners)", "prompt": "c191-s2", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Stripe (via partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you are tech-heavy, check if your payment processor offers embedded Fintech benefits."}, {"id": "mai-20260917-1752-baseline|c191-s2|challenger-small|DailyPay", "prompt": "c191-s2", "model": "challenger-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest option in the results is **DailyPay** because it combines **employer-paid zero-cost access** with broad employee payout options"}, {"id": "mai-20260917-1752-baseline|c191-s2|deepseek-small|ZayZoon", "prompt": "c191-s2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-s2|deepseek-small|DailyPay", "prompt": "c191-s2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike DailyPay, which primarily targets large enterprises"}, {"id": "mai-20260917-1752-baseline|c191-s2|deepseek-small|Tapcheck", "prompt": "c191-s2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"Best overall\" for broad no-code payroll/timekeeping integration, also free for employers"}, {"id": "mai-20260917-1752-baseline|c191-s2|deepseek-small|Payactiv", "prompt": "c191-s2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for low, employee-friendly fees (no-fee ACH) plus deep financial wellness tools"}, {"id": "mai-20260917-1752-baseline|c191-s2|deepseek-small|Branch", "prompt": "c191-s2", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Branch is strong for workforce payments plus a banking app"}, {"id": "mai-20260917-1752-baseline|c191-s2|google-small|ZayZoon", "prompt": "c191-s2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall Standalone SMB Option: **ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-s2|google-small|Clair", "prompt": "c191-s2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Clair", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use **Gusto**, activate **Clair**. It is the easiest to set up and offers the best fee-free experience for your staff."}, {"id": "mai-20260917-1752-baseline|c191-s2|google-small|Tapcheck", "prompt": "c191-s2", "model": "google-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "want an alternative to ZayZoon that boasts top-tier security and customer support, **Tapcheck** is an exceptional choice"}, {"id": "mai-20260917-1752-baseline|c191-s2|meta-small|DailyPay", "prompt": "c191-s2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DailyPay is a recommended on-demand pay benefit for small businesses that sell to other businesses"}, {"id": "mai-20260917-1752-baseline|c191-s2|meta-small|CloudPay", "prompt": "c191-s2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including DailyPay, CloudPay, and Paychex"}, {"id": "mai-20260917-1752-baseline|c191-s2|meta-small|Paychex", "prompt": "c191-s2", "model": "meta-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including DailyPay, CloudPay, and Paychex"}, {"id": "mai-20260917-1752-baseline|c191-s2|minimax-small|DailyPay", "prompt": "c191-s2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DailyPay** - Here's why: - **No payroll switch required**"}, {"id": "mai-20260917-1752-baseline|c191-s2|minimax-small|Payactiv", "prompt": "c191-s2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include **Payactiv**, **EarnIn**, or **Even**"}, {"id": "mai-20260917-1752-baseline|c191-s2|minimax-small|EarnIn", "prompt": "c191-s2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include **Payactiv**, **EarnIn**, or **Even**"}, {"id": "mai-20260917-1752-baseline|c191-s2|minimax-small|Even", "prompt": "c191-s2", "model": "minimax-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Even", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Even** (now part of Walmart's benefits)"}, {"id": "mai-20260917-1752-baseline|c191-s2|moonshot-small|ZayZoon", "prompt": "c191-s2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ZayZoon** as the best on-demand pay benefit option"}, {"id": "mai-20260917-1752-baseline|c191-s2|moonshot-small|Earnin", "prompt": "c191-s2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Worth Considering: **Earnin**"}, {"id": "mai-20260917-1752-baseline|c191-s2|moonshot-small|DailyPay", "prompt": "c191-s2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparisons with other providers like DailyPay or Payactiv?"}, {"id": "mai-20260917-1752-baseline|c191-s2|moonshot-small|Payactiv", "prompt": "c191-s2", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparisons with other providers like DailyPay or Payactiv?"}, {"id": "mai-20260917-1752-baseline|c191-s2|openai-small|DailyPay", "prompt": "c191-s2", "model": "openai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **DailyPay** if your priority is a simple, employer-sponsored on-demand pay benefit with **low friction and straightforward pricing**"}, {"id": "mai-20260917-1752-baseline|c191-s2|openai-small|Payactiv", "prompt": "c191-s2", "model": "openai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend **Payactiv** instead if you care more about a **broader financial-wellness stack**"}, {"id": "mai-20260917-1752-baseline|c191-s2|xai-small|ZayZoon", "prompt": "c191-s2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend ZayZoon as the top on-demand pay (earned wage access) benefit for a small B2B business."}, {"id": "mai-20260917-1752-baseline|c191-s2|xai-small|DailyPay", "prompt": "c191-s2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comparison to Strong Alternatives ... DailyPay| Brand-name flexibility"}, {"id": "mai-20260917-1752-baseline|c191-s2|xai-small|Tapcheck", "prompt": "c191-s2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tapcheck| Payroll integration | Free | No-code setup, broad compatibility"}, {"id": "mai-20260917-1752-baseline|c191-s2|xai-small|Payactiv", "prompt": "c191-s2", "model": "xai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payactiv| Low-fee wellness | Free/low | No-fee ACH, budgeting tools"}, {"id": "mai-20260917-1752-baseline|c191-s2|zai-small|DailyPay", "prompt": "c191-s2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Implement **Earned Wage Access (EWA)** through a provider like **DailyPay**."}, {"id": "mai-20260917-1752-baseline|c191-s2|zai-small|Payactiv", "prompt": "c191-s2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payactiv** is another strong option known for being cost-sensitive and user-friendly."}, {"id": "mai-20260917-1752-baseline|c191-s2|zai-small|Gusto Wallet", "prompt": "c191-s2", "model": "zai-small", "cat": "earned-wage-access", "variant": "paraphrase", "raw": "Gusto Wallet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most EWA providers (DailyPay, Payactiv, Gusto Wallet) operate on a model where the employer pays a small transaction fee"}, {"id": "mai-20260917-1752-baseline|c191-s3|alibaba-small|Tapcheck", "prompt": "c191-s3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tapcheck doubles as timekeeping and payroll reconciliation... **Tapcheck**"}, {"id": "mai-20260917-1752-baseline|c191-s3|alibaba-small|ZayZoon", "prompt": "c191-s3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Fastest SMB deployment & deskless teams | Free | ... Minimal setup, dedicated SMB onboarding"}, {"id": "mai-20260917-1752-baseline|c191-s3|alibaba-small|Payactiv", "prompt": "c191-s3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want to market \"full financial wellness\" ... **Payactiv**"}, {"id": "mai-20260917-1752-baseline|c191-s3|alibaba-small|DailyPay", "prompt": "c191-s3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employee familiarity matters (massive ad spend, intuitive app) | **DailyPay**"}, {"id": "mai-20260917-1752-baseline|c191-s3|alibaba-small|EarnIn", "prompt": "c191-s3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your team is fully remote & you don't want to alter payroll flows | **EarnIn**"}, {"id": "mai-20260917-1752-baseline|c191-s3|alibaba-small|Chime Workplace", "prompt": "c191-s3", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**EarnIn** or **Chime Workplace**"}, {"id": "mai-20260917-1752-baseline|c191-s3|anthropic-small|DailyPay", "prompt": "c191-s3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "enterprise employers need the deeper HCM integrations that DailyPay and Payactiv offer"}, {"id": "mai-20260917-1752-baseline|c191-s3|anthropic-small|Payactiv", "prompt": "c191-s3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise employers need the deeper HCM integrations that DailyPay and Payactiv offer"}, {"id": "mai-20260917-1752-baseline|c191-s3|anthropic-small|Immediate", "prompt": "c191-s3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-s3|anthropic-small|Rain", "prompt": "c191-s3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rain is an EWA and financial wellness platform that gives hourly employees on-demand access to earned wages alongside budgeting tools"}, {"id": "mai-20260917-1752-baseline|c191-s3|anthropic-small|Tapcheck", "prompt": "c191-s3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startups under 100 employees may find flat-rate models like Tapcheck easier to budget for"}, {"id": "mai-20260917-1752-baseline|c191-s3|anthropic-small|ZayZoon", "prompt": "c191-s3", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "ZayZoon is a strong fit for small to mid-size businesses ... with setup taking as little as 10 minutes"}, {"id": "mai-20260917-1752-baseline|c191-s3|challenger-small|ZayZoon", "prompt": "c191-s3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **ZayZoon** if you want the easiest SMB-friendly rollout."}, {"id": "mai-20260917-1752-baseline|c191-s3|challenger-small|Tapcheck", "prompt": "c191-s3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Tapcheck** if payroll integration is the priority."}, {"id": "mai-20260917-1752-baseline|c191-s3|challenger-small|Payactiv", "prompt": "c191-s3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Payactiv** if you want financial wellness features alongside EWA."}, {"id": "mai-20260917-1752-baseline|c191-s3|challenger-small|Branch", "prompt": "c191-s3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams wanting EWA plus a wallet/banking layer"}, {"id": "mai-20260917-1752-baseline|c191-s3|challenger-small|DailyPay", "prompt": "c191-s3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Employers wanting a well-known platform and deeper integrations"}, {"id": "mai-20260917-1752-baseline|c191-s3|challenger-small|EarnIn", "prompt": "c191-s3", "model": "challenger-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **EarnIn** as the main *no-employer-setup* alternative"}, {"id": "mai-20260917-1752-baseline|c191-s3|deepseek-small|ZayZoon", "prompt": "c191-s3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want zero employer cost and a true wellness benefit:** Choose **ZayZoon** – it's the most SMB-native"}, {"id": "mai-20260917-1752-baseline|c191-s3|deepseek-small|Tapcheck", "prompt": "c191-s3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want zero employer cost and the absolute easiest setup:** Choose **Tapcheck**"}, {"id": "mai-20260917-1752-baseline|c191-s3|deepseek-small|Payactiv", "prompt": "c191-s3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have employees without bank accounts or want free ACH:** Choose **Payactiv**"}, {"id": "mai-20260917-1752-baseline|c191-s3|deepseek-small|DailyPay", "prompt": "c191-s3", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Skip DailyPay – its employer costs and minimums are designed for larger orgs."}, {"id": "mai-20260917-1752-baseline|c191-s3|google-small|Clair", "prompt": "c191-s3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use **Gusto** or **QuickBooks Online**, look no further than **Clair**—it is natively built in, has zero setup hassle, and is free for both you and your employees."}, {"id": "mai-20260917-1752-baseline|c191-s3|google-small|ZayZoon", "prompt": "c191-s3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZayZoon** has the most engaging employee experience."}, {"id": "mai-20260917-1752-baseline|c191-s3|google-small|Tapcheck", "prompt": "c191-s3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tapcheck** has the most flexible integrations to bind those systems together."}, {"id": "mai-20260917-1752-baseline|c191-s3|google-small|Payactiv", "prompt": "c191-s3", "model": "google-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payactiv (Best for Teams Planning to Scale)"}, {"id": "mai-20260917-1752-baseline|c191-s3|meta-small|ZayZoon", "prompt": "c191-s3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZayZoon is mentioned multiple times as a top provider, particularly for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c191-s3|meta-small|Earnin", "prompt": "c191-s3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Earnin is highlighted for its ease of use and is suitable for small businesses with 1-5 employees"}, {"id": "mai-20260917-1752-baseline|c191-s3|meta-small|Tapcheck", "prompt": "c191-s3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "considered best overall for payroll-integrated EWA"}, {"id": "mai-20260917-1752-baseline|c191-s3|meta-small|Chime Workplace", "prompt": "c191-s3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "praised for its fee transparency, being fee-free for both employers and employees"}, {"id": "mai-20260917-1752-baseline|c191-s3|meta-small|Juice’s Earned Wage Advance", "prompt": "c191-s3", "model": "meta-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Juice’s Earned Wage Advance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for businesses of all sizes, offering a zero-cost, quick-to-implement EWA solution"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|Tapcheck", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with Tapcheck or ZayZoon due to their SMB focus and pricing models"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|Payactiv", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Low-fee option with financial wellness depth"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|DailyPay", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or DailyPay if brand recognition and proven reliability are priorities"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|ZayZoon", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with Tapcheck or ZayZoon due to their SMB focus and pricing models"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|Branch", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workforce payments plus digital wallet"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|EarnIn", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consumer-style approach with no mandatory fees"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|Rain", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some require monthly employer fees (Rain, Immediate)"}, {"id": "mai-20260917-1752-baseline|c191-s3|minimax-small|Immediate", "prompt": "c191-s3", "model": "minimax-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some require monthly employer fees (Rain, Immediate)"}, {"id": "mai-20260917-1752-baseline|c191-s3|mistral-small|ZayZoon", "prompt": "c191-s3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZayZoon is ideal if you want a payroll-integrated, employer-funded solution with a focus on financial wellness and quick setup."}, {"id": "mai-20260917-1752-baseline|c191-s3|mistral-small|Earnin (Employer Partnership Program)", "prompt": "c191-s3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin (Employer Partnership Program)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it the easiest option for very small teams or solo operators"}, {"id": "mai-20260917-1752-baseline|c191-s3|mistral-small|Juice Financial", "prompt": "c191-s3", "model": "mistral-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Juice Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Juice Financial stands out for its rapid deployment and digital-first approach"}, {"id": "mai-20260917-1752-baseline|c191-s3|moonshot-small|ZayZoon", "prompt": "c191-s3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easiest setup:** **ZayZoon** or **Tapcheck** (both free for you, simple integration)"}, {"id": "mai-20260917-1752-baseline|c191-s3|moonshot-small|Tapcheck", "prompt": "c191-s3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Easiest setup:** **ZayZoon** or **Tapcheck** (both free for you, simple integration)"}, {"id": "mai-20260917-1752-baseline|c191-s3|moonshot-small|Payactiv", "prompt": "c191-s3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest employee fees:** **Payactiv** (free ACH option)"}, {"id": "mai-20260917-1752-baseline|c191-s3|moonshot-small|DailyPay", "prompt": "c191-s3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Brand Recognition & Enterprise-Grade"}, {"id": "mai-20260917-1752-baseline|c191-s3|moonshot-small|Branch", "prompt": "c191-s3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Gig/Variable Hour Workers"}, {"id": "mai-20260917-1752-baseline|c191-s3|moonshot-small|EarnIn", "prompt": "c191-s3", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**No employer involvement:** **EarnIn** (employees handle everything)"}, {"id": "mai-20260917-1752-baseline|c191-s3|openai-small|DailyPay", "prompt": "c191-s3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **DailyPay** if you want a more straightforward, widely recognized **on-demand pay** benefit with simple employee options and likely strong payroll integration."}, {"id": "mai-20260917-1752-baseline|c191-s3|openai-small|Payactiv", "prompt": "c191-s3", "model": "openai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Payactiv** if you want a **broader financial wellness benefit** and potentially a setup that the company says can be **free to the employer**."}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|ZayZoon", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMB rollout (20-200 employees); top-ranked support & ease for restaurants/retail/healthcare"}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|Tapcheck", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall integration depth; suits startups under 100"}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|Payactiv", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Financial wellness bundle for hourly/turnover-heavy teams"}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|Clair", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "API-first for seamless embedding; full banking suite"}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|Chime Workplace", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simplest/no-fee access; settlement (not deduction) reduces risk"}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|DailyPay", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-focused ones like DailyPay (deeper HCM integrations but potential platform fees)"}, {"id": "mai-20260917-1752-baseline|c191-s3|xai-small|Branch", "prompt": "c191-s3", "model": "xai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Clair/Branch for API embeds if tech-savvy"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|Tapcheck", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tapcheck** or **ZayZoon** are likely your best options because they're free for employers, have simple integration"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|ZayZoon", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tapcheck** or **ZayZoon** are likely your best options"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|Payactiv", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Payactiv if: You want the lowest employee transfer fee ($3.49)"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|DailyPay", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "DailyPay charges employers a platform fee (structure varies)... strongest payroll integration for large enterprises"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|Earnin", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Earnin if: You want employees to have a consumer-style experience"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|Branch", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Branch if: You want to offer banking features along with wage access"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|Chime Workplace", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fee-free for both employer and employee"}, {"id": "mai-20260917-1752-baseline|c191-s3|zai-small|Rain", "prompt": "c191-s3", "model": "zai-small", "cat": "earned-wage-access", "variant": "comparative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free for employers, straightforward per-transfer fee"}, {"id": "mai-20260917-1752-baseline|c191-s4|alibaba-small|ZayZoon", "prompt": "c191-s4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** is widely considered the best earned wage access (EWA) provider because it offers its service to employers for **$0**."}, {"id": "mai-20260917-1752-baseline|c191-s4|alibaba-small|Tapcheck", "prompt": "c191-s4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to ZayZoon, it has no employer fees. It is highly rated for user experience and mobile accessibility."}, {"id": "mai-20260917-1752-baseline|c191-s4|alibaba-small|DailyPay", "prompt": "c191-s4", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you can stretch your budget slightly to increase employee participation, look at **DailyPay\bs** low-cost employer models."}, {"id": "mai-20260917-1752-baseline|c191-s4|anthropic-small|ZayZoon", "prompt": "c191-s4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** - Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c191-s4|anthropic-small|Tapcheck", "prompt": "c191-s4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tapcheck** - Strong Overall Choice"}, {"id": "mai-20260917-1752-baseline|c191-s4|anthropic-small|DailyPay", "prompt": "c191-s4", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DailyPay** - Another No-Cost Option"}, {"id": "mai-20260917-1752-baseline|c191-s4|challenger-small|ZayZoon", "prompt": "c191-s4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** is the strongest overall fit in the results because it is repeatedly positioned as SMB-friendly and available with **no employer cost**"}, {"id": "mai-20260917-1752-baseline|c191-s4|challenger-small|EarnIn", "prompt": "c191-s4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "EarnIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EarnIn** and **Branch** are also good budget options because they are described as **employer-free** models"}, {"id": "mai-20260917-1752-baseline|c191-s4|challenger-small|Branch", "prompt": "c191-s4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EarnIn** and **Branch** are also good budget options"}, {"id": "mai-20260917-1752-baseline|c191-s4|challenger-small|Tapcheck", "prompt": "c191-s4", "model": "challenger-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB-friendly and operationally straightforward | Pricing can be quote-based, so budget predictability may vary"}, {"id": "mai-20260917-1752-baseline|c191-s4|deepseek-small|ZayZoon", "prompt": "c191-s4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **ZayZoon** (or **Tapcheck** as a close second)."}, {"id": "mai-20260917-1752-baseline|c191-s4|deepseek-small|Tapcheck", "prompt": "c191-s4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tapcheck — best if you want the simplest, zero-risk option"}, {"id": "mai-20260917-1752-baseline|c191-s4|deepseek-small|DailyPay", "prompt": "c191-s4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It tends to skew toward larger enterprises, so it may be overkill/pricier in contract terms for a small shop."}, {"id": "mai-20260917-1752-baseline|c191-s4|deepseek-small|Rain", "prompt": "c191-s4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "geared more toward mid-market (500+ employees) and enterprise, so it's usually not the best fit for a small company"}, {"id": "mai-20260917-1752-baseline|c191-s4|deepseek-small|Earnin", "prompt": "c191-s4", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Earnin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a direct-to-employee app with **zero employer involvement**"}, {"id": "mai-20260917-1752-baseline|c191-s4|google-small|ZayZoon", "prompt": "c191-s4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZayZoon (Best Overall for SMBs)"}, {"id": "mai-20260917-1752-baseline|c191-s4|google-small|Tapcheck", "prompt": "c191-s4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tapcheck (Best for Seamless, Low-Admin Setup)"}, {"id": "mai-20260917-1752-baseline|c191-s4|google-small|Clair", "prompt": "c191-s4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Clair (Best for Truly Fee-Free Employee Access)"}, {"id": "mai-20260917-1752-baseline|c191-s4|google-small|Payactiv", "prompt": "c191-s4", "model": "google-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payactiv (Best for Overall Financial Wellness Tools)"}, {"id": "mai-20260917-1752-baseline|c191-s4|meta-small|ZayZoon", "prompt": "c191-s4", "model": "meta-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best earned wage access provider for a small company with a tight budget is ZayZoon."}, {"id": "mai-20260917-1752-baseline|c191-s4|minimax-small|ZayZoon", "prompt": "c191-s4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** or **Tapcheck** if you want proper integration with payroll and are okay with minimal costs"}, {"id": "mai-20260917-1752-baseline|c191-s4|minimax-small|Tapcheck", "prompt": "c191-s4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ZayZoon** or **Tapcheck** if you want proper integration with payroll and are okay with minimal costs"}, {"id": "mai-20260917-1752-baseline|c191-s4|minimax-small|Clair", "prompt": "c191-s4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Clair", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranked high for affordability - No-fee withdrawal model"}, {"id": "mai-20260917-1752-baseline|c191-s4|minimax-small|Earnin", "prompt": "c191-s4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Earnin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Earnin** if you want literally zero cost, involvement, or risk"}, {"id": "mai-20260917-1752-baseline|c191-s4|minimax-small|DailyPay", "prompt": "c191-s4", "model": "minimax-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One of the lower per-transfer fees... Good if you have higher volume"}, {"id": "mai-20260917-1752-baseline|c191-s4|mistral-small|ZayZoon", "prompt": "c191-s4", "model": "mistral-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** is highly recommended for small businesses"}, {"id": "mai-20260917-1752-baseline|c191-s4|moonshot-small|ZayZoon", "prompt": "c191-s4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZayZoon** is likely your best option"}, {"id": "mai-20260917-1752-baseline|c191-s4|moonshot-small|DailyPay", "prompt": "c191-s4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DailyPay** and **Branch** are also strong zero-cost alternatives for employers"}, {"id": "mai-20260917-1752-baseline|c191-s4|moonshot-small|Branch", "prompt": "c191-s4", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Branch — Best If You Want Banking Included"}, {"id": "mai-20260917-1752-baseline|c191-s4|openai-small|Tapcheck", "prompt": "c191-s4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget-first pick for a small company:** **Tapcheck** if you want the simplest employer-paid setup and minimal rollout friction."}, {"id": "mai-20260917-1752-baseline|c191-s4|openai-small|ZayZoon", "prompt": "c191-s4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want broad SMB focus:** **ZayZoon**"}, {"id": "mai-20260917-1752-baseline|c191-s4|openai-small|Immediate", "prompt": "c191-s4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Immediate is described as employer-cost-friendly with no transaction fees to employees"}, {"id": "mai-20260917-1752-baseline|c191-s4|openai-small|Payactiv", "prompt": "c191-s4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you also want financial wellness tools:** **Payactiv**"}, {"id": "mai-20260917-1752-baseline|c191-s4|openai-small|Chime Workplace", "prompt": "c191-s4", "model": "openai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Chime Workplace also advertise no-fee EWA in certain setups"}, {"id": "mai-20260917-1752-baseline|c191-s4|xai-small|Earnin", "prompt": "c191-s4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Earnin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Earnin** ... It's truly zero-cost and zero-lift for small businesses"}, {"id": "mai-20260917-1752-baseline|c191-s4|xai-small|Chime Workplace™", "prompt": "c191-s4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace™", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives (All Free to Employers) 1. **Chime Workplace™** (Best for fee-free employee experience)"}, {"id": "mai-20260917-1752-baseline|c191-s4|xai-small|Tapcheck", "prompt": "c191-s4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tapcheck** (Best for simple payroll integration)"}, {"id": "mai-20260917-1752-baseline|c191-s4|xai-small|ZayZoon", "prompt": "c191-s4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZayZoon or Rain** (Best for deskless/hourly SMBs)"}, {"id": "mai-20260917-1752-baseline|c191-s4|xai-small|Rain", "prompt": "c191-s4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rain** | ~$3.99/instant | Payroll integration | Retention boosts"}, {"id": "mai-20260917-1752-baseline|c191-s4|xai-small|DailyPay", "prompt": "c191-s4", "model": "xai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "All are superior to pricier ones like DailyPay (~$3.49/transfer + potential employer fees)."}, {"id": "mai-20260917-1752-baseline|c191-s4|zai-small|Tapcheck", "prompt": "c191-s4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, the best option is **Tapcheck**."}, {"id": "mai-20260917-1752-baseline|c191-s4|zai-small|ZayZoon", "prompt": "c191-s4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ZayZoon is a strong contender because it targets the exact demographic of small businesses"}, {"id": "mai-20260917-1752-baseline|c191-s4|zai-small|Chime Workplace", "prompt": "c191-s4", "model": "zai-small", "cat": "earned-wage-access", "variant": "budget", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is genuinely free for both parties. However, it requires your employees to link a Chime debit card"}, {"id": "mai-20260917-1752-baseline|c191-s5|google-small|DailyPay", "prompt": "c191-s5", "model": "google-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "DailyPay now offers a dedicated SMB tier for companies with under 50 employees"}, {"id": "mai-20260917-1752-baseline|c191-s5|google-small|Payactiv", "prompt": "c191-s5", "model": "google-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Payactiv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many of the legacy, massive EWA providers (e.g., DailyPay, Payactiv) historically focused on enterprise clients with thousands of employees."}, {"id": "mai-20260917-1752-baseline|c191-s5|google-small|ZayZoon", "prompt": "c191-s5", "model": "google-small", "cat": "earned-wage-access", "variant": "scale", "raw": "ZayZoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "providers like **ZayZoon** have always heavily prioritized the small-to-midsize business market"}, {"id": "mai-20260917-1752-baseline|c191-s5|moonshot-small|DailyPay", "prompt": "c191-s5", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many providers (like DailyPay) are free for employers—this is ideal for a 30-person company"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|Tapcheck", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Tapcheck** | Free | $3-5 instant | No-code payroll, easy setup | ADP, QuickBooks, etc. | 4.7/5 |"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|Payactiv", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (e.g., Tapcheck, Payactiv)"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|Chime", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Chime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Chime Workplace** | Free | Fee-free | Simple, no-fee model | Payroll-focused | High adoption |"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|Rain", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Rain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "prefer SMB-friendly like Rain, Branch"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|Branch", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "prefer SMB-friendly like Rain, Branch"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|DailyPay", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "DailyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **DailyPay** | Free | $3.49+ instant | Brand name, reliable | Major payrolls | 4.5/5 |"}, {"id": "mai-20260917-1752-baseline|c191-s5|xai-small|EarnIn", "prompt": "c191-s5", "model": "xai-small", "cat": "earned-wage-access", "variant": "scale", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid consumer apps like EarnIn (less employer-integrated)."}, {"id": "mai-20260917-1752-baseline|c191-s6|alibaba-small|DailyPay", "prompt": "c191-s6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The NY AG sued DailyPay (alongside its parent company MoneyLion Technologies), alleging that the company made illegal, high-interest loans"}, {"id": "mai-20260917-1752-baseline|c191-s6|alibaba-small|MoneyLion (MoneyLion Technologies)", "prompt": "c191-s6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion (MoneyLion Technologies)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "MoneyLion was sued by the NY AG for operating an \"abusive lending scheme.\""}, {"id": "mai-20260917-1752-baseline|c191-s6|alibaba-small|Tapcheck", "prompt": "c191-s6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the safest route is often to use established, enterprise-grade integrations like **Tapcheck**, **ZayZoon**, or **Rain Technologies**"}, {"id": "mai-20260917-1752-baseline|c191-s6|alibaba-small|ZayZoon", "prompt": "c191-s6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safest route is often to use established, enterprise-grade integrations like **Tapcheck**, **ZayZoon**, or **Rain Technologies**"}, {"id": "mai-20260917-1752-baseline|c191-s6|alibaba-small|Rain Technologies", "prompt": "c191-s6", "model": "alibaba-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Rain Technologies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the safest route is often to use established, enterprise-grade integrations like **Tapcheck**, **ZayZoon**, or **Rain Technologies**"}, {"id": "mai-20260917-1752-baseline|c191-s6|anthropic-small|EarnIn", "prompt": "c191-s6", "model": "anthropic-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "EarnIn has faced multiple lawsuits, including from the District of Columbia Attorney General for false advertising and poor fee disclosure"}, {"id": "mai-20260917-1752-baseline|c191-s6|challenger-small|EarnIn", "prompt": "c191-s6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is listed as a **tip-based** model with optional tips and transfer fees in one source, and as using **third-party debiting** in another"}, {"id": "mai-20260917-1752-baseline|c191-s6|challenger-small|Dave", "prompt": "c191-s6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a business should be cautious about fee structure and employee cost exposure"}, {"id": "mai-20260917-1752-baseline|c191-s6|challenger-small|Brigit", "prompt": "c191-s6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "listed as a **subscription** model, which can be expensive for employees if they use the service frequently"}, {"id": "mai-20260917-1752-baseline|c191-s6|challenger-small|Empower", "prompt": "c191-s6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "also listed as a **subscription** model, so the same caution applies around recurring cost"}, {"id": "mai-20260917-1752-baseline|c191-s6|challenger-small|MoneyLion", "prompt": "c191-s6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "listed with **speed fees** and high effective APR estimates, which is a red flag for employee affordability"}, {"id": "mai-20260917-1752-baseline|c191-s6|challenger-small|DailyPay", "prompt": "c191-s6", "model": "challenger-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "that does not make it inherently bad, but it is one to review carefully for fee transparency and payroll integration"}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|DailyPay, Inc.", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid.** The company is actively fighting the suit, but the reputational and legal risk is not worth it for a small business."}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|MoneyLion Technologies Inc. (and its \"Instacash\" product)", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion Technologies Inc. (and its \"Instacash\" product)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** **Avoid.** Do not promote, mention, or partner with any D2C cash-advance app that isn't integrated with your payroll."}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|Brigit", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** DailyPay, MoneyLion (Instacash), and any D2C app (Brigit, Dave, EarnIn, standalone Branch)."}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|Dave", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** DailyPay, MoneyLion (Instacash), and any D2C app (Brigit, Dave, EarnIn, standalone Branch)."}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|EarnIn", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** DailyPay, MoneyLion (Instacash), and any D2C app (Brigit, Dave, EarnIn, standalone Branch)."}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|Branch", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Branch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "any D2C app (Brigit, Dave, EarnIn, standalone Branch)"}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|PayActiv, Inc.", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "PayActiv, Inc.", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict:** **Caution.** Only use if they commit in writing to a **zero-fee** standard transfer"}, {"id": "mai-20260917-1752-baseline|c191-s6|deepseek-small|FlexWage", "prompt": "c191-s6", "model": "deepseek-small", "cat": "earned-wage-access", "variant": "negative", "raw": "FlexWage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a safer model is one where you (the employer) pay a flat per-employee monthly fee** (e.g., per FlexWage's model), and the employee pays **zero**"}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|EarnIn", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid promoting or facilitating D2C apps.**"}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|MoneyLion", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**MoneyLion** was sued by the New York Attorney General for allegedly operating as an illegal usurious payday lender."}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|Dave", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Direct-to-Consumer (D2C) Apps (e.g., EarnIn, MoneyLion, Dave, Brigit, Tilt Finance) ... **Avoid promoting or facilitating D2C apps.**"}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|Brigit", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "lawsuits to proceed against **Brigit** (*Freeman v. Bridge It*) ... ruling that their structures operate essentially like high-interest payday loans"}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|Tilt Finance", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tilt Finance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Tilt Finance** (formerly Empower), ruling that their structures operate essentially like high-interest payday loans"}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|Cleo AI", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Cleo AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "allowed Truth in Lending Act (TILA) and Military Lending Act (MLA) lawsuits to proceed against **Brigit** ..., **Cleo AI**"}, {"id": "mai-20260917-1752-baseline|c191-s6|google-small|DailyPay", "prompt": "c191-s6", "model": "google-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Proceed with high caution.** While DailyPay is widely used by major corporations, a small business ... should be wary of partnering with providers facing active ... state lawsuits."}, {"id": "mai-20260917-1752-baseline|c191-s6|meta-small|DailyPay", "prompt": "c191-s6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-s6|meta-small|Payactiv", "prompt": "c191-s6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-s6|meta-small|Immediate", "prompt": "c191-s6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Immediate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-s6|meta-small|Rain", "prompt": "c191-s6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Rain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The best earned wage access providers for employers are DailyPay, Payactiv, Immediate, Rain, and Tapcheck."}, {"id": "mai-20260917-1752-baseline|c191-s6|meta-small|Tapcheck", "prompt": "c191-s6", "model": "meta-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startups under 100 employees may find flat-rate models like Tapcheck easier to budget for."}, {"id": "mai-20260917-1752-baseline|c191-s6|minimax-small|DailyPay", "prompt": "c191-s6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**DailyPay** - Sued by the New York Attorney General in April 2025 alongside MoneyLion, alleged to have made \"illegal, high-interest loans\""}, {"id": "mai-20260917-1752-baseline|c191-s6|minimax-small|MoneyLion", "prompt": "c191-s6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Also sued by New York AG in April 2025, and additionally faced a lawsuit from the city of Baltimore"}, {"id": "mai-20260917-1752-baseline|c191-s6|minimax-small|EarnIn", "prompt": "c191-s6", "model": "minimax-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Facing a lawsuit from Colorado's Attorney General ... alleging its product constitutes a high-cost loan"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|Dave", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "steer clear of providers like Dave, EarnIn, Brigit, and Empower due to their high fees and potential for debt traps"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|EarnIn", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "steer clear of providers like Dave, EarnIn, Brigit, and Empower due to their high fees"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|Brigit", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "steer clear of providers like Dave, EarnIn, Brigit, and Empower"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|Empower", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Empower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "steer clear of providers like Dave, EarnIn, Brigit, and Empower"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|MoneyLion", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "MoneyLion\\u2019s speed fees can result in APRs of 260%\\u2013330% if users frequently use instant transfers"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|DailyPay", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Favor employer-backed EWA programs like DailyPay or Payactiv, which typically have lower fees and better transparency"}, {"id": "mai-20260917-1752-baseline|c191-s6|mistral-small|Payactiv", "prompt": "c191-s6", "model": "mistral-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Favor employer-backed EWA programs like DailyPay or Payactiv"}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|EarnIn", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why small businesses should avoid:** If you refer employees to EarnIn or allow them to use it, you may face reputational risk"}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|Brigit (Bridge It, Inc.)", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit (Bridge It, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why small businesses should avoid:** Brigit markets to employees directly, but the legal exposure and predatory pricing model create significant compliance and ethical concerns."}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|DailyPay", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution for small businesses:** While employer-integrated, DailyPay's legal structure is being challenged."}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|MoneyLion", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "New York AG lawsuit (April 2025): Same allegations as DailyPay—illegal payday lending with triple-digit APRs"}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|Payactiv", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Employer-integrated; caps fees at $5/pay period; offers free ACH option; MOU with California DFPI"}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|Tapcheck", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No employer cost; payroll integration; transparent fee structure"}, {"id": "mai-20260917-1752-baseline|c191-s6|moonshot-small|Dave", "prompt": "c191-s6", "model": "moonshot-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid referring employees to D2C apps** (EarnIn, Brigit, Dave)"}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|EarnIn", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers to Approach with High Caution or Avoid:\n- **EarnIn (primarily direct-to-consumer/D2C model)**... Not ideal for controlled SMB payrolls."}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|DailyPay", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sued by NY AG (2025) for usury (APRs up to 750% ...); General reasons to avoid these for SMBs"}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|MoneyLion", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "NY AG lawsuit (2025) and Baltimore suit for usury ...; accused of predatory debits. General reasons to avoid these for SMBs"}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|Tapcheck", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer Alternatives for Small Businesses ... **Tapcheck** (G2: 4.7/5, 139 reviews): Reliable for hourly workers, no outages reported"}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|ZayZoon", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**ZayZoon** (G2: 4.6/5, 215 reviews): SMB-focused, quick setup, free for employers"}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|Payactiv", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Payactiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low/no-interest claims, A-rated BBB, broad wellness features. Some past issues but fewer lawsuits."}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|Branch", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Branch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Branch or Chime Workplace**: Simple integrations, fee-free options for employers."}, {"id": "mai-20260917-1752-baseline|c191-s6|xai-small|Chime Workplace", "prompt": "c191-s6", "model": "xai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Chime Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Branch or Chime Workplace**: Simple integrations, fee-free options for employers."}, {"id": "mai-20260917-1752-baseline|c191-s6|zai-small|Earnin", "prompt": "c191-s6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Earnin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Risk Level: HIGH (Legal & Reputational)"}, {"id": "mai-20260917-1752-baseline|c191-s6|zai-small|DailyPay", "prompt": "c191-s6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "DailyPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Providers like DailyPay that have a history of overpaying employees pose a significant risk"}, {"id": "mai-20260917-1752-baseline|c191-s6|zai-small|MoneyLion", "prompt": "c191-s6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "MoneyLion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Risk Level: HIGH (Legal)"}, {"id": "mai-20260917-1752-baseline|c191-s6|zai-small|Brigit", "prompt": "c191-s6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Brigit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "frequently cited in industry watchdog reports regarding predatory lending practices"}, {"id": "mai-20260917-1752-baseline|c191-s6|zai-small|Tapcheck", "prompt": "c191-s6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "Tapcheck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Alternatives: ... providers like **Tapcheck** and **ZayZoon** generally have higher reliability ratings"}, {"id": "mai-20260917-1752-baseline|c191-s6|zai-small|ZayZoon", "prompt": "c191-s6", "model": "zai-small", "cat": "earned-wage-access", "variant": "negative", "raw": "ZayZoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "often cited as having cleaner operational profiles regarding balance calculations"}, {"id": "mai-20260917-1752-baseline|c192-l1|alibaba-small|Compt", "prompt": "c192-l1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Compliance & Administrative Simplicity: **Compt** ... Compt is frequently cited as the industry leader."}, {"id": "mai-20260917-1752-baseline|c192-l1|alibaba-small|Benepass", "prompt": "c192-l1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass is a strong contender."}, {"id": "mai-20260917-1752-baseline|c192-l1|alibaba-small|Espresa", "prompt": "c192-l1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Espresa positions itself as a total rewards platform."}, {"id": "mai-20260917-1752-baseline|c192-l1|alibaba-small|Forma", "prompt": "c192-l1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Forma is often recommended for organizations that want granular control"}, {"id": "mai-20260917-1752-baseline|c192-l1|anthropic-small|Benepass", "prompt": "c192-l1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "In most enterprise evaluations where compliance and audit requirements are critical, Benepass is the preferred option."}, {"id": "mai-20260917-1752-baseline|c192-l1|anthropic-small|WEX", "prompt": "c192-l1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "WEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It belongs on an enterprise shortlist when an LSA is one line item inside a much larger benefits and payments relationship."}, {"id": "mai-20260917-1752-baseline|c192-l1|anthropic-small|Forma", "prompt": "c192-l1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma leads the lifestyle spending account (LSA) market with its highly configurable platform"}, {"id": "mai-20260917-1752-baseline|c192-l1|challenger-small|Compt", "prompt": "c192-l1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-l1|challenger-small|Espresa", "prompt": "c192-l1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a broader benefits/engagement platform:** **Espresa**"}, {"id": "mai-20260917-1752-baseline|c192-l1|challenger-small|Benepass", "prompt": "c192-l1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want card-based benefits and global scale:** **Benepass**"}, {"id": "mai-20260917-1752-baseline|c192-l1|challenger-small|Forma", "prompt": "c192-l1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if fast deployment and minimal training matter most:** **Forma** or **JOON**"}, {"id": "mai-20260917-1752-baseline|c192-l1|challenger-small|JOON", "prompt": "c192-l1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Forma** or **JOON** \\u2014 recommended in a G2 discussion for quick rollout"}, {"id": "mai-20260917-1752-baseline|c192-l1|deepseek-small|Compt", "prompt": "c192-l1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Start with Compt**—it delivers the most flexibility in how employees spend"}, {"id": "mai-20260917-1752-baseline|c192-l1|deepseek-small|Benepass", "prompt": "c192-l1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If LSAs are your *only* focus, **start with Benepass** for employee engagement and global card coverage."}, {"id": "mai-20260917-1752-baseline|c192-l1|deepseek-small|Forma", "prompt": "c192-l1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with Forma** if you want a single provider for all benefits."}, {"id": "mai-20260917-1752-baseline|c192-l1|google-small|Forma", "prompt": "c192-l1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma is widely considered the market leader for scaling enterprise organizations."}, {"id": "mai-20260917-1752-baseline|c192-l1|google-small|Benepass", "prompt": "c192-l1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass is a top-tier alternative for consolidating pre-tax and post-tax benefits."}, {"id": "mai-20260917-1752-baseline|c192-l1|google-small|Compt", "prompt": "c192-l1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Compt** if you want to **eliminate card management entirely**"}, {"id": "mai-20260917-1752-baseline|c192-l1|google-small|Espresa", "prompt": "c192-l1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Espresa's \"LSA Plus\" platform is the industry standard"}, {"id": "mai-20260917-1752-baseline|c192-l1|google-small|ThrivePass", "prompt": "c192-l1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A highly reliable player for more traditional, legacy enterprise benefit consolidation"}, {"id": "mai-20260917-1752-baseline|c192-l1|meta-small|Forma", "prompt": "c192-l1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma - offers a suite of products that include Lifestyle Spending Accounts, Health Spending Accounts... to design and deliver customized benefits programs."}, {"id": "mai-20260917-1752-baseline|c192-l1|meta-small|Compt", "prompt": "c192-l1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Compt - offers a modular Lifestyle Spending Account (LSA) solution for enterprises"}, {"id": "mai-20260917-1752-baseline|c192-l1|minimax-small|Compt", "prompt": "c192-l1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Compt** if reimbursement-focused spending is preferred"}, {"id": "mai-20260917-1752-baseline|c192-l1|minimax-small|Benepass", "prompt": "c192-l1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Benepass** if you need more flexibility with card options and have complex integration needs"}, {"id": "mai-20260917-1752-baseline|c192-l1|minimax-small|Forma", "prompt": "c192-l1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forma** is ideal if you want a unified platform managing multiple benefit types"}, {"id": "mai-20260917-1752-baseline|c192-l1|mistral-small|Forma", "prompt": "c192-l1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a **balanced, scalable solution with strong global support**, choose **Forma**."}, {"id": "mai-20260917-1752-baseline|c192-l1|mistral-small|Benepass", "prompt": "c192-l1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your priority is **compliance and card-based spending**, choose **Benepass**."}, {"id": "mai-20260917-1752-baseline|c192-l1|mistral-small|Compt", "prompt": "c192-l1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **flexibility and reimbursement-first**, choose **Compt**."}, {"id": "mai-20260917-1752-baseline|c192-l1|moonshot-small|Forma", "prompt": "c192-l1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies** specifically, **Forma** tends to be the default choice due to its enterprise-grade scalability"}, {"id": "mai-20260917-1752-baseline|c192-l1|moonshot-small|Compt", "prompt": "c192-l1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compt** is increasingly popular for organizations prioritizing reimbursement flexibility and cost control."}, {"id": "mai-20260917-1752-baseline|c192-l1|moonshot-small|Benepass", "prompt": "c192-l1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Benepass** if your employees strongly prefer a single-card experience"}, {"id": "mai-20260917-1752-baseline|c192-l1|moonshot-small|Espresa", "prompt": "c192-l1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Espresa** if you want LSA functionality as part of a broader global employee experience"}, {"id": "mai-20260917-1752-baseline|c192-l1|openai-small|Forma", "prompt": "c192-l1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **Forma**"}, {"id": "mai-20260917-1752-baseline|c192-l1|openai-small|Benepass", "prompt": "c192-l1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a strong contender for companies that want a modern employee experience"}, {"id": "mai-20260917-1752-baseline|c192-l1|openai-small|Awardco", "prompt": "c192-l1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Awardco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth a look if your LSA strategy is tightly connected to recognition/rewards"}, {"id": "mai-20260917-1752-baseline|c192-l1|openai-small|Espresa", "prompt": "c192-l1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid option if your program leans toward global/flexible benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-l1|openai-small|ThrivePass", "prompt": "c192-l1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "ThrivePass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reviewers commonly mention support and reimbursement friction, so I'd treat it as a more cautious consideration"}, {"id": "mai-20260917-1752-baseline|c192-l1|xai-small|Compt", "prompt": "c192-l1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt (Editor's Pick for Most Enterprises)** ... Demo Compt if reimbursement/tax compliance is key (top-ranked overall in 2026 benchmarks)"}, {"id": "mai-20260917-1752-baseline|c192-l1|xai-small|Forma", "prompt": "c192-l1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go Forma for massive scale/custom bundles"}, {"id": "mai-20260917-1752-baseline|c192-l1|xai-small|Benepass", "prompt": "c192-l1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Benepass for card ease"}, {"id": "mai-20260917-1752-baseline|c192-l1|xai-small|Espresa", "prompt": "c192-l1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Espresa** | Hybrid (total rewards) | Global | 4.2/5 | Wellbeing + recognition suite"}, {"id": "mai-20260917-1752-baseline|c192-l1|xai-small|ThrivePass", "prompt": "c192-l1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ThrivePass** | Lifecycle benefits | Global | 4.1/5 | Pre-tax + LSAs"}, {"id": "mai-20260917-1752-baseline|c192-l1|zai-small|Compt", "prompt": "c192-l1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt (Best Overall for Flexibility & Control)... widely considered the market leader for enterprise-grade flexibility"}, {"id": "mai-20260917-1752-baseline|c192-l1|zai-small|Benepass", "prompt": "c192-l1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass (Best for Global & Pre-Tax Consolidation)"}, {"id": "mai-20260917-1752-baseline|c192-l1|zai-small|Forma", "prompt": "c192-l1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma (Best All-in-One Benefits Suite)"}, {"id": "mai-20260917-1752-baseline|c192-l1|zai-small|Holisticly", "prompt": "c192-l1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Holisticly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Holisticly (Best for Wellness-First Culture)"}, {"id": "mai-20260917-1752-baseline|c192-l2|alibaba-small|Benify", "prompt": "c192-l2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Benify** or **BenefitFocus** as the primary candidates"}, {"id": "mai-20260917-1752-baseline|c192-l2|alibaba-small|BenefitFocus", "prompt": "c192-l2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "BenefitFocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Benify** or **BenefitFocus** as the primary candidates"}, {"id": "mai-20260917-1752-baseline|c192-l2|alibaba-small|Forma", "prompt": "c192-l2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forma** (Best for Modern/Flexible Benefits Models) ... Forma is a top contender."}, {"id": "mai-20260917-1752-baseline|c192-l2|anthropic-small|Workday", "prompt": "c192-l2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workday**\n\nWorkday is a comprehensive HR solution best suited for large companies that need a single, integrated system"}, {"id": "mai-20260917-1752-baseline|c192-l2|anthropic-small|Forma", "prompt": "c192-l2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Forma specializes in managing benefits like lifestyle spending accounts (LSAs)... making it a great option"}, {"id": "mai-20260917-1752-baseline|c192-l2|anthropic-small|Benefitfocus", "prompt": "c192-l2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Benefitfocus is ideal for global enterprises requiring broad customization and compliance."}, {"id": "mai-20260917-1752-baseline|c192-l2|anthropic-small|Ben", "prompt": "c192-l2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Ben", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ben is a benefits platform that blends automation with deep expertise across 140+ countries"}, {"id": "mai-20260917-1752-baseline|c192-l2|challenger-small|ADP", "prompt": "c192-l2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **ADP** for a thousand-plus employee B2B company because it is the safest enterprise default for scale, compliance, and operational control."}, {"id": "mai-20260917-1752-baseline|c192-l2|challenger-small|Forma", "prompt": "c192-l2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Forma** is the strongest fit for modern customizable benefits like **LSAs, FSAs, HSAs, HRAs, and lifestyle benefits**"}, {"id": "mai-20260917-1752-baseline|c192-l2|challenger-small|bswift / Alight Solutions", "prompt": "c192-l2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "bswift / Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your organization has **enterprise complexity** or **multi-plan benefit structures**"}, {"id": "mai-20260917-1752-baseline|c192-l2|challenger-small|Deel", "prompt": "c192-l2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest if you need **global payroll-connected benefits** across many countries"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|Forma", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Forma** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|Rippling", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want benefits deeply integrated with payroll, IT, and HR under one unified system"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|ADP Workforce Now / ADP", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "ADP Workforce Now / ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **all-in-one HR + payroll + benefits** with deep compliance coverage"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|Workday HCM", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for very large enterprises already invested in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|Employee Navigator", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you work heavily through a **broker** and want strong ACA reporting"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|Zest", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zest** and **Kota** are excellent marketplace-style flexible benefits platforms"}, {"id": "mai-20260917-1752-baseline|c192-l2|deepseek-small|Kota", "prompt": "c192-l2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Kota", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zest** and **Kota** are excellent marketplace-style flexible benefits platforms"}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|Forma", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Modern Lifestyle & Stipend Benefits (LSAs): **Forma** ... is the enterprise gold standard."}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|Benepass", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Alternative to consider:* **Benepass** (excellent card-first alternative for managing both pre-tax FSAs/HSAs and post-tax lifestyle accounts on one platform)."}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|Mercer Marsh Benefits (MMB) Darwin", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Mercer Marsh Benefits (MMB) Darwin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global \"Full-Flex\" Benefits (Core & Perks): **Mercer Marsh Benefits (MMB) Darwin** ... is the market leader."}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|Benify", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Alternative to consider:* **Benify** (highly popular in Europe and globally for total rewards and flexible benefits administration)."}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|Businessolver", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Complex Core Benefits Administration (US-Heavy): **Businessolver**"}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|bswift", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Alternatives to consider:* **bswift** or **Benefitfocus**"}, {"id": "mai-20260917-1752-baseline|c192-l2|google-small|Benefitfocus", "prompt": "c192-l2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "both are enterprise-scale legacy giants in the core Benefits Administration space"}, {"id": "mai-20260917-1752-baseline|c192-l2|meta-small|Kota", "prompt": "c192-l2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Kota", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include:\n\n1. Kota"}, {"id": "mai-20260917-1752-baseline|c192-l2|meta-small|Beneflo", "prompt": "c192-l2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Beneflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Beneflo is a platform that assists in designing and rolling out employee benefits policies."}, {"id": "mai-20260917-1752-baseline|c192-l2|meta-small|Fringe", "prompt": "c192-l2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fringe is a flexible benefits platform that offers a unified platform for stipends, awards, and lifestyle benefits."}, {"id": "mai-20260917-1752-baseline|c192-l2|meta-small|FlexGenius", "prompt": "c192-l2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "FlexGenius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FlexGenius is a flexible employee benefits platform built around the workforce."}, {"id": "mai-20260917-1752-baseline|c192-l2|meta-small|Happl", "prompt": "c192-l2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Happl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Happl is an integrated employee benefits platform that eliminates time-consuming admin and ensures global compliance."}, {"id": "mai-20260917-1752-baseline|c192-l2|minimax-small|Forma", "prompt": "c192-l2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forma** (Best Overall for Flexible Benefits)"}, {"id": "mai-20260917-1752-baseline|c192-l2|minimax-small|Rippling", "prompt": "c192-l2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** if you want an all-in-one solution that combines HR, payroll, and benefits management"}, {"id": "mai-20260917-1752-baseline|c192-l2|minimax-small|ADP", "prompt": "c192-l2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP** if enterprise-grade compliance and payroll integration are top priorities"}, {"id": "mai-20260917-1752-baseline|c192-l2|minimax-small|Dayforce", "prompt": "c192-l2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dayforce** (Complex Benefits Administration)"}, {"id": "mai-20260917-1752-baseline|c192-l2|minimax-small|Benepass", "prompt": "c192-l2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Benepass** (Global/Remote Teams)"}, {"id": "mai-20260917-1752-baseline|c192-l2|mistral-small|Forma", "prompt": "c192-l2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forma** stands out as the top recommendation for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c192-l2|mistral-small|Workday", "prompt": "c192-l2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday are also suitable for large enterprises but are more comprehensive HR solutions rather than specialized flexible benefits platforms"}, {"id": "mai-20260917-1752-baseline|c192-l2|moonshot-small|bswift", "prompt": "c192-l2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I'd recommend evaluating **bswift** or **Benefitfocus** first if you need traditional benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-l2|moonshot-small|Benefitfocus", "prompt": "c192-l2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Customization & Employee Guidance"}, {"id": "mai-20260917-1752-baseline|c192-l2|moonshot-small|Workday HCM", "prompt": "c192-l2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost ($290K\\u2013$515K/year plus implementation) but comprehensive"}, {"id": "mai-20260917-1752-baseline|c192-l2|moonshot-small|Forma", "prompt": "c192-l2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Forma** if you're looking to modernize with flexible, personalized benefits like Lifestyle Spending Accounts"}, {"id": "mai-20260917-1752-baseline|c192-l2|moonshot-small|Benepass", "prompt": "c192-l2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global workforce with localized benefits | **Benepass** or **Forma**"}, {"id": "mai-20260917-1752-baseline|c192-l2|openai-small|Benefitfocus", "prompt": "c192-l2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around enterprise fit:** **Benefitfocus**"}, {"id": "mai-20260917-1752-baseline|c192-l2|openai-small|bswift", "prompt": "c192-l2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd generally recommend **Benefitfocus** or **bswift** as the first platforms to evaluate"}, {"id": "mai-20260917-1752-baseline|c192-l2|openai-small|Alight", "prompt": "c192-l2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Alight** as a strong option if you want a broader, more managed enterprise benefits operating model"}, {"id": "mai-20260917-1752-baseline|c192-l2|openai-small|ADP Workforce Now", "prompt": "c192-l2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "G2's enterprise rankings put vendors like **ADP Workforce Now, Rippling, and Workday HCM** among the top enterprise benefits administration software options"}, {"id": "mai-20260917-1752-baseline|c192-l2|openai-small|Rippling", "prompt": "c192-l2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors like **ADP Workforce Now, Rippling, and Workday HCM** among the top enterprise benefits administration software options"}, {"id": "mai-20260917-1752-baseline|c192-l2|openai-small|Workday HCM", "prompt": "c192-l2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendors like **ADP Workforce Now, Rippling, and Workday HCM** among the top enterprise benefits administration software options"}, {"id": "mai-20260917-1752-baseline|c192-l2|xai-small|ADP Workforce Now", "prompt": "c192-l2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ADP Workforce Now** as the top flexible employee benefits platform"}, {"id": "mai-20260917-1752-baseline|c192-l2|xai-small|Workday HCM Benefits", "prompt": "c192-l2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Workday HCM Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday HCM Benefits** (Best for comprehensive HCM integration)"}, {"id": "mai-20260917-1752-baseline|c192-l2|xai-small|Benefitfocus", "prompt": "c192-l2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Benefitfocus** (Best for carrier-heavy voluntary/flex plans): Tailored for 10K+ employee orgs"}, {"id": "mai-20260917-1752-baseline|c192-l2|xai-small|bswift", "prompt": "c192-l2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**bswift** (Best for AI-guided enrollment): Highly configurable for large groups"}, {"id": "mai-20260917-1752-baseline|c192-l2|xai-small|Forma", "prompt": "c192-l2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Forma** (Best for modern lifestyle/flex spending): Ultra-flexible LSAs/allowances"}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|bswift", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **bswift**"}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|UKG Pro", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise HCM with integrated benefits, strong workflows & governance"}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Alight", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive enterprise benefits administration, well-suited for complex, large-scale benefit programs."}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Oracle Fusion Cloud HCM", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global enterprise HR and benefits, deep integration with broader ERP/HR systems."}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Benifex", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benifex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Happl** or **Benifex** may also be excellent choices for tighter integration and a unified rewards experience."}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Happl", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Happl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Happl** or **Benifex** may also be excellent choices for tighter integration"}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Perkbox", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Perkbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global benefits & rewards platform with salary sacrifice, discounts, and wellbeing support."}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Fringe", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flexible spending, real choice, zero admin complexity, tiered pricing"}, {"id": "mai-20260917-1752-baseline|c192-l2|zai-small|Great Work Perks", "prompt": "c192-l2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Great Work Perks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Global discounts and perks platform serving 20,000+ organizations"}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|Benepass", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Benepass is currently a leader in the \"modern total rewards\" space."}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|BenefitHub", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BenefitHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Benepass or BenefitHub if: Your employees complain about boring benefits"}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|Stellex", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Stellex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stellex offers robust frameworks for ensuring \"cafeteria plan\" compliance internationally."}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|Ceridian Dayforce", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dayforce is often considered the gold standard for large-scale enterprise payroll and benefits."}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|UKG (UltiPro/Kronos)", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "UKG (UltiPro/Kronos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your flexible benefits include scheduling or hourly tracking combined with benefits, UKG is stronger here."}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|Workday", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The favorite choice for large corporate offices (Tech, Finance, Pharma)."}, {"id": "mai-20260917-1752-baseline|c192-l3|alibaba-small|Benefitfocus", "prompt": "c192-l3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Benefitfocus** (Legacy Admin) ... Employee Experience Low (Complex forms)"}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|ADP", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ADP is the integrated, reliable choice for enterprise benefits administration with payroll and compliance depth"}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|Benefitfocus", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benefitfocus is best for complex, large-org benefits programs"}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|Forma", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Forma is best for modern, flexible benefits with lifestyle spending accounts and pre-tax accounts, and owns the modern flexible-benefits lane."}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|Benepass", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Benepass is a card-first flexible benefits platform that offers pre-tax accounts and lifestyle spending accounts with usage-based pricing."}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|Nayya", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Nayya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nayya leads on decision support"}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|Castlight Navigation", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Castlight Navigation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Castlight Navigation helps people actually use their care"}, {"id": "mai-20260917-1752-baseline|c192-l3|anthropic-small|Benifex", "prompt": "c192-l3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benifex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "multinational organizations benefit from platforms like Benifex that handle global complexity"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Forma", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Forma** if you want the broadest enterprise-ready flexible benefits program with strong customization"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Benepass", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Benepass** if you want a **card-first** model for reimbursable benefits and stipends"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Compt", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Compt** if your priority is **stipend governance, reporting, and tax compliance**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Benefitfocus", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Benefitfocus** or **bswift** if you need **traditional enterprise benefits administration**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|bswift", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AI-native guided enrollment** and strong service support"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|ADP", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **ADP** or **Workday** if benefits must be part of a wider **enterprise HR/payroll platform**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Workday", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when benefits must sit inside a **broader HCM/ERP stack**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Alight", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Alight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for **outsourced enterprise administration**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Benify", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Benify** if you need **global employee benefits** across multiple countries"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|PlanSource", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Benefitfocus, bswift, PlanSource, and Alight are designed for **large, complex plan structures**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Rippling", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ADP, Workday, and Rippling are strongest when benefits need to be tightly connected to **payroll, HRIS, and compliance**"}, {"id": "mai-20260917-1752-baseline|c192-l3|challenger-small|Deel", "prompt": "c192-l3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Benify, Deel, and Workday are better suited to distributed or cross-border workforces"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|Forma (formerly Fringe)", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma (formerly Fringe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Global employers consolidating flexible lifestyle benefits onto one configurable platform."}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|Benifex (Benefex + Benify merger)", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benifex (Benefex + Benify merger)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Personalized total-rewards experience and communication across many countries → Benifex"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|PlanSource", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "US mid-to-large enterprise requiring deep ACA/ERISA compliance and carrier connectivity → PlanSource"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|Benepass", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Card-first, instant spending experience → Benepass"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|Navia", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Navia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Companies seeking specialized pre-tax and wellness benefits solutions in a focused platform."}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|BenefitsFocus (BeneFIT)", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BenefitsFocus (BeneFIT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "industry-leading automation for large/mid-large enterprises"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|Zenefits", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more SMB-oriented, with moderate customization and payroll-centric approaches"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|Gusto", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more SMB-oriented, with moderate customization and payroll-centric approaches"}, {"id": "mai-20260917-1752-baseline|c192-l3|deepseek-small|BambooHR", "prompt": "c192-l3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "offer moderate customization but are more rigid"}, {"id": "mai-20260917-1752-baseline|c192-l3|google-small|Forma", "prompt": "c192-l3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma: Best for Unified Pre-Tax and Post-Tax Accounts"}, {"id": "mai-20260917-1752-baseline|c192-l3|google-small|Benepass", "prompt": "c192-l3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass: Best for Card-First, Compliance-Heavy Organizations"}, {"id": "mai-20260917-1752-baseline|c192-l3|google-small|Compt", "prompt": "c192-l3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compt: Best for Open Reimbursement and Flawless Finance Compliance"}, {"id": "mai-20260917-1752-baseline|c192-l3|google-small|Espresa", "prompt": "c192-l3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Espresa: Best for Culture-Driven and Globally Distributed Workforces"}, {"id": "mai-20260917-1752-baseline|c192-l3|google-small|Fringe", "prompt": "c192-l3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fringe: Best for Point-Based Curated Marketplaces"}, {"id": "mai-20260917-1752-baseline|c192-l3|meta-small|Forma", "prompt": "c192-l3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms, like Forma, specialize in flexible and personalized benefits"}, {"id": "mai-20260917-1752-baseline|c192-l3|meta-small|Benifex", "prompt": "c192-l3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benifex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "others, like Benifex, offer a more comprehensive suite of benefits administration and total rewards management"}, {"id": "mai-20260917-1752-baseline|c192-l3|meta-small|Zest", "prompt": "c192-l3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade flexible benefits platforms include Forma, Benifex, Zest, and Ben."}, {"id": "mai-20260917-1752-baseline|c192-l3|meta-small|Ben", "prompt": "c192-l3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade flexible benefits platforms include Forma, Benifex, Zest, and Ben."}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Benify", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For multinational enterprises needing true global flexibility with modern UX, **Forma** and **Benify** lead in global reach."}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Reward Gateway", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For companies prioritizing engagement and communication alongside benefits, **Reward Gateway** offers strong integrated solutions."}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Benefitfocus", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For deep benefits administration complexity, **Benefitfocus** provides the most robust enterprise features."}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Forma", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Forma** and **Benify** lead in global reach"}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Benepass", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Companies wanting card-first flexible benefits"}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Zest", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** UK mid-market and enterprise employers"}, {"id": "mai-20260917-1752-baseline|c192-l3|minimax-small|Modern Health", "prompt": "c192-l3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Unique focus:** Specializes in mental health support with flexible subscription models"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|Forma", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma is often cited as the best overall for flexible and personalized benefits"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|Benepass", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass is unique in its card-first approach and strong fintech integration"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|Workday", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for organizations already using or committed to Workday for HR and payroll"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|Oracle Cloud HCM", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle is best suited for enterprises already in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|Dayforce", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dayforce is strong in workforce management and payroll, with robust benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|UKG (Ultimate Kronos Group)", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "UKG is strong in workforce management and payroll, with benefits as part of a broader HR suite"}, {"id": "mai-20260917-1752-baseline|c192-l3|mistral-small|Benifex", "prompt": "c192-l3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benifex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Benifex is particularly popular in the UK and focuses on holistic employee experience"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|Benifex", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benifex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Benifex** for comprehensive total rewards in complex global environments"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|Forma", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Forma** or **Benepass** for modern, flexible lifestyle benefits"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|Benepass", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Forma** or **Benepass** for modern, flexible lifestyle benefits"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|Workday", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday/Oracle** if benefits administration is part of a broader HR transformation"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|Oracle Cloud HCM", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Global organizations requiring advanced HR and benefits tools"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|Dayforce", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle Cloud HCM / Dayforce / UKG"}, {"id": "mai-20260917-1752-baseline|c192-l3|moonshot-small|UKG", "prompt": "c192-l3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oracle Cloud HCM / Dayforce / UKG"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|SAP SuccessFactors Employee Central Global Benefits", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Global Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP SuccessFactors** if you need **global HR + benefits in one core system**"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Dayforce Benefits", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Dayforce Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better suited when you want benefits tightly integrated with payroll and workforce management"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Benefitfocus", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often chosen for U.S.-centric enterprise benefits administration rather than global lifestyle wallets"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|ADP benefits modules", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP benefits modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most compelling inside the ADP ecosystem rather than as a best-of-breed flexible benefits specialist"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Forma", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Focuses on configurable lifestyle spending accounts, wellness allowances, and reimbursements."}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Benepass", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "flexible benefits, spending accounts, reimbursement workflows, and a strong employee-facing experience"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Benify", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A major global benefits management platform, especially relevant for multinational employers"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Espresa", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often associated with global flexible benefits, voluntary benefits, and wellbeing."}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Deel", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "benefits is usually one part of a broader global payroll/EOR stack"}, {"id": "mai-20260917-1752-baseline|c192-l3|openai-small|Papaya Global", "prompt": "c192-l3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "benefits is usually one part of a broader global payroll/EOR stack"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|PlanSource", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best-in-class ACA/ERISA compliance, extensive carrier/HRIS integrations ... strong billing/consolidation"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Benefitfocus", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Decision-support (cost modeling, usage-based recommendations), robust reporting, high user satisfaction (G2: 4.2/5)"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|bswift", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "API-rich integrations (HRIS/carriers), audit trails, flexible configs. Strong for multi-state."}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Businessolver", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dedicated benefits administration (ben-admin) providers like **PlanSource**, **Benefitfocus**, **bswift**, **Businessolver** (now Solytics), and **Empyrean**"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Empyrean", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Empyrean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Businessolver** (now Solytics), and **Empyrean**"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Workday", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive ($100K+ annual for mid-enterprise); overkill if benefits-only needed. Less carrier depth than pure ben-admin."}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|ADP Workforce Now", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deep compliance/payroll sync, scalable for 1,000s. ... Bundled model limits standalone flexibility"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Oracle HCM", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Steep implementation; less nimble for custom perks/LSAs vs. dedicated platforms."}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|UKG Pro", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Steep implementation; less nimble for custom perks/LSAs vs. dedicated platforms."}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Forma", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "add \"lifestyle\" customization but lack full enterprise ben-admin scale/compliance for core insurance"}, {"id": "mai-20260917-1752-baseline|c192-l3|xai-small|Benepass", "prompt": "c192-l3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Platforms like Forma/Benepass (emerging for LSAs/wellness stipends) add \"lifestyle\" customization but lack full enterprise ben-admin scale/compliance"}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|Forma", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma is currently the leading platform for **Lifestyle Spending Accounts (LSAs)** and flexible spending."}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|Alight Worklife", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Alight Worklife", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alight is a massive player that blends benefits administration with a focus on **wellbeing and financial health**."}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|Workday", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday is widely adopted for its unified database and ease of use."}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|Oracle Cloud HCM (Oracle Benefits)", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Oracle Cloud HCM (Oracle Benefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle targets the largest, most complex organizations, particularly those with a **global footprint**."}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "UKG is famous for the \"one database\" architecture."}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|ADP Workforce Now", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ADP is known for its deep compliance reporting and carrier integrations."}, {"id": "mai-20260917-1752-baseline|c192-l3|zai-small|Rippling", "prompt": "c192-l3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rippling is a modern platform that integrates HR, IT, and Payroll into one system."}, {"id": "mai-20260917-1752-baseline|c192-l4|alibaba-small|Benevity", "prompt": "c192-l4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benevity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Benevity is often cited as the gold standard for large enterprises due to its explicit \"no transaction fee\" structure"}, {"id": "mai-20260917-1752-baseline|c192-l4|alibaba-small|Compt", "prompt": "c192-l4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compt is widely recognized for its \"reimbursement-first\" approach, which inherently reduces the \"swipe fees\""}, {"id": "mai-20260917-1752-baseline|c192-l4|alibaba-small|Joon", "prompt": "c192-l4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Joon is a strong contender for mid-to-large organizations looking to balance low overhead with simple scalability."}, {"id": "mai-20260917-1752-baseline|c192-l4|anthropic-small|Benepass", "prompt": "c192-l4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Benepass** stands out as the market leader for large-scale deployments."}, {"id": "mai-20260917-1752-baseline|c192-l4|anthropic-small|Compt", "prompt": "c192-l4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compt** is another strong choice, particularly if you prioritize cost predictability and administrative control."}, {"id": "mai-20260917-1752-baseline|c192-l4|challenger-small|Compt", "prompt": "c192-l4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Compt** because it is explicitly positioned as a **reimbursement-based** LSA platform"}, {"id": "mai-20260917-1752-baseline|c192-l4|challenger-small|Forma", "prompt": "c192-l4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need broad international operations and localized tax handling:** **Forma**"}, {"id": "mai-20260917-1752-baseline|c192-l4|challenger-small|Espresa", "prompt": "c192-l4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Espresa\\u2019s broader employee-experience suite"}, {"id": "mai-20260917-1752-baseline|c192-l4|challenger-small|Benepass", "prompt": "c192-l4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need global coverage plus configurable programs:** **Benepass**"}, {"id": "mai-20260917-1752-baseline|c192-l4|deepseek-small|Compt", "prompt": "c192-l4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Compt** (Best for Cost Predictability)"}, {"id": "mai-20260917-1752-baseline|c192-l4|deepseek-small|Fringe", "prompt": "c192-l4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fringe** is the runner-up with public pricing"}, {"id": "mai-20260917-1752-baseline|c192-l4|deepseek-small|Benepass", "prompt": "c192-l4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider With Caution: **Benepass** (Enterprise-Grade but Less Transparent)"}, {"id": "mai-20260917-1752-baseline|c192-l4|google-small|Forma", "prompt": "c192-l4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma (Best Overall for Enterprise & Notional Funding)\nForma is widely considered the leading enterprise platform for scale and customizable architecture."}, {"id": "mai-20260917-1752-baseline|c192-l4|google-small|Benepass", "prompt": "c192-l4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass (Best for Card-First Compliance & Strict Expiration Controls)"}, {"id": "mai-20260917-1752-baseline|c192-l4|google-small|Compt", "prompt": "c192-l4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compt (Best for Zero Capital Lockup & Reimbursement-First)"}, {"id": "mai-20260917-1752-baseline|c192-l4|google-small|Espresa", "prompt": "c192-l4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Espresa (Best for All-in-One Employee Experience)"}, {"id": "mai-20260917-1752-baseline|c192-l4|meta-small|Compt.io", "prompt": "c192-l4", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt is the top-ranked LSA provider for 2026 and offers a modular Lifestyle Spending Account (LSA) solution for enterprises."}, {"id": "mai-20260917-1752-baseline|c192-l4|meta-small|Joinforma.com", "prompt": "c192-l4", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joinforma.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a complete guide to the 15 best Lifestyle Spending Account providers in 2025."}, {"id": "mai-20260917-1752-baseline|c192-l4|minimax-small|Compt", "prompt": "c192-l4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company (thousands of users) prioritizing **predictable total cost**, Compt appears to be the best fit."}, {"id": "mai-20260917-1752-baseline|c192-l4|minimax-small|Benepass", "prompt": "c192-l4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Benepass: ~$4–$12 PEPM = $480K–$1.2M/year just in platform fees"}, {"id": "mai-20260917-1752-baseline|c192-l4|minimax-small|Fringe", "prompt": "c192-l4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fringe** | $2–3 PEPM (tiered) | Companies wanting marketplace + perks"}, {"id": "mai-20260917-1752-baseline|c192-l4|minimax-small|ThrivePass", "prompt": "c192-l4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ThrivePass** | From $0.55 PEPM | Budget-conscious organizations"}, {"id": "mai-20260917-1752-baseline|c192-l4|minimax-small|Forma", "prompt": "c192-l4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Forma** | Hybrid (card + reimbursement) | Companies wanting flexibility"}, {"id": "mai-20260917-1752-baseline|c192-l4|mistral-small|Compt", "prompt": "c192-l4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** stands out as the best lifestyle spending account (LSA) platform"}, {"id": "mai-20260917-1752-baseline|c192-l4|mistral-small|Benepass", "prompt": "c192-l4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other platforms like Benepass and Espresa are strong but typically use PEPM pricing, which can vary with headcount... making budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c192-l4|mistral-small|Espresa", "prompt": "c192-l4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other platforms like Benepass and Espresa are strong but typically use PEPM pricing, which can vary with headcount... making budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c192-l4|moonshot-small|Fringe", "prompt": "c192-l4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Fringe** if you're U.S.-based and want the most transparent, fixed PEPM pricing with no surprises."}, {"id": "mai-20260917-1752-baseline|c192-l4|moonshot-small|Compt", "prompt": "c192-l4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Compt** if you prefer a \"pay-for-what's-used\" model and want to eliminate platform fees entirely"}, {"id": "mai-20260917-1752-baseline|c192-l4|moonshot-small|ThrivePass", "prompt": "c192-l4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ThrivePass** \\u2013 Best for Bundled Predictability"}, {"id": "mai-20260917-1752-baseline|c192-l4|moonshot-small|Forma", "prompt": "c192-l4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Forma** if you need global coverage and want one platform to handle LSAs across multiple countries"}, {"id": "mai-20260917-1752-baseline|c192-l4|moonshot-small|Benepass", "prompt": "c192-l4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Benepass** | $4\\u2013$12/PEPM | High | Midsize to enterprise flexibility |"}, {"id": "mai-20260917-1752-baseline|c192-l4|openai-small|Compt", "prompt": "c192-l4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **Compt** first."}, {"id": "mai-20260917-1752-baseline|c192-l4|openai-small|Forma", "prompt": "c192-l4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forma** is the other major enterprise contender to evaluate"}, {"id": "mai-20260917-1752-baseline|c192-l4|openai-small|Espresa", "prompt": "c192-l4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Espresa** is also a serious enterprise option, but publicly available info is more focused on product capabilities"}, {"id": "mai-20260917-1752-baseline|c192-l4|xai-small|Compt", "prompt": "c192-l4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt stands out as the best option for a large company seeking predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline|c192-l4|xai-small|Benepass", "prompt": "c192-l4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Costs grow linearly with headcount; third-party data shows $9K–$28K/year platform fees for just 200 users on top of stipends."}, {"id": "mai-20260917-1752-baseline|c192-l4|xai-small|Forma", "prompt": "c192-l4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Quote-based with add-ons for benefits modules, cards, etc.; varies by eligible employees and features—harder to lock in total cost."}, {"id": "mai-20260917-1752-baseline|c192-l4|xai-small|Fringe", "prompt": "c192-l4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others (e.g., Fringe, ThrivePass, Espresa) | PEPM ($0.55–$12/user/mo) or marketplace/transaction-based"}, {"id": "mai-20260917-1752-baseline|c192-l4|xai-small|ThrivePass", "prompt": "c192-l4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (e.g., Fringe, ThrivePass, Espresa) | PEPM ($0.55–$12/user/mo) or marketplace/transaction-based"}, {"id": "mai-20260917-1752-baseline|c192-l4|xai-small|Espresa", "prompt": "c192-l4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others (e.g., Fringe, ThrivePass, Espresa) | PEPM ($0.55–$12/user/mo) or marketplace/transaction-based"}, {"id": "mai-20260917-1752-baseline|c192-l4|zai-small|Compt", "prompt": "c192-l4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-l4|zai-small|Benepass", "prompt": "c192-l4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cons:** Their pricing is PEPM ($4–$12/month). For a large company, this creates a massive, unpredictable variable in your annual budget."}, {"id": "mai-20260917-1752-baseline|c192-l5|anthropic-small|Compt", "prompt": "c192-l5", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For example, Compt automatically categorizes and flags expenses according to IRS guidelines, preventing any nasty surprises at tax time."}, {"id": "mai-20260917-1752-baseline|c192-l5|challenger-small|Compt", "prompt": "c192-l5", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compt explicitly lists **SSO/SAML** for enterprise customers"}, {"id": "mai-20260917-1752-baseline|c192-l5|challenger-small|Espresa", "prompt": "c192-l5", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Espresa and Compt both surface enterprise security/compliance claims"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|Benepass", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Benepass** — card-first + pre-tax, SOC 2 Type 2 + HITRUST, strong SSO/RBAC/audit logs, global scale"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|Fringe", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some vendors (e.g., Fringe starts around $2/PEPM) publicize pricing"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|Compt", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Compt** — reimbursement-first, payroll-ready reporting"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|Forma", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but note its SOC 2 report was over 2 years old — verify"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|ThrivePass", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ThrivePass, Espresa, Fringe, PeopleKeep, WEX** — other options"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|Espresa", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "other options"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|PeopleKeep", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "PeopleKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "other options"}, {"id": "mai-20260917-1752-baseline|c192-l5|deepseek-small|WEX", "prompt": "c192-l5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "WEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "WEX is enterprise-scale infrastructure"}, {"id": "mai-20260917-1752-baseline|c192-l5|meta-small|Compt", "prompt": "c192-l5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt: Offers a reimbursement-based model, SOC 2 certification, and SSO support via SAML 2.0."}, {"id": "mai-20260917-1752-baseline|c192-l5|meta-small|Benepass", "prompt": "c192-l5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass: Provides a card-first model with real-time policy enforcement and compliance certifications like SOC 2 Type 2."}, {"id": "mai-20260917-1752-baseline|c192-l5|meta-small|WEX", "prompt": "c192-l5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "WEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WEX: A large benefits and payments platform with extensive integrations across payroll, HRIS, and insurance carriers."}, {"id": "mai-20260917-1752-baseline|c192-l5|minimax-small|Benepass", "prompt": "c192-l5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "platforms like **Benepass** and **Espresa** market specifically to enterprise buyers with these requirements"}, {"id": "mai-20260917-1752-baseline|c192-l5|minimax-small|Espresa", "prompt": "c192-l5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platforms like **Benepass** and **Espresa** market specifically to enterprise buyers with these requirements"}, {"id": "mai-20260917-1752-baseline|c192-l5|minimax-small|Lifestyle Spending", "prompt": "c192-l5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Lifestyle Spending", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Others in this space include **Lifestyle Spending** and **Cora**."}, {"id": "mai-20260917-1752-baseline|c192-l5|minimax-small|Cora", "prompt": "c192-l5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Cora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others in this space include **Lifestyle Spending** and **Cora**."}, {"id": "mai-20260917-1752-baseline|c192-l5|mistral-small|Gympass", "prompt": "c192-l5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Gympass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Send a detailed RFP to 3–5 vendors (e.g., Gympass, Wellable, Benepass, Fringe, Compt)."}, {"id": "mai-20260917-1752-baseline|c192-l5|mistral-small|Wellable", "prompt": "c192-l5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Gympass, Wellable, Benepass, Fringe, Compt"}, {"id": "mai-20260917-1752-baseline|c192-l5|mistral-small|Benepass", "prompt": "c192-l5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Gympass, Wellable, Benepass, Fringe, Compt"}, {"id": "mai-20260917-1752-baseline|c192-l5|mistral-small|Fringe", "prompt": "c192-l5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Gympass, Wellable, Benepass, Fringe, Compt"}, {"id": "mai-20260917-1752-baseline|c192-l5|mistral-small|Compt", "prompt": "c192-l5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Gympass, Wellable, Benepass, Fringe, Compt"}, {"id": "mai-20260917-1752-baseline|c192-l5|moonshot-small|Benepass", "prompt": "c192-l5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Benepass | SOC 2 Type 2, GDPR, HIPAA, HITRUST; card-first model with real-time policy enforcement"}, {"id": "mai-20260917-1752-baseline|c192-l5|moonshot-small|Compt", "prompt": "c192-l5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compt | SOC 2 certified, enterprise SSO/SAML, dedicated support, reimbursement-based"}, {"id": "mai-20260917-1752-baseline|c192-l5|moonshot-small|Espresa", "prompt": "c192-l5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Espresa | Unified platform for LSA + other benefits, AI-powered policy enforcement, global scalability"}, {"id": "mai-20260917-1752-baseline|c192-l5|moonshot-small|Alegeus", "prompt": "c192-l5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Alegeus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Alegeus | White-label marketplace, advanced reporting, payroll integrations"}, {"id": "mai-20260917-1752-baseline|c192-l5|moonshot-small|Pluxee/Edenred", "prompt": "c192-l5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Pluxee/Edenred", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Massive global merchant network, ISO 27001, strong for multi-country deployments"}, {"id": "mai-20260917-1752-baseline|c192-l5|xai-small|Compt", "prompt": "c192-l5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-4: Compt (reimbursement leader), Benepass (card/global), Forma (customizable)."}, {"id": "mai-20260917-1752-baseline|c192-l5|xai-small|Benepass", "prompt": "c192-l5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benepass (card/global)"}, {"id": "mai-20260917-1752-baseline|c192-l5|xai-small|Forma", "prompt": "c192-l5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma (customizable)"}, {"id": "mai-20260917-1752-baseline|c192-l5|xai-small|Fringe", "prompt": "c192-l5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "prioritize platforms that scale reliably (e.g., Compt, Benepass, Forma, Fringe)"}, {"id": "mai-20260917-1752-baseline|c192-l6|alibaba-small|Ben (Thanks Ben)", "prompt": "c192-l6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ben (Thanks Ben)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some organizations have flagged platforms like **Ben (Thanks Ben)** for disappointing reporting capabilities in user discussions."}, {"id": "mai-20260917-1752-baseline|c192-l6|alibaba-small|Benefitfocus", "prompt": "c192-l6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Benefitfocus** has received mixed feedback, with Software Advice reviewers noting weak support responsiveness, high friction when vendor intervention is needed"}, {"id": "mai-20260917-1752-baseline|c192-l6|anthropic-small|Benefitfocus", "prompt": "c192-l6", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Benefitfocus** requires particular caution despite its enterprise positioning."}, {"id": "mai-20260917-1752-baseline|c192-l6|challenger-small|Benepass", "prompt": "c192-l6", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare specific platforms like **Benepass, Forma, WEX, Compt, or HealthEquity**"}, {"id": "mai-20260917-1752-baseline|c192-l6|challenger-small|Forma", "prompt": "c192-l6", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare specific platforms like **Benepass, Forma, WEX, Compt, or HealthEquity**"}, {"id": "mai-20260917-1752-baseline|c192-l6|challenger-small|WEX", "prompt": "c192-l6", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific platforms like **Benepass, Forma, WEX, Compt, or HealthEquity**"}, {"id": "mai-20260917-1752-baseline|c192-l6|challenger-small|Compt", "prompt": "c192-l6", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific platforms like **Benepass, Forma, WEX, Compt, or HealthEquity**"}, {"id": "mai-20260917-1752-baseline|c192-l6|challenger-small|HealthEquity", "prompt": "c192-l6", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "HealthEquity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific platforms like **Benepass, Forma, WEX, Compt, or HealthEquity**"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Zest", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often **excellent for 200–2,000 employees**, but they may lack the **deep compliance and global payroll integration** needed for a 10,000+ person multinational"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Perkbox", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Perkbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may lack the **deep compliance and global payroll integration** needed for a 10,000+ person multinational. Try them at mid-market size only."}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Happl", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Happl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often **excellent for 200–2,000 employees**, but they may lack the **deep compliance and global payroll integration**"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Ben", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often **excellent for 200–2,000 employees**, but they may lack the **deep compliance and global payroll integration**"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Benefitfocus", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but often **slow to innovate**, and some have been criticized for complex, dated user interfaces"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|bswift", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but often **slow to innovate**, and some have been criticized for complex, dated user interfaces"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Rippling", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong for payroll-connected benefits (like LSAs), but they may not handle **complex pension/salary sacrifice schemes**"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Deel", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong for payroll-connected benefits (like LSAs), but they may not handle **complex pension/salary sacrifice schemes**"}, {"id": "mai-20260917-1752-baseline|c192-l6|deepseek-small|Forma", "prompt": "c192-l6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "strong for payroll-connected benefits (like LSAs), but they may not handle **complex pension/salary sacrifice schemes**"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Alight Solutions", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Alight Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to approach with caution: Alight Solutions, Benefitfocus (Voya), and older configurations of bswift (CVS Health)."}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Benefitfocus", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms to approach with caution: Alight Solutions, Benefitfocus (Voya)"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|bswift", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "older configurations of bswift (CVS Health)"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Gusto", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to avoid: Gusto, BambooHR, TriNet Zenefits, and basic configurations of Rippling."}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|BambooHR", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to avoid: Gusto, BambooHR, TriNet Zenefits"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|TriNet Zenefits", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to avoid: Gusto, BambooHR, TriNet Zenefits"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Rippling", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "basic configurations of Rippling"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|ADP Workforce Now", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms to approach with caution: ADP Workforce Now, Paylocity, and Paycom."}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Paylocity", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms to approach with caution: ADP Workforce Now, Paylocity, and Paycom."}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Paycom", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Platforms to approach with caution: ADP Workforce Now, Paylocity, and Paycom."}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Fringe", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Fringe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Platforms to avoid for global teams: Localized stipend tools ... (e.g., Fringe or basic catalog-first tools)"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Forma", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "seek \"open-reimbursement\" platforms (such as Forma, Compt, or Benepass)"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Compt", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "seek \"open-reimbursement\" platforms (such as Forma, Compt, or Benepass)"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Benepass", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "seek \"open-reimbursement\" platforms (such as Forma, Compt, or Benepass)"}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|ADP TotalSource", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "What to avoid: Co-employment models like ADP TotalSource or Rippling PEO."}, {"id": "mai-20260917-1752-baseline|c192-l6|google-small|Rippling PEO", "prompt": "c192-l6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling PEO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "What to avoid: Co-employment models like ADP TotalSource or Rippling PEO."}, {"id": "mai-20260917-1752-baseline|c192-l6|meta-small|Zest", "prompt": "c192-l6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broker-plus-platforms (e.g. Zest, Ben, Happl)"}, {"id": "mai-20260917-1752-baseline|c192-l6|meta-small|Ben", "prompt": "c192-l6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ben", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Broker-plus-platforms (e.g. Zest, Ben, Happl)"}, {"id": "mai-20260917-1752-baseline|c192-l6|meta-small|Happl", "prompt": "c192-l6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Happl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Broker-plus-platforms (e.g. Zest, Ben, Happl)"}, {"id": "mai-20260917-1752-baseline|c192-l6|meta-small|Benifex", "prompt": "c192-l6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benifex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise reward and HCM suites (e.g. Benifex, Workday)"}, {"id": "mai-20260917-1752-baseline|c192-l6|meta-small|Workday", "prompt": "c192-l6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise reward and HCM suites (e.g. Benifex, Workday)"}, {"id": "mai-20260917-1752-baseline|c192-l6|moonshot-small|Benefitfocus", "prompt": "c192-l6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Benefitfocus — Caution Advised"}, {"id": "mai-20260917-1752-baseline|c192-l6|moonshot-small|Via Benefits", "prompt": "c192-l6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Via Benefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Via Benefits — Avoid"}, {"id": "mai-20260917-1752-baseline|c192-l6|moonshot-small|ASI Flex", "prompt": "c192-l6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ASI Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ASI Flex — Avoid"}, {"id": "mai-20260917-1752-baseline|c192-l6|moonshot-small|BenefitWallet", "prompt": "c192-l6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "BenefitWallet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "BenefitWallet — Avoid"}, {"id": "mai-20260917-1752-baseline|c192-l6|moonshot-small|Navia Benefit Solutions", "prompt": "c192-l6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Navia Benefit Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Navia Benefit Solutions — Major Security Red Flag"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|Forma", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong enterprise presence, but reviewers repeatedly mention **rejected claims, unclear purchase eligibility, confusing reimbursement rules, and slower support**"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|Ben", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trustpilot feedback highlights **half-answers, slow issue resolution, and incomplete support**"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|Zenefits", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**post-implementation frustrations and service issues** show up later"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|TriNet", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 commentary shows complaints around **support quality, fees, and clunky navigation**"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|Gusto", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "vendor experience complaints and incompetent benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|P&A Group", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "P&A Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "vet current capabilities and service standards closely** before choosing them"}, {"id": "mai-20260917-1752-baseline|c192-l6|openai-small|CIPHR", "prompt": "c192-l6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "CIPHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "underestimated scope and unresolved functionality issues** after implementation, which is risky for large rollouts"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Benefitfocus", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Benefitfocus** (High Caution/Avoid if Support is Critical)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Zenefits", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Zenefits** (Caution for Scale Beyond Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Thanks Ben / Ben", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben / Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(UK-Focused; Caution for Reporting/Scale)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Benefex", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Benefex** (Caution for Reporting/Implementation)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Happl", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Happl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "perks-focused like Happl, Zest) fail at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Zest", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "perks-focused like Happl, Zest) fail at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Rippling", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize: G2 Enterprise Grid leaders like ADP Workforce Now, Rippling, Workday HCM, Paylocity"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Workday", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Workday/Benifex (resource-heavy)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|ADP", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ADP (quote-based, integration-dependent) have mixed reviews"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|ADP Workforce Now", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prioritize: G2 Enterprise Grid leaders like **ADP Workforce Now, Rippling, Workday HCM, Paylocity** (high satisfaction for scale)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Workday HCM", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "G2 Enterprise Grid leaders like ADP Workforce Now, Rippling, Workday HCM, Paylocity"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Paylocity", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "G2 Enterprise Grid leaders like ADP Workforce Now, Rippling, Workday HCM, Paylocity"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Bentek", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Bentek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "niche like **Bentek** for complex/public sector"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|Forma", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Alternatives to Consider: Forma, HealthKey (praised for reliable reporting)"}, {"id": "mai-20260917-1752-baseline|c192-l6|xai-small|HealthKey", "prompt": "c192-l6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "HealthKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Forma, HealthKey (praised for reliable reporting)"}, {"id": "mai-20260917-1752-baseline|c192-l6|zai-small|Gusto", "prompt": "c192-l6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms Built for Small/Mid‑Market Only - **Examples:** Gusto, BambooHR ... quickly become a bottleneck at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c192-l6|zai-small|BambooHR", "prompt": "c192-l6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** Gusto, BambooHR, some SMB‑focused benefits modules ... Limited enterprise capabilities"}, {"id": "mai-20260917-1752-baseline|c192-m1|alibaba-small|Benepass", "prompt": "c192-m1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two dominant players for this segment are **Benepass** and **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-m1|alibaba-small|Compt", "prompt": "c192-m1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two dominant players for this segment are **Benepass** and **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-m1|alibaba-small|Favorably", "prompt": "c192-m1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Favorably", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Favorably** is another strong contender in the mid-market space."}, {"id": "mai-20260917-1752-baseline|c192-m1|anthropic-small|Compt", "prompt": "c192-m1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** appears particularly well-suited for mid-market B2B"}, {"id": "mai-20260917-1752-baseline|c192-m1|anthropic-small|Benepass", "prompt": "c192-m1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Benepass** is another strong contender"}, {"id": "mai-20260917-1752-baseline|c192-m1|anthropic-small|Forma", "prompt": "c192-m1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forma** offers a hybrid approach"}, {"id": "mai-20260917-1752-baseline|c192-m1|anthropic-small|WEX", "prompt": "c192-m1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "WEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It belongs on an enterprise shortlist when an LSA is one line item inside a much larger benefits and payments relationship."}, {"id": "mai-20260917-1752-baseline|c192-m1|challenger-small|Compt", "prompt": "c192-m1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt is the best default pick for a mid-market B2B company"}, {"id": "mai-20260917-1752-baseline|c192-m1|challenger-small|Forma", "prompt": "c192-m1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forma** is the best alternative if employee experience and service are higher priorities"}, {"id": "mai-20260917-1752-baseline|c192-m1|challenger-small|Benepass", "prompt": "c192-m1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Benepass** if your company is more focused on: **Card-based benefits delivery**"}, {"id": "mai-20260917-1752-baseline|c192-m1|deepseek-small|Benepass", "prompt": "c192-m1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market (card-first, compliance, and global scale)"}, {"id": "mai-20260917-1752-baseline|c192-m1|deepseek-small|Forma", "prompt": "c192-m1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the most robust support and a platform that grows with you into enterprise territory → choose Forma."}, {"id": "mai-20260917-1752-baseline|c192-m1|deepseek-small|Compt", "prompt": "c192-m1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simplicity and finance-team friendliness (reimbursement-first)"}, {"id": "mai-20260917-1752-baseline|c192-m1|google-small|Forma", "prompt": "c192-m1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma: Best Overall for Global Teams & Unified Benefits ... **Forma** is the strongest all-around contender."}, {"id": "mai-20260917-1752-baseline|c192-m1|google-small|Compt", "prompt": "c192-m1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compt: Best for Tax Compliance & No Merchant Lock-In ... **Compt** is the industry standard."}, {"id": "mai-20260917-1752-baseline|c192-m1|google-small|JOON", "prompt": "c192-m1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JOON: Best for Zero-Friction \"Linked-Card\" Approvals ... solves this with a unique fintech approach."}, {"id": "mai-20260917-1752-baseline|c192-m1|google-small|Benepass", "prompt": "c192-m1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Benepass: Best for Card-First Simplicity & User Experience"}, {"id": "mai-20260917-1752-baseline|c192-m1|meta-small|Compt", "prompt": "c192-m1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include Compt, Benepass, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c192-m1|meta-small|Benepass", "prompt": "c192-m1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top options include Compt, Benepass, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c192-m1|meta-small|Guideflow", "prompt": "c192-m1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some of the top options include Compt, Benepass, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c192-m1|minimax-small|Benepass", "prompt": "c192-m1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Benepass** is often the top choice due to its balance of card-based convenience, compliance features, global scalability"}, {"id": "mai-20260917-1752-baseline|c192-m1|minimax-small|Compt", "prompt": "c192-m1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your priority is avoiding prefunding and complex merchant code management, **Compt** could be a better fit"}, {"id": "mai-20260917-1752-baseline|c192-m1|minimax-small|Forma", "prompt": "c192-m1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Forma** (Best for Growing Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c192-m1|mistral-small|Benepass", "prompt": "c192-m1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Benepass** if you want a card-first, global, and highly compliant solution."}, {"id": "mai-20260917-1752-baseline|c192-m1|mistral-small|Compt", "prompt": "c192-m1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Compt** if you prioritize flexibility, IRS compliance, and a reimbursement-first model."}, {"id": "mai-20260917-1752-baseline|c192-m1|mistral-small|Forma", "prompt": "c192-m1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Forma** if you need a global card solution with fast approvals and strong support."}, {"id": "mai-20260917-1752-baseline|c192-m1|moonshot-small|Benepass", "prompt": "c192-m1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Benepass** — Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c192-m1|moonshot-small|Compt", "prompt": "c192-m1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Compt** — Best for Flexibility"}, {"id": "mai-20260917-1752-baseline|c192-m1|moonshot-small|Forma", "prompt": "c192-m1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Forma** — Best Hybrid Approach"}, {"id": "mai-20260917-1752-baseline|c192-m1|openai-small|Forma", "prompt": "c192-m1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Forma** if you want a broad, scalable platform"}, {"id": "mai-20260917-1752-baseline|c192-m1|openai-small|Compt", "prompt": "c192-m1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compt** if you want a leaner stipend/LSA-first platform with very low admin overhead"}, {"id": "mai-20260917-1752-baseline|c192-m1|openai-small|ThrivePass", "prompt": "c192-m1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a more traditional benefits suite with LSAs included: **ThrivePass**"}, {"id": "mai-20260917-1752-baseline|c192-m1|openai-small|Benepass", "prompt": "c192-m1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short vendor comparison table for Forma vs Compt vs ThrivePass vs Benepass"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|Forma", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma (Top Overall Pick for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|Compt", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reimbursement-first ... Ranked #1 in some 2026 lists for flexibility and admin simplicity"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|Benepass", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for mid-market prioritizing scale and integrations"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|Espresa", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Alternatives**: Espresa/ThrivePass (4.1/5, broader suites)"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|ThrivePass", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Espresa/ThrivePass (4.1/5, broader suites)"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|Guusto", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Guusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Guusto (4.9/5, gifting focus but less full LSA)"}, {"id": "mai-20260917-1752-baseline|c192-m1|xai-small|Fringe", "prompt": "c192-m1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fringe (4.7/5)"}, {"id": "mai-20260917-1752-baseline|c192-m1|zai-small|Compt", "prompt": "c192-m1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** is a top choice for mid‑market B2B companies... I'd start by shortlisting Compt and Forma"}, {"id": "mai-20260917-1752-baseline|c192-m1|zai-small|Forma", "prompt": "c192-m1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Forma** stands out, especially for 200+ employee organizations... start by shortlisting Compt and Forma"}, {"id": "mai-20260917-1752-baseline|c192-m1|zai-small|Benepass", "prompt": "c192-m1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Benepass** is a strong mid‑market option."}, {"id": "mai-20260917-1752-baseline|c192-m1|zai-small|Espresa", "prompt": "c192-m1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Espresa** or **ThrivePass** are worth evaluating."}, {"id": "mai-20260917-1752-baseline|c192-m1|zai-small|ThrivePass", "prompt": "c192-m1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Espresa** or **ThrivePass** are worth evaluating."}, {"id": "mai-20260917-1752-baseline|c192-m2|alibaba-small|Namely", "prompt": "c192-m2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Solution: Namely ... is frequently cited as the gold standard for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline|c192-m2|alibaba-small|PlanSource", "prompt": "c192-m2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Complex Enrollment & Decision Support: PlanSource ... is a top specialist pick."}, {"id": "mai-20260917-1752-baseline|c192-m2|alibaba-small|Kota", "prompt": "c192-m2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Kota", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are operating in the UK or Europe, **Kota** stands out for its transparent pricing and modern approach to lifestyle spending accounts."}, {"id": "mai-20260917-1752-baseline|c192-m2|anthropic-small|BambooHR", "prompt": "c192-m2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BambooHR** ... its strongest feature being employee self-service"}, {"id": "mai-20260917-1752-baseline|c192-m2|anthropic-small|Paycor", "prompt": "c192-m2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycor is a mid-market HCM platform with industry-specific benefits administration tools"}, {"id": "mai-20260917-1752-baseline|c192-m2|anthropic-small|Forma", "prompt": "c192-m2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma offers flexible benefits and lifestyle spending accounts with an employee-friendly interface"}, {"id": "mai-20260917-1752-baseline|c192-m2|anthropic-small|Paylocity", "prompt": "c192-m2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a compelling option for mid-sized businesses and organizations with distributed teams"}, {"id": "mai-20260917-1752-baseline|c192-m2|challenger-small|Forma", "prompt": "c192-m2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Forma** if your priority is a **flexible benefits platform**"}, {"id": "mai-20260917-1752-baseline|c192-m2|challenger-small|Rippling", "prompt": "c192-m2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** if you want benefits tightly unified with **HR, payroll, and IT**"}, {"id": "mai-20260917-1752-baseline|c192-m2|challenger-small|Gusto", "prompt": "c192-m2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** if your company is smaller within mid-market and wants the simplest **all-in-one payroll + benefits** setup"}, {"id": "mai-20260917-1752-baseline|c192-m2|challenger-small|ADP Workforce Now", "prompt": "c192-m2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need more traditional **benefits administration and compliance depth**"}, {"id": "mai-20260917-1752-baseline|c192-m2|challenger-small|Paycor", "prompt": "c192-m2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ADP Workforce Now** or **Paycor** if you need more traditional **benefits administration and compliance depth**"}, {"id": "mai-20260917-1752-baseline|c192-m2|deepseek-small|Forma", "prompt": "c192-m2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **Forma** (best overall for flexible/personalized benefits)"}, {"id": "mai-20260917-1752-baseline|c192-m2|deepseek-small|Zest", "prompt": "c192-m2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're UK-based:** **Zest** is the standout flexible benefits platform for mid-market employers"}, {"id": "mai-20260917-1752-baseline|c192-m2|deepseek-small|PlanSource", "prompt": "c192-m2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PlanSource** is a leading dedicated benefits administration platform for the 100–1,000 employee mid-market"}, {"id": "mai-20260917-1752-baseline|c192-m2|deepseek-small|Rippling", "prompt": "c192-m2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** is strong if you want to consolidate HR, payroll, and benefits."}, {"id": "mai-20260917-1752-baseline|c192-m2|deepseek-small|Reward Gateway", "prompt": "c192-m2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Reward Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zest (or Reward Gateway, Benify) for UK/international"}, {"id": "mai-20260917-1752-baseline|c192-m2|deepseek-small|Benify", "prompt": "c192-m2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zest (or Reward Gateway, Benify) for UK/international"}, {"id": "mai-20260917-1752-baseline|c192-m2|google-small|Benepass", "prompt": "c192-m2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Benepass (Best Overall for Employee Experience & Distributed Teams) ... Benepass is a top-tier choice"}, {"id": "mai-20260917-1752-baseline|c192-m2|google-small|Compt", "prompt": "c192-m2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compt (Best for Tax Compliance & Lean Finance Teams) ... Compt is the market leader"}, {"id": "mai-20260917-1752-baseline|c192-m2|google-small|Forma", "prompt": "c192-m2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma is an enterprise-grade platform that scales down beautifully to the mid-market."}, {"id": "mai-20260917-1752-baseline|c192-m2|google-small|Rippling", "prompt": "c192-m2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** is a highly recommended alternative"}, {"id": "mai-20260917-1752-baseline|c192-m2|meta-small|Benepass", "prompt": "c192-m2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Benepass - Offers self-service enrollment, reporting and analytics, integrations with HRIS and payroll systems, and mobile access for distributed teams."}, {"id": "mai-20260917-1752-baseline|c192-m2|meta-small|Paycor", "prompt": "c192-m2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Paycor - Suitable for midsize HR and payroll with benefits, offering HR generalist-friendly workflows and usability."}, {"id": "mai-20260917-1752-baseline|c192-m2|meta-small|Forma", "prompt": "c192-m2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Forma - A flexible employee benefits software platform that helps employers offer and administer customizable pre- and post-tax spending accounts"}, {"id": "mai-20260917-1752-baseline|c192-m2|minimax-small|Forma", "prompt": "c192-m2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Forma**"}, {"id": "mai-20260917-1752-baseline|c192-m2|minimax-small|Benepass", "prompt": "c192-m2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: **Benepass**"}, {"id": "mai-20260917-1752-baseline|c192-m2|minimax-small|Compt", "prompt": "c192-m2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Compt** - Reimbursement-first model, good for simpler programs"}, {"id": "mai-20260917-1752-baseline|c192-m2|minimax-small|Espresa", "prompt": "c192-m2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Espresa** - Strong on engagement and total rewards"}, {"id": "mai-20260917-1752-baseline|c192-m2|minimax-small|PeopleKeep", "prompt": "c192-m2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "PeopleKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PeopleKeep** - If you want to focus on HRA administration"}, {"id": "mai-20260917-1752-baseline|c192-m2|mistral-small|Forma", "prompt": "c192-m2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forma** is highly recommended as a flexible employee benefits platform for mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline|c192-m2|mistral-small|Kota", "prompt": "c192-m2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Kota", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Kota** and **Justworks**"}, {"id": "mai-20260917-1752-baseline|c192-m2|mistral-small|Justworks", "prompt": "c192-m2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **Kota** and **Justworks**"}, {"id": "mai-20260917-1752-baseline|c192-m2|moonshot-small|Forma", "prompt": "c192-m2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forma** stands out specifically for \"flexible\" benefits (LSAs, wellness stipends, lifestyle spending)"}, {"id": "mai-20260917-1752-baseline|c192-m2|moonshot-small|Rippling", "prompt": "c192-m2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** or **Namely** are better if you want benefits tightly integrated with broader HR and payroll operations"}, {"id": "mai-20260917-1752-baseline|c192-m2|moonshot-small|Namely", "prompt": "c192-m2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mid-Market (50-1,000 employees)"}, {"id": "mai-20260917-1752-baseline|c192-m2|moonshot-small|Gusto", "prompt": "c192-m2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value for Under 200 Employees"}, {"id": "mai-20260917-1752-baseline|c192-m2|moonshot-small|BambooHR", "prompt": "c192-m2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Employee Experience"}, {"id": "mai-20260917-1752-baseline|c192-m2|openai-small|Employee Navigator", "prompt": "c192-m2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Employee Navigator** if your main need is **flexible benefits administration**"}, {"id": "mai-20260917-1752-baseline|c192-m2|openai-small|Rippling", "prompt": "c192-m2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more **all-in-one platform**, I'd look at **Rippling** instead."}, {"id": "mai-20260917-1752-baseline|c192-m2|openai-small|EverythingBenefits", "prompt": "c192-m2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "EverythingBenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EverythingBenefits** is another strong contender built for **midsize and enterprise organizations**"}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Rippling", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Rippling as the top flexible employee benefits platform."}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Gusto", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Gusto** | Simpler payroll + benefits | Easy UX... | Less robust for 200+ employees/multi-state"}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Justworks (PEO)", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks (PEO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Premium group health rates | Outsourced compliance... | Higher cost, less control"}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Paycor", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HCM bundle with benefits | Mid-market workflows, strong payroll sync"}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|PlanSource", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broker-led dedicated benefits admin | Deep carrier integrations"}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Employee Navigator", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you use a broker, Employee Navigator pairs well."}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Forma", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lifestyle/flex perks (e.g., stipends, wellness) | Card-based spending for non-insurance perks"}, {"id": "mai-20260917-1752-baseline|c192-m2|xai-small|Benepass", "prompt": "c192-m2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Forma** or **Benepass** | Lifestyle/flex perks"}, {"id": "mai-20260917-1752-baseline|c192-m2|zai-small|Employee Navigator", "prompt": "c192-m2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Recommendation: **Employee Navigator**"}, {"id": "mai-20260917-1752-baseline|c192-m2|zai-small|Maxwell Health", "prompt": "c192-m2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Maxwell Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maxwell Health** — *Best for Marketplace Experience*"}, {"id": "mai-20260917-1752-baseline|c192-m2|zai-small|Lively", "prompt": "c192-m2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Lively", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lively** or **Benepass** would be excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c192-m2|zai-small|Benepass", "prompt": "c192-m2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lively** or **Benepass** would be excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c192-m2|zai-small|Ciphr", "prompt": "c192-m2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Ciphr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "I'd recommend **Ciphr** for a flexible, UK-focused platform"}, {"id": "mai-20260917-1752-baseline|c192-m3|alibaba-small|Benepass", "prompt": "c192-m3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Beness pioneered the \"virtual currency\" model."}, {"id": "mai-20260917-1752-baseline|c192-m3|alibaba-small|FlexPath (by SBCBS)", "prompt": "c192-m3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "FlexPath (by SBCBS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "FlexPath is one of the largest players in the space"}, {"id": "mai-20260917-1752-baseline|c192-m3|alibaba-small|Benello", "prompt": "c192-m3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Originally from Sweden, Benello focuses on \"Total Rewards.\""}, {"id": "mai-20260917-1752-baseline|c192-m3|alibaba-small|KIN", "prompt": "c192-m3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "KIN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "KIN operates somewhat similarly to Beness but positions itself more as an \"Employee Engagement\" platform."}, {"id": "mai-20260917-1752-baseline|c192-m3|alibaba-small|Benefitfocus", "prompt": "c192-m3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Benefitfocus is a comprehensive solution that combines a self-service portal with a backend management tool."}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Forma", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like Forma excel by offering lifestyle spending accounts (LSAs) and other flexible benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Darwin", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Darwin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Globally, names like Darwin, Alight and Mercer are often part of the conversation."}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Alight", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Alight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "names like Darwin, Alight and Mercer are often part of the conversation"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Mercer", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "names like Darwin, Alight and Mercer are often part of the conversation"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Benify", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Benify and Benefitfocus are ideal for global enterprises requiring broad customization and compliance."}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Benefitfocus", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Benify and Benefitfocus are ideal for global enterprises requiring broad customization and compliance."}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Ben (formerly Thanks Ben)", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben (formerly Thanks Ben)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "blends automation with deep expertise across 140+ countries and centralises provider catalogues, allowances, enrolment workflows"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Paycor", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Paycor is an HCM platform which offers multiple solutions including HR and payroll... and benefits administration."}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Zenefits", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Zenefits is a cloud-based HR platform that offers a wide range of features including benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Fringe", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "While Fringe, Compt, and Hoppier deal more with post-tax benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Compt", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "While Fringe, Compt, and Hoppier deal more with post-tax benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Hoppier", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Hoppier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "While Fringe, Compt, and Hoppier deal more with post-tax benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Benepass", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Benepass can administer both pre-tax benefits and post-tax benefits such as LSAs"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Reward Gateway", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Reward Gateway excels at engagement-driven benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|anthropic-small|Modern Health", "prompt": "c192-m3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Modern Health targets organizations prioritizing mental wellness"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Forma", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Built for **lifestyle spending accounts (LSAs)**, reimbursements, and configurable employee-choice programs."}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Benepass", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Uses a **single employer-funded card + dashboard** to combine pre-tax benefits and perks."}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Compt", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "closer to a **stipend engine** than a full benefits marketplace"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Reward Gateway", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "leans into **employee engagement** as much as benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Benify", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "typically the stronger choice for **large global employers**"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Zest", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "commonly associated with the **UK market**"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Benefex", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "commonly associated with the **UK market**"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Perkbox", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Perkbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "commonly associated with the **UK market**"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Benefitfocus", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "their main value is usually enrollment, payroll integration, compliance, and HR workflow automation rather than lifestyle-benefits design"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|ADP", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "broader **benefits administration platforms**; they may support flexibility, but their main value is usually enrollment"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Rippling", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "broader **benefits administration platforms**; they may support flexibility"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|Gusto", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "broader **benefits administration platforms**; they may support flexibility"}, {"id": "mai-20260917-1752-baseline|c192-m3|challenger-small|BambooHR", "prompt": "c192-m3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "rather than lifestyle-benefits design"}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Benepass", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want zero-friction employees** → **Benepass** or **Forma** (if you need global scale)."}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Compt", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want unlimited choice** → **Compt** (reimbursement-only)."}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Forma", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Forma: The current market leader in terms of scale... The **most comprehensive**"}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|ThrivePass", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ThrivePass:** Strong on wellbeing and total rewards, with a heavy focus on wellness stipends."}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Espresa", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Espresa** (engagement + spending)"}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Gusto", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The **most integrated** (native to payroll/HR, but **limited flexibility**)."}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Rippling", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The \"Payroll-Led\" Model: **Gusto** (and Rippling, ADP)"}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|ADP", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The \"Payroll-Led\" Model: **Gusto** (and Rippling, ADP)"}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Zest", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you're in the UK with 200+ employees** and want salary sacrifice → **Zest** or **Benify**."}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Ben", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Zest**, **Ben** (formerly Thanks Ben), **Benify**"}, {"id": "mai-20260917-1752-baseline|c192-m3|deepseek-small|Benify", "prompt": "c192-m3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "want salary sacrifice → **Zest** or **Benify**"}, {"id": "mai-20260917-1752-baseline|c192-m3|google-small|Forma", "prompt": "c192-m3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma is a highly comprehensive personalized benefits platform... Choose Benepass or Forma if you want the convenience of a physical or virtual debit card"}, {"id": "mai-20260917-1752-baseline|c192-m3|google-small|Compt", "prompt": "c192-m3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Compt if your priority is administrative ease and maximum vendor choice."}, {"id": "mai-20260917-1752-baseline|c192-m3|google-small|Benepass", "prompt": "c192-m3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Benepass or Forma if you want the convenience of a physical or virtual debit card"}, {"id": "mai-20260917-1752-baseline|c192-m3|google-small|Ben (*Thanks Ben*)", "prompt": "c192-m3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben (*Thanks Ben*)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ben (*Thanks Ben*) or Benifex if you want a unified global system"}, {"id": "mai-20260917-1752-baseline|c192-m3|google-small|Benifex", "prompt": "c192-m3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benifex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "though it carries a heavier implementation and administrative footprint"}, {"id": "mai-20260917-1752-baseline|c192-m3|google-small|Fringe", "prompt": "c192-m3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Fringe if you want to offer curated, \"fun\" lifestyle subscriptions"}, {"id": "mai-20260917-1752-baseline|c192-m3|meta-small|Benify", "prompt": "c192-m3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Benify, Reward Gateway, Modern Health, and Benefitfocus."}, {"id": "mai-20260917-1752-baseline|c192-m3|meta-small|Reward Gateway", "prompt": "c192-m3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Benify, Reward Gateway, Modern Health, and Benefitfocus."}, {"id": "mai-20260917-1752-baseline|c192-m3|meta-small|Modern Health", "prompt": "c192-m3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Benify, Reward Gateway, Modern Health, and Benefitfocus."}, {"id": "mai-20260917-1752-baseline|c192-m3|meta-small|Benefitfocus", "prompt": "c192-m3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Benify, Reward Gateway, Modern Health, and Benefitfocus."}, {"id": "mai-20260917-1752-baseline|c192-m3|minimax-small|Forma", "prompt": "c192-m3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Forma** (Often ranked #1 for flexible benefits)"}, {"id": "mai-20260917-1752-baseline|c192-m3|minimax-small|Benepass", "prompt": "c192-m3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Card-first flexible benefits experience"}, {"id": "mai-20260917-1752-baseline|c192-m3|minimax-small|ADP Workforce Now", "prompt": "c192-m3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Large enterprises needing custom benefits solutions"}, {"id": "mai-20260917-1752-baseline|c192-m3|minimax-small|Rippling", "prompt": "c192-m3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Companies needing HR + IT + benefits in one platform"}, {"id": "mai-20260917-1752-baseline|c192-m3|minimax-small|Gusto", "prompt": "c192-m3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Small to mid-sized businesses wanting simplicity"}, {"id": "mai-20260917-1752-baseline|c192-m3|minimax-small|Compt", "prompt": "c192-m3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Reimbursement-first approach (vendor-agnostic)"}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|Forma", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For global, highly customizable lifestyle benefits: **Forma**."}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|Benepass", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a card-first, all-in-one wallet experience: **Benepass**."}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|Rippling", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For integrated HR and benefits: **Rippling**."}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|ThrivePass", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For US-specific needs: **ThrivePass** or **Compt**."}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|Perkbox", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Perkbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For UK/EU perks or wellbeing: **Perkbox** or **Heka**."}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|Heka", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Heka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For UK/EU perks or wellbeing: **Perkbox** or **Heka**."}, {"id": "mai-20260917-1752-baseline|c192-m3|mistral-small|Compt", "prompt": "c192-m3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For US-specific needs: **ThrivePass** or **Compt**."}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Forma", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Forma — Best for Global, Scalable Lifestyle Spending ... Massive global footprint (110+ countries, ~1 million members)"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Benepass", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trade-off: Smaller customer base and less comprehensive feature depth than Forma"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Compt", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compt — Best for Stipend Consolidation"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Perkbox", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Perkbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Perkbox — Best for Discounts & Recognition (UK/Global)"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Zest", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "UK flex marketplace + discounts | Zest, Happl, or Ben"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Happl", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Happl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zest / Happl / Ben — UK Flexible Benefits Specialists"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Ben", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zest / Happl / Ben — UK Flexible Benefits Specialists"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Workday", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "full HCM suites ... not designed to give employees \"flexible spending wallets\" for lifestyle perks"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Oracle Cloud HCM", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "not designed to give employees \"flexible spending wallets\" for lifestyle perks"}, {"id": "mai-20260917-1752-baseline|c192-m3|moonshot-small|Dayforce", "prompt": "c192-m3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "not designed to give employees \"flexible spending wallets\" for lifestyle perks"}, {"id": "mai-20260917-1752-baseline|c192-m3|openai-small|bswift", "prompt": "c192-m3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: employers that want a **highly configurable, enterprise-grade benefits admin platform**"}, {"id": "mai-20260917-1752-baseline|c192-m3|openai-small|PlanSource", "prompt": "c192-m3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: organizations that want a **single, unified platform** for benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-m3|openai-small|ADP Benefits Administration / Workforce Now", "prompt": "c192-m3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP Benefits Administration / Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: companies that already use ADP payroll/HR and want **tight integration** with benefits."}, {"id": "mai-20260917-1752-baseline|c192-m3|openai-small|Benepass", "prompt": "c192-m3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: employers specifically looking for a **flexible benefits wallet** for modern perks and spending accounts."}, {"id": "mai-20260917-1752-baseline|c192-m3|openai-small|Fringe", "prompt": "c192-m3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: employers that want a **lifestyle benefits and employee rewards platform**"}, {"id": "mai-20260917-1752-baseline|c192-m3|openai-small|Employee Navigator", "prompt": "c192-m3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: SMBs that want a simpler benefits admin hub"}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Forma", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest scale (1M+ users). G2: 4.8/5... Scope: Narrow LSAs (Compt) vs. broad (Forma: tax wrappers + global rules); Scalability: Forma for enterprises"}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Benepass", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Card-first single/multiple wallets | US mid-market, simple perks ... easy setup but merchant-category restrictions. G2: 4.8/5."}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|ThrivePass", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines commuter/HSA/FSA admin with LSAs; discount network; more admin-heavy for full suite. G2: 4.1/5."}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Compt", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Receipt-based (no card declines); IRS-compliant tracking; simplest for pure stipends."}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Espresa", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recognition + broad marketplace; taxable rewards; less emphasis on tax-advantaged accounts. G2: 4.1/5."}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|ADP", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "distinct from traditional benefits admin tools like ADP or Rippling"}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Rippling", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "distinct from traditional benefits admin tools like ADP or Rippling"}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Benify", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For traditional insurance-heavy \"flex\" (e.g., UK salary sacrifice), look at Benify or Zest instead."}, {"id": "mai-20260917-1752-baseline|c192-m3|xai-small|Zest", "prompt": "c192-m3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at Benify or Zest instead"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|ADP Workforce Now", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-grade compliance, comprehensive reporting | Large enterprises"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|BenefitFocus", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BenefitFocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Industry-leading automation, deep compliance & ACA/ERISA support"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|PlanSource", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best-in-class ACA/ERISA compliance, robust reporting"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Workday HCM", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified HCM + benefits, real-time data sync"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Rippling", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One‑click integrations, modern UI, IT‑style simplicity"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Gusto", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small businesses needing payroll‑adjacent benefits:** Gusto"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|BambooHR", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integrated HRIS + benefits, intuitive employee self‑service"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Zenefits", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Real-time alerts, ACA reporting, flexible plan config"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Benify", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Global benefits marketplace, extensive analytics, multi‑country support"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Forma", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global lifestyle spending accounts (LSAs), local currency, cost‑of‑living adjustments"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Benepass", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Card‑first experience, single app/card for all flex benefits"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Reward Gateway", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Benefits + employee engagement tools (recognition, communication)"}, {"id": "mai-20260917-1752-baseline|c192-m3|zai-small|Modern Health", "prompt": "c192-m3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Specialized mental health & wellbeing benefits with flexible subscriptions"}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Ramp", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have a corporate card:** Stick with **Ramp** or **Divvy**."}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Divvy", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Divvy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both Ramp and Divvy offer built-in wallet features that allow you to set up allowances for employees."}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Fizz", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fizz", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you need a dedicated app:** Go with **Fizz** due to its ease of use and lower administrative burden."}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Nuvio", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Nuvio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nuvio (Best for Scalable Small Business)"}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Workday", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It bridges the gap between expensive enterprise software (like Workday) and cheap spreadsheets."}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Deel", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you are a distributed team:** Check the **Deel** or **Remote** benefits modules first."}, {"id": "mai-20260917-1752-baseline|c192-m4|alibaba-small|Remote", "prompt": "c192-m4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Both of these platforms include flexible spending accounts and benefits wallets natively."}, {"id": "mai-20260917-1752-baseline|c192-m4|anthropic-small|WageStream", "prompt": "c192-m4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "WageStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "WageStream or similar earned wage access platforms"}, {"id": "mai-20260917-1752-baseline|c192-m4|challenger-small|Joon", "prompt": "c192-m4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget pick for small teams:** **Joon**"}, {"id": "mai-20260917-1752-baseline|c192-m4|challenger-small|Compt", "prompt": "c192-m4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall if you can stretch budget:** **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-m4|challenger-small|Forma", "prompt": "c192-m4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the available sources do not show it as the lowest-cost option"}, {"id": "mai-20260917-1752-baseline|c192-m4|deepseek-small|JOON", "prompt": "c192-m4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: JOON ... JOON is the standout choice"}, {"id": "mai-20260917-1752-baseline|c192-m4|deepseek-small|Fringe", "prompt": "c192-m4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Fringe ... is an excellent value alternative"}, {"id": "mai-20260917-1752-baseline|c192-m4|deepseek-small|Compt", "prompt": "c192-m4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Custom quote (reimbursement-first model) | No prepaid cards or marketplace means lower overhead; asks for a quote"}, {"id": "mai-20260917-1752-baseline|c192-m4|deepseek-small|Espresa", "prompt": "c192-m4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$4–$5 PEPM | Takes a cut of marketplace purchases, lowering per-employee fees"}, {"id": "mai-20260917-1752-baseline|c192-m4|deepseek-small|Benepass", "prompt": "c192-m4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platform fees can add up quickly for small teams"}, {"id": "mai-20260917-1752-baseline|c192-m4|deepseek-small|Forma", "prompt": "c192-m4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms with high implementation fees — Some enterprise-focused providers (like Forma) charge $10,000+ ... overkill"}, {"id": "mai-20260917-1752-baseline|c192-m4|google-small|Compt", "prompt": "c192-m4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt (Best Overall for Predictable Budgeting & Cash Flow)"}, {"id": "mai-20260917-1752-baseline|c192-m4|google-small|Holisticly", "prompt": "c192-m4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Holisticly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Flat-Rate Plan for Startups & Small Teams"}, {"id": "mai-20260917-1752-baseline|c192-m4|google-small|Fijoya", "prompt": "c192-m4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fijoya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Pay-Per-Use\" Financial Model"}, {"id": "mai-20260917-1752-baseline|c192-m4|google-small|JOON", "prompt": "c192-m4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Card-Connected\" Platform for Low Admin Overhead"}, {"id": "mai-20260917-1752-baseline|c192-m4|google-small|PeopleKeep (WorkPerks)", "prompt": "c192-m4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "PeopleKeep (WorkPerks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Micro-Businesses Under 50 Employees"}, {"id": "mai-20260917-1752-baseline|c192-m4|meta-small|Compt", "prompt": "c192-m4", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lifestyle spending account platform for a company with a limited budget is Compt, as it is the top-ranked LSA provider for 2026"}, {"id": "mai-20260917-1752-baseline|c192-m4|minimax-small|Benafica", "prompt": "c192-m4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benafica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Benafica** - if you want the lowest published starting price"}, {"id": "mai-20260917-1752-baseline|c192-m4|minimax-small|Forma", "prompt": "c192-m4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forma** - if you want card-based spending with predictable per-employee costs"}, {"id": "mai-20260917-1752-baseline|c192-m4|minimax-small|Compt", "prompt": "c192-m4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Compt** - if you want reimbursement-based model with zero prefunding"}, {"id": "mai-20260917-1752-baseline|c192-m4|minimax-small|Benepass", "prompt": "c192-m4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$4-12 per employee per month (PEPM)... Generally comes in lower than Benepass for small teams"}, {"id": "mai-20260917-1752-baseline|c192-m4|minimax-small|Joon", "prompt": "c192-m4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Starts at a flat monthly rate - Simple, flexible LSA to launch fast"}, {"id": "mai-20260917-1752-baseline|c192-m4|mistral-small|Joon", "prompt": "c192-m4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joon and Compt are top choices, with Joon being the most affordable starting at $250/month"}, {"id": "mai-20260917-1752-baseline|c192-m4|mistral-small|Compt", "prompt": "c192-m4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Joon and Compt are top choices"}, {"id": "mai-20260917-1752-baseline|c192-m4|mistral-small|Fringe", "prompt": "c192-m4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fringe is also a strong contender for small businesses wanting per-employee pricing"}, {"id": "mai-20260917-1752-baseline|c192-m4|mistral-small|NHC National HealthClaim", "prompt": "c192-m4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "NHC National HealthClaim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in Canada, NHC National HealthClaim offers a unique pay-as-you-go model with no wasted funds."}, {"id": "mai-20260917-1752-baseline|c192-m4|moonshot-small|Joon", "prompt": "c192-m4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Joon** (simplest, lowest entry cost) or **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-m4|moonshot-small|Compt", "prompt": "c192-m4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compt** (best balance of features and small-business pricing)"}, {"id": "mai-20260917-1752-baseline|c192-m4|moonshot-small|Fringe", "prompt": "c192-m4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Transparent Pricing - Public per-employee pricing (no hidden fees)"}, {"id": "mai-20260917-1752-baseline|c192-m4|moonshot-small|Motivosity", "prompt": "c192-m4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-One Option - LSA functionality bundled with recognition/rewards platform"}, {"id": "mai-20260917-1752-baseline|c192-m4|moonshot-small|Forma", "prompt": "c192-m4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Runs LSA alongside HSA/FSA/HRA on single platform"}, {"id": "mai-20260917-1752-baseline|c192-m4|openai-small|Compt", "prompt": "c192-m4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is tight, **Compt** is probably the best place to start."}, {"id": "mai-20260917-1752-baseline|c192-m4|openai-small|JOON", "prompt": "c192-m4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong **budget-conscious alternative** is **JOON**"}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|Compt", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt stands out as one of the best lifestyle spending account (LSA) platforms, especially for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|ThrivePass", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extremely affordable at ~$0.55 per employee/month (flat rate)."}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|JOON (or Joon)", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON (or Joon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned as a cost-effective option for SMBs under 100 employees"}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|Fringe", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good for simple flexible benefits but slightly higher cost than Compt/ThrivePass for tiny teams"}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|Benepass", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid higher-end ones like Benepass/Forma/Espresa"}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|Forma", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid higher-end ones like Benepass/Forma/Espresa"}, {"id": "mai-20260917-1752-baseline|c192-m4|xai-small|Espresa", "prompt": "c192-m4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid higher-end ones like Benepass/Forma/Espresa"}, {"id": "mai-20260917-1752-baseline|c192-m4|zai-small|Fringe", "prompt": "c192-m4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fringe – Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c192-m4|zai-small|JOON", "prompt": "c192-m4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small team on a strict budget: JOON ($250/month flat) is the most straightforward and predictable option."}, {"id": "mai-20260917-1752-baseline|c192-m4|zai-small|Heathade", "prompt": "c192-m4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Heathade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For larger teams looking to minimize per‑user costs: Heathade (starts at $2.70/PEPM)"}, {"id": "mai-20260917-1752-baseline|c192-m4|zai-small|Benepass", "prompt": "c192-m4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Benepass – Solid Mid‑Range Option (No Published Price)"}, {"id": "mai-20260917-1752-baseline|c192-m5|alibaba-small|Forma", "prompt": "c192-m5", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When sitting down with vendors (like Forma, Benepass, or Compt), ask these three specific questions"}, {"id": "mai-20260917-1752-baseline|c192-m5|alibaba-small|Benepass", "prompt": "c192-m5", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When sitting down with vendors (like Forma, Benepass, or Compt)"}, {"id": "mai-20260917-1752-baseline|c192-m5|alibaba-small|Compt", "prompt": "c192-m5", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When sitting down with vendors (like Forma, Benepass, or Compt)"}, {"id": "mai-20260917-1752-baseline|c192-m5|deepseek-small|Benepass", "prompt": "c192-m5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Benepass** (card-first, global)"}, {"id": "mai-20260917-1752-baseline|c192-m5|deepseek-small|Espresa", "prompt": "c192-m5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Espresa** (total rewards)"}, {"id": "mai-20260917-1752-baseline|c192-m5|deepseek-small|Compt", "prompt": "c192-m5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Compt** (reimbursement-first, strong admin/reporting)"}, {"id": "mai-20260917-1752-baseline|c192-m5|deepseek-small|PeopleKeep", "prompt": "c192-m5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "PeopleKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PeopleKeep** (HRA/admin-focused)"}, {"id": "mai-20260917-1752-baseline|c192-m5|deepseek-small|Forma", "prompt": "c192-m5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Forma** (enterprise, global, personalized benefits consolidation)"}, {"id": "mai-20260917-1752-baseline|c192-m5|deepseek-small|WEX", "prompt": "c192-m5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "WEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**WEX** (enterprise infrastructure)"}, {"id": "mai-20260917-1752-baseline|c192-m5|meta-small|Compt", "prompt": "c192-m5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top lifestyle spending account platforms to consider include:\n\n1. Compt"}, {"id": "mai-20260917-1752-baseline|c192-m5|meta-small|Forma", "prompt": "c192-m5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Forma"}, {"id": "mai-20260917-1752-baseline|c192-m5|meta-small|Benepass", "prompt": "c192-m5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Benepass"}, {"id": "mai-20260917-1752-baseline|c192-m5|meta-small|Guideflow", "prompt": "c192-m5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Guideflow"}, {"id": "mai-20260917-1752-baseline|c192-m5|minimax-small|Benepass", "prompt": "c192-m5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Benepass**, **Forma**, **Compt**, and **Guideflow** are frequently evaluated by companies your size"}, {"id": "mai-20260917-1752-baseline|c192-m5|minimax-small|Forma", "prompt": "c192-m5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Benepass**, **Forma**, **Compt**, and **Guideflow** are frequently evaluated"}, {"id": "mai-20260917-1752-baseline|c192-m5|minimax-small|Compt", "prompt": "c192-m5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Benepass**, **Forma**, **Compt**, and **Guideflow** are frequently evaluated"}, {"id": "mai-20260917-1752-baseline|c192-m5|minimax-small|Guideflow", "prompt": "c192-m5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Benepass**, **Forma**, **Compt**, and **Guideflow** are frequently evaluated"}, {"id": "mai-20260917-1752-baseline|c192-m5|mistral-small|BenefitHub", "prompt": "c192-m5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "BenefitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research platforms like [BenefitHub](https://benefithub.com/), [Lively](https://www.livelyme.com/), [Wellable]"}, {"id": "mai-20260917-1752-baseline|c192-m5|mistral-small|Lively", "prompt": "c192-m5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Lively", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research platforms like [BenefitHub], [Lively](https://www.livelyme.com/)"}, {"id": "mai-20260917-1752-baseline|c192-m5|mistral-small|Wellable", "prompt": "c192-m5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "[Wellable](https://www.wellable.co/)"}, {"id": "mai-20260917-1752-baseline|c192-m5|mistral-small|Origin", "prompt": "c192-m5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Origin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "[Origin](https://www.originbenefits.com/)"}, {"id": "mai-20260917-1752-baseline|c192-m5|mistral-small|Navia", "prompt": "c192-m5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Navia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or [Navia](https://www.naviabenefits.com/)"}, {"id": "mai-20260917-1752-baseline|c192-m5|moonshot-small|Compt", "prompt": "c192-m5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Demo 3 platforms representing different models: one reimbursement-focused (e.g., Compt)"}, {"id": "mai-20260917-1752-baseline|c192-m5|moonshot-small|Benepass", "prompt": "c192-m5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "one card-first (e.g., Benepass)"}, {"id": "mai-20260917-1752-baseline|c192-m5|moonshot-small|Forma", "prompt": "c192-m5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "one marketplace/all-in-one (e.g., Forma or Espresa)"}, {"id": "mai-20260917-1752-baseline|c192-m5|moonshot-small|Espresa", "prompt": "c192-m5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "one marketplace/all-in-one (e.g., Forma or Espresa)"}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|Compt", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms with proven mid-market success (e.g., Compt for reimbursements, Benepass for cards)."}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|Benepass", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize platforms with proven mid-market success (e.g., Compt for reimbursements, Benepass for cards)."}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|Forma", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma (hybrid, fast claims)"}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|Espresa", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compt, Benepass, Forma, Espresa, ThrivePass, Abound, Guideflow. Use G2 grids."}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|ThrivePass", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compt, Benepass, Forma, Espresa, ThrivePass, Abound, Guideflow."}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|Abound", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Abound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Espresa, ThrivePass, Abound, Guideflow."}, {"id": "mai-20260917-1752-baseline|c192-m5|xai-small|Guideflow", "prompt": "c192-m5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ThrivePass, Abound, Guideflow. Use G2 grids."}, {"id": "mai-20260917-1752-baseline|c192-m6|alibaba-small|Benepass", "prompt": "c192-m6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "G2 reviewers have highlighted significant frustrations regarding the **clarity of reimbursement policies**"}, {"id": "mai-20260917-1752-baseline|c192-m6|alibaba-small|Thanks Ben", "prompt": "c192-m6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "this platform has been noted for its **weak reporting capabilities**"}, {"id": "mai-20260917-1752-baseline|c192-m6|alibaba-small|HealthKey", "prompt": "c192-m6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "HealthKey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "always verify their current pricing tiers, as they have historically been noted for higher costs"}, {"id": "mai-20260917-1752-baseline|c192-m6|challenger-small|WEX", "prompt": "c192-m6", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "WEX is explicitly described as having limited program flexibility because it is built on a legacy pre-tax administration foundation."}, {"id": "mai-20260917-1752-baseline|c192-m6|deepseek-small|Benefitfocus", "prompt": "c192-m6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "reviews frequently describe \"worst support ever,\" constantly rotating account managers, glitches... Multiple reviewers literally say \"stay away.\"−"}, {"id": "mai-20260917-1752-baseline|c192-m6|deepseek-small|Fidelity (Workplace/NetBenefits)", "prompt": "c192-m6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Fidelity (Workplace/NetBenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trustpilot reviews run very low (≈1.3) and heavily criticize customer service access, wait times, and mobile app friction"}, {"id": "mai-20260917-1752-baseline|c192-m6|deepseek-small|Zenefits / TriNet", "prompt": "c192-m6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zenefits / TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "mention payroll-tax mishandling, impossible-to-reach tax teams, and billing trouble... so treat with care"}, {"id": "mai-20260917-1752-baseline|c192-m6|deepseek-small|WEX", "prompt": "c192-m6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviews note limited flexibility (legacy pre-tax foundation), integration gaps (manual uploads/batch processes), and fee opacity"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Thanks Ben (Ben)", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben (Ben)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "both **Thanks Ben (Ben)** and **Benefex** have faced heavy criticism from HR admins for \"horrific\" or \"traumatizing\" reporting capabilities"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Benefex", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "have faced heavy criticism from HR admins for \"horrific\" or \"traumatizing\" reporting capabilities that required extensive manual reconciliation"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Employee Benefits Corporation (EBC)", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Employee Benefits Corporation (EBC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently receive 1-star reviews on the Better Business Bureau (BBB) from frustrated employees whose accounts were locked"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Forma", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms like **Forma** have also seen user pushback over unclear purchase guidelines and inconsistent support responses"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Benepass", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cards from providers like **Benepass** or **Compt** pre-code eligible merchant category codes (MCCs) directly into the card logic"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Compt", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "cards from providers like **Benepass** or **Compt** pre-code eligible merchant category codes (MCCs) directly into the card logic"}, {"id": "mai-20260917-1752-baseline|c192-m6|google-small|Perkbox", "prompt": "c192-m6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Perkbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms like **Perkbox** offer massive catalogs of discounts, but users in review segments often flag \"value uncertainty\""}, {"id": "mai-20260917-1752-baseline|c192-m6|meta-small|Benepass", "prompt": "c192-m6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recommended flexible benefits platforms include Benepass, LIVD App, and others"}, {"id": "mai-20260917-1752-baseline|c192-m6|meta-small|LIVD App", "prompt": "c192-m6", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "LIVD App", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some recommended flexible benefits platforms include Benepass, LIVD App, and others"}, {"id": "mai-20260917-1752-baseline|c192-m6|moonshot-small|Benefitfocus", "prompt": "c192-m6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Benefitfocus** — Approach with Caution"}, {"id": "mai-20260917-1752-baseline|c192-m6|moonshot-small|Forma", "prompt": "c192-m6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Forma** — Moderate Concerns"}, {"id": "mai-20260917-1752-baseline|c192-m6|moonshot-small|Eden Health", "prompt": "c192-m6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Eden Health", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Eden Health** — Niche Concerns (not a traditional flex benefits platform)"}, {"id": "mai-20260917-1752-baseline|c192-m6|openai-small|Benify", "prompt": "c192-m6", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Benify, for example, publicly documents ISO 27001/27701 and GDPR alignment, which is the sort of evidence you want to see from a provider."}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|Forma", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "No specific flexible benefits platforms (such as Forma, Benepass, Compt, ThrivePass, or others like PlanSource, Rippling, or Gusto) stand out as ones to outright avoid"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|Benepass", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "high ratings on sites like G2 and Capterra (e.g., Benepass often scores 4.8/5)"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|Compt", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Forma, Benepass, Compt, ThrivePass, or others"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|ThrivePass", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Forma, Benepass, Compt, ThrivePass, or others"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|PlanSource", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or others like PlanSource, Rippling, or Gusto"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|Rippling", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or others like PlanSource, Rippling, or Gusto"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|Gusto", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or others like PlanSource, Rippling, or Gusto"}, {"id": "mai-20260917-1752-baseline|c192-m6|xai-small|Benifex", "prompt": "c192-m6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benifex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Benifex has some mixed scores (e.g., 1.8-4.6 across sites), with occasional notes on support responsiveness."}, {"id": "mai-20260917-1752-baseline|c192-m6|zai-small|Benefitfocus", "prompt": "c192-m6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consistently poor support ratings (Benefitfocus)... \"Stay away if you want help after you sign up.\""}, {"id": "mai-20260917-1752-baseline|c192-m6|zai-small|Navia Benefit Solutions", "prompt": "c192-m6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Navia Benefit Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid platforms with a documented history of security breaches (Navia, Paylogix)"}, {"id": "mai-20260917-1752-baseline|c192-m6|zai-small|Paylogix", "prompt": "c192-m6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paylogix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid platforms with a documented history of security breaches (Navia, Paylogix)"}, {"id": "mai-20260917-1752-baseline|c192-m6|zai-small|bswift", "prompt": "c192-m6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid platforms with ... widely criticized reporting capabilities (bswift)"}, {"id": "mai-20260917-1752-baseline|c192-m6|zai-small|PlanSource", "prompt": "c192-m6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Approach others like PlanSource and Worksmile cautiously"}, {"id": "mai-20260917-1752-baseline|c192-m6|zai-small|Worksmile", "prompt": "c192-m6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Worksmile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Approach others like PlanSource and Worksmile cautiously"}, {"id": "mai-20260917-1752-baseline|c192-s1|alibaba-small|Compt", "prompt": "c192-s1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** is widely considered the best Lifestyle Spending Account (LSA) platform for a small B2B company."}, {"id": "mai-20260917-1752-baseline|c192-s1|alibaba-small|Benepass", "prompt": "c192-s1", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Benepass** is a strong second choice, particularly if your company prefers a physical card over reimbursements."}, {"id": "mai-20260917-1752-baseline|c192-s1|anthropic-small|Compt", "prompt": "c192-s1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt is the right starting point for companies where LSAs are a central benefit"}, {"id": "mai-20260917-1752-baseline|c192-s1|anthropic-small|Joon", "prompt": "c192-s1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Joon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Joon is best for small to mid-sized companies looking for flexible stipends with a simple reimbursement model"}, {"id": "mai-20260917-1752-baseline|c192-s1|anthropic-small|PeopleKeep", "prompt": "c192-s1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "PeopleKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PeopleKeep fits smaller employers who want a documented, predictable reimbursement workflow"}, {"id": "mai-20260917-1752-baseline|c192-s1|anthropic-small|Benepass", "prompt": "c192-s1", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Benepass offers a Visa-powered card with real-time policy enforcement"}, {"id": "mai-20260917-1752-baseline|c192-s1|challenger-small|Compt", "prompt": "c192-s1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Compt** if you want a reimbursement-first LSA platform"}, {"id": "mai-20260917-1752-baseline|c192-s1|challenger-small|Joon", "prompt": "c192-s1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Joon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Joon** is the main alternative highlighted for speed and simplicity"}, {"id": "mai-20260917-1752-baseline|c192-s1|challenger-small|Benepass", "prompt": "c192-s1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong fit for **small to mid-sized companies** that want a **simple reimbursement model**"}, {"id": "mai-20260917-1752-baseline|c192-s1|challenger-small|Forma", "prompt": "c192-s1", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want a more **card-based or hybrid** benefits experience, especially as you grow"}, {"id": "mai-20260917-1752-baseline|c192-s1|deepseek-small|JOON", "prompt": "c192-s1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JOON** is the strongest pick if you want transparent, contract-free pricing and zero headcount minimums"}, {"id": "mai-20260917-1752-baseline|c192-s1|deepseek-small|Compt", "prompt": "c192-s1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Compt** if your priority is maximizing tax/IRS compliance and minimizing HR admin"}, {"id": "mai-20260917-1752-baseline|c192-s1|deepseek-small|Benepass", "prompt": "c192-s1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "affordable entry, but reviewers note it shines at midsize scale"}, {"id": "mai-20260917-1752-baseline|c192-s1|deepseek-small|Forma", "prompt": "c192-s1", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent platform, but best suited to midmarket (200+) organizations"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|Benepass", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as Benepass, Forma, and Espresa) require a minimum of 200 to 250 eligible employees to sign up"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|Forma", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "require a minimum of 200 to 250 eligible employees to sign up"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|Espresa", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Espresa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "require a minimum of 200 to 250 eligible employees to sign up"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|JOON", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "JOON (Best Overall for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|Compt", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Compt** is the industry standard for small-to-midsize teams"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|PeopleKeep / WorkPerks", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "PeopleKeep / WorkPerks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for HR Compliance & Micro-Teams"}, {"id": "mai-20260917-1752-baseline|c192-s1|google-small|Fringe", "prompt": "c192-s1", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for a Curated, Hands-Off Marketplace"}, {"id": "mai-20260917-1752-baseline|c192-s1|meta-small|Compt", "prompt": "c192-s1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lifestyle spending account platform for a small B2B company is Compt, as it is the top-ranked LSA provider for 2026"}, {"id": "mai-20260917-1752-baseline|c192-s1|meta-small|Benepass", "prompt": "c192-s1", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Benepass, which is also suitable for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c192-s1|minimax-small|Benepass", "prompt": "c192-s1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small to mid-sized companies looking for flexible stipends with a simple reimbursement model - Appears to be a top contender with strong features for SMBs"}, {"id": "mai-20260917-1752-baseline|c192-s1|minimax-small|Compt", "prompt": "c192-s1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers customizable lifestyle spending accounts with flexible options"}, {"id": "mai-20260917-1752-baseline|c192-s1|minimax-small|Guideflow", "prompt": "c192-s1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides software comparison for lifestyle spending accounts"}, {"id": "mai-20260917-1752-baseline|c192-s1|minimax-small|Lively", "prompt": "c192-s1", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Lively", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for HSA/FSA administration but also offers LSA options"}, {"id": "mai-20260917-1752-baseline|c192-s1|mistral-small|Compt", "prompt": "c192-s1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compt and Benepass are the most frequently recommended due to their flexibility, ease of use, and strong reviews"}, {"id": "mai-20260917-1752-baseline|c192-s1|mistral-small|Benepass", "prompt": "c192-s1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a platform with both reimbursement and card options, Benepass is a top choice."}, {"id": "mai-20260917-1752-baseline|c192-s1|mistral-small|Forma", "prompt": "c192-s1", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trusted for fast claim approvals and strong customer support, which is valuable for small teams"}, {"id": "mai-20260917-1752-baseline|c192-s1|moonshot-small|Compt", "prompt": "c192-s1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** — Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c192-s1|moonshot-small|Forma", "prompt": "c192-s1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forma** — Best for Global/Scaling Teams"}, {"id": "mai-20260917-1752-baseline|c192-s1|moonshot-small|Benepass", "prompt": "c192-s1", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Benepass or Forma** if you"}, {"id": "mai-20260917-1752-baseline|c192-s1|openai-small|Benepass", "prompt": "c192-s1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Benepass is the best all-around pick for most small B2B companies."}, {"id": "mai-20260917-1752-baseline|c192-s1|openai-small|Compt", "prompt": "c192-s1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Compt** if your priorities are: lightweight admin, faster setup"}, {"id": "mai-20260917-1752-baseline|c192-s1|openai-small|Forma", "prompt": "c192-s1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Forma** if you expect the program to grow and want a more established flexible-benefits platform"}, {"id": "mai-20260917-1752-baseline|c192-s1|openai-small|Fringe", "prompt": "c192-s1", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "put **Forma, Benepass, Fringe, and Compt** among the most relevant options"}, {"id": "mai-20260917-1752-baseline|c192-s1|xai-small|Compt", "prompt": "c192-s1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** stands out as one of the strongest lifestyle spending account (LSA) platforms"}, {"id": "mai-20260917-1752-baseline|c192-s1|xai-small|Benepass", "prompt": "c192-s1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go card-based (Benepass)** for real-time spending and lower costs"}, {"id": "mai-20260917-1752-baseline|c192-s1|xai-small|Joon", "prompt": "c192-s1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Joon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize reimbursement (like Compt or Joon)"}, {"id": "mai-20260917-1752-baseline|c192-s1|xai-small|Forma", "prompt": "c192-s1", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast approvals + support ... Better for mid-market+"}, {"id": "mai-20260917-1752-baseline|c192-s1|zai-small|Compt", "prompt": "c192-s1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: Compt"}, {"id": "mai-20260917-1752-baseline|c192-s1|zai-small|Benepass", "prompt": "c192-s1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best Budget Option: Benepass"}, {"id": "mai-20260917-1752-baseline|c192-s1|zai-small|JOON", "prompt": "c192-s1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Quick Deployment: JOON"}, {"id": "mai-20260917-1752-baseline|c192-s1|zai-small|Forma", "prompt": "c192-s1", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher than the others, with a median cost of **$13,476 per year**"}, {"id": "mai-20260917-1752-baseline|c192-s2|alibaba-small|Gusto", "prompt": "c192-s2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Platform: Gusto ... Go with Gusto if you want the simplest setup and highest familiarity."}, {"id": "mai-20260917-1752-baseline|c192-s2|alibaba-small|Rippling", "prompt": "c192-s2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Modern Tech & Automation: Rippling"}, {"id": "mai-20260917-1752-baseline|c192-s2|alibaba-small|BenefitHub", "prompt": "c192-s2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "BenefitHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for True Flexibility (PCSP) & Low Cost: BenefitHub"}, {"id": "mai-20260917-1752-baseline|c192-s2|alibaba-small|Justworks", "prompt": "c192-s2", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Compliance & Enterprise Access: Justworks"}, {"id": "mai-20260917-1752-baseline|c192-s2|anthropic-small|Gusto", "prompt": "c192-s2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Gusto if you want something straightforward and affordable, or Justworks if you need tighter integration"}, {"id": "mai-20260917-1752-baseline|c192-s2|anthropic-small|Selerix", "prompt": "c192-s2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Selerix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Selerix is a robust and flexible benefits administration platform"}, {"id": "mai-20260917-1752-baseline|c192-s2|anthropic-small|Justworks", "prompt": "c192-s2", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or Justworks if you need tighter integration with your existing HR and payroll systems. Both are specifically designed for small business needs."}, {"id": "mai-20260917-1752-baseline|c192-s2|challenger-small|Forma", "prompt": "c192-s2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Forma** if your main priority is customizable, employee-choice benefits"}, {"id": "mai-20260917-1752-baseline|c192-s2|challenger-small|Gusto", "prompt": "c192-s2", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your small business instead needs a more traditional **all-in-one payroll + benefits** system, **Gusto** is the stronger pick."}, {"id": "mai-20260917-1752-baseline|c192-s2|deepseek-small|Benepass", "prompt": "c192-s2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Benepass**"}, {"id": "mai-20260917-1752-baseline|c192-s2|deepseek-small|Forma", "prompt": "c192-s2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but it's pricier and geared more toward mid-market/enterprise, so it may be overkill at the small-business stage"}, {"id": "mai-20260917-1752-baseline|c192-s2|deepseek-small|Gusto", "prompt": "c192-s2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you'd rather have one platform that also handles payroll and standard benefits, go with **Gusto** instead."}, {"id": "mai-20260917-1752-baseline|c192-s2|deepseek-small|Compt", "prompt": "c192-s2", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Compt** | Open reimbursement with no merchant lock-in | Quote-based (PEPM)"}, {"id": "mai-20260917-1752-baseline|c192-s2|google-small|Compt", "prompt": "c192-s2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Custom Stipends & Professional Growth: **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-s2|google-small|Fringe", "prompt": "c192-s2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for a Curated Perks Marketplace: **Fringe**"}, {"id": "mai-20260917-1752-baseline|c192-s2|google-small|Gusto", "prompt": "c192-s2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for All-in-One Payroll & Core Benefits: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c192-s2|google-small|Rippling", "prompt": "c192-s2", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast-Scaling or Global B2B Tech Teams: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c192-s2|meta-small|Kota", "prompt": "c192-s2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Kota", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best flexible employee benefits platform for small B2B businesses is likely to be one that offers a comprehensive and integrated solution, such as Kota or Forma"}, {"id": "mai-20260917-1752-baseline|c192-s2|meta-small|Forma", "prompt": "c192-s2", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Kota or Forma. These platforms provide a range of benefits"}, {"id": "mai-20260917-1752-baseline|c192-s2|minimax-small|Forma", "prompt": "c192-s2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Forma** or **Compt** as they're specifically designed for flexible, customized benefits administration"}, {"id": "mai-20260917-1752-baseline|c192-s2|minimax-small|Gusto", "prompt": "c192-s2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need payroll integration, **Gusto** would be an excellent all-in-one solution."}, {"id": "mai-20260917-1752-baseline|c192-s2|minimax-small|Compt", "prompt": "c192-s2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Forma** or **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-s2|minimax-small|Coverflex", "prompt": "c192-s2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Coverflex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flexible compensation and benefits platform that modernizes employee perks through a unified digital wallet approach"}, {"id": "mai-20260917-1752-baseline|c192-s2|minimax-small|Justworks", "prompt": "c192-s2", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Particularly well-suited for small to medium-sized businesses that need an HR platform without enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c192-s2|mistral-small|Forma", "prompt": "c192-s2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company seeking maximum flexibility and personalization, **Forma** is the top recommendation."}, {"id": "mai-20260917-1752-baseline|c192-s2|mistral-small|Justworks", "prompt": "c192-s2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want an all-in-one HR and benefits solution with strong compliance and support, **Justworks** is an excellent choice."}, {"id": "mai-20260917-1752-baseline|c192-s2|mistral-small|Benepass", "prompt": "c192-s2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a modern, card-based approach, consider **Benepass**."}, {"id": "mai-20260917-1752-baseline|c192-s2|mistral-small|Gusto", "prompt": "c192-s2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Both are popular for very small businesses due to their affordability, user-friendly design, and automation features."}, {"id": "mai-20260917-1752-baseline|c192-s2|mistral-small|Zenefits", "prompt": "c192-s2", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Both are popular for very small businesses due to their affordability, user-friendly design, and automation features."}, {"id": "mai-20260917-1752-baseline|c192-s2|moonshot-small|Gusto", "prompt": "c192-s2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** – Best Overall for Small Business"}, {"id": "mai-20260917-1752-baseline|c192-s2|moonshot-small|Forma", "prompt": "c192-s2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Forma** – Best for Flexible Lifestyle Benefits"}, {"id": "mai-20260917-1752-baseline|c192-s2|moonshot-small|Benepass", "prompt": "c192-s2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Benepass** – Best for Global Teams"}, {"id": "mai-20260917-1752-baseline|c192-s2|moonshot-small|Compt", "prompt": "c192-s2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Compt** – Best for Open Reimbursement"}, {"id": "mai-20260917-1752-baseline|c192-s2|moonshot-small|Justworks", "prompt": "c192-s2", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Full benefits outsourcing (PEO) | **Justworks** ($79-124/employee/month)"}, {"id": "mai-20260917-1752-baseline|c192-s2|openai-small|Forma", "prompt": "c192-s2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Forma**"}, {"id": "mai-20260917-1752-baseline|c192-s2|openai-small|Benepass", "prompt": "c192-s2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a **card-first, flexible benefits** experience"}, {"id": "mai-20260917-1752-baseline|c192-s2|openai-small|Gusto", "prompt": "c192-s2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want a **broader small-business payroll/HR platform**"}, {"id": "mai-20260917-1752-baseline|c192-s2|openai-small|Employee Navigator", "prompt": "c192-s2", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solid if your priority is **straightforward benefits administration**"}, {"id": "mai-20260917-1752-baseline|c192-s2|xai-small|Gusto", "prompt": "c192-s2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Gusto as the top flexible employee benefits platform."}, {"id": "mai-20260917-1752-baseline|c192-s2|xai-small|Zenefits", "prompt": "c192-s2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good free tier but less robust payroll; some scalability complaints"}, {"id": "mai-20260917-1752-baseline|c192-s2|xai-small|Rippling", "prompt": "c192-s2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Overkill and pricier for very small teams ... consider Rippling or Forma instead"}, {"id": "mai-20260917-1752-baseline|c192-s2|xai-small|Forma", "prompt": "c192-s2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for perks but lacks full health/payroll; better as add-on"}, {"id": "mai-20260917-1752-baseline|c192-s2|xai-small|BambooHR", "prompt": "c192-s2", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid but benefits are add-on, not as integrated"}, {"id": "mai-20260917-1752-baseline|c192-s2|zai-small|Kota", "prompt": "c192-s2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Kota", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend looking at **Kota** as your primary choice."}, {"id": "mai-20260917-1752-baseline|c192-s2|zai-small|Decisely", "prompt": "c192-s2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Decisely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you might also consider **Decisely**"}, {"id": "mai-20260917-1752-baseline|c192-s2|zai-small|BeniPlus", "prompt": "c192-s2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "BeniPlus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are in **Canada**, BeniPlus is highly recommended."}, {"id": "mai-20260917-1752-baseline|c192-s2|zai-small|Cegid", "prompt": "c192-s2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Cegid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you are in **Europe**, look for platforms like **Cegid** or **Breathe**"}, {"id": "mai-20260917-1752-baseline|c192-s2|zai-small|Breathe", "prompt": "c192-s2", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "paraphrase", "raw": "Breathe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look for platforms like **Cegid** or **Breathe** which offer localized flexible benefits management"}, {"id": "mai-20260917-1752-baseline|c192-s3|alibaba-small|Gusto", "prompt": "c192-s3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you just want **good health insurance** and simple HSAs: Choose **Gusto**."}, {"id": "mai-20260917-1752-baseline|c192-s3|alibaba-small|Rippling", "prompt": "c192-s3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **tech startup** using automated workflows for everything: Choose **Rippling**."}, {"id": "mai-20260917-1752-baseline|c192-s3|alibaba-small|Benepass", "prompt": "c192-s3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want to give employees **money for anything** they want (wellness, learning, travel): Choose **Benepass**."}, {"id": "mai-20260917-1752-baseline|c192-s3|alibaba-small|Forma", "prompt": "c192-s3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Teams that want high customization over benefit budgets."}, {"id": "mai-20260917-1752-baseline|c192-s3|alibaba-small|Justworks", "prompt": "c192-s3", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have **fewer than 10 people** and worry about health market volatility: Choose **Justworks**."}, {"id": "mai-20260917-1752-baseline|c192-s3|anthropic-small|Gusto", "prompt": "c192-s3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto leads as the best all-in-one benefits administration software"}, {"id": "mai-20260917-1752-baseline|c192-s3|anthropic-small|Justworks", "prompt": "c192-s3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Justworks is an affordable PEO offering excellent customer support and one of the most comprehensive benefits packages"}, {"id": "mai-20260917-1752-baseline|c192-s3|anthropic-small|Ease", "prompt": "c192-s3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ease emphasizes user experience and digital benefits management for lean HR teams"}, {"id": "mai-20260917-1752-baseline|c192-s3|anthropic-small|Ben (formerly Thanks Ben)", "prompt": "c192-s3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben (formerly Thanks Ben)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ben is a benefits platform that blends automation with deep expertise across 140+ countries"}, {"id": "mai-20260917-1752-baseline|c192-s3|anthropic-small|Remote", "prompt": "c192-s3", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Remote makes global payroll and benefits a breeze"}, {"id": "mai-20260917-1752-baseline|c192-s3|challenger-small|Gusto", "prompt": "c192-s3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you mean **a benefits platform for a small team overall**, then **Gusto** is the most common starting point"}, {"id": "mai-20260917-1752-baseline|c192-s3|challenger-small|Rippling", "prompt": "c192-s3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More powerful and broader than basic benefits tools, but less specialized for pure flexible perks."}, {"id": "mai-20260917-1752-baseline|c192-s3|challenger-small|Justworks", "prompt": "c192-s3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More of a **PEO** than a flexible perks platform; good if you want benefits handled for you."}, {"id": "mai-20260917-1752-baseline|c192-s3|challenger-small|Forma", "prompt": "c192-s3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "then **Forma** and **Benepass** are usually the closest fit"}, {"id": "mai-20260917-1752-baseline|c192-s3|challenger-small|Benepass", "prompt": "c192-s3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "then **Forma** and **Benepass** are usually the closest fit"}, {"id": "mai-20260917-1752-baseline|c192-s3|challenger-small|Compt", "prompt": "c192-s3", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **Compt** best for maximum spending freedom"}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|GoKlaim", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "GoKlaim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pro tip: For a small team, start with a transparent flat-rate tool (GoKlaim) or an all-in-one (Gusto)."}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|Gusto", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with a transparent flat-rate tool (GoKlaim) or an all-in-one (Gusto)"}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|BambooHR", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less suited for true \"flex perks\" (e.g., wellness allowances, gym reimbursements)... costs can creep up with add-ons."}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|Forma", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a premium employee experience with lots of lifestyle choices → Forma (US/global)"}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|Zest (UK/Europe)", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest (UK/Europe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small teams in the UK/Europe that want a pure flexible benefits portal with AI-driven employee support."}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|Ben (UK/Europe)", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben (UK/Europe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want the cheapest way to offer flexible, customizable perks → GoKlaim (US/Canada) or Ben (UK)."}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|Happl (UK/Global)", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Happl (UK/Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're global/distributed → Happl or Forma"}, {"id": "mai-20260917-1752-baseline|c192-s3|deepseek-small|BrightPay", "prompt": "c192-s3", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BrightPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a UK equivalent like BrightPay + Zest"}, {"id": "mai-20260917-1752-baseline|c192-s3|google-small|JOON", "prompt": "c192-s3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want zero administration:** Go with **JOON**."}, {"id": "mai-20260917-1752-baseline|c192-s3|google-small|Compt", "prompt": "c192-s3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have international team members:** Go with **Compt**."}, {"id": "mai-20260917-1752-baseline|c192-s3|google-small|Fringe", "prompt": "c192-s3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a highly engaging employee experience:** Go with **Fringe**."}, {"id": "mai-20260917-1752-baseline|c192-s3|google-small|PerkUp", "prompt": "c192-s3", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PerkUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want to bundle perks with employee recognition:** Go with **PerkUp**."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|Zest", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zest: Offers a modern platform with strong UX, employer NIC savings calculator, and pension auto-enrolment integration."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|Benefex", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benefex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides comprehensive total reward and recognition capabilities, suitable for mid-market and large SMEs."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|Reward Gateway", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Reward Gateway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Primarily known for employee discounts and recognition, but also offers a broader benefits platform."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|Workday Benefits", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers HCM-integrated solutions where benefits form part of the broader HR system."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|BerniePortal", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BerniePortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A broker-distributed HRIS for small to mid-sized employers."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|GoKlaim", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "GoKlaim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A flexible benefits platform built specifically for small and mid-sized businesses, supporting health, wellness, and lifestyle allowances."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|Gusto", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An all-in-one HR and benefits solution for small businesses."}, {"id": "mai-20260917-1752-baseline|c192-s3|meta-small|BambooHR", "prompt": "c192-s3", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An all-in-one HR platform that integrates benefits administration with performance management, payroll tools, and employee self-service capabilities."}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Gusto", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** (Best Overall for US Small Businesses)"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Rippling", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** (Best for Automation)"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|GoKlaim", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "GoKlaim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoKlaim** (Best for Flexibility)"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Justworks", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Justworks** (Best for Simplicity)"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Perkbox", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Perkbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Perkbox/Vivup** (UK-Focused)"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Vivup", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Vivup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**UK companies:** Perkbox, Vivup, Zest, or Ben"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Benepass", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams wanting flexible allowances:** GoKlaim or Benepass"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Zest", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**UK companies:** Perkbox, Vivup, Zest, or Ben"}, {"id": "mai-20260917-1752-baseline|c192-s3|minimax-small|Ben", "prompt": "c192-s3", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**UK companies:** Perkbox, Vivup, Zest, or Ben"}, {"id": "mai-20260917-1752-baseline|c192-s3|mistral-small|Gusto", "prompt": "c192-s3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** US small businesses wanting payroll and benefits in one system... ideal for teams that want a streamlined, all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c192-s3|mistral-small|Zenefits", "prompt": "c192-s3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Very small businesses seeking affordable, user-friendly benefits and HR automation."}, {"id": "mai-20260917-1752-baseline|c192-s3|mistral-small|Forma", "prompt": "c192-s3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a flexible benefits-focused platform (Forma)... Specializes in flexible spending accounts and perks"}, {"id": "mai-20260917-1752-baseline|c192-s3|mistral-small|BambooHR", "prompt": "c192-s3", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small to mid-sized businesses needing HR, performance management, and benefits in one place."}, {"id": "mai-20260917-1752-baseline|c192-s3|moonshot-small|Gusto", "prompt": "c192-s3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: US-based small businesses that want benefits *integrated* with payroll, not a standalone flexible benefits platform"}, {"id": "mai-20260917-1752-baseline|c192-s3|moonshot-small|Justworks", "prompt": "c192-s3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trade-off: Less customizable spending accounts; you're choosing from their pre-negotiated bundle"}, {"id": "mai-20260917-1752-baseline|c192-s3|moonshot-small|Forma", "prompt": "c192-s3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For truly *flexible* spending (gym, learning, home office, wellness), you'll want Forma, GoKlaim, or Ben."}, {"id": "mai-20260917-1752-baseline|c192-s3|moonshot-small|GoKlaim", "prompt": "c192-s3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "GoKlaim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Small teams wanting **maximum flexibility** in defining what's eligible without complex administration"}, {"id": "mai-20260917-1752-baseline|c192-s3|moonshot-small|Ben", "prompt": "c192-s3", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ben", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: UK/European small businesses or global remote teams"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Gusto", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1–20 employees, want easy setup:** **Gusto**"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Justworks", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "small teams that want **PEO-style** support and more hand-holding"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Rippling", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing startup, want automation and integrations:** **Rippling**"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Employee Navigator", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already using a broker, want strong benefits admin:** **Employee Navigator**"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Ease", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fits well in broker-led setups rather than replacing your whole HR stack"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|BambooHR", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It’s not usually the best if your only goal is highly flexible benefits administration."}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|TriNet Zenefits", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these tend to be more “suite” or managed-service options than lightweight benefits tools"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Paychex", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gusto / Rippling / Paychex**: best when payroll is central."}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|ADP", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "small businesses that want established vendors with more complete HR/payroll/benefits coverage"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Forma", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Want lifestyle/wellness stipends or reimbursement benefits:** **Forma** or **Lively**"}, {"id": "mai-20260917-1752-baseline|c192-s3|openai-small|Lively", "prompt": "c192-s3", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Lively", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Lively, for example, positions itself as a flexible employee benefits platform for small and mid-sized employers."}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|Gusto", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team new to this, start with **Gusto** for simplicity."}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|Rippling", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** (Best for growing teams with automation)"}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|BambooHR", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** (Best HR-focused with benefits basics)"}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|Zenefits (now TriNet Zenefits)", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zenefits (now TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for startups/enrollment"}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|Forma", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If perks > insurance, go **Forma**."}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|Benepass", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Benepass** (Strong LSA alternative)"}, {"id": "mai-20260917-1752-baseline|c192-s3|xai-small|PeopleKeep", "prompt": "c192-s3", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "PeopleKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**PeopleKeep** (Best for HRAs/individual coverage)"}, {"id": "mai-20260917-1752-baseline|c192-s3|zai-small|Forma", "prompt": "c192-s3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Forma**. It's purpose-built for lifestyle and health spending accounts, with a consumer-grade UI"}, {"id": "mai-20260917-1752-baseline|c192-s3|zai-small|Gusto", "prompt": "c192-s3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is ideal for very small, US-based teams that value transparency and ease of use."}, {"id": "mai-20260917-1752-baseline|c192-s3|zai-small|Rippling", "prompt": "c192-s3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** is the right choice. It's a full-stack platform that unifies workforce data"}, {"id": "mai-20260917-1752-baseline|c192-s3|zai-small|BambooHR", "prompt": "c192-s3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** offers a user-friendly HRIS with flexible benefits tracking and customizable workflows."}, {"id": "mai-20260917-1752-baseline|c192-s3|zai-small|Zenefits (TriNet)", "prompt": "c192-s3", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "comparative", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zenefits (TriNet)** provides a bundled platform with digital enrollment and comprehensive compliance features."}, {"id": "mai-20260917-1752-baseline|c192-s4|alibaba-small|Compt", "prompt": "c192-s4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-s4|alibaba-small|Joon", "prompt": "c192-s4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget Alternative: **Joon**"}, {"id": "mai-20260917-1752-baseline|c192-s4|alibaba-small|Benepass", "prompt": "c192-s4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid on a Tight Budget | **Benepass** | Charges $4–$12+ PEPM."}, {"id": "mai-20260917-1752-baseline|c192-s4|alibaba-small|Forma", "prompt": "c192-s4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Median contract value is ~$13,000+/year, often too high for early-stage companies."}, {"id": "mai-20260917-1752-baseline|c192-s4|alibaba-small|ThrivePass", "prompt": "c192-s4", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "costs scale linearly with headcount and requires active management of tax-advantaged accounts, which adds complexity"}, {"id": "mai-20260917-1752-baseline|c192-s4|anthropic-small|Joon", "prompt": "c192-s4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For tight budgets, **Joon** and **Compt** are typically the most cost-effective, straightforward options"}, {"id": "mai-20260917-1752-baseline|c192-s4|anthropic-small|Compt", "prompt": "c192-s4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For tight budgets, **Joon** and **Compt** are typically the most cost-effective, straightforward options"}, {"id": "mai-20260917-1752-baseline|c192-s4|anthropic-small|ThrivePass", "prompt": "c192-s4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ThrivePass bundles LSAs with COBRA and pre-tax account administration under one vendor"}, {"id": "mai-20260917-1752-baseline|c192-s4|anthropic-small|Benepass", "prompt": "c192-s4", "model": "anthropic-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Benepass may be more robust than needed for smaller teams with simple stipend programs"}, {"id": "mai-20260917-1752-baseline|c192-s4|challenger-small|JOON", "prompt": "c192-s4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **JOON** because it’s repeatedly described as a good fit for small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline|c192-s4|challenger-small|Compt", "prompt": "c192-s4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you care more about **compliance, payroll integration, and reimbursement accuracy** than the absolute lowest price"}, {"id": "mai-20260917-1752-baseline|c192-s4|challenger-small|Forma", "prompt": "c192-s4", "model": "challenger-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the available results do not suggest it is the cheapest option for a tight budget"}, {"id": "mai-20260917-1752-baseline|c192-s4|deepseek-small|Joon", "prompt": "c192-s4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Joon** (Best for tight budgets)"}, {"id": "mai-20260917-1752-baseline|c192-s4|deepseek-small|Compt", "prompt": "c192-s4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-Friendly Alternative: **Compt** (Best for flat, predictable pricing)"}, {"id": "mai-20260917-1752-baseline|c192-s4|deepseek-small|Benepass", "prompt": "c192-s4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid on a tight budget - **Card-first platforms** (like Benepass) typically cost **$4–$12 per employee per month**"}, {"id": "mai-20260917-1752-baseline|c192-s4|deepseek-small|Forma", "prompt": "c192-s4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Enterprise platforms** (like Forma or Espresa) often require **annual contracts starting at $10,000+** – definitely not worth it"}, {"id": "mai-20260917-1752-baseline|c192-s4|deepseek-small|Espresa", "prompt": "c192-s4", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Enterprise platforms** (like Forma or Espresa) often require **annual contracts starting at $10,000+** – definitely not worth it"}, {"id": "mai-20260917-1752-baseline|c192-s4|google-small|JOON", "prompt": "c192-s4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JOON (Best Overall for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c192-s4|google-small|Compt", "prompt": "c192-s4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compt (Best for Absolute Budget Efficiency & Customization)"}, {"id": "mai-20260917-1752-baseline|c192-s4|google-small|Fringe", "prompt": "c192-s4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fringe (Best for Fixed-Cost, Points-Based Benefits)"}, {"id": "mai-20260917-1752-baseline|c192-s4|google-small|Ramp", "prompt": "c192-s4", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp (Best $0 Software \"Hack\")"}, {"id": "mai-20260917-1752-baseline|c192-s4|meta-small|Compt", "prompt": "c192-s4", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lifestyle spending account platform for a small company with a tight budget is Compt."}, {"id": "mai-20260917-1752-baseline|c192-s4|minimax-small|Compt", "prompt": "c192-s4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compt** (Best Overall for Small Business)"}, {"id": "mai-20260917-1752-baseline|c192-s4|minimax-small|Forma", "prompt": "c192-s4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for small businesses seeking flexible benefits"}, {"id": "mai-20260917-1752-baseline|c192-s4|minimax-small|Benepass", "prompt": "c192-s4", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive than Compt for very small companies"}, {"id": "mai-20260917-1752-baseline|c192-s4|mistral-small|Fringe", "prompt": "c192-s4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, Fringe and Joon are the most affordable and easiest to set up."}, {"id": "mai-20260917-1752-baseline|c192-s4|mistral-small|Joon", "prompt": "c192-s4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets, Fringe and Joon are the most affordable and easiest to set up."}, {"id": "mai-20260917-1752-baseline|c192-s4|mistral-small|Forma", "prompt": "c192-s4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Forma and Compt are also strong contenders if you need more features or support."}, {"id": "mai-20260917-1752-baseline|c192-s4|mistral-small|Compt", "prompt": "c192-s4", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While pricing isn't always transparent, it's often competitive for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c192-s4|moonshot-small|JOON", "prompt": "c192-s4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**JOON** if you want more flexibility and a card-connected experience, and don't mind the slightly higher flat rate"}, {"id": "mai-20260917-1752-baseline|c192-s4|moonshot-small|Holisticly", "prompt": "c192-s4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Holisticly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Holisticly** if you have under 50 employees and want the lowest risk entry point ($129/month with no commitments)"}, {"id": "mai-20260917-1752-baseline|c192-s4|moonshot-small|ThrivePass", "prompt": "c192-s4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "ThrivePass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ThrivePass** if you have very few employees (under 20) and want the absolute lowest cost per person"}, {"id": "mai-20260917-1752-baseline|c192-s4|moonshot-small|Benepass", "prompt": "c192-s4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable Card-Based Option"}, {"id": "mai-20260917-1752-baseline|c192-s4|moonshot-small|Forma", "prompt": "c192-s4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Platforms like Forma or Compt that typically require custom quotes and higher minimums"}, {"id": "mai-20260917-1752-baseline|c192-s4|moonshot-small|Compt", "prompt": "c192-s4", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Platforms like Forma or Compt that typically require custom quotes and higher minimums"}, {"id": "mai-20260917-1752-baseline|c192-s4|openai-small|Compt", "prompt": "c192-s4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for tight budget + simple admin:** **Compt**"}, {"id": "mai-20260917-1752-baseline|c192-s4|openai-small|Awardco", "prompt": "c192-s4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Awardco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want more \"value\" beyond LSA:** **Awardco**"}, {"id": "mai-20260917-1752-baseline|c192-s4|openai-small|PEX", "prompt": "c192-s4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "PEX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **PEX** if your priority is **lowest upfront platform cost**"}, {"id": "mai-20260917-1752-baseline|c192-s4|openai-small|Benepass", "prompt": "c192-s4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shows **Compt, Benepass, Awardco, and Holisticly** as the main names in the category"}, {"id": "mai-20260917-1752-baseline|c192-s4|openai-small|Holisticly", "prompt": "c192-s4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Holisticly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worth comparing, but I'd verify pricing carefully before choosing."}, {"id": "mai-20260917-1752-baseline|c192-s4|openai-small|Wellhub", "prompt": "c192-s4", "model": "openai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Wellhub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "user reviews specifically note **Wellhub can feel expensive**"}, {"id": "mai-20260917-1752-baseline|c192-s4|xai-small|JOON", "prompt": "c192-s4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JOON or Benepass stand out as the most affordable Lifestyle Spending Account (LSA) platforms"}, {"id": "mai-20260917-1752-baseline|c192-s4|xai-small|Benepass", "prompt": "c192-s4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "JOON or Benepass stand out as the most affordable Lifestyle Spending Account (LSA) platforms"}, {"id": "mai-20260917-1752-baseline|c192-s4|xai-small|Forma", "prompt": "c192-s4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Forma (better for mid-size but pricier platform)"}, {"id": "mai-20260917-1752-baseline|c192-s4|xai-small|Compt", "prompt": "c192-s4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid higher-cost options** like Compt/Fringe (custom, often $4–$12/PEPM + fees)"}, {"id": "mai-20260917-1752-baseline|c192-s4|xai-small|Fringe", "prompt": "c192-s4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Fringe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid higher-cost options** like Compt/Fringe (custom, often $4–$12/PEPM + fees)"}, {"id": "mai-20260917-1752-baseline|c192-s4|xai-small|Expensify", "prompt": "c192-s4", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Manual stipends via Expensify or payroll work but lack controls, compliance, and engagement"}, {"id": "mai-20260917-1752-baseline|c192-s4|zai-small|Benepass", "prompt": "c192-s4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Pick: Benepass ... most budget-friendly option specifically designed for small to mid-sized teams"}, {"id": "mai-20260917-1752-baseline|c192-s4|zai-small|Compt", "prompt": "c192-s4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Flexibility: Compt ... Compt is the superior choice"}, {"id": "mai-20260917-1752-baseline|c192-s4|zai-small|Espresa", "prompt": "c192-s4", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "budget", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Marketplace Simplicity: Espresa ... Very low per-employee cost."}, {"id": "mai-20260917-1752-baseline|c192-s5|deepseek-small|Forma", "prompt": "c192-s5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Forma** (quick setup, self-explanatory)"}, {"id": "mai-20260917-1752-baseline|c192-s5|deepseek-small|Benepass", "prompt": "c192-s5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Benepass** (card-first, strong UX)"}, {"id": "mai-20260917-1752-baseline|c192-s5|deepseek-small|Maxwell", "prompt": "c192-s5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Maxwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Maxwell** (AI-assisted admin, no-minimum positioning)"}, {"id": "mai-20260917-1752-baseline|c192-s5|deepseek-small|Compt", "prompt": "c192-s5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Compt** (reimbursement-first, low minimums, no pre-funding, ~$3k/yr for up to 50 employees)"}, {"id": "mai-20260917-1752-baseline|c192-s5|deepseek-small|Joon", "prompt": "c192-s5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Joon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "and **Joon**. Ask each for a demo"}, {"id": "mai-20260917-1752-baseline|c192-s5|deepseek-small|Thaya", "prompt": "c192-s5", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Thaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Forma, Benepass, Maxwell, Compt, Joon, Thaya) explicitly pitch SMBs"}, {"id": "mai-20260917-1752-baseline|c192-s5|google-small|Joon", "prompt": "c192-s5", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Joon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joon: Highly tailored for small to mid-sized businesses. It is incredibly easy to set up, offers flexible categories"}, {"id": "mai-20260917-1752-baseline|c192-s5|google-small|Compt", "prompt": "c192-s5", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Renowned for lightweight administration and high customization... a favorite for small, remote, or hybrid teams."}, {"id": "mai-20260917-1752-baseline|c192-s5|google-small|Benepass", "prompt": "c192-s5", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers an excellent, modern card-first experience. You will need to check if they have a minimum employee count"}, {"id": "mai-20260917-1752-baseline|c192-s5|google-small|Forma", "prompt": "c192-s5", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While excellent platforms with global capabilities, they often target mid-market or enterprise companies."}, {"id": "mai-20260917-1752-baseline|c192-s5|google-small|Espresa", "prompt": "c192-s5", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While excellent platforms with global capabilities, they often target mid-market or enterprise companies."}, {"id": "mai-20260917-1752-baseline|c192-s5|meta-small|Compt", "prompt": "c192-s5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compt is known for automating stipend and LSA reimbursements with payroll-ready reporting"}, {"id": "mai-20260917-1752-baseline|c192-s5|meta-small|Forma", "prompt": "c192-s5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize compliance and global scale, a platform like Forma may be more suitable."}, {"id": "mai-20260917-1752-baseline|c192-s5|meta-small|Benepass", "prompt": "c192-s5", "model": "meta-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a single wallet experience that consolidates pre-tax accounts, a card-first platform like Benepass may be a good fit"}, {"id": "mai-20260917-1752-baseline|c192-s5|minimax-small|Benepass", "prompt": "c192-s5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize platforms known for small-to-mid-sized company support (like Benepass, Compt, or Forma)"}, {"id": "mai-20260917-1752-baseline|c192-s5|minimax-small|Compt", "prompt": "c192-s5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize platforms known for small-to-mid-sized company support (like Benepass, Compt, or Forma)"}, {"id": "mai-20260917-1752-baseline|c192-s5|minimax-small|Forma", "prompt": "c192-s5", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize platforms known for small-to-mid-sized company support (like Benepass, Compt, or Forma)"}, {"id": "mai-20260917-1752-baseline|c192-s5|mistral-small|BenefitHub", "prompt": "c192-s5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "BenefitHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top LSA Platforms to Consider - **BenefitHub**"}, {"id": "mai-20260917-1752-baseline|c192-s5|mistral-small|Lumen", "prompt": "c192-s5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Lumen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top LSA Platforms to Consider - **Lumen**"}, {"id": "mai-20260917-1752-baseline|c192-s5|mistral-small|Wellable", "prompt": "c192-s5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Wellable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top LSA Platforms to Consider - **Wellable**"}, {"id": "mai-20260917-1752-baseline|c192-s5|mistral-small|Origin", "prompt": "c192-s5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Origin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top LSA Platforms to Consider - **Origin**"}, {"id": "mai-20260917-1752-baseline|c192-s5|mistral-small|Navia Benefit Solutions", "prompt": "c192-s5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Navia Benefit Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Navia Benefit Solutions**"}, {"id": "mai-20260917-1752-baseline|c192-s5|mistral-small|Tango Card", "prompt": "c192-s5", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Tango Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tango Card**"}, {"id": "mai-20260917-1752-baseline|c192-s5|moonshot-small|Compt", "prompt": "c192-s5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize **reimbursement-first platforms** like **Compt** that are built specifically for smaller teams and stipend programs"}, {"id": "mai-20260917-1752-baseline|c192-s5|moonshot-small|Benepass", "prompt": "c192-s5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "| **Benepass** | Card + integrated pre-tax accounts | 200 eligible |"}, {"id": "mai-20260917-1752-baseline|c192-s5|moonshot-small|Espresa", "prompt": "c192-s5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "| **Espresa** | Total rewards (LSA + wellbeing + recognition) | 250 eligible |"}, {"id": "mai-20260917-1752-baseline|c192-s5|moonshot-small|Forma", "prompt": "c192-s5", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Forma** | Flexible customization, global support | Varies |"}, {"id": "mai-20260917-1752-baseline|c192-s5|xai-small|Compt", "prompt": "c192-s5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3\\u20134 (e.g., Compt, Benepass), request demos with your payroll setup."}, {"id": "mai-20260917-1752-baseline|c192-s5|xai-small|Benepass", "prompt": "c192-s5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3\\u20134 (e.g., Compt, Benepass), request demos"}, {"id": "mai-20260917-1752-baseline|c192-s5|xai-small|Forma", "prompt": "c192-s5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| Forma | All-in-one (LSA + pre-tax) | Hybrid | Custom | High |"}, {"id": "mai-20260917-1752-baseline|c192-s5|xai-small|Espresa", "prompt": "c192-s5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| Espresa | Total rewards bundle | Marketplace/card | PEPM | 4.7/5 |"}, {"id": "mai-20260917-1752-baseline|c192-s5|xai-small|ThrivePass", "prompt": "c192-s5", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| ThrivePass | Broad perks integration | Marketplace | Custom | Solid |"}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|Benepass", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Card-based platforms often charge **$4–$12 PEPM** (e.g., Benepass)"}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|Compt", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Compt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Compt** – Reimbursement-first, strong tax and payroll integration, no prepaid cards."}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|Forma", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Forma** – One platform for LSA, HSA, FSA, HRA; strong admin controls."}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|Espresa", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Espresa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Espresa** – Global platform with marketplace and lifestyle benefits."}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|Joon", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Joon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Joon** – Simple, flexible LSA, flat monthly pricing, often quick to launch."}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|Fringe", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "Fringe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fringe** – Marketplace-style, consolidates perks and benefits."}, {"id": "mai-20260917-1752-baseline|c192-s5|zai-small|ThrivePass", "prompt": "c192-s5", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "scale", "raw": "ThrivePass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ThrivePass** – Combines LSA with pre-tax accounts, lower PEPM."}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Benefitfocus", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to Avoid: Benefitfocus, bswift, and PlanSource."}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|bswift", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to Avoid: Benefitfocus, bswift, and PlanSource."}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|PlanSource", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to Avoid: Benefitfocus, bswift, and PlanSource."}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Paychex Flex", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequently criticized for unresponsive customer support."}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Thanks Ben", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Has specific user complaints regarding its reporting capabilities"}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Coverflex", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Coverflex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Users have reported significant friction regarding PIN changes, limited compatibility with local payment apps"}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Gusto", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like Gusto, Rippling, or Zenefits ... are often recommended for smaller groups"}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Rippling", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like Gusto, Rippling, or Zenefits ... are often recommended for smaller groups"}, {"id": "mai-20260917-1752-baseline|c192-s6|alibaba-small|Zenefits", "prompt": "c192-s6", "model": "alibaba-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zenefits (depending on specific compliance needs) are often recommended for smaller groups"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Benefitfocus", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **Benefitfocus**, **bswift**, **PlanSource**, **Aon Affinity**, and similar enterprise-grade carriers."}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|bswift", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** **Benefitfocus**, **bswift**, **PlanSource**, **Aon Affinity**"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|PlanSource", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** **Benefitfocus**, **bswift**, **PlanSource**, **Aon Affinity**"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Aon Affinity", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Aon Affinity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** **Benefitfocus**, **bswift**, **PlanSource**, **Aon Affinity**, and similar enterprise-grade carriers."}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Employee Navigator", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Better fit:** Broker-licensed platforms like **Employee Navigator** or **Ease**"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Ease", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Better fit:** Broker-licensed platforms like **Employee Navigator** or **Ease**"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Deel", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Deel** – Built around payroll/compliance; widely reported as **underpowered** for flexible spending accounts"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Rippling", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "benefits module is competent for traditional enrollment but **not** built for personalized wallets or lifestyle spending. Costs stack quickly"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Paychex", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Significant complaints about poor customer service, long response times, payroll errors, and unexpected charges."}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Gusto", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Trustpilot reviews show recurring complaints: unhelpful support, delayed payroll, and unexpected fees."}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Justworks", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "the co-employment model **restricts carrier choice**—you must use their approved plans"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Thanks Ben", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Users report slow or unresponsive support, heavy reliance on chatbots, and digital wallet card reliability issues."}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Perkbox", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Perkbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "complaints about confusing pricing and support delays... weak if you need *actual* flexible spending functionality"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Vivup", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Vivup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Perkbox/Vivup** – Depending on the tier, there are complaints about confusing pricing and support delays."}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Forma", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Need modern flexible spending/wallets | **Forma**, **Kota**, or **Avantus** (purpose-built, scaling, transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Kota", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Kota", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Forma**, **Kota**, or **Avantus** (purpose-built, scaling, transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Avantus", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Avantus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Forma**, **Kota**, or **Avantus** (purpose-built, scaling, transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|BambooHR", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "otherwise use a specialist like **BambooHR** + **Ease**"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Zest", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 19, "ev": "avoid enterprise platforms requiring 200+ users like **Zest** or **Ben** unless you're that size"}, {"id": "mai-20260917-1752-baseline|c192-s6|deepseek-small|Ben", "prompt": "c192-s6", "model": "deepseek-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ben", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 20, "ev": "avoid enterprise platforms requiring 200+ users like **Zest** or **Ben**"}, {"id": "mai-20260917-1752-baseline|c192-s6|google-small|WEX", "prompt": "c192-s6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like WEX frequently default to rejecting employee receipts and requiring excessive manual documentation"}, {"id": "mai-20260917-1752-baseline|c192-s6|google-small|Fringe", "prompt": "c192-s6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Fringe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Closed-Loop \"Marketplace-Only\" Platforms (e.g., Fringe) ... marketplace-only models can restrict employee choice"}, {"id": "mai-20260917-1752-baseline|c192-s6|google-small|Thanks Ben", "prompt": "c192-s6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid tools with clunky, error-prone reporting. Even some modern, beautifully designed platforms (such as *Thanks Ben*) have faced user complaints"}, {"id": "mai-20260917-1752-baseline|c192-s6|google-small|Benepass", "prompt": "c192-s6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-Minimum and Long-Contract Platforms (e.g., Benepass, Forma) ... Benepass typically requires at least 200 eligible lives"}, {"id": "mai-20260917-1752-baseline|c192-s6|google-small|Forma", "prompt": "c192-s6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-Minimum and Long-Contract Platforms (e.g., Benepass, Forma) ... built to scale for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline|c192-s6|google-small|JOON", "prompt": "c192-s6", "model": "google-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "JOON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "SME-friendly tools like *JOON* offer month-to-month contracts and flat, predictable pricing"}, {"id": "mai-20260917-1752-baseline|c192-s6|minimax-small|Paychex Flex", "prompt": "c192-s6", "model": "minimax-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The only platform explicitly mentioned with concerns in the search results is **Paychex Flex**, which has some noted limitations"}, {"id": "mai-20260917-1752-baseline|c192-s6|mistral-small|Take Command", "prompt": "c192-s6", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Take Command", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small businesses should approach Take Command, Gusto, and TriNet with caution due to issues with customer service, billing, setup complexity, and reliability."}, {"id": "mai-20260917-1752-baseline|c192-s6|mistral-small|Gusto", "prompt": "c192-s6", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Common complaints include slow and poor-quality support, payroll errors, W-2 discrepancies, and compliance handling issues"}, {"id": "mai-20260917-1752-baseline|c192-s6|mistral-small|TriNet", "prompt": "c192-s6", "model": "mistral-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frustrating experiences managing complex employee benefits, navigating flexible spending accounts, and dealing with inconsistent answers from support representatives"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|ADP RUN/Workforce Now", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ADP RUN/Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses report **opaque pricing with hidden fees**, **inconsistent customer support**, and **difficult implementations**"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Paychex", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Similar pattern with **559 BBB complaints in 3 years**"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Zenefits (now part of TriNet)", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zenefits (now part of TriNet)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "documented history of **regulatory compliance problems** and licensing issues"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|TriNet", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like certain TriNet offerings) often involve **co-employment arrangements** that can obscure true costs"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Ubiquity", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Ubiquity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ubiquity** (401k-focused, flat-fee, $0 AUM model)"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Human Interest", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Human Interest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "transparent pricing for retirement benefits"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Gusto", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "for very small businesses under 50 employees — simpler but limited scalability"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Benepass", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benepass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "modern flexible benefits/Lifestyle Spending Account platforms with clearer pricing"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Forma", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "modern flexible benefits/Lifestyle Spending Account platforms with clearer pricing"}, {"id": "mai-20260917-1752-baseline|c192-s6|moonshot-small|Compt", "prompt": "c192-s6", "model": "moonshot-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Compt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "modern flexible benefits/Lifestyle Spending Account platforms with clearer pricing"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Workday", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Be Highly Cautious About: **Enterprise-Focused Platforms (e.g., Workday, Oracle HCM, SAP SuccessFactors)**: - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Oracle HCM", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Enterprise-Focused Platforms (e.g., Workday, Oracle HCM, SAP SuccessFactors)**: - **Why avoid?** Designed for 500+ employees"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|SAP SuccessFactors", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Enterprise-Focused Platforms (e.g., Workday, Oracle HCM, SAP SuccessFactors)**: - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|TriNet", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TriNet has 5-employee min and mixed support reviews"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|ADP TotalSource", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "PEO/Co-Employment Models Like TriNet, ADP TotalSource, Justworks (unless scaling fast)... **Why cautious?**"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Justworks", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Justworks suits startups but pricey for basics"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Deel", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "U.S. benefits administration is basic/underpowered for flexible spending accounts (FSAs)"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Paycor", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "benefits admin draws flak for clunky UI, slow support, and rising fees post-onboarding"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Thanks Ben", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Thanks Ben", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "reviews highlight slow/unreliable support (days for responses), portal glitches"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Gusto", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Safer Bets:** Gusto (simple, transparent, <100 employees)"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|Rippling", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Rippling (integrated but scalable)"}, {"id": "mai-20260917-1752-baseline|c192-s6|xai-small|PeopleKeep/StretchDollar", "prompt": "c192-s6", "model": "xai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "PeopleKeep/StretchDollar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "PeopleKeep/StretchDollar (fee-free ICHRA/flex reimbursements)"}, {"id": "mai-20260917-1752-baseline|c192-s6|zai-small|Benefitfocus", "prompt": "c192-s6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be cautious with: Benefitfocus... \"Stay away if you want help after you sign up.\""}, {"id": "mai-20260917-1752-baseline|c192-s6|zai-small|Paychex Flex", "prompt": "c192-s6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid or be cautious with: Benefitfocus, Paychex Flex... critical of its customer support"}, {"id": "mai-20260917-1752-baseline|c192-s6|zai-small|VensureHR", "prompt": "c192-s6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "VensureHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid or be cautious with: ... VensureHR ... \"poor customer support\" and \"complex reporting issues.\""}, {"id": "mai-20260917-1752-baseline|c192-s6|zai-small|BerniePortal", "prompt": "c192-s6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "BerniePortal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid or be cautious with: ... BerniePortal ... Low overall ratings (≈3.1/5)"}, {"id": "mai-20260917-1752-baseline|c192-s6|zai-small|Namely", "prompt": "c192-s6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some small‑business users report steep learning curves, limited flexibility for niche benefits, and occasional integration glitches."}, {"id": "mai-20260917-1752-baseline|c192-s6|zai-small|Zenefits", "prompt": "c192-s6", "model": "zai-small", "cat": "flexible-benefits-and-lifestyle-spending-accounts", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mixed feedback: praised for ease of use but criticized for occasional system downtime, limited reporting, and support delays"}, {"id": "mai-20260917-1752-baseline|c193-l1|alibaba-small|Visier", "prompt": "c193-l1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-to-large B2B enterprises, **Visier** is the safest recommendation."}, {"id": "mai-20260917-1752-baseline|c193-l1|alibaba-small|ChartHop", "prompt": "c193-l1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise focus is on headcount planning, compensation management, and organizational structure, ChartHop is the leader."}, {"id": "mai-20260917-1752-baseline|c193-l1|alibaba-small|Workday Prism Analytics", "prompt": "c193-l1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday Prism Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is highly secure but requires significant configuration resources."}, {"id": "mai-20260917-1752-baseline|c193-l1|alibaba-small|SAP SuccessFactors Analytics", "prompt": "c193-l1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be clunky for ad-hoc self-service analytics compared to Visier"}, {"id": "mai-20260917-1752-baseline|c193-l1|alibaba-small|Culture Amp", "prompt": "c193-l1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Sentiment & Engagement Culture: Culture Amp"}, {"id": "mai-20260917-1752-baseline|c193-l1|anthropic-small|Visier People Analytics", "prompt": "c193-l1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier People Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is one of the clearest examples of a full enterprise workforce intelligence platform"}, {"id": "mai-20260917-1752-baseline|c193-l1|anthropic-small|SAP SuccessFactors", "prompt": "c193-l1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed for large enterprises operating within the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-l1|anthropic-small|One Model", "prompt": "c193-l1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One Model is a people analytics platform built for large enterprises seeking a robust data foundation"}, {"id": "mai-20260917-1752-baseline|c193-l1|anthropic-small|Paylocity", "prompt": "c193-l1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a human capital management platform that equips HR teams with real-time, AI-powered insights"}, {"id": "mai-20260917-1752-baseline|c193-l1|challenger-small|Visier", "prompt": "c193-l1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-l1|challenger-small|One Model", "prompt": "c193-l1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative when you need **enterprise workforce intelligence**"}, {"id": "mai-20260917-1752-baseline|c193-l1|challenger-small|Workday People Analytics", "prompt": "c193-l1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if your company is already standardized on **Workday**"}, {"id": "mai-20260917-1752-baseline|c193-l1|challenger-small|SAP SuccessFactors", "prompt": "c193-l1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A viable enterprise option if your HR stack is centered on SAP"}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|Visier", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier** is the safest, most established choice. It's the platform most analysts and reviewers consistently rank #1 for large enterprises."}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|One Model", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Custom Data Engineering... **Visier** (pre-built depth) vs. **One Model** (custom flexibility)"}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|Workday People Analytics", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're Already on Workday"}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|Crunchr", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for European Enterprises / GDPR-First"}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|ChartHop", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for org chart-centered analytics with transparent per-employee pricing"}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|ThoughtSpot", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "ThoughtSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for self-service analytics and AI-powered search"}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|Microsoft Viva Insights / People Analytics", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Microsoft Viva Insights / People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good if you're deeply embedded in the Microsoft 365 ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|SAP SuccessFactors People Analytics", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you're already a SAP customer."}, {"id": "mai-20260917-1752-baseline|c193-l1|deepseek-small|Worklytics", "prompt": "c193-l1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Worklytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Collaboration/productivity insights from Microsoft/Google | **Worklytics** or Microsoft Viva Insights"}, {"id": "mai-20260917-1752-baseline|c193-l1|google-small|One Model", "prompt": "c193-l1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**One Model** is highly regarded as the top choice"}, {"id": "mai-20260917-1752-baseline|c193-l1|google-small|Visier", "prompt": "c193-l1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Visier** is the undisputed market leader in dedicated people analytics."}, {"id": "mai-20260917-1752-baseline|c193-l1|google-small|Workday Prism Analytics", "prompt": "c193-l1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday Prism Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Workday-Heavy Environments... **Consideration:** It can be expensive to license"}, {"id": "mai-20260917-1752-baseline|c193-l1|google-small|Crunchr", "prompt": "c193-l1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Crunchr** is a highly intuitive, secure challenger platform"}, {"id": "mai-20260917-1752-baseline|c193-l1|google-small|Agile HR Analytics (AHA)", "prompt": "c193-l1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Agile HR Analytics (AHA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your organization is a heavy Microsoft shop, look into **Agile HR Analytics (AHA)**."}, {"id": "mai-20260917-1752-baseline|c193-l1|meta-small|SAP SuccessFactors", "prompt": "c193-l1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include SAP SuccessFactors, Thrivesparrow, HRBench, People Managing People, and Workhuman."}, {"id": "mai-20260917-1752-baseline|c193-l1|meta-small|Thrivesparrow", "prompt": "c193-l1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Thrivesparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include SAP SuccessFactors, Thrivesparrow, HRBench, People Managing People, and Workhuman."}, {"id": "mai-20260917-1752-baseline|c193-l1|meta-small|HRBench", "prompt": "c193-l1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "HRBench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include SAP SuccessFactors, Thrivesparrow, HRBench, People Managing People, and Workhuman."}, {"id": "mai-20260917-1752-baseline|c193-l1|meta-small|People Managing People", "prompt": "c193-l1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "People Managing People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options include SAP SuccessFactors, Thrivesparrow, HRBench, People Managing People, and Workhuman."}, {"id": "mai-20260917-1752-baseline|c193-l1|meta-small|Workhuman", "prompt": "c193-l1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options include SAP SuccessFactors, Thrivesparrow, HRBench, People Managing People, and Workhuman."}, {"id": "mai-20260917-1752-baseline|c193-l1|minimax-small|Workday People Analytics", "prompt": "c193-l1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday People Analytics** - Comprehensive HR analytics with AI"}, {"id": "mai-20260917-1752-baseline|c193-l1|minimax-small|SAP SuccessFactors People Analytics", "prompt": "c193-l1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP SuccessFactors People Analytics** - Integrated with broader enterprise solutions"}, {"id": "mai-20260917-1752-baseline|c193-l1|minimax-small|ADP Workforce Now", "prompt": "c193-l1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ADP Workforce Now** - Strong payroll analytics and compliance reporting"}, {"id": "mai-20260917-1752-baseline|c193-l1|minimax-small|Visier", "prompt": "c193-l1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Visier** - Dedicated people analytics with predictive capabilities"}, {"id": "mai-20260917-1752-baseline|c193-l1|minimax-small|Oracle HCM Cloud", "prompt": "c193-l1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle HCM Cloud** - Enterprise-grade analytics with AI features"}, {"id": "mai-20260917-1752-baseline|c193-l1|mistral-small|Visier", "prompt": "c193-l1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is widely regarded as the category leader for standalone people analytics, especially for large global enterprises."}, {"id": "mai-20260917-1752-baseline|c193-l1|mistral-small|SAP SuccessFactors People Analytics", "prompt": "c193-l1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise is already invested in the SAP ecosystem, SAP SuccessFactors People Analytics is a top choice."}, {"id": "mai-20260917-1752-baseline|c193-l1|mistral-small|Workday People Analytics (with Prism Analytics)", "prompt": "c193-l1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics (with Prism Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprises standardized on Workday, Workday People Analytics is the natural first evaluation point."}, {"id": "mai-20260917-1752-baseline|c193-l1|moonshot-small|Visier People", "prompt": "c193-l1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **enterprise B2B companies**, **Visier** is typically the top choice"}, {"id": "mai-20260917-1752-baseline|c193-l1|moonshot-small|Workday People Analytics", "prompt": "c193-l1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workday Users... Seamless integration if you're already on Workday"}, {"id": "mai-20260917-1752-baseline|c193-l1|moonshot-small|ADP DataCloud / Workforce Now Analytics", "prompt": "c193-l1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "ADP DataCloud / Workforce Now Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Benchmarking... Unmatched external benchmarking capabilities"}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|Visier", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're an **enterprise B2B company** and want the **best dedicated people analytics platform**, I'd start with **Visier**."}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|Workday", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a broader **HCM suite with embedded analytics**, **Workday** is usually the strongest enterprise default."}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|Qualtrics", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for engagement + actioning feedback:** **Qualtrics** / **Perceptyx**"}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|Perceptyx", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Perceptyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for engagement + actioning feedback:** **Qualtrics** / **Perceptyx**"}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|ChartHop", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ChartHop** (often strong, but more org-planning oriented)"}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|Crunchr", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "populated by enterprise-focused vendors like Visier, Crunchr, and SplashBI in Gartner Peer Insights"}, {"id": "mai-20260917-1752-baseline|c193-l1|openai-small|SplashBI", "prompt": "c193-l1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "SplashBI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "populated by enterprise-focused vendors like Visier, Crunchr, and SplashBI in Gartner Peer Insights"}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|Visier", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier stands out as the most frequently recommended pure-play people analytics solution for large enterprises"}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|Workday People Analytics", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday People Analytics** | Workday HCM users | Native integration"}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP ecosystems | Predictive models, what-if scenarios"}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|One Model", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data modeling across systems, extensible. Gartner Peer Insights leader."}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|Crunchr", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Self-service without analysts | Intuitive dashboards, GDPR focus, fast deploy."}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|Culture Amp", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Engagement + analytics | Benchmarking, pulse surveys, performance links."}, {"id": "mai-20260917-1752-baseline|c193-l1|xai-small|Oracle", "prompt": "c193-l1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're on a major HCM (Workday/SAP/Oracle), start there to avoid integration costs."}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|Visier People", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier People** stands out as the most comprehensive, purpose‑built people analytics platform"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|Workday People Analytics", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workday‑centric enterprises"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|OneModel", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "OneModel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneModel** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|SAP SuccessFactors People Analytics", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You’re heavily invested in SAP SuccessFactors. | SAP SuccessFactors People Analytics"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|ADP Workforce Now + DataCloud", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "ADP Workforce Now + DataCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You need payroll‑linked benchmarking and compliance reporting. | ADP Workforce Now + DataCloud"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|ChartHop", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You prioritize org design and visual planning alongside analytics. | ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|Culture Amp", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You’re culture‑focused and need science‑backed engagement and pulse surveys. | Culture Amp"}, {"id": "mai-20260917-1752-baseline|c193-l1|zai-small|Rippling", "prompt": "c193-l1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You want an all‑in‑one HR/IT/finance platform with built‑in analytics. | Rippling"}, {"id": "mai-20260917-1752-baseline|c193-l2|alibaba-small|Visier", "prompt": "c193-l2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is the market leader in dedicated people analytics... \"We just need better insights from what we already have.\" | **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-l2|alibaba-small|ChartHop", "prompt": "c193-l2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"We need to restructure our org or fix pay equity.\" | **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-l2|alibaba-small|Workday People Analytics", "prompt": "c193-l2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Large enterprises already looking to move away from legacy systems."}, {"id": "mai-20260917-1752-baseline|c193-l2|alibaba-small|SAP SuccessFactors (Predictive Core)", "prompt": "c193-l2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors (Predictive Core)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Global B2B companies with complex manufacturing or supply chain operations."}, {"id": "mai-20260917-1752-baseline|c193-l2|alibaba-small|Microsoft Power BI", "prompt": "c193-l2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Companies that demand total customization and have IT resources to build data pipelines."}, {"id": "mai-20260917-1752-baseline|c193-l2|alibaba-small|Tableau (Salesforce)", "prompt": "c193-l2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Microsoft Power BI** or **Tableau (Salesforce)** ... Downside: You must maintain the data integrity yourself"}, {"id": "mai-20260917-1752-baseline|c193-l2|anthropic-small|Workday HCM with Analytics", "prompt": "c193-l2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday HCM with Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday HCM is a leading choice for enterprise human resources software, thanks to its modern interface and scalable architecture"}, {"id": "mai-20260917-1752-baseline|c193-l2|anthropic-small|Visier", "prompt": "c193-l2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Visier is the category leader for best-of-breed predictive modeling as a dedicated analytics layer."}, {"id": "mai-20260917-1752-baseline|c193-l2|anthropic-small|ADP Workforce Now", "prompt": "c193-l2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for large enterprises already using ADP for HR and payroll that want embedded workforce planning & analytics software"}, {"id": "mai-20260917-1752-baseline|c193-l2|anthropic-small|HiBob", "prompt": "c193-l2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HiBob offers all-in-one HR analytics, workforce planning, and HRMS and is ideal for mid-market and enterprises."}, {"id": "mai-20260917-1752-baseline|c193-l2|anthropic-small|Agentnoon", "prompt": "c193-l2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Agentnoon is a workforce planning and org design platform for enterprises and larger organizations"}, {"id": "mai-20260917-1752-baseline|c193-l2|challenger-small|Workday HCM", "prompt": "c193-l2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday HCM** or **Visier** as the strongest starting points"}, {"id": "mai-20260917-1752-baseline|c193-l2|challenger-small|Visier", "prompt": "c193-l2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best if your priority is **dedicated people analytics**"}, {"id": "mai-20260917-1752-baseline|c193-l2|challenger-small|SAP SuccessFactors", "prompt": "c193-l2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also worth considering depending on whether you want a full HCM suite"}, {"id": "mai-20260917-1752-baseline|c193-l2|challenger-small|UKG", "prompt": "c193-l2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong option if your main need is **reporting and analytics** inside a broader HR platform"}, {"id": "mai-20260917-1752-baseline|c193-l2|deepseek-small|Visier", "prompt": "c193-l2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-l2|deepseek-small|OneModel", "prompt": "c193-l2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "OneModel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**1. OneModel** — Best if you're heavily invested in the Microsoft stack"}, {"id": "mai-20260917-1752-baseline|c193-l2|deepseek-small|Workday People Analytics", "prompt": "c193-l2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The obvious choice if you already run Workday as your HCM"}, {"id": "mai-20260917-1752-baseline|c193-l2|deepseek-small|SAP SuccessFactors People Analytics", "prompt": "c193-l2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already a large SAP Shop"}, {"id": "mai-20260917-1752-baseline|c193-l2|deepseek-small|OrgVue (by Deloitte)", "prompt": "c193-l2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "OrgVue (by Deloitte)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for M&A, restructuring, and org design with network analysis"}, {"id": "mai-20260917-1752-baseline|c193-l2|google-small|Visier People", "prompt": "c193-l2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is the undisputed market leader in enterprise people analytics."}, {"id": "mai-20260917-1752-baseline|c193-l2|google-small|One Model", "prompt": "c193-l2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Tech-Forward, High-Customization Option: **One Model**"}, {"id": "mai-20260917-1752-baseline|c193-l2|google-small|Workday Prism Analytics & Workday People Analytics", "prompt": "c193-l2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday Prism Analytics & Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Ecosystem-Native Route: **Workday Prism Analytics & Workday People Analytics**"}, {"id": "mai-20260917-1752-baseline|c193-l2|google-small|Illoominus", "prompt": "c193-l2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Illoominus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Agile & Quick-to-Value Alternative: **Illoominus**"}, {"id": "mai-20260917-1752-baseline|c193-l2|meta-small|Darwinbox", "prompt": "c193-l2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for large Indian, APAC, and multinational enterprises wanting analytics within an integrated HCM suite."}, {"id": "mai-20260917-1752-baseline|c193-l2|meta-small|Visier", "prompt": "c193-l2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A purpose-built people analytics platform designed for enterprises seeking to transform workforce data into strategic insights"}, {"id": "mai-20260917-1752-baseline|c193-l2|meta-small|Workday", "prompt": "c193-l2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises, offering predictive and modeling capabilities."}, {"id": "mai-20260917-1752-baseline|c193-l2|meta-small|Lattice", "prompt": "c193-l2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for medium-to-large businesses, providing talent, performance, and DEI analytics in one place."}, {"id": "mai-20260917-1752-baseline|c193-l2|meta-small|Crunchr", "prompt": "c193-l2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for mid-market and enterprises, offering centralized HR analytics from the tools you already use."}, {"id": "mai-20260917-1752-baseline|c193-l2|minimax-small|Visier", "prompt": "c193-l2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation would be Visier or ADP Workforce Now** as they specifically cater to large enterprises"}, {"id": "mai-20260917-1752-baseline|c193-l2|minimax-small|ADP Workforce Now", "prompt": "c193-l2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My recommendation would be Visier or ADP Workforce Now** as they specifically cater to large enterprises"}, {"id": "mai-20260917-1752-baseline|c193-l2|minimax-small|ThoughtSpot", "prompt": "c193-l2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ThoughtSpot** - Best for Self-Service Analytics & AI-Powered Search"}, {"id": "mai-20260917-1752-baseline|c193-l2|minimax-small|Culture Amp", "prompt": "c193-l2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture Amp** - Best for Engagement & Survey Data"}, {"id": "mai-20260917-1752-baseline|c193-l2|mistral-small|Workday People Analytics", "prompt": "c193-l2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large organizations needing comprehensive analytics across HR and other business functions"}, {"id": "mai-20260917-1752-baseline|c193-l2|mistral-small|ADP Workforce Now", "prompt": "c193-l2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large-scale benchmarking and workforce data analysis"}, {"id": "mai-20260917-1752-baseline|c193-l2|mistral-small|Rippling", "prompt": "c193-l2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for growing teams that want HR, payroll, and IT in one unified platform"}, {"id": "mai-20260917-1752-baseline|c193-l2|mistral-small|Lattice", "prompt": "c193-l2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best suited for growing and large businesses looking to improve performance and align teams"}, {"id": "mai-20260917-1752-baseline|c193-l2|moonshot-small|Visier", "prompt": "c193-l2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-l2|moonshot-small|Workday People Analytics / Prism Analytics", "prompt": "c193-l2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics / Prism Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native integration with seamless data flow between HR and finance; fastest deployment"}, {"id": "mai-20260917-1752-baseline|c193-l2|moonshot-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep integration for global enterprise workforce planning"}, {"id": "mai-20260917-1752-baseline|c193-l2|moonshot-small|Oracle Fusion HCM Analytics", "prompt": "c193-l2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Oracle Fusion HCM Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best path for Oracle-centric environments"}, {"id": "mai-20260917-1752-baseline|c193-l2|moonshot-small|One Model", "prompt": "c193-l2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another strong enterprise-grade pure-play platform similar to Visier"}, {"id": "mai-20260917-1752-baseline|c193-l2|moonshot-small|Eightfold AI", "prompt": "c193-l2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if your primary need is **talent intelligence**"}, {"id": "mai-20260917-1752-baseline|c193-l2|openai-small|Visier", "prompt": "c193-l2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Visier** as the best dedicated HR analytics / people analytics platform"}, {"id": "mai-20260917-1752-baseline|c193-l2|openai-small|Workday", "prompt": "c193-l2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want to stay inside your HCM suite:** **Workday** or **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c193-l2|openai-small|SAP SuccessFactors", "prompt": "c193-l2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors** if you're in SAP; its People Intelligence / Workforce Analytics offering focuses on HR analytics"}, {"id": "mai-20260917-1752-baseline|c193-l2|xai-small|Visier", "prompt": "c193-l2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Visier as the top HR (or people) analytics software."}, {"id": "mai-20260917-1752-baseline|c193-l2|xai-small|Workday People Analytics", "prompt": "c193-l2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native ML insights, skills analytics, embedded in your HCM"}, {"id": "mai-20260917-1752-baseline|c193-l2|xai-small|ADP Workforce Now (DataCloud)", "prompt": "c193-l2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now (DataCloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Benchmarks from 30M+ workers; easy if you're on ADP payroll."}, {"id": "mai-20260917-1752-baseline|c193-l2|xai-small|Culture Amp", "prompt": "c193-l2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep employee listening, retention analytics, enterprise benchmarking."}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|Workday People Analytics", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B organizations, **Workday People Analytics** or **Visier** provide the most comprehensive, scalable, and future-proof foundation."}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|Visier", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday People Analytics** or **Visier** provide the most comprehensive, scalable, and future-proof foundation."}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|SAP SuccessFactors", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP SuccessFactors if: You're already on SAP and need a seamless extension of your existing HCM ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|Darwinbox", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Darwinbox if: You operate in APAC or India and want a regionally tailored HCM suite with strong analytics."}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|Lattice", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unified people analytics with engagement and performance tracking"}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|Rippling", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unified HR, IT, and finance data in one reporting environment"}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|ChartHop", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your priority is org design and headcount planning, **ChartHop** is an excellent complement."}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|HiBob", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Scaling multi-country teams with modern UX and global coverage"}, {"id": "mai-20260917-1752-baseline|c193-l2|zai-small|PeopleStrong", "prompt": "c193-l2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "PeopleStrong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Large APAC and multinational enterprises needing predictive analytics and scenario modeling"}, {"id": "mai-20260917-1752-baseline|c193-l3|alibaba-small|Visier", "prompt": "c193-l3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the market leader for large-scale workforce intelligence."}, {"id": "mai-20260917-1752-baseline|c193-l3|alibaba-small|One Model", "prompt": "c193-l3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to Visier but leans much heavier on machine learning and data science customization."}, {"id": "mai-20260917-1752-baseline|c193-l3|alibaba-small|Workday People Analytics (and Workday Prism)", "prompt": "c193-l3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics (and Workday Prism)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for enterprises fully committed to the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-l3|alibaba-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The counterpart to Workday's offering. It provides granular demographic and compensation analysis"}, {"id": "mai-20260917-1752-baseline|c193-l3|alibaba-small|ChartHop", "prompt": "c193-l3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Differentiates itself through a visual-first approach."}, {"id": "mai-20260917-1752-baseline|c193-l3|alibaba-small|Culture Amp", "prompt": "c193-l3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unifies quantitative performance data with high-frequency qualitative pulse surveys."}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Visier", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is enterprise workforce intelligence and scenario depth, Visier and One Model are strong places to look."}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|One Model", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Visier and One Model are strong places to look"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Crunchr", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the top AI people analytics platforms ... are Visier, One Model, Crunchr, Workday People Analytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Workday People Analytics", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want analytics embedded in the HR platform, Workday and HiBob are natural options."}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP SuccessFactors supports workforce analytics and insights across large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|ChartHop", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ChartHop, Culture Amp, Lattice, Microsoft Viva Insights, and Worklytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Culture Amp", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Culture Amp is an employee experience platform with various people analytics functions"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Lattice", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ChartHop, Culture Amp, Lattice, Microsoft Viva Insights, and Worklytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Microsoft Viva Insights", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Microsoft Viva Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ChartHop, Culture Amp, Lattice, Microsoft Viva Insights, and Worklytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Worklytics", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Worklytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ChartHop, Culture Amp, Lattice, Microsoft Viva Insights, and Worklytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|HiBob", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you want analytics embedded in the HR platform, Workday and HiBob are natural options."}, {"id": "mai-20260917-1752-baseline|c193-l3|anthropic-small|Paylocity", "prompt": "c193-l3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Its Modern Workforce Index delivers predictive modeling and actionable recommendations on workforce trends"}, {"id": "mai-20260917-1752-baseline|c193-l3|challenger-small|Visier", "prompt": "c193-l3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Visier** for the most established standalone enterprise people analytics platform."}, {"id": "mai-20260917-1752-baseline|c193-l3|challenger-small|Workday People Analytics", "prompt": "c193-l3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday People Analytics** if you are already standardized on Workday."}, {"id": "mai-20260917-1752-baseline|c193-l3|challenger-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SAP SuccessFactors** if you are SAP-centric."}, {"id": "mai-20260917-1752-baseline|c193-l3|challenger-small|One Model", "prompt": "c193-l3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **One Model** if you need flexible data unification across many systems."}, {"id": "mai-20260917-1752-baseline|c193-l3|challenger-small|ChartHop", "prompt": "c193-l3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **ChartHop** if you want more visual org and headcount planning."}, {"id": "mai-20260917-1752-baseline|c193-l3|challenger-small|orgvue", "prompt": "c193-l3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **orgvue** if your priority is workforce structure and scenario planning."}, {"id": "mai-20260917-1752-baseline|c193-l3|deepseek-small|Visier", "prompt": "c193-l3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "You have **multiple HCM systems** and a dedicated analytics team | **Visier** or **One Model**"}, {"id": "mai-20260917-1752-baseline|c193-l3|deepseek-small|One Model", "prompt": "c193-l3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Visier** or **One Model** (for modeling depth)"}, {"id": "mai-20260917-1752-baseline|c193-l3|deepseek-small|Workday People Analytics", "prompt": "c193-l3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You are 100% on Workday | **Workday People Analytics** (native, fastest)"}, {"id": "mai-20260917-1752-baseline|c193-l3|deepseek-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You are 100% on SAP SuccessFactors | **SAP SuccessFactors Workforce Analytics**"}, {"id": "mai-20260917-1752-baseline|c193-l3|deepseek-small|Oracle Fusion HCM Analytics", "prompt": "c193-l3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Oracle Fusion HCM Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You are 100% on Oracle Fusion Cloud HCM | **Oracle Fusion HCM Analytics**"}, {"id": "mai-20260917-1752-baseline|c193-l3|deepseek-small|Crunchr", "prompt": "c193-l3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You have multiple systems but **no data analyst** | **Crunchr** (managed data pipeline, easy UX)"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|Visier", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight of people analytics, best suited for organizations that want deep, out-of-the-box analytical capabilities"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|One Model", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "built for highly complex, global enterprises with their own data science and data engineering teams"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|Crunchr", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises prioritizing the widespread adoption of analytics among non-technical business leaders and HRBPs"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|Workday People Analytics (with Workday Prism)", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics (with Workday Prism)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The default choice for enterprises fully bought into the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|SAP SuccessFactors (with SAP Analytics Cloud)", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors (with SAP Analytics Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "follow a very similar playbook, offering tight integration with their respective suites but less flexibility"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|Oracle Fusion HCM Analytics", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Oracle Fusion HCM Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "follow a very similar playbook, offering tight integration with their respective suites but less flexibility"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|Tableau", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Maintenance-heavy... General BI tools do not understand these natively"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|Power BI", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Maintenance-heavy... your IT team will have to build and maintain incredibly complex data models from scratch"}, {"id": "mai-20260917-1752-baseline|c193-l3|google-small|ThoughtSpot", "prompt": "c193-l3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Category 3: Generalist Enterprise BI (Tableau, Power BI, ThoughtSpot)"}, {"id": "mai-20260917-1752-baseline|c193-l3|meta-small|Visier", "prompt": "c193-l3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is known for its deep workforce analytics and powerful segmentation"}, {"id": "mai-20260917-1752-baseline|c193-l3|meta-small|Workday", "prompt": "c193-l3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday provides HRIS-native analytics with AI narratives and stakeholder-ready summaries"}, {"id": "mai-20260917-1752-baseline|c193-l3|meta-small|Crunchr", "prompt": "c193-l3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Crunchr offers self-service people analytics with GDPR compliance and fast deployment"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|Visier People", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deep predictive analytics, benchmarking, workforce planning, strong forecasting - **Best For:** Large enterprises needing comprehensive workforce insights"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|Workday People Analytics", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HRIS-native analytics with AI narratives... **Best For:** Organizations already using Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|AHA! (Agile HR Analytics)", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "AHA! (Agile HR Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "40+ HR dashboards, attrition risk, DEI, pay equity, workforce planning, AI assistant"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|One Model", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Powerful data modeling and cross-system analytics, highly customizable"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|Crunchr", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intuitive HR dashboards with strong drill-down and self-service features"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|Eletive", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Real-time pulse listening, engagement surveys, early risk signals, action planning"}, {"id": "mai-20260917-1752-baseline|c193-l3|minimax-small|ChartHop", "prompt": "c193-l3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizational planning and visualization"}, {"id": "mai-20260917-1752-baseline|c193-l3|mistral-small|Visier", "prompt": "c193-l3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **deep, standalone people analytics** with predictive capabilities, Visier or One Model are top choices."}, {"id": "mai-20260917-1752-baseline|c193-l3|mistral-small|Workday People Analytics", "prompt": "c193-l3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using **Workday or SAP**, their native analytics are the most seamless."}, {"id": "mai-20260917-1752-baseline|c193-l3|mistral-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for organizations already invested in SAP."}, {"id": "mai-20260917-1752-baseline|c193-l3|mistral-small|Qualtrics EmployeeXM", "prompt": "c193-l3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **employee experience and survey-driven insights**, Qualtrics is unmatched."}, {"id": "mai-20260917-1752-baseline|c193-l3|mistral-small|One Model", "prompt": "c193-l3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Visier or One Model are top choices."}, {"id": "mai-20260917-1752-baseline|c193-l3|mistral-small|ChartHop", "prompt": "c193-l3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For **organizational design and real-time org modeling**, ChartHop is unique."}, {"id": "mai-20260917-1752-baseline|c193-l3|moonshot-small|Visier", "prompt": "c193-l3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier** — The Enterprise Standard"}, {"id": "mai-20260917-1752-baseline|c193-l3|moonshot-small|One Model", "prompt": "c193-l3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**One Model** — The Configurable Data Platform"}, {"id": "mai-20260917-1752-baseline|c193-l3|moonshot-small|Workday People Analytics", "prompt": "c193-l3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Organizations already standardized on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c193-l3|moonshot-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Global enterprises with deep SAP investments"}, {"id": "mai-20260917-1752-baseline|c193-l3|moonshot-small|Crunchr", "prompt": "c193-l3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Crunchr** — Fast Deployment Alternative"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|Visier", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is the most \"pure-play\" people analytics platform on this list... best for dedicated, enterprise-scale people analytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|Workday People Analytics", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when Workday is your system of record"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|SAP SuccessFactors People Intelligence", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors People Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for SAP-centric organizations"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|Microsoft Viva Glint / Viva Workplace Analytics", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Microsoft Viva Glint / Viva Workplace Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for employee listening + productivity collaboration analytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|OrgVue", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "OrgVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for org design and workforce planning ... not usually the first choice for broad self-serve people analytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|ChartHop", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for org visibility and headcount planning"}, {"id": "mai-20260917-1752-baseline|c193-l3|openai-small|Culture Amp", "prompt": "c193-l3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strongest in employee experience ... not usually the primary enterprise people data platform"}, {"id": "mai-20260917-1752-baseline|c193-l3|xai-small|Visier", "prompt": "c193-l3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier for analytics-first enterprises; Visier leads in pre-built content, predictions, and benchmarks"}, {"id": "mai-20260917-1752-baseline|c193-l3|xai-small|Workday People Analytics", "prompt": "c193-l3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday if you're all-in on their suite"}, {"id": "mai-20260917-1752-baseline|c193-l3|xai-small|OneModel", "prompt": "c193-l3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "OneModel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern UI; easy for MS users; forward-looking planning | Newer entrant"}, {"id": "mai-20260917-1752-baseline|c193-l3|xai-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive for SAP shops; strong scenario planning"}, {"id": "mai-20260917-1752-baseline|c193-l3|xai-small|SplashBI", "prompt": "c193-l3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "SplashBI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly configurable; good for complex reporting"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Visier People", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier** is the go‑to pure‑play for large organizations with messy, multi‑source data and a need for deep predictive modeling and benchmarking."}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Workday People Analytics (Prism Analytics)", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics (Prism Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday People Analytics** is the natural choice for organizations already on Workday"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Darwinbox", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "integrated HCM platforms with embedded analytics, strong for end‑to‑hire‑to‑retire workflows"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|PeopleStrong", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "PeopleStrong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Darwinbox/PeopleStrong can be pricey"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Lumesse", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lumesse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lumesse offers mid‑market options"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Eletive", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "excel at continuous pulse listening, segmentation, and manager enablement, making them ideal for culture‑first organizations"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|One Model", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Visier People, One Model (mentioned as a pure‑play alternative)"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|SAP SuccessFactors analytics", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday People Analytics, SAP SuccessFactors analytics"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Culture Amp", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "great for culture surveys and manager enablement, but not as deep in workforce modeling"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Lattice", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Eletive, Culture Amp, Lattice"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|Crunchr", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Standalone mid‑market options; good for visualization, cost‑conscious buyers"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|PeoplePilot", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "PeoplePilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Crunchr, PeoplePilot, AHA! (Agile HR Analytics)** – Standalone mid‑market options"}, {"id": "mai-20260917-1752-baseline|c193-l3|zai-small|AHA! (Agile HR Analytics)", "prompt": "c193-l3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "AHA! (Agile HR Analytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "good for visualization, cost‑conscious buyers, and Microsoft‑stack environments"}, {"id": "mai-20260917-1752-baseline|c193-l4|alibaba-small|ChartHop", "prompt": "c193-l4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Top Recommendation for Cost Control: ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-l4|alibaba-small|Crunchr", "prompt": "c193-l4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Top Recommendation for Volume Discounts: Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-l4|alibaba-small|Visier", "prompt": "c193-l4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Visier typically uses **Enterprise Quote Pricing**... Without this cap, costs can escalate unpredictably"}, {"id": "mai-20260917-1752-baseline|c193-l4|alibaba-small|Workday", "prompt": "c193-l4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Workday** | **Existing Workday Users** | Bundled / Add-on | **High** (If already licensed) |"}, {"id": "mai-20260917-1752-baseline|c193-l4|anthropic-small|Visier", "prompt": "c193-l4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Visier**\n\nVisier is a workforce intelligence tool designed for enterprises with hundreds or thousands of employees"}, {"id": "mai-20260917-1752-baseline|c193-l4|anthropic-small|Crunchr", "prompt": "c193-l4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This structure is ideal for predictability since your total cost directly scales with your headcount."}, {"id": "mai-20260917-1752-baseline|c193-l4|anthropic-small|Workday People Analytics", "prompt": "c193-l4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For organizations heavily invested in Workday, it can make for the lowest-friction path to more advanced workforce insight"}, {"id": "mai-20260917-1752-baseline|c193-l4|challenger-small|Visier", "prompt": "c193-l4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is the best overall people analytics choice for enterprise-scale workforce analytics"}, {"id": "mai-20260917-1752-baseline|c193-l4|challenger-small|One Model", "prompt": "c193-l4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose One Model only if your main need is maximum data-model customization"}, {"id": "mai-20260917-1752-baseline|c193-l4|challenger-small|SAP SuccessFactors", "prompt": "c193-l4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already standardize on those ecosystems"}, {"id": "mai-20260917-1752-baseline|c193-l4|challenger-small|Workday", "prompt": "c193-l4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "quote-based enterprise contracts, which is more predictable than user-based pricing"}, {"id": "mai-20260917-1752-baseline|c193-l4|challenger-small|Power BI", "prompt": "c193-l4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lowest-cost enterprise option, especially in Microsoft shops"}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|Visier", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "negotiate a **fixed annual platform fee** with **Visier** or **One Model**"}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|One Model", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**One Model** is more likely to give you a straightforward fixed price without lengthy negotiation"}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|Crunchr", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PEPY (per employee per year) with **steep volume discounts**... Caveat: The bill still grows with hiring"}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|Workday People Analytics", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For large companies already on these platforms, this is the cheapest and most stable path."}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|SAP SuccessFactors", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their native analytics modules are **part of your existing contract**"}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|ChartHop", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid for predictable cost - **ChartHop** ... Transparent, but not predictable."}, {"id": "mai-20260917-1752-baseline|c193-l4|deepseek-small|Worklytics", "prompt": "c193-l4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Worklytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "heavily usage-based... cost spikes with data volume"}, {"id": "mai-20260917-1752-baseline|c193-l4|google-small|Visier", "prompt": "c193-l4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier: Best Overall for Large-Scale Manager Self-Service"}, {"id": "mai-20260917-1752-baseline|c193-l4|google-small|One Model", "prompt": "c193-l4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One Model: Best for Complex Tech Stacks & Enterprise Data Teams"}, {"id": "mai-20260917-1752-baseline|c193-l4|google-small|Crunchr", "prompt": "c193-l4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Crunchr: Best for Rapid Deployment & Intuitive UI"}, {"id": "mai-20260917-1752-baseline|c193-l4|google-small|Microsoft Power BI", "prompt": "c193-l4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The Trade-Off: While software licensing is highly predictable, the \"hidden\" cost of a DIY BI build is labor."}, {"id": "mai-20260917-1752-baseline|c193-l4|google-small|Tableau", "prompt": "c193-l4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the \"hidden\" cost of a DIY BI build is labor"}, {"id": "mai-20260917-1752-baseline|c193-l4|meta-small|Visier", "prompt": "c193-l4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best people analytics platform for a large company that needs predictable total cost across thousands of users is Visier."}, {"id": "mai-20260917-1752-baseline|c193-l4|meta-small|ChartHop", "prompt": "c193-l4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ChartHop, which has a published pricing model of around $8 per employee monthly"}, {"id": "mai-20260917-1752-baseline|c193-l4|meta-small|One Model", "prompt": "c193-l4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One Model, which has a single annual fee based on employee count"}, {"id": "mai-20260917-1752-baseline|c193-l4|minimax-small|Workday People Analytics", "prompt": "c193-l4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday People Analytics** is likely the best choice for a large company needing predictable total cost across thousands of users"}, {"id": "mai-20260917-1752-baseline|c193-l4|minimax-small|ChartHop", "prompt": "c193-l4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ChartHop | $5/employee/month + add-ons | Medium - scales with headcount"}, {"id": "mai-20260917-1752-baseline|c193-l4|minimax-small|Visier", "prompt": "c193-l4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visier | Custom enterprise | Medium - quote-based"}, {"id": "mai-20260917-1752-baseline|c193-l4|minimax-small|BambooHR", "prompt": "c193-l4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BambooHR | Quote-based | Medium - varies by size"}, {"id": "mai-20260917-1752-baseline|c193-l4|minimax-small|SAP SuccessFactors", "prompt": "c193-l4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP SuccessFactors | Bundled with subscription | Variable"}, {"id": "mai-20260917-1752-baseline|c193-l4|mistral-small|Visier", "prompt": "c193-l4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier** and **ChartHop** are the most transparent and scalable options, with per-employee pricing models."}, {"id": "mai-20260917-1752-baseline|c193-l4|mistral-small|ChartHop", "prompt": "c193-l4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Visier** and **ChartHop** are the most transparent and scalable options, with per-employee pricing models."}, {"id": "mai-20260917-1752-baseline|c193-l4|mistral-small|Workday People Analytics", "prompt": "c193-l4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday People Analytics** is best if you are already invested in the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-l4|moonshot-small|ChartHop", "prompt": "c193-l4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop stands out** as the only vendor offering truly transparent, self-service pricing"}, {"id": "mai-20260917-1752-baseline|c193-l4|moonshot-small|Crunchr", "prompt": "c193-l4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Crunchr** if you're a multinational needing EU compliance with clear per-employee tiers"}, {"id": "mai-20260917-1752-baseline|c193-l4|moonshot-small|One Model", "prompt": "c193-l4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**One Model** if you have complex data integration needs and want flexible, scalable pricing"}, {"id": "mai-20260917-1752-baseline|c193-l4|moonshot-small|Visier", "prompt": "c193-l4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No published pricing; requires negotiation"}, {"id": "mai-20260917-1752-baseline|c193-l4|moonshot-small|Workday People Analytics", "prompt": "c193-l4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom enterprise licensing; tied to Workday contract"}, {"id": "mai-20260917-1752-baseline|c193-l4|moonshot-small|SAP SuccessFactors", "prompt": "c193-l4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex enterprise pricing; starts at $50K+"}, {"id": "mai-20260917-1752-baseline|c193-l4|openai-small|Peoplelogic", "prompt": "c193-l4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "Peoplelogic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best fit: Peoplelogic**"}, {"id": "mai-20260917-1752-baseline|c193-l4|openai-small|Medallia", "prompt": "c193-l4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "Medallia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong enterprise alternative: Medallia**"}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|Workday People Analytics", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday People Analytics stands out as the best option for predictable total cost in people analytics."}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|SAP SuccessFactors (People Analytics)", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "SAP SuccessFactors (People Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High (bundled PEPM, modular) | SAP ERP users"}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|Oracle HCM Cloud (Analytics)", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Oracle HCM Cloud (Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Medium-High (PEPM, discount-flexible) | Oracle ERP users"}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|Visier", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "quotes vary; higher for advanced AI/workforce modeling. Less predictable without negotiation."}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|Crunchr", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High (PEPY, volume discounts) | Cost-conscious EU/global"}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|ChartHop", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Smaller tools like ChartHop ($2–$8/employee/month) or Lattice lack enterprise depth for thousands of users."}, {"id": "mai-20260917-1752-baseline|c193-l4|xai-small|Lattice", "prompt": "c193-l4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Smaller tools like ChartHop ... or Lattice lack enterprise depth for thousands of users."}, {"id": "mai-20260917-1752-baseline|c193-l4|zai-small|ChartHop", "prompt": "c193-l4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best people analytics platform is **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-l4|zai-small|Workday People Analytics", "prompt": "c193-l4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Ecosystem: Workday People Analytics"}, {"id": "mai-20260917-1752-baseline|c193-l4|zai-small|Visier", "prompt": "c193-l4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is significantly more expensive and less transparent than ChartHop... Cost Predictability: Low."}, {"id": "mai-20260917-1752-baseline|c193-l5|deepseek-small|Visier", "prompt": "c193-l5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Per the Visier and technical due-diligence guidance, people analytics is infrastructure, not an app"}, {"id": "mai-20260917-1752-baseline|c193-l5|google-small|Visier", "prompt": "c193-l5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Evaluating a people analytics platform (such as Visier, One Model, ChartHop, or Crunchr)"}, {"id": "mai-20260917-1752-baseline|c193-l5|google-small|One Model", "prompt": "c193-l5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Visier, One Model, ChartHop, or Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-l5|google-small|ChartHop", "prompt": "c193-l5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Visier, One Model, ChartHop, or Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-l5|google-small|Crunchr", "prompt": "c193-l5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Visier, One Model, ChartHop, or Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-l5|meta-small|Visier", "prompt": "c193-l5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A strong contender for large enterprises, offering a comprehensive prebuilt analytics library with 30M+ employee benchmarks"}, {"id": "mai-20260917-1752-baseline|c193-l5|meta-small|Crunchr", "prompt": "c193-l5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for large enterprises dealing with fragmented HR systems."}, {"id": "mai-20260917-1752-baseline|c193-l5|meta-small|ChartHop", "prompt": "c193-l5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers org chart, headcount planning, and compensation analytics."}, {"id": "mai-20260917-1752-baseline|c193-l5|meta-small|Amber", "prompt": "c193-l5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Amber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it suitable for enterprise-grade security requirements"}, {"id": "mai-20260917-1752-baseline|c193-l5|meta-small|Darwinbox", "prompt": "c193-l5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An AI-native HCM platform designed for large-scale Indian enterprises."}, {"id": "mai-20260917-1752-baseline|c193-l5|meta-small|AHA! (Agile HR Analytics)", "prompt": "c193-l5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "AHA! (Agile HR Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers 40+ HR dashboards, attrition risk analysis, DEI, pay equity, and workforce planning."}, {"id": "mai-20260917-1752-baseline|c193-l5|minimax-small|Visier", "prompt": "c193-l5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Visier** - SOC 2 Type II, ISO 27001/27018, strong benchmark data"}, {"id": "mai-20260917-1752-baseline|c193-l5|minimax-small|Crunchr", "prompt": "c193-l5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Crunchr** - SOC 2 Type II, GDPR compliant, EU-first approach"}, {"id": "mai-20260917-1752-baseline|c193-l5|minimax-small|ChartHop", "prompt": "c193-l5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ChartHop** - SOC 2 compliant, solid SSO support"}, {"id": "mai-20260917-1752-baseline|c193-l5|minimax-small|OneModel", "prompt": "c193-l5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "OneModel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneModel** - SOC 2 Type II, customizable"}, {"id": "mai-20260917-1752-baseline|c193-l5|mistral-small|Visier", "prompt": "c193-l5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "### **Recommended Vendors to Consider**\n- **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-l5|mistral-small|Workday People Analytics", "prompt": "c193-l5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Workday People Analytics**"}, {"id": "mai-20260917-1752-baseline|c193-l5|mistral-small|Tableau (with HR data connectors)", "prompt": "c193-l5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Tableau (with HR data connectors)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Tableau (with HR data connectors)**"}, {"id": "mai-20260917-1752-baseline|c193-l5|mistral-small|Power BI (with HR data connectors)", "prompt": "c193-l5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Power BI (with HR data connectors)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Power BI (with HR data connectors)**"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|Visier", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Visier/ADP for proven enterprise scale"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|Workday People Analytics", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top contenders like **Visier**, **Workday People Analytics**, **ADP Workforce Now**, **Culture Amp**, **Crunchr**, **Rippling**, and **ChartHop** frequently support these needs"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|ADP Workforce Now", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Visier/ADP for proven enterprise scale"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|Culture Amp", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top contenders like ... **Culture Amp** ... frequently support these needs"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|Crunchr", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top contenders like ... **Crunchr** ... frequently support these needs"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|Rippling", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top contenders like ... **Rippling** ... frequently support these needs"}, {"id": "mai-20260917-1752-baseline|c193-l5|xai-small|ChartHop", "prompt": "c193-l5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top contenders like ... and **ChartHop** frequently support these needs"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|BambooHR", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should generally avoid mid-market HR Information Systems (HRIS)"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Gusto", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large enterprises should generally avoid mid-market HR Information Systems (HRIS)"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Rippling (Standard Plans)", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Rippling (Standard Plans)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Large enterprises should generally avoid mid-market HR Information Systems (HRIS)"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Tableau", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generic BI tools are frequently cited as having high failure rates in People Analytics when implemented without a dedicated data science team"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Microsoft Power BI", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generic BI tools are frequently cited as having high failure rates in People Analytics"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Qlik (Used Alone)", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Qlik (Used Alone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generic BI tools are frequently cited as having high failure rates in People Analytics"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Workday", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to Caution: Native analytics are excellent if you are \"all-in\" on one provider"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Oracle", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Using *Workday, Oracle, or SAP SuccessFactors* native analytics when your ecosystem includes best-of-breed competitors"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|SAP SuccessFactors", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Using *Workday, Oracle, or SAP SuccessFactors* native analytics when your ecosystem includes best-of-breed competitors"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|ChartHop", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look for platforms that prioritize \"manager-friendly\" insights (like *ChartHop* or *Visier's* leader portals)"}, {"id": "mai-20260917-1752-baseline|c193-l6|alibaba-small|Visier", "prompt": "c193-l6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look for platforms that prioritize \"manager-friendly\" insights (like *ChartHop* or *Visier's* leader portals)"}, {"id": "mai-20260917-1752-baseline|c193-l6|anthropic-small|Microsoft Viva Insights", "prompt": "c193-l6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Viva Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Microsoft had to roll back some pre-launch functionality following backlash about employee privacy"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|BambooHR", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BambooHR** — avoid if you need advanced people analytics, predictive workforce modeling, or AI-driven insights"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|Leapsome", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "use caution if your enterprise is over 5,000 employees or needs deep workforce modeling"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|ChartHop", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use caution if your main need is engagement analytics, sentiment analysis, or performance management"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|Workday People Analytics", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution is warranted if you are **not already on Workday**"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|SAP SuccessFactors Analytics", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "should be approached carefully if your team lacks SAP expertise, because setup is described as complex"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|Oracle", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they can be risky if your team lacks IT/data capacity, budget, or implementation patience"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|One Model", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not “avoid” choices by default, but they are explicitly better suited to large enterprises with dedicated data resources"}, {"id": "mai-20260917-1752-baseline|c193-l6|challenger-small|Visier", "prompt": "c193-l6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Visier-class standalone tools** — these are not “avoid” choices by default, but ... can be risky if your team lacks IT/data capacity"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|Humanyze", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Humanyze", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AVOID: Pure \"Workplace Surveillance\" / Passive Monitoring Tools (e.g., Humanyze"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|Visier", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BE CAUTIOUS: Visier (The \"Gold Standard\" with Heavy Operational Drag)"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|Workday Prism Analytics / People Analytics", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday Prism Analytics / People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BE CAUTIOUS: Workday Prism Analytics / People Analytics (The \"Walled Garden\" Risk)"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|Oracle PeopleSoft HCM", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle PeopleSoft HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "AVOID: Oracle PeopleSoft HCM (for *Analytics* purposes)"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|Microsoft Viva Insights", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Viva Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BE CAUTIOUS: Microsoft Viva Insights (When used as a full enterprise PA solution)"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|BambooHR", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "AVOID: Generic \"Mid-Market\" Tools (e.g., BambooHR"}, {"id": "mai-20260917-1752-baseline|c193-l6|deepseek-small|Paycor Analytics", "prompt": "c193-l6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Paycor Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "AVOID: Generic \"Mid-Market\" Tools (e.g., BambooHR, Paycor Analytics, or similar)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|BambooHR", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB and Mid-Market-Focused HR Suites (Avoid as your core analytics engine)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|HiBob", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB and Mid-Market-Focused HR Suites (Avoid as your core analytics engine)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Personio", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB and Mid-Market-Focused HR Suites (Avoid as your core analytics engine)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|ChartHop", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "BambooHR, HiBob, Personio, and ChartHop (for extremely large deployments)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Lattice", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Point Solutions Masquerading as \"Unified\" Platforms ... Why Enterprises Should Be Cautious"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Culture Amp", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Point Solutions Masquerading as \"Unified\" Platforms ... Why Enterprises Should Be Cautious"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Workhuman iQ", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Workhuman iQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Point Solutions Masquerading as \"Unified\" Platforms ... Why Enterprises Should Be Cautious"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Power BI", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The \"Do-It-Yourself\" BI Trap (Building internally via Power BI, Tableau, or Qlik)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Tableau", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The \"Do-It-Yourself\" BI Trap (Building internally via Power BI, Tableau, or Qlik)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Qlik", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The \"Do-It-Yourself\" BI Trap (Building internally via Power BI, Tableau, or Qlik)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Workday Prism Analytics", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday Prism Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they require dedicated, highly technical data engineering resources to build and maintain, making their total cost of ownership (TCO) much higher than expected"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|SAP Analytics Cloud", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "expensive, highly complex add-on databases (like *Workday Prism Analytics* or *SAP Analytics Cloud*)"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Visier", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Platforms like **Visier, One Model,** or **Crunchr** are generally considered the safest enterprise bets"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|One Model", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Platforms like **Visier, One Model,** or **Crunchr** are generally considered the safest enterprise bets"}, {"id": "mai-20260917-1752-baseline|c193-l6|google-small|Crunchr", "prompt": "c193-l6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Platforms like **Visier, One Model,** or **Crunchr** are generally considered the safest enterprise bets"}, {"id": "mai-20260917-1752-baseline|c193-l6|meta-small|Visier", "prompt": "c193-l6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Visier: due to its high cost, long implementation time, and complexity"}, {"id": "mai-20260917-1752-baseline|c193-l6|meta-small|Workday People Analytics", "prompt": "c193-l6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday People Analytics: due to its limited suitability for organizations with complex global compliance needs"}, {"id": "mai-20260917-1752-baseline|c193-l6|meta-small|Crunchr", "prompt": "c193-l6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "also mention other people analytics platforms such as Crunchr, PeoplePilot Analytics, and Tableau/Power BI + HRIS data"}, {"id": "mai-20260917-1752-baseline|c193-l6|meta-small|PeoplePilot Analytics", "prompt": "c193-l6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "PeoplePilot Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other people analytics platforms such as Crunchr, PeoplePilot Analytics, and Tableau/Power BI + HRIS data"}, {"id": "mai-20260917-1752-baseline|c193-l6|meta-small|Tableau/Power BI + HRIS data", "prompt": "c193-l6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau/Power BI + HRIS data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "each with their own strengths and weaknesses"}, {"id": "mai-20260917-1752-baseline|c193-l6|minimax-small|Visier", "prompt": "c193-l6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High cost: Implementation and licensing can land in six figures... Complexity: Requires dedicated data teams"}, {"id": "mai-20260917-1752-baseline|c193-l6|minimax-small|Workday People Analytics", "prompt": "c193-l6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Underwhelming embedded analytics: Users find it basic compared to dedicated platforms"}, {"id": "mai-20260917-1752-baseline|c193-l6|minimax-small|One Model", "prompt": "c193-l6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavy customization required... May be overkill for organizations without dedicated data science teams"}, {"id": "mai-20260917-1752-baseline|c193-l6|minimax-small|SAP", "prompt": "c193-l6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Significant complexity in implementation, High costs"}, {"id": "mai-20260917-1752-baseline|c193-l6|minimax-small|Oracle", "prompt": "c193-l6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be cumbersome to manage and extract insights from"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|Visier", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "known for long implementation times (often 4–8 months), high costs (six-figure deployments), and complexity"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|Workday Prism Analytics", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday Prism Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "analytics can be limited in flexibility and may not provide the depth of customization"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|BambooHR", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lacks the advanced predictive workforce modeling, AI-powered insights, and scalability needed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|Leapsome", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "recommended for companies under 5,000 employees. Larger enterprises may find it insufficient"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|Oracle HCM Analytics", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often criticized for being rigid, complex to implement, and requiring significant IT resources"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often criticized for being rigid, complex to implement, and requiring significant IT resources"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|AHA! (Agile HR Analytics)", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "AHA! (Agile HR Analytics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "platforms like **AHA! (Agile HR Analytics)**, **One Model**, or **custom solutions built on Microsoft Fabric/Power BI** may offer more flexibility"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|One Model", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "may offer more flexibility, faster time-to-value, and better alignment with enterprise needs"}, {"id": "mai-20260917-1752-baseline|c193-l6|mistral-small|Microsoft Fabric/Power BI", "prompt": "c193-l6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Fabric/Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "custom solutions built on Microsoft Fabric/Power BI** may offer more flexibility"}, {"id": "mai-20260917-1752-baseline|c193-l6|moonshot-small|Workday", "prompt": "c193-l6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Currently facing a significant class-action lawsuit ... Consider legal exposure when deploying Workday's screening tools"}, {"id": "mai-20260917-1752-baseline|c193-l6|moonshot-small|SAP SuccessFactors", "prompt": "c193-l6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SAP SuccessFactors and Oracle HCM Cloud analytics modules can become \"shelfware\" (unused software)"}, {"id": "mai-20260917-1752-baseline|c193-l6|moonshot-small|Oracle HCM Cloud", "prompt": "c193-l6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SAP SuccessFactors and Oracle HCM Cloud analytics modules can become \"shelfware\" (unused software)"}, {"id": "mai-20260917-1752-baseline|c193-l6|moonshot-small|Visier", "prompt": "c193-l6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Recent layoffs affecting product teams (e.g., Visier 2023) | Renewal and roadmap uncertainty"}, {"id": "mai-20260917-1752-baseline|c193-l6|moonshot-small|Microsoft Viva Insights", "prompt": "c193-l6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Viva Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Employee surveillance concerns; may instrument dysfunction rather than solve it"}, {"id": "mai-20260917-1752-baseline|c193-l6|moonshot-small|Crunchr", "prompt": "c193-l6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Evaluate Crunchr, Visier, or similar only if you have 1,000+ employees and dedicated analytics resources"}, {"id": "mai-20260917-1752-baseline|c193-l6|openai-small|Microsoft Fabric", "prompt": "c193-l6", "model": "openai-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gartner's peer feedback on Microsoft Fabric, for example, shows how \"newer\" platforms can still have maturity and governance concerns at scale"}, {"id": "mai-20260917-1752-baseline|c193-l6|openai-small|Crunchr", "prompt": "c193-l6", "model": "openai-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the named vendors include **Crunchr, ChartHop, Vemo, Visier, and SplashBI**... should be evaluated carefully against enterprise requirements"}, {"id": "mai-20260917-1752-baseline|c193-l6|openai-small|ChartHop", "prompt": "c193-l6", "model": "openai-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they're the ones showing up in that market listing and should be evaluated carefully against enterprise requirements"}, {"id": "mai-20260917-1752-baseline|c193-l6|openai-small|Vemo", "prompt": "c193-l6", "model": "openai-small", "cat": "people-analytics", "variant": "negative", "raw": "Vemo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they're the ones showing up in that market listing and should be evaluated carefully against enterprise requirements"}, {"id": "mai-20260917-1752-baseline|c193-l6|openai-small|Visier", "prompt": "c193-l6", "model": "openai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they're the ones showing up in that market listing and should be evaluated carefully against enterprise requirements"}, {"id": "mai-20260917-1752-baseline|c193-l6|openai-small|SplashBI", "prompt": "c193-l6", "model": "openai-small", "cat": "people-analytics", "variant": "negative", "raw": "SplashBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they're the ones showing up in that market listing and should be evaluated carefully against enterprise requirements"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Visier", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Red flags: Extremely expensive and complex deployments (4-8+ months), assumes in-house analysts/data engineers"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|BambooHR", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "When to avoid: Any org over 5,000 employees needing true analytics beyond engagement/performance tracking."}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Leapsome", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "won't scale to enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|ThriveSparrow", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Basic reporting, no advanced predictive modeling/AI, won't scale to enterprise complexity"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Perceptyx", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Perceptyx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Narrow focus on surveys vs. full workforce analytics; enterprise reviews mention setup complexity"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Eightfold AI", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lighter on pure people analytics ... integration friction"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Workday People Analytics", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "siloed if not (integration pains); reviews highlight data modeling complexities and performance lags with very large datasets"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|SAP SuccessFactors People Intelligence", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors People Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer Bets for Large Enterprises: Prioritize leaders like SAP SuccessFactors People Intelligence"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Oracle", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritize leaders like SAP SuccessFactors People Intelligence, Oracle, or Microsoft Power BI-integrated options"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Microsoft Power BI", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Microsoft Power BI-integrated options (e.g., AHA! for Microsoft stacks) for scalability/compliance"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|AHA!", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "AHA!", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(e.g., AHA! for Microsoft stacks)"}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Crunchr", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Crunchr for EU/GDPR focus."}, {"id": "mai-20260917-1752-baseline|c193-l6|xai-small|Salesforce (Tableau)", "prompt": "c193-l6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Salesforce (Tableau)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "leaders like Microsoft, Salesforce (Tableau), and Visier dominate but with the caveats above"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|Workday People Analytics", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Integration & Performance Issues ... API limitations ... Performance issues: Slow report generation"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|Darwinbox", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Darwinbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Slow page loads: Performance issues that impact user experience"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|Sage People", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Sage People", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Non-intuitive navigation: Complex interface ... Limited features: Basic capabilities compared to competitors"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|Keka", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Keka", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "No custom field/filter options ... Basic functionality: Primarily descriptive analytics"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|People Data Labs", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "People Data Labs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Unresponsive support ... Unexpected account disabling"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|ChartHop", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Users on Reddit specifically advise against recommending this platform for people analytics use cases"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|Visier", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms to Approach with Caution Due to Cost & Adoption Barriers ... High cost ... Steep learning curve"}, {"id": "mai-20260917-1752-baseline|c193-l6|zai-small|Culture Amp", "prompt": "c193-l6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Primarily designed for engagement/surveys rather than deep workforce analytics"}, {"id": "mai-20260917-1752-baseline|c193-m1|alibaba-small|Visier", "prompt": "c193-m1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier is widely considered the market leader for the mid-market to large enterprise."}, {"id": "mai-20260917-1752-baseline|c193-m1|alibaba-small|HiBob (Bob)", "prompt": "c193-m1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Modern\" All-in-One Platform: **HiBob (Bob)**"}, {"id": "mai-20260917-1752-baseline|c193-m1|alibaba-small|Culture Amp", "prompt": "c193-m1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Engagement & Performance: **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-m1|alibaba-small|Looker", "prompt": "c193-m1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "only a custom build using Looker/Tableau can"}, {"id": "mai-20260917-1752-baseline|c193-m1|alibaba-small|Tableau", "prompt": "c193-m1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Technical Solution: **Looker / Tableau + Data Warehouse**"}, {"id": "mai-20260917-1752-baseline|c193-m1|alibaba-small|Lattice", "prompt": "c193-m1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you may be better suited with a solution like Lattice or HiBob, depending on your budget"}, {"id": "mai-20260917-1752-baseline|c193-m1|anthropic-small|HiBob", "prompt": "c193-m1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob is designed for fast-growing mid-market companies (typically 50–2,000 employees) that want an all-in-one HRIS with embedded people analytics"}, {"id": "mai-20260917-1752-baseline|c193-m1|anthropic-small|Rippling", "prompt": "c193-m1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is best for teams that want HR + payroll + IT operations connected, with solid workforce reporting"}, {"id": "mai-20260917-1752-baseline|c193-m1|anthropic-small|UKG People Analytics", "prompt": "c193-m1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "UKG People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG People Analytics is best for mid-sized organizations focused on performance management"}, {"id": "mai-20260917-1752-baseline|c193-m1|anthropic-small|Visier", "prompt": "c193-m1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise platforms like Visier offer custom enterprise pricing and implementation complexity that make them a poor fit for small to mid-market organizations."}, {"id": "mai-20260917-1752-baseline|c193-m1|challenger-small|Crunchr", "prompt": "c193-m1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Crunchr** if you want a dedicated people analytics platform"}, {"id": "mai-20260917-1752-baseline|c193-m1|challenger-small|HiBob", "prompt": "c193-m1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **HiBob** if you want people analytics embedded in a broader HRIS"}, {"id": "mai-20260917-1752-baseline|c193-m1|challenger-small|ChartHop", "prompt": "c193-m1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need **org analytics and scenario modeling** with a lightweight, self-serve experience"}, {"id": "mai-20260917-1752-baseline|c193-m1|challenger-small|Culture Amp", "prompt": "c193-m1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main use case is **engagement and culture analytics**"}, {"id": "mai-20260917-1752-baseline|c193-m1|challenger-small|Visier", "prompt": "c193-m1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "several sources note it is often heavier, more expensive, and better suited to larger organizations than typical mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Crunchr", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Crunchr — Best overall dedicated people analytics platform"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|ChartHop", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For B2B specifically: ... **ChartHop** is often the favorite here ... shortlist Crunchr and ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Orgnostic", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Orgnostic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Orgnostic — Best turnkey option for mid-market without analysts"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Culture Amp", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engagement + retention focus | **Culture Amp** / **Lattice** / **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Lattice", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Engagement + retention focus | **Culture Amp** / **Lattice** / **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Leapsome", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Engagement + retention focus | **Culture Amp** / **Lattice** / **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|BambooHR", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BambooHR, Rippling, or HiBob's built-in reporting is usually enough and cheaper"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Rippling", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR, Rippling, or HiBob's built-in reporting is usually enough and cheaper"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|HiBob", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BambooHR, Rippling, or HiBob's built-in reporting is usually enough and cheaper"}, {"id": "mai-20260917-1752-baseline|c193-m1|deepseek-small|Visier", "prompt": "c193-m1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Visier is still the strongest dedicated platform, but it's priced and built for enterprise — likely overkill for mid-market"}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|Knoetic", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Knoetic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Knoetic** is widely considered the top choice for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|ChartHop", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Headcount & Compensation Planning ... **ChartHop** is the market leader."}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|Illoominus", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Illoominus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Illoominus** is a highly modern, \"decision-layer\" platform."}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|Culture Amp (via Orgnostic)", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp (via Orgnostic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their acquisition of people analytics engine **Orgnostic** makes them a powerhouse"}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|Paradox (via Eqtble)", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Paradox (via Eqtble)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "conversational AI leader Paradox acquired **Eqtble**. It provides incredibly deep insights into candidate pipelines"}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|Visier", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid in the Mid-Market ... **Visier** or **One Model** ... generally poor fits for the mid-market"}, {"id": "mai-20260917-1752-baseline|c193-m1|google-small|One Model", "prompt": "c193-m1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms to Avoid in the Mid-Market ... **Visier** or **One Model** ... generally poor fits for the mid-market"}, {"id": "mai-20260917-1752-baseline|c193-m1|meta-small|ChartHop", "prompt": "c193-m1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best people analytics platform for a mid-market B2B company is ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-m1|meta-small|Lattice", "prompt": "c193-m1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Lattice, HiBob, and Workday People Analytics."}, {"id": "mai-20260917-1752-baseline|c193-m1|meta-small|HiBob", "prompt": "c193-m1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Lattice, HiBob, and Workday People Analytics."}, {"id": "mai-20260917-1752-baseline|c193-m1|meta-small|Workday People Analytics", "prompt": "c193-m1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Lattice, HiBob, and Workday People Analytics."}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Visier", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier** (the Edge product) is the most commonly cited \"best\" choice"}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Workday Human Capital Management", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have a full Workday deployment, the native analytics will give you a close second."}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Lattice", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice is excellent if your main pain point is performance + engagement"}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Culture Amp", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for firms that prioritize employee-experience metrics"}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|ADP DataCloud", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "ADP DataCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for basic workforce cost & attendance insights; limited beyond payroll."}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|BambooHR", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Easy set-up; limited advanced predictive analytics."}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|SAP SuccessFactors", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher complexity; best when you need deep integration with SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Oracle HCM Cloud", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Powerful but can be overkill for a lean mid-market team."}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Tableau", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "highest flexibility but highest implementation effort"}, {"id": "mai-20260917-1752-baseline|c193-m1|minimax-small|Microsoft Power BI", "prompt": "c193-m1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "You build the data model yourself; highest flexibility but highest implementation effort."}, {"id": "mai-20260917-1752-baseline|c193-m1|mistral-small|Crunchr", "prompt": "c193-m1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Crunchr** is the top choice due to its focus on mid-market needs, quick setup, and GDPR compliance."}, {"id": "mai-20260917-1752-baseline|c193-m1|mistral-small|Lattice", "prompt": "c193-m1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** and **HiBob** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c193-m1|mistral-small|HiBob", "prompt": "c193-m1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** and **HiBob** are excellent alternatives if you prioritize performance management, engagement, or an all-in-one HRIS with analytics."}, {"id": "mai-20260917-1752-baseline|c193-m1|moonshot-small|Crunchr", "prompt": "c193-m1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Crunchr** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline|c193-m1|moonshot-small|ChartHop", "prompt": "c193-m1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ChartHop** if org design, headcount planning, and compensation visibility are your top priorities"}, {"id": "mai-20260917-1752-baseline|c193-m1|moonshot-small|Visier", "prompt": "c193-m1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Advanced Analytics (Larger Mid-Market)"}, {"id": "mai-20260917-1752-baseline|c193-m1|moonshot-small|Lattice", "prompt": "c193-m1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lattice** | Full-suite people management | $11–$25 PEPM | Moderate"}, {"id": "mai-20260917-1752-baseline|c193-m1|moonshot-small|15Five", "prompt": "c193-m1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** | Manager effectiveness | $4–$16 PEPM | Light"}, {"id": "mai-20260917-1752-baseline|c193-m1|moonshot-small|BambooHR", "prompt": "c193-m1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BambooHR** | HRIS + basic analytics | ~$3–$8 PEPM | Basic reporting"}, {"id": "mai-20260917-1752-baseline|c193-m1|openai-small|Visier", "prompt": "c193-m1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-m1|openai-small|ChartHop", "prompt": "c193-m1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want people analytics tied closely to org design, headcount planning, and org visualization"}, {"id": "mai-20260917-1752-baseline|c193-m1|openai-small|Crunchr", "prompt": "c193-m1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your focus is workforce analytics, planning, and reporting"}, {"id": "mai-20260917-1752-baseline|c193-m1|openai-small|Workday Peakon / Workday ecosystem", "prompt": "c193-m1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday Peakon / Workday ecosystem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stronger if you already run on Workday and want analytics embedded in a broader HCM suite"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|Crunchr", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Crunchr** (Frequently #1 for mid-market)"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|ChartHop", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartHop** (Strong for org planning in growth-stage B2B)"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|Lattice", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** (Great all-in-one for performance-focused B2B)"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|BambooHR", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Built-in reporting for basics; upgrade if you outgrow it (~200 employees)"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|HiBob", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All-in-one HR platforms with solid analytics; good if you need payroll/IT bundled"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|Rippling", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HiBob or Rippling: All-in-one HR platforms with solid analytics"}, {"id": "mai-20260917-1752-baseline|c193-m1|xai-small|Visier", "prompt": "c193-m1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More enterprise-leaning; skip unless you're upper mid-market with complex data"}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|Crunchr", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|Visier", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Can invest for enterprise-grade depth → Visier (but overkill for most mid-market)"}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|OneModel", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "OneModel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "want to build custom models → Visier or OneModel (but heavier lift)"}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|ChartHop", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ChartHop** is a great alternative."}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|BambooHR Analytics", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "just need basic dashboards:** **BambooHR Analytics** may be sufficient."}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|Lattice", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Performance + engagement analytics"}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|Zoho People Analytics", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Zoho People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cost-conscious, existing Zoho users"}, {"id": "mai-20260917-1752-baseline|c193-m1|zai-small|Personio Analytics", "prompt": "c193-m1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Personio Analytics** is a natural fit if you're already on Personio."}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|SAP", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't have the budget or staff to support enterprise-grade custom engineering (like SAP)"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|Visier", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a dedicated Head of People/Analytics:** Go with **Visier**. It gives you the deepest insights"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|ChartHop", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are fixing hiring/closing equity gaps:** Go with **ChartHop** or **Klarity**"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|Klarity", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Klarity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Equity and Fair Pay: Klarity"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|OneSource", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "OneSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a small, generalist HR team:** Stick to **OneSource**"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|Microsoft PowerBI", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Microsoft PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High maintenance... Only recommend this if your company already employs a data scientist"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|Tableau", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pipe data from their ATS ... into **Microsoft PowerBI** or **Tableau**... Cons: High maintenance"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|Lever", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the native reporting within your current ATS (like Lever or Greenhouse reports)"}, {"id": "mai-20260917-1752-baseline|c193-m2|alibaba-small|Greenhouse", "prompt": "c193-m2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "native reporting within your current ATS (like Lever or Greenhouse reports)"}, {"id": "mai-20260917-1752-baseline|c193-m2|anthropic-small|HiBob (Bob)", "prompt": "c193-m2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob is a modern HR platform built specifically for mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c193-m2|anthropic-small|Paycor", "prompt": "c193-m2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paycor has a strong mid-market focus by offering workforce analytics as part of all their HR functions"}, {"id": "mai-20260917-1752-baseline|c193-m2|anthropic-small|Lattice", "prompt": "c193-m2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice is best for performance and engagement analytics with AI summaries and is ideal for SMBs to mid-market companies."}, {"id": "mai-20260917-1752-baseline|c193-m2|anthropic-small|Crunchr", "prompt": "c193-m2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Crunchr is best for quick, AI-powered insights and self-serve dashboards"}, {"id": "mai-20260917-1752-baseline|c193-m2|anthropic-small|Rippling", "prompt": "c193-m2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling offers unified HR, Finance, and IT analytics in one system"}, {"id": "mai-20260917-1752-baseline|c193-m2|challenger-small|HiBob", "prompt": "c193-m2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **HiBob** if you want an all-in-one HR platform with strong embedded analytics"}, {"id": "mai-20260917-1752-baseline|c193-m2|challenger-small|Paycor", "prompt": "c193-m2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Paycor** if you want a broader HCM suite with especially practical mid-market analytics and predictive features"}, {"id": "mai-20260917-1752-baseline|c193-m2|challenger-small|ADP Workforce Now", "prompt": "c193-m2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Workforce Now** is also a solid option for mid-sized organizations"}, {"id": "mai-20260917-1752-baseline|c193-m2|challenger-small|Visier", "prompt": "c193-m2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Visier** is the clearest standalone analytics leader in the results, but it is generally better suited to organizations that specifically need a dedicated people analytics platform"}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|HiBob", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **HiBob** (Bob HRIS)"}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|Rippling", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Integrated Alternative: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|Visier", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Purpose-Built Analytics: **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|Personio", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-in-one for mid-sized companies, particularly in Europe/UK"}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|Culture Amp", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if engagement and retention analytics matter most."}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|ADP Workforce Now", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for established organizations needing robust payroll analytics and benchmarking"}, {"id": "mai-20260917-1752-baseline|c193-m2|deepseek-small|Factorial", "prompt": "c193-m2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Factorial is noted as the best value option if budget is a major constraint."}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|ChartHop", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Headcount & Org Planning: **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|Illoominus", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Illoominus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Instant AI-Driven Insights (No Data Team Required): **Illoominus**"}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|HiBob (Bob)", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"All-in-One\" HRIS with Built-in Analytics: **HiBob (Bob)**"}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|Lattice", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Culture & Performance Analytics: **Lattice** or **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|Culture Amp", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Lattice or Culture Amp if you already have a solid HRIS but desperately need to measure and drive performance"}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|Tableau", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "do not have the resources to configure BI tools like Tableau or Power BI"}, {"id": "mai-20260917-1752-baseline|c193-m2|google-small|Power BI", "prompt": "c193-m2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "do not have the resources to configure BI tools like Tableau or Power BI"}, {"id": "mai-20260917-1752-baseline|c193-m2|meta-small|Personio", "prompt": "c193-m2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best HR analytics software for a mid-sized B2B company would be Personio, HiBob, or Lattice."}, {"id": "mai-20260917-1752-baseline|c193-m2|meta-small|HiBob", "prompt": "c193-m2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Personio, HiBob, or Lattice"}, {"id": "mai-20260917-1752-baseline|c193-m2|meta-small|Lattice", "prompt": "c193-m2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Personio, HiBob, or Lattice"}, {"id": "mai-20260917-1752-baseline|c193-m2|minimax-small|HiBob", "prompt": "c193-m2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for all-in-one HR analytics, workforce planning, and HRMS. Ideal for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c193-m2|minimax-small|Rippling", "prompt": "c193-m2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for growing mid-market companies that want to unify HR, payroll, IT, and workforce data into one system."}, {"id": "mai-20260917-1752-baseline|c193-m2|minimax-small|Crunchr", "prompt": "c193-m2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for visualization and people analytics"}, {"id": "mai-20260917-1752-baseline|c193-m2|minimax-small|Workday", "prompt": "c193-m2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade but may be overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c193-m2|minimax-small|Visier", "prompt": "c193-m2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong analytics capabilities for mid-market"}, {"id": "mai-20260917-1752-baseline|c193-m2|minimax-small|SAP SuccessFactors", "prompt": "c193-m2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for companies already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|Crunchr", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Rippling** if you need an integrated HR platform, or **Crunchr** if you already have an HRIS"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|Rippling", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Rippling** if you need an integrated HR platform"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|HiBob", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one HR analytics and HRMS platform"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|Lattice", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Performance-linked analytics with moderate-to-strong reporting"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|BambooHR", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling or BambooHR (built-in analytics)"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|Visier", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Crunchr or Visier (if budget allows)"}, {"id": "mai-20260917-1752-baseline|c193-m2|moonshot-small|ChartHop", "prompt": "c193-m2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Add a dedicated tool like Crunchr or ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-m2|openai-small|Visier People", "prompt": "c193-m2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Visier**. It's the most directly aligned to people analytics use cases"}, {"id": "mai-20260917-1752-baseline|c193-m2|openai-small|ADP DataCloud", "prompt": "c193-m2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP DataCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ADP DataCloud** if you want a more pragmatic mid-market choice"}, {"id": "mai-20260917-1752-baseline|c193-m2|openai-small|Workday People Analytics", "prompt": "c193-m2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use Workday:** **Workday Analytics/People Analytics**"}, {"id": "mai-20260917-1752-baseline|c193-m2|openai-small|SAP SuccessFactors People Analytics", "prompt": "c193-m2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **SAP** if your company is already standardized on SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c193-m2|xai-small|Rippling", "prompt": "c193-m2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Rippling as the top HR analytics software."}, {"id": "mai-20260917-1752-baseline|c193-m2|xai-small|HiBob", "prompt": "c193-m2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong AI reports, culture focus; great if multi-country."}, {"id": "mai-20260917-1752-baseline|c193-m2|xai-small|BambooHR", "prompt": "c193-m2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Easy start, but lighter analytics—better for smaller end of mid-sized."}, {"id": "mai-20260917-1752-baseline|c193-m2|xai-small|Paylocity", "prompt": "c193-m2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Robust reporting; good if payroll-heavy, but pricier."}, {"id": "mai-20260917-1752-baseline|c193-m2|zai-small|HiBob (now called **Bob**)", "prompt": "c193-m2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob (now called **Bob**)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HiBob (now called **Bob**)"}, {"id": "mai-20260917-1752-baseline|c193-m2|zai-small|Rippling", "prompt": "c193-m2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need unified IT, payroll, and HR data in one system"}, {"id": "mai-20260917-1752-baseline|c193-m2|zai-small|Personio", "prompt": "c193-m2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you're based in the UK/Europe and want a unified HR platform with integrated analytics"}, {"id": "mai-20260917-1752-baseline|c193-m2|zai-small|Lattice", "prompt": "c193-m2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for performance-linked analytics"}, {"id": "mai-20260917-1752-baseline|c193-m2|zai-small|ChartHop", "prompt": "c193-m2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when org design, headcount planning, and cost modeling are top priorities"}, {"id": "mai-20260917-1752-baseline|c193-m2|zai-small|Crunchr", "prompt": "c193-m2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong self-serve people analytics platform for mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|Visier", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the \"gold standard\" for enterprise-grade predictive analytics."}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|Eletive", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations focused on culture, retention risks, and real-time sentiment"}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|One Model", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One Model focuses on unifying and tracing HR data transformations across systems."}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|ThoughtSpot", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-service analytics via natural language search (GenAI)."}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|Microsoft Power BI / DAX (often used with AHA!)", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Microsoft Power BI / DAX (often used with AHA!)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers maximum flexibility and data sovereignty (data stays in your own tenant)."}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|AHA! (Agile HR Analytics)", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "AHA! (Agile HR Analytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Frameworks like AHA! (Agile HR Analytics) sit on top of Power BI to provide pre-built HR logic and 40+ dashboards"}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|Workday People Analytics", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limitation: Limited to what is available within the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|ADP Workforce Now", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best suited for organizations primarily looking to optimize operational workflows and payroll-related efficiency"}, {"id": "mai-20260917-1752-baseline|c193-m3|alibaba-small|BambooHR", "prompt": "c193-m3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HRIS Native (e.g., Workday, BambooHR)"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|Crunchr", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Crunchr is an advanced analytics platform designed to make workforce insights accessible, actionable, and strategic"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|Culture Amp", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Culture Amp is an employee experience platform with various people analytics functions"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|One Model", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "One Model is a People Analytics platform that helps organizations make faster, more confident workforce decisions"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|Paylocity", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Paylocity is a human capital management platform that equips HR teams with real-time, AI-powered insights"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|BambooHR", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR's HR software includes a People Analytics module ... especially popular among small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|OrgVue", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "OrgVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OrgVue specializes in workforce analytics and excels in this niche"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|Deel", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel offers workforce planning and HRIS tools ... working best for companies managing complex global employment needs"}, {"id": "mai-20260917-1752-baseline|c193-m3|anthropic-small|Agentnoon", "prompt": "c193-m3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Agentnoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Agentnoon is an AI-native workforce planning and organizational design platform"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Visier", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise analytics:** Visier"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|One Model", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for data modeling and governance:** One Model"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Workday People Analytics", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Embedded analytics inside the Workday ecosystem, with enterprise-grade predictive capabilities."}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Crunchr", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for dashboards and self-service:** Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|ChartHop", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for org planning:** ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Culture Amp", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for engagement analytics:** Culture Amp"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Workhuman", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses recognition and sentiment signals to infer culture, retention risk, and internal mobility patterns."}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Qualtrics EmployeeXM / Workday Peakon", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Qualtrics EmployeeXM / Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for recurring feedback, pulse surveys, and action planning tied to employee experience."}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|ADP Workforce Now", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines analytics with broader HR workflows and benchmarking across a large dataset."}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|Rippling", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stands out by combining people data with IT and finance"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|HiBob", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Often positioned as all-in-one HR analytics with workforce planning"}, {"id": "mai-20260917-1752-baseline|c193-m3|challenger-small|SAP SuccessFactors People Analytics", "prompt": "c193-m3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best when consistent definitions across SAP HR workflows matter more than open-ended exploration."}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Visier", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier — The Enterprise Gold Standard"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|One Model", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visier** (or **One Model** if you want full control of the model)"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Crunchr", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market that wants fast answers without heavy setup?** → **Crunchr** or **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|ChartHop", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ **Crunchr** or **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Workday", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on Workday?** → **Workday People Analytics**"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|BambooHR", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider HRIS-native reporting (BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Rippling", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider HRIS-native reporting (BambooHR, Rippling)"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|HiBob", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HRIS-native analytics** (Workday, BambooHR, Rippling, HiBob)"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Power BI", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "General business intelligence tools** (Power BI, Tableau, Looker) — DIY"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Tableau", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "(Power BI, Tableau, Looker) — DIY"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Looker", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(Power BI, Tableau, Looker) — DIY"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Culture Amp", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "a connected engagement tool like **Culture Amp** or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c193-m3|deepseek-small|Leapsome", "prompt": "c193-m3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "a connected engagement tool like **Culture Amp** or **Leapsome**"}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|Visier", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Visier pioneered the category... Limitations: Implementation can be slow and expensive"}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|One Model", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One Model acts as a highly transparent, open HR data engine and warehouse"}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|Crunchr", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for extreme ease-of-use for HR business partners... GDPR-first compliance design"}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|ChartHop", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ChartHop centers all of its people analytics around an interactive, highly visual organizational chart."}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|Workday People Analytics", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "There is zero data migration, data-cleaning, or external API integration required."}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|SAP SuccessFactors", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(or SAP SuccessFactors / Oracle HCM Analytics)"}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|Oracle HCM Analytics", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(or SAP SuccessFactors / Oracle HCM Analytics)"}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|Qualtrics (EmployeeXM)", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Qualtrics (EmployeeXM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Organizations that want to link employee sentiment (surveys, feedback, 360 reviews) to business outcomes."}, {"id": "mai-20260917-1752-baseline|c193-m3|google-small|Culture Amp", "prompt": "c193-m3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These tools specialize in \"passive listening\" and sentiment analysis."}, {"id": "mai-20260917-1752-baseline|c193-m3|meta-small|Visier", "prompt": "c193-m3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top people analytics platforms include Visier, Workday Prism Analytics, Eletive, Workhuman, Crunchr, and ThriveSparrow."}, {"id": "mai-20260917-1752-baseline|c193-m3|meta-small|Workday Prism Analytics", "prompt": "c193-m3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday Prism Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top people analytics platforms include Visier, Workday Prism Analytics, Eletive, Workhuman, Crunchr, and ThriveSparrow."}, {"id": "mai-20260917-1752-baseline|c193-m3|meta-small|Eletive", "prompt": "c193-m3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top people analytics platforms include Visier, Workday Prism Analytics, Eletive, Workhuman, Crunchr, and ThriveSparrow."}, {"id": "mai-20260917-1752-baseline|c193-m3|meta-small|Workhuman", "prompt": "c193-m3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top people analytics platforms include Visier, Workday Prism Analytics, Eletive, Workhuman, Crunchr, and ThriveSparrow."}, {"id": "mai-20260917-1752-baseline|c193-m3|meta-small|Crunchr", "prompt": "c193-m3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top people analytics platforms include Visier, Workday Prism Analytics, Eletive, Workhuman, Crunchr, and ThriveSparrow."}, {"id": "mai-20260917-1752-baseline|c193-m3|meta-small|ThriveSparrow", "prompt": "c193-m3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top people analytics platforms include Visier, Workday Prism Analytics, Eletive, Workhuman, Crunchr, and ThriveSparrow."}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|Visier", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visier** — Enterprise People Analytics Standard ... Pure analytics depth: Visier, One Model"}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|Workday People Analytics", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workday Shops ... Limited value outside the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|Culture Amp", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Engagement-First Platform ... Primary need is engagement listening: Culture Amp"}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|Lattice", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Primary need is performance management: Lattice"}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|One Model", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complex multi-system data environment: One Model, Visier"}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|Eletive", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Mid-market organizations (100–5,000 employees) focused on continuous listening"}, {"id": "mai-20260917-1752-baseline|c193-m3|minimax-small|Crunchr", "prompt": "c193-m3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market, budget-conscious, need fast time-to-value: Crunchr"}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Visier", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader in people analytics, known for workforce planning, talent acquisition, and employee engagement."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Workday People Analytics", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it ideal for existing Workday customers."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Eletive", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong focus on engagement and continuous feedback, but not suitable for companies under 100 employees."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Tableau", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Not exclusively an HR tool, but widely used for people analytics due to its powerful visualization capabilities."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|SAP SuccessFactors", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for organizations already using SAP for HR processes."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Crunchr", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations wanting quick, compliant, and user-friendly analytics."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Workhuman", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes recognition-driven workforce intelligence, culture, and sentiment analytics."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|One Model", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stands out for integrating unlimited workforce contextual data sources."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|IntelliHR", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "IntelliHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specializes in eNPS (employee Net Promoter Score) tracking and people analytics."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Justworks", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Justworks: Best for integrated payroll and compliance support."}, {"id": "mai-20260917-1752-baseline|c193-m3|mistral-small|Deel HR", "prompt": "c193-m3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Deel HR: Best for global workforce management, especially for remote or international teams."}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Visier", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The category standard. Pre-built people-data model, deep metric library, 30M+ employee benchmarks, strong forecasting. Very powerful but complex."}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Crunchr", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Faster time-to-value than Visier."}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|One Model", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep data modeling layer, open custom logic... most flexible for custom data architecture, but less \"out-of-the-box.\""}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|ChartHop", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Self-serve org analytics, headcount scenario modeling... Easy to use without analysts."}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Agile HR Analytics (AHA!)", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Agile HR Analytics (AHA!)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Native Power BI / Microsoft Fabric deployment, data stays in client tenant"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Lattice", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "stronger when performance management is your core need and engagement is secondary"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|15Five", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Manager effectiveness and continuous feedback"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Leapsome", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "better if you want analytics to automatically trigger action plans and learning interventions"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Culture Amp", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "offers the best balance of survey science and accessible analytics for mid-to-large companies"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Qualtrics EmployeeXM", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Qualtrics is overkill for smaller teams but unmatched for advanced statistical modeling"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Workhuman", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "its analytics are built on social recognition data rather than traditional HRIS feeds"}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Workday", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Strong for unified workforce planning if already in the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Rippling Analytics", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Good for fast operational reporting, not deep predictive modeling."}, {"id": "mai-20260917-1752-baseline|c193-m3|moonshot-small|Paylocity / Justworks / Deel", "prompt": "c193-m3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paylocity / Justworks / Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "SMBs needing payroll + basic workforce insights... lightweight on predictive or cross-system analytics."}, {"id": "mai-20260917-1752-baseline|c193-m3|openai-small|Visier", "prompt": "c193-m3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **deep, specialized people analytics**: start with **Visier**."}, {"id": "mai-20260917-1752-baseline|c193-m3|openai-small|Workday People Analytics", "prompt": "c193-m3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already run Workday and want analytics tightly embedded in an HCM suite"}, {"id": "mai-20260917-1752-baseline|c193-m3|openai-small|Orgvue", "prompt": "c193-m3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest for **workforce transformation, org design, and scenario planning**"}, {"id": "mai-20260917-1752-baseline|c193-m3|openai-small|ChartHop", "prompt": "c193-m3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "known for **org charting, workforce visualization, and people data consolidation**"}, {"id": "mai-20260917-1752-baseline|c193-m3|openai-small|Lattice", "prompt": "c193-m3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "rather than a dedicated enterprise people analytics layer"}, {"id": "mai-20260917-1752-baseline|c193-m3|openai-small|HiBob", "prompt": "c193-m3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "analytics as part of a broader HR platform rather than a deep standalone analytics product"}, {"id": "mai-20260917-1752-baseline|c193-m3|xai-small|Visier", "prompt": "c193-m3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visier for deep insights at big orgs... Visier leads in maturity"}, {"id": "mai-20260917-1752-baseline|c193-m3|xai-small|One Model", "prompt": "c193-m3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly configurable \"Lego-like\" warehouse for messy/multi-source data"}, {"id": "mai-20260917-1752-baseline|c193-m3|xai-small|Crunchr", "prompt": "c193-m3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Crunchr for quick wins"}, {"id": "mai-20260917-1752-baseline|c193-m3|xai-small|ChartHop", "prompt": "c193-m3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Org design & mid-market planning"}, {"id": "mai-20260917-1752-baseline|c193-m3|xai-small|Workday People Analytics", "prompt": "c193-m3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Limited outside Workday; less flexible for multi-vendor data."}, {"id": "mai-20260917-1752-baseline|c193-m3|xai-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-m3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also prominent but focus more on embedded analytics"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Visier", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Visier** | Large enterprises with complex, multi‑source workforce data | Deep workforce analytics, AI‑powered insights"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Workday People Analytics / Prism", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics / Prism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday‑centric org:** Workday People Analytics / Prism"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|One Model", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise with complex, multi‑system data:** Visier, One Model, SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|SAP SuccessFactors", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP‑centric global enterprises | Workforce & skills intelligence"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Eletive", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mid‑market focused on engagement & retention:** Eletive, Culture Amp, Leapsome"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Rippling", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unified HR/IT/finance platform:** Rippling"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Culture Amp", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Companies prioritizing employee experience & engagement"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|BambooHR", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Simple core HR metrics & reporting:** BambooHR, Crunchr, ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Crunchr", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "HR teams wanting self‑serve dashboards & visualization"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Leapsome", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Companies needing performance, learning, and engagement insights"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Tableau", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Powerful visualization, customizable dashboards, works with any data source, steep learning curve"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|ThoughtSpot", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**AI‑powered self‑service:** ThoughtSpot"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|ADP Workforce Now", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Established orgs needing payroll‑centric workforce analytics"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|ChartHop", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Org design & headcount planning:** ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-m3|zai-small|Qualtrics Employee Experience", "prompt": "c193-m3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Advanced employee listening:** Qualtrics EX"}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|Google Sheets + Looker Studio (formerly Data Studio)", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your budget is extremely tight, you likely already have the tools you need."}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|Lattice", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Dedicated People Analytics Platform ... Lattice is widely considered one of the most accessible people ops platforms for growing companies."}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|Factorial", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically targets SMEs ... keeps costs lower than legacy providers."}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|Personio", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a strong \"Insights\" feature ... base plans are competitive for European and global SMBs."}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|Visier", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise Tools: Steer clear of heavy hitters like Visier, OneModel, or Workday VantagePoint."}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|OneModel", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "OneModel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Steer clear of heavy hitters like Visier, OneModel, or Workday VantagePoint."}, {"id": "mai-20260917-1752-baseline|c193-m4|alibaba-small|Workday VantagePoint", "prompt": "c193-m4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday VantagePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Steer clear of heavy hitters like Visier, OneModel, or Workday VantagePoint."}, {"id": "mai-20260917-1752-baseline|c193-m4|anthropic-small|PeopleInsight", "prompt": "c193-m4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleInsight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Purpose-built platforms like PeopleInsight offer the best balance of functionality and accessibility for mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c193-m4|anthropic-small|Crunchr", "prompt": "c193-m4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Crunchr fills the gap between basic HRIS reporting and enterprise-grade platforms."}, {"id": "mai-20260917-1752-baseline|c193-m4|challenger-small|Google Sheets + Looker Studio", "prompt": "c193-m4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Google Sheets + Looker Studio** if you can tolerate a DIY setup, because it is the lowest-cost credible option"}, {"id": "mai-20260917-1752-baseline|c193-m4|challenger-small|BambooHR", "prompt": "c193-m4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** is the best balanced option for most budget-conscious small companies"}, {"id": "mai-20260917-1752-baseline|c193-m4|challenger-small|Factorial", "prompt": "c193-m4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need lightweight analytics but not a full HRIS | **Factorial** or **Sage HR** | Budget-friendly"}, {"id": "mai-20260917-1752-baseline|c193-m4|challenger-small|Sage HR", "prompt": "c193-m4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Sage HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Factorial** or **Sage HR** | Budget-friendly, basic metrics, simpler than enterprise tools"}, {"id": "mai-20260917-1752-baseline|c193-m4|challenger-small|15Five", "prompt": "c193-m4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want engagement analytics on a low budget | **15Five** add-on | Low monthly cost per person"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|BambooHR", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** (if you want an all-in-one HR + analytics system) or **15Five** (for the lowest cost with no seat minimums) are the strongest choices"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|15Five", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**15Five** (for the lowest cost with no seat minimums) are the strongest choices"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Culture Amp", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **~25+ employees**, **Culture Amp** offers excellent engagement analytics at competitive pricing."}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Factorial / Sage HR", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial / Sage HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clean, simple dashboards for budget-conscious SMEs"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|ChartHop", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "paid plans have a ~$9,000/year minimum contract (implementation fees), so it suits slightly larger budgets"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Google Sheets", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the **free DIY route with Google Sheets + Looker Studio** is unbeatable on cost"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Looker Studio", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the **free DIY route with Google Sheets + Looker Studio** is unbeatable on cost"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Power BI", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you can add a free BI tool (Looker Studio, Power BI) for deeper analysis"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Lattice", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lattice (25 seats) won't work for very small teams"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Visier", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid enterprise tools.** Visier, Workday, and Eightfold AI typically require 500\\u20131,000+ employees"}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Workday", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid enterprise tools.** Visier, Workday, and Eightfold AI ... not appropriate here."}, {"id": "mai-20260917-1752-baseline|c193-m4|deepseek-small|Eightfold AI", "prompt": "c193-m4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Avoid enterprise tools.** Visier, Workday, and Eightfold AI ... not appropriate here."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|BambooHR", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for smaller companies (typically 25–200 employees)... its built-in reporting is highly intuitive"}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Rippling", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its unified data platform is arguably the most powerful analytics tool on the market"}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|HiBob", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-sized, people-first companies."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Visier", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise tools like Visier (which usually start at $50,000+/year) are out of reach"}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Orgnostic", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Orgnostic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Orgnostic** offers the best balance of turnkey, automated people analytics without the crushing enterprise price tag."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|ChartHop (Core Plan)", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop (Core Plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "*Warning:* While the entry cost is low, ChartHop is highly modular... which can quickly drive up the price."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Microsoft Power BI", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Build custom dashboards in **Power BI** or **Looker Studio** to save on software licensing fees."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Google Looker Studio", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Build custom dashboards in **Power BI** or **Looker Studio**"}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Claude 3.5 Sonnet", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Claude 3.5 Sonnet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "upload it to Claude or ChatGPT, and ask your questions in plain English"}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|ChatGPT Plus", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "ChatGPT Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For $20/month, you get instant data analysis, trend identification, and custom chart generation."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|TalentHR", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "use **TalentHR** for a nearly free starting point"}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Zoho People", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Known as one of the best free options for tiny teams."}, {"id": "mai-20260917-1752-baseline|c193-m4|google-small|Gusto", "prompt": "c193-m4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Stick to the built-in reporting inside **Gusto** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c193-m4|meta-small|Google Sheets + Looker", "prompt": "c193-m4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best people analytics platform for a company with a limited budget is Google Sheets + Looker, which is a DIY solution that is free and fully customizable."}, {"id": "mai-20260917-1752-baseline|c193-m4|meta-small|Factorial", "prompt": "c193-m4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For medium-sized businesses, Factorial is a good option as it is affordable and has a clean design with simple metrics."}, {"id": "mai-20260917-1752-baseline|c193-m4|minimax-small|15Five", "prompt": "c193-m4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **BambooHR** if you need comprehensive HR features alongside analytics, or **15Five** if your primary focus is engagement and performance management"}, {"id": "mai-20260917-1752-baseline|c193-m4|minimax-small|Culture Amp", "prompt": "c193-m4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for engagement surveys and retention insights"}, {"id": "mai-20260917-1752-baseline|c193-m4|minimax-small|BambooHR", "prompt": "c193-m4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **BambooHR** if you need comprehensive HR features alongside analytics"}, {"id": "mai-20260917-1752-baseline|c193-m4|minimax-small|Looker Studio", "prompt": "c193-m4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider using **free BI tools** with your existing HRIS data:\n- **Looker Studio** (free)"}, {"id": "mai-20260917-1752-baseline|c193-m4|minimax-small|Power BI Pro", "prompt": "c193-m4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Power BI Pro** ($14/seat)"}, {"id": "mai-20260917-1752-baseline|c193-m4|mistral-small|BambooHR", "prompt": "c193-m4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR and Culture Amp are likely your best bets"}, {"id": "mai-20260917-1752-baseline|c193-m4|mistral-small|Culture Amp", "prompt": "c193-m4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BambooHR and Culture Amp are likely your best bets"}, {"id": "mai-20260917-1752-baseline|c193-m4|mistral-small|Lattice", "prompt": "c193-m4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lattice** is also mentioned, at $11 per person per month"}, {"id": "mai-20260917-1752-baseline|c193-m4|mistral-small|DIY solutions using Google Sheets or Looker", "prompt": "c193-m4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "DIY solutions using Google Sheets or Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the most budget-conscious, **DIY solutions using Google Sheets or Looker** are suggested as viable alternatives"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|PeopleHum", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleHum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best pick here:** **PeopleHum** if you want actual people analytics dashboards without paying."}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Zoho People", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Up to 5 users | Attendance tracking, custom fields, limited analytics"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|TalentHR", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Under 10 employees:** Start with **PeopleHum** (free) or **TalentHR** (free)."}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|HR.my", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "HR.my", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Basic HR reporting (more administrative than analytical)"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|OrangeHRM (Open Source)", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "OrangeHRM (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OrangeHRM** if you have technical resources and want full control."}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|15Five", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$4/user/mo | Engagement surveys, 1-on-1 tracking, performance trends"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Culture Amp", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already have an HRIS?** Add **Culture Amp** (~$5/user) for engagement and predictive turnover analytics."}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|BambooHR", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**10–50 employees:** Go with **BambooHR** (~$5.25/user) for built-in workforce reporting"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Looker Studio", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Extremely tight budget but have data?** Use **Looker Studio** + your HRIS exports."}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Power BI Pro", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "($14/user/mo) — More robust, but only needed for 1-2 seats"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Zoho Analytics", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(~$30/mo, with a free tier available)"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Visier", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**What to avoid:** Enterprise platforms like Visier or Workday"}, {"id": "mai-20260917-1752-baseline|c193-m4|moonshot-small|Workday", "prompt": "c193-m4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**What to avoid:** Enterprise platforms like Visier or Workday"}, {"id": "mai-20260917-1752-baseline|c193-m4|openai-small|Peoplelogic", "prompt": "c193-m4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "Peoplelogic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My pick: Peoplelogic** if you want a dedicated people analytics / org intelligence tool on a relatively modest budget."}, {"id": "mai-20260917-1752-baseline|c193-m4|openai-small|BambooHR", "prompt": "c193-m4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is often the safer SMB buy"}, {"id": "mai-20260917-1752-baseline|c193-m4|openai-small|PeopleInsight", "prompt": "c193-m4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleInsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need deeper analytics and can stretch budget:** tools like **PeopleInsight** are more mid-market/enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|Google Sheets + Looker Studio", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**<10 employees**: Go free with Google Sheets/Looker Studio or Zoho People."}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|Zoho People Free Tier", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho People Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Forever free for up to 5-10 users... Cons: Limited users/analytics depth."}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|Microsoft Power BI Free/Desktop", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Microsoft Power BI Free/Desktop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great for HR dashboards from exports/Excel. Pros: Powerful visuals... Cons: Learning curve."}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|BambooHR (Core)", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR (Core)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Top Pick: BambooHR** \\u2013 Frequently recommended for budget SMBs due to affordability, ease of use, and built-in reports"}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|15Five", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runner-up: 15Five or ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|ChartHop (Core/Basic)", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop (Core/Basic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Runner-up: 15Five or ChartHop** \\u2013 If performance/engagement is priority; cheaper per feature."}, {"id": "mai-20260917-1752-baseline|c193-m4|xai-small|Lattice", "prompt": "c193-m4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$11/emp/mo (modular; Engagement $4 add-on) | Goals, reviews, engagement heatmaps... Min ~25 seats."}, {"id": "mai-20260917-1752-baseline|c193-m4|zai-small|Google Sheets", "prompt": "c193-m4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zero Cost & Customization** | **Google Sheets + Looker Studio**"}, {"id": "mai-20260917-1752-baseline|c193-m4|zai-small|Google Looker Studio (Free)", "prompt": "c193-m4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Looker Studio (Free)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Connect your Google Sheets to Looker Studio to create beautiful, real-time dashboards"}, {"id": "mai-20260917-1752-baseline|c193-m4|zai-small|OrangeHRM (Open Source)", "prompt": "c193-m4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "OrangeHRM (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free Software & Hosting** | **OrangeHRM (Open Source)**"}, {"id": "mai-20260917-1752-baseline|c193-m4|zai-small|PeopleHum (Free Plan)", "prompt": "c193-m4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleHum (Free Plan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very limited to 10 users; advanced analytics are locked behind paid tiers."}, {"id": "mai-20260917-1752-baseline|c193-m4|zai-small|BambooHR", "prompt": "c193-m4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "at $5.25/user, it is very affordable for a small business"}, {"id": "mai-20260917-1752-baseline|c193-m4|zai-small|Personio", "prompt": "c193-m4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Low Cost & Automation** | **Personio** ($3/user)"}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|SAP SuccessFactors", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't have the massive internal engineering data team required to maintain an enterprise system like SAP SuccessFactors or Oracle HCM manually"}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|Oracle HCM", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely don't have the massive internal engineering data team required to maintain an enterprise system like SAP SuccessFactors or Oracle HCM manually"}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|Charted", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Charted", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**The Specialized Layer (Recommended):** Tools like *Charted*, *Daxio*, *Visier*, or *Trakstar*."}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|Daxio", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Daxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**The Specialized Layer (Recommended):** Tools like *Charted*, *Daxio*, *Visier*, or *Trakstar*."}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|Visier", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**The Specialized Layer (Recommended):** Tools like *Charted*, *Daxio*, *Visier*, or *Trakstar*."}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|Trakstar", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Trakstar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**The Specialized Layer (Recommended):** Tools like *Charted*, *Daxio*, *Visier*, or *Trakstar*."}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|BambooHR Premium", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sticking with your provider (e.g., BambooHR Premium, Rippling Pro) and hoping their analytics module improves"}, {"id": "mai-20260917-1752-baseline|c193-m5|alibaba-small|Rippling Pro", "prompt": "c193-m5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "an all-in-one option is cheaper and easier to manage if you have zero budget for implementation consultants"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|Visier", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Visier (enterprise standard, deep models, benchmark library, expensive)"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|ChartHop", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "lower-cost mid-market options like **ChartHop** (~$5/employee/month ...) with self-serve org analytics and scenario modeling"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|One Model", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "One Model, Crunchr (strong visualization)"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|Crunchr", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Crunchr (strong visualization)"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|PeopleStrong/Darwinbox", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "PeopleStrong/Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PeopleStrong/Darwinbox (if APAC-focused)"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|BambooHR", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HRIS built-in analytics:** BambooHR, Lattice, Rippling, HiBob"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|Lattice", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BambooHR, Lattice, Rippling, HiBob"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|Rippling", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR, Lattice, Rippling, HiBob"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|HiBob", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BambooHR, Lattice, Rippling, HiBob"}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|Power BI", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "DIY BI:** Power BI/Looker \\u2014 only if you have a real analyst resource."}, {"id": "mai-20260917-1752-baseline|c193-m5|deepseek-small|Looker", "prompt": "c193-m5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Power BI/Looker \\u2014 only if you have a real analyst resource."}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|Visier", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level platforms (like Visier or One Model) may be overkill and require too much maintenance"}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|One Model", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level platforms (like Visier or One Model) may be overkill and require too much maintenance"}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|Knoetic", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Knoetic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Knoetic:** Highly favored by mid-market HR teams because they take on the difficult task of building data pipelines"}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|Illoominus", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Illoominus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Positioned as a \"decision layer\" that unifies disparate HR systems in real time."}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|ChartHop", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary challenge is org charting, headcount planning... ChartHop is highly regarded"}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|Culture Amp", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use Culture Amp for engagement, adding their advanced analytics lets you tie engagement sentiment directly to attrition"}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|Leapsome", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent if you want analytics tied heavily to employee performance"}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|Rippling", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Both Rippling and HiBob have robust, advanced analytics add-on modules."}, {"id": "mai-20260917-1752-baseline|c193-m5|google-small|HiBob", "prompt": "c193-m5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Both Rippling and HiBob have robust, advanced analytics add-on modules."}, {"id": "mai-20260917-1752-baseline|c193-m5|meta-small|Visier", "prompt": "c193-m5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top people analytics platforms that may be suitable for a 500-person company include Visier, HRTechSaaS, HRBench, and Hobasa."}, {"id": "mai-20260917-1752-baseline|c193-m5|meta-small|HRTechSaaS", "prompt": "c193-m5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "HRTechSaaS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Visier, HRTechSaaS, HRBench, and Hobasa"}, {"id": "mai-20260917-1752-baseline|c193-m5|meta-small|HRBench", "prompt": "c193-m5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "HRBench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Visier, HRTechSaaS, HRBench, and Hobasa"}, {"id": "mai-20260917-1752-baseline|c193-m5|meta-small|Hobasa", "prompt": "c193-m5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Hobasa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Visier, HRTechSaaS, HRBench, and Hobasa"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|Visier", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Purpose-built platforms**: Visier, Crunchr, OneModel (designed specifically for workforce analytics)"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|Crunchr", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Purpose-built platforms**: Visier, Crunchr, OneModel"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|OneModel", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "OneModel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Purpose-built platforms**: Visier, Crunchr, OneModel"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|Workday", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HCM-native**: Workday, SuccessFactors (if you're already on these)"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|SuccessFactors", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HCM-native**: Workday, SuccessFactors (if you're already on these)"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|Tableau", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**BI tools**: Tableau, Power BI (more flexible but require more setup)"}, {"id": "mai-20260917-1752-baseline|c193-m5|minimax-small|Power BI", "prompt": "c193-m5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**BI tools**: Tableau, Power BI (more flexible but require more setup)"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|Visier", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Visier**         | Predictive analytics, DEI, retention   | Strategic workforce planning          |"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|Tableau (People Analytics)", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Tableau (People Analytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Custom dashboards, HRIS integrations   | Visualization and ad-hoc analysis"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|Workday People Analytics", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native integration, workforce planning | Workday customers"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|LeverTRM (Talent Intelligence)", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "LeverTRM (Talent Intelligence)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recruiting analytics, DEI              | Talent acquisition"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|Eightfold.ai", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-driven talent mobility, skills      | Internal mobility and skills gaps"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|Culture Amp", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Engagement, DEI, performance           | Culture and engagement analytics"}, {"id": "mai-20260917-1752-baseline|c193-m5|mistral-small|Glint (LinkedIn)", "prompt": "c193-m5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Glint (LinkedIn)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Engagement, sentiment analysis        | Employee experience"}, {"id": "mai-20260917-1752-baseline|c193-m5|xai-small|Personio", "prompt": "c193-m5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Personio, BambooHR Analytics, ChartHop, Crunchr, ThriveSparrow, or Visier (scaled down)"}, {"id": "mai-20260917-1752-baseline|c193-m5|xai-small|BambooHR Analytics", "prompt": "c193-m5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Personio, BambooHR Analytics, ChartHop, Crunchr, ThriveSparrow, or Visier (scaled down)"}, {"id": "mai-20260917-1752-baseline|c193-m5|xai-small|ChartHop", "prompt": "c193-m5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include Personio, BambooHR Analytics, ChartHop, Crunchr, ThriveSparrow, or Visier (scaled down)"}, {"id": "mai-20260917-1752-baseline|c193-m5|xai-small|Crunchr", "prompt": "c193-m5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Personio, BambooHR Analytics, ChartHop, Crunchr, ThriveSparrow, or Visier (scaled down)"}, {"id": "mai-20260917-1752-baseline|c193-m5|xai-small|ThriveSparrow", "prompt": "c193-m5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include ... ThriveSparrow, or Visier (scaled down)"}, {"id": "mai-20260917-1752-baseline|c193-m5|xai-small|Visier", "prompt": "c193-m5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "or Visier (scaled down)"}, {"id": "mai-20260917-1752-baseline|c193-m5|zai-small|Visier", "prompt": "c193-m5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep workforce analytics, AI insights, pre-built metrics | Strong if you need enterprise-grade analytics and have resources for implementation"}, {"id": "mai-20260917-1752-baseline|c193-m5|zai-small|Workday People Analytics", "prompt": "c193-m5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Integrated with Workday, HRIS-native insights | Best if you're heavily invested in Workday"}, {"id": "mai-20260917-1752-baseline|c193-m5|zai-small|Crunchr", "prompt": "c193-m5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Self-service dashboards, visualization focus | Good for HR teams wanting quick, visual insights"}, {"id": "mai-20260917-1752-baseline|c193-m5|zai-small|Lattice", "prompt": "c193-m5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market focus, strong in performance management"}, {"id": "mai-20260917-1752-baseline|c193-m5|zai-small|ChartHop", "prompt": "c193-m5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Org design, headcount planning, AI scenarios | Great for growth-stage companies focused on org structure"}, {"id": "mai-20260917-1752-baseline|c193-m5|zai-small|Tableau / ThoughtSpot", "prompt": "c193-m5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Tableau / ThoughtSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self-service BI, AI-powered search | Best if you want deep customization and have data science resources"}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|Visier", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These are powerful, best-in-class analytics engines, but they come with a heavy price tag and complexity burden."}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|One Model", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Who should avoid/skip them: Small to mid-sized HR teams (under 1,000 employees) that do not have dedicated data analysts"}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|Workday People Analytics", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid \"Single-Source Native\" Tools if You Are Multi-Vendor"}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|ADP Insights", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "ADP Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These tools are great at reporting on data already sitting inside their own ecosystems, but they struggle elsewhere."}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|Oracle HCM Analytics", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These tools are great at reporting on data already sitting inside their own ecosystems, but they struggle elsewhere."}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|Culture Amp", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While giants like Culture Amp are excellent for engagement, they are primarily built around employee listening."}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|Glint (Microsoft Viva)", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Glint (Microsoft Viva)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid \"Survey-Lite\" Platforms if You Need Operational Data"}, {"id": "mai-20260917-1752-baseline|c193-m6|alibaba-small|Custom Tableau/PowerBI dashboards built entirely by internal IT", "prompt": "c193-m6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Custom Tableau/PowerBI dashboards built entirely by internal IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious About \"Internal DIY\" Built on Generic BI"}, {"id": "mai-20260917-1752-baseline|c193-m6|anthropic-small|People Data Labs", "prompt": "c193-m6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "People Data Labs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This data broker agreed to pay $6.36 million to settle a class action lawsuit alleging the company illegally included Colorado residents' cellphone numbers in a commercial directory"}, {"id": "mai-20260917-1752-baseline|c193-m6|anthropic-small|Worksmart by Crossover", "prompt": "c193-m6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Worksmart by Crossover", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Worksmart by Crossover takes photos of employees at their desks every 10 minutes, which risks creating an environment employees perceive as \"big brother\"-esque"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|Visier", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "warn it is often too expensive or too complex for smaller organizations or teams without analytics support"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|Oracle HCM Analytics", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid it if you are *not* already in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|BambooHR", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid it if your requirement is *advanced people analytics*"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|Leapsome", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution is advised if you need specialized people analytics or large-enterprise workforce modeling"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|ChartHop", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid it if your main goal is engagement analytics, sentiment analysis, or performance management"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|Qualtrics EmployeeXM", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious if you are a smaller organization with straightforward survey needs"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|Crunchr", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid it if you are outside Europe and do not need CSRD-style compliance reporting"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|Workday People Analytics / Workday Peakon", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics / Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "most attractive when you already run Workday; otherwise they are more likely to be a poor fit"}, {"id": "mai-20260917-1752-baseline|c193-m6|challenger-small|One Model", "prompt": "c193-m6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be cautious if you do not have strong data maturity and a data team"}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|Humanyze", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Humanyze", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to be wary of: Humanyze, older sociometric badge systems... **Verdict:** Avoid unless you have a union-backed, fully transparent agreement"}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|Workday People Analytics", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be very cautious with \"Enterprise giants\" that sell analytics as an add-on... Avoid if you're under ~2,000 employees."}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|SAP SuccessFactors Analytics", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "notoriously expensive and painful to implement"}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|Oracle HCM Analytics", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "notoriously expensive and painful to implement"}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|Eletive", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look at lightweight tools like **Eletive** (pulse + analytics)"}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|Leapsome", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "or **Leapsome** (analytics embedded with engagement) that offer pre-built connectors without needing a data engineer"}, {"id": "mai-20260917-1752-baseline|c193-m6|deepseek-small|Visier", "prompt": "c193-m6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Visier is good *if* you have 5,000+ employees and budget for a 6-month implementation."}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Hubstaff", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Platforms Built on Invasive Employee Monitoring (\"Bossware\") ... (e.g., Hubstaff, Time Doctor, Apploye)"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Time Doctor", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Time Doctor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "e.g., Hubstaff, Time Doctor, Apploye ... **The Verdict:** **Avoid.**"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Apploye", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Apploye", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "e.g., Hubstaff, Time Doctor, Apploye ... **The Verdict:** **Avoid.**"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Visier", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious of Rigid Enterprise Solutions (If You Have Low Data Maturity) ... enterprise people analytics engines (like Visier)"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Workday People Analytics", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "native HCM analytics modules (such as Workday People Analytics or SAP SuccessFactors Workforce Analytics)"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "such as Workday People Analytics or SAP SuccessFactors Workforce Analytics ... avoid rigid enterprise-scale tools"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|ChartHop", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "opt for more agile, mid-market platforms (like ChartHop or Crunchr) that are designed to handle messy data more easily"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Crunchr", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "opt for more agile, mid-market platforms (like ChartHop or Crunchr)"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|PowerBI", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "basic BI templates (such as generic PowerBI or Tableau HR dashboards) ... lack automated data pipelines"}, {"id": "mai-20260917-1752-baseline|c193-m6|google-small|Tableau", "prompt": "c193-m6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "basic BI templates (such as generic PowerBI or Tableau HR dashboards) ... lack automated data pipelines"}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|Visier", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It is expensive and has a long implementation period, making it less suitable for smaller teams"}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|BambooHR", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is not ideal for advanced people analytics, predictive workforce modeling, or AI-powered insights."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|Leapsome", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It may not be the best choice if you need more advanced features."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|PeoplePilot Analytics", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "PeoplePilot Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for unified mid-market people analytics."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|Crunchr", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European enterprise people analytics."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|ChartHop", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for org design and workforce planning depth."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|One Model", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for custom models built by your data team."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|DIY with HRIS exports", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "DIY with HRIS exports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for building on existing BI stack (Tableau/Power BI)."}, {"id": "mai-20260917-1752-baseline|c193-m6|meta-small|Workday People Analytics", "prompt": "c193-m6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for those already on Workday HRIS."}, {"id": "mai-20260917-1752-baseline|c193-m6|minimax-small|Teramind", "prompt": "c193-m6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Teramind: Offers real-time screen viewing... Investigations have found it can be configured to activate microphones and record screens by default."}, {"id": "mai-20260917-1752-baseline|c193-m6|minimax-small|Humanyze", "prompt": "c193-m6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Humanyze", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Humanyze: Uses smart badges with microphones... the granularity of data collection is extensive."}, {"id": "mai-20260917-1752-baseline|c193-m6|mistral-small|Workday People Analytics", "prompt": "c193-m6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Workday People Analytics if you need advanced analytics."}, {"id": "mai-20260917-1752-baseline|c193-m6|mistral-small|Visier", "prompt": "c193-m6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with enterprise-grade tools (Visier, SAP, Oracle, One Model) unless you have the resources and need for them."}, {"id": "mai-20260917-1752-baseline|c193-m6|mistral-small|One Model", "prompt": "c193-m6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with enterprise-grade tools (Visier, SAP, Oracle, One Model) unless you have the resources and need for them."}, {"id": "mai-20260917-1752-baseline|c193-m6|mistral-small|SAP", "prompt": "c193-m6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like Visier, SAP, Oracle, and One Model are designed for large enterprises and can be overkill for smaller teams."}, {"id": "mai-20260917-1752-baseline|c193-m6|mistral-small|Oracle", "prompt": "c193-m6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be overkill for smaller teams. These tools often require lengthy deployments (4–8 months) and significant investment"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Hubstaff", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Class action investigations; invasive home monitoring; keystroke logging"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|ActivTrak", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "ActivTrak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Excessive surveillance; privacy invasion; potential labor law violations"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Teramind", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Excessive surveillance; privacy invasion; potential labor law violations"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|InterGuard", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "InterGuard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Excessive surveillance; privacy invasion; potential labor law violations"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Visier", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High cost ($50K+/year), lengthy implementation, requires strong data hygiene, complex for non-technical HR teams"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "G2 rating of 4.0/5 (lower than competitors), complex for non-SAP ecosystems, steep learning curve"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Workday People Analytics", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited predictive capabilities compared to dedicated tools, best only if already in Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Eightfold AI", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful but expensive ($7-10/employee/month); Ensure they don't replicate bias from training data"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Gloat", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Skills/talent matching | Gloat, Fuel50 (with bias auditing)"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|ADP", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Basic HR metrics | Native HRIS reporting (Workday, SAP, ADP)"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Culture Amp", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Engagement surveys | Culture Amp, Glint (Microsoft), Peakon"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Glint (Microsoft)", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Glint (Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Engagement surveys | Culture Amp, Glint (Microsoft), Peakon"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Peakon", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Engagement surveys | Culture Amp, Glint (Microsoft), Peakon"}, {"id": "mai-20260917-1752-baseline|c193-m6|moonshot-small|Fuel50", "prompt": "c193-m6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Fuel50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Skills/talent matching | Gloat, Fuel50 (with bias auditing)"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|Visier", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Visier for mature enterprises (despite high cost)"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|Workday People Analytics", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Facing multiple U.S. lawsuits ... alleging AI-driven job screening discriminates"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|One Model", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most (like Visier, Workday, or One Model) receive mixed reviews"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|Eightfold AI", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "2026 class-action lawsuit ... claims it secretly scrapes and scores applicant data"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|HireVue", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Faced FTC complaints (via EPIC) and scrutiny for AI video interview analysis"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|ThriveSparrow", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives like ThriveSparrow or BambooHR suit smaller teams"}, {"id": "mai-20260917-1752-baseline|c193-m6|xai-small|BambooHR", "prompt": "c193-m6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives like ThriveSparrow or BambooHR suit smaller teams"}, {"id": "mai-20260917-1752-baseline|c193-m6|zai-small|Workday People Analytics", "prompt": "c193-m6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Reviews frequently cite that it lacks deep predictive analytics capabilities."}, {"id": "mai-20260917-1752-baseline|c193-m6|zai-small|Visier", "prompt": "c193-m6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is notoriously heavy and expensive... steep learning curve and high costs that can hinder full adoption"}, {"id": "mai-20260917-1752-baseline|c193-m6|zai-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-m6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Outside of that ecosystem, implementation is difficult... G2 reviews highlight customer support as a major grievance"}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|Culture Amp", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Pick: Culture Amp ... The industry leader for engagement. ... (Usually has a 25-seat minimum)."}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|Visier", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most specialized people analytics platforms (like Culture Amp or Visier) require a minimum number of employees"}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|BambooHR", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **BambooHR** or **Factorial** until you reach 25–30 employees."}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|Factorial", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Factorial ... A great modern alternative to BambooHR for SMBs"}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|Lattice", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "upgrade to **Lattice** for a balance of performance and analytics"}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|Gong", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look into tools like **Gong** or **Chorus** ... these sit outside the general \"people analytics\" scope"}, {"id": "mai-20260917-1752-baseline|c193-s1|alibaba-small|Chorus", "prompt": "c193-s1", "model": "alibaba-small", "cat": "people-analytics", "variant": "direct", "raw": "Chorus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like **Gong** or **Chorus** (revenue intelligence) which analyze call quality"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|Zimyo", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Zimyo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zimyo is recommended as the best all-in-one solution"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|BambooHR", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend evaluating BambooHR, Gusto, and intelliHR as alternatives to Zimyo"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|Rippling", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top five HR analytics software options for small businesses include Zimyo, BambooHR, Rippling, Gusto, and intelliHR"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|Gusto", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I'd recommend evaluating BambooHR, Gusto, and intelliHR as alternatives to Zimyo"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|intelliHR", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "intelliHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low-cost options include Zoho Analytics and intelliHR"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|Zoho Analytics", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Low-cost options include Zoho Analytics and intelliHR, which start at around $6 to $9 per employee per month"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|HiBob", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "HiBob have pricing that has increased in recent years, making them less accessible for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s1|anthropic-small|Qualtrics", "prompt": "c193-s1", "model": "anthropic-small", "cat": "people-analytics", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Qualtrics is noted to have high fees that could price small businesses out"}, {"id": "mai-20260917-1752-baseline|c193-s1|challenger-small|BambooHR", "prompt": "c193-s1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BambooHR** if you want the simplest HR reporting"}, {"id": "mai-20260917-1752-baseline|c193-s1|challenger-small|Rippling", "prompt": "c193-s1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it is the stronger choice when you want a broader **single source of truth**"}, {"id": "mai-20260917-1752-baseline|c193-s1|challenger-small|Personio", "prompt": "c193-s1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want an all-in-one HR platform aimed at **small and medium-sized businesses**"}, {"id": "mai-20260917-1752-baseline|c193-s1|challenger-small|HiBob", "prompt": "c193-s1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for fast-growing SMBs that need embedded analytics"}, {"id": "mai-20260917-1752-baseline|c193-s1|challenger-small|ThriveSparrow", "prompt": "c193-s1", "model": "challenger-small", "cat": "people-analytics", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "useful if your focus is AI-powered insights and engagement-style analytics"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Visier", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** Visier/Workday/One Model at your stage — they're sized for 1,000+ employee enterprises with analysts."}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Workday", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** Visier/Workday/One Model at your stage"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|One Model", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** Visier/Workday/One Model at your stage"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|BambooHR", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small B2B companies, **BambooHR** is the safest, most effective starting point"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Personio", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Personio** — *Great for B2B/SMB + European operations*"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|ChartHop", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you specifically need org modeling/headcount planning, add **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Lattice", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If engagement is your top concern, go with **Lattice or Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Culture Amp", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If engagement is your top concern, go with **Lattice or Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Leapsome", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lattice / Culture Amp / Leapsome — *Best if your focus is engagement + performance*"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Rippling", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "the analytics built into a good HRIS (BambooHR, Personio, Rippling) will serve you well"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Looker", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Google Sheets/Looker plus basic ATS analytics can cover ~80% of what small teams need"}, {"id": "mai-20260917-1752-baseline|c193-s1|deepseek-small|Tableau", "prompt": "c193-s1", "model": "deepseek-small", "cat": "people-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "often via a BI tool like Looker/Tableau"}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|Visier", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" people analytics platform is rarely the most complex enterprise-grade tool (like Visier or One Model)"}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|One Model", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely the most complex enterprise-grade tool (like Visier or One Model)"}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|Rippling", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your business employs a mix of full-time staff, contractors, and global workers, Rippling is unparalleled."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|HiBob (Bob)", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HiBob offers highly visual, modern out-of-the-box dashboards."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|BambooHR", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams (under 100 employees) looking for simplicity without complex data needs."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|ChartHop", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need to model hiring plans and compensation budgets with Finance: Choose ChartHop."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|Illoominus", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Illoominus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want simple, automated AI summaries of messy HR data: Choose Illoominus."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|Culture Amp", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Companies focusing heavily on talent retention, manager effectiveness, and culture."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|Lattice", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are mapping OKRs and performance alongside employee retention: Choose Lattice."}, {"id": "mai-20260917-1752-baseline|c193-s1|google-small|Knoetic", "prompt": "c193-s1", "model": "google-small", "cat": "people-analytics", "variant": "direct", "raw": "Knoetic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Knoetic is built specifically for Chief People Officers and HR leaders."}, {"id": "mai-20260917-1752-baseline|c193-s1|meta-small|Visier", "prompt": "c193-s1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Best for deep workforce analytics, but may be too expensive for small companies."}, {"id": "mai-20260917-1752-baseline|c193-s1|meta-small|Workday People Analytics", "prompt": "c193-s1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday People Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Suitable for small HR teams (under 500 employees) that need simple HR reporting and clean employee data management."}, {"id": "mai-20260917-1752-baseline|c193-s1|meta-small|Eletive", "prompt": "c193-s1", "model": "meta-small", "cat": "people-analytics", "variant": "direct", "raw": "Eletive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Offers continuous engagement and follow-through, but may not be suitable for small companies under 100 employees."}, {"id": "mai-20260917-1752-baseline|c193-s1|minimax-small|Personio", "prompt": "c193-s1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Personio** or **BambooHR** — they're affordable, scalable, and designed for companies like yours"}, {"id": "mai-20260917-1752-baseline|c193-s1|minimax-small|BambooHR", "prompt": "c193-s1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Personio** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c193-s1|minimax-small|Workday (Small Business Tier)", "prompt": "c193-s1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday (Small Business Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: More suited for 500+ employees"}, {"id": "mai-20260917-1752-baseline|c193-s1|minimax-small|Visier", "prompt": "c193-s1", "model": "minimax-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Note: Typically better for larger organizations (1,000+ employees)"}, {"id": "mai-20260917-1752-baseline|c193-s1|mistral-small|Lattice", "prompt": "c193-s1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Lattice** or **Culture Amp** are the best choices"}, {"id": "mai-20260917-1752-baseline|c193-s1|mistral-small|Culture Amp", "prompt": "c193-s1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** or **Culture Amp** are the best choices due to their balance of affordability, ease of use, and robust analytics features"}, {"id": "mai-20260917-1752-baseline|c193-s1|mistral-small|BambooHR", "prompt": "c193-s1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c193-s1|mistral-small|Personio", "prompt": "c193-s1", "model": "mistral-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It's less feature-rich but easy to implement for basic people analytics needs"}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|BambooHR", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with BambooHR** if you want simple, effective people analytics without overwhelming your small team."}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|Lattice", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** provides excellent people analytics specifically designed for growing companies"}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|Factorial", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Budget-Conscious SMEs"}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|HiBob (Bob)", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scaling Teams"}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|Personio", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European Small Businesses"}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|Visier", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise tools like Visier or Workday"}, {"id": "mai-20260917-1752-baseline|c193-s1|moonshot-small|Workday", "prompt": "c193-s1", "model": "moonshot-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise tools like Visier or Workday"}, {"id": "mai-20260917-1752-baseline|c193-s1|openai-small|Rippling", "prompt": "c193-s1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Rippling**"}, {"id": "mai-20260917-1752-baseline|c193-s1|openai-small|BambooHR", "prompt": "c193-s1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is also a strong choice for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s1|openai-small|Culture Amp", "prompt": "c193-s1", "model": "openai-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** is worth a look, especially if you care about surveys, engagement, and performance analytics"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|BambooHR", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR (Top Pick for Most Small US-Based B2B Firms)"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|15Five", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "15Five (Best for Performance-Focused Analytics on a Budget)"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|Lattice", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice (Strong All-Rounder for Growing B2B Teams)"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|Personio", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Personio (Best for European/UK Small B2B)"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|Culture Amp", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: Culture Amp (~$5+/user, engagement-heavy, 25+ min)"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|HiBob", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HiBob (global SMBs, 4.5/5 G2)"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|Google Sheets + Looker", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Google Sheets + Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free DIY like Google Sheets + Looker for bootstraps"}, {"id": "mai-20260917-1752-baseline|c193-s1|xai-small|Visier", "prompt": "c193-s1", "model": "xai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "overkill enterprise tools like Visier are for 1k+ employees"}, {"id": "mai-20260917-1752-baseline|c193-s1|zai-small|Visier", "prompt": "c193-s1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" platform usually isn't a dedicated, expensive data tool (like Visier or Workday)"}, {"id": "mai-20260917-1752-baseline|c193-s1|zai-small|Workday", "prompt": "c193-s1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "isn't a dedicated, expensive data tool (like Visier or Workday)"}, {"id": "mai-20260917-1752-baseline|c193-s1|zai-small|BambooHR", "prompt": "c193-s1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BambooHR** is usually the safest bet because it handles the \"boring\" stuff (payroll, onboarding) just as well as the analytics"}, {"id": "mai-20260917-1752-baseline|c193-s1|zai-small|Lattice", "prompt": "c193-s1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Performance & Culture: Lattice"}, {"id": "mai-20260917-1752-baseline|c193-s1|zai-small|Culture Amp", "prompt": "c193-s1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Engagement Surveys: Culture Amp"}, {"id": "mai-20260917-1752-baseline|c193-s1|zai-small|Worklytics", "prompt": "c193-s1", "model": "zai-small", "cat": "people-analytics", "variant": "direct", "raw": "Worklytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Worklytics** (Free tier available)"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|Visier", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I strongly advise against buying a standalone Enterprise Analytics tool** (like Visier or SAP)"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|SAP", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "I strongly advise against buying a standalone Enterprise Analytics tool** (like Visier or SAP)"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|Zoho People", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best \"Value & Depth\" Option: Zoho People ... Zoho is the winner"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|Workday", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "paid plans are significantly cheaper than competitors like BambooHR or Workday"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|BambooHR", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best \"Ease of Use\" Option: BambooHR ... is the industry standard"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|Power BI", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrate with **Power BI**, you unlock advanced predictive analytics"}, {"id": "mai-20260917-1752-baseline|c193-s2|alibaba-small|ChartHop", "prompt": "c193-s2", "model": "alibaba-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best \"Data Visualization\" Option: ChartHop ... built for modern small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s2|anthropic-small|BambooHR", "prompt": "c193-s2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with a demo of BambooHR or Gusto, as they balance analytics capabilities with affordability and ease of use"}, {"id": "mai-20260917-1752-baseline|c193-s2|anthropic-small|Gusto", "prompt": "c193-s2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with a demo of BambooHR or Gusto"}, {"id": "mai-20260917-1752-baseline|c193-s2|anthropic-small|HiBob", "prompt": "c193-s2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob is an HRIS system primarily designed for small and mid-sized companies"}, {"id": "mai-20260917-1752-baseline|c193-s2|anthropic-small|Zoho People", "prompt": "c193-s2", "model": "anthropic-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho People is a practical choice for small businesses that want affordable HR software"}, {"id": "mai-20260917-1752-baseline|c193-s2|challenger-small|BambooHR", "prompt": "c193-s2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small businesses:** **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c193-s2|challenger-small|Employment Hero", "prompt": "c193-s2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Employment Hero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Employment Hero** if you want a broader all-in-one HR/payroll platform with stronger reporting for SMBs"}, {"id": "mai-20260917-1752-baseline|c193-s2|challenger-small|Rippling", "prompt": "c193-s2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong if you want one source of truth across HR, IT, and finance, but it may be more platform than a very small company needs"}, {"id": "mai-20260917-1752-baseline|c193-s2|challenger-small|Looker Studio", "prompt": "c193-s2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use your HRIS exports with a BI tool like **Looker Studio** or **Power BI**"}, {"id": "mai-20260917-1752-baseline|c193-s2|challenger-small|Power BI", "prompt": "c193-s2", "model": "challenger-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use your HRIS exports with a BI tool like **Looker Studio** or **Power BI**"}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|BambooHR", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR gives the best balance of intuitive HR analytics"}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|Visier", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Visier or One Model) are quote-priced and built for large enterprises, so they're overkill at your scale"}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|One Model", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "quote-priced and built for large enterprises, so they're overkill at your scale"}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|Factorial", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value for budget-conscious small businesses ... If budget is your top constraint, Factorial is the value pick."}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|Rippling", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want more advanced/powerful reporting and workflow automation and are willing to pay for modules"}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|Personio", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best suited to mid-market/European firms and requires a setup fee and 12-month minimum"}, {"id": "mai-20260917-1752-baseline|c193-s2|deepseek-small|Zoho People", "prompt": "c193-s2", "model": "deepseek-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "free up to 5 users, a good ultra-budget option before you invest"}, {"id": "mai-20260917-1752-baseline|c193-s2|google-small|Rippling", "prompt": "c193-s2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B business has remote employees, uses a lot of software, or hires globally, Rippling is highly recommended."}, {"id": "mai-20260917-1752-baseline|c193-s2|google-small|Lattice", "prompt": "c193-s2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for B2B Agencies & Professional Services (Performance & Engagement Analytics)"}, {"id": "mai-20260917-1752-baseline|c193-s2|google-small|ChartHop", "prompt": "c193-s2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChartHop is an excellent specialized tool"}, {"id": "mai-20260917-1752-baseline|c193-s2|google-small|BambooHR", "prompt": "c193-s2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR is the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s2|google-small|Gusto", "prompt": "c193-s2", "model": "google-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "already have basic payroll sorted (e.g., Gusto)"}, {"id": "mai-20260917-1752-baseline|c193-s2|meta-small|BambooHR", "prompt": "c193-s2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR: Best for smaller companies that want simple dashboards."}, {"id": "mai-20260917-1752-baseline|c193-s2|meta-small|Sage HR", "prompt": "c193-s2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Sage HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage HR: Best UK people analytics software for lightweight reporting."}, {"id": "mai-20260917-1752-baseline|c193-s2|meta-small|Factorial", "prompt": "c193-s2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Factorial: Best value for budget-conscious SMEs."}, {"id": "mai-20260917-1752-baseline|c193-s2|meta-small|Employment Hero", "prompt": "c193-s2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Employment Hero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employment Hero: Best for SMBs seeking all-in-one HR reporting."}, {"id": "mai-20260917-1752-baseline|c193-s2|meta-small|Naaloo", "prompt": "c193-s2", "model": "meta-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Naaloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Naaloo: Allows SMEs to centralize and automate their HR management in a simple way."}, {"id": "mai-20260917-1752-baseline|c193-s2|minimax-small|BambooHR", "prompt": "c193-s2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: BambooHR**"}, {"id": "mai-20260917-1752-baseline|c193-s2|minimax-small|Gusto", "prompt": "c193-s2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget Option: Gusto**"}, {"id": "mai-20260917-1752-baseline|c193-s2|minimax-small|Rippling", "prompt": "c193-s2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** offers more power per dollar as you scale."}, {"id": "mai-20260917-1752-baseline|c193-s2|minimax-small|Factorial", "prompt": "c193-s2", "model": "minimax-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**European/UK option: Factorial** ... Best value for money"}, {"id": "mai-20260917-1752-baseline|c193-s2|mistral-small|Personio", "prompt": "c193-s2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Personio** and **Gusto** are the top choices due to their balance of affordability, ease of use, and scalability"}, {"id": "mai-20260917-1752-baseline|c193-s2|mistral-small|Employment Hero", "prompt": "c193-s2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Employment Hero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** or **Employment Hero** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c193-s2|mistral-small|Gusto", "prompt": "c193-s2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Personio** and **Gusto** are the top choices"}, {"id": "mai-20260917-1752-baseline|c193-s2|mistral-small|Rippling", "prompt": "c193-s2", "model": "mistral-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** or **Employment Hero** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline|c193-s2|moonshot-small|BambooHR", "prompt": "c193-s2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **BambooHR** or **Gusto** as your starting point"}, {"id": "mai-20260917-1752-baseline|c193-s2|moonshot-small|Gusto", "prompt": "c193-s2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **BambooHR** or **Gusto** as your starting point"}, {"id": "mai-20260917-1752-baseline|c193-s2|moonshot-small|Factorial", "prompt": "c193-s2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Budget-Conscious SMEs"}, {"id": "mai-20260917-1752-baseline|c193-s2|moonshot-small|Rippling", "prompt": "c193-s2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Integrated Operations"}, {"id": "mai-20260917-1752-baseline|c193-s2|moonshot-small|Zimyo", "prompt": "c193-s2", "model": "moonshot-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Zimyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One Suite"}, {"id": "mai-20260917-1752-baseline|c193-s2|openai-small|BambooHR", "prompt": "c193-s2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BambooHR** as the best starting point"}, {"id": "mai-20260917-1752-baseline|c193-s2|openai-small|Rippling", "prompt": "c193-s2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** or **ADP Workforce Now** are stronger all-in-one options"}, {"id": "mai-20260917-1752-baseline|c193-s2|openai-small|ADP Workforce Now", "prompt": "c193-s2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** or **ADP Workforce Now** are stronger all-in-one options"}, {"id": "mai-20260917-1752-baseline|c193-s2|openai-small|Lattice", "prompt": "c193-s2", "model": "openai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** is a good fit; its analytics product emphasizes team-level people dashboards"}, {"id": "mai-20260917-1752-baseline|c193-s2|xai-small|BambooHR", "prompt": "c193-s2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top HR analytics software."}, {"id": "mai-20260917-1752-baseline|c193-s2|xai-small|Gusto", "prompt": "c193-s2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** (if payroll/taxes are a priority)... but lighter on deep workforce analytics."}, {"id": "mai-20260917-1752-baseline|c193-s2|xai-small|Rippling", "prompt": "c193-s2", "model": "xai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Powerful real-time analytics and 150+ templates, but pricier/complex for very small teams."}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|BambooHR", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for most small B2B businesses: **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|Rippling", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up if you want HR + IT + payroll in one: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|Gusto", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want simple payroll + basic analytics: **Gusto**"}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|Charlie", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Charlie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Charlie** | £0.83–£7/user/month | Small companies/startups with a focus on ease of use |"}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|Factorial", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Factorial** is designed for budget-conscious SMEs, with clean design and simple metrics."}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|Zoho People", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zoho People** is extremely affordable (~$1.50/employee/month)"}, {"id": "mai-20260917-1752-baseline|c193-s2|zai-small|SnapHRM", "prompt": "c193-s2", "model": "zai-small", "cat": "people-analytics", "variant": "paraphrase", "raw": "SnapHRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For ultra-lightweight and free up to 5 employees: **SnapHRM**"}, {"id": "mai-20260917-1752-baseline|c193-s3|alibaba-small|Lattice", "prompt": "c193-s3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Lattice if: You are struggling to link individual employee goals to company OKRs and want to automate performance reviews."}, {"id": "mai-20260917-1752-baseline|c193-s3|alibaba-small|Culture Amp", "prompt": "c193-s3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best For: Teams prioritizing culture, engagement, and employee sentiment."}, {"id": "mai-20260917-1752-baseline|c193-s3|alibaba-small|ChartHop", "prompt": "c193-s3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Founders and Ops teams obsessed with org charts and headcount efficiency."}, {"id": "mai-20260917-1752-baseline|c193-s3|alibaba-small|Visier", "prompt": "c193-s3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It requires more \"work\" to set up. You have to understand your own data definitions."}, {"id": "mai-20260917-1752-baseline|c193-s3|alibaba-small|BambooHR", "prompt": "c193-s3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is operationally safe but analytically limited. It lacks predictive power"}, {"id": "mai-20260917-1752-baseline|c193-s3|alibaba-small|HiBob", "prompt": "c193-s3", "model": "alibaba-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose HiBob if: You are a tech-forward company that uses Slack and Jira daily"}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|BambooHR Reporting", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Budget-friendly options like BambooHR Reporting and Orgnostic start at $6–12 per employee per month and offer essential reporting and dashboards."}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Orgnostic", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Orgnostic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Budget-friendly options like BambooHR Reporting and Orgnostic start at $6–12 per employee per month"}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Crunchr", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams that need operational workforce data should start with Visier or Crunchr."}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|ChartHop", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Crunchr and ChartHop tend to have the broadest connector libraries"}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Deel HR Analytics", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Deel HR Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-range platforms like Crunchr, ChartHop, and Deel HR Analytics typically cost $12–25 per employee per month"}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Culture Amp", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Engagement-focused teams should look at Culture Amp or Qualtrics."}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Qualtrics", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Engagement-focused teams should look at Culture Amp or Qualtrics."}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Visier", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teams that need operational workforce data should start with Visier or Crunchr."}, {"id": "mai-20260917-1752-baseline|c193-s3|anthropic-small|Deel Engage", "prompt": "c193-s3", "model": "anthropic-small", "cat": "people-analytics", "variant": "comparative", "raw": "Deel Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deel Engage is available at $20 per employee/per month"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|BambooHR", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **basic reporting with minimal setup**, choose **BambooHR** or **Personio**."}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Lattice", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you care most about **engagement, manager effectiveness, and performance**, choose **Lattice**, **Culture Amp**, or **15Five**."}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Culture Amp", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose **Lattice**, **Culture Amp**, or **15Five**"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|15Five", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Useful for small teams that want **lightweight check-ins and engagement data** at low cost."}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|ChartHop", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need **org design, headcount, or compensation planning**, choose **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Personio", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "choose **BambooHR** or **Personio**"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Visier", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Very powerful, but usually **too heavy and expensive** for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Workday People Analytics", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong if you already use Workday and want analytics **embedded in the HR platform**."}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Power BI", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DIY analytics stack | Best for teams with a **BI mindset** or technical support"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Tableau", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "DIY analytics stack | Best for teams with a **BI mindset**"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Metabase", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a **BI tool** like **Basedash** or **Metabase** can be a practical, low-cost option for custom analytics"}, {"id": "mai-20260917-1752-baseline|c193-s3|challenger-small|Basedash", "prompt": "c193-s3", "model": "challenger-small", "cat": "people-analytics", "variant": "comparative", "raw": "Basedash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a **BI tool** like **Basedash** or **Metabase** can be a practical, low-cost option"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|BambooHR", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BambooHR** — Best all-in-one HR + analytics ... **Best for:** smaller companies wanting simple dashboards without a separate stack"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|HiBob", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. HiBob** — Best for fast-growing teams ... **Caveat:** can feel complex for very small teams"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Paylocity", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the analytics built into your existing HRIS (BambooHR, HiBob, Paylocity, Gusto, Rippling, etc.)"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Gusto", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the analytics built into your existing HRIS (BambooHR, HiBob, Paylocity, Gusto, Rippling, etc.)"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Rippling", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling, for example, includes a drag-and-drop report builder with no separate line item."}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Lattice", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you need engagement/performance insights** → Lattice, Culture Amp, or 15Five"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Culture Amp", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** teams with 200+ employees who care about survey depth and benchmarking"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|ChartHop", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "→ ChartHop (and it's the only standalone with transparent pricing)"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|15Five", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "15Five is friendliest to the smallest teams"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Visier", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Skip Visier/Workday/One Model** until you have hundreds of employees"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Workday", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Skip Visier/Workday/One Model** until you have hundreds of employees"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|One Model", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Skip Visier/Workday/One Model** until you have hundreds of employees"}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Crunchr", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Crunchr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Crunchr targets mid-market. For small teams these are overkill."}, {"id": "mai-20260917-1752-baseline|c193-s3|deepseek-small|Worklytics", "prompt": "c193-s3", "model": "deepseek-small", "cat": "people-analytics", "variant": "comparative", "raw": "Worklytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "niche for hybrid-work insights"}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|BambooHR", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you just need basic compliance and headcount reporting: Stick to your HRIS's built-in reporting (like **BambooHR** or **Gusto**)."}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|HiBob (Bob)", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An HRIS designed for scaling, modern tech companies. It provides a more robust and visually engaging analytics layer than BambooHR"}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|ChartHop", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are pitching headcount budgets to the board/CFO: Buy **ChartHop** to make visual spreadsheets obsolete."}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|Lattice", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Implement **Lattice** or **Leapsome** to map performance against team morale."}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|Leapsome", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Implement **Lattice** or **Leapsome** to map performance against team morale."}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|Windmill", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Windmill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A lightweight, Slack-native employee feedback and analytics tool."}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|Engagedly", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A performance and talent platform with a built-in generative AI assistant called *Marissa AI*."}, {"id": "mai-20260917-1752-baseline|c193-s3|google-small|Gusto", "prompt": "c193-s3", "model": "google-small", "cat": "people-analytics", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stick to your HRIS's built-in reporting (like **BambooHR** or **Gusto**)."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|BambooHR", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR is a good option for small teams that want simple HR reporting and clean employee data management."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|Personio", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top people analytics platforms for small teams are BambooHR, Personio, Lattice, Culture Amp, 15Five, and ChartHop."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|Lattice", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice and Culture Amp are good options for teams that want to focus on performance and engagement."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|Culture Amp", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice and Culture Amp are good options for teams that want to focus on performance and engagement."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|15Five", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "15Five and ChartHop are good options for teams that want to focus on continuous performance management and org charting."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|ChartHop", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "15Five and ChartHop are good options for teams that want to focus on continuous performance management and org charting."}, {"id": "mai-20260917-1752-baseline|c193-s3|meta-small|Visier", "prompt": "c193-s3", "model": "meta-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "| Visier | Deep workforce analytics | Custom ($$$$) | 1,000+ |"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|BambooHR", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under 50 employees: BambooHR or 15Five (simple, minimal seats)"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|15Five", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Under 50 employees: BambooHR or 15Five (simple, minimal seats)"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|Personio", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Personio | ~$5-8/person/mo | 10-150 | Small teams needing simple HR reporting"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|Lattice", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice's pricing can compound quickly—full suite ... can reach $17-25 PEPM"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|Culture Amp", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Culture Amp if engagement surveys are your primary need"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|Visier", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise tools like Visier"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|Paylocity", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "built-in reporting in your HRIS (BambooHR, Paylocity, Paycor) is often sufficient"}, {"id": "mai-20260917-1752-baseline|c193-s3|minimax-small|Paycor", "prompt": "c193-s3", "model": "minimax-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "built-in reporting in your HRIS (BambooHR, Paylocity, Paycor) is often sufficient"}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|BambooHR", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, BambooHR, Lattice, or Culture Amp are the best starting points"}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|Lattice", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, BambooHR, Lattice, or Culture Amp are the best starting points"}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|Culture Amp", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small teams, BambooHR, Lattice, or Culture Amp are the best starting points"}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|Personio", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small businesses wanting integrated HR and people analytics."}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|15Five", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Continuous feedback and performance analytics."}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|ChartHop", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ChartHop is unique for visualizing and planning organizational structures."}, {"id": "mai-20260917-1752-baseline|c193-s3|mistral-small|Visier", "prompt": "c193-s3", "model": "mistral-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Visier is powerful but may be overkill for very small teams"}, {"id": "mai-20260917-1752-baseline|c193-s3|moonshot-small|15Five", "prompt": "c193-s3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams under 50 employees: Start with **15Five** or **BambooHR**."}, {"id": "mai-20260917-1752-baseline|c193-s3|moonshot-small|Lattice", "prompt": "c193-s3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One for Growing Teams ... However, teams under 50 may find it overwhelming."}, {"id": "mai-20260917-1752-baseline|c193-s3|moonshot-small|BambooHR", "prompt": "c193-s3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **15Five** or **BambooHR**. They're affordable, easy to implement"}, {"id": "mai-20260917-1752-baseline|c193-s3|moonshot-small|Culture Amp", "prompt": "c193-s3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Engagement-First Analytics ... Unmatched benchmarking dataset"}, {"id": "mai-20260917-1752-baseline|c193-s3|moonshot-small|Gusto", "prompt": "c193-s3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget Option for Payroll-First Teams ... Most budget-friendly for very small teams"}, {"id": "mai-20260917-1752-baseline|c193-s3|moonshot-small|Rippling", "prompt": "c193-s3", "model": "moonshot-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Tech-Forward Teams ... Combines HR and IT management with powerful customizable analytics."}, {"id": "mai-20260917-1752-baseline|c193-s3|openai-small|BambooHR", "prompt": "c193-s3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **BambooHR** or **HiBob**"}, {"id": "mai-20260917-1752-baseline|c193-s3|openai-small|HiBob", "prompt": "c193-s3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **BambooHR** or **HiBob**"}, {"id": "mai-20260917-1752-baseline|c193-s3|openai-small|Rippling", "prompt": "c193-s3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already need payroll/IT consolidation, look at **Rippling**"}, {"id": "mai-20260917-1752-baseline|c193-s3|openai-small|Lattice", "prompt": "c193-s3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Culture Amp** or **Lattice**"}, {"id": "mai-20260917-1752-baseline|c193-s3|openai-small|Culture Amp", "prompt": "c193-s3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for engagement, surveys, and team health"}, {"id": "mai-20260917-1752-baseline|c193-s3|openai-small|Workday People Analytics", "prompt": "c193-s3", "model": "openai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday People Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually too heavy for a small team"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Visier", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoiding Visier or Workday, which suit larger orgs"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Workday", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding Visier or Workday, which suit larger orgs"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|BambooHR", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BambooHR** (Best all-in-one HRIS with solid basics)... For pure analytics on a budget, start with BambooHR"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|15Five", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for performance + engagement focus"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Lattice", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for performance management with analytics"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Culture Amp", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for engagement surveys + insights"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Rippling", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best unified platform with custom analytics"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Gusto", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "start with BambooHR or Gusto's built-ins"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Personio/Factorial", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Personio/Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Great for EU/UK SMBs; simple metrics, compliance focus"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|Paycor", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built-in HRIS reporting (e.g., Paycor, UKG)"}, {"id": "mai-20260917-1752-baseline|c193-s3|xai-small|UKG", "prompt": "c193-s3", "model": "xai-small", "cat": "people-analytics", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Built-in HRIS reporting (e.g., Paycor, UKG)"}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|Personio", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the strongest option if you want a single platform to handle HRIS, Payroll, and Analytics without switching between apps."}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|Lattice", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Lattice if: You want to focus on employee development, OKRs"}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|Culture Amp", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It offers the deepest \"People Science\" capabilities for a small team. If your main pain point is losing employees, this is the best tool."}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|BambooHR", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is the most affordable entry point... this is the practical choice."}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|15Five", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Continuous Performance Management"}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|Visier", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Visier and Workday are often cited as top platforms, but they are generally not suitable for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s3|zai-small|Workday", "prompt": "c193-s3", "model": "zai-small", "cat": "people-analytics", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "not suitable for small teams—requiring 1,000+ employees or enterprise-level budgets"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|Chartable.io", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Chartable.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Standalone Tool: **Chartable.io**"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|Visier", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "paid plans start significantly lower than enterprise competitors (like Visier or Culture Amp)"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|Culture Amp", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise competitors (like Visier or Culture Amp)"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|DAXIO", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "DAXIO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Check your current HR software first.** If you use BambooHR, get **DAXIO**."}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|Power BI (Desktop)", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI (Desktop)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you have zero budget,** ask your HR/Admin to export raw data monthly into **Power BI (Free)**"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|Rippling", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 4. Best All-In-One (HRIS + Analytics): **Rippling**"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|ADP", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "native reporting is much more robust than legacy HR providers like ADP"}, {"id": "mai-20260917-1752-baseline|c193-s4|alibaba-small|Google Looker Studio", "prompt": "c193-s4", "model": "alibaba-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "export raw data monthly into **Power BI (Free)** or Google Looker Studio"}, {"id": "mai-20260917-1752-baseline|c193-s4|anthropic-small|Zoho People", "prompt": "c193-s4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People offers various modules to support HR needs, including analytics and reporting, at an extremely competitive price"}, {"id": "mai-20260917-1752-baseline|c193-s4|anthropic-small|Personio", "prompt": "c193-s4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Personio is a comprehensive HR platform designed with small to medium-sized businesses in mind"}, {"id": "mai-20260917-1752-baseline|c193-s4|anthropic-small|ChartHop", "prompt": "c193-s4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChartHop offers a very affordable per-employee pricing model designed for budget-conscious SMEs"}, {"id": "mai-20260917-1752-baseline|c193-s4|anthropic-small|PeopleHum", "prompt": "c193-s4", "model": "anthropic-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleHum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PeopleHum is a cost-effective HR analytics solution with pricing starting at $2 per employee per month"}, {"id": "mai-20260917-1752-baseline|c193-s4|challenger-small|Google Sheets + Looker Studio", "prompt": "c193-s4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google Sheets + Looker Studio** is the best answer if budget is the overriding constraint"}, {"id": "mai-20260917-1752-baseline|c193-s4|challenger-small|BambooHR", "prompt": "c193-s4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** is probably the best balance of ease, reporting, and SMB fit for most small companies"}, {"id": "mai-20260917-1752-baseline|c193-s4|challenger-small|Factorial", "prompt": "c193-s4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned as a value option with clean design and simple metrics."}, {"id": "mai-20260917-1752-baseline|c193-s4|challenger-small|Sage HR", "prompt": "c193-s4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Sage HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage HR** is a good low-cost choice for small teams that mainly need straightforward reporting"}, {"id": "mai-20260917-1752-baseline|c193-s4|challenger-small|Visier", "prompt": "c193-s4", "model": "challenger-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dedicated analytics suites like **Visier** are generally aimed at larger organizations and are not budget-friendly for small companies."}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|BambooHR", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **BambooHR** — it's the sweet spot of low per-seat cost, no minimum seats, built-in analytics, and wide familiarity."}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Personio", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great value for budget-conscious SMEs, strong for European small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Factorial", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "budget-friendly SME option... Clean design and simple metrics at a low price point"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Google Sheets + Looker Studio", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Under ~25 employees + very tight budget:** Start with **Google Sheets + Looker Studio** (free) and track your key metrics manually."}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Culture Amp", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Beware minimum seat requirements:** Culture Amp and Lattice both start around **25 seats**... big overpayment if you have only 10 employees"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Lattice", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Culture Amp and Lattice both start around **25 seats** ($5–$11/person/mo), which can mean a big overpayment"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|15Five", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like **15Five** ($4/person/mo, min 1 seat) are a strong middle ground"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Visier", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "start around $50K/year, and are built for 1,000+ employees — **skip these**"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|ChartHop", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "essentially all quote-priced, start around $50K/year... **skip these**"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|One Model", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "essentially all quote-priced, start around $50K/year... **skip these**"}, {"id": "mai-20260917-1752-baseline|c193-s4|deepseek-small|Workday", "prompt": "c193-s4", "model": "deepseek-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "essentially all quote-priced, start around $50K/year... **skip these**"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Visier", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the best approach is to avoid traditional enterprise people analytics platforms (like Visier, Crunchr, or One Model)"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Crunchr", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid traditional enterprise people analytics platforms (like Visier, Crunchr, or One Model)"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|One Model", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid traditional enterprise people analytics platforms (like Visier, Crunchr, or One Model)"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|ChartHop", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ChartHop** is the premier choice"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|BambooHR", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Its native reporting features provide built-in dashboards for headcount, turnover, compensation, and eNPS."}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Gusto", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Maximize the built-in analytics dashboards of your current HRIS (like **BambooHR** or **Gusto**)"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Rippling", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gusto, Rippling, or Deel: ... they have intuitive, pre-built analytics reports"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Deel", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gusto, Rippling, or Deel: ... pre-built analytics reports on labor costs"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Claude", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Claude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Upload the CSV to an AI assistant like **Claude** or **ChatGPT Plus**"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|ChatGPT Plus", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "ChatGPT Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Upload the CSV to an AI assistant like **Claude** or **ChatGPT Plus**"}, {"id": "mai-20260917-1752-baseline|c193-s4|google-small|Google Looker Studio", "prompt": "c193-s4", "model": "google-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Google Looker Studio is 100% free to use"}, {"id": "mai-20260917-1752-baseline|c193-s4|meta-small|Lattice", "prompt": "c193-s4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice: Offers performance and engagement analytics starting at $11/person/mo with a minimum of 25 seats."}, {"id": "mai-20260917-1752-baseline|c193-s4|meta-small|Personio", "prompt": "c193-s4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for European small businesses, starting at $3/person/mo with no minimum seats."}, {"id": "mai-20260917-1752-baseline|c193-s4|meta-small|Google Sheets + Looker", "prompt": "c193-s4", "model": "meta-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A DIY solution that is free, but requires manual setup and customization."}, {"id": "mai-20260917-1752-baseline|c193-s4|minimax-small|Effy AI", "prompt": "c193-s4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Effy AI — Best for Very Small Teams"}, {"id": "mai-20260917-1752-baseline|c193-s4|minimax-small|15Five", "prompt": "c193-s4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**15Five** or **BambooHR** offer the best value, with 15Five being slightly more affordable"}, {"id": "mai-20260917-1752-baseline|c193-s4|minimax-small|BambooHR", "prompt": "c193-s4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**15Five** or **BambooHR** offer the best value ... BambooHR offering more comprehensive HR features"}, {"id": "mai-20260917-1752-baseline|c193-s4|minimax-small|ChartHop Basic", "prompt": "c193-s4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ChartHop Basic — Simplest Pricing"}, {"id": "mai-20260917-1752-baseline|c193-s4|minimax-small|Culture Amp", "prompt": "c193-s4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Culture Amp — Best for Engagement Insights"}, {"id": "mai-20260917-1752-baseline|c193-s4|minimax-small|Google Sheets", "prompt": "c193-s4", "model": "minimax-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with **Google Sheets + free calculators** — this can cover 80% of what small teams need initially"}, {"id": "mai-20260917-1752-baseline|c193-s4|mistral-small|BambooHR", "prompt": "c193-s4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** and **15Five** are the most budget-friendly and flexible"}, {"id": "mai-20260917-1752-baseline|c193-s4|mistral-small|Culture Amp", "prompt": "c193-s4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced analytics and are willing to pay a bit more, **Culture Amp** and **Lattice** are excellent choices."}, {"id": "mai-20260917-1752-baseline|c193-s4|mistral-small|Lattice", "prompt": "c193-s4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** and **Lattice** are excellent choices"}, {"id": "mai-20260917-1752-baseline|c193-s4|mistral-small|15Five", "prompt": "c193-s4", "model": "mistral-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For the absolute lowest cost and simplest setup, **BambooHR** and **15Five** are the most budget-friendly"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|BambooHR", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with your existing HRIS (like BambooHR) — the built-in reporting often covers 80% of needs"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|15Five", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Performance management + basic analytics"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|ChartHop Basic", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more, add **ChartHop Basic** ($2/employee) for workforce planning"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Personio", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: European small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Google Sheets + Looker Studio", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free | Custom dashboards (requires manual setup)"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Deel (Basic Plan)", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Deel (Basic Plan)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free | Global/remote team compliance & contractor analytics"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Zoho Analytics", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tier, then ~$30/month | AI-assisted dashboards"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Power BI Pro", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Or use **Power BI + HRIS exports** for custom analytics without per-employee costs"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Visier", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Enterprise tools like Visier or Workday"}, {"id": "mai-20260917-1752-baseline|c193-s4|moonshot-small|Workday", "prompt": "c193-s4", "model": "moonshot-small", "cat": "people-analytics", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid: Enterprise tools like Visier or Workday"}, {"id": "mai-20260917-1752-baseline|c193-s4|openai-small|PeopleForce", "prompt": "c193-s4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleForce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **PeopleForce**"}, {"id": "mai-20260917-1752-baseline|c193-s4|openai-small|PeopleInsight Essentials", "prompt": "c193-s4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleInsight Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you mainly want people analytics:** **PeopleInsight Essentials**"}, {"id": "mai-20260917-1752-baseline|c193-s4|openai-small|BambooHR", "prompt": "c193-s4", "model": "openai-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "much more budget-friendly than tools like BambooHR, which G2 lists as starting around **$10 per month** and aimed more at 50–500 employee companies"}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|15Five", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five stands out as the best people analytics platform for a small company on a tight budget.**"}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|BambooHR", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong budget alternatives: BambooHR (Core) ... great if you need full HRIS too."}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|Factorial", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EU-focused, clean UI for SMBs; modular add-ons."}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|ChartHop", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid if under ~150 employees due to effective cost floor."}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|Google Sheets templates", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "work for basics but lack dedicated people analytics depth"}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|Looker Studio", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "work for basics but lack dedicated people analytics depth"}, {"id": "mai-20260917-1752-baseline|c193-s4|xai-small|Zoho Analytics", "prompt": "c193-s4", "model": "xai-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Zoho Analytics (free tier) work for basics but lack dedicated people analytics depth"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|BambooHR", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want a simple, all‑in‑one solution with minimal setup:** - **BambooHR** or **Factorial**"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Culture Amp", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Culture Amp** | ~$5/employee/month | 25 | Engagement surveys & insights"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|15Five", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**15Five** | ~$4/employee/month | 1 | Performance management"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Lattice", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lattice** | ~$11/employee/month | 25 | Performance + engagement"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Factorial", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "- **BambooHR** or **Factorial** - Starting around $5–$11/employee/month, with basic dashboards"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Sage HR", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Sage HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sage HR** | Low cost (UK‑focused) | 1 | UK SMEs"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|ChartHop", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ChartHop** (if you can meet the $9K/year minimum)"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|PeopleInsight", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleInsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**PeopleInsight** | Custom quote | 1 | Growing companies"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Crunchr", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Crunchr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Crunchr** | Custom (~$15K+/yr)"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|One Model", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**One Model** | Custom (~$40K+/yr)"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Visier", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Visier** | Custom (~$50K+/yr) | 1,000+ | Deep workforce analytics"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Google Sheets + Looker Studio", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Google Sheets + Looker Studio** (free)"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Power BI Pro", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Power BI Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Or **Power BI Pro** (~$14/seat) for more advanced analytics."}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Zoho Analytics", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Zoho Analytics** | Starts near $30/month (with free tier)"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Excel with Templates", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Excel with Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Excel** with HR templates, or **PeopleHum Free Plan**"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|PeopleHum Free Plan", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "PeopleHum Free Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**PeopleHum Free Plan** (up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|Zoho People (Free tier)", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "Zoho People (Free tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Zoho People (Free tier)** | Limited analytics, attendance tracking"}, {"id": "mai-20260917-1752-baseline|c193-s4|zai-small|OrangeHRM Open Source", "prompt": "c193-s4", "model": "zai-small", "cat": "people-analytics", "variant": "budget", "raw": "OrangeHRM Open Source", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**OrangeHRM Open Source** | Free | Open‑source HR with basic reporting"}, {"id": "mai-20260917-1752-baseline|c193-s5|alibaba-small|Rippling", "prompt": "c193-s5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Check your HRIS: Tools like **Rippling**, **BambooHR**, or **Greenhouse** now have decent built-in analytics."}, {"id": "mai-20260917-1752-baseline|c193-s5|alibaba-small|BambooHR", "prompt": "c193-s5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tools like **Rippling**, **BambooHR**, or **Greenhouse** now have decent built-in analytics. Often, buying a separate tool is unnecessary overhead."}, {"id": "mai-20260917-1752-baseline|c193-s5|alibaba-small|Greenhouse", "prompt": "c193-s5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tools like **Rippling**, **BambooHR**, or **Greenhouse** now have decent built-in analytics."}, {"id": "mai-20260917-1752-baseline|c193-s5|alibaba-small|ChartHop", "prompt": "c193-s5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at platforms designed specifically for modern tech companies, such as **ChartHop** (very strong on comp planning)"}, {"id": "mai-20260917-1752-baseline|c193-s5|alibaba-small|Visier", "prompt": "c193-s5", "model": "alibaba-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Visier** (though Visier can get pricey)"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|Visier", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "❌ Not appropriate — 1,000+ employee minimums"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|Crunchr", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "❌ Not appropriate — 1,000+ employee minimums"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|BambooHR", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BambooHR** | HRIS with built-in reporting | Strong — likely enough on its own"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|Rippling", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified HR + IT + analytics | Good if you want an all-in-one"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|Looker", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a well-structured spreadsheet + Looker can cover 80–90% of reporting needs"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|OneModel", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "OneModel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Visier/Crunchr/OneModel | Enterprise analytics | ❌ Not appropriate"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|Lattice", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "add a lightweight tool like Lattice, Culture Amp, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|Culture Amp", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "add a lightweight tool like Lattice, Culture Amp, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c193-s5|deepseek-small|ChartHop", "prompt": "c193-s5", "model": "deepseek-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Possible — but pricing ($6–18/employee/mo) adds up at small scale"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Rippling", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Modern HRIS platforms built for startups (like **Rippling** or **Hibob**) have incredibly robust, built-in reporting dashboards"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Visier", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Before buying a dedicated people analytics platform (like Visier or ChartHop), consider if you can get what you need from tools you might already have"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|ChartHop", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Before buying a dedicated people analytics platform (like Visier or ChartHop), consider if you can get what you need from tools you might already have"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Hibob", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Hibob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Modern HRIS platforms built for startups (like **Rippling** or **Hibob**) have incredibly robust, built-in reporting dashboards"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Lattice", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at platforms built for SMBs like **Lattice**, **Leapsome**, or **Culture Amp** (their lower tiers)"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Leapsome", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at platforms built for SMBs like **Lattice**, **Leapsome**, or **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Culture Amp", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "platforms built for SMBs like **Lattice**, **Leapsome**, or **Culture Amp** (their lower tiers)"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Polly", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Polly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "integrated apps like **Polly** or **Officevibe** meet employees where they already work and require zero training"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Officevibe", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "integrated apps like **Polly** or **Officevibe** meet employees where they already work"}, {"id": "mai-20260917-1752-baseline|c193-s5|google-small|Google Sheets / Excel", "prompt": "c193-s5", "model": "google-small", "cat": "people-analytics", "variant": "scale", "raw": "Google Sheets / Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "at 30 people, a well-designed spreadsheet ... is often the most accurate, flexible, and cost-effective analytics tool you can use"}, {"id": "mai-20260917-1752-baseline|c193-s5|meta-small|Visier", "prompt": "c193-s5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular people analytics platforms that may be suitable for a 30-person company include Visier, Crunchr, and BambooHR."}, {"id": "mai-20260917-1752-baseline|c193-s5|meta-small|Crunchr", "prompt": "c193-s5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular people analytics platforms that may be suitable for a 30-person company include Visier, Crunchr, and BambooHR."}, {"id": "mai-20260917-1752-baseline|c193-s5|meta-small|BambooHR", "prompt": "c193-s5", "model": "meta-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular people analytics platforms that may be suitable for a 30-person company include Visier, Crunchr, and BambooHR."}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|BambooHR", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with BambooHR or Lattice if you want an all-in-one."}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|Gusto", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HRIS (BambooHR, Gusto, Workday), payroll, surveys, ATS"}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|Workday", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HRIS (BambooHR, Gusto, Workday), payroll, surveys, ATS"}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|Lattice", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with BambooHR or Lattice if you want an all-in-one."}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|Culture Amp", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider layering a focused tool like Culture Amp (engagement)"}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|ChartHop", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or ChartHop (org planning) on top"}, {"id": "mai-20260917-1752-baseline|c193-s5|minimax-small|Visier", "prompt": "c193-s5", "model": "minimax-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Deep analytics (if you need it later) | Enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|LeverTRM", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "LeverTRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Small/Medium Business Focus:** - **LeverTRM** (if you use Lever for hiring)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|ChartHop", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ChartHop** (people analytics + org design)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Pingboard", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pingboard** (org chart + people analytics)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|BambooHR Analytics", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BambooHR Analytics** (if you're already a BambooHR customer)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Gusto Analytics", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Gusto Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gusto Analytics** (for payroll/benefits insights)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Visier", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Enterprise-Grade (but scalable):** - **Visier**"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Workday Peakon", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workday Peakon**"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Glint", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Glint** (now part of LinkedIn)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Culture Amp", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Humantelligence", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Humantelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Humantelligence** (AI-driven people analytics)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Caliper", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Caliper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Caliper** (personality + performance analytics)"}, {"id": "mai-20260917-1752-baseline|c193-s5|mistral-small|Talla", "prompt": "c193-s5", "model": "mistral-small", "cat": "people-analytics", "variant": "scale", "raw": "Talla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Talla** (AI for HR workflows)"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|Visier", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid enterprise-heavy solutions** like Visier or Crunchr, which typically require 500+ employees"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|Crunchr", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid enterprise-heavy solutions** like Visier or Crunchr, which typically require 500+ employees"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|ChartHop", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ChartHop**: ~$6-8/employee/month (though minimum contracts may apply)... only make financial sense past ~150 employees"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|BambooHR", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR**: Analytics available in Elite tier (~$25/employee/month)"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|Rippling", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Rippling**: Already includes drag-and-drop reporting and people analytics at no extra cost"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|HiBob", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HiBob**: Built-in workforce analytics for growing companies"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|SplashBI for HR", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "SplashBI for HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SplashBI for HR**: More affordable entry point (~$12K/year starting)"}, {"id": "mai-20260917-1752-baseline|c193-s5|moonshot-small|PeopleInsight", "prompt": "c193-s5", "model": "moonshot-small", "cat": "people-analytics", "variant": "scale", "raw": "PeopleInsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**PeopleInsight**: Designed for growing companies (~$10K/year starting)"}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|BambooHR", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5: ADP, Personio, Lattice, or BambooHR add-ons based on your stack."}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|Visier", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid overkill platforms like Visier (better for 1,000+ employees) that have high minimums or steep learning curves."}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|ADP Workforce Now", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3-5: ADP, Personio, Lattice, or BambooHR add-ons"}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|Justworks PEO", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Justworks PEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Justworks PEO** | Payroll + basic reporting | PEPM model   | Small OK     |"}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|Lattice", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Shortlist 3-5: ADP, Personio, Lattice, or BambooHR add-ons based on your stack."}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|Personio", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Shortlist 3-5: ADP, Personio, Lattice, or BambooHR add-ons based on your stack."}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|ChartHop", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "| **ChartHop**      | Org planning (if growing) | ~$9K/year min | 100+ (stretch)|"}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|Google Sheets + Looker Studio", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free/cheap starters: Google Sheets + Looker Studio"}, {"id": "mai-20260917-1752-baseline|c193-s5|xai-small|Microsoft Viva Insights", "prompt": "c193-s5", "model": "xai-small", "cat": "people-analytics", "variant": "scale", "raw": "Microsoft Viva Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Microsoft Viva Insights (if on Teams)"}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|BambooHR", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "All‑in‑one HR + basic analytics; simple UI | ~$5.25 | 1 | Turnover, headcount, time‑off analytics; easy to set up; low seat minimum."}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|Personio", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong HRIS + analytics, especially for EU‑based companies; affordable."}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|Lattice", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for companies that want performance + analytics in one place"}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|Culture Amp", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive engagement platform with dashboards and retention insights."}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|15Five", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "1:1 tracking, performance reviews, and basic engagement analytics; very low seat minimum."}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|Workday People Analytics", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Workday People Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if you already use Workday; simple reporting and clean data."}, {"id": "mai-20260917-1752-baseline|c193-s5|zai-small|Visier", "prompt": "c193-s5", "model": "zai-small", "cat": "people-analytics", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent for large, data‑heavy organizations but typically have higher seat minimums (often 1,000+) and are overkill for a 30‑person team"}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|Workday People Analytics", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Workday is notorious for complex setups and high costs (often six-figure annual contracts). It is frequently cited as a poor first choice for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|SAP SuccessFactors", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Heritage Suites (Avoid Completely)... these require significant data preparation and dedicated resources to maintain."}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|Oracle HCM", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Similar to Workday, these require significant data preparation and dedicated resources to maintain."}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|One Model", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Small teams often find it too granular and difficult to configure without a dedicated data scientist or analyst."}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|Eletive", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "explicitly note this platform is \"not suitable for small companies under 100 employees.\""}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|Prism (CultureAMP)", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Prism (CultureAMP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often described as \"too high-powered\" for SMBs. Users report it lacks real-time data tracking"}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|BambooHR", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the safest route is to utilize the built-in analytics modules of your existing HRIS, such as BambooHR"}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|Paylocity", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **BambooHR**, **Paylocity**, or **UKG**"}, {"id": "mai-20260917-1752-baseline|c193-s6|alibaba-small|UKG", "prompt": "c193-s6", "model": "alibaba-small", "cat": "people-analytics", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as **BambooHR**, **Paylocity**, or **UKG**"}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|Visier", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Dedicated people analytics platforms (Visier, Crunchr, One Model) are enterprise tools ... not cost-effective for small businesses."}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|Crunchr", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dedicated people analytics platforms (Visier, Crunchr, One Model) are enterprise tools ... not cost-effective for small businesses."}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|One Model", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Dedicated people analytics platforms (Visier, Crunchr, One Model) are enterprise tools ... not cost-effective for small businesses."}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|Looker", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "LookML requires developer expertise, making Looker less accessible for business users than Power BI or Tableau. It's also expensive for small teams."}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|Power BI", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less accessible for business users than Power BI or Tableau"}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|Tableau", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "less accessible for business users than Power BI or Tableau"}, {"id": "mai-20260917-1752-baseline|c193-s6|anthropic-small|Alteryx", "prompt": "c193-s6", "model": "anthropic-small", "cat": "people-analytics", "variant": "negative", "raw": "Alteryx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Alteryx is priced for enterprise budgets. Organizations primarily needing visualization rather than data preparation may find it overkill."}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|Visier", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "caution if you are a small organization, especially under 500 employees... can be too expensive or too complex for SMB use."}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|Workday People Analytics", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid if you are not already in the Workday ecosystem or if you need a quick, lightweight setup"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|SAP SuccessFactors Workforce Analytics", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors Workforce Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid if you are a small organization without dedicated technical resources; it is described as complex to implement"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|Oracle HCM Analytics", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "caution if you are not already using Oracle Cloud HCM or if you are under about 2,500 employees"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|Crunchr", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caution for small businesses, especially under 200 employees... enterprise pricing and data-volume requirements"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|Tableau", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid if you want a simple, ready-to-use people analytics tool"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|One Model", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use caution if your company is small and your HR data is not already centralized and clean"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|OrgVue", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "OrgVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid if your organization manages workforce data manually or your team lacks analytics experience"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|ChartHop", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "caution if your main need is engagement or sentiment analytics rather than org planning"}, {"id": "mai-20260917-1752-baseline|c193-s6|challenger-small|BambooHR", "prompt": "c193-s6", "model": "challenger-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "not something to avoid for basic SMB reporting, but caution if you expect advanced people analytics"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Visier", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you're under 1,000 employees, skip Visier entirely."}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Workday People Analytics / Prism Analytics", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics / Prism Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Extremely high cost, steep learning curve, and implementation complexity"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|SAP SuccessFactors People Analytics", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Unless you're already a SAP shop ... this is overkill."}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|One Model", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "requires advanced analytics skills (SQL, data modeling). It's designed for analytics-mature teams, not HR generalists at SMBs."}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Crunchr", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "still quote-priced, built for enterprise HR analytics teams, and requires dedicated data resources"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|ChartHop", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: Visier, Workday, SAP SuccessFactors, One Model, Crunchr, and ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|BambooHR", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious with: BambooHR if you're buying it for analytics"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|ThriveSparrow", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Are built specifically for SMB HR teams – These include platforms like ThriveSparrow"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Factorial", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "built specifically for SMB HR teams – These include platforms like ThriveSparrow, Factorial"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Zoho People", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "These include platforms like ThriveSparrow, Factorial, Zoho People"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Leapsome", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Zoho People, Leapsome, or Deel HR Core"}, {"id": "mai-20260917-1752-baseline|c193-s6|deepseek-small|Deel HR Core", "prompt": "c193-s6", "model": "deepseek-small", "cat": "people-analytics", "variant": "negative", "raw": "Deel HR Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Deel HR Core (for lighter needs)"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Visier", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach with caution: Visier, One Model, Crunchr, Workday Prism Analytics"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|One Model", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach with caution: Visier, One Model, Crunchr, Workday Prism Analytics"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Crunchr", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Workday Prism Analytics", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday Prism Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Eightfold AI", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "automated flight-risk predictors (e.g., Eightfold AI)"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Tableau", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Building custom HR dashboards from scratch in Tableau, Microsoft Power BI, or Looker"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Microsoft Power BI", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Building custom HR dashboards from scratch in Tableau, Microsoft Power BI, or Looker"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Looker", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Building custom HR dashboards from scratch in Tableau, Microsoft Power BI, or Looker"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Teramind", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Examples to approach with caution: Teramind, ActivTrak, Hubstaff"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|ActivTrak", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "ActivTrak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Examples to approach with caution: Teramind, ActivTrak, Hubstaff"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Hubstaff", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Examples to approach with caution: Teramind, ActivTrak, Hubstaff"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|BambooHR", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Prioritize the native, built-in reporting and analytics features included inside your existing HRIS (such as BambooHR\\u2019s standard reporting, Rippling\\u2019s analytics, or HiBob\\u2019s custom dashboard tools)"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Rippling", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "such as BambooHR\\u2019s standard reporting, Rippling\\u2019s analytics, or HiBob\\u2019s custom dashboard tools"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|HiBob", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "such as BambooHR\\u2019s standard reporting, Rippling\\u2019s analytics, or HiBob\\u2019s custom dashboard tools"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Culture Amp", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "simple employee engagement platforms (like Culture Amp or Lattice) offer lightweight, automated pulse surveys"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Lattice", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "simple employee engagement platforms (like Culture Amp or Lattice)"}, {"id": "mai-20260917-1752-baseline|c193-s6|google-small|Gusto", "prompt": "c193-s6", "model": "google-small", "cat": "people-analytics", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "one-click API integration with your existing core HRIS (such as BambooHR, Gusto, Rippling, or HiBob)"}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|BambooHR", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it's a good tool for small HR teams, it lacks advanced workforce modeling capabilities and is not ideal for companies that need deep predictive analytics."}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|Visier", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These enterprise-level tools may be too complex and heavy for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|Workday", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These enterprise-level tools may be too complex and heavy for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|SAP", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These enterprise-level tools may be too complex and heavy for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|One Model", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These enterprise-level tools may be too complex and heavy for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|Oracle", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These enterprise-level tools may be too complex and heavy for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|Eletive", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "This tool is not suitable for small companies under 100 employees."}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|ThriveSparrow", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Start with a tool that gives clear insights without heavy setup, such as ThriveSparrow, BambooHR, or Leapsome."}, {"id": "mai-20260917-1752-baseline|c193-s6|meta-small|Leapsome", "prompt": "c193-s6", "model": "meta-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Start with a tool that gives clear insights without heavy setup, such as ThriveSparrow, BambooHR, or Leapsome."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|Visier", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-level pricing can be prohibitively expensive for SMBs. Requires training and is not intuitive out of the box."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|Workday People Analytics", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Too complex for small HR teams and requires existing Workday infrastructure."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|SAP SuccessFactors", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Can be overkill and prohibitively expensive for smaller companies."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|Oracle HCM Cloud", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-grade platform with corresponding pricing and complexity. Not ideal for small businesses."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|One Model", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Requires significant data resources and technical expertise."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|Crunchr", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-tier pricing makes it not cost-effective for companies under 200 employees."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|Tableau", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Can be overwhelming for non-technical users and more expensive than simpler alternatives."}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|BambooHR", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Simple HR reporting and employee data management"}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|ThriveSparrow", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Easy insights without heavy setup"}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|Leapsome", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Clean dashboards for small teams"}, {"id": "mai-20260917-1752-baseline|c193-s6|minimax-small|ADP DataCloud", "prompt": "c193-s6", "model": "minimax-small", "cat": "people-analytics", "variant": "negative", "raw": "ADP DataCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Manager-friendly insights"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|Visier", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Visier is often described as overkill for small businesses due to its complexity, long implementation times (4–8 months), and high cost"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|Workday People Analytics", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses should avoid or be cautious about enterprise-focused platforms like Visier, Workday, SAP, Oracle, and One Model."}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|SAP SuccessFactors People Analytics", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SAP is designed for large organizations and may be too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|Oracle People Analytics", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Oracle's solution is not typically suitable for small businesses due to its complexity and cost"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|One Model", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Small businesses may find it unnecessarily complex and costly."}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|Eletive", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Not recommended for small companies under 100 employees"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|BambooHR", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its people analytics features are basic and lack the advanced predictive capabilities found in enterprise tools"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|Paylocity", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the built-in reporting in tools like BambooHR, Paylocity, or UKG may be sufficient for now"}, {"id": "mai-20260917-1752-baseline|c193-s6|mistral-small|UKG", "prompt": "c193-s6", "model": "mistral-small", "cat": "people-analytics", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "the built-in reporting in tools like BambooHR, Paylocity, or UKG may be sufficient for now"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Visier", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Visier** — Enterprise-Grade Overkill ... **Why to avoid:** Built for 50,000+ employee organizations"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Workday People Analytics / Workday HCM", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics / Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cost & Complexity Trap ... Massive overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|SAP SuccessFactors", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** These are comprehensive enterprise HCM suites, not lean analytics tools."}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Oracle Cloud HCM", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** These are comprehensive enterprise HCM suites, not lean analytics tools."}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|One Model", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Deep Analytics, Heavy Lift ... this becomes shelfware quickly"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Power BI", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the maintenance work is the real cost—and it never shows up on the vendor's quote"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Tableau", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Exporting to Power BI or Tableau looks \"free\" ... the maintenance work is the real cost"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Eletive", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "\"not suitable for small companies under 100 employees.\""}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|BambooHR", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "50–200 employees:** **BambooHR**, **Lattice**, **15Five**, **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Lattice", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "50–200 employees:** **BambooHR**, **Lattice**, **15Five**, **Culture Amp**"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|15Five", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**15Five**, **Culture Amp** (lighter analytics built into broader HR/engagement platforms)"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Culture Amp", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Culture Amp** (lighter analytics built into broader HR/engagement platforms)"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|ChartHop", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "200–500 employees:** **ChartHop**, **Leapsome**, **Personio**, **ThriveSparrow**"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Leapsome", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "200–500 employees:** **ChartHop**, **Leapsome**, **Personio**, **ThriveSparrow**"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|Personio", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "200–500 employees:** **ChartHop**, **Leapsome**, **Personio**, **ThriveSparrow**"}, {"id": "mai-20260917-1752-baseline|c193-s6|moonshot-small|ThriveSparrow", "prompt": "c193-s6", "model": "moonshot-small", "cat": "people-analytics", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "200–500 employees:** **ChartHop**, **Leapsome**, **Personio**, **ThriveSparrow**"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|BambooHR", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Better alternatives: BambooHR (basic reporting, ~$25/employee/month, 4.6/5 G2)"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Rippling", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stick to lightweight options like built-in HRIS reporting (e.g., BambooHR, Rippling, Gusto)"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Gusto", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto ($49 base + $6/employee, payroll-focused)"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Google Sheets", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free tools like Google Analytics/Sheets for starters"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Lattice", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB-friendly add-ons like Lattice or ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|ChartHop", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMB-friendly add-ons like Lattice or ChartHop"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Workday People Analytics", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why avoid: Premium pricing (often six figures annually), complex setup"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Visier", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid: Custom enterprise pricing, heavy data preparation, and analyst dependency"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|One Model", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "explicitly \"not recommended for small businesses.\""}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|SAP SuccessFactors (People Analytics)", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "SAP SuccessFactors (People Analytics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Why avoid: Enterprise scalability with high customization/setup costs"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Oracle HCM Analytics", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Oracle HCM Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Why avoid: Similar to SAP—geared for global enterprises with premium pricing"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Crunchr", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Caution: ... feels enterprise-oriented with high customization costs and data overload risks"}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Eletive", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "\"not suitable for small companies under 100 employees\""}, {"id": "mai-20260917-1752-baseline|c193-s6|xai-small|Qualtrics (EmployeeXM/People Analytics)", "prompt": "c193-s6", "model": "xai-small", "cat": "people-analytics", "variant": "negative", "raw": "Qualtrics (EmployeeXM/People Analytics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Poor Trustpilot ratings (1.2/5 in some aggregates) cite setup frustrations and unreliability"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Visier", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be cautious about: Enterprise-grade dedicated people-analytics platforms (Visier, Workday People Analytics, One Model, ChartHop, Crunchr, Eletive, Workhuman iQ, Microsoft Viva Glint)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Workday People Analytics", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workday People Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Designed for large, Workday-first enterprises; value scales with a full Workday footprint."}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|One Model", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "many small businesses find the cost and complexity hard to justify"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|ChartHop", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Minimum annual contract is often around $9,000."}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Crunchr", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Crunchr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-tier pricing and data-volume requirements that make it impractical for companies under 200 employees."}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Eletive", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Eletive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Explicitly flagged as \"not suitable for small companies under 100 employees.\""}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Workhuman iQ", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Workhuman iQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Not well-suited for small businesses or organizations under 500 employees."}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Microsoft Viva Glint", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Small teams may struggle with confidentiality and survey fatigue."}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Power BI", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "still need someone with BI skills to build and sustain dashboards"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Looker", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Priced per analyst rather than per employee, but still need someone with BI skills"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Zoho Analytics", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Zoho Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "General BI tools (Power BI, Looker, Zoho Analytics, etc.) ... risk under-utilizing the tool"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|BambooHR", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Better starting points for small businesses: HRIS with built-in reporting (BambooHR, Rippling, Personio, etc.)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Rippling", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "HRIS with built-in reporting (BambooHR, Rippling, Personio, etc.)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Personio", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "HRIS with built-in reporting (BambooHR, Rippling, Personio, etc.)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Lattice", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Lightweight people-analytics or engagement tools (Lattice, Culture Amp, 15Five)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Culture Amp", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Lightweight people-analytics or engagement tools (Lattice, Culture Amp, 15Five)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|15Five", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "Lightweight people-analytics or engagement tools (Lattice, Culture Amp, 15Five)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Google Sheets", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "DIY approaches (Google Sheets, Looker Studio, basic ATS analytics)"}, {"id": "mai-20260917-1752-baseline|c193-s6|zai-small|Looker Studio", "prompt": "c193-s6", "model": "zai-small", "cat": "people-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "DIY approaches (Google Sheets, Looker Studio, basic ATS analytics)"}, {"id": "mai-20260917-1752-baseline|c194-l1|alibaba-small|Anaplan", "prompt": "c194-l1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is widely considered the gold standard for enterprise workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|alibaba-small|Visier", "prompt": "c194-l1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Visier has carved out a massive niche by focusing specifically on People Analytics"}, {"id": "mai-20260917-1752-baseline|c194-l1|alibaba-small|Workday (Talent Management Module)", "prompt": "c194-l1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday (Talent Management Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the native Workday Talent Planning module is often the most practical choice"}, {"id": "mai-20260917-1752-baseline|c194-l1|alibaba-small|OneStream", "prompt": "c194-l1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **OneStream** | Enterprise Performance Mgmt | Unified Finance + HR | Unified Platform |"}, {"id": "mai-20260917-1752-baseline|c194-l1|anthropic-small|Anaplan", "prompt": "c194-l1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is considered best for overall enterprise planning, offering connected, cross-functional scenario modeling at scale."}, {"id": "mai-20260917-1752-baseline|c194-l1|anthropic-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended when workforce planning needs to live inside the broader financial model"}, {"id": "mai-20260917-1752-baseline|c194-l1|anthropic-small|Oracle Cloud HCM", "prompt": "c194-l1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when planning sits beside HR operations and labor data"}, {"id": "mai-20260917-1752-baseline|c194-l1|anthropic-small|UKG Pro", "prompt": "c194-l1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when planning sits beside HR operations and labor data"}, {"id": "mai-20260917-1752-baseline|c194-l1|anthropic-small|Visier", "prompt": "c194-l1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended for HR teams that need workforce intelligence alongside the plan"}, {"id": "mai-20260917-1752-baseline|c194-l1|anthropic-small|SAP SuccessFactors", "prompt": "c194-l1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "supports workforce planning through its analytics capabilities within the broader SAP HCM ecosystem"}, {"id": "mai-20260917-1752-baseline|c194-l1|challenger-small|Anaplan", "prompt": "c194-l1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is the best overall pick for an enterprise B2B company doing strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|challenger-small|UKG Pro Workforce Management", "prompt": "c194-l1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often ranked best for enterprise scheduling, forecasting labor demand, and time/attendance"}, {"id": "mai-20260917-1752-baseline|c194-l1|challenger-small|Pigment", "prompt": "c194-l1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong when workforce planning must integrate tightly with financial planning and multi-entity modeling"}, {"id": "mai-20260917-1752-baseline|c194-l1|challenger-small|Workday", "prompt": "c194-l1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if you want workforce management inside a broader enterprise HCM suite"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|Anaplan", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** — Best overall for complex enterprise planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on Workday or Oracle?** Start with **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|Visier", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "paired with **Visier** for people analytics and benchmarks"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|Pigment", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Anaplan** or **Pigment** — these are the market leaders for connected multi-driver enterprise modeling"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|Oracle HCM Workforce Planning", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle HCM Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The cheap default if you're on Oracle Fusion"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|ChartHop", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "good for org-chart-centric headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|deepseek-small|Orgvue", "prompt": "c194-l1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "good for org-chart-centric headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Pigment", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pigment (Best for Modern B2B SaaS & Tech Enterprises):** ... Perfect for dynamic B2B tech organizations"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Anaplan", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anaplan (Best for Massive, Complex Global Enterprises)... Limitation: Extremely high total cost of ownership (TCO)."}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Adaptive Planning (Best for Workday Shops):** ... The gold standard for organizations standardized on Workday ERP and HCM."}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|ChartHop", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ChartHop serves as the single source of truth"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Orgvue", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Orgvue (Best for Large-Scale Restructuring & Transformation)"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Visier", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Visier (Best for Enterprise People Analytics)"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Lative", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Lative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lative (Best for Sales-Capacity-Led B2B SaaS)"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Kantata", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Kantata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Kantata / Planview (Best for B2B Professional Services / Consulting)"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|Planview", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Kantata / Planview (Best for B2B Professional Services / Consulting)"}, {"id": "mai-20260917-1752-baseline|c194-l1|google-small|TeamOhana", "prompt": "c194-l1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "TeamOhana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**ChartHop** or **TeamOhana**"}, {"id": "mai-20260917-1752-baseline|c194-l1|minimax-small|Anaplan", "prompt": "c194-l1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** (most flexible)"}, {"id": "mai-20260917-1752-baseline|c194-l1|minimax-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** (if already using Workday)"}, {"id": "mai-20260917-1752-baseline|c194-l1|minimax-small|Visier", "prompt": "c194-l1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visier** (if analytics is priority)"}, {"id": "mai-20260917-1752-baseline|c194-l1|minimax-small|SAP SuccessFactors", "prompt": "c194-l1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Strong Enterprise Options ... **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c194-l1|minimax-small|Oracle Cloud HCM", "prompt": "c194-l1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle Cloud HCM** - **Best for:** enterprises needing global workforce management"}, {"id": "mai-20260917-1752-baseline|c194-l1|minimax-small|Cornerstone Workforce Planning", "prompt": "c194-l1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Cornerstone Workforce Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cornerstone Workforce Planning** - **Best for:** Learning-integrated workforce development"}, {"id": "mai-20260917-1752-baseline|c194-l1|mistral-small|Anaplan", "prompt": "c194-l1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise planning... For maximum flexibility and cross-departmental planning, **Anaplan** is the top choice."}, {"id": "mai-20260917-1752-baseline|c194-l1|mistral-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for finance-connected planning, especially if your organization already uses Workday HCM"}, {"id": "mai-20260917-1752-baseline|c194-l1|mistral-small|UKG Pro Workforce Management", "prompt": "c194-l1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for integrated HR and workforce execution"}, {"id": "mai-20260917-1752-baseline|c194-l1|moonshot-small|Anaplan", "prompt": "c194-l1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** – Best Overall for Enterprise Planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|moonshot-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated HR & Finance"}, {"id": "mai-20260917-1752-baseline|c194-l1|moonshot-small|SAP SuccessFactors", "prompt": "c194-l1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Enterprises"}, {"id": "mai-20260917-1752-baseline|c194-l1|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c194-l1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-Embedded Planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|openai-small|Anaplan", "prompt": "c194-l1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is the safest “best enterprise workforce planning software” pick for most large B2B organizations."}, {"id": "mai-20260917-1752-baseline|c194-l1|openai-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you already run Workday and want workforce planning tightly connected to FP&A and HR processes"}, {"id": "mai-20260917-1752-baseline|c194-l1|openai-small|Board", "prompt": "c194-l1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good when you want unified workforce, financial, and operational planning in one platform"}, {"id": "mai-20260917-1752-baseline|c194-l1|openai-small|IBM Planning Analytics", "prompt": "c194-l1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but can be more complex to implement and use"}, {"id": "mai-20260917-1752-baseline|c194-l1|openai-small|Pigment", "prompt": "c194-l1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "increasingly strong for headcount and scenario planning"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|Anaplan", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** (Often #1 for enterprise connected planning)"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Top for finance-aligned enterprises)"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|Oracle Fusion Cloud HCM / Workforce Modeling", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM / Workforce Modeling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Strong for large-scale governance)"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|Visier", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-driven analytics | 4.5/5"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|Jedox", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Governed scenarios | 9.3/10"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|Vena", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll/finance focus"}, {"id": "mai-20260917-1752-baseline|c194-l1|xai-small|UKG Pro", "prompt": "c194-l1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HCM + workforce mgmt"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|Anaplan", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan's multidimensional, connected planning model is unmatched for complex \"what-if\" analysis."}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|Workday Adaptive Planning", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you already run Workday HCM: Workday Adaptive Planning is the most natural fit"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|Visier", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want people analytics + workforce planning → Visier"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|OrgVue", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "OrgVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're undergoing org redesign → OrgVue"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are SAP-centric: SAP SuccessFactors Workforce Planning gives you AI-powered skills intelligence"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|Oracle Fusion Cloud HCM – Workforce Planning", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle Fusion Cloud HCM – Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle Fusion Cloud HCM is the alternative if you need a unified Oracle stack"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|Pigment", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern, Excel-like collaborative planning; strong FP&A + workforce modules"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|Vena", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vena ~$15 K–$50 K"}, {"id": "mai-20260917-1752-baseline|c194-l1|zai-small|IBM Planning Analytics", "prompt": "c194-l1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "IBM PA ~$50 K–$150 K (quote-based)"}, {"id": "mai-20260917-1752-baseline|c194-l2|alibaba-small|Anaplan", "prompt": "c194-l2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Only move to Anaplan if you find those tools too restrictive."}, {"id": "mai-20260917-1752-baseline|c194-l2|alibaba-small|Planful", "prompt": "c194-l2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Planful** or **Workday Adaptive Planning**."}, {"id": "mai-20260917-1752-baseline|c194-l2|alibaba-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Planful** or **Workday Adaptive Planning**."}, {"id": "mai-20260917-1752-baseline|c194-l2|alibaba-small|Vena Solutions", "prompt": "c194-l2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena allows you to build workforce plans directly inside Excel while storing the data in a secure database."}, {"id": "mai-20260917-1752-baseline|c194-l2|alibaba-small|ChartHop", "prompt": "c194-l2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cons:** Not a financial planning tool (you may still need a budget tool like Planful or Workday)."}, {"id": "mai-20260917-1752-baseline|c194-l2|anthropic-small|Workday", "prompt": "c194-l2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workday (Best Overall for Enterprise)**"}, {"id": "mai-20260917-1752-baseline|c194-l2|anthropic-small|Anaplan", "prompt": "c194-l2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Anaplan (Best for Complex Modeling)**"}, {"id": "mai-20260917-1752-baseline|c194-l2|anthropic-small|SAP SuccessFactors", "prompt": "c194-l2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternatives for large organizations already using these ecosystems"}, {"id": "mai-20260917-1752-baseline|c194-l2|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c194-l2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle Fusion Cloud HCM and SAP SuccessFactors anchor planning inside enterprise HCM suites with deep governance"}, {"id": "mai-20260917-1752-baseline|c194-l2|challenger-small|Anaplan", "prompt": "c194-l2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Anaplan** as the default choice for headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|challenger-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** is the best alternative"}, {"id": "mai-20260917-1752-baseline|c194-l2|challenger-small|ChartHop", "prompt": "c194-l2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies prioritizing org-chart-based planning and approvals | Strong visual planning and configurable workflows."}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|Anaplan", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is the standout choice for headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the best alternative if you're already a Workday shop"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|SAP SuccessFactors", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're an SAP shop; anchors planning inside a full HCM suite"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "same value proposition as SAP if you're on Oracle"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|Board", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise CPM platforms with strong workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|OneStream", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise CPM platforms with strong workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|Pigment", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise CPM platforms with strong workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|ChartHop", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "ChartHop's sweet spot is the mid-market"}, {"id": "mai-20260917-1752-baseline|c194-l2|deepseek-small|Agentnoon", "prompt": "c194-l2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Agentnoon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "generally better suited to smaller/younger companies"}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Adaptive Planning is the gold standard... Go with **Anaplan** or **Workday Adaptive** if **Finance** is driving the project"}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Anaplan", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Anaplan** or **Workday Adaptive** if **Finance** is driving the project and you need absolute budget rigor."}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Pigment", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Pigment** if you want a **modern, faster-to-value** alternative to legacy FP&A software."}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Nakisa", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Nakisa** or **Orgvue** if **HR** is driving the project"}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Orgvue", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Nakisa** or **Orgvue** if **HR** is driving the project with a heavy focus on org charts"}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Visier", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Large enterprises that need data-driven, predictive headcount planning."}, {"id": "mai-20260917-1752-baseline|c194-l2|google-small|Dayforce SWP (Formerly Agentnoon)", "prompt": "c194-l2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Dayforce SWP (Formerly Agentnoon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your enterprise is on or considering the Dayforce ecosystem, their strategic workforce planning module ... is highly interactive"}, {"id": "mai-20260917-1752-baseline|c194-l2|meta-small|Rippling", "prompt": "c194-l2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Rippling - A unified HR, IT, and finance platform that offers spreadsheet-free headcount management."}, {"id": "mai-20260917-1752-baseline|c194-l2|meta-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A robust platform with solutions for both financial and operational teams, best for large-scale enterprises."}, {"id": "mai-20260917-1752-baseline|c194-l2|meta-small|ChartHop", "prompt": "c194-l2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A people analytics and workforce planning tool that offers org chart-based planning with approval routing."}, {"id": "mai-20260917-1752-baseline|c194-l2|meta-small|Paylocity", "prompt": "c194-l2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An HR, payroll, and finance platform that offers headcount plans inside a unified HR ops system."}, {"id": "mai-20260917-1752-baseline|c194-l2|meta-small|Pigment", "prompt": "c194-l2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A business planning and FP&A tool that offers strategic headcount planning."}, {"id": "mai-20260917-1752-baseline|c194-l2|minimax-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|minimax-small|Anaplan", "prompt": "c194-l2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** If you need maximum flexibility and custom modeling, consider **Anaplan**"}, {"id": "mai-20260917-1752-baseline|c194-l2|minimax-small|Oracle EPM Planning", "prompt": "c194-l2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Oracle EPM Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best if Using Oracle Ecosystem)"}, {"id": "mai-20260917-1752-baseline|c194-l2|minimax-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best if Using SAP)"}, {"id": "mai-20260917-1752-baseline|c194-l2|mistral-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workday Adaptive Planning** as the top headcount planning tool"}, {"id": "mai-20260917-1752-baseline|c194-l2|mistral-small|Agentnoon", "prompt": "c194-l2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "While **Agentnoon** (now part of Dayforce) and **ChartHop** are strong alternatives"}, {"id": "mai-20260917-1752-baseline|c194-l2|mistral-small|ChartHop", "prompt": "c194-l2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChartHop** are strong alternatives—especially for visual org design and AI-powered scenario modeling"}, {"id": "mai-20260917-1752-baseline|c194-l2|moonshot-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday Adaptive Planning** as the first choice if you're already in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c194-l2|moonshot-small|Anaplan", "prompt": "c194-l2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Anaplan** if you need maximum flexibility for complex modeling across multiple systems"}, {"id": "mai-20260917-1752-baseline|c194-l2|moonshot-small|Board", "prompt": "c194-l2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Board** (Highest Rated - 9.5/10) ... Top-rated enterprise planning platform with strong workforce planning capabilities"}, {"id": "mai-20260917-1752-baseline|c194-l2|moonshot-small|Vena", "prompt": "c194-l2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vena** (Strong Finance-HR Collaboration) ... Excel-native interface with enterprise power"}, {"id": "mai-20260917-1752-baseline|c194-l2|moonshot-small|Planful", "prompt": "c194-l2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-conscious → Vena or Planful"}, {"id": "mai-20260917-1752-baseline|c194-l2|openai-small|Anaplan", "prompt": "c194-l2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Anaplan**"}, {"id": "mai-20260917-1752-baseline|c194-l2|openai-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a **more intuitive FP&A-oriented tool** and you're already heavily in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c194-l2|openai-small|Oracle Hyperion / Oracle EPM", "prompt": "c194-l2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Oracle Hyperion / Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your finance stack is already Oracle-centric"}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday Adaptive Planning as the top headcount planning tool"}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|Anaplan", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for highly complex, connected planning across finance/HR/supply chain"}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|SAP SuccessFactors", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're invested in SAP/Oracle ecosystems, these offer deep workforce planning tied to core HR/payroll"}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|Oracle Fusion Cloud HCM", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle for compliance-heavy B2B. Both handle 1000s of employees natively."}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|ChartHop", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ChartHop scales to thousands but shines at 200\\u20131,000 employees with visual org planning"}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|Abacum", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Commonly cited in 2024\\u20132026 reviews (e.g., ChartHop, Abacum, Lupahire)"}, {"id": "mai-20260917-1752-baseline|c194-l2|xai-small|Lupahire", "prompt": "c194-l2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Lupahire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Commonly cited in 2024\\u20132026 reviews (e.g., ChartHop, Abacum, Lupahire)"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|Anaplan", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Anaplan**"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|Workday Adaptive Planning", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep integration with Workday HCM; enterprise‑grade planning workflows"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|Visier", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI‑powered workforce forecasting, skills gap analysis, and predictive analytics"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|ChartHop", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visual org chart, role‑level planning, and intuitive interface"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|Deel", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built for international hiring, payroll, and compliance"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|Oracle Cloud HCM", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native workforce planning within your HCM"}, {"id": "mai-20260917-1752-baseline|c194-l2|zai-small|SAP SuccessFactors", "prompt": "c194-l2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Native workforce planning within your HCM; good if you want everything in one ecosystem"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Anaplan", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for large enterprises... layered with **Anaplan** or **One Model** for sophisticated strategic forecasting"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|One Model", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "layered with **Anaplan** or **One Model** for sophisticated strategic forecasting"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Orgvue", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specializes in visualizing organizational structures and capabilities."}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the most common architecture is to use an **integrated HCM suite (like Workday)** for data source"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|SAP SuccessFactors", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for global enterprises with complex compliance requirements and localized payroll structures"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Oracle Fusion Cloud HCM", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leverages Oracle's broad cloud infrastructure to offer predictive analytics"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Gloat", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Gloat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Skills/AI** tools (Gloat, Beamery)"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Beamery", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focuses on mapping skills against career paths and labor market trends."}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Fuel50", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Fuel50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Similar to Gloat but with a stronger emphasis on employee engagement"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|UKG Pro", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "and **UKG** for operational scheduling"}, {"id": "mai-20260917-1752-baseline|c194-l3|alibaba-small|Dayforce", "prompt": "c194-l3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "A unified HCM and WFM system strong in payroll accuracy and labor law compliance."}, {"id": "mai-20260917-1752-baseline|c194-l3|anthropic-small|Anaplan", "prompt": "c194-l3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is a connected planning platform built for large enterprises that need to model headcount, cost, and capacity across functions in one place."}, {"id": "mai-20260917-1752-baseline|c194-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workday Adaptive Planning is recommended when workforce planning needs to live inside the broader financial model."}, {"id": "mai-20260917-1752-baseline|c194-l3|anthropic-small|SAP SuccessFactors", "prompt": "c194-l3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "primarily appeals to large enterprises already invested in SAP infrastructure and seeking integrated workforce management"}, {"id": "mai-20260917-1752-baseline|c194-l3|anthropic-small|Visier", "prompt": "c194-l3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strategic tools like Workday Adaptive Planning, Anaplan, and Visier are excellent at what they do."}, {"id": "mai-20260917-1752-baseline|c194-l3|anthropic-small|AG5", "prompt": "c194-l3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AG5 is built for the operational workforce planning problem."}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|Anaplan", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is repeatedly positioned as the strongest option for cross-functional scenario modeling at scale."}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** is best when workforce plans need to live inside FP&A and financial forecasting."}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|Oracle Workforce Modeling", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest when you want native integration with those suites"}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native integration with SAP HR/HCM data and enterprise governance."}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|IBM Planning Analytics", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better fits when control, structure, and finance workflows matter more than broad planning breadth"}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|Pigment", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexible, user-friendly FP&A-style planning with strong headcount modeling."}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|Jedox", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spreadsheet-native workflow plus controlled forecasting and integrations."}, {"id": "mai-20260917-1752-baseline|c194-l3|challenger-small|Visier", "prompt": "c194-l3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more about workforce intelligence and predictive insight than classic planning workflows"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|Anaplan", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The heavy lifter for Fortune 500s that need to run millions of simultaneous what-if scenarios"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The default choice if you want your HR headcount plan to tie directly into your financial P&L without complex integrations"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|Oracle Fusion Cloud HCM / Oracle Workforce Modeling", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM / Oracle Workforce Modeling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels at hierarchical, position-centric planning"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often requires heavy SAP consulting expertise to configure scenario models"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|Visier Workforce Planning & Analytics", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier Workforce Planning & Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Visier if your primary need is *strategic insight*"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|UKG Pro Workforce Management", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG Pro Workforce Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose UKG Pro WFM if your biggest pain point is optimizing hourly labor costs and scheduling"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|Dayforce", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Operational (UKG, Dayforce): Manage daily/weekly scheduling, labor compliance, and overtime"}, {"id": "mai-20260917-1752-baseline|c194-l3|deepseek-small|Orgvue", "prompt": "c194-l3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Visier and Orgvue are typically owned by the CHRO/People Analytics team"}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|Anaplan", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unmatched scale and customization... Anaplan is the standard. However, it is complex, expensive, and typically requires a dedicated in-house \"Center of Excellence\""}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Native alignment between Finance and HR. It is the ideal choice for companies already using the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|Visier", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Visier if your planning is HR-led and you need accurate data forecasts on attrition"}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|Orgvue", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Orgvue if you are undergoing an active organizational transformation"}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|Pigment", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Pigment if you are a fast-growing, agile enterprise looking for the custom power of Anaplan but with a modern, fast-to-deploy, collaborative UI."}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|UKG (Pro / Dimensions)", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG (Pro / Dimensions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The market leader for complex, labor-heavy, and compliance-driven hourly workforces."}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|Dayforce", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An exceptional unified payroll, benefits, and operational scheduling tool for global enterprises."}, {"id": "mai-20260917-1752-baseline|c194-l3|google-small|AG5", "prompt": "c194-l3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A specialized platform focusing heavily on operational qualifications and compliance matrix tracking."}, {"id": "mai-20260917-1752-baseline|c194-l3|meta-small|Rippling", "prompt": "c194-l3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rippling is best for unified HR, IT, and workforce operations"}, {"id": "mai-20260917-1752-baseline|c194-l3|meta-small|HiBob HRIS", "prompt": "c194-l3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Rippling, HiBob HRIS, Keka, Anaplan, Visier, and Oracle Cloud Infrastructure"}, {"id": "mai-20260917-1752-baseline|c194-l3|meta-small|Keka", "prompt": "c194-l3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Keka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Rippling, HiBob HRIS, Keka, Anaplan, Visier, and Oracle Cloud Infrastructure"}, {"id": "mai-20260917-1752-baseline|c194-l3|meta-small|Anaplan", "prompt": "c194-l3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Anaplan is best for connected, cross-functional scenario modeling at scale"}, {"id": "mai-20260917-1752-baseline|c194-l3|meta-small|Visier", "prompt": "c194-l3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Visier is best for people analytics and headcount forecasting"}, {"id": "mai-20260917-1752-baseline|c194-l3|meta-small|Oracle Cloud Infrastructure", "prompt": "c194-l3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Cloud Infrastructure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle Cloud Infrastructure is best for large enterprises that need repeatable, position-and-hierarchy governed headcount scenarios"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|Oracle Workforce Modeling", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises needing repeatable, position-and-hierarchy governed headcount scenarios"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most practical path if Workday is your system of record"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|Anaplan", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be expensive (~$20,000+/year) and slower to implement"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Requires SAP ecosystem for full value"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|IBM Planning Analytics", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often chosen as alternative to Anaplan for governed planning"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|Visier", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Only platform with pre-built workforce analytics - no building from scratch"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|Pigment", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern enterprises seeking a contemporary Anaplan alternative with better UX"}, {"id": "mai-20260917-1752-baseline|c194-l3|minimax-small|OrgVue", "prompt": "c194-l3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "OrgVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprises needing deep organizational design and workforce analytics"}, {"id": "mai-20260917-1752-baseline|c194-l3|mistral-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need deep integration with HR and finance, choose Workday Adaptive Planning or Anaplan."}, {"id": "mai-20260917-1752-baseline|c194-l3|mistral-small|Oracle Workforce Modeling", "prompt": "c194-l3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For strict governance and repeatable processes, consider Oracle Workforce Modeling or IBM Planning Analytics."}, {"id": "mai-20260917-1752-baseline|c194-l3|mistral-small|Anaplan", "prompt": "c194-l3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need deep integration with HR and finance, choose Workday Adaptive Planning or Anaplan."}, {"id": "mai-20260917-1752-baseline|c194-l3|mistral-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for SAP-centric enterprises, offering deep HRIS integration"}, {"id": "mai-20260917-1752-baseline|c194-l3|mistral-small|IBM Planning Analytics", "prompt": "c194-l3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For strict governance and repeatable processes, consider Oracle Workforce Modeling or IBM Planning Analytics."}, {"id": "mai-20260917-1752-baseline|c194-l3|mistral-small|OrgChart (by The OrgChart Company)", "prompt": "c194-l3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "OrgChart (by The OrgChart Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For visual org design and position-based planning, OrgChart is a strong choice."}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Anaplan", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most powerful **multi-driver scenario modeling**; connects finance, sales, supply chain, and workforce in one planning fabric"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on Workday HCM | **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Visier", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pre-built workforce analytics and benchmarks** out of the box"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|SAP SuccessFactors", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global SAP environment | **SAP SuccessFactors**"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AI-native** skills infrastructure, digital assistant, and embedded AI agents"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Planful", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Structured FP&A workflow; strong data confidentiality controls"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Pigment", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Faster implementation than Anaplan; intuitive interface"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Vena", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Blends Excel flexibility with structured planning"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|UKG Pro", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best **plan-vs-actual variance tracking**"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|ChartHop", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Drag-and-drop org design; visual what-if modeling"}, {"id": "mai-20260917-1752-baseline|c194-l3|moonshot-small|Rotageek", "prompt": "c194-l3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Rotageek (scheduling-focused)"}, {"id": "mai-20260917-1752-baseline|c194-l3|openai-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want **strategic workforce planning tightly connected to finance planning**."}, {"id": "mai-20260917-1752-baseline|c194-l3|openai-small|Oracle Cloud EPM / Strategic Workforce Planning", "prompt": "c194-l3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Cloud EPM / Strategic Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle** if you want detailed headcount/cost driver modeling and a strong tie to HCM."}, {"id": "mai-20260917-1752-baseline|c194-l3|openai-small|IBM Planning Analytics", "prompt": "c194-l3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **IBM** if you need a flexible, analytics-heavy planning platform for complex enterprise models."}, {"id": "mai-20260917-1752-baseline|c194-l3|openai-small|SAP enterprise workforce management / workforce planning tools", "prompt": "c194-l3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP enterprise workforce management / workforce planning tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **SAP** if your organization is already deep in SAP"}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "4.6/5 G2; Gartner HCM Leader. Excels in unified data model vs. modular rivals."}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|Anaplan", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "4.6/5 G2; Top for enterprise scale."}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|Oracle Workforce Modeling", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner HCM Leader. Leads in governed, position-focused planning"}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|SAP SuccessFactors Workforce Planning", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP for global HCM"}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|IBM Planning Analytics", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "IBM for analytics depth"}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|UKG Pro", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "UKG differentiates in frontline/operational WFM (scheduling, time-tracking) but less strategic planning."}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|Planful", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable mentions for large enterprises"}, {"id": "mai-20260917-1752-baseline|c194-l3|xai-small|Orgvue", "prompt": "c194-l3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable mentions for large enterprises: **UKG Pro**, **Planful**, and **Orgvue**"}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|Anaplan", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan:** The \"Connected Planning\" giant. It is best for large enterprises needing complex, multi-driver modeling"}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|Workday Adaptive Planning", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The standard for organizations already deeply embedded in the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|Visier", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A leader in people analytics. It focuses less on \"budgeting\" and more on forecasting, skills gaps, and predictive modeling."}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|Orgvue", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The specialist for **Strategic Workforce Planning (SWP)**."}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|Planful", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong mid-market to enterprise FP&A tool that focuses heavily on governance"}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|SAP SuccessFactors Workforce Planning & Analytics", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors Workforce Planning & Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The native choice for SAP customers, integrating directly with SAP HCM and ERP data."}, {"id": "mai-20260917-1752-baseline|c194-l3|zai-small|Oracle Fusion Cloud Workforce Modeling", "prompt": "c194-l3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Fusion Cloud Workforce Modeling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The enterprise-grade option for Oracle customers"}, {"id": "mai-20260917-1752-baseline|c194-l4|alibaba-small|ChartHop", "prompt": "c194-l4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for Predictability: ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-l4|alibaba-small|Rippling", "prompt": "c194-l4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One HRIS Alternative: Rippling"}, {"id": "mai-20260917-1752-baseline|c194-l4|alibaba-small|Anaplan", "prompt": "c194-l4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is **least predictable**. Pricing is driven by \"platform capacity\"... Only choose this if the complexity of your models outweighs the benefit of budget predictability."}, {"id": "mai-20260917-1752-baseline|c194-l4|anthropic-small|Anaplan", "prompt": "c194-l4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Choice: **Anaplan**"}, {"id": "mai-20260917-1752-baseline|c194-l4|anthropic-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Anaplan** or **Workday Adaptive Planning** are the strongest choices"}, {"id": "mai-20260917-1752-baseline|c194-l4|anthropic-small|Orgvue", "prompt": "c194-l4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for large enterprises with strategic workforce planning through AI-powered scenario modeling"}, {"id": "mai-20260917-1752-baseline|c194-l4|anthropic-small|SAP SuccessFactors", "prompt": "c194-l4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers strong integration with Oracle finance systems and operational and labor cost planning."}, {"id": "mai-20260917-1752-baseline|c194-l4|challenger-small|Oracle Workforce Modeling", "prompt": "c194-l4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **Oracle Workforce Modeling** first"}, {"id": "mai-20260917-1752-baseline|c194-l4|challenger-small|Anaplan", "prompt": "c194-l4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Anaplan** if you need more cross-functional planning depth"}, {"id": "mai-20260917-1752-baseline|c194-l4|challenger-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong if your company is already Workday-centered, though one result notes ACV can be in the mid-six figures"}, {"id": "mai-20260917-1752-baseline|c194-l4|challenger-small|IBM Planning Analytics", "prompt": "c194-l4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good for governed workforce budget planning"}, {"id": "mai-20260917-1752-baseline|c194-l4|deepseek-small|Anaplan", "prompt": "c194-l4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid for your use case - **Anaplan** — ... Hardest to predict."}, {"id": "mai-20260917-1752-baseline|c194-l4|deepseek-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "quote-only with $300K–$1.5M+ implementations; predictable only if you're already on Workday HCM"}, {"id": "mai-20260917-1752-baseline|c194-l4|deepseek-small|Visier", "prompt": "c194-l4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Visier** — quote-only, typically $100K+ annually, no published rates."}, {"id": "mai-20260917-1752-baseline|c194-l4|deepseek-small|ChartHop", "prompt": "c194-l4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ChartHop** is the best choice: transparent per-employee-per-month modular pricing that scales linearly"}, {"id": "mai-20260917-1752-baseline|c194-l4|deepseek-small|Rippling", "prompt": "c194-l4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong alternatives with similar predictability - **Rippling**"}, {"id": "mai-20260917-1752-baseline|c194-l4|deepseek-small|Agentnoon", "prompt": "c194-l4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Agentnoon** — ~$4/employee/month published pricing"}, {"id": "mai-20260917-1752-baseline|c194-l4|google-small|Anaplan", "prompt": "c194-l4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "charge on a **per-seat (user) basis**... would cost several million dollars annually in licensing fees alone"}, {"id": "mai-20260917-1752-baseline|c194-l4|google-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Low** — Distributing access to thousands of managers becomes prohibitively expensive."}, {"id": "mai-20260917-1752-baseline|c194-l4|google-small|Visier", "prompt": "c194-l4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "100% budget predictability and zero \"login rationing\"."}, {"id": "mai-20260917-1752-baseline|c194-l4|google-small|Orgvue", "prompt": "c194-l4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "priced according to company size and complexity rather than named user licenses, your costs remain flat"}, {"id": "mai-20260917-1752-baseline|c194-l4|google-small|ChartHop", "prompt": "c194-l4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Straightforward PEPM (starting around $6 to $10 per employee, per month"}, {"id": "mai-20260917-1752-baseline|c194-l4|google-small|TeamOhana", "prompt": "c194-l4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Their enterprise plan has **no user-seat caps**"}, {"id": "mai-20260917-1752-baseline|c194-l4|meta-small|Anaplan", "prompt": "c194-l4", "model": "meta-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce planning software for a large company that needs predictable total cost across thousands of users is Anaplan."}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|Anaplan", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Talk to Anaplan or Workday Adaptive – Both offer enterprise pricing based on platform fees rather than per-employee."}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Talk to Anaplan or Workday Adaptive – Both offer enterprise pricing based on platform fees rather than per-employee."}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|Visier", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per-employee but quote-only, often negotiated | $200K+/year | Moderate (negotiable)"}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|Board", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Board or SAP if you want a true per-company license model."}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|SAP SuccessFactors", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PEPM, but enterprise deals can fix costs"}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|Oracle HCM Cloud", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "On-premise solutions like Oracle HCM Cloud or custom SAP deployments can be licensed per company with fixed maintenance fees, though implementation costs are high."}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|ChartHop", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Negotiate a flat-fee enterprise agreement with vendors like ChartHop or Deel Workforce Planning"}, {"id": "mai-20260917-1752-baseline|c194-l4|minimax-small|Deel Workforce Planning", "prompt": "c194-l4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Negotiate a flat-fee enterprise agreement with vendors like ChartHop or Deel Workforce Planning"}, {"id": "mai-20260917-1752-baseline|c194-l4|mistral-small|Anaplan", "prompt": "c194-l4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** and **Oracle Workforce Modeling** are the leading choices."}, {"id": "mai-20260917-1752-baseline|c194-l4|mistral-small|Oracle Workforce Modeling", "prompt": "c194-l4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Anaplan** and **Oracle Workforce Modeling** are the leading choices."}, {"id": "mai-20260917-1752-baseline|c194-l4|mistral-small|Visier", "prompt": "c194-l4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers advanced analytics and workforce planning, but pricing is not public."}, {"id": "mai-20260917-1752-baseline|c194-l4|moonshot-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Adaptive Planning** may offer the best cost predictability if you're already a Workday HCM customer"}, {"id": "mai-20260917-1752-baseline|c194-l4|moonshot-small|Anaplan", "prompt": "c194-l4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Predictability:** Lower – highly customizable pricing can make costs harder to predict"}, {"id": "mai-20260917-1752-baseline|c194-l4|moonshot-small|Visier", "prompt": "c194-l4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Predictability:** Moderate – ships with pre-built workforce metrics, reducing implementation surprises"}, {"id": "mai-20260917-1752-baseline|c194-l4|moonshot-small|ChartHop", "prompt": "c194-l4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starting at ~$4–$8 per employee/month with transparent pricing; good for mid-to-large companies"}, {"id": "mai-20260917-1752-baseline|c194-l4|moonshot-small|Deel HR", "prompt": "c194-l4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starting at $5–$18 per employee/month; predictable per-employee model"}, {"id": "mai-20260917-1752-baseline|c194-l4|moonshot-small|Planday", "prompt": "c194-l4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starting at $2.99/user/month for scheduling and payroll forecasting"}, {"id": "mai-20260917-1752-baseline|c194-l4|openai-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Workday Adaptive Planning** first and **Anaplan** second"}, {"id": "mai-20260917-1752-baseline|c194-l4|openai-small|Anaplan", "prompt": "c194-l4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why Anaplan is the main alternative"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Workday Adaptive Planning (bundled with Workday HCM)**"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|Oracle HCM Cloud (Workforce Modeling)", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Oracle HCM Cloud (Workforce Modeling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Ranked top for headcount/cost planning."}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|SAP SuccessFactors", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors** \\u2013 Global enterprise standard."}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|UKG Pro", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for operational WFM with planning"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|Anaplan", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less PEPM-predictable due to workspace fees (15\\u201325% of cost) ... but variable scaling"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|Rippling", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Predictability at Scale - Mid-market tools like Rippling/ChartHop/Deel"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|ChartHop", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Predictability at Scale - Mid-market tools like Rippling/ChartHop/Deel"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|Deel", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Predictability at Scale - Mid-market tools like Rippling/ChartHop/Deel"}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|Visier", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Quote-only pure-plays (Visier, OrgVue): Lack transparent PEPM benchmarks."}, {"id": "mai-20260917-1752-baseline|c194-l4|xai-small|OrgVue", "prompt": "c194-l4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "OrgVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Quote-only pure-plays (Visier, OrgVue): Lack transparent PEPM benchmarks."}, {"id": "mai-20260917-1752-baseline|c194-l4|zai-small|ChartHop", "prompt": "c194-l4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop** is the clear winner due to its transparent per‑employee pricing model"}, {"id": "mai-20260917-1752-baseline|c194-l4|zai-small|Workday Adaptive Planning", "prompt": "c194-l4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** is a strong second choice"}, {"id": "mai-20260917-1752-baseline|c194-l4|zai-small|Visier", "prompt": "c194-l4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is opaque; not as predictable as a per‑employee model."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Workday Adaptive Planning", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Finance-Led Planning Platforms (EPMs) ... Examples: Workday Adaptive Planning, Anaplan, Pigment, Oracle Workforce Planning."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Anaplan", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples: Workday Adaptive Planning, Anaplan, Pigment, Oracle Workforce Planning."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Pigment", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples: Workday Adaptive Planning, Anaplan, Pigment, Oracle Workforce Planning."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Oracle Workforce Planning", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Oracle Workforce Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples: Workday Adaptive Planning, Anaplan, Pigment, Oracle Workforce Planning."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|ChartHop", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HR-Led & Org-Design Platforms ... Examples: ChartHop, Visier, Orgvue."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Visier", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Examples: ChartHop, Visier, Orgvue."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Orgvue", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Examples: ChartHop, Visier, Orgvue."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|Workday", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Core HRIS Modules ... Examples: Workday, SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c194-l5|google-small|SAP SuccessFactors", "prompt": "c194-l5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Core HRIS Modules ... Examples: Workday, SAP SuccessFactors."}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|Workday Adaptive Planning", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for enterprises already in the Workday ecosystem seeking unified workforce and financial planning."}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|Aleph", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market to enterprise finance teams that want no-code, spreadsheet-native FP&A"}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|OneStream", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large, global organizations that need unified financial and operational planning"}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|Oracle Cloud EPM", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for enterprise finance teams with complex governance, multi-entity headcount consolidation"}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|Rocketlane", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers enterprise-grade foundation, security, and compliance features, including SOC 2 Type II and SSO."}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|Agentnoon", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simplifies complex organizational planning with data-driven workforce strategies designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c194-l5|meta-small|UKG Pro (UltiPro)", "prompt": "c194-l5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for large workforce management, offering automated compliance, including SOC 2 support."}, {"id": "mai-20260917-1752-baseline|c194-l5|minimax-small|Workday", "prompt": "c194-l5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** | Enterprise-grade, SOC 2 Type II, extensive RBAC"}, {"id": "mai-20260917-1752-baseline|c194-l5|minimax-small|SAP SuccessFactors", "prompt": "c194-l5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** | SOC 2 certified, enterprise focus"}, {"id": "mai-20260917-1752-baseline|c194-l5|minimax-small|BambooHR", "prompt": "c194-l5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** | SOC 2 Type II, strong security documentation"}, {"id": "mai-20260917-1752-baseline|c194-l5|minimax-small|Gusto", "prompt": "c194-l5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Gusto** | SOC 2 compliant (better for mid-market)"}, {"id": "mai-20260917-1752-baseline|c194-l5|minimax-small|Deel", "prompt": "c194-l5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deel** | SOC 2, global workforce compliance"}, {"id": "mai-20260917-1752-baseline|c194-l5|minimax-small|Crunchr", "prompt": "c194-l5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Crunchr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Crunchr** | People analytics + SOC 2/GDPR"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Workday Workforce Planning", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Workforce Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday Workforce Planning** (if you use Workday)"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|SAP SuccessFactors Workforce Analytics & Planning", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors Workforce Analytics & Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP SuccessFactors Workforce Analytics & Planning**"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Oracle Workforce Planning & Modeling", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Oracle Workforce Planning & Modeling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Workforce Planning & Modeling**"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Visier Workforce Planning & Analytics", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Visier Workforce Planning & Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Visier Workforce Planning & Analytics**"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Tableau (with workforce data connectors)", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Tableau (with workforce data connectors)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tableau (with workforce data connectors)**"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Kronos Workforce Planning (UKG)", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Kronos Workforce Planning (UKG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kronos Workforce Planning (UKG)**"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Anaplan", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Anaplan (for advanced modeling)**"}, {"id": "mai-20260917-1752-baseline|c194-l5|mistral-small|Planful", "prompt": "c194-l5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Planful (for FP&A + workforce planning)**"}, {"id": "mai-20260917-1752-baseline|c194-l5|moonshot-small|Anaplan", "prompt": "c194-l5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms commonly evaluated for enterprise workforce planning include: | **Anaplan** | Connected, cross-functional scenario modeling at scale |"}, {"id": "mai-20260917-1752-baseline|c194-l5|moonshot-small|Workday Adaptive Planning", "prompt": "c194-l5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday Adaptive Planning** | When workforce planning needs to live inside broader financial planning"}, {"id": "mai-20260917-1752-baseline|c194-l5|moonshot-small|Visier", "prompt": "c194-l5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Visier** | People analytics and workforce intelligence alongside planning"}, {"id": "mai-20260917-1752-baseline|c194-l5|moonshot-small|SAP SuccessFactors", "prompt": "c194-l5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP SuccessFactors** | Organizations deep in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c194-l5|moonshot-small|ChartHop", "prompt": "c194-l5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ChartHop** | Mid-market to lower enterprise with strong UX focus"}, {"id": "mai-20260917-1752-baseline|c194-l5|xai-small|Vena", "prompt": "c194-l5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Aim for tools like Vena, Anaplan, Cube, or HCM-adjacent platforms ... Vena (finance-led)"}, {"id": "mai-20260917-1752-baseline|c194-l5|xai-small|Anaplan", "prompt": "c194-l5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "top enterprise fits include Anaplan (scenario modeling), Vena (finance-led), Cube (budget alignment)"}, {"id": "mai-20260917-1752-baseline|c194-l5|xai-small|Cube", "prompt": "c194-l5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cube (budget alignment)"}, {"id": "mai-20260917-1752-baseline|c194-l5|zai-small|ChartHop", "prompt": "c194-l5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid‑market plans (ChartHop, Rippling, etc.) often start at $6–$12/employee/month."}, {"id": "mai-20260917-1752-baseline|c194-l5|zai-small|Rippling", "prompt": "c194-l5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid‑market plans (ChartHop, Rippling, etc.) often start at $6–$12/employee/month."}, {"id": "mai-20260917-1752-baseline|c194-l6|alibaba-small|BambooHR", "prompt": "c194-l6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SME-Focused HR Platforms (e.g., BambooHR) ... **Why to Avoid:** They typically lack the advanced predictive analytics"}, {"id": "mai-20260917-1752-baseline|c194-l6|alibaba-small|Leapsome", "prompt": "c194-l6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution:** Do not rely on these for heavy lifting like headcount forecasting, labor cost modeling, or succession planning."}, {"id": "mai-20260917-1752-baseline|c194-l6|alibaba-small|Lattice", "prompt": "c194-l6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools built primarily for employee engagement, feedback, and performance management (like Lattice, 15Five, or Leapsome)"}, {"id": "mai-20260917-1752-baseline|c194-l6|alibaba-small|15Five", "prompt": "c194-l6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools built primarily for employee engagement, feedback, and performance management (like Lattice, 15Five, or Leapsome)"}, {"id": "mai-20260917-1752-baseline|c194-l6|alibaba-small|Excel/Google Sheets", "prompt": "c194-l6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "relying solely on spreadsheets for workforce planning becomes risky once an organization exceeds ~5,000–10,000 employees"}, {"id": "mai-20260917-1752-baseline|c194-l6|anthropic-small|Workday", "prompt": "c194-l6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday has a significant total cost of ownership, long implementation timelines, and its platform's complexity often exceeds the actual needs"}, {"id": "mai-20260917-1752-baseline|c194-l6|anthropic-small|Workday Adaptive Planning", "prompt": "c194-l6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for the strategic layer, not the operational one, and shift-level qualification management is not in scope"}, {"id": "mai-20260917-1752-baseline|c194-l6|anthropic-small|Orgvue", "prompt": "c194-l6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be overly specialized for organizations with simpler requirements"}, {"id": "mai-20260917-1752-baseline|c194-l6|anthropic-small|Anaplan", "prompt": "c194-l6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "particularly strong when workforce planning is closely tied to budgeting, cost forecasting, and financial modeling"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Spreadsheets as the system of record"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Workday HCM", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid overloading your HRIS with planning workloads it was never designed for."}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|SAP SuccessFactors", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "systems of record built to *execute and track*, not to make decisions"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Oracle HCM", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "forcing your HCM to be a planning engine"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Anaplan", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious about: Heavy suites (Anaplan, Workday Adaptive) unless you have the budget, governance discipline, and admin resources"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Workday Adaptive Planning", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reviewers consistently flag a **steep learning curve**, complex setup requiring professional services"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Oracle Workforce Modeling", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it's ill-suited if you don't already have mature position-control governance"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Abacum", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Abacum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may lack the modeling depth, governance, and scenario capability needed at large-enterprise scale"}, {"id": "mai-20260917-1752-baseline|c194-l6|deepseek-small|Planful", "prompt": "c194-l6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tools like Abacum, Planful, or lighter FP&A platforms can be great for mid-market teams but may lack the modeling depth"}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Excel", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Master Spreadsheet (Excel / Google Sheets) ... they are the single greatest liability for enterprise-scale planning."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Google Sheets", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Master Spreadsheet (Excel / Google Sheets) ... they are the single greatest liability for enterprise-scale planning."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Gusto", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "basic headcount planning modules built into SMB-focused HRIS/ATS platforms (e.g., Gusto, BambooHR...) ... They lack the mathematical engines required for complex corporate forecasting."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|BambooHR", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "(e.g., Gusto, BambooHR, or basic startup-oriented org chart tools) ... SMB tools cannot model these trade-offs."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Kronos", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Kronos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprises often purchase frontline scheduling software (like Kronos, Deputy, or TCP) and attempt to use them for 3-to-5-year corporate talent forecasting."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Deputy", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprises often purchase frontline scheduling software (like Kronos, Deputy, or TCP) and attempt to use them for 3-to-5-year corporate talent forecasting."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|TCP", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "TCP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprises often purchase frontline scheduling software (like Kronos, Deputy, or TCP) and attempt to use them for 3-to-5-year corporate talent forecasting."}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Orgvue", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "it should prioritize systems that support **Connected Planning** (such as Orgvue, Anaplan, or Workday Adaptive Planning)"}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Anaplan", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as Orgvue, Anaplan, or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c194-l6|google-small|Workday Adaptive Planning", "prompt": "c194-l6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "such as Orgvue, Anaplan, or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c194-l6|meta-small|spreadsheets", "prompt": "c194-l6", "model": "meta-small", "cat": "workforce-planning", "variant": "negative", "raw": "spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "spreadsheets are not suitable for large enterprises due to their limitations in handling complex data and lack of integration with other systems"}, {"id": "mai-20260917-1752-baseline|c194-l6|meta-small|Orgvue", "prompt": "c194-l6", "model": "meta-small", "cat": "workforce-planning", "variant": "negative", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "suitable for large enterprises, but they come with enterprise price tags and long implementation cycles"}, {"id": "mai-20260917-1752-baseline|c194-l6|meta-small|Anaplan", "prompt": "c194-l6", "model": "meta-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suitable for large enterprises, but they come with enterprise price tags and long implementation cycles"}, {"id": "mai-20260917-1752-baseline|c194-l6|meta-small|Workday Adaptive Planning", "prompt": "c194-l6", "model": "meta-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "suitable for large enterprises, but they come with enterprise price tags and long implementation cycles"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|BambooHR", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BambooHR** – Lacks advanced people analytics, predictive workforce modeling, or AI-powered insights"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|Leapsome", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Leapsome** – Not suitable for enterprises over 5,000 employees needing deep workforce modeling"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|Excel/Google Sheets", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "spreadsheet-only approaches (Excel/Google Sheets) are **not scalable** for large enterprises"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|Workday", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise-grade platforms**: Workday, SAP, Oracle, Anaplan, or OrgVue"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|SAP", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise-grade platforms**: Workday, SAP, Oracle, Anaplan, or OrgVue"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|Oracle", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise-grade platforms**: Workday, SAP, Oracle, Anaplan, or OrgVue"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|Anaplan", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Enterprise-grade platforms**: Workday, SAP, Oracle, Anaplan, or OrgVue"}, {"id": "mai-20260917-1752-baseline|c194-l6|minimax-small|OrgVue", "prompt": "c194-l6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "OrgVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise-grade platforms**: Workday, SAP, Oracle, Anaplan, or OrgVue"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|Excel", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|Workday", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Using your core HCM (Workday, SAP, Oracle HCM, etc.) as your primary workforce planning tool creates a costly paradox"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|SAP", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Using your core HCM (Workday, SAP, Oracle HCM, etc.) as your primary workforce planning tool creates a costly paradox"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|Oracle HCM", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Verdict: Be highly cautious"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|ChartHop", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like **ChartHop** or **Float** (when used beyond their design intent) create a category error"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|Float", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Verdict: Avoid for enterprise-wide planning"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|Anaplan", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sophisticated tools like **Anaplan** or **Oracle Workforce Modeling** can fail catastrophically if the enterprise isn't prepared"}, {"id": "mai-20260917-1752-baseline|c194-l6|moonshot-small|Oracle Workforce Modeling", "prompt": "c194-l6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can fail catastrophically if the enterprise isn't prepared"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets (Excel/Google Sheets) at scale**: Common for small teams but disastrous for enterprises"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Anaplan", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overly Complex Modeling Platforms (e.g., Anaplan, certain finance-led tools)... Steep learning curves, high implementation complexity"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Leapsome", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Basic Headcount/Org Chart Tools (e.g., Leapsome, standalone diagramming apps)... lack scenario modeling"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Workday Adaptive Planning", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Embedded HCM Modules Without Expansion (e.g., Workday Adaptive Planning...)... rigid for hybrid setups"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|SAP Analytics Cloud", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Embedded HCM Modules Without Expansion (e.g., ... SAP Analytics Cloud ...)... rigid for hybrid setups"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Oracle", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Oracle in isolation)... **Why cautious?** Strong if you're all-in on that HCM ecosystem"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|UKG Pro", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Frontline/Scheduling-Focused WFM Tools (e.g., UKG Pro...)... weak on strategic enterprise planning"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Dayforce", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Dayforce for non-hourly ops)... weak on strategic enterprise planning like succession, skills gaps"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|Visier", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Leaders (per reviews): Visier, One Model for analytics-heavy"}, {"id": "mai-20260917-1752-baseline|c194-l6|xai-small|One Model", "prompt": "c194-l6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Leaders (per reviews): Visier, One Model for analytics-heavy"}, {"id": "mai-20260917-1752-baseline|c194-l6|zai-small|Excel", "prompt": "c194-l6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Planning (Excel/Google Sheets) ... relying on spreadsheets is widely considered the single biggest pitfall"}, {"id": "mai-20260917-1752-baseline|c194-l6|zai-small|Google Sheets", "prompt": "c194-l6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Based Planning (Excel/Google Sheets)"}, {"id": "mai-20260917-1752-baseline|c194-l6|zai-small|Workday", "prompt": "c194-l6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the basic module in Workday, SAP, or Oracle ... simply relying on the standard HCM module is generally considered insufficient"}, {"id": "mai-20260917-1752-baseline|c194-l6|zai-small|SAP", "prompt": "c194-l6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the basic module in Workday, SAP, or Oracle) as their primary planning tool ... Why to Avoid"}, {"id": "mai-20260917-1752-baseline|c194-l6|zai-small|Oracle", "prompt": "c194-l6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the basic module in Workday, SAP, or Oracle) as their primary planning tool ... Why to Avoid"}, {"id": "mai-20260917-1752-baseline|c194-l6|zai-small|Workday Adaptive Planning", "prompt": "c194-l6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "While tools like Workday Adaptive Planning are excellent"}, {"id": "mai-20260917-1752-baseline|c194-m1|alibaba-small|Planful", "prompt": "c194-m1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Finance & HR Collaboration: **Planful**"}, {"id": "mai-20260917-1752-baseline|c194-m1|alibaba-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Use Workday: **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline|c194-m1|alibaba-small|Paylocity", "prompt": "c194-m1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrated HR & Payroll: **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c194-m1|alibaba-small|Orgvue", "prompt": "c194-m1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Advanced Scenario Modeling: **Orgvue**"}, {"id": "mai-20260917-1752-baseline|c194-m1|alibaba-small|Visier", "prompt": "c194-m1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Data-Driven Analytics: **Visier**"}, {"id": "mai-20260917-1752-baseline|c194-m1|alibaba-small|Abacum", "prompt": "c194-m1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Planful or Abacum** if your Finance department leads the planning process"}, {"id": "mai-20260917-1752-baseline|c194-m1|anthropic-small|ChartHop", "prompt": "c194-m1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop is known for its ease of use and strong visualization capabilities, particularly for mid-market organizations seeking greater organizational visibility"}, {"id": "mai-20260917-1752-baseline|c194-m1|anthropic-small|Paylocity", "prompt": "c194-m1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paylocity keeps the workforce picture in one platform for a mid-market team without a dedicated planning function"}, {"id": "mai-20260917-1752-baseline|c194-m1|anthropic-small|HiBob HRIS", "prompt": "c194-m1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob HRIS is best for mid-market people analytics and engagement"}, {"id": "mai-20260917-1752-baseline|c194-m1|anthropic-small|Pigment", "prompt": "c194-m1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pigment is best for FP&A-driven headcount and scenario modeling"}, {"id": "mai-20260917-1752-baseline|c194-m1|anthropic-small|Deel", "prompt": "c194-m1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel is best for workforce planning across borders"}, {"id": "mai-20260917-1752-baseline|c194-m1|challenger-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Workday Adaptive Planning** if you need serious headcount, scenario, and budget planning"}, {"id": "mai-20260917-1752-baseline|c194-m1|challenger-small|HiBob", "prompt": "c194-m1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best HR-first mid-market option:** **HiBob**"}, {"id": "mai-20260917-1752-baseline|c194-m1|challenger-small|Paylocity", "prompt": "c194-m1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-in-one HR/payroll alternative:** **Paylocity**"}, {"id": "mai-20260917-1752-baseline|c194-m1|challenger-small|Abacum", "prompt": "c194-m1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best finance-led planning alternative:** **Abacum**"}, {"id": "mai-20260917-1752-baseline|c194-m1|challenger-small|Visier", "prompt": "c194-m1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best analytics-first option:** **Visier**"}, {"id": "mai-20260917-1752-baseline|c194-m1|challenger-small|Planful", "prompt": "c194-m1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Abacum** or **Planful** if your workforce plan must roll directly into finance models"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My near-universal top pick for mid-market B2B: Planful (or Workday Adaptive Planning if you're a Workday shop)"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Planful", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My near-universal top pick for mid-market B2B: Planful"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Visier", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Visier's People Planning module is built for mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|ChartHop", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with ChartHop as a lightweight HR-side complement if needed"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Pigment", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're finance-led and spreadsheet-adjacent → Planful or Pigment"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Paylocity", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want one tool for HR + payroll + planning → Paylocity or ADP Workforce Now"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|ADP", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "→ Paylocity or ADP Workforce Now (70% of ADP's reviewers come from mid-market firms)"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Anaplan", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Anaplan is excellent but often \"too much machinery\" for mid-market"}, {"id": "mai-20260917-1752-baseline|c194-m1|deepseek-small|Orgvue", "prompt": "c194-m1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Orgvue is reserved for companies with dedicated workforce planning functions and heavy data complexity"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|Anaplan", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need the extreme complexity, high licensing costs, and long implementation times of enterprise legacy tools like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need the extreme complexity, high licensing costs, and long implementation times of enterprise legacy tools like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|ChartHop", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ChartHop (Best Overall for Cross-Functional Teams)"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|TeamOhana", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamOhana (Best for Position Management & Hiring Governance)"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|Pigment", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pigment (Best for Modern, Connected Business Planning)"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|Abacum", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Abacum or Mosaic (Best for Mid-Market Strategic Finance)"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|Mosaic", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Both Abacum and Mosaic are FP&A platforms built specifically to give mid-market finance teams enterprise-grade power"}, {"id": "mai-20260917-1752-baseline|c194-m1|google-small|Rippling", "prompt": "c194-m1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling (Best All-in-One Platform)"}, {"id": "mai-20260917-1752-baseline|c194-m1|meta-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Workday Adaptive Planning - Best for teams already on Workday HCM."}, {"id": "mai-20260917-1752-baseline|c194-m1|meta-small|Planful", "prompt": "c194-m1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Planful - Best for finance-led headcount planning."}, {"id": "mai-20260917-1752-baseline|c194-m1|meta-small|Abacum", "prompt": "c194-m1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Abacum - Best for finance-led headcount planning."}, {"id": "mai-20260917-1752-baseline|c194-m1|meta-small|Visier", "prompt": "c194-m1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Visier - Best for analytics-first workforce intelligence."}, {"id": "mai-20260917-1752-baseline|c194-m1|meta-small|Paylocity", "prompt": "c194-m1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market organizations that want HR, payroll, and planning in one place without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c194-m1|meta-small|Hibob", "prompt": "c194-m1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Hibob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for mid-market organizations that want a single people platform covering HR operations and basic workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m1|minimax-small|Workday", "prompt": "c194-m1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have budget and want comprehensive functionality, **Workday** is the industry leader."}, {"id": "mai-20260917-1752-baseline|c194-m1|minimax-small|Visier", "prompt": "c194-m1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Visier** or **Dayforce** as they offer strong value-to-feature ratios"}, {"id": "mai-20260917-1752-baseline|c194-m1|minimax-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pros:** Excellent budgeting and forecasting, flexible"}, {"id": "mai-20260917-1752-baseline|c194-m1|minimax-small|Oracle HCM Cloud", "prompt": "c194-m1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cons:** Complex implementation"}, {"id": "mai-20260917-1752-baseline|c194-m1|minimax-small|Dayforce (Ceridian)", "prompt": "c194-m1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd suggest starting with **Visier** or **Dayforce** as they offer strong value-to-feature ratios"}, {"id": "mai-20260917-1752-baseline|c194-m1|minimax-small|Lattice", "prompt": "c194-m1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Growing B2B companies"}, {"id": "mai-20260917-1752-baseline|c194-m1|mistral-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal if you're already using Workday HCM and want seamless integration for workforce planning alongside financial planning."}, {"id": "mai-20260917-1752-baseline|c194-m1|mistral-small|Planful", "prompt": "c194-m1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market finance and HR teams that need a dedicated workforce planning module integrated with FP&A"}, {"id": "mai-20260917-1752-baseline|c194-m1|mistral-small|Visier", "prompt": "c194-m1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for companies that want analytics-driven workforce intelligence and planning."}, {"id": "mai-20260917-1752-baseline|c194-m1|mistral-small|Hibob (Bob)", "prompt": "c194-m1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Hibob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A modern, user-friendly HR platform with built-in workforce planning features, perfect for mid-market companies"}, {"id": "mai-20260917-1752-baseline|c194-m1|mistral-small|ADP Workforce Now", "prompt": "c194-m1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A comprehensive HR, payroll, and time tracking solution with workforce planning capabilities"}, {"id": "mai-20260917-1752-baseline|c194-m1|mistral-small|Paylocity", "prompt": "c194-m1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers HR, payroll, finance, and basic workforce planning in one platform"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|Rippling", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** ⭐ (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|Pigment", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A newer-generation planning platform that's simpler than enterprise tools like Anaplan"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|Anaplan", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "simpler than enterprise tools like Anaplan but more robust than spreadsheets"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong integration between workforce and financial planning"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|ADP Workforce Now", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Reducing tool sprawl"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|Paylocity", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Covers HR, payroll, finance, and IT in one platform"}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|HiBob HRIS", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Praised for ease of use, intuitive interface, and responsive support."}, {"id": "mai-20260917-1752-baseline|c194-m1|moonshot-small|BambooHR", "prompt": "c194-m1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Easiest setup and use | **HiBob** or **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c194-m1|openai-small|HiBob HRIS", "prompt": "c194-m1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **HiBob HRIS**"}, {"id": "mai-20260917-1752-baseline|c194-m1|openai-small|Anaplan", "prompt": "c194-m1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "more **finance-led**...then **Anaplan** or **Workday Adaptive Planning** are better fits"}, {"id": "mai-20260917-1752-baseline|c194-m1|openai-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Adaptive Planning for **budgeting, modeling, and workforce forecasts**"}, {"id": "mai-20260917-1752-baseline|c194-m1|openai-small|Rippling", "prompt": "c194-m1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** is the broadest option and currently has the highest G2 user rating in the category"}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|Rippling", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (G2 Leader, 4.8/5 from 13k+ reviews) - Why it fits: All-in-one HR/payroll/IT platform with strong workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|Paylocity", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suited for mid-market B2B needing integrated payroll/HR without enterprise complexity."}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|ChartHop", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Visual org design, headcount/scenario modeling, skills planning. Affordable, approachable for mid-market HR teams"}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|Planful", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Planful for lighter mid-market; Adaptive if on Workday HCM."}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FP&A-led with workforce modules (costs, headcount tied to revenue forecasts"}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|Pigment", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others to consider: Pigment (modern FP&A, mid-market scaling)"}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|HiBob", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HiBob (people analytics)"}, {"id": "mai-20260917-1752-baseline|c194-m1|xai-small|Visier", "prompt": "c194-m1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Visier (analytics-heavy, but pricier for pure planning)"}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|HiBob", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want HR‑centric, all‑in‑one planning:** Choose **HiBob**."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|Planful", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want finance‑led, scenario‑rich headcount planning:** Choose **Planful**."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|Visier", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want analytics‑first workforce intelligence with planning on top:** Choose **Visier**."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|Anaplan", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the enterprise complexity of tools like Anaplan"}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|ChartHop", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid‑market org design, headcount planning, and compensation planning."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|ADP Workforce Now", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid‑market companies wanting payroll, benefits, HR, and basic planning in one place."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|Paylocity", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid‑market HR + planning."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|TeamOhana", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "TeamOhana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Purpose‑built for headcount planning with budget alignment"}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|Workday Adaptive Planning", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid‑market companies already on Workday HCM."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|One Model", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid‑market organizations needing a dedicated people data model."}, {"id": "mai-20260917-1752-baseline|c194-m1|zai-small|BambooHR", "prompt": "c194-m1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "One system → HiBob, ADP Workforce Now, Paylocity, BambooHR"}, {"id": "mai-20260917-1752-baseline|c194-m2|alibaba-small|ChartHop", "prompt": "c194-m2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies today, **ChartHop** is often the preferred pick"}, {"id": "mai-20260917-1752-baseline|c194-m2|alibaba-small|Planful", "prompt": "c194-m2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Finance-Led Planning: **Planful** or **Pigment**"}, {"id": "mai-20260917-1752-baseline|c194-m2|alibaba-small|Pigment", "prompt": "c194-m2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its flexible spreadsheet-like interface that handles complex multi-dimensional modeling"}, {"id": "mai-20260917-1752-baseline|c194-m2|alibaba-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is already on Workday HCM, leveraging Adaptive Planning is often the safest route"}, {"id": "mai-20260917-1752-baseline|c194-m2|alibaba-small|Rippling", "prompt": "c194-m2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their built-in workforce planning tools are highly efficient for keeping costs aligned with headcount"}, {"id": "mai-20260917-1752-baseline|c194-m2|alibaba-small|Visier", "prompt": "c194-m2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for advanced attrition modeling and deep workforce intelligence."}, {"id": "mai-20260917-1752-baseline|c194-m2|anthropic-small|Rippling", "prompt": "c194-m2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Option: Rippling"}, {"id": "mai-20260917-1752-baseline|c194-m2|anthropic-small|Aleph", "prompt": "c194-m2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Aleph (for Finance-Led Planning)"}, {"id": "mai-20260917-1752-baseline|c194-m2|anthropic-small|Workday", "prompt": "c194-m2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a real advantage for companies already deeply invested in Workday"}, {"id": "mai-20260917-1752-baseline|c194-m2|challenger-small|ChartHop", "prompt": "c194-m2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartHop** if you want a dedicated headcount planning tool"}, {"id": "mai-20260917-1752-baseline|c194-m2|challenger-small|Paylocity", "prompt": "c194-m2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want **headcount planning inside a broader HR/HCM platform**"}, {"id": "mai-20260917-1752-baseline|c194-m2|challenger-small|Abacum", "prompt": "c194-m2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if **finance-led workforce planning** and faster time to value matter most"}, {"id": "mai-20260917-1752-baseline|c194-m2|challenger-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you already use Workday and need **recurring headcount cycles, approvals, and variance reporting**"}, {"id": "mai-20260917-1752-baseline|c194-m2|challenger-small|Planful", "prompt": "c194-m2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you want **finance-centric headcount and budget forecasting** in a mid-market setting"}, {"id": "mai-20260917-1752-baseline|c194-m2|deepseek-small|ChartHop", "prompt": "c194-m2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop** is the strongest all-around pick"}, {"id": "mai-20260917-1752-baseline|c194-m2|deepseek-small|Cube", "prompt": "c194-m2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Finance-led planning | Spreadsheet-native (Excel/Sheets) with AI insights... Strong mid-market fit."}, {"id": "mai-20260917-1752-baseline|c194-m2|deepseek-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: pricing is steep ($140k\\u2013$250k/yr for mid-market)."}, {"id": "mai-20260917-1752-baseline|c194-m2|deepseek-small|Visier", "prompt": "c194-m2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excellent people analytics, but more enterprise-oriented and analytics-focused than transactional planning."}, {"id": "mai-20260917-1752-baseline|c194-m2|deepseek-small|Rippling", "prompt": "c194-m2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Handles basic headcount planning inside an existing HRIS without a separate purchase\\u2014good if you already use it."}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|Anaplan", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the extreme cost and complexity of enterprise tools (like Anaplan or Workday Adaptive Planning)"}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the extreme cost and complexity of enterprise tools (like Anaplan or Workday Adaptive Planning)"}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|ChartHop", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose ChartHop if you want a visual, collaborative, and HR-friendly tool... (This is the most common crowd-pleaser for mid-sized teams)"}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|TeamOhana", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose TeamOhana if your biggest pain point is recruiting governance"}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|Lative", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Lative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Lative if you are a sales-driven B2B company"}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|Rippling", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Rippling if you are already on their platform"}, {"id": "mai-20260917-1752-baseline|c194-m2|google-small|Pigment", "prompt": "c194-m2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best for Finance-Led, Multi-Scenario Modeling: Pigment"}, {"id": "mai-20260917-1752-baseline|c194-m2|meta-small|ChartHop", "prompt": "c194-m2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop - Best for visual headcount planning across open roles."}, {"id": "mai-20260917-1752-baseline|c194-m2|meta-small|Rippling", "prompt": "c194-m2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling - Best for small to mid-market businesses"}, {"id": "mai-20260917-1752-baseline|c194-m2|meta-small|Abacum", "prompt": "c194-m2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Abacum - Best for scaling mid-market businesses and enterprises"}, {"id": "mai-20260917-1752-baseline|c194-m2|minimax-small|Planful", "prompt": "c194-m2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Planful** if you have 200+ employees and want strong finance integration"}, {"id": "mai-20260917-1752-baseline|c194-m2|minimax-small|ChartHop", "prompt": "c194-m2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **ChartHop** if you prefer visual planning and have a tighter budget"}, {"id": "mai-20260917-1752-baseline|c194-m2|minimax-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Scale) ... Best for: Larger mid-market companies (500+ employees)"}, {"id": "mai-20260917-1752-baseline|c194-m2|minimax-small|Rippling", "prompt": "c194-m2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Unified Platform) - Why: Unified HR, IT, and finance platform"}, {"id": "mai-20260917-1752-baseline|c194-m2|mistral-small|ChartHop", "prompt": "c194-m2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a dedicated headcount planning tool with strong visualization and scenario modeling, choose **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c194-m2|mistral-small|Paylocity", "prompt": "c194-m2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer an all-in-one HR platform, consider **Paylocity** or **ADP Workforce Now**."}, {"id": "mai-20260917-1752-baseline|c194-m2|mistral-small|ADP Workforce Now", "prompt": "c194-m2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another all-in-one HCM platform for midsize businesses, offering headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-m2|mistral-small|Rippling", "prompt": "c194-m2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for small to mid-market businesses, Rippling combines headcount planning with payroll"}, {"id": "mai-20260917-1752-baseline|c194-m2|mistral-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you\\u2019re already using Workday, **Workday Adaptive Planning** is a natural fit."}, {"id": "mai-20260917-1752-baseline|c194-m2|moonshot-small|ChartHop", "prompt": "c194-m2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **ChartHop** if your Head of People/HR wants to drive the process, or **Abacum** if your CFO/Finance team wants to lead."}, {"id": "mai-20260917-1752-baseline|c194-m2|moonshot-small|Abacum", "prompt": "c194-m2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **ChartHop** if your Head of People/HR wants to drive the process, or **Abacum** if your CFO/Finance team wants to lead."}, {"id": "mai-20260917-1752-baseline|c194-m2|moonshot-small|Rippling", "prompt": "c194-m2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need Unified HR + Finance ... their headcount planning module integrates seamlessly"}, {"id": "mai-20260917-1752-baseline|c194-m2|moonshot-small|Pigment", "prompt": "c194-m2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Sophisticated Scenario Modeling"}, {"id": "mai-20260917-1752-baseline|c194-m2|moonshot-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "avoid the heavy implementation overhead of enterprise tools like Workday Adaptive Planning or Anaplan"}, {"id": "mai-20260917-1752-baseline|c194-m2|moonshot-small|Anaplan", "prompt": "c194-m2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid the heavy implementation overhead of enterprise tools like Workday Adaptive Planning or Anaplan"}, {"id": "mai-20260917-1752-baseline|c194-m2|openai-small|Planful", "prompt": "c194-m2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Planful** often being the better fit if you want a more approachable mid-market FP&A tool that includes **workforce planning**"}, {"id": "mai-20260917-1752-baseline|c194-m2|openai-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday Adaptive Planning** if finance-led planning is central and you expect heavier modeling"}, {"id": "mai-20260917-1752-baseline|c194-m2|openai-small|Anaplan", "prompt": "c194-m2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Anaplan** if you need highly flexible, cross-functional planning and can support a more enterprise-style rollout"}, {"id": "mai-20260917-1752-baseline|c194-m2|xai-small|ChartHop", "prompt": "c194-m2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ChartHop as the top headcount planning tool"}, {"id": "mai-20260917-1752-baseline|c194-m2|xai-small|Abacum", "prompt": "c194-m2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-ranked in some lists (e.g., ZipDo); excels in cost forecasting and scenarios for B2B FP&A teams."}, {"id": "mai-20260917-1752-baseline|c194-m2|xai-small|Rippling", "prompt": "c194-m2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you want headcount tied to payroll/benefits; suits growing SMBs"}, {"id": "mai-20260917-1752-baseline|c194-m2|xai-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Robust for scenario variance but heavier/more expensive."}, {"id": "mai-20260917-1752-baseline|c194-m2|xai-small|Planful", "prompt": "c194-m2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for budget-heavy B2B; lighter than Anaplan."}, {"id": "mai-20260917-1752-baseline|c194-m2|xai-small|Anaplan", "prompt": "c194-m2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lighter than Anaplan"}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|Abacum", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Abacum** — Best for scaling mid-market businesses that need HR and Finance to plan from a single source of truth with integrated financial modeling."}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|Workday Adaptive Planning", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deeply integrated with Workday, ideal for finance-led headcount planning with driver-based variance."}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|Visier", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest for people analytics, benchmarking, and skill-gap analysis, though pricing is quote-based."}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|ChartHop", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "great for mid-market org design, headcount, and compensation in one place"}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|Cube", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time sync from HRIS, lets you model from Excel/Google Sheets with instant P&L impact."}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|One Model", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "One Model", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aligns HR and finance at the position level with scenario variance reporting."}, {"id": "mai-20260917-1752-baseline|c194-m2|zai-small|Vena", "prompt": "c194-m2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Spreadsheet chaos and disconnected HR/finance data? → Abacum, Cube, Vena."}, {"id": "mai-20260917-1752-baseline|c194-m3|alibaba-small|Anaplan", "prompt": "c194-m3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Anaplan** if you are a Fortune 500 company with incredibly complex, global workforce modeling needs."}, {"id": "mai-20260917-1752-baseline|c194-m3|alibaba-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday Adaptive Planning** if your Finance team owns the budget and you are already heavily invested in Workday."}, {"id": "mai-20260917-1752-baseline|c194-m3|alibaba-small|ChartHop", "prompt": "c194-m3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **ChartHop** or **Visier** if your primary goal is visibility, equity analysis"}, {"id": "mai-20260917-1752-baseline|c194-m3|alibaba-small|Visier", "prompt": "c194-m3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ChartHop** or **Visier** if your primary goal is visibility, equity analysis"}, {"id": "mai-20260917-1752-baseline|c194-m3|alibaba-small|OrgVue", "prompt": "c194-m3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "OrgVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These are pure-play people analytics tools."}, {"id": "mai-20260917-1752-baseline|c194-m3|alibaba-small|Planful", "prompt": "c194-m3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-to-Enterprise FP&A teams wanting modern flexibility."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strategic tools like Workday Adaptive Planning, Anaplan, and Visier are excellent at what they do."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|Anaplan", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strategic tools like Workday Adaptive Planning, Anaplan, and Visier are excellent at what they do."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|Visier", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strategic tools like Workday Adaptive Planning, Anaplan, and Visier are excellent at what they do."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|AG5", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AG5 is built for the operational workforce planning problem."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|Vena", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vena empowers finance and HR teams to model workforce costs, optimize headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|Deel HR", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel HR is positioned as best for global workforce visibility."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|monday Work Platform", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "monday Work Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The monday AI Work Platform is best for tracking real-time capacity."}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|Orgvue", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Orgvue is an organizational design and planning platform"}, {"id": "mai-20260917-1752-baseline|c194-m3|anthropic-small|iMocha", "prompt": "c194-m3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "iMocha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "iMocha stands out for its skills-first approach to workforce planning."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Anaplan", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Anaplan** if you need the most robust **enterprise scenario modeling**"}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when workforce planning must live inside a broader FP&A model and budget process."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Planful", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Useful when headcount planning is tightly tied to financial planning and forecasting."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Visier", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Visier** if your priority is **predictive workforce intelligence**"}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Oracle Cloud HCM", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when workforce planning needs to be connected to a full HR suite and skills data."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|SAP SuccessFactors", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fits organizations already standardized on SAP HCM and analytics."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|ChartHop", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **ChartHop** if you want an easy way to see **org charts, team structure, and headcount moves**."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Deel", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Deel** if your workforce is **distributed globally** and compliance is a major issue."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|Orgvue", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Orgvue** if you are focused on **org redesign, restructuring, or role mapping**."}, {"id": "mai-20260917-1752-baseline|c194-m3|challenger-small|ADP Workforce Now", "prompt": "c194-m3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for teams wanting employee data, HR admin, and forecasting in one system."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Anaplan", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Flexible multi-driver modeling... Powerful but expensive and slow to implement."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The path of least resistance if you already run Workday."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Visier", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ships pre-built workforce metrics, benchmarks, and attrition/headcount forecasting out of the box."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Orgvue (OrgVue)", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue (OrgVue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focused on org structure modeling, scenario \"what-if\" replanning"}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|SAP SuccessFactors", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise HCM suite with workforce planning baked in, best within the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Planful", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FP&A platform tying workforce and compensation planning to finance"}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Pigment", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "increasingly chosen over Anaplan for its ease of use and speed"}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|ChartHop", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Smaller budget / SMB? ChartHop, Agentnoon, Rippling (strategic)"}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Agentnoon", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Org-level headcount planning and scenario modeling across multiple HRIS."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Rippling", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Headcount planning integrated with payroll, benefits, and its broader HCM platform."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|UKG (Ultimate Kronos Group)", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Comprehensive scheduling, time/attendance, labor forecasting, and real-time payroll insights; strong compliance."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Dayforce (Ceridian)", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Real-time payroll + AI-assisted scheduling and demand forecasting in one suite."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|ADP Workforce Now", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Payroll-first platform with basic scheduling/forecasting."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Deputy", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Easy scheduling, time clocks, and labor cost tracking."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Workforce.com", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Unified scheduling-to-payroll workflows with advanced, demand-driven AI scheduling."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Connecteam", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Mobile-first tool built for field and remote employees."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Rotageek", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Strong AI-based shift auto-scheduling."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|When I Work", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Simple, affordable scheduling for small teams."}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Homebase", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "When I Work, Homebase (operational) offer more accessible pricing tiers"}, {"id": "mai-20260917-1752-baseline|c194-m3|deepseek-small|Nowsta", "prompt": "c194-m3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Nowsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Demand-driven labor forecasting and AI scheduling."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Finance-led headcount planning... making it the best option for aligning recruiting plans directly with the CFO's budget."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Orgvue", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizational design, restructuring, and business transformations."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Anaplan", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Highly customizable but complex. It does not come as an \"out-of-the-box\" HR tool"}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Visier", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: People analytics and talent intelligence."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|ChartHop", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market, collaborative headcount planning."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|UKG Pro/Dimensions (Ultimate Kronos Group)", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG Pro/Dimensions (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Enterprise frontline, manufacturing, and union-heavy scheduling."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Dayforce", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Real-time payroll integrated with scheduling."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Connecteam", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Frontline, mobile-first small and medium businesses (SMBs)."}, {"id": "mai-20260917-1752-baseline|c194-m3|google-small|Deputy", "prompt": "c194-m3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Connecteam / Deputy ... highly intuitive, mobile-first scheduling"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Deel HR", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deel HR is best for global workforce visibility"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|monday AI Workspace", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "monday AI Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "monday AI Workspace is best for tracking real-time capacity"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Vena", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vena is best for payroll-focused planning for enterprises"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Aeqium", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aeqium is best for complex compensation planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Rotageek", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rotageek is best for staff forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Lightcast", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lightcast is best for location-based workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Visier", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Visier is best for AI-driven workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|Planday", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Planday is best for scheduling and payroll forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|ChartHop", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ChartHop is best for a simplified drag-and-drop planning tool"}, {"id": "mai-20260917-1752-baseline|c194-m3|meta-small|OrgChart", "prompt": "c194-m3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "OrgChart is best for strategic position-based planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Workday", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday** | Full HR suite + workforce planning | Quote-based"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|SAP SuccessFactors", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP SuccessFactors** | Comprehensive HCM suite | ~$18/employee/month"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Anaplan", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Anaplan** | Connected planning across finance, HR, operations"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Planful", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Planful** | FP&A + workforce scenario planning | Quote-based"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Rippling", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rippling** | Headcount planning + HR administration"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|ChartHop", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ChartHop** | Visual org design & what-if scenarios"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Visier", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Visier** | AI-driven workforce forecasting | Quote-based"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Deel", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Deel** | Global workforce visibility | From $5/employee/month"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|eResource Scheduler", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "eResource Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**eResource Scheduler** – Enterprise resource management"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Runn", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Runn** – Visual capacity planning for smaller teams"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Rotageek", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Rotageek** – Staff forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Lightcast", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Lightcast** – Location-based workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|Planday", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Planday** – Scheduling and payroll forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m3|minimax-small|monday AI", "prompt": "c194-m3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "monday AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "others target SMBs (monday AI, ChartHop)"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Oracle Workforce Modeling", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Oracle Workforce Modeling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly rated for enterprise use, excelling in complex workforce scenario modeling"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for its robust financial and workforce planning integration, ideal for large organizations"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Anaplan", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers powerful scenario modeling and workforce optimization, best for large enterprises"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Visier", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stands out for AI-driven workforce planning, providing deep analytics and predictive insights"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Deel HR", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for organizations with a global workforce, focusing on visibility, compliance, and payroll management"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|monday AI Workspace", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "monday AI Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for tracking real-time capacity and project-based workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Planday", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specializes in scheduling and payroll forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Aeqium", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tailored for complex compensation planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Rotageek", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on staff forecasting and scheduling optimization"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Lightcast", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Provides location-based workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|ChartHop", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Offers a simplified drag-and-drop planning tool"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|OrgChart", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for strategic position-based planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|Cube", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Aligns headcount with budgets, bridging financial and workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|mistral-small|ActivTrak", "prompt": "c194-m3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ActivTrak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Focuses on workforce analytics and productivity insights"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Anaplan", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Anaplan if: You need sophisticated scenario modeling across multiple functions and want HR to own the workforce planning process independently."}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday Adaptive Planning if: You're already invested in Workday HCM"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Visier", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Visier if: People analytics and predictive insights are your priority."}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|SAP SuccessFactors", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large enterprises with SAP ecosystems | Integrated with broader SAP HR and financial systems"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Deel", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Deel if: You have a globally distributed workforce with complex compliance needs."}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|ChartHop", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ChartHop if: You want a simpler, visual tool for organizational planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Orgvue", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizational design | Workforce transformation and restructuring modeling"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Planful", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Finance-aligned planning | Scenario planning tied directly to finance and headcount budgets"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Runn", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose operational tools (AG5, Runn) if your primary need is ... managing day-to-day capacity."}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|eResource Scheduler", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "eResource Scheduler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise-grade scheduling at mid-market pricing"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|Planday", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Scheduling & payroll forecasting | Shift-based workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|moonshot-small|AG5", "prompt": "c194-m3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "AG5", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose operational tools (AG5, Runn) if your primary need is tracking who's qualified for which shifts"}, {"id": "mai-20260917-1752-baseline|c194-m3|openai-small|Anaplan", "prompt": "c194-m3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Anaplan** if you need advanced, cross-functional workforce planning and scenario modeling."}, {"id": "mai-20260917-1752-baseline|c194-m3|openai-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Workday Adaptive Planning** if your company runs on Workday"}, {"id": "mai-20260917-1752-baseline|c194-m3|openai-small|SAP Analytics Cloud / SAP Workforce Analytics", "prompt": "c194-m3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP Analytics Cloud / SAP Workforce Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SAP Analytics Cloud / SAP workforce tools** if you're standardized on SAP."}, {"id": "mai-20260917-1752-baseline|c194-m3|openai-small|Excel / Google Sheets + BI tools", "prompt": "c194-m3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Excel / Google Sheets + BI tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "weak on **governance, version control, scenario scale, and collaboration** ... becomes fragile as the organization grows"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Anaplan", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly flexible for complex, custom models; steep learning curve and longer implementation"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Seamless for existing Workday ecosystems; strong FP&A tie-ins; less standalone people analytics."}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Visier", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visier leads in AI/predictive people insights"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|ChartHop", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Intuitive UI for quick visualization/changes; simpler for non-enterprises"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Deel HR", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compliance-focused for remote/contractors; operational visibility"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Orgvue", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excels in visual org redesign and spans of control"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|monday.com", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ChartHop/monday.com prioritize drag-and-drop simplicity"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Planful", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "others tie more to financials (e.g., Workday, Planful)"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Rotageek", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools like Rotageek/Planday (not top-listed here) lean scheduling"}, {"id": "mai-20260917-1752-baseline|c194-m3|xai-small|Planday", "prompt": "c194-m3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tools like Rotageek/Planday (not top-listed here) lean scheduling"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|TeamOhana", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "TeamOhana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Headcount planning | Approved/requested roles vs. budget | TeamOhana, ChartHop, Deel, Rippling"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|ChartHop", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Org design + simplified headcount planning | ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Deel", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global hiring and compliance | Deel HR"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Rippling", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified HR/IT/finance operations | Rippling"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Visier", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workforce intelligence + predictive analytics | Visier"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|HiBob", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market people analytics, engagement, customizable reporting"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|BambooHR", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "People analytics & skills | ... Visier, ChartHop, HiBob, BambooHR"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Workday Adaptive Planning", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Seamless integration with existing Workday HCM; finance-aligned planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Anaplan", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Deep scenario modeling tied to finance | Anaplan, Workday Adaptive Planning, Pigment"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Pigment", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern, browser-native challenger to Anaplan; strong CHRO/CFO adoption"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Dayforce", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Workday Adaptive Planning, Anaplan, Pigment, Dayforce"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|One Model", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "One Model", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Highly customizable people data layer; cross-system analytics"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Keka", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Keka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Payroll-led workforce management; attendance & leave automation"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Planday", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Shift scheduling and payroll forecasting | Planday, Rotageek"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Lightcast", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Lightcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Local labor market insights | Lightcast"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Rotageek", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rotageek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Staff forecasting and workforce scheduling"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Aeqium", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Aeqium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Compensation planning complexity | Aeqium"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Vena", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Spreadsheet-native planning | Vena"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|Orgvue", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Visier, ChartHop, Orgvue, Workday Adaptive Planning, Anaplan | Strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m3|zai-small|PeopleNeuron", "prompt": "c194-m3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "PeopleNeuron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "3+ years | Orgvue, Lightcast, PeopleNeuron"}, {"id": "mai-20260917-1752-baseline|c194-m4|alibaba-small|Homebase", "prompt": "c194-m4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** is widely considered the best value for small businesses"}, {"id": "mai-20260917-1752-baseline|c194-m4|alibaba-small|When I Work", "prompt": "c194-m4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Try **When I Work Essentials** ($2.50/user) for simplicity"}, {"id": "mai-20260917-1752-baseline|c194-m4|alibaba-small|Connecteam", "prompt": "c194-m4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need HR + Planning combined:** Use **Connecteam Free** tier"}, {"id": "mai-20260917-1752-baseline|c194-m4|alibaba-small|Deputy", "prompt": "c194-m4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy Lite** ($5/user) if you need better forecasting/compliance features"}, {"id": "mai-20260917-1752-baseline|c194-m4|alibaba-small|UKG", "prompt": "c194-m4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "until you can afford enterprise software like **UKG** or **Anaplan**"}, {"id": "mai-20260917-1752-baseline|c194-m4|alibaba-small|Anaplan", "prompt": "c194-m4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "until you can afford enterprise software like **UKG** or **Anaplan**"}, {"id": "mai-20260917-1752-baseline|c194-m4|anthropic-small|Excel", "prompt": "c194-m4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Excel is adequate for organizations under 50 employees or teams building workforce planning capability from scratch"}, {"id": "mai-20260917-1752-baseline|c194-m4|anthropic-small|Rippling", "prompt": "c194-m4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "moving to an affordable unified platform like Rippling or APS as you grow is often the most budget-conscious approach"}, {"id": "mai-20260917-1752-baseline|c194-m4|anthropic-small|HiBob HRIS", "prompt": "c194-m4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob HRIS is designed for growing organizations needing workforce analytics, headcount visibility, and planning tools"}, {"id": "mai-20260917-1752-baseline|c194-m4|anthropic-small|APS (Advanced People Solutions)", "prompt": "c194-m4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "APS (Advanced People Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "APS is very cost-effective with custom pricing depending on business size, and current users praise its affordability"}, {"id": "mai-20260917-1752-baseline|c194-m4|challenger-small|Connecteam", "prompt": "c194-m4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **single best recommendation for a tight budget**, I'd choose **Connecteam** for most small teams"}, {"id": "mai-20260917-1752-baseline|c194-m4|challenger-small|Jibble", "prompt": "c194-m4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Jibble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jibble** is best if free access matters most"}, {"id": "mai-20260917-1752-baseline|c194-m4|challenger-small|Deel HR", "prompt": "c194-m4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it starts at **$5/employee/month** and is highlighted for **global workforce visibility**"}, {"id": "mai-20260917-1752-baseline|c194-m4|challenger-small|Keka", "prompt": "c194-m4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SMBs with affordable workforce-planning features: Keka"}, {"id": "mai-20260917-1752-baseline|c194-m4|challenger-small|Time Champ", "prompt": "c194-m4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Time Champ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want inexpensive per-user planning features: Time Champ"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Homebase", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** — Best overall for free/low budget"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Connecteam", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** (free for up to 10 employees) or **Connecteam** (free-forever plan for small teams) are the best starting points"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Zoho People", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho People** offers excellent value"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|monday AI Workspace", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "monday AI Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts around **$12/user/month** (billed annually)"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Runn", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both offer affordable plans focused on resource scheduling and forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Planday", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Planday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Planday is noted as great for scheduling and payroll forecasting"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Visier", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "rather than a full enterprise suite like Visier (which is expensive and aimed at larger companies)"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|Deel", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "like Deel at ~$5/employee/mo ... price per employee, which can add up fast"}, {"id": "mai-20260917-1752-baseline|c194-m4|deepseek-small|ChartHop", "prompt": "c194-m4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "ChartHop at $8/employee/mo) price per employee, which can add up fast"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Connecteam", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Connecteam (Best Flat-Rate / Small Team Value)... offers a **free-forever plan** for up to 10 employees"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Homebase", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Connecteam or Homebase** if you have a physical, shift-based, or hourly team"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Sling", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sling is a highly efficient alternative"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Workday", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "heavy enterprise tools like Workday or Anaplan are too expensive"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Anaplan", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "heavy enterprise tools like Workday or Anaplan are too expensive"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Cube Software", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose a structured template (like Cube\\u2019s)** if you have a $0 budget"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|Airtable", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airtable has a robust **free tier** that is perfect for small teams"}, {"id": "mai-20260917-1752-baseline|c194-m4|google-small|ChartHop", "prompt": "c194-m4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Choose ChartHop** if you are a corporate or remote team looking for visual organizational design and headcount forecasting on a budget"}, {"id": "mai-20260917-1752-baseline|c194-m4|meta-small|Homebase", "prompt": "c194-m4", "model": "meta-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best workforce planning software for a company with a limited budget is Homebase, which is free for up to 10 employees."}, {"id": "mai-20260917-1752-baseline|c194-m4|meta-small|Thrivea", "prompt": "c194-m4", "model": "meta-small", "cat": "workforce-planning", "variant": "budget", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Thrivea, which provides live visibility into the team and ties planning into real workflows"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|Homebase", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Homebase** or **Zoho People** — both offer substantial free tiers"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|Zoho People", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Homebase** or **Zoho People** — both offer substantial free tiers"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|Connecteam", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Connecteam (Best Free Tier)**"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|OrangeHRM Starter", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "OrangeHRM Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. OrangeHRM Starter (Best Open Source)**"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|Shifton", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Shifton", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Shifton** - **Free forever:** Up to 10 people"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|ChartHop", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ChartHop** - Starts at $5/employee/month (modular pricing)"}, {"id": "mai-20260917-1752-baseline|c194-m4|minimax-small|Gusto", "prompt": "c194-m4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gusto** - $49 base + $6/employee (includes payroll)"}, {"id": "mai-20260917-1752-baseline|c194-m4|mistral-small|Homebase", "prompt": "c194-m4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase's free plan** is often recommended as the best starting point for very small teams"}, {"id": "mai-20260917-1752-baseline|c194-m4|mistral-small|Thrivea", "prompt": "c194-m4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Balances affordability with live visibility into your team ... making it a strong choice for small businesses."}, {"id": "mai-20260917-1752-baseline|c194-m4|mistral-small|Keka", "prompt": "c194-m4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel HR** and **Keka** offer scalable options for slightly larger or more complex needs"}, {"id": "mai-20260917-1752-baseline|c194-m4|mistral-small|Deel HR", "prompt": "c194-m4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "starts at $5/employee/month, making it a cost-effective option for companies with a global workforce"}, {"id": "mai-20260917-1752-baseline|c194-m4|mistral-small|Workday Adaptive Planning", "prompt": "c194-m4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides a free plan for up to 10 users, which can be a good starting point for very small teams."}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|Homebase", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** - Best Overall Free Option ... start with **Homebase** (free)"}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|Thrivea", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Thrivea** - Best Free Strategic Planning"}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|ChartHop", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChartHop at $5/employee/month** offers excellent value compared to enterprise tools"}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|Zoho People", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Affordable Paid Option"}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|Keka", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SMBs (especially South Asia)"}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|Anaplan", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "compared to enterprise tools like Anaplan (~$20,000/year)"}, {"id": "mai-20260917-1752-baseline|c194-m4|moonshot-small|Workday", "prompt": "c194-m4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Workday (quote-based)"}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|Rippling", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall low-budget choice:** **Rippling** — strongest if you want workforce planning plus HR/payroll/IT in one system"}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|Homebase", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free/cheapest option:** **Homebase** — has a free plan and is a strong pick for hourly teams."}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|When I Work", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best affordable scheduling-first option:** **When I Work** or **Calamari**"}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|Calamari", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Calamari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "both are commonly cited as budget-friendly for small teams"}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|Workday Adaptive Planning", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but these are usually more expensive and better suited if forecasting accuracy matters more than cost"}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|Planful", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Planful/PlanGuru** — but these are usually more expensive"}, {"id": "mai-20260917-1752-baseline|c194-m4|openai-small|PlanGuru", "prompt": "c194-m4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Planful/PlanGuru** — but these are usually more expensive"}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|Homebase", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase stands out as the best overall workforce planning software, especially for small teams"}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|Connecteam", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternatives ... Connecteam | Up to 10 users"}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|Zoho People", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If more HR-focused (org charts/leave): Try **Zoho People** free."}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|When I Work", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "When I Work | 14-day trial only | $2.50/user/mo | Simple shifts"}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|Deputy", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deputy | Trial only | $4-9/user/mo | Compliance-heavy shifts"}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|monday.com", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consider monday.com or Excel (free) as starters, but they lack native workforce depth"}, {"id": "mai-20260917-1752-baseline|c194-m4|xai-small|Excel", "prompt": "c194-m4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "consider monday.com or Excel (free) as starters, but they lack native workforce depth"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Homebase", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team (<10 employees)** | Homebase (free) or Connecteam (free)"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Connecteam", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small team (<10 employees)** | Homebase (free) or Connecteam (free)"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Sling", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Retail/Hospitality/Shift-based** | Sling (free) or Connecteam (free for 10 users)"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Zoho People", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SMB with payroll focus** | Keka or Zoho People"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|TimeplanGo", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "TimeplanGo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Completely free (with optional upgrades)"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Core HR Platform", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Core HR Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Employee records, org charts, workflows, limited analytics | Free forever"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|ChartHop", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Strategic org planning** | ChartHop or OrgChart"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|OrgChart", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Strategic org planning** | ChartHop or OrgChart"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Deel HR", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Global/distributed teams** | Deel HR or Deel Workforce Planning"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Deel Workforce Planning", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deel Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Global/distributed teams** | Deel HR or Deel Workforce Planning"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Keka", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**SMB with payroll focus** | Keka or Zoho People"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Agentnoon", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Budget-conscious with per-record pricing** | Agentnoon ($4/record)"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|APS", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "APS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "All-in-one HRIS with affordable options"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|Workforce.com", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "From ~$12.80/user/month | Scheduling, time, payroll for hourly workers"}, {"id": "mai-20260917-1752-baseline|c194-m4|zai-small|When I Work", "prompt": "c194-m4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "SMB shift scheduling | From $2.50/user/month"}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|SAP SuccessFactors", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely do not need the massive complexity of enterprise tools like SAP SuccessFactors or Oracle HCM (which are often overkill and prohibitively expensive for your size)"}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|Oracle HCM", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often overkill and prohibitively expensive for your size"}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|ChartHop", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Recommendation: Start by inviting 2 mid-market specialized vendors (like ChartHop) and 1 spreadsheet-based hybrid to demo."}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|Divalent", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Divalent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-Market Specialized (Best Fit): Solutions like ChartHop, Divalent, or PeopleInsight."}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|PeopleInsight", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "PeopleInsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-Market Specialized (Best Fit): Solutions like ChartHop, Divalent, or PeopleInsight."}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|Adaptive Insights", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Spreadsheet Hybrids: Solutions like Adaptive Insights or IBM Planning Analytics."}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|IBM Planning Analytics", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good if your finance team is very heavy-duty technical, but harder to adopt for HR."}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|Tableau", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Very cheap, but requires a lot of maintenance by a data analyst."}, {"id": "mai-20260917-1752-baseline|c194-m5|alibaba-small|PowerBI", "prompt": "c194-m5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Very cheap, but requires a lot of maintenance by a data analyst."}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|ChartHop", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **ChartHop** — Visual org design + headcount planning (~$6–9/ee/mo)"}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|Rippling", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Rippling** — Headcount planning within a broader HR/IT platform (~$8/ee/mo)"}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|BambooHR", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **BambooHR Pro** — Core HR with planning capabilities (~$10–$25/ee/mo)"}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|Pigment", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Pigment** — FP&A-led scenario modeling (~$74K/yr)"}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|Anaplan", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Workday Adaptive Planning** or **Anaplan** become more relevant—but wait until you truly need them."}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|Workday Adaptive", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Workday Adaptive Planning** or **Anaplan** become more relevant—but wait until you truly need them."}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|Workday HCM", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "| **Enterprise HCM + analytics** | Workday HCM, Visier | $40–$150 PEPM | 1,000+ employees, global operations |"}, {"id": "mai-20260917-1752-baseline|c194-m5|deepseek-small|Visier", "prompt": "c194-m5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "| **Enterprise HCM + analytics** | Workday HCM, Visier | $40–$150 PEPM | 1,000+ employees, global operations |"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Anaplan", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you also do not want to buy a massive, over-engineered enterprise system (like Anaplan or Workday Strategic Planning)"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Workday Strategic Planning", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Strategic Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "over-engineered enterprise system (like Anaplan or Workday Strategic Planning) that requires a dedicated army of administrators"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|ChartHop", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ChartHop: Highly visual, built around interactive org charts with excellent \"what-if\" scenario planning and strong mid-market integrations."}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|TeamOhana", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "TeamOhana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "TeamOhana: Deeply focused on headcount governance, ensuring seamless synchronization between Finance, Recruiting, and HR with strict approval guardrails."}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Pigment", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pigment / Vena: Excellent if your workforce planning is heavily driven by the Finance team"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Vena", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pigment / Vena: Excellent if your workforce planning is heavily driven by the Finance team"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Rippling", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use (or are migrating to) Rippling or HiBob, both platforms have increasingly robust, built-in headcount planning modules"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|HiBob", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "both platforms have increasingly robust, built-in headcount planning modules that can easily handle a 500-person organization"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Paycor", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Paycor or Dayforce: Highly suited for complex pay rules, shift differentials, and scheduling automation"}, {"id": "mai-20260917-1752-baseline|c194-m5|google-small|Dayforce", "prompt": "c194-m5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Paycor or Dayforce: Highly suited for complex pay rules, shift differentials, and scheduling automation"}, {"id": "mai-20260917-1752-baseline|c194-m5|meta-small|Abacum", "prompt": "c194-m5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "mid-market teams may benefit from lighter tools like Abacum or Planful before investing in a dedicated workforce planning suite"}, {"id": "mai-20260917-1752-baseline|c194-m5|meta-small|Planful", "prompt": "c194-m5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "mid-market teams may benefit from lighter tools like Abacum or Planful before investing in a dedicated workforce planning suite"}, {"id": "mai-20260917-1752-baseline|c194-m5|minimax-small|Orgvue", "prompt": "c194-m5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Purpose-built workforce planning platforms (Orgvue, Anaplan, Workday Adaptive Planning) handle complexity better but come with enterprise price tags and longer implementations."}, {"id": "mai-20260917-1752-baseline|c194-m5|minimax-small|Anaplan", "prompt": "c194-m5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Purpose-built workforce planning platforms (Orgvue, Anaplan, Workday Adaptive Planning) handle complexity better but come with enterprise price tags"}, {"id": "mai-20260917-1752-baseline|c194-m5|minimax-small|Workday Adaptive Planning", "prompt": "c194-m5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Purpose-built workforce planning platforms (Orgvue, Anaplan, Workday Adaptive Planning) handle complexity better but come with enterprise price tags and longer implementations."}, {"id": "mai-20260917-1752-baseline|c194-m5|minimax-small|Abacum", "prompt": "c194-m5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lighter tools (Abacum, Planful, Deel HR) may get you 80% of the value at lower cost."}, {"id": "mai-20260917-1752-baseline|c194-m5|minimax-small|Planful", "prompt": "c194-m5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lighter tools (Abacum, Planful, Deel HR) may get you 80% of the value at lower cost."}, {"id": "mai-20260917-1752-baseline|c194-m5|minimax-small|Deel HR", "prompt": "c194-m5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lighter tools (Abacum, Planful, Deel HR) may get you 80% of the value at lower cost."}, {"id": "mai-20260917-1752-baseline|c194-m5|mistral-small|Workday Adaptive Planning", "prompt": "c194-m5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider tools like Workday Adaptive Planning, Planful, Vena, Anaplan, or custom solutions."}, {"id": "mai-20260917-1752-baseline|c194-m5|mistral-small|Planful", "prompt": "c194-m5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider tools like Workday Adaptive Planning, Planful, Vena, Anaplan, or custom solutions."}, {"id": "mai-20260917-1752-baseline|c194-m5|mistral-small|Vena", "prompt": "c194-m5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider tools like Workday Adaptive Planning, Planful, Vena, Anaplan, or custom solutions."}, {"id": "mai-20260917-1752-baseline|c194-m5|mistral-small|Anaplan", "prompt": "c194-m5", "model": "mistral-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider tools like Workday Adaptive Planning, Planful, Vena, Anaplan, or custom solutions."}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|ChartHop", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Many mid-market teams get 80% of value from platforms like ChartHop, Agentnoon, or a well-configured FP&A tool"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|Agentnoon", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Agentnoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like ChartHop, Agentnoon, or a well-configured FP&A tool before needing a full enterprise suite"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|Planful", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FP&A Platforms with Workforce | Planful, Pigment | Custom quotes | Finance-led cost modeling and scenario planning"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|Pigment", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FP&A Platforms with Workforce | Planful, Pigment"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|Workday", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Workday, SAP SuccessFactors | $30–$100+/employee/month | ... (higher cost, longer implementation)"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|SAP SuccessFactors", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Full HCM Suites | Workday, SAP SuccessFactors ... (higher cost, longer implementation)"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|Rippling", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern HRIS with Planning | Rippling, HiBob | ~$15–$25/employee/month"}, {"id": "mai-20260917-1752-baseline|c194-m5|moonshot-small|HiBob", "prompt": "c194-m5", "model": "moonshot-small", "cat": "workforce-planning", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern HRIS with Planning | Rippling, HiBob"}, {"id": "mai-20260917-1752-baseline|c194-m5|xai-small|Rippling", "prompt": "c194-m5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tools like Rippling, ADP Workforce Now, HiBob, Vena, or Paylocity often suit this size well"}, {"id": "mai-20260917-1752-baseline|c194-m5|xai-small|ADP Workforce Now", "prompt": "c194-m5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Rippling, ADP Workforce Now, HiBob, Vena, or Paylocity often suit this size well"}, {"id": "mai-20260917-1752-baseline|c194-m5|xai-small|HiBob", "prompt": "c194-m5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling (unified ops), HiBob (analytics), Anaplan (scenarios), Paylocity (all-in-one)"}, {"id": "mai-20260917-1752-baseline|c194-m5|xai-small|Vena", "prompt": "c194-m5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tools like Rippling, ADP Workforce Now, HiBob, Vena, or Paylocity often suit this size well"}, {"id": "mai-20260917-1752-baseline|c194-m5|xai-small|Paylocity", "prompt": "c194-m5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paylocity (all-in-one)"}, {"id": "mai-20260917-1752-baseline|c194-m5|xai-small|Anaplan", "prompt": "c194-m5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Anaplan (scenarios)"}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Visier", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like Visier, Lightcast, or monday AI Workspace excel here."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Lightcast", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Lightcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Visier, Lightcast, or monday AI Workspace excel here."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|monday AI Workspace", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "monday AI Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like Visier, Lightcast, or monday AI Workspace excel here."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Anaplan", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Enterprise\\u2011level scenario modeling:** Anaplan, Workday Adaptive Planning."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Workday Adaptive Planning", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise\\u2011level scenario modeling:** Anaplan, Workday Adaptive Planning."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Deel HR", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HR\\u2011suite integrated planning:** Deel HR, Vena, Planday, ChartHop."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Vena", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HR\\u2011suite integrated planning:** Deel HR, Vena, Planday, ChartHop."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|Planday", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Planday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HR\\u2011suite integrated planning:** Deel HR, Vena, Planday, ChartHop."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|ChartHop", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Simplified drag\\u2011and\\u2011drop planning:** ChartHop, OrgChart."}, {"id": "mai-20260917-1752-baseline|c194-m5|zai-small|OrgChart", "prompt": "c194-m5", "model": "zai-small", "cat": "workforce-planning", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Simplified drag\\u2011and\\u2011drop planning:** ChartHop, OrgChart."}, {"id": "mai-20260917-1752-baseline|c194-m6|alibaba-small|SAP SuccessFactors", "prompt": "c194-m6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Complex Enterprise Suites (e.g., SAP SuccessFactors, Oracle HCM): ... steep learning curves and expensive, lengthy implementations"}, {"id": "mai-20260917-1752-baseline|c194-m6|alibaba-small|Oracle HCM", "prompt": "c194-m6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These tools often suffer from **steep learning curves** and **expensive, lengthy implementations**"}, {"id": "mai-20260917-1752-baseline|c194-m6|alibaba-small|Rippling", "prompt": "c194-m6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"All-in-One\" Platforms with Weak Analytics (e.g., Rippling, Deel): ... score poorly on advanced forecasting and scenario modeling"}, {"id": "mai-20260917-1752-baseline|c194-m6|alibaba-small|Deel", "prompt": "c194-m6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some all-in-one suites score poorly on **advanced forecasting and scenario modeling**"}, {"id": "mai-20260917-1752-baseline|c194-m6|alibaba-small|NICE WFM", "prompt": "c194-m6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "NICE WFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional Legacy Scheduling Tools (e.g., certain iterations of NICE WFM) ... outdated desktop-style user interfaces"}, {"id": "mai-20260917-1752-baseline|c194-m6|alibaba-small|Planetally", "prompt": "c194-m6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Planetally", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "certain iterations of Deel or Planetally ... They may lack the granular headcount visibility and retention modeling"}, {"id": "mai-20260917-1752-baseline|c194-m6|anthropic-small|Visier", "prompt": "c194-m6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Visier is more analytics-focused than transformation-focused. Organizations that need detailed workforce scenario modeling or organizational restructuring capabilities may need other planning tools."}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Workday HCM / Adaptive Planning", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday HCM / Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "implementation timelines run **12–18 months**, and final costs routinely land **50–100% over initial estimates**"}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|UKG (Dimensions / Workforce Central)", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "UKG (Dimensions / Workforce Central)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Very unstable... the first 6 months after go-live, we had constant issues. Updates broke previously working features.\""}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|ADP Workforce Now", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users frequently cite \"poor customer support, steep learning curve, limited custom reporting, and high cost.\""}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Custom-built Excel/Spreadsheet ecosystems", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Custom-built Excel/Spreadsheet ecosystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"spreadsheet sprawl\" is the **single biggest risk** in this space"}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Monday.com", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they lack the depth for headcount modeling, \"what-if\" scenario planning, and skills gap analysis"}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Trello", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack the depth for headcount modeling, \"what-if\" scenario planning, and skills gap analysis"}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Asana", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack the depth for headcount modeling, \"what-if\" scenario planning, and skills gap analysis"}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Anaplan", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Many tools (like Anaplan and Workday) are praised for capability but \"dinged\" for setup effort."}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|Rippling", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "a modern, mid-market tool like **Rippling** (praised for ease of setup) or **ChartHop** ... will outperform the \"big three\" legacy systems"}, {"id": "mai-20260917-1752-baseline|c194-m6|deepseek-small|ChartHop", "prompt": "c194-m6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**ChartHop** (drag-and-drop planning) will outperform the \"big three\" legacy systems without the implementation trauma"}, {"id": "mai-20260917-1752-baseline|c194-m6|google-small|Anaplan", "prompt": "c194-m6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise Performance Management (EPM) systems—such as Anaplan, Board, or IBM Planning Analytics... Why to be cautious: ... these tools can become a massive \"spreadsheet on steroids\" trap.:"}, {"id": "mai-20260917-1752-baseline|c194-m6|google-small|Board", "prompt": "c194-m6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Anaplan, Board, or IBM Planning Analytics ... They require months of heavy implementation, specialized system architects, and constant technical upkeep."}, {"id": "mai-20260917-1752-baseline|c194-m6|google-small|IBM Planning Analytics", "prompt": "c194-m6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Anaplan, Board, or IBM Planning Analytics ... If you are a lean HR or operations team ... these tools can become a massive \"spreadsheet on steroids\" trap."}, {"id": "mai-20260917-1752-baseline|c194-m6|mistral-small|Spreadsheets", "prompt": "c194-m6", "model": "mistral-small", "cat": "workforce-planning", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Spreadsheets, for example, often break down at scale."}, {"id": "mai-20260917-1752-baseline|c194-m6|moonshot-small|symplr Workforce", "prompt": "c194-m6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "symplr Workforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One review explicitly warns to \"**Avoid at all cost, unless you currently enjoy playing Pac-Man on your 386**\""}, {"id": "mai-20260917-1752-baseline|c194-m6|moonshot-small|Anaplan", "prompt": "c194-m6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Proprietary engines** (e.g., Anaplan's Hyperblock) — exiting can cost **$500K–$2M+ over 6–12 months**"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Spreadsheets (Excel, Google Sheets)", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Spreadsheets (Excel, Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel, Google Sheets) – Strongly Avoid for Anything Beyond Small-Scale Use"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|ADP Workforce Now", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High volume of complaints (e.g., 175+ G2 reviews on poor customer support; 95+ on clunky, non-intuitive interface; limited customization/reporting)"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Workday (Workforce Management/HCM)", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday (Workforce Management/HCM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve; mobile/display glitches; inconsistent info visibility ... Expensive implementation"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Dayforce (Ceridian)", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Terrible customer service in reviews (e.g., unresponsive billing, holding data \"hostage\"); doesn't justify cost for some."}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Mewurk", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Mewurk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Outright panned as \"worst HRMS\" – buggy, slow, useless support."}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|older SAP/Oracle modules", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "older SAP/Oracle modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy HRIS (e.g., older SAP/Oracle modules) often gap in workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Eightfold AI", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "lawsuits rising (e.g., Eightfold class-action for secret scoring)"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Amazon's scrapped tool", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Amazon's scrapped tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "AI-Heavy or Predictive Analytics Tools – High Caution Due to Risks ... Amazon's scrapped tool"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Visier", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Visier/Anaplan (if unmitigated)"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Anaplan", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Better bets** (high-rated alternatives): ... Anaplan (for complex scenarios) – but still verify fit."}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Cube", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Better bets (high-rated alternatives): Cube, Rippling (4.8/5 G2), ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|Rippling", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Better bets (high-rated alternatives): Cube, Rippling (4.8/5 G2)"}, {"id": "mai-20260917-1752-baseline|c194-m6|xai-small|ChartHop", "prompt": "c194-m6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Better bets (high-rated alternatives): Cube, Rippling (4.8/5 G2), ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-m6|zai-small|Spreadsheets (Excel, Google Sheets)", "prompt": "c194-m6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Spreadsheets (Excel, Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if:** Your organization is beyond a small, stable team... **Error-prone:** Studies show up to **88% of spreadsheets contain errors**"}, {"id": "mai-20260917-1752-baseline|c194-m6|zai-small|Paylocity", "prompt": "c194-m6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good for core HR/payroll, but scenario planning depth and reporting configuration take time to set up."}, {"id": "mai-20260917-1752-baseline|c194-m6|zai-small|HiBob (Bob)", "prompt": "c194-m6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Easy to use and intuitive, but customization limits and reporting depth are common complaints."}, {"id": "mai-20260917-1752-baseline|c194-m6|zai-small|Rippling", "prompt": "c194-m6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great for HR/IT/finance integration and ease of use, but advanced financial modeling often requires finance-system integration."}, {"id": "mai-20260917-1752-baseline|c194-m6|zai-small|Anaplan", "prompt": "c194-m6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Anaplan** and **Workday Adaptive Planning** are powerful but can have steep learning curves and high costs."}, {"id": "mai-20260917-1752-baseline|c194-m6|zai-small|Workday Adaptive Planning", "prompt": "c194-m6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but can have steep learning curves and high costs"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|Float", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice (Professional Services & Agencies) **Winner: Float** ... this is the gold standard"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|BigTime", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "BigTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B model relies heavily on billing time directly against project margins, BigTime is superior to Float."}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|Homebase", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Hourly Operations (Staffing & Service Delivery) **Winner: Homebase**"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|When I Work", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative:** **When I Work** (very similar, excellent mobile app interface)"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|BambooHR (via Integrations)", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR (via Integrations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Strategic Headcount & Hiring (Growing Startups) **Winner: BambooHR (via Integrations)**"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|Google Sheets", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a well-maintained **Google Sheets** or **Excel** workbook shared via **Notion** is actually the most effective \"software\" initially"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|Excel", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a well-maintained **Google Sheets** or **Excel** workbook"}, {"id": "mai-20260917-1752-baseline|c194-s1|alibaba-small|Notion", "prompt": "c194-s1", "model": "alibaba-small", "cat": "workforce-planning", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "workbook shared via **Notion**"}, {"id": "mai-20260917-1752-baseline|c194-s1|anthropic-small|Thrivea", "prompt": "c194-s1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Thrivea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thrivea is one of the best workforce planning tools for small to mid-size businesses"}, {"id": "mai-20260917-1752-baseline|c194-s1|anthropic-small|Monday AI Work Platform", "prompt": "c194-s1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Monday AI Work Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Monday AI Work Platform is best for tracking real-time capacity"}, {"id": "mai-20260917-1752-baseline|c194-s1|anthropic-small|Cube", "prompt": "c194-s1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cube is an AI-powered FP&A platform designed for finance teams who need to align workforce costs with budgets"}, {"id": "mai-20260917-1752-baseline|c194-s1|anthropic-small|Soteria HR", "prompt": "c194-s1", "model": "anthropic-small", "cat": "workforce-planning", "variant": "direct", "raw": "Soteria HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Soteria HR is an outsourced approach that gives you an embedded partner"}, {"id": "mai-20260917-1752-baseline|c194-s1|challenger-small|Rippling", "prompt": "c194-s1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation without more context, I'd choose **Rippling** for most small B2B companies"}, {"id": "mai-20260917-1752-baseline|c194-s1|challenger-small|BambooHR", "prompt": "c194-s1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** if your priority is a simple, approachable HR system with reporting and employee self-service"}, {"id": "mai-20260917-1752-baseline|c194-s1|challenger-small|Homebase", "prompt": "c194-s1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** is the strongest small-business pick because it is built for scheduling, time tracking"}, {"id": "mai-20260917-1752-baseline|c194-s1|challenger-small|Deel", "prompt": "c194-s1", "model": "challenger-small", "cat": "workforce-planning", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible for teams with international or contractor-heavy workforces"}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Rippling", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a unified platform that'll scale with you, this is the top pick."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Cube", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cube or ChartHop if you just need lightweight headcount/org planning alongside your existing finance workflow."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|ChartHop", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your main need is visualizing org structure, headcount, and team composition."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Lative", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Lative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lative if your planning is specifically about sales capacity"}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Forecastio", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Forecastio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Called out as the best lightweight SMB/mid-market pick for capacity planning"}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Homebase", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best overall for small hourly teams, and free for up to 10 employees."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Connecteam", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flexible per-hub pricing, good for field/deskless teams."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|When I Work", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Solid small-team scheduling options."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Deputy", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Solid small-team scheduling options."}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Anaplan", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Skip enterprise tools like Anaplan, Workday Adaptive Planning, Pigment, or Board"}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Workday Adaptive Planning", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Skip enterprise tools like Anaplan, Workday Adaptive Planning, Pigment, or Board"}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Pigment", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Skip enterprise tools like Anaplan, Workday Adaptive Planning, Pigment, or Board"}, {"id": "mai-20260917-1752-baseline|c194-s1|deepseek-small|Board", "prompt": "c194-s1", "model": "deepseek-small", "cat": "workforce-planning", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Skip enterprise tools like Anaplan, Workday Adaptive Planning, Pigment, or Board"}, {"id": "mai-20260917-1752-baseline|c194-s1|google-small|Runn", "prompt": "c194-s1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Runn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is **tracking billable time, mapping out resource capacity, and scheduling client-facing projects**, go with **Runn**."}, {"id": "mai-20260917-1752-baseline|c194-s1|google-small|Float", "prompt": "c194-s1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **creative agency** that needs a highly visual team calendar ... go with **Float**."}, {"id": "mai-20260917-1752-baseline|c194-s1|google-small|Toggl Plan", "prompt": "c194-s1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Toggl Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Micro-agencies and very small B2B teams."}, {"id": "mai-20260917-1752-baseline|c194-s1|google-small|ChartHop", "prompt": "c194-s1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a **free, powerful tool to visually plan your company's scaling org chart** and model hiring budgets, choose **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c194-s1|google-small|Agentnoon", "prompt": "c194-s1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Simple, visual headcount forecasting for SMBs."}, {"id": "mai-20260917-1752-baseline|c194-s1|google-small|Rippling", "prompt": "c194-s1", "model": "google-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a **unified software stack** that handles payroll, IT management, and workforce planning in one place, choose **Rippling**."}, {"id": "mai-20260917-1752-baseline|c194-s1|meta-small|Thrivea", "prompt": "c194-s1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Thrivea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated workforce planning software for small businesses include Thrivea, Saviom, Keka, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c194-s1|meta-small|Saviom", "prompt": "c194-s1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Saviom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated workforce planning software for small businesses include Thrivea, Saviom, Keka, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c194-s1|meta-small|Keka", "prompt": "c194-s1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Keka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated workforce planning software for small businesses include Thrivea, Saviom, Keka, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c194-s1|meta-small|Guideflow", "prompt": "c194-s1", "model": "meta-small", "cat": "workforce-planning", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated workforce planning software for small businesses include Thrivea, Saviom, Keka, and Guideflow."}, {"id": "mai-20260917-1752-baseline|c194-s1|minimax-small|Thrivea", "prompt": "c194-s1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Thrivea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prioritize strategic workforce planning with predictive insights and have a limited budget, **Thrivea** is a strong contender."}, {"id": "mai-20260917-1752-baseline|c194-s1|minimax-small|Keka", "prompt": "c194-s1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more traditional HRIS with payroll focus, **Keka** or **BambooHR** might be better."}, {"id": "mai-20260917-1752-baseline|c194-s1|minimax-small|Saviom", "prompt": "c194-s1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Saviom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Saviom offers robust workforce planning features, including scenario planning, skill management, and resource allocation."}, {"id": "mai-20260917-1752-baseline|c194-s1|minimax-small|BambooHR", "prompt": "c194-s1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more traditional HRIS with payroll focus, **Keka** or **BambooHR** might be better."}, {"id": "mai-20260917-1752-baseline|c194-s1|minimax-small|Zoho People", "prompt": "c194-s1", "model": "minimax-small", "cat": "workforce-planning", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An affordable option with core HR features... suitable for small companies looking for a budget-friendly solution."}, {"id": "mai-20260917-1752-baseline|c194-s1|mistral-small|Thrivea", "prompt": "c194-s1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Thrivea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, Thrivea and Keka are often cited as the best for their ease of use and quick deployment"}, {"id": "mai-20260917-1752-baseline|c194-s1|mistral-small|Keka", "prompt": "c194-s1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Keka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Thrivea and Keka are often cited as the best for their ease of use and quick deployment"}, {"id": "mai-20260917-1752-baseline|c194-s1|mistral-small|Rippling", "prompt": "c194-s1", "model": "mistral-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is ideal if you want a more comprehensive HR and workforce management solution"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Homebase", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. Homebase** — Best Overall for Small Teams"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|BambooHR", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with BambooHR** if you want the best balance of workforce planning, HR functionality, and professional features"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Rippling", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rippling** if you need strong automation and plan to scale quickly"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Gusto", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Gusto** — Best for Startups New to HR Software"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Zoho People", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Zoho People** — Best for Affordability"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Runn", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Runn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Project-Based Work** | Consider: Runn, Float, or Teamhood"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Float", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider: Runn, Float, or Teamhood"}, {"id": "mai-20260917-1752-baseline|c194-s1|moonshot-small|Teamhood", "prompt": "c194-s1", "model": "moonshot-small", "cat": "workforce-planning", "variant": "direct", "raw": "Teamhood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider: Runn, Float, or Teamhood"}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|Rippling", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Rippling** if you want the most practical all-in-one option"}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|Built", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Built", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Built** or **HiBob** if you want something more HR-centric"}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|HiBob HRIS", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best HR-first SMB option:** **HiBob HRIS** or **Built**"}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|Workday Adaptive Planning", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Stronger for scenario modeling, but usually more complex than smaller companies need."}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|Anaplan", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Stronger for scenario modeling, but usually more complex than smaller companies need."}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|Employment Hero", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Employment Hero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highlight **Rippling**, ... **Employment Hero**, **IBM Planning Analytics**, and **Built** as leading small-business options"}, {"id": "mai-20260917-1752-baseline|c194-s1|openai-small|IBM Planning Analytics", "prompt": "c194-s1", "model": "openai-small", "cat": "workforce-planning", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IBM Planning Analytics**, and **Built** as leading small-business options"}, {"id": "mai-20260917-1752-baseline|c194-s1|xai-small|Rippling", "prompt": "c194-s1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** edges out as a top choice for most small B2B firms"}, {"id": "mai-20260917-1752-baseline|c194-s1|xai-small|BambooHR", "prompt": "c194-s1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** if you want simple HR-first planning without extras."}, {"id": "mai-20260917-1752-baseline|c194-s1|xai-small|Homebase", "prompt": "c194-s1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go **Homebase** or **Deputy** if your focus is operational scheduling/forecasting on a tight budget"}, {"id": "mai-20260917-1752-baseline|c194-s1|xai-small|Deputy", "prompt": "c194-s1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go **Homebase** or **Deputy** if your focus is operational scheduling/forecasting on a tight budget"}, {"id": "mai-20260917-1752-baseline|c194-s1|xai-small|ChartHop", "prompt": "c194-s1", "model": "xai-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Visual headcount/scenario planning | Org charts, modeling, compensation planning | $5-6/employee/month (min ~$9K/year)"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|Homebase", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** – Best overall for small B2B teams (up to 10 employees free)"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|Rippling", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one HR, payroll, time tracking, IT provisioning, and compliance"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|BambooHR", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Clean HRIS with headcount and reporting features"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|ChartHop", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drag‑and‑drop org chart and planning; core plan $5/employee/month"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|Deel HR", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Centralized global payroll, contracts, compliance, and workforce visibility"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|monday.com Workspace", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "monday.com Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flexible boards and timelines; free tier available"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|ClickUp", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Project/capacity planning tied to workflows → monday.com or ClickUp"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|Visier", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more suited to mid‑market; pricing is quote‑based and higher"}, {"id": "mai-20260917-1752-baseline|c194-s1|zai-small|Workday Adaptive Planning", "prompt": "c194-s1", "model": "zai-small", "cat": "workforce-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Typically several thousand dollars/month (not ideal for very small budgets)"}, {"id": "mai-20260917-1752-baseline|c194-s2|alibaba-small|Scoro", "prompt": "c194-s2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Scoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scoro is arguably the best fit for small businesses"}, {"id": "mai-20260917-1752-baseline|c194-s2|alibaba-small|Float", "prompt": "c194-s2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Float** is the industry standard for small creative and technical teams"}, {"id": "mai-20260917-1752-baseline|c194-s2|alibaba-small|Fathom", "prompt": "c194-s2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Financial Forecasting Choice (Best for Product/SaaS) **Recommendation: Fathom**"}, {"id": "mai-20260917-1752-baseline|c194-s2|alibaba-small|LivePlan", "prompt": "c194-s2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recommendation: Fathom** (or **LivePlan**)"}, {"id": "mai-20260917-1752-baseline|c194-s2|alibaba-small|Airtable", "prompt": "c194-s2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Airtable** is a \"no-code\" database that acts like a super-powered Excel sheet"}, {"id": "mai-20260917-1752-baseline|c194-s2|alibaba-small|Excel/Sheets", "prompt": "c194-s2", "model": "alibaba-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Excel/Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Stick to Excel/Sheets** (using a template) if you have a team under 20"}, {"id": "mai-20260917-1752-baseline|c194-s2|anthropic-small|BambooHR", "prompt": "c194-s2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B Businesses ... BambooHR is a good starting point for businesses new to headcount management software"}, {"id": "mai-20260917-1752-baseline|c194-s2|anthropic-small|Cube", "prompt": "c194-s2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "lightweight tools like Cube or Pigment offer flexibility and minimal setup"}, {"id": "mai-20260917-1752-baseline|c194-s2|anthropic-small|Pigment", "prompt": "c194-s2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lightweight tools like Cube or Pigment offer flexibility and minimal setup"}, {"id": "mai-20260917-1752-baseline|c194-s2|anthropic-small|CandorIQ", "prompt": "c194-s2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "CandorIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "integrated solutions like CandorIQ or Drivetrain connect workforce and financial planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|anthropic-small|Drivetrain", "prompt": "c194-s2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "integrated solutions like CandorIQ or Drivetrain connect workforce and financial planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|anthropic-small|Runn", "prompt": "c194-s2", "model": "anthropic-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Runn is a strong option for strategic workforce planning without bloat"}, {"id": "mai-20260917-1752-baseline|c194-s2|challenger-small|Homebase", "prompt": "c194-s2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Homebase** if you want the simplest, lowest-cost option for basic headcount visibility, scheduling, and labor-cost tracking."}, {"id": "mai-20260917-1752-baseline|c194-s2|challenger-small|ChartHop", "prompt": "c194-s2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartHop** is a better fit than general SMB tools because it is positioned for budget visibility and cost control in headcount planning."}, {"id": "mai-20260917-1752-baseline|c194-s2|challenger-small|Personio", "prompt": "c194-s2", "model": "challenger-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want workforce planning built into a broader Core HR platform, especially for SMBs in Europe"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|Gusto", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Gusto** ... Gusto is the pragmatic sweet spot"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|Rippling", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Rippling**"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|ChartHop", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Serious Scenario Planning: **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|Excel / Google Sheets Templates", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Excel / Google Sheets Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget Option: **Excel / Google Sheets Templates**"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|Cube Software", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free Excel/Google Sheets headcount planning template"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|The VC Corner", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "The VC Corner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A single-sheet Excel template built specifically for startups"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|ExcelGuru", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ExcelGuru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free downloadable template comparing current vs. planned headcount"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|Workday Adaptive Planning", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise FP&A platforms like Workday Adaptive Planning or Anaplan (which are overkill and too expensive at your stage)"}, {"id": "mai-20260917-1752-baseline|c194-s2|deepseek-small|Anaplan", "prompt": "c194-s2", "model": "deepseek-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "which are overkill and too expensive at your stage"}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Forecastio", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Forecastio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Forecastio if you are a B2B SaaS startup struggling to figure out how many sales reps you actually need"}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Drivetrain", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Lean finance/operational leaders who want a modern, lightweight FP&A"}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Mosaic", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drivetrain** or **Mosaic**"}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Runn", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Runn if you are an agency or consultancy trying to balance billable client projects with hiring."}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Float", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Visual resource management and scheduling."}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Agentnoon", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Agentnoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose Agentnoon if you want a visual, affordable tool to drag-and-drop your future org chart"}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|ChartHop", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often carry a minimum annual contract fee (around $9,000). It’s best suited for companies with at least 40–50 employees."}, {"id": "mai-20260917-1752-baseline|c194-s2|google-small|Rippling (Workforce Planning Module)", "prompt": "c194-s2", "model": "google-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling (Workforce Planning Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Businesses already using Rippling for HR, IT, or Payroll."}, {"id": "mai-20260917-1752-baseline|c194-s2|meta-small|Rippling", "prompt": "c194-s2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is a suitable option for small to mid-market businesses, offering a centralized platform for HR, IT, and financial management tasks"}, {"id": "mai-20260917-1752-baseline|c194-s2|meta-small|NextinHR", "prompt": "c194-s2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "NextinHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider include NextinHR, Cube Software, and ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-s2|meta-small|Cube Software", "prompt": "c194-s2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include NextinHR, Cube Software, and ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-s2|meta-small|ChartHop", "prompt": "c194-s2", "model": "meta-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider include NextinHR, Cube Software, and ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-s2|minimax-small|Rippling", "prompt": "c194-s2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Rippling**"}, {"id": "mai-20260917-1752-baseline|c194-s2|minimax-small|Thrivea", "prompt": "c194-s2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for basic headcount tracking and reporting, ideal if you need something simple and cost-effective"}, {"id": "mai-20260917-1752-baseline|c194-s2|minimax-small|Runway", "prompt": "c194-s2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The easiest starting point for shared position-based workforce plans"}, {"id": "mai-20260917-1752-baseline|c194-s2|minimax-small|Lative", "prompt": "c194-s2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Lative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B business has significant sales teams, this specifically ties hiring to revenue capacity"}, {"id": "mai-20260917-1752-baseline|c194-s2|minimax-small|ChartHop", "prompt": "c194-s2", "model": "minimax-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want visual scenario modeling and cross-functional planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|mistral-small|ChartHop", "prompt": "c194-s2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **ChartHop** is the most comprehensive and scalable option"}, {"id": "mai-20260917-1752-baseline|c194-s2|mistral-small|Gusto", "prompt": "c194-s2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is best if you want an all-in-one HR and headcount tool"}, {"id": "mai-20260917-1752-baseline|c194-s2|mistral-small|Lative", "prompt": "c194-s2", "model": "mistral-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Lative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lative** is a good middle ground if you need strong financial and revenue planning integration"}, {"id": "mai-20260917-1752-baseline|c194-s2|moonshot-small|Jirav", "prompt": "c194-s2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jirav** – Best Overall for Small B2B Businesses"}, {"id": "mai-20260917-1752-baseline|c194-s2|moonshot-small|Cube", "prompt": "c194-s2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cube** – Best Spreadsheet-Compatible Option"}, {"id": "mai-20260917-1752-baseline|c194-s2|moonshot-small|ChartHop", "prompt": "c194-s2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChartHop** – Best for Visual Headcount Planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|moonshot-small|FirstHR", "prompt": "c194-s2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **FirstHR** (free core) or your existing HRIS's planning features"}, {"id": "mai-20260917-1752-baseline|c194-s2|moonshot-small|Deel", "prompt": "c194-s2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you have global contractors/remote workers | $125/user/month"}, {"id": "mai-20260917-1752-baseline|c194-s2|moonshot-small|Rippling", "prompt": "c194-s2", "model": "moonshot-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one HR + headcount + IT management"}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|ChartHop", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My default recommendation for most small B2B businesses:** **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|Pave", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pave** if compensation planning is the main pain point and headcount planning is secondary."}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|Airtable", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want the cheapest, simplest option and your planning needs are still light"}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|Google Sheets", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**1–20 employees:** Google Sheets or Airtable"}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|Pigment", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "possibly with finance software like Pigment, Anaplan, or Workday Planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|Anaplan", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "possibly with finance software like Pigment, Anaplan, or Workday Planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|openai-small|Workday Planning", "prompt": "c194-s2", "model": "openai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "possibly with finance software like Pigment, Anaplan, or Workday Planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|xai-small|Gusto", "prompt": "c194-s2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** as the top headcount planning tool to start with"}, {"id": "mai-20260917-1752-baseline|c194-s2|xai-small|Workday", "prompt": "c194-s2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding overkill like enterprise tools (e.g., Workday)"}, {"id": "mai-20260917-1752-baseline|c194-s2|xai-small|Runway", "prompt": "c194-s2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need financial modeling linking headcount to cash flow/revenue forecasts"}, {"id": "mai-20260917-1752-baseline|c194-s2|xai-small|ChartHop", "prompt": "c194-s2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visual org charts, scenario planning, and approvals for cross-functional teams"}, {"id": "mai-20260917-1752-baseline|c194-s2|xai-small|BambooHR", "prompt": "c194-s2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one HR with basic headcount reporting and org charts."}, {"id": "mai-20260917-1752-baseline|c194-s2|xai-small|Deel", "prompt": "c194-s2", "model": "xai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "check Deel for contractor-heavy B2B setups"}, {"id": "mai-20260917-1752-baseline|c194-s2|zai-small|ChartHop", "prompt": "c194-s2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ChartHop ... widely considered the best specialized tool for visual headcount planning"}, {"id": "mai-20260917-1752-baseline|c194-s2|zai-small|Rippling", "prompt": "c194-s2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified Operations: Rippling ... Rippling does not publish transparent pricing; it requires a custom quote"}, {"id": "mai-20260917-1752-baseline|c194-s2|zai-small|BambooHR", "prompt": "c194-s2", "model": "zai-small", "cat": "workforce-planning", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing HRIS Users: BambooHR ... headcount planning features are user-friendly"}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Plannable", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Plannable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Tool: Plannable** This is a specialized platform built *specifically* for workforce planning."}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Monday.com", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Top Tools: Monday.com or ClickUp** ... They focus on real-time bandwidth."}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|ClickUp", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Monday/ClickUp if:** Your main headache is \"Who is doing the work right now?\""}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Rippling", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Rippling if:** You are managing contractors, remote workers, or equipment allocation"}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|BambooHR", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Top Tools: Rippling or BambooHR** These are \"Human Resource Information Systems.\""}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Airtable", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Top Tool: Airtable or Smartsheet** ... Database-like tools bridge the gap."}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Smartsheet", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Top Tool: Airtable or Smartsheet**"}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Google Sheets/Excel", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Google Sheets/Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Many small teams prefer spreadsheets (Google Sheets/Excel) but find them too static."}, {"id": "mai-20260917-1752-baseline|c194-s3|alibaba-small|Notion", "prompt": "c194-s3", "model": "alibaba-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Spreadsheets/Notion** (Base)"}, {"id": "mai-20260917-1752-baseline|c194-s3|anthropic-small|ChartHop", "prompt": "c194-s3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop is a people operations platform built around org visibility, headcount planning, and scenario modeling... It suits smaller and mid-market teams"}, {"id": "mai-20260917-1752-baseline|c194-s3|anthropic-small|Cube", "prompt": "c194-s3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best for small to mid-sized teams that prefer spreadsheet workflows but need more accuracy and automation in their forecasting"}, {"id": "mai-20260917-1752-baseline|c194-s3|anthropic-small|BambooHR", "prompt": "c194-s3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is an HR platform built for small to mid-sized teams, combining core HRIS features with compensation tools"}, {"id": "mai-20260917-1752-baseline|c194-s3|anthropic-small|Homebase", "prompt": "c194-s3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Homebase is a good fit for small businesses that manage hourly teams and need simple workforce planning and scheduling tools"}, {"id": "mai-20260917-1752-baseline|c194-s3|anthropic-small|Pigment", "prompt": "c194-s3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small teams or startups prefer lightweight tools like Cube or Pigment"}, {"id": "mai-20260917-1752-baseline|c194-s3|anthropic-small|Excel", "prompt": "c194-s3", "model": "anthropic-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excel is adequate for organizations under 50 employees, though the inflection point is 50 to 75 employees"}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Google Sheets / Excel + templates", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Google Sheets / Excel + templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cheapest and fastest to start, but manual and hard to maintain as headcount grows."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Homebase", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Homebase** for shift-based teams."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|When I Work", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on **employee scheduling, time tracking, and attendance** rather than broader HR planning."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Connecteam", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** for mobile or deskless teams."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|BambooHR", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**BambooHR** for small businesses that want HR plus planning in one place."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Zoho People", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable **HR administration** with attendance, shift scheduling, and learning/performance features."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Rippling", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Goes beyond planning by merging **HR, IT, and finance** with automation and compliance support."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Deel", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when planning includes **global hiring, payroll, and compliance** across countries."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|ChartHop", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Better for **org charts, headcount changes, and drag-and-drop planning** than day-to-day scheduling."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Runn", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Designed for **resource and capacity planning** for projects, not general HR scheduling."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|Workday Adaptive Planning / Quinyx / Workday", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning / Quinyx / Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Stronger for **scenario modeling, labor forecasting, and optimization**, usually more than a small team strictly needs."}, {"id": "mai-20260917-1752-baseline|c194-s3|challenger-small|7shifts", "prompt": "c194-s3", "model": "challenger-small", "cat": "workforce-planning", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Scheduling-first tools** like Homebase, When I Work, Connecteam, and 7shifts are best when the problem is staffing shifts"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Float", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Float is simpler and often better for very small billable teams"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Runn", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runn handles bigger orgs than Float"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Productive", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Productive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one: planning tied to time tracking, budgets, utilization"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|BambooHR", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "→ BambooHR (or Rippling, Deel for global)"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Rippling", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great automation but often custom-quoted/enterprise-scale"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Deel HR", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for planning across borders"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Homebase", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Homebase in particular is the standout free option for small teams (no learning curve)"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|7shifts", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "7shifts (restaurants)"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Deputy", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Advanced scheduling plus shift-based forecasting."}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|When I Work", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Straightforward scheduling and team messaging without complexity."}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Anaplan", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Skip enterprise tools (Anaplan, Workday, SAP) — they're overkill for a small team."}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|Workday", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Skip enterprise tools (Anaplan, Workday, SAP)"}, {"id": "mai-20260917-1752-baseline|c194-s3|deepseek-small|SAP", "prompt": "c194-s3", "model": "deepseek-small", "cat": "workforce-planning", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Skip enterprise tools (Anaplan, Workday, SAP)"}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|Float", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent **real-time capacity visualization**... Best for: Creative or dev agencies (10–50 people)"}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|Resource Guru", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Resource Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is much simpler and cheaper than Float but lacks deep financial reporting."}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|Teamwork.com", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Teamwork.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Financial integration.** It connects your team's scheduled hours to real-time project profitability"}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|Connecteam", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small businesses with deskless or mobile workforces"}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|Homebase", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Local retail stores, cafes, and restaurants looking to keep labor costs under control."}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|Parallel", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Parallel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Startups (up to 50 employees) preparing for seed or Series A rounds."}, {"id": "mai-20260917-1752-baseline|c194-s3|google-small|ChartHop", "prompt": "c194-s3", "model": "google-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Visual scenario modeling.**... Best for: Growing companies (25+ employees)"}, {"id": "mai-20260917-1752-baseline|c194-s3|meta-small|Homebase", "prompt": "c194-s3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase is considered the best overall tool and is free for up to 10 employees"}, {"id": "mai-20260917-1752-baseline|c194-s3|meta-small|Keka", "prompt": "c194-s3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keka is more accessible for small and medium-sized businesses (SMBs) in South Asia"}, {"id": "mai-20260917-1752-baseline|c194-s3|meta-small|Paymo", "prompt": "c194-s3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paymo is ideal for small teams that want to track tasks, hours, and invoices together"}, {"id": "mai-20260917-1752-baseline|c194-s3|meta-small|Excel/Google Sheets with a skills matrix template", "prompt": "c194-s3", "model": "meta-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Excel/Google Sheets with a skills matrix template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a structured starting point with a limited budget, suitable for organizations under 50 employees"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|Homebase", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** (Best Overall)"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|BambooHR", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** (Best for Salaried SMBs)"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|Quinyx", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Quinyx** (Best for Forecasting)"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|Paymo", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paymo** (Best for Project-Based Teams)"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|Keka", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Keka** (Best for South Asian SMBs)"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|7shifts", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**7shifts** (Best for Restaurants)"}, {"id": "mai-20260917-1752-baseline|c194-s3|minimax-small|Excel templates", "prompt": "c194-s3", "model": "minimax-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Excel templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Start with Homebase (free) or Excel templates"}, {"id": "mai-20260917-1752-baseline|c194-s3|mistral-small|Homebase", "prompt": "c194-s3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall small team needs, especially for scheduling, time tracking, and team communication."}, {"id": "mai-20260917-1752-baseline|c194-s3|mistral-small|BambooHR", "prompt": "c194-s3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For broader HR needs, consider BambooHR."}, {"id": "mai-20260917-1752-baseline|c194-s3|mistral-small|Quinyx", "prompt": "c194-s3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced scheduling and forecasting, Quinyx or 7shifts are best."}, {"id": "mai-20260917-1752-baseline|c194-s3|mistral-small|7shifts", "prompt": "c194-s3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For advanced scheduling and forecasting, Quinyx or 7shifts are best."}, {"id": "mai-20260917-1752-baseline|c194-s3|mistral-small|Paymo", "prompt": "c194-s3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For project-based teams, Paymo integrates planning with project management."}, {"id": "mai-20260917-1752-baseline|c194-s3|mistral-small|Excel Templates", "prompt": "c194-s3", "model": "mistral-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Excel Templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "No automation or advanced analytics, but highly flexible and cost-effective."}, {"id": "mai-20260917-1752-baseline|c194-s3|moonshot-small|Float", "prompt": "c194-s3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Float** ($7/person/month) **Best for:** Visual scheduling for creative agencies and service teams"}, {"id": "mai-20260917-1752-baseline|c194-s3|moonshot-small|Resource Guru", "prompt": "c194-s3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Resource Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Resource Guru** if budget is tight and you need simple scheduling without complexity"}, {"id": "mai-20260917-1752-baseline|c194-s3|moonshot-small|Runn", "prompt": "c194-s3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Runn** if you need to forecast capacity and plan for future demand"}, {"id": "mai-20260917-1752-baseline|c194-s3|moonshot-small|ClickUp", "prompt": "c194-s3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ClickUp** if you want workforce planning within a broader project management platform"}, {"id": "mai-20260917-1752-baseline|c194-s3|moonshot-small|Teamhood", "prompt": "c194-s3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Teamhood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Teamhood** if you want the highest-rated tool with a free tier for small teams"}, {"id": "mai-20260917-1752-baseline|c194-s3|moonshot-small|Paymo", "prompt": "c194-s3", "model": "moonshot-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Limitations:** Less focused on strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c194-s3|openai-small|Planful", "prompt": "c194-s3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest / easiest to adopt:** **Planful**"}, {"id": "mai-20260917-1752-baseline|c194-s3|openai-small|Workday Adaptive Planning", "prompt": "c194-s3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use Workday:** **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline|c194-s3|openai-small|Anaplan", "prompt": "c194-s3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very powerful, but usually more setup and admin effort than small teams want"}, {"id": "mai-20260917-1752-baseline|c194-s3|openai-small|Pigment", "prompt": "c194-s3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want a modern collaborative platform:** **Pigment**"}, {"id": "mai-20260917-1752-baseline|c194-s3|openai-small|UKG", "prompt": "c194-s3", "model": "openai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for staffing/scheduling-heavy operations:** **UKG**"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Homebase", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** (Best overall for hourly/shift-based small teams)"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|BambooHR", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** (Best for core HR + basic planning)"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Runn", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Runn** (Best for project-based capacity planning)"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Rippling", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** (Best all-in-one for growing teams)"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Paymo", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paymo** (Best for task/time-focused teams)"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Workday", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise tools like Workday/Visier (not listed) are quote-based and overkill/expensive for small teams"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Visier", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise tools like Workday/Visier (not listed) are quote-based and overkill/expensive for small teams"}, {"id": "mai-20260917-1752-baseline|c194-s3|xai-small|Excel/Google Sheets", "prompt": "c194-s3", "model": "xai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel/Google Sheets works for ultra-basics but lacks automation"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Homebase", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1 | **Homebase** | Free up to 10 employees, easy shift scheduling, payroll integration, and very low per-employee cost"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|BambooHR", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best all-in-one HR solution for small teams; workforce-planning add-on gives you headcount visibility"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Quinyx", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Quinyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very affordable ($5-$8 / emp) with strong forecasting and shift-based operations"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|ChartHop", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, drag-and-drop org chart and role planning at a reasonable per-employee price"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Deel HR / Deel Workforce Planning", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Deel HR / Deel Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have remote or global staff, this gives you payroll, contractor management, and capacity planning in one place."}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|monday.com (AI Workspace)", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "monday.com (AI Workspace)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use monday.com for projects, the AI capacity feature gives you real-time workload planning"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Vena", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Custom enterprise quote (often $150-$300 k/yr for <500 staff) | **Higher-budget** (more suited to mid-size orgs)"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Planday", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Planday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Low-cost, shift-focused scheduling plus payroll forecasting – great for retail/hospitality."}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Visier", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pricing not disclosed (enterprise-grade) ... **Higher-budget**"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Thrivea", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Thrivea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Live workforce analytics, goal tracking, PTO impact, zero-IT setup"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Teamhood", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Teamhood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Project-centric capacity planning (often within a broader PM suite)"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Paymo", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Project-centric capacity planning (often within a broader PM suite)"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|ClickUp", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Project-centric capacity planning (often within a broader PM suite)"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Calamari", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Calamari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Teamhood / Paymo / ClickUp / Calamari / Runn / Wrike"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Runn", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Runn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Teamhood / Paymo / ClickUp / Calamari / Runn / Wrike"}, {"id": "mai-20260917-1752-baseline|c194-s3|zai-small|Wrike", "prompt": "c194-s3", "model": "zai-small", "cat": "workforce-planning", "variant": "comparative", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "you already use a project-management tool and want built-in capacity planning | monday.com, Teamhood, Paymo, ClickUp, Wrike"}, {"id": "mai-20260917-1752-baseline|c194-s4|alibaba-small|Homebase", "prompt": "c194-s4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **10 or fewer employees**, Homebase is the top recommendation."}, {"id": "mai-20260917-1752-baseline|c194-s4|alibaba-small|Connecteam", "prompt": "c194-s4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Management Tool: Connecteam"}, {"id": "mai-20260917-1752-baseline|c194-s4|alibaba-small|Zoho People", "prompt": "c194-s4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho People is one of the lowest-cost entry points in the market."}, {"id": "mai-20260917-1752-baseline|c194-s4|alibaba-small|Gusto", "prompt": "c194-s4", "model": "alibaba-small", "cat": "workforce-planning", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Payroll + Planning: Gusto"}, {"id": "mai-20260917-1752-baseline|c194-s4|anthropic-small|Rippling", "prompt": "c194-s4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling combines workforce planning, HR, payroll, and IT management, appealing to SMBs seeking a unified platform"}, {"id": "mai-20260917-1752-baseline|c194-s4|anthropic-small|Homebase", "prompt": "c194-s4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase is best for small businesses that need basic headcount visibility, scheduling oversights, and labor cost tracking"}, {"id": "mai-20260917-1752-baseline|c194-s4|anthropic-small|Keka", "prompt": "c194-s4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an integrated HR and payroll platform designed specifically for small and growing businesses"}, {"id": "mai-20260917-1752-baseline|c194-s4|anthropic-small|Planday", "prompt": "c194-s4", "model": "anthropic-small", "cat": "workforce-planning", "variant": "budget", "raw": "Planday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Planday is especially strong for shift-based teams, built around scheduling, time tracking"}, {"id": "mai-20260917-1752-baseline|c194-s4|challenger-small|Homebase", "prompt": "c194-s4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Homebase** if you need scheduling, time tracking, and team communication in one low-cost tool"}, {"id": "mai-20260917-1752-baseline|c194-s4|challenger-small|Connecteam", "prompt": "c194-s4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** is also a strong budget-friendly pick"}, {"id": "mai-20260917-1752-baseline|c194-s4|challenger-small|Gusto", "prompt": "c194-s4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is small-business HR and payroll rather than deeper planning"}, {"id": "mai-20260917-1752-baseline|c194-s4|challenger-small|BambooHR", "prompt": "c194-s4", "model": "challenger-small", "cat": "workforce-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is usually less budget-focused than Homebase"}, {"id": "mai-20260917-1752-baseline|c194-s4|deepseek-small|Connecteam", "prompt": "c194-s4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Connecteam** (Free for up to 10 users)"}, {"id": "mai-20260917-1752-baseline|c194-s4|deepseek-small|Zoho People", "prompt": "c194-s4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Zoho People** (Most affordable per-user pricing)"}, {"id": "mai-20260917-1752-baseline|c194-s4|deepseek-small|When I Work", "prompt": "c194-s4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When I Work** — from ~$2.50/user/month, simple shift scheduling and time tracking"}, {"id": "mai-20260917-1752-baseline|c194-s4|deepseek-small|Deputy", "prompt": "c194-s4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deputy** — from ~$2.50–$9/user/month, strong compliance and shift-swap features"}, {"id": "mai-20260917-1752-baseline|c194-s4|deepseek-small|Homebase", "prompt": "c194-s4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Homebase** — free plan available; paid plans from ~$24.95/location/month"}, {"id": "mai-20260917-1752-baseline|c194-s4|deepseek-small|Cube", "prompt": "c194-s4", "model": "deepseek-small", "cat": "workforce-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you may need a tool like Cube (which has a free small business plan)"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Connecteam", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Connecteam** if you need operational scheduling"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Homebase", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Homebase (Best for Local, Brick-and-Mortar Businesses)"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Sling", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sling (Best Free-Forever Option for Scheduling)"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Anaplan", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "massive enterprise headcount planning tools (like Anaplan or Pigment) cost tens of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Pigment", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "massive enterprise headcount planning tools (like Anaplan or Pigment) cost tens of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|ChartHop", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "combined with **ChartHop** if you are strategically mapping out corporate headcount and runway"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|TalentHR", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TalentHR (Best Budget HRIS with Basic Planning)"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|BambooHR", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a fraction of the cost of legacy HR platforms like BambooHR or Rippling"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Rippling", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "a fraction of the cost of legacy HR platforms like BambooHR or Rippling"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Parallel", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Parallel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Parallel (Best for Startups Tracking Runway & Capital)"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Google Sheets", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "better off using a clean, well-formulated spreadsheet template (in Google Sheets or Excel)"}, {"id": "mai-20260917-1752-baseline|c194-s4|google-small|Excel", "prompt": "c194-s4", "model": "google-small", "cat": "workforce-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "spreadsheet template (in Google Sheets or Excel)"}, {"id": "mai-20260917-1752-baseline|c194-s4|meta-small|Homebase", "prompt": "c194-s4", "model": "meta-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Homebase (free for up to 10 employees)"}, {"id": "mai-20260917-1752-baseline|c194-s4|meta-small|Thrivea", "prompt": "c194-s4", "model": "meta-small", "cat": "workforce-planning", "variant": "budget", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Thrivea (offers live visibility into your team, ties planning into real workflows...)"}, {"id": "mai-20260917-1752-baseline|c194-s4|meta-small|Zoho People", "prompt": "c194-s4", "model": "meta-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Zoho People (affordable attendance, time, and scheduling, with a free version and paid plans starting from $1.25/user/mo)"}, {"id": "mai-20260917-1752-baseline|c194-s4|minimax-small|Homebase", "prompt": "c194-s4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best workforce planning software for a small company with a tight budget is **Homebase**"}, {"id": "mai-20260917-1752-baseline|c194-s4|minimax-small|Keka", "prompt": "c194-s4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Keka** - Great for SMBs, especially in South Asia, with payroll-first approach"}, {"id": "mai-20260917-1752-baseline|c194-s4|minimax-small|OnTheClock", "prompt": "c194-s4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "OnTheClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OnTheClock** - Alternative with free trial, includes scheduling and time tracking"}, {"id": "mai-20260917-1752-baseline|c194-s4|minimax-small|Thrivea", "prompt": "c194-s4", "model": "minimax-small", "cat": "workforce-planning", "variant": "budget", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Thrivea** - Offers live team visibility without bloat"}, {"id": "mai-20260917-1752-baseline|c194-s4|mistral-small|Homebase", "prompt": "c194-s4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** is often recommended as the best workforce planning software"}, {"id": "mai-20260917-1752-baseline|c194-s4|mistral-small|When I Work", "prompt": "c194-s4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you might also consider other affordable options like **When I Work** or **7shifts**"}, {"id": "mai-20260917-1752-baseline|c194-s4|mistral-small|7shifts", "prompt": "c194-s4", "model": "mistral-small", "cat": "workforce-planning", "variant": "budget", "raw": "7shifts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "other affordable options like **When I Work** or **7shifts**, both of which offer free or low-cost plans"}, {"id": "mai-20260917-1752-baseline|c194-s4|moonshot-small|Homebase", "prompt": "c194-s4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Homebase** if you have 10 or fewer employees — it's genuinely free"}, {"id": "mai-20260917-1752-baseline|c194-s4|moonshot-small|TimeplanGo", "prompt": "c194-s4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "TimeplanGo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TimeplanGo** — Truly Free Workforce Management"}, {"id": "mai-20260917-1752-baseline|c194-s4|moonshot-small|Zoho People", "prompt": "c194-s4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Zoho People** at just $1/user/month — it's the most affordable scalable option"}, {"id": "mai-20260917-1752-baseline|c194-s4|moonshot-small|Gusto", "prompt": "c194-s4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Gusto** | Free entry-level packages | All-in-one HR + payroll |"}, {"id": "mai-20260917-1752-baseline|c194-s4|moonshot-small|BambooHR", "prompt": "c194-s4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **BambooHR** | Free trial available | Growing teams needing robust HR |"}, {"id": "mai-20260917-1752-baseline|c194-s4|moonshot-small|Excel/Google Sheets templates", "prompt": "c194-s4", "model": "moonshot-small", "cat": "workforce-planning", "variant": "budget", "raw": "Excel/Google Sheets templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Excel/Google Sheets templates** | Free | Very small teams with simple needs |"}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Rippling", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small budget:** **Rippling** if you also want HR/payroll/IT in one system."}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Findmyshift", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Findmyshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Findmyshift has a free plan and low starting price, which is ideal if you're cost-sensitive."}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Connecteam", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you mainly need scheduling:** **Findmyshift** or **Connecteam**."}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Workday Adaptive Planning", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Workday Adaptive Planning** or **Anaplan**, but these are usually overkill for a tight budget."}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Anaplan", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but these are usually overkill for a tight budget"}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|HiBob HRIS", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2's current small-business rankings highlight Rippling, Workday Adaptive Planning, Anaplan, HiBob HRIS, Employment Hero, IBM Planning Analytics, and Built"}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Employment Hero", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Employment Hero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2's current small-business rankings highlight ... Employment Hero"}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|IBM Planning Analytics", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "G2's current small-business rankings highlight ... IBM Planning Analytics, and Built"}, {"id": "mai-20260917-1752-baseline|c194-s4|openai-small|Built", "prompt": "c194-s4", "model": "openai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Built", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "G2's current small-business rankings highlight ... and Built"}, {"id": "mai-20260917-1752-baseline|c194-s4|xai-small|Homebase", "prompt": "c194-s4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase stands out as the top recommendation for workforce planning software"}, {"id": "mai-20260917-1752-baseline|c194-s4|xai-small|Sling", "prompt": "c194-s4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives if Homebase doesn't fit"}, {"id": "mai-20260917-1752-baseline|c194-s4|xai-small|Connecteam", "prompt": "c194-s4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Up to 10 users forever | Scheduling + time tracking + tasks/HR tools"}, {"id": "mai-20260917-1752-baseline|c194-s4|xai-small|Zoho People", "prompt": "c194-s4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Up to 5 users forever | Employee database, leave/attendance, basic shifts"}, {"id": "mai-20260917-1752-baseline|c194-s4|xai-small|When I Work", "prompt": "c194-s4", "model": "xai-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Limited free trial/basic | Simple scheduling, shift trades"}, {"id": "mai-20260917-1752-baseline|c194-s4|zai-small|Homebase", "prompt": "c194-s4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Homebase** — Best Overall Free Option"}, {"id": "mai-20260917-1752-baseline|c194-s4|zai-small|When I Work", "prompt": "c194-s4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I Work** offers the best value — free up to 75 employees"}, {"id": "mai-20260917-1752-baseline|c194-s4|zai-small|Connecteam", "prompt": "c194-s4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** provides the most comprehensive mobile features."}, {"id": "mai-20260917-1752-baseline|c194-s4|zai-small|Zoho People", "prompt": "c194-s4", "model": "zai-small", "cat": "workforce-planning", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho People** is the most affordable option."}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|SAP SuccessFactors", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "looking at these categories rather than massive enterprise suites like SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|BambooHR", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**All-in-One HR Suites:** (e.g., **BambooHR**, **Rippling**) – Best if you need basic headcount tracking"}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|Rippling", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**All-in-One HR Suites:** (e.g., **BambooHR**, **Rippling**)"}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|Lodea", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Lodea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**SMB-Focused Planning Tools:** (e.g., **Lodea**, **Hays**) – Lighter tools designed specifically for SME budgeting and headcount modeling."}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|Hays", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Hays", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**SMB-Focused Planning Tools:** (e.g., **Lodea**, **Hays**) – Lighter tools designed specifically for SME budgeting and headcount modeling."}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|Deputy", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Operational/WFM Tools:** (e.g., **Deputy**, **Homebase**) – Best if your primary pain point is scheduling shifts"}, {"id": "mai-20260917-1752-baseline|c194-s5|alibaba-small|Homebase", "prompt": "c194-s5", "model": "alibaba-small", "cat": "workforce-planning", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(e.g., **Deputy**, **Homebase**) – Best if your primary pain point is scheduling shifts and time-tracking compliance."}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Anaplan", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Anaplan, Workday Adaptive Planning, or Vena are built for enterprises (500+ employees)... costs ... that you'd never recoup at 30 people"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Workday Adaptive Planning", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for enterprises (500+ employees), come with heavy implementation, custom quotes, and costs ... that you'd never recoup at 30 people"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Vena", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like Anaplan, Workday Adaptive Planning, or Vena are built for enterprises (500+ employees)"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Deel", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good **HRIS** ... like Deel, Gusto, Rippling, Zoho People, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Gusto", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel, Gusto, BambooHR, Rippling for HRIS with planning features"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Rippling", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A good **HRIS** ... like Deel, Gusto, Rippling, Zoho People, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Zoho People", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "like Deel, Gusto, Rippling, Zoho People, or BambooHR"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|BambooHR", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deel, Gusto, BambooHR, Rippling for HRIS with planning features"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Excel/Sheets", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Excel/Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Excel/Sheets** with a few templates"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|ChartHop", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Shortlist **3–4** tools that market explicitly to small/mid-size companies (ChartHop, Agentnoon, TeamOhana for planning"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|Agentnoon", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "Agentnoon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "ChartHop, Agentnoon, TeamOhana for planning"}, {"id": "mai-20260917-1752-baseline|c194-s5|deepseek-small|TeamOhana", "prompt": "c194-s5", "model": "deepseek-small", "cat": "workforce-planning", "variant": "scale", "raw": "TeamOhana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "ChartHop, Agentnoon, TeamOhana for planning"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Anaplan", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade platforms (such as Anaplan, Workday, or Orgvue) are massive overkill—both in cost and complexity"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Workday", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade platforms (such as Anaplan, Workday, or Orgvue) are massive overkill"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Orgvue", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade platforms (such as Anaplan, Workday, or Orgvue) are massive overkill"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Float", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Examples of tools to look at: *Float, Resource Guru, Runn, or Productive.io*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Resource Guru", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Resource Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Examples of tools to look at: *Float, Resource Guru, Runn, or Productive.io*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Runn", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Examples of tools to look at: *Float, Resource Guru, Runn, or Productive.io*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Productive.io", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Productive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Examples of tools to look at: *Float, Resource Guru, Runn, or Productive.io*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|ChartHop", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Examples of tools to look at: *ChartHop, Rippling (which has built-in workforce/headcount planning), or Agentnoon*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Rippling", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rippling (which has built-in workforce/headcount planning)"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Agentnoon", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Agentnoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Examples of tools to look at: *ChartHop, Rippling ..., or Agentnoon*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Deputy", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Examples of tools to look at: *Deputy, When I Work, or Homebase*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|When I Work", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Examples of tools to look at: *Deputy, When I Work, or Homebase*"}, {"id": "mai-20260917-1752-baseline|c194-s5|google-small|Homebase", "prompt": "c194-s5", "model": "google-small", "cat": "workforce-planning", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Examples of tools to look at: *Deputy, When I Work, or Homebase*"}, {"id": "mai-20260917-1752-baseline|c194-s5|meta-small|Deel HR", "prompt": "c194-s5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular workforce planning software options for small to mid-sized businesses include: 1. Deel HR"}, {"id": "mai-20260917-1752-baseline|c194-s5|meta-small|monday AI Workspace", "prompt": "c194-s5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "monday AI Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. monday AI Workspace"}, {"id": "mai-20260917-1752-baseline|c194-s5|meta-small|ChartHop", "prompt": "c194-s5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-s5|meta-small|TeamOhana", "prompt": "c194-s5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "TeamOhana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. TeamOhana"}, {"id": "mai-20260917-1752-baseline|c194-s5|meta-small|Rippling", "prompt": "c194-s5", "model": "meta-small", "cat": "workforce-planning", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Rippling"}, {"id": "mai-20260917-1752-baseline|c194-s5|minimax-small|BambooHR", "prompt": "c194-s5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular SMB-focused options include: **BambooHR** (HRIS + basic scheduling)"}, {"id": "mai-20260917-1752-baseline|c194-s5|minimax-small|Gusto", "prompt": "c194-s5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Gusto** (Payroll + HR + limited scheduling)"}, {"id": "mai-20260917-1752-baseline|c194-s5|minimax-small|Deputy", "prompt": "c194-s5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Deputy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Deputy** (Scheduling, time-tracking, demand forecasting)"}, {"id": "mai-20260917-1752-baseline|c194-s5|minimax-small|When I Work", "prompt": "c194-s5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "When I Work", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**When I Work** (Shift scheduling, employee self-service)"}, {"id": "mai-20260917-1752-baseline|c194-s5|minimax-small|Zoho People", "prompt": "c194-s5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoho People** (HRIS + leave management)"}, {"id": "mai-20260917-1752-baseline|c194-s5|minimax-small|Monday.com", "prompt": "c194-s5", "model": "minimax-small", "cat": "workforce-planning", "variant": "scale", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Monday.com** (Project-driven workforce planning with integrations)"}, {"id": "mai-20260917-1752-baseline|c194-s5|xai-small|Personio", "prompt": "c194-s5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Personio**     | All-in-one HR with planning | ~$4-10/user/mo | Planning cycles, cost visibility, EU-friendly. |"}, {"id": "mai-20260917-1752-baseline|c194-s5|xai-small|Hubstaff", "prompt": "c194-s5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Hubstaff**     | Time/capacity tracking + planning | Free tier; $7/user/mo | Utilization insights, affordable integrations. |"}, {"id": "mai-20260917-1752-baseline|c194-s5|xai-small|Leapsome", "prompt": "c194-s5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Leapsome**     | Skills/performance-linked planning | Custom (SMB-friendly) | Scenario modeling, easy manager access. |"}, {"id": "mai-20260917-1752-baseline|c194-s5|xai-small|Cube", "prompt": "c194-s5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Cube**         | Budget-aligned headcount | Contact for quote | Finance-HR sync, simple forecasting. |"}, {"id": "mai-20260917-1752-baseline|c194-s5|xai-small|ADP Workforce Now", "prompt": "c194-s5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **ADP Workforce Now** | Comprehensive but scalable | Custom | Payroll integration, strong forecasting. |"}, {"id": "mai-20260917-1752-baseline|c194-s5|xai-small|Anaplan", "prompt": "c194-s5", "model": "xai-small", "cat": "workforce-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "For your size, avoid overkill like Anaplan."}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|SAP SuccessFactors", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should generally avoid full-suite Human Capital Management (HCM) suites built for Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|Oracle HCM Cloud", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Tools to Watch Out For: ... Oracle HCM Cloud"}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|IBM Workday", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "IBM Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Tools to Watch Out For: ... IBM Workday"}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|Microsoft Project", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Microsoft Project", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "You use *Microsoft Project* to plan projects, and then manually type those hours into an HR app... Why Avoid Them: This creates a \"Manual Data Entry\" bottleneck."}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|Spreadsheets", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are often treated as a workforce tool when they should be a temporary crutch"}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|Gusto", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Small businesses perform best with \"Hybrid\" or \"Mid-Market\" focused tools such as **Gusto**, **Deel**, **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|Deel", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as **Gusto**, **Deel**, **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|BambooHR", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **Gusto**, **Deel**, **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c194-s6|alibaba-small|ChartHop", "prompt": "c194-s6", "model": "alibaba-small", "cat": "workforce-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "specialized, lightweight planners like **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c194-s6|anthropic-small|Workday", "prompt": "c194-s6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise solutions like Workday can take 3-12 months and require dedicated project management, which is impractical for small businesses"}, {"id": "mai-20260917-1752-baseline|c194-s6|anthropic-small|Anaplan", "prompt": "c194-s6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise platforms like Anaplan and Visier) is designed for organizations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c194-s6|anthropic-small|Visier", "prompt": "c194-s6", "model": "anthropic-small", "cat": "workforce-planning", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise platforms like Anaplan and Visier) is designed for organizations with thousands of employees"}, {"id": "mai-20260917-1752-baseline|c194-s6|challenger-small|Anaplan", "prompt": "c194-s6", "model": "challenger-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise planning platforms** like Anaplan or Workday-style strategic planning tools ... can be overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c194-s6|challenger-small|Workday", "prompt": "c194-s6", "model": "challenger-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like Anaplan or Workday-style strategic planning tools, because they are built for large, complex organizations"}, {"id": "mai-20260917-1752-baseline|c194-s6|challenger-small|Paylocity", "prompt": "c194-s6", "model": "challenger-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Paylocity, because small businesses may find the feature depth overwhelming and the pricing too high"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Workday", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Unless Over 500+ Employees ... For a small business, this is pure overkill"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|SAP SuccessFactors", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Unless Over 500+ Employees ... this is pure overkill"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Oracle HCM", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Unless Over 500+ Employees ... this is pure overkill"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|One Model", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "One Model", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise Workforce Planning & People Analytics Suites (Avoid Unless Over 500+ Employees)"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Visier", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise Workforce Planning & People Analytics Suites (Avoid Unless Over 500+ Employees)"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|BambooHR", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for small HR teams, but avoid if you need advanced people analytics, predictive modeling, or AI insights."}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Leapsome", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "advised to start with simpler tools (like BambooHR, Leapsome, or ThriveSparrow)"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|ThriveSparrow", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "advised to start with simpler tools (like BambooHR, Leapsome, or ThriveSparrow)"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|UKG (Ready/Kronos)", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "UKG (Ready/Kronos)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise suites (Workday, SAP, Oracle, UKG, Dayforce) unless you're truly large"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Dayforce", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Dayforce in particular is commonly flagged as one to avoid if you're a small team"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Quinyx", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Quinyx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Heavy Enterprise Workforce Management Platforms (Caution)"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Paylocity", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Strong features but \"undisclosed pricing\" and a dense, overwhelming interface"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Effy", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Effy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Some tools (e.g., Effy) charge roughly double for US customers versus global pricing"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Homebase", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "free tools (like Homebase Basic and spreadsheet templates) work great very early on ... But be cautious about relying on them as you grow"}, {"id": "mai-20260917-1752-baseline|c194-s6|deepseek-small|Gusto", "prompt": "c194-s6", "model": "deepseek-small", "cat": "workforce-planning", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "A spreadsheet + a basic HRIS (BambooHR, Gusto, Homebase) is plenty"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Anaplan", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they are generally a poor fit for businesses with fewer than 100 to 200 employees"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Workday Adaptive Planning", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally a poor fit for businesses with fewer than 100 to 200 employees"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|SAP SuccessFactors", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost Prohibitive... High Implementation Overhead... Feature Bloat"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Orgvue", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful tools for Fortune 500 companies, they are generally a poor fit"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Microsoft Excel", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "relying on them as a *long-term* workforce planning tool as you scale is highly risky"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Google Sheets", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "relying on them as a *long-term* workforce planning tool as you scale is highly risky"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|ChartHop", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "small businesses should look for **composable, mid-market, or SMB-focused solutions** (e.g., ChartHop, Runn, SwipeClock, or Thrivea)"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Runn", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Runn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMB-focused solutions** (e.g., ChartHop, Runn, SwipeClock, or Thrivea)"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|SwipeClock", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "SwipeClock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-focused solutions** (e.g., ChartHop, Runn, SwipeClock, or Thrivea)"}, {"id": "mai-20260917-1752-baseline|c194-s6|google-small|Thrivea", "prompt": "c194-s6", "model": "google-small", "cat": "workforce-planning", "variant": "negative", "raw": "Thrivea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB-focused solutions** (e.g., ChartHop, Runn, SwipeClock, or Thrivea)"}, {"id": "mai-20260917-1752-baseline|c194-s6|meta-small|Paylocity", "prompt": "c194-s6", "model": "meta-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Paylocity, which can be overwhelming for small businesses due to its robust features"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|SAP SuccessFactors", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-level, feature-heavy suites (e.g., SAP SuccessFactors, Oracle PeopleSoft, Workday) are usually overkill for companies under ~200 employees."}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Oracle PeopleSoft Cloud", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle PeopleSoft Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-level, feature-heavy suites (e.g., SAP SuccessFactors, Oracle PeopleSoft, Workday) are usually overkill"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Workday Human Resources", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Human Resources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are usually overkill for companies under ~200 employees"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Microsoft Dynamics 365 HR", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Microsoft Dynamics 365 HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High total cost of ownership ... Microsoft Dynamics 365 HR (when deployed as a full-suite)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Gusto", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for \"small-business-friendly\" HRIS platforms ... (e.g., Gusto, BambooHR, Zoho People, Breathe HR)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|BambooHR", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for \"small-business-friendly\" HRIS platforms ... (e.g., Gusto, BambooHR, Zoho People, Breathe HR)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Zoho People", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "small-business-friendly HRIS platforms that offer modular pricing, quick set-up"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Breathe HR", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Breathe HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Gusto for payroll + Breathe HR for time-off + Google Sheets for reporting"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Google Data Studio", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Google Data Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "you can graduate to lightweight analytics tools such as Google Data Studio, Power BI (free version), or Tableau Creator (paid)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Power BI", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "lightweight analytics tools such as Google Data Studio, Power BI (free version)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Tableau Creator", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Tableau Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "or Tableau Creator (paid)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Excel", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Free spreadsheets are useful for quick analysis but should never be your sole system of record for sensitive employee data."}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Google Sheets", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Use spreadsheets as a supplementary tool for ad-hoc analysis, but rely on a modest HRIS for core record-keeping."}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Indeed", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Consider pay-per-job-post platforms (Indeed, LinkedIn, Glassdoor)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|LinkedIn", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Consider pay-per-job-post platforms (Indeed, LinkedIn, Glassdoor)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Glassdoor", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Consider pay-per-job-post platforms (Indeed, LinkedIn, Glassdoor)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Recruiter.com", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Recruiter.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "lightweight applicant tracking system (ATS) that lets you post a limited number of jobs for free (e.g., Recruiter.com, Hired)"}, {"id": "mai-20260917-1752-baseline|c194-s6|minimax-small|Hired", "prompt": "c194-s6", "model": "minimax-small", "cat": "workforce-planning", "variant": "negative", "raw": "Hired", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "post a limited number of jobs for free (e.g., Recruiter.com, Hired)"}, {"id": "mai-20260917-1752-baseline|c194-s6|mistral-small|Workday", "prompt": "c194-s6", "model": "mistral-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many tools designed for large corporations (e.g., Workday, Paylocity) come with dense interfaces, steep learning curves, and high costs."}, {"id": "mai-20260917-1752-baseline|c194-s6|mistral-small|Paylocity", "prompt": "c194-s6", "model": "mistral-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many tools designed for large corporations (e.g., Workday, Paylocity) come with dense interfaces, steep learning curves, and high costs."}, {"id": "mai-20260917-1752-baseline|c194-s6|mistral-small|Homebase", "prompt": "c194-s6", "model": "mistral-small", "cat": "workforce-planning", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with user-friendly, affordable tools designed for small businesses (like Homebase, 7shifts, or Excel templates)"}, {"id": "mai-20260917-1752-baseline|c194-s6|mistral-small|7shifts", "prompt": "c194-s6", "model": "mistral-small", "cat": "workforce-planning", "variant": "negative", "raw": "7shifts", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with user-friendly, affordable tools designed for small businesses (like Homebase, 7shifts, or Excel templates)"}, {"id": "mai-20260917-1752-baseline|c194-s6|mistral-small|Excel templates", "prompt": "c194-s6", "model": "mistral-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "like Homebase, 7shifts, or Excel templates"}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|Anaplan", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "$30,000–$50,000+ entry price; requires dedicated model builders; \"significant implementation complexity, cost and support quality caveats\""}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|Workday Adaptive Planning", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"overbuilt for teams under a few hundred employees\""}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|SAP SuccessFactors", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise-focused; complex full HCM suite overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|Oracle HCM", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise complexity with quote-only pricing"}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|Paylocity", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Paylocity noted as having \"robust set of features that can be overwhelming for small businesses\""}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|Homebase", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Homebase (free for up to 10 employees), BambooHR, or ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|BambooHR", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Use simple, integrated tools | Homebase (free for up to 10 employees), BambooHR, or ChartHop"}, {"id": "mai-20260917-1752-baseline|c194-s6|moonshot-small|ChartHop", "prompt": "c194-s6", "model": "moonshot-small", "cat": "workforce-planning", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ChartHop (~$2/employee/month)"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Workday Adaptive Planning", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Designed for 500+ employee organizations"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Anaplan", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Platforms like Workday Adaptive Planning, Anaplan... **Why avoid**"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|UKG Pro", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Platforms like ... UKG Pro ... **Why avoid**"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Oracle HCM", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise Platforms like ... Oracle HCM ... **Why avoid**"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|SAP SuccessFactors", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise Platforms like ... SAP SuccessFactors ... **Why avoid**"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|ADP Workforce Now", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why be cautious**: While usable for mid-sized firms... often overkill for very small teams"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Paylocity", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Paylocity: Robust but \"overwhelming\" for <50 employees"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Pigment", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools with High Hidden Costs or Poor SMB Fit (e.g., Pigment, Visier, Dayforce)"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Visier", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Poor SMB Fit (e.g., Pigment, Visier, Dayforce): **Why cautious**"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Dayforce", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Poor SMB Fit (e.g., Pigment, Visier, Dayforce): **Why cautious**"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Excel/Google Sheets", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Free/Simple**: Excel/Google Sheets"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Homebase", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Homebase (free <10 employees)"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|BambooHR", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**SMB-Friendly**: BambooHR"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Connecteam", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "SMB-Friendly: BambooHR, Homebase paid, Connecteam"}, {"id": "mai-20260917-1752-baseline|c194-s6|xai-small|Rippling", "prompt": "c194-s6", "model": "xai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Rippling (for growth)"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|Cube", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Level Tools That Are Overkill | **Cube, Vena, Anaplan, Workday Adaptive Planning, Oracle Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|Vena", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level Tools That Are Overkill | **Cube, Vena, Anaplan, Workday Adaptive Planning, Oracle Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|Anaplan", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Level Tools That Are Overkill | **Cube, Vena, Anaplan, Workday Adaptive Planning, Oracle Cloud HCM**"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|Workday Adaptive Planning", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Designed for midmarket and enterprise with complex multi-entity needs"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|Oracle Cloud HCM", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Custom pricing often starts at **$30,000+/year**"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "High cost, complex, and better suited for mid‑size to large enterprises ... Overkill for small businesses"}, {"id": "mai-20260917-1752-baseline|c194-s6|zai-small|Homebase", "prompt": "c194-s6", "model": "zai-small", "cat": "workforce-planning", "variant": "negative", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Free or low‑cost entry** (e.g., Homebase free plan) | Reduces upfront risk and scales as you grow"}, {"id": "mai-20260917-1752-baseline|c195-l1|alibaba-small|PowerPoint", "prompt": "c195-l1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the \"best\" software is rarely a manual drawing tool (like PowerPoint or Visio), because maintaining accuracy manually is impossible at scale"}, {"id": "mai-20260917-1752-baseline|c195-l1|alibaba-small|Visio", "prompt": "c195-l1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the \"best\" software is rarely a manual drawing tool (like PowerPoint or Visio)"}, {"id": "mai-20260917-1752-baseline|c195-l1|alibaba-small|GoProfiles", "prompt": "c195-l1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "GoProfiles", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "GoProfiles (Best Overall for Enterprise Data Accuracy)... widely regarded as the gold standard"}, {"id": "mai-20260917-1752-baseline|c195-l1|alibaba-small|OrgChart by OfficeWork Software", "prompt": "c195-l1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart by OfficeWork Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OrgChart by OfficeWork Software (Best for Integrations)"}, {"id": "mai-20260917-1752-baseline|c195-l1|alibaba-small|ChartHop", "prompt": "c195-l1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ChartHop (Best for Workforce Planning & AI)"}, {"id": "mai-20260917-1752-baseline|c195-l1|alibaba-small|Organimi", "prompt": "c195-l1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Organimi (Best for Presentation & Reporting)"}, {"id": "mai-20260917-1752-baseline|c195-l1|anthropic-small|Orgvue", "prompt": "c195-l1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Orgvue is an enterprise organizational design and workforce modeling platform built for scenario modeling... best suited for enterprise org design and workforce planning teams"}, {"id": "mai-20260917-1752-baseline|c195-l1|anthropic-small|OneDirectory", "prompt": "c195-l1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneDirectory is an interactive org chart software built for mid-size and large organizations with complex structures"}, {"id": "mai-20260917-1752-baseline|c195-l1|anthropic-small|Pingboard", "prompt": "c195-l1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a dedicated org chart tool, Pingboard and Organimi are strong options"}, {"id": "mai-20260917-1752-baseline|c195-l1|anthropic-small|Organimi", "prompt": "c195-l1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pingboard and Organimi are strong options"}, {"id": "mai-20260917-1752-baseline|c195-l1|anthropic-small|Lucidchart", "prompt": "c195-l1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lucidchart and SmartDraw are good picks if you want org charts as part of a broader diagramming suite"}, {"id": "mai-20260917-1752-baseline|c195-l1|anthropic-small|SmartDraw", "prompt": "c195-l1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lucidchart and SmartDraw are good picks if you want org charts as part of a broader diagramming suite"}, {"id": "mai-20260917-1752-baseline|c195-l1|challenger-small|Nakisa", "prompt": "c195-l1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from these results is **Nakisa** if your priority is enterprise-scale org charts tightly integrated with an HCM system"}, {"id": "mai-20260917-1752-baseline|c195-l1|challenger-small|Lucidchart/Lucid Visual Collaboration Suite", "prompt": "c195-l1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart/Lucid Visual Collaboration Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lucidchart/Lucid Visual Collaboration Suite** is also a strong contender"}, {"id": "mai-20260917-1752-baseline|c195-l1|challenger-small|Microsoft Visio", "prompt": "c195-l1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for controlled, diagram-first workflows:** **Microsoft Visio**"}, {"id": "mai-20260917-1752-baseline|c195-l1|challenger-small|Pingboard", "prompt": "c195-l1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for people-ops visibility and employee-directory style org charts:** **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-l1|challenger-small|Venngage", "prompt": "c195-l1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Venngage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for people analytics/workforce planning:** **Venngage**"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|OrgChart (orgchart.com)", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart (orgchart.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary pick:** **OrgChart** – highest combined ratings, mature feature set, and proven at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Ingentis org.manager", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you run SAP SuccessFactors/Workday/Oracle:** **Ingentis org.manager**"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Orgvue", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest for org design, scenario modeling, and workforce planning analytics"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|ChartHop", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want the fastest adoption plus people analytics:** **ChartHop.**"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Lucidchart", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Manual diagramming tools (NOT recommended as the primary system)... maintenance nightmare"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Miro", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Manual diagramming tools (NOT recommended as the primary system)"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Creately", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Creately", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Manual diagramming tools (NOT recommended as the primary system)"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|SmartDraw", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Manual diagramming tools (NOT recommended as the primary system)"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Microsoft Visio", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Manual diagramming tools (NOT recommended as the primary system)"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Workday Org Chart", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Workday Org Chart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "the **native module** (e.g., **Workday Org Chart, SAP SuccessFactors, UKG Pro**) might be sufficient"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|SAP SuccessFactors", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "the **native module** (e.g., **Workday Org Chart, SAP SuccessFactors, UKG Pro**) might be sufficient"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|UKG Pro", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "the **native module** (e.g., **Workday Org Chart, SAP SuccessFactors, UKG Pro**) might be sufficient"}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|Nakisa", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ingentis and Nakisa often bolt onto these for advanced needs."}, {"id": "mai-20260917-1752-baseline|c195-l1|deepseek-small|OneDirectory", "prompt": "c195-l1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Microsoft 365-heavy** enterprise shops sometimes prefer **OneDirectory**"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|Visio", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "manual \"drawing\" tools (like basic Visio or PowerPoint) are inefficient because structures change constantly"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|PowerPoint", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "PowerPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "manual \"drawing\" tools (like basic Visio or PowerPoint) are inefficient"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|Orgvue", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Orgvue is the market leader"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|Nakisa Workforce Planning", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Nakisa Workforce Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Orgvue or Nakisa if you are the Chief People Officer or CFO looking to manage, restructure, and model your internal enterprise workforce."}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|ChartHop", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ChartHop if you want an easy-to-use, data-driven internal chart for growth planning"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|OneDirectory", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Internal Collaboration & Social Search"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|Sift", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Sift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these act as interactive employee directories"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|Altify (by Upland)", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Altify (by Upland)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Altify is widely considered the gold standard for strategic account planning and relationship mapping within Salesforce"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|DemandFarm (Org Chart)", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "DemandFarm (Org Chart)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Altify or DemandFarm if you are a RevOps leader or VP of Sales"}, {"id": "mai-20260917-1752-baseline|c195-l1|google-small|Lucidchart for Sales", "prompt": "c195-l1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart for Sales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "While Lucidchart is a general-purpose diagramming tool, its specialized Sales Solution is highly effective for account mapping."}, {"id": "mai-20260917-1752-baseline|c195-l1|meta-small|Smartdraw", "prompt": "c195-l1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Smartdraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Smartdraw, Creately, Pingboard, ChartHop, Lucidchart, and Visio."}, {"id": "mai-20260917-1752-baseline|c195-l1|meta-small|Creately", "prompt": "c195-l1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Smartdraw, Creately, Pingboard, ChartHop, Lucidchart, and Visio."}, {"id": "mai-20260917-1752-baseline|c195-l1|meta-small|Pingboard", "prompt": "c195-l1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated options include Smartdraw, Creately, Pingboard, ChartHop, Lucidchart, and Visio."}, {"id": "mai-20260917-1752-baseline|c195-l1|meta-small|ChartHop", "prompt": "c195-l1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated options include Smartdraw, Creately, Pingboard, ChartHop, Lucidchart, and Visio."}, {"id": "mai-20260917-1752-baseline|c195-l1|meta-small|Lucidchart", "prompt": "c195-l1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top-rated options include Smartdraw, Creately, Pingboard, ChartHop, Lucidchart, and Visio."}, {"id": "mai-20260917-1752-baseline|c195-l1|meta-small|Visio", "prompt": "c195-l1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top-rated options include Smartdraw, Creately, Pingboard, ChartHop, Lucidchart, and Visio."}, {"id": "mai-20260917-1752-baseline|c195-l1|minimax-small|OneDirectory", "prompt": "c195-l1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneDirectory** ⭐ Top Pick"}, {"id": "mai-20260917-1752-baseline|c195-l1|minimax-small|Ingentis org.manager", "prompt": "c195-l1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're already using SAP**: Go with **Ingentis org.manager for SAP SuccessFactors** for deepest integration"}, {"id": "mai-20260917-1752-baseline|c195-l1|minimax-small|OrgChart", "prompt": "c195-l1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneDirectory** or **OrgChart** offer excellent flexibility and integrations"}, {"id": "mai-20260917-1752-baseline|c195-l1|minimax-small|ChartHop", "prompt": "c195-l1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need workforce planning + org charting**: **ChartHop** or **OrgChart Pro**"}, {"id": "mai-20260917-1752-baseline|c195-l1|mistral-small|Ingentis org.manager", "prompt": "c195-l1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Ingentis org.manager** and **Lucid** are top choices due to their scalability and feature sets."}, {"id": "mai-20260917-1752-baseline|c195-l1|mistral-small|Lucid Visual Collaboration Suite", "prompt": "c195-l1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucid Visual Collaboration Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ingentis org.manager** and **Lucid** are top choices due to their scalability and feature sets."}, {"id": "mai-20260917-1752-baseline|c195-l1|mistral-small|SmartDraw", "prompt": "c195-l1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, **SmartDraw** or **SharePoint Org Chart** may be more practical."}, {"id": "mai-20260917-1752-baseline|c195-l1|mistral-small|ChartHop", "prompt": "c195-l1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For HR-driven needs, **ChartHop** is a standout."}, {"id": "mai-20260917-1752-baseline|c195-l1|mistral-small|Microsoft 365/SharePoint Org Chart Software", "prompt": "c195-l1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft 365/SharePoint Org Chart Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "this is a simplified and cost-effective option, leveraging existing infrastructure"}, {"id": "mai-20260917-1752-baseline|c195-l1|moonshot-small|ChartHop", "prompt": "c195-l1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop stands out for enterprises specifically because it combines org chart visualization with strategic workforce planning"}, {"id": "mai-20260917-1752-baseline|c195-l1|moonshot-small|Lucidchart", "prompt": "c195-l1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lucidchart** if you want flexible, collaborative diagramming that extends beyond HR use cases"}, {"id": "mai-20260917-1752-baseline|c195-l1|moonshot-small|Microsoft Visio", "prompt": "c195-l1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Visio** if you're heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c195-l1|moonshot-small|Pingboard (by Workleap)", "prompt": "c195-l1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard (by Workleap)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Employee Directory + Org Chart"}, {"id": "mai-20260917-1752-baseline|c195-l1|openai-small|Lucidchart / Lucid Visual Collaboration Suite", "prompt": "c195-l1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart / Lucid Visual Collaboration Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise org charts... **Choose Lucidchart if the goal is collaboration and usability.**"}, {"id": "mai-20260917-1752-baseline|c195-l1|openai-small|Microsoft Visio", "prompt": "c195-l1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-heavy enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l1|openai-small|Ingentis org.manager", "prompt": "c195-l1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for HR-driven, data-heavy org management"}, {"id": "mai-20260917-1752-baseline|c195-l1|openai-small|OrgChart / OrgCharting-type HR org chart tools", "prompt": "c195-l1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart / OrgCharting-type HR org chart tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a more HR-focused org chart workflow"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|Lucidchart", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "prioritize tools with automatic HRIS integrations, scalability... over basic diagramming apps like Lucidchart, Visio, or SmartDraw"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|Visio", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "over basic diagramming apps like Lucidchart, Visio, or SmartDraw"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|SmartDraw", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "over basic diagramming apps like Lucidchart, Visio, or SmartDraw"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|OrgChart", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For broad flexibility/planning, **OrgChart**."}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|Ingentis org.manager", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you're on Workday/SAP, go **Ingentis**."}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|OneDirectory", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "newer ones like ChartHop/OneDirectory win on ease/modern UI"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|ChartHop", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Agile enterprises focused on people analytics | Real-time sync, comp planning, DEI insights"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|Nakisa", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Nakisa or Orgvue | HCM-integrated giants (e.g., SAP/Oracle users)"}, {"id": "mai-20260917-1752-baseline|c195-l1|xai-small|Orgvue", "prompt": "c195-l1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Nakisa or Orgvue | HCM-integrated giants (e.g., SAP/Oracle users)"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Ingentis org.manager", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Ingentis org.manager** | Enterprise HR/HRIS integration | Multi‑entity modeling, bidirectional ERP write‑back, scenario planning"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|OrgChart", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OrgChart** | Large enterprises with complex structures | Live HR data sync, matrix/dotted‑line support"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Orgvue", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you need deep HCM integration and strategic planning:** - **Orgvue** or **Nakisa**"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|ChartHop", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ChartHop** or **Pingboard**."}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Nakisa", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Orgvue** or **Nakisa** (especially if using SAP or Workday)."}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Jostle", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jostle** or **OneDirectory**."}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Pingboard", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ChartHop** or **Pingboard**."}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|OneDirectory", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Jostle** or **OneDirectory**."}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Happeo", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you want org chart + intranet integration:** - **Happeo**."}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Lucidchart", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Manual updates; limited HR‑system integration"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Miro", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "No native HR data sync; governance limited"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|SmartDraw", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Manual data entry; not built for live sync"}, {"id": "mai-20260917-1752-baseline|c195-l1|zai-small|Creately", "prompt": "c195-l1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Creately", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Manual updates; not HR‑system native"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|Microsoft Visio", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you cannot rely on static tools like Microsoft Visio or simple Excel spreadsheets"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|Excel", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you cannot rely on static tools like Microsoft Visio or simple Excel spreadsheets"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|OrgChartPro", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChartPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "OrgChartPro is widely considered the gold standard specifically for *organizational design*"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|ChartHop", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Agility & Real-Time Data** | **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|Arithmetica", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Arithmetica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Arithmetica is expensive and has a steep learning curve"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|Miro", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The Collaborative Canvas: Miro or Lucidchart — Best for: The workshops and ideation phase only."}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|Lucidchart", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The Collaborative Canvas: Miro or Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-l2|alibaba-small|Workday", "prompt": "c195-l2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "check first to see what tools are already built into your subscription (such as Workday Talent or Workday OrgCharts)"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|Lucidchart", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like Lucidchart, Miro, or specialized HR software (SAP SuccessFactors, Workday) help visualize hierarchies"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|Miro", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Lucidchart, Miro, or specialized HR software"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|SAP SuccessFactors", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specialized HR software (SAP SuccessFactors, Workday) help visualize hierarchies, reporting relationships"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|Workday", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specialized HR software (SAP SuccessFactors, Workday)"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|Signavio", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Signavio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tools like Signavio or ARIS help map workflows and processes across the organization"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|ARIS", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ARIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Signavio or ARIS help map workflows"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|SAP", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like SAP, Oracle, or Microsoft Dynamics that combine org design with talent management"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|Oracle", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms like SAP, Oracle, or Microsoft Dynamics that combine org design"}, {"id": "mai-20260917-1752-baseline|c195-l2|anthropic-small|Microsoft Dynamics", "prompt": "c195-l2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like SAP, Oracle, or Microsoft Dynamics"}, {"id": "mai-20260917-1752-baseline|c195-l2|challenger-small|Orgvue", "prompt": "c195-l2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Orgvue** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline|c195-l2|challenger-small|Nakisa Org Design Suite", "prompt": "c195-l2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Org Design Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nakisa Org Design Suite** is also a very strong option"}, {"id": "mai-20260917-1752-baseline|c195-l2|challenger-small|Lucidchart", "prompt": "c195-l2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teams that need collaboration-heavy diagramming more than deep workforce planning"}, {"id": "mai-20260917-1752-baseline|c195-l2|challenger-small|Microsoft Visio", "prompt": "c195-l2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise diagramming with connected data sources"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|Orgvue (OrgVue)", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue (OrgVue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Orgvue (OrgVue)** as the leading purpose-built organizational design tool"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|Workday", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** (Adaptive Planning) and **SuccessFactors** have built-in **org design & scenario modeling** modules"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|SAP SuccessFactors", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a large enterprise already on **Workday** or **SAP SuccessFactors**, consider whether you need a separate tool at all"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|ChartHop", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative / Complementary: ChartHop ... though it's generally seen as lighter on deep, formal org-design rigor than Orgvue"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|Nakisa Org Design Suite", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Org Design Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong enterprise option with strategic and operational tiers"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|Functionly", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "scales from 100 to 10,000+ employees and emphasizes simpler, high-adoption org design"}, {"id": "mai-20260917-1752-baseline|c195-l2|deepseek-small|Anaplan / Adaptive Planning", "prompt": "c195-l2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Anaplan / Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best if your org design is heavily financially forecast-driven"}, {"id": "mai-20260917-1752-baseline|c195-l2|google-small|Lucidchart", "prompt": "c195-l2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "basic diagramming tools (like Lucidchart, Visio, or Miro) are highly discouraged"}, {"id": "mai-20260917-1752-baseline|c195-l2|google-small|Visio", "prompt": "c195-l2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "basic diagramming tools (like Lucidchart, Visio, or Miro) are highly discouraged"}, {"id": "mai-20260917-1752-baseline|c195-l2|google-small|Miro", "prompt": "c195-l2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "basic diagramming tools (like Lucidchart, Visio, or Miro) are highly discouraged"}, {"id": "mai-20260917-1752-baseline|c195-l2|google-small|Orgvue", "prompt": "c195-l2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Orgvue is widely considered the gold standard for strategic organizational design."}, {"id": "mai-20260917-1752-baseline|c195-l2|google-small|Nakisa Workforce Planning (Org Design Suite)", "prompt": "c195-l2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Workforce Planning (Org Design Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you run SAP or Workday and need your designed reorgs to push directly back into your HRIS ... go with Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-l2|google-small|Ingentis org.manager", "prompt": "c195-l2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your company uses SAP or SuccessFactors, Ingentis is highly recommended."}, {"id": "mai-20260917-1752-baseline|c195-l2|meta-small|Functionly", "prompt": "c195-l2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Functionly - Interactive Org Design Software"}, {"id": "mai-20260917-1752-baseline|c195-l2|meta-small|Orgvue", "prompt": "c195-l2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Orgvue - Organizational Design Software Platform"}, {"id": "mai-20260917-1752-baseline|c195-l2|meta-small|OrgBuilder by BCG X", "prompt": "c195-l2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgBuilder by BCG X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. OrgBuilder by BCG X - Organizational redesign and transformation platform"}, {"id": "mai-20260917-1752-baseline|c195-l2|meta-small|Nakisa Org Design Suite", "prompt": "c195-l2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Org Design Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Nakisa Org Design Suite - Dynamic organizational design software"}, {"id": "mai-20260917-1752-baseline|c195-l2|minimax-small|Nakisa Org Design Suite", "prompt": "c195-l2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Org Design Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top recommendation:** **Nakisa Org Design Suite**"}, {"id": "mai-20260917-1752-baseline|c195-l2|minimax-small|Microsoft Visio", "prompt": "c195-l2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for producing stakeholder‑ready exports; familiar in enterprises that already use Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c195-l2|minimax-small|Miro", "prompt": "c195-l2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair it with a collaborative tool like Miro for workshops"}, {"id": "mai-20260917-1752-baseline|c195-l2|minimax-small|Creately", "prompt": "c195-l2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Easy‑to‑use interface, good template library, and decent enterprise SSO."}, {"id": "mai-20260917-1752-baseline|c195-l2|minimax-small|MindManager", "prompt": "c195-l2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "MindManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Useful for capturing ideas and converting them into formal org charts later."}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|OrgVue by Concentra", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue by Concentra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies, I recommend starting with OrgVue (SWOOP) or ChartHop"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Pingboard", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pingboard** (for org charts + people data)"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|ChartHop", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend starting with OrgVue (SWOOP) or ChartHop"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|SAP SuccessFactors Org Chart", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "SAP SuccessFactors Org Chart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP SuccessFactors Org Chart**"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Workday Peakon", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workday Peakon** (for org design + performance)"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Mega HOPEX", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Mega HOPEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need to align org design with broader transformation, consider Mega HOPEX"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Software AG Alfabet", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Software AG Alfabet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Software AG Alfabet**"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Sparx Systems Enterprise Architect", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Sparx Systems Enterprise Architect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Sparx Systems Enterprise Architect**"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Power BI", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider Mega HOPEX or a custom Power BI solution"}, {"id": "mai-20260917-1752-baseline|c195-l2|mistral-small|Tableau", "prompt": "c195-l2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Tableau + Snowflake**"}, {"id": "mai-20260917-1752-baseline|c195-l2|moonshot-small|Orgvue", "prompt": "c195-l2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Orgvue** as the primary choice because it's purpose-built for enterprise-scale organizational design"}, {"id": "mai-20260917-1752-baseline|c195-l2|moonshot-small|Nakisa Org Design Suite", "prompt": "c195-l2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Org Design Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nakisa** would be an excellent alternative if you need stronger integration with SAP or Workday"}, {"id": "mai-20260917-1752-baseline|c195-l2|moonshot-small|OneDirectory", "prompt": "c195-l2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly strong if your company uses Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c195-l2|openai-small|Orgvue", "prompt": "c195-l2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Orgvue** as the strongest fit"}, {"id": "mai-20260917-1752-baseline|c195-l2|openai-small|OrgChart", "prompt": "c195-l2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OrgChart** is a solid lower-complexity option"}, {"id": "mai-20260917-1752-baseline|c195-l2|xai-small|OrgVue", "prompt": "c195-l2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OrgVue** would be my top recommendation for a large B2B company with thousands of employees."}, {"id": "mai-20260917-1752-baseline|c195-l2|xai-small|Workday / SAP SuccessFactors", "prompt": "c195-l2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday / SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade if you're already on these platforms... Less flexible for standalone org design."}, {"id": "mai-20260917-1752-baseline|c195-l2|xai-small|ChartHop", "prompt": "c195-l2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Real-time org visibility and people analytics; scales well for thousands."}, {"id": "mai-20260917-1752-baseline|c195-l2|xai-small|Microsoft Visio", "prompt": "c195-l2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust for governed diagrams and reorg visuals... Manual effort; not as dynamic for simulations."}, {"id": "mai-20260917-1752-baseline|c195-l2|xai-small|OneDirectory", "prompt": "c195-l2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Handles dotted lines and global structures across thousands of employees. | Newer player, less proven"}, {"id": "mai-20260917-1752-baseline|c195-l2|xai-small|Anaplan", "prompt": "c195-l2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your needs emphasize financial modeling, look at Anaplan instead."}, {"id": "mai-20260917-1752-baseline|c195-l2|zai-small|Lucidchart", "prompt": "c195-l2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lucidchart** combined with **OrgPlus**"}, {"id": "mai-20260917-1752-baseline|c195-l2|zai-small|OrgPlus", "prompt": "c195-l2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgPlus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary Recommendation: **Lucidchart + OrgPlus**"}, {"id": "mai-20260917-1752-baseline|c195-l2|zai-small|Microsoft Visio", "prompt": "c195-l2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Visio + SharePoint/Teams** - Good if you're heavily invested in Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c195-l2|zai-small|Miro", "prompt": "c195-l2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Miro + specialized org templates** - More collaborative, less structured for large orgs"}, {"id": "mai-20260917-1752-baseline|c195-l3|alibaba-small|Ingentis org.manager", "prompt": "c195-l3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ingentis is often the choice for heavy-duty \"Change Management\" and organizational engineering."}, {"id": "mai-20260917-1752-baseline|c195-l3|alibaba-small|OrgChart (orgchart.com)", "prompt": "c195-l3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (orgchart.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose OrgChart** if you need a reliable, \"set-it-and-forget-it\" chart that works with any HR system"}, {"id": "mai-20260917-1752-baseline|c195-l3|alibaba-small|OneDirectory", "prompt": "c195-l3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose OneDirectory** if your company lives in Microsoft Teams and Outlook"}, {"id": "mai-20260917-1752-baseline|c195-l3|alibaba-small|Orgvue", "prompt": "c195-l3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Orgvue** if your business challenges are about headcount budgeting, skills gaps, and financial forecasting"}, {"id": "mai-20260917-1752-baseline|c195-l3|alibaba-small|ChartHop", "prompt": "c195-l3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ChartHop is a modern entrant that focuses on eliminating manual maintenance entirely."}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|GoProfiles", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "GoProfiles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GoProfiles for live, HRIS-synced org charts inside a full employee hub"}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|ChartHop", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ChartHop for workforce planning and analytics"}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|Lucidchart", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lucidchart for manual diagramming flexibility"}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|Pingboard", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pingboard for a simple directory-plus-chart"}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|Ingentis org.manager", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "an enterprise-focused org chart and workforce modeling solution built for organizations with highly complex structures"}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|Visio", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Visio is Microsoft's diagramming software, widely used within enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l3|anthropic-small|Lattice", "prompt": "c195-l3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lattice positions org charts as a supporting feature rather than a standalone or deeply configurable organizational modeling tool"}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|OrgChart", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **OrgChart**, **Ingentis**, or **ChartHop** if you need **enterprise governance and workforce planning**."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Ingentis org.manager", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **OrgChart**, **Ingentis**, or **ChartHop** if you need **enterprise governance and workforce planning**."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|ChartHop", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **OrgChart**, **Ingentis**, or **ChartHop** if you need **enterprise governance and workforce planning**."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Workday", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Nakisa**, **Workday**, or **Orgvue** if your org chart must reflect **HR truth and controlled hierarchy management**."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Nakisa", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suits **governed, position-based org chart updates** and repeatable reorg reporting."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Orgvue", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasizes **relationship mapping** and controlled maintenance of hierarchy truth."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Pingboard / Workleap", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard / Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Built around **synchronized people directory data** and **role-based visibility**."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Microsoft Visio", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for **controlled, leadership-ready diagrams** inside the Microsoft 365 workflow, but it is less of a live HR system."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|SmartDraw", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good for **editable charts generated from data** and repeatable exports."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Lucidchart / Lucid Visual Collaboration Suite", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart / Lucid Visual Collaboration Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong for **real-time collaboration** and cross-functional editing."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Miro", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best when teams need **shared editing and annotation**, not enterprise governance."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Canva", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Best for **quick, stakeholder-friendly charts** rather than governed enterprise hierarchy management."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Organimi", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Good for **frequent updates** with less redraw work; more operational than planning-heavy."}, {"id": "mai-20260917-1752-baseline|c195-l3|challenger-small|Creately", "prompt": "c195-l3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Lucidchart, Miro, and Creately** emphasize **real-time co-editing**"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Lucidchart", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**1. Diagramming tools** (Lucidchart, Miro, SmartDraw, Microsoft Visio, Creately) — you manually drag boxes and draw lines."}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Miro", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Diagramming tools** (Lucidchart, Miro, SmartDraw, Microsoft Visio, Creately)"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|SmartDraw", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Just need to show a hierarchy, small team?** → Lucidchart, SmartDraw, or Visio (diagramming)."}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Microsoft Visio", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Diagramming tools** (Lucidchart, Miro, SmartDraw, Microsoft Visio, Creately)"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Creately", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Diagramming tools** (Lucidchart, Miro, SmartDraw, Microsoft Visio, Creately)"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|OrgChart/OrgChart Now", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart/OrgChart Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Need charts that stay in sync with your HRIS automatically?** → OrgChart Now or Ingentis org.manager."}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Ingentis org.manager", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Need charts that stay in sync with your HRIS automatically?** → OrgChart Now or Ingentis org.manager."}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Pingboard", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Live org chart platforms** (OrgChart/OrgChart Now, Ingentis org.manager, Pingboard, OneDirectory)"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|OneDirectory", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Live org chart platforms** (OrgChart/OrgChart Now, Ingentis org.manager, Pingboard, OneDirectory)"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Orgvue", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Planning a reorg, headcount cuts, or M&A integration?** → Orgvue or ChartHop"}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|ChartHop", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Need heavy analytics layered on your org structure?** → ChartHop."}, {"id": "mai-20260917-1752-baseline|c195-l3|deepseek-small|Nakisa", "prompt": "c195-l3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "with Nakisa if you're an SAP shop needing strict audit trails"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|Lucidchart", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "which can be done in basic diagramming tools like Lucidchart or Visio"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|Visio", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "basic diagramming tools like Lucidchart or Visio"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|Orgvue", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Heavy-duty restructuring, M&A planning... Orgvue or Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|Nakisa Workforce Planning (formerly Hanelly)", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa Workforce Planning (formerly Hanelly)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Orgvue or Nakisa | They are built specifically for modeling high-consequence enterprise changes"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|ChartHop", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is the most user-friendly dashboard for visualizing non-hierarchical people data."}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|Ingentis org.manager", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly customized visual configurations and automation"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|OneDirectory", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft 365 native employee connection and discovery"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|Beyond Intranet", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Beyond Intranet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "OneDirectory (or Beyond Intranet)"}, {"id": "mai-20260917-1752-baseline|c195-l3|google-small|TeamOhana", "prompt": "c195-l3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Aligning finance budgets with real-time headcount planning"}, {"id": "mai-20260917-1752-baseline|c195-l3|meta-small|Pingboard", "prompt": "c195-l3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Pingboard, Nakisa, ChartHop, and Canva."}, {"id": "mai-20260917-1752-baseline|c195-l3|meta-small|Nakisa", "prompt": "c195-l3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Pingboard, Nakisa, ChartHop, and Canva."}, {"id": "mai-20260917-1752-baseline|c195-l3|meta-small|ChartHop", "prompt": "c195-l3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Pingboard, Nakisa, ChartHop, and Canva."}, {"id": "mai-20260917-1752-baseline|c195-l3|meta-small|Canva", "prompt": "c195-l3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Pingboard, Nakisa, ChartHop, and Canva."}, {"id": "mai-20260917-1752-baseline|c195-l3|minimax-small|OrgChart", "prompt": "c195-l3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises with complex structures and frequent reorganizations, **Nakisa** and **OrgChart** lead in capabilities."}, {"id": "mai-20260917-1752-baseline|c195-l3|minimax-small|Nakisa", "prompt": "c195-l3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For large enterprises with complex structures and frequent reorganizations, **Nakisa** and **OrgChart** lead in capabilities."}, {"id": "mai-20260917-1752-baseline|c195-l3|minimax-small|OneDirectory", "prompt": "c195-l3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations deeply invested in Microsoft 365 will find **OneDirectory** most seamless."}, {"id": "mai-20260917-1752-baseline|c195-l3|minimax-small|Lucidchart", "prompt": "c195-l3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For simpler needs, **Lucidchart** offers excellent usability."}, {"id": "mai-20260917-1752-baseline|c195-l3|minimax-small|Microsoft Visio", "prompt": "c195-l3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Organizations already in Microsoft 365 ecosystem"}, {"id": "mai-20260917-1752-baseline|c195-l3|minimax-small|ChartHop", "prompt": "c195-l3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Data-driven HR teams needing analytics"}, {"id": "mai-20260917-1752-baseline|c195-l3|mistral-small|Nakisa", "prompt": "c195-l3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises needing deep HR integration and real-time org chart updates."}, {"id": "mai-20260917-1752-baseline|c195-l3|mistral-small|Lucid Visual Collaboration Suite", "prompt": "c195-l3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucid Visual Collaboration Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprise-wide org visualization and cross-team collaboration."}, {"id": "mai-20260917-1752-baseline|c195-l3|mistral-small|Sift", "prompt": "c195-l3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Not just a chart tool—enhances org charts with talent management and expertise location."}, {"id": "mai-20260917-1752-baseline|c195-l3|mistral-small|OrgChart (by OrgChart.com)", "prompt": "c195-l3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (by OrgChart.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Nakisa and OrgChart.com excel at deep HRIS integration for real-time, accurate org charts."}, {"id": "mai-20260917-1752-baseline|c195-l3|mistral-small|SmartDraw", "prompt": "c195-l3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SmartDraw and Pingboard are more versatile or culture-focused, but may lack the depth needed for very large enterprises."}, {"id": "mai-20260917-1752-baseline|c195-l3|mistral-small|Pingboard", "prompt": "c195-l3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong on company culture and internal communication, but less suited for very large enterprises."}, {"id": "mai-20260917-1752-baseline|c195-l3|moonshot-small|ChartHop", "prompt": "c195-l3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need strategic workforce planning + live HR data?** → **ChartHop** or **OrgChart**"}, {"id": "mai-20260917-1752-baseline|c195-l3|moonshot-small|OrgChart (OrgChart Now / OrgChart.com)", "prompt": "c195-l3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (OrgChart Now / OrgChart.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "OrgChart is purpose-built for org charts. It emphasizes **automated data freshness**, advanced formatting control, and polished executive-ready exports"}, {"id": "mai-20260917-1752-baseline|c195-l3|moonshot-small|Pingboard (by Workleap)", "prompt": "c195-l3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard (by Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need an employee directory with rich profiles and culture features?** → **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-l3|moonshot-small|Microsoft Visio", "prompt": "c195-l3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visio is the **safest choice for enterprises already locked into Microsoft ecosystems**"}, {"id": "mai-20260917-1752-baseline|c195-l3|moonshot-small|Lucidchart", "prompt": "c195-l3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need general diagramming flexibility across the enterprise?** → **Lucidchart** or **Visio**"}, {"id": "mai-20260917-1752-baseline|c195-l3|moonshot-small|Organimi", "prompt": "c195-l3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want a simple, cost-predictable org chart without per-user fees?** → **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-l3|openai-small|Lucidchart / Lucid", "prompt": "c195-l3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart / Lucid", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **the best general enterprise org chart tool** with collaboration: **Lucidchart**."}, {"id": "mai-20260917-1752-baseline|c195-l3|openai-small|Microsoft Visio", "prompt": "c195-l3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **Microsoft ecosystem alignment**: **Visio**."}, {"id": "mai-20260917-1752-baseline|c195-l3|openai-small|OrgChart (OrgChart Now / OrgChart Enterprise)", "prompt": "c195-l3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (OrgChart Now / OrgChart Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **HR/workforce-planning depth**: **OrgChart**."}, {"id": "mai-20260917-1752-baseline|c195-l3|openai-small|SAP SuccessFactors", "prompt": "c195-l3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **HR-suite-native org charts**: **SAP SuccessFactors**."}, {"id": "mai-20260917-1752-baseline|c195-l3|openai-small|Pingboard", "prompt": "c195-l3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I'd treat Pingboard as a common enterprise choice but not fully validated here against official docs."}, {"id": "mai-20260917-1752-baseline|c195-l3|openai-small|Miro", "prompt": "c195-l3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's not usually the most specialized choice for HR-grade org management or deeply governed org data."}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|Microsoft Visio", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "general diagramming tools like Microsoft Visio, Lucidchart, or SmartDraw, which are better for simpler visualization but lack deep HR integrations and governance at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|Lucidchart", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "better for simpler visualization but lack deep HR integrations and governance at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|SmartDraw", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better for simpler visualization but lack deep HR integrations and governance at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|OrgChart", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best for**: Workforce planning, scenario modeling, and complex hierarchies in large enterprises."}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|Nakisa", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "positioned as top for enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|Ingentis org.manager", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Analytics/Custom Views**: Ingentis."}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|Pingboard", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Team Connectivity**: Pingboard."}, {"id": "mai-20260917-1752-baseline|c195-l3|xai-small|OneDirectory", "prompt": "c195-l3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Microsoft Environment**: OneDirectory or Visio (if lighter needs)."}, {"id": "mai-20260917-1752-baseline|c195-l3|zai-small|OrgPlus (by Insperity)", "prompt": "c195-l3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgPlus (by Insperity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OrgPlus is the industry standard for deep workforce analytics."}, {"id": "mai-20260917-1752-baseline|c195-l3|zai-small|Lucidchart", "prompt": "c195-l3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Lucidchart if your #1 goal is Collaboration."}, {"id": "mai-20260917-1752-baseline|c195-l3|zai-small|SAP SuccessFactors", "prompt": "c195-l3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP/Workday if you need Data Accuracy."}, {"id": "mai-20260917-1752-baseline|c195-l3|zai-small|Workday", "prompt": "c195-l3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday allows you to model and change the organization visually"}, {"id": "mai-20260917-1752-baseline|c195-l3|zai-small|Microsoft Visio", "prompt": "c195-l3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but the steepest learning curve and most manual data entry required compared to automated tools"}, {"id": "mai-20260917-1752-baseline|c195-l4|alibaba-small|Organimi", "prompt": "c195-l4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request an Enterprise Quote from Organimi. Their pricing structure is built to prevent the \"bill shock\""}, {"id": "mai-20260917-1752-baseline|c195-l4|alibaba-small|OneDirectory", "prompt": "c195-l4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft 365 Environments: **OneDirectory**"}, {"id": "mai-20260917-1752-baseline|c195-l4|alibaba-small|OrgChartPlus", "prompt": "c195-l4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChartPlus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a hard ceiling on costs, contact OrgChartPlus regarding a Site License."}, {"id": "mai-20260917-1752-baseline|c195-l4|alibaba-small|OrgChart.io", "prompt": "c195-l4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best User Interface: **OrgChart.io** ... this is a strong contender."}, {"id": "mai-20260917-1752-baseline|c195-l4|alibaba-small|Lucidchart", "prompt": "c195-l4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-User (Seat) | High Spike ($50k+ for 5k seats) | Low (Growth hurts budget)"}, {"id": "mai-20260917-1752-baseline|c195-l4|alibaba-small|Visio", "prompt": "c195-l4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-User (Seat) | High Spike ($50k+ for 5k seats) | Low (Growth hurts budget)"}, {"id": "mai-20260917-1752-baseline|c195-l4|anthropic-small|OneDirectory", "prompt": "c195-l4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneDirectory** (Best for cost predictability at scale)"}, {"id": "mai-20260917-1752-baseline|c195-l4|anthropic-small|Org Chart Studio/OrgChart", "prompt": "c195-l4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio/OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Flat-fee alternative) ... flat-fee pricing instead of per-seat"}, {"id": "mai-20260917-1752-baseline|c195-l4|anthropic-small|ChartHop", "prompt": "c195-l4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChartHop** (Enterprise-grade with published pricing)"}, {"id": "mai-20260917-1752-baseline|c195-l4|challenger-small|OneDirectory", "prompt": "c195-l4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **OneDirectory** because its pricing is **banded by employee/profile count**"}, {"id": "mai-20260917-1752-baseline|c195-l4|challenger-small|OrgChart.com", "prompt": "c195-l4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Predictable within a contract, but cost still tracks charted employees."}, {"id": "mai-20260917-1752-baseline|c195-l4|challenger-small|ChartHop", "prompt": "c195-l4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for HR-linked data, but total cost rises directly with headcount."}, {"id": "mai-20260917-1752-baseline|c195-l4|challenger-small|Lucidchart", "prompt": "c195-l4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flexible, but usually less predictable for thousands of users because costs scale with access seats."}, {"id": "mai-20260917-1752-baseline|c195-l4|challenger-small|Visio", "prompt": "c195-l4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Flexible, but usually less predictable for thousands of users because costs scale with access seats."}, {"id": "mai-20260917-1752-baseline|c195-l4|challenger-small|Miro", "prompt": "c195-l4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Flexible, but usually less predictable for thousands of users because costs scale with access seats."}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|Creately (Business Plan)", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately (Business Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Creately Business at $89/month"}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|OneDirectory", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose OneDirectory for its banded, profile-based pricing (up to 2,000)"}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|Pingboard (Workleap)", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard (Workleap)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid per-user tools like Pingboard, Lucidchart, or Visio for thousands of users"}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|OrgChart (by OrgChart.com)", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart (by OrgChart.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For thousands of employees, the annual bill will quickly climb into the tens of thousands of dollars"}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|OrgPlease!", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgPlease!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pure flat fee, but less proven at massive scale."}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|Lucidchart", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid per-user tools like Pingboard, Lucidchart, or Visio"}, {"id": "mai-20260917-1752-baseline|c195-l4|deepseek-small|Visio", "prompt": "c195-l4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid per-user tools like Pingboard, Lucidchart, or Visio"}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|ChartHop", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many popular tools (like ChartHop, Pingboard, or Sift) charge between $1.50 and $6+ per employee per month... can easily balloon the total cost of ownership"}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|Pingboard", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many popular tools (like ChartHop, Pingboard, or Sift) charge between $1.50 and $6+ per employee per month"}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|Sift", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Sift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many popular tools (like ChartHop, Pingboard, or Sift) charge between $1.50 and $6+ per employee per month"}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|TeamOrgChart", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "TeamOrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TeamOrgChart** is virtually unbeatable for predictable, low-cost pricing."}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|Organimi", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Organimi** is a highly popular enterprise choice."}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|Ingentis org.manager", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ingentis** is the gold standard for automated visualization."}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|SmartDraw", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SmartDraw offers custom **Enterprise-Wide Licenses** designed to cover an entire organization at a flat annual fee."}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|Lucidchart", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "replaces more expensive per-user licensing tools like Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-l4|google-small|Visio", "prompt": "c195-l4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies needing a general Visio/Lucidchart replacement."}, {"id": "mai-20260917-1752-baseline|c195-l4|meta-small|Lucidchart", "prompt": "c195-l4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top org chart software options include Lucidchart, Ingentis org.manager, Organimi, Factorial, Creately, and Workleap Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-l4|meta-small|Ingentis org.manager", "prompt": "c195-l4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Ingentis org.manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top org chart software options include Lucidchart, Ingentis org.manager, Organimi"}, {"id": "mai-20260917-1752-baseline|c195-l4|meta-small|Organimi", "prompt": "c195-l4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top org chart software options include ... Organimi"}, {"id": "mai-20260917-1752-baseline|c195-l4|meta-small|Factorial", "prompt": "c195-l4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top org chart software options include ... Factorial"}, {"id": "mai-20260917-1752-baseline|c195-l4|meta-small|Creately", "prompt": "c195-l4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top org chart software options include ... Creately"}, {"id": "mai-20260917-1752-baseline|c195-l4|meta-small|Workleap Pingboard", "prompt": "c195-l4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Workleap Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top org chart software options include ... Workleap Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-l4|minimax-small|Stracl", "prompt": "c195-l4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Stracl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stracl's Enterprise Unlimited** at ~$22,000/year is the most cost-transparent option"}, {"id": "mai-20260917-1752-baseline|c195-l4|minimax-small|OrgCanvas Business", "prompt": "c195-l4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgCanvas Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However: limited enterprise features, best for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c195-l4|minimax-small|The Org Chart", "prompt": "c195-l4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "The Org Chart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers custom enterprise quotes with flat rates"}, {"id": "mai-20260917-1752-baseline|c195-l4|minimax-small|ChartHop", "prompt": "c195-l4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~$5-8/employee/month (so 5,000 employees = $25,000-40,000/month)"}, {"id": "mai-20260917-1752-baseline|c195-l4|minimax-small|OrgChart.com", "prompt": "c195-l4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-employee pricing with 100-employee minimum"}, {"id": "mai-20260917-1752-baseline|c195-l4|minimax-small|OneDirectory", "prompt": "c195-l4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tiered by profile count, scales with headcount"}, {"id": "mai-20260917-1752-baseline|c195-l4|mistral-small|Ingentis org.manager", "prompt": "c195-l4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Ingentis org.manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ingentis org.manager** stands out as the best choice"}, {"id": "mai-20260917-1752-baseline|c195-l4|mistral-small|Microsoft Visio", "prompt": "c195-l4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong but generally scale with per-user pricing, which can become unpredictable and expensive for very large teams"}, {"id": "mai-20260917-1752-baseline|c195-l4|mistral-small|Lucidchart", "prompt": "c195-l4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong but generally scale with per-user pricing, which can become unpredictable and expensive for very large teams"}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|Lucidchart", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: Per-user tools like Lucidchart or Pingboard for thousands of users, as costs scale unpredictably"}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|Pingboard", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Per-user tools like Lucidchart or Pingboard for thousands of users"}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|Miro", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Per-user pricing** (Lucidchart, Pingboard, Miro) - ... At thousands of users, this becomes very expensive and hard to predict."}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|ChartHop", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ChartHop is powerful but expensive at scale due to per-employee pricing."}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|OrgChart.com", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Per-employee pricing** (ChartHop, OrgChart.com)"}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|OneDirectory", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "⭐ Top Recommendation for Microsoft 365 shops"}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|OrgPlease!", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgPlease!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OrgPlease!** offers true flat-rate pricing, though you may outgrow it at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|OrgChart (theorgchart.com)", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart (theorgchart.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**OrgChart** provides dedicated org chart functionality with tiered (but published) pricing based on headcount"}, {"id": "mai-20260917-1752-baseline|c195-l4|moonshot-small|OrgCanvas", "prompt": "c195-l4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgCanvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Caveat**: May lack enterprise-grade features for very large organizations"}, {"id": "mai-20260917-1752-baseline|c195-l4|openai-small|Microsoft Visio", "prompt": "c195-l4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft Visio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest choice is usually **Microsoft Visio with an enterprise agreement or Microsoft 365 licensing**"}, {"id": "mai-20260917-1752-baseline|c195-l4|openai-small|OrgChart Now", "prompt": "c195-l4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a **purpose-built org chart/directory platform** instead of diagramming software, **OrgChart Now** is a stronger fit than many SMB tools"}, {"id": "mai-20260917-1752-baseline|c195-l4|openai-small|Sift", "prompt": "c195-l4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Sift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but its pricing is per-user and therefore less ideal if you want a very tightly predictable all-in cost across thousands of users"}, {"id": "mai-20260917-1752-baseline|c195-l4|openai-small|Lucidchart", "prompt": "c195-l4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Visio vs OrgChart Now vs Sift vs Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|OneDirectory", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneDirectory stands out as the best org chart software for a large company with thousands of users needing predictable total cost."}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|OrgChart.com (now Office OrgChart)", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart.com (now Office OrgChart)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If deeply integrated with HRIS/workforce planning, evaluate OrgChart.com next."}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|Workleap Pingboard", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Workleap Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-user elements; now quote-heavy for enterprise"}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|Organimi", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Banded by employees (self-serve to 2,500...) | Simple visuals, matrix charts, exports | Viewer/admin limits in lower tiers; less HR depth"}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|Microsoft Visio Plan 2", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft Visio Plan 2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pure per-editor; unpredictable for broad access"}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|Lucidchart", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Costs explode with thousands (e.g., Lucidchart Enterprise: $40K–$150K+ for 500+)"}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|SmartDraw", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "SmartDraw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "General diagrammers (SmartDraw, Miro): Flat-ish but not org-optimized for enterprise scale/HR sync."}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|Miro", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "General diagrammers (SmartDraw, Miro): Flat-ish but not org-optimized for enterprise scale/HR sync."}, {"id": "mai-20260917-1752-baseline|c195-l4|xai-small|Org Chart Studio", "prompt": "c195-l4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Great for ad-hoc, but lacks live collaboration/HRIS for ongoing large-org use."}, {"id": "mai-20260917-1752-baseline|c195-l4|zai-small|OneDirectory", "prompt": "c195-l4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: OneDirectory ... This is the most predictable option for a large company."}, {"id": "mai-20260917-1752-baseline|c195-l4|zai-small|OrgChart (by OrgVue)", "prompt": "c195-l4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart (by OrgVue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose OrgChart if you need advanced HR analytics and workforce planning"}, {"id": "mai-20260917-1752-baseline|c195-l4|zai-small|Pingboard", "prompt": "c195-l4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The \"Avoid\" Category: Per-User Tools (Pingboard, Lucidchart) Why to avoid: They create \"bill shock\" at scale."}, {"id": "mai-20260917-1752-baseline|c195-l4|zai-small|Lucidchart", "prompt": "c195-l4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The \"Avoid\" Category: Per-User Tools (Pingboard, Lucidchart) Why to avoid: They create \"bill shock\" at scale."}, {"id": "mai-20260917-1752-baseline|c195-l5|challenger-small|OrgChart", "prompt": "c195-l5", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "examples in the results include **OrgChart**, **Cloudairy**, **Pingboard/Workleap**, **HR Directory 365**, and **ChartHop/Workforce-planning-oriented tools**"}, {"id": "mai-20260917-1752-baseline|c195-l5|challenger-small|Cloudairy", "prompt": "c195-l5", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Cloudairy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "examples in the results include **OrgChart**, **Cloudairy**, **Pingboard/Workleap**"}, {"id": "mai-20260917-1752-baseline|c195-l5|challenger-small|Pingboard/Workleap", "prompt": "c195-l5", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard/Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "examples in the results include ... **Pingboard/Workleap**"}, {"id": "mai-20260917-1752-baseline|c195-l5|challenger-small|HR Directory 365", "prompt": "c195-l5", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "HR Directory 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "examples in the results include ... **HR Directory 365**"}, {"id": "mai-20260917-1752-baseline|c195-l5|challenger-small|ChartHop", "prompt": "c195-l5", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ChartHop/Workforce-planning-oriented tools**, depending on whether you need charting only or broader people analytics"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|OneDirectory", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise org chart platforms: OneDirectory, Ingentis org.manager, OrgChart, Orgvue, ChartHop, Nakisa. These are the serious candidates for your size"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|Ingentis org.manager", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These are the serious candidates for your size (auto-sync, RBAC, scenario planning, SOC 2/ISO)."}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|OrgChart", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These are the serious candidates for your size"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|Orgvue", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These are the serious candidates for your size"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|ChartHop", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These are the serious candidates for your size"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|Nakisa", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are the serious candidates for your size"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|Workday", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "HR suites' built-in charts (Workday, SAP SuccessFactors, UKG, BambooHR) — often free and already hold your data, but limited for planning/analytics."}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|SAP SuccessFactors", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often free and already hold your data, but limited for planning/analytics"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|UKG", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "often free and already hold your data, but limited for planning/analytics"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|BambooHR", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "often free and already hold your data, but limited for planning/analytics"}, {"id": "mai-20260917-1752-baseline|c195-l5|deepseek-small|Lucidchart", "prompt": "c195-l5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Diagramming tools (Lucidchart, etc.) — skip these."}, {"id": "mai-20260917-1752-baseline|c195-l5|google-small|ChartHop", "prompt": "c195-l5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop:** Excellent for HR data analytics, headcount/scenario planning, and robust HRIS integrations."}, {"id": "mai-20260917-1752-baseline|c195-l5|google-small|Pingboard", "prompt": "c195-l5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pingboard:** Strong directory features, great UX, and highly customizable."}, {"id": "mai-20260917-1752-baseline|c195-l5|google-small|The Org", "prompt": "c195-l5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "The Org", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Great if you want a public-facing chart (though usually restricted for 5k-person companies wanting strict privacy)."}, {"id": "mai-20260917-1752-baseline|c195-l5|google-small|Sift", "prompt": "c195-l5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Sift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sift:** Outstanding enterprise directory and search functionality with clean visualization."}, {"id": "mai-20260917-1752-baseline|c195-l5|google-small|OrgWiki", "prompt": "c195-l5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgWiki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**OrgWiki / Organimi:** Traditional, highly customizable builders with robust security controls."}, {"id": "mai-20260917-1752-baseline|c195-l5|google-small|Organimi", "prompt": "c195-l5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**OrgWiki / Organimi:** Traditional, highly customizable builders with robust security controls."}, {"id": "mai-20260917-1752-baseline|c195-l5|meta-small|OrgChart", "prompt": "c195-l5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OrgChart: Offers robust security features, including SSO and SOC 2 Type 2 compliance, and is designed for large organizations."}, {"id": "mai-20260917-1752-baseline|c195-l5|meta-small|Cloudairy", "prompt": "c195-l5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Cloudairy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers AI-powered org chart creation, collaboration features, and is SOC 2 Type II and ISO 27001 compliant."}, {"id": "mai-20260917-1752-baseline|c195-l5|meta-small|Pingboard", "prompt": "c195-l5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers dynamic org charts, employee directories, and collaboration tools, with a starting price of $5 per user/month."}, {"id": "mai-20260917-1752-baseline|c195-l5|meta-small|OneDirectory", "prompt": "c195-l5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers automated org chart creation, live updates, and is designed for large and complex organizations."}, {"id": "mai-20260917-1752-baseline|c195-l5|meta-small|HR Directory 365", "prompt": "c195-l5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "HR Directory 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with SOC 2 Type II and GCC High compliance, and is built inside SharePoint and Microsoft 365"}, {"id": "mai-20260917-1752-baseline|c195-l5|minimax-small|Lucidchart", "prompt": "c195-l5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lucidchart** (widely used, strong SSO)"}, {"id": "mai-20260917-1752-baseline|c195-l5|minimax-small|ChartHop", "prompt": "c195-l5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartHop** (enterprise-focused)"}, {"id": "mai-20260917-1752-baseline|c195-l5|minimax-small|Pingboard", "prompt": "c195-l5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pingboard** (good enterprise tier)"}, {"id": "mai-20260917-1752-baseline|c195-l5|minimax-small|OrgChart", "prompt": "c195-l5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**OrgChart** (strongest compliance)"}, {"id": "mai-20260917-1752-baseline|c195-l5|minimax-small|Miro", "prompt": "c195-l5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Miro**: Yes Business+"}, {"id": "mai-20260917-1752-baseline|c195-l5|minimax-small|Cloudairy", "prompt": "c195-l5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Cloudairy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cloudairy**: SOC 2 Type II, ISO 27001, GDPR"}, {"id": "mai-20260917-1752-baseline|c195-l5|mistral-small|ChartHop", "prompt": "c195-l5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Built for HR and people analytics, integrates with HRIS (Workday, BambooHR), supports SSO (Okta, Azure AD), and is SOC 2 compliant."}, {"id": "mai-20260917-1752-baseline|c195-l5|mistral-small|Pingboard", "prompt": "c195-l5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focuses on culture and engagement, integrates with Slack, Google Workspace, and SSO providers."}, {"id": "mai-20260917-1752-baseline|c195-l5|mistral-small|OrgChart Now (by Nakisa)", "prompt": "c195-l5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart Now (by Nakisa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specializes in org chart automation and integration with SAP/Workday... Designed for Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline|c195-l5|mistral-small|Microsoft Viva Insights / Org Explorer", "prompt": "c195-l5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Microsoft Viva Insights / Org Explorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using Microsoft 365, this integrates natively with Azure AD and Teams."}, {"id": "mai-20260917-1752-baseline|c195-l5|mistral-small|SAP SuccessFactors Workforce Organization", "prompt": "c195-l5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SAP SuccessFactors Workforce Organization", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you use SAP for HR, this is a natural fit."}, {"id": "mai-20260917-1752-baseline|c195-l5|moonshot-small|OrgChart", "prompt": "c195-l5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**OrgChart** – Specifically designed for Fortune 500/government agencies with SOC 2 Type 2, ISO 27001, ISO 27018, AWS GovCloud hosting, SAML 2.0 SSO, MFA, and RBAC"}, {"id": "mai-20260917-1752-baseline|c195-l5|moonshot-small|Nakisa Workforce Planning", "prompt": "c195-l5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Nakisa Workforce Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for enterprises with 5,000+ employees; includes org charting, org design, and workforce planning"}, {"id": "mai-20260917-1752-baseline|c195-l5|moonshot-small|ChartHop", "prompt": "c195-l5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SOC 2 compliant with SSO support; strong for people analytics and workforce planning"}, {"id": "mai-20260917-1752-baseline|c195-l5|moonshot-small|OneDirectory", "prompt": "c195-l5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rated 4.9/5 on G2 for mid-to-large organizations with complex structures"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|OrgChart Now", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3 (e.g., OrgChart, ChartHop, Pingboard)... OrgChart Now (Fortune 500/gov't use)"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|ChartHop", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3 (e.g., OrgChart, ChartHop, Pingboard)"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Pingboard (Workleap)", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pingboard/ChartHop proven at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Organimi", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Organimi | Enterprise; SAML | BambooHR/etc. | $10-20/user/mo | Simple sync/planning"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Lucidchart Enterprise", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Data import (no live HRIS) ... Visual collab (less auto)"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Visio", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid basic diagramming tools like Visio or Miro, as they lack live syncing and scale poorly"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Miro", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid basic diagramming tools like Visio or Miro"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Nakisa", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Nakisa/Orgvue for 5k+ planning"}, {"id": "mai-20260917-1752-baseline|c195-l5|xai-small|Orgvue", "prompt": "c195-l5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Nakisa/Orgvue for 5k+ planning"}, {"id": "mai-20260917-1752-baseline|c195-l6|alibaba-small|Canva", "prompt": "c195-l6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Purely Manual Presentation Tools (e.g., Canva, PowerPoint, Prezi) ... these tools are fundamentally broken for operational use in large companies."}, {"id": "mai-20260917-1752-baseline|c195-l6|alibaba-small|PowerPoint", "prompt": "c195-l6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Purely Manual Presentation Tools (e.g., Canva, PowerPoint, Prezi) ... Why Avoid: In a company of 1,000+ people, manually updating a chart weekly is impossible."}, {"id": "mai-20260917-1752-baseline|c195-l6|alibaba-small|Prezi", "prompt": "c195-l6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Prezi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Purely Manual Presentation Tools (e.g., Canva, PowerPoint, Prezi)"}, {"id": "mai-20260917-1752-baseline|c195-l6|alibaba-small|Excel", "prompt": "c195-l6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Spreadsheets (Excel / Google Sheets) ... it is widely considered the most dangerous source of truth in modern enterprise environments."}, {"id": "mai-20260917-1752-baseline|c195-l6|alibaba-small|Google Sheets", "prompt": "c195-l6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Spreadsheets (Excel / Google Sheets) ... Why Avoid: They cannot handle complex hierarchies well"}, {"id": "mai-20260917-1752-baseline|c195-l6|alibaba-small|Visio", "prompt": "c195-l6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Basic Diagramming Software (e.g., Standard Visio diagrams without scripting) ... Why Be Cautious"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|Excel", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Manual/File-Based Tools (Excel, Word, PowerPoint, Slides) ... org charts built in files turn into an administrative burden and a risky input for planning"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|Word", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Word", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Manual/File-Based Tools (Excel, Word, PowerPoint, Slides)"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|PowerPoint", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "most file-based approaches lack enterprise controls like role-based permissions, audit trails, and governance policies"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|Slides", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Slides", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Manual/File-Based Tools (Excel, Word, PowerPoint, Slides)"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|Lucidchart", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "General Diagramming Tools (Lucidchart, Visio, Miro) While versatile, these tools have significant limitations for enterprise use"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|Visio", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not purpose-built for org charts, so features like scenario planning or role-specific data aren't included"}, {"id": "mai-20260917-1752-baseline|c195-l6|anthropic-small|Miro", "prompt": "c195-l6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "diagramming tools typically break down quickly"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|Lucidchart", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic diagramming tools such as Lucidchart, Visio, SmartDraw, Canva, or draw.io ... not for enterprise org management"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|Visio", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic diagramming tools such as Lucidchart, Visio, SmartDraw, Canva, or draw.io ... not for enterprise org management"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|SmartDraw", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic diagramming tools such as Lucidchart, Visio, SmartDraw, Canva, or draw.io"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|Canva", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic diagramming tools such as Lucidchart, Visio, SmartDraw, Canva, or draw.io"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|draw.io", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic diagramming tools such as Lucidchart, Visio, SmartDraw, Canva, or draw.io"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|Pingboard", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SMB-leaning org chart tools like Pingboard, Freshteam, BambooHR, Sift, or similar \"easy\" tools if your enterprise needs deep governance"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|Freshteam", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Freshteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SMB-leaning org chart tools like Pingboard, Freshteam, BambooHR, Sift"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|BambooHR", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SMB-leaning org chart tools like Pingboard, Freshteam, BambooHR, Sift"}, {"id": "mai-20260917-1752-baseline|c195-l6|challenger-small|Sift", "prompt": "c195-l6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Sift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "SMB-leaning org chart tools like Pingboard, Freshteam, BambooHR, Sift"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Microsoft Visio", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Manual Diagramming Tools (Avoid for production use) ... Hard limits: The Org Chart Wizard caps at 1,000 shapes per page"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|PowerPoint / Google Slides", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint / Google Slides", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Zero data connectivity. It's a drawing, not a tool."}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Lucidchart", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Static diagram output. ... not for a governed source of truth."}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Gliffy", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Gliffy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Static diagram output. ... Governance limits"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Creately", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Static diagram output. ... Governance limits"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|draw.io", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "No org data management. ... draw.io is a file-based editor."}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Miro", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Miro/Canva are whiteboard/design tools"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Canva", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Miro/Canva are whiteboard/design tools"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Workday", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tools like Workday, Oracle HCM Cloud, SAP SuccessFactors have native org visualization, but many enterprises fall into the trap of thinking that's enough."}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Oracle HCM Cloud", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "They are operational, not strategic. ... Extremely rigid."}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|SAP SuccessFactors", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "have native org visualization, but many enterprises fall into the trap"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Organimi", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Tools like Organimi, Pingboard, and basic OrgCharting (per-seat models) are great for SMBs but hit walls at enterprise scale."}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Pingboard", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "great for SMBs but hit walls at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|OrgCharting", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgCharting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "basic OrgCharting (per-seat models) are great for SMBs but hit walls at enterprise scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|ChartHop", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "the safe options typically are dedicated enterprise org platforms (ChartHop, Ingentis org.manager, Pingboard Enterprise, OrgChart.com Enterprise)"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|OrgChart.com", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "per-employee-record pricing (like ChartHop, OrgChart.com, Ingentis)"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Ingentis org.manager", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "dedicated enterprise org platforms (ChartHop, Ingentis org.manager...)"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Cortextual", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Cortextual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "workforce planning tools (Cortextual, Nakisa, etc.)"}, {"id": "mai-20260917-1752-baseline|c195-l6|deepseek-small|Nakisa", "prompt": "c195-l6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "workforce planning tools (Cortextual, Nakisa, etc.)"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Microsoft PowerPoint", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid—or be highly cautious of—four distinct categories of org chart tools... Microsoft Visio and PowerPoint ... are arguably the most inefficient tools"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|MS Visio", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "MS Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Visio is notorious for performance degradation when processing large datasets"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Lucidchart", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like Lucidchart struggle to natively represent complex matrix structures"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Miro", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General-Purpose Visual Whiteboards & Flowchart Tools (e.g., Lucidchart, Miro, Mural)... they fall short when treated as official, enterprise-wide org chart systems"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Mural", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Mural", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General-Purpose Visual Whiteboards & Flowchart Tools (e.g., Lucidchart, Miro, Mural)"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Pingboard", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB-Focused SaaS Org Chart Tools (e.g., Pingboard, Organimi) ... lack the robust control and planning features that enterprise HR, Finance, and IT departments require"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Organimi", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "SMB-Focused SaaS Org Chart Tools (e.g., Pingboard, Organimi)"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Lattice", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Built-In, Native HRIS/HCM Org Charts (e.g., standard charts inside Lattice, BambooHR...) ... they are rarely sufficient on their own"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|BambooHR", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "standard charts inside Lattice, BambooHR, or basic ERP views ... rarely sufficient on their own"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Ingentis", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Ingentis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "prioritize platforms categorized as Enterprise Workforce Planning / Org Modeling Software (such as Ingentis, ChartHop, OrgChart, Sift, or TeamOhana)"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|ChartHop", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "such as Ingentis, ChartHop, OrgChart, Sift, or TeamOhana"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|OrgChart", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "such as Ingentis, ChartHop, OrgChart, Sift, or TeamOhana"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|Sift", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Sift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "such as Ingentis, ChartHop, OrgChart, Sift, or TeamOhana"}, {"id": "mai-20260917-1752-baseline|c195-l6|google-small|TeamOhana", "prompt": "c195-l6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "TeamOhana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "such as Ingentis, ChartHop, OrgChart, Sift, or TeamOhana"}, {"id": "mai-20260917-1752-baseline|c195-l6|meta-small|Microsoft Visio", "prompt": "c195-l6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it lacks native HR-to-org automation for dynamic headcount updates, and manual changes can be labor-intensive for large organizations"}, {"id": "mai-20260917-1752-baseline|c195-l6|meta-small|OrgChart.com", "prompt": "c195-l6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A purpose-built org chart platform that syncs live from HRIS and has daily sync capabilities. It is suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l6|meta-small|ChartHop", "prompt": "c195-l6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another org chart platform that provides live HRIS sync and analytics."}, {"id": "mai-20260917-1752-baseline|c195-l6|meta-small|Organimi", "prompt": "c195-l6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built org chart tools that do not have per-seat pricing."}, {"id": "mai-20260917-1752-baseline|c195-l6|meta-small|Org Chart Studio", "prompt": "c195-l6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built org chart tools that do not have per-seat pricing."}, {"id": "mai-20260917-1752-baseline|c195-l6|minimax-small|Microsoft Visio", "prompt": "c195-l6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid: Microsoft Visio, General Diagramming Apps (Lucidchart, draw.io)**"}, {"id": "mai-20260917-1752-baseline|c195-l6|minimax-small|Lucidchart", "prompt": "c195-l6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid: Microsoft Visio, General Diagramming Apps (Lucidchart, draw.io)**"}, {"id": "mai-20260917-1752-baseline|c195-l6|minimax-small|draw.io", "prompt": "c195-l6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid: Microsoft Visio, General Diagramming Apps (Lucidchart, draw.io)**"}, {"id": "mai-20260917-1752-baseline|c195-l6|minimax-small|Excel", "prompt": "c195-l6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid: Excel, PowerPoint, Google Sheets**"}, {"id": "mai-20260917-1752-baseline|c195-l6|minimax-small|PowerPoint", "prompt": "c195-l6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid: Excel, PowerPoint, Google Sheets**"}, {"id": "mai-20260917-1752-baseline|c195-l6|minimax-small|Google Sheets", "prompt": "c195-l6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid: Excel, PowerPoint, Google Sheets**"}, {"id": "mai-20260917-1752-baseline|c195-l6|mistral-small|Excel", "prompt": "c195-l6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools that require manual updates (e.g., Excel, PowerPoint, basic diagramming apps) are not suitable for large organizations."}, {"id": "mai-20260917-1752-baseline|c195-l6|mistral-small|PowerPoint", "prompt": "c195-l6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools that require manual updates (e.g., Excel, PowerPoint, basic diagramming apps) are not suitable for large organizations."}, {"id": "mai-20260917-1752-baseline|c195-l6|mistral-small|Visio", "prompt": "c195-l6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While diagramming tools (like Visio, Lucidchart, or Miro) are fine for small teams or one-off presentations, they lack the features needed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l6|mistral-small|Lucidchart", "prompt": "c195-l6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While diagramming tools (like Visio, Lucidchart, or Miro) are fine for small teams or one-off presentations, they lack the features needed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l6|mistral-small|Miro", "prompt": "c195-l6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While diagramming tools (like Visio, Lucidchart, or Miro) are fine for small teams or one-off presentations, they lack the features needed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|PowerPoint/Excel", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint/Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Static, manual updates; instantly outdated; version chaos; no HR integration"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Microsoft Visio", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "100-row data limit in Data Visualizer; crashes with 1,000+ employees; no live HR sync"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Lucidchart", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Static diagramming; no live data connection; becomes unmanageable at scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Miro", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Whiteboard tool, not an org chart platform; no HRIS integration; manual maintenance"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Creately/SmartDraw/Gliffy", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately/SmartDraw/Gliffy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Template-driven; built for diagrams, not dynamic workforce data"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Pingboard", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Scaling issues: Users report navigation problems when growing from 300 to 600+ employees"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Orgvue", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Steep learning curve: Users consistently report it's \"not intuitive\""}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|OrgChart Now", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "May lack advanced governance, multi-entity modeling, and bidirectional ERP write-back"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|OneDirectory", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "prioritize dedicated live org chart platforms over general-purpose tools: OneDirectory, Ingentis org.manager, ChartHop, Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Ingentis org.manager", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "OneDirectory, Ingentis org.manager, ChartHop, Nakisa, or native modules in Workday/SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|ChartHop", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "OneDirectory, Ingentis org.manager, ChartHop, Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|Nakisa", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "OneDirectory, Ingentis org.manager, ChartHop, Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-l6|moonshot-small|native modules in Workday/SAP SuccessFactors", "prompt": "c195-l6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "native modules in Workday/SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or native modules in Workday/SAP SuccessFactors"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Microsoft Visio", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (Unsuitable for scale):\n- **Microsoft Visio**: Primarily manual/diagramming-focused with shape limits"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Lucidchart", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Exports and rendering fail on large divisions (100-200+ people)"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Miro", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Severe lag on large boards (e.g., 2,000+ elements)"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|PowerPoint", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General tools like PowerPoint, Google Slides, Spreadsheets... Purely manual/static; break down with scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Google Slides", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Slides", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General tools like PowerPoint, Google Slides... Purely manual/static; break down with scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Excel/Google Sheets", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Spreadsheets can't handle visuals or changes at enterprise volume."}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Canva", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Canva, or draw.io**: Purely manual/static; break down with scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|draw.io", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Canva, or draw.io**: Purely manual/static; break down with scale"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Pingboard", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be Cautious About... Pingboard or Organimi: Better for SMBs/growing teams; per-user pricing can explode"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Organimi", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Pingboard or Organimi**: Better for SMBs/growing teams (51-500 employees)"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|BambooHR", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "HRIS-built-in org charts (e.g., BambooHR, basic Workday/ERP modules)**: Often lack standalone depth"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Workday", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "basic Workday/ERP modules)**: Often lack standalone depth, advanced modeling"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|OrgChart (now The Org Chart)", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart (now The Org Chart)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Look for **enterprise-dedicated platforms** like OrgChart (now The Org Chart), ChartHop, Nakisa, or Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|ChartHop", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "enterprise-dedicated platforms** like OrgChart (now The Org Chart), ChartHop, Nakisa, or Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Nakisa", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "like OrgChart (now The Org Chart), ChartHop, Nakisa, or Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-l6|xai-small|Peerdom", "prompt": "c195-l6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Peerdom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "like OrgChart (now The Org Chart), ChartHop, Nakisa, or Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Google Drawings", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Drawings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "No HRIS/AD integration → manual updates are a nightmare."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Microsoft Visio", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Good for static diagrams, but **not** a data‑driven org‑chart solution."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Lucidchart", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not** designed for enterprise‑scale HR data management"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|SmartDraw", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lacks** enterprise‑grade workforce‑planning and governance"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Asana", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Their org‑chart features are **add‑ons**, not core capabilities."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Jira", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Their org‑chart features are **add‑ons**, not core capabilities."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Monday.com", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Their org‑chart features are **add‑ons**, not core capabilities."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Smartsheet", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Their org‑chart features are **add‑ons**, not core capabilities."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|TheOrg", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "TheOrg", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Skip** free or public org‑chart portals unless your only goal is external branding"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Excel/Google Sheets", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid** any tool that forces you to keep org‑chart data in a spreadsheet"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|ChartHop", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Examples that typically meet these criteria include **ChartHop, Sift (Workleap), OneDirectory, OrgChart, Ingentis org.manager, and Jostle**"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Sift (Workleap)", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Sift (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Examples that typically meet these criteria include **ChartHop, Sift (Workleap), OneDirectory..."}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|OneDirectory", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Examples that typically meet these criteria include ... OneDirectory"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|OrgChart", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Examples that typically meet these criteria include ... OrgChart"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Ingentis org.manager", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Examples that typically meet these criteria include ... Ingentis org.manager"}, {"id": "mai-20260917-1752-baseline|c195-l6|zai-small|Jostle", "prompt": "c195-l6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "and Jostle** (when used as an org‑chart component)"}, {"id": "mai-20260917-1752-baseline|c195-m1|alibaba-small|ChartHop", "prompt": "c195-m1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder for Planning: ChartHop ... has rapidly become the industry standard for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c195-m1|alibaba-small|Organice", "prompt": "c195-m1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Pure Visualization & Simplicity: Organice"}, {"id": "mai-20260917-1752-baseline|c195-m1|alibaba-small|Tropic", "prompt": "c195-m1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Tropic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Internal Mobility: Tropic"}, {"id": "mai-20260917-1752-baseline|c195-m1|alibaba-small|Lucidchart", "prompt": "c195-m1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Manual Design: Lucidchart ... remains the gold standard for visual diagrams"}, {"id": "mai-20260917-1752-baseline|c195-m1|anthropic-small|Organimi", "prompt": "c195-m1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Organimi is suitable for organizations of all sizes, from mid-market businesses to global enterprises, making it a scalable solution that grows with your team."}, {"id": "mai-20260917-1752-baseline|c195-m1|anthropic-small|Lucidchart", "prompt": "c195-m1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lucidchart is a great fit for mid-size to large organizations where HR teams and operations leads need to visualize and manage complex, multi-layered company structures."}, {"id": "mai-20260917-1752-baseline|c195-m1|anthropic-small|OneDirectory", "prompt": "c195-m1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneDirectory is an interactive org chart software built for mid-size and large organizations with complex structures and multiple locations"}, {"id": "mai-20260917-1752-baseline|c195-m1|anthropic-small|Ingentis", "prompt": "c195-m1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ingentis is an enterprise-grade option for org charts, org analytics, and org design, best for mid-market and enterprise HR"}, {"id": "mai-20260917-1752-baseline|c195-m1|challenger-small|OneDirectory", "prompt": "c195-m1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice in the results is **OneDirectory**"}, {"id": "mai-20260917-1752-baseline|c195-m1|challenger-small|Pingboard", "prompt": "c195-m1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you want governed changes, admin workflows, and integrations for a growing mid-market org"}, {"id": "mai-20260917-1752-baseline|c195-m1|challenger-small|Ingentis org.manager", "prompt": "c195-m1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need strong native integration with systems like **SAP, Workday, or UKG**"}, {"id": "mai-20260917-1752-baseline|c195-m1|challenger-small|Orgvue", "prompt": "c195-m1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for large-scale **org design** or **M&A** work"}, {"id": "mai-20260917-1752-baseline|c195-m1|challenger-small|OrgChartHub", "prompt": "c195-m1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChartHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best specifically for **mid-market HubSpot teams**"}, {"id": "mai-20260917-1752-baseline|c195-m1|deepseek-small|ChartHop", "prompt": "c195-m1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c195-m1|deepseek-small|Pingboard (Workleap)", "prompt": "c195-m1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard (Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pingboard (Workleap)** offers the best value"}, {"id": "mai-20260917-1752-baseline|c195-m1|deepseek-small|Lucidchart", "prompt": "c195-m1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best option if you primarily want to **create and share org charts** for presentations/planning"}, {"id": "mai-20260917-1752-baseline|c195-m1|deepseek-small|OrgChart (OrgChart Now / The OrgChart)", "prompt": "c195-m1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart (OrgChart Now / The OrgChart)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A dedicated org-chart vendor that integrates with **50+ HR systems**"}, {"id": "mai-20260917-1752-baseline|c195-m1|deepseek-small|Functionly", "prompt": "c195-m1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **org design and restructuring planning**"}, {"id": "mai-20260917-1752-baseline|c195-m1|deepseek-small|OneDirectory", "prompt": "c195-m1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep Microsoft 365/AD environment | **OneDirectory**"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|ChartHop", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop (Best Overall for Mid-Market People Ops)"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|Pingboard by Workleap", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard by Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pingboard by Workleap (Best for Employee Connection & Onboarding)"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|TeamOhana", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TeamOhana (Best for High-Growth Headcount & Finance Alignment)"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|Prolifiq Relationship Map", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Prolifiq Relationship Map", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prolifiq Relationship Map (Best for Salesforce Teams)"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|OrgChartHub", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChartHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OrgChartHub (Best for HubSpot Teams)"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|Organimi", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Organimi (Best Budget-Friendly Standalone Tool)"}, {"id": "mai-20260917-1752-baseline|c195-m1|google-small|Lucidchart", "prompt": "c195-m1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lucidchart is peerless"}, {"id": "mai-20260917-1752-baseline|c195-m1|meta-small|OneDirectory", "prompt": "c195-m1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneDirectory is particularly well-suited for mid-size and large organizations with complex structures, holding a 4.9/5 rating on G2"}, {"id": "mai-20260917-1752-baseline|c195-m1|meta-small|Organimi", "prompt": "c195-m1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For more affordable options, Organimi, Miro, Lucidchart, and Visme are worth considering"}, {"id": "mai-20260917-1752-baseline|c195-m1|meta-small|Miro", "prompt": "c195-m1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For more affordable options, Organimi, Miro, Lucidchart, and Visme are worth considering"}, {"id": "mai-20260917-1752-baseline|c195-m1|meta-small|Lucidchart", "prompt": "c195-m1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For more affordable options, Organimi, Miro, Lucidchart, and Visme are worth considering"}, {"id": "mai-20260917-1752-baseline|c195-m1|meta-small|Visme", "prompt": "c195-m1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visme", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For more affordable options, Organimi, Miro, Lucidchart, and Visme are worth considering"}, {"id": "mai-20260917-1752-baseline|c195-m1|minimax-small|OneDirectory", "prompt": "c195-m1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneDirectory** is the best org chart software for a mid-market B2B company"}, {"id": "mai-20260917-1752-baseline|c195-m1|minimax-small|SmartDraw", "prompt": "c195-m1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SmartDraw** - Best for ease of use with templates and collaboration features"}, {"id": "mai-20260917-1752-baseline|c195-m1|minimax-small|Organimi", "prompt": "c195-m1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Organimi** - Best for affordability with good feature set"}, {"id": "mai-20260917-1752-baseline|c195-m1|minimax-small|Nakisa", "prompt": "c195-m1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nakisa** - Enterprise-grade solution for larger mid-market companies"}, {"id": "mai-20260917-1752-baseline|c195-m1|minimax-small|Visio", "prompt": "c195-m1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Visio** (Microsoft) - Good if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline|c195-m1|mistral-small|OneDirectory", "prompt": "c195-m1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneDirectory** stands out as the best org chart software for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline|c195-m1|mistral-small|Organimi", "prompt": "c195-m1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For more affordable options, **Organimi, Miro, Lucidchart, and Visme** are also recommended"}, {"id": "mai-20260917-1752-baseline|c195-m1|mistral-small|Miro", "prompt": "c195-m1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For more affordable options, **Organimi, Miro, Lucidchart, and Visme** are also recommended"}, {"id": "mai-20260917-1752-baseline|c195-m1|mistral-small|Lucidchart", "prompt": "c195-m1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For more affordable options, **Organimi, Miro, Lucidchart, and Visme** are also recommended"}, {"id": "mai-20260917-1752-baseline|c195-m1|mistral-small|Visme", "prompt": "c195-m1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visme", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "they may not scale as effectively for very complex or large organizations"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|OneDirectory", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneDirectory** is the strongest dedicated fit"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|Organimi", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Organimi** offers the best value if budget is a primary concern"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|Lucidchart", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you just need to draw a chart occasionally, stick with **Lucidchart** or **Visio**"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|SmartDraw", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SmartDraw** | ~$9.95/user/mo | 4.5 | Detailed, policy-compliant chart templates"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|Microsoft Visio", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already use **Microsoft 365** heavily and need occasional charts | **Visio** or **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|ChartHop", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for workforce planning and compensation visibility alongside org charting"}, {"id": "mai-20260917-1752-baseline|c195-m1|moonshot-small|Orgvue", "prompt": "c195-m1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for modeling reorgs and M&A scenarios at the mid-market/enterprise edge"}, {"id": "mai-20260917-1752-baseline|c195-m1|openai-small|OrgChart", "prompt": "c195-m1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best org chart software is usually **OrgChart** if you want the strongest mix of **HRIS integration, automated updates, and scalability**"}, {"id": "mai-20260917-1752-baseline|c195-m1|openai-small|Organimi", "prompt": "c195-m1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want something easier to use and more flexible for sharing/embed use cases"}, {"id": "mai-20260917-1752-baseline|c195-m1|openai-small|OneDirectory", "prompt": "c195-m1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better for mid-size/large orgs with more complex structures and many locations"}, {"id": "mai-20260917-1752-baseline|c195-m1|openai-small|Miro", "prompt": "c195-m1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "useful if the org chart is part of broader collaboration/brainstorming, not just HR operations"}, {"id": "mai-20260917-1752-baseline|c195-m1|openai-small|Functionly", "prompt": "c195-m1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if you care more about future-state planning and restructuring"}, {"id": "mai-20260917-1752-baseline|c195-m1|xai-small|Pingboard (now Workleap)", "prompt": "c195-m1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard (now Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often rated best overall for mid-sized teams... Pingboard or Lucidchart are safe starts for most B2B mid-market needs"}, {"id": "mai-20260917-1752-baseline|c195-m1|xai-small|Lucidchart", "prompt": "c195-m1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pingboard or Lucidchart are safe starts for most B2B mid-market needs due to balance of features, reviews, and scalability."}, {"id": "mai-20260917-1752-baseline|c195-m1|xai-small|Organimi", "prompt": "c195-m1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly, simple auto-sync from spreadsheets/HRIS... Suits cost-conscious mid-market without heavy analytics."}, {"id": "mai-20260917-1752-baseline|c195-m1|xai-small|ChartHop", "prompt": "c195-m1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for workforce planning + org charts... Good for B2B HR teams forecasting headcount."}, {"id": "mai-20260917-1752-baseline|c195-m1|xai-small|OneDirectory", "prompt": "c195-m1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tops G2 mid-market usability... Best if you're in M365 ecosystem."}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|ChartHop", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most mid‑market B2B firms:** **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|OrgChart", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best dedicated org‑chart tool:** **OrgChart**"}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|Pingboard (Workleap)", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best simple directory + chart:** **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|Lucidchart", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for flexibility and heavy integrations:** **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|Organimi", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're budget‑constrained or want a quick, lightweight solution → **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|SmartDraw", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Drag‑and‑drop diagramming with templates | Limited sync | Manual only"}, {"id": "mai-20260917-1752-baseline|c195-m1|zai-small|OneDirectory", "prompt": "c195-m1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you're heavily **Microsoft‑centric**, OneDirectory can pull directly from AD/M365."}, {"id": "mai-20260917-1752-baseline|c195-m2|alibaba-small|ChartHop", "prompt": "c195-m2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Dynamic Planning & Visualization: **ChartHop** ... this is the modern favorite"}, {"id": "mai-20260917-1752-baseline|c195-m2|alibaba-small|Lucidchart", "prompt": "c195-m2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Flexibility & Collaboration: **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-m2|alibaba-small|BambooHR (Org Charts)", "prompt": "c195-m2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "BambooHR (Org Charts)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is the market leader for companies of your size."}, {"id": "mai-20260917-1752-baseline|c195-m2|alibaba-small|Visio + Power Automate", "prompt": "c195-m2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Visio + Power Automate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft Ecosystem Integration** | **Visio + Power Automate**"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|Lucidchart", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tools like Lucidchart, Miro, or dedicated solutions like OrgChart.com help visualize reporting structures"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|Miro", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Lucidchart, Miro, or dedicated solutions like OrgChart.com"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|OrgChart.com", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChart.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "dedicated solutions like OrgChart.com help visualize reporting structures"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|Process Street", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Process Street", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platforms like Process Street, Kissflow, or Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|Kissflow", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Kissflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like Process Street, Kissflow, or Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|Workday", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday, BambooHR, or similar platforms"}, {"id": "mai-20260917-1752-baseline|c195-m2|anthropic-small|BambooHR", "prompt": "c195-m2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workday, BambooHR, or similar platforms"}, {"id": "mai-20260917-1752-baseline|c195-m2|challenger-small|OrgVue", "prompt": "c195-m2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **OrgVue** if your main need is serious organizational design, scenario modeling, and workforce planning at scale."}, {"id": "mai-20260917-1752-baseline|c195-m2|challenger-small|ChartHop", "prompt": "c195-m2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartHop** or **Pingboard** are better fits for mid-market teams"}, {"id": "mai-20260917-1752-baseline|c195-m2|challenger-small|Pingboard", "prompt": "c195-m2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pingboard** — best for straightforward org clarity and higher user adoption."}, {"id": "mai-20260917-1752-baseline|c195-m2|challenger-small|Creately", "prompt": "c195-m2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Creately** — best if you want a broader diagramming tool with templates and easier setup"}, {"id": "mai-20260917-1752-baseline|c195-m2|deepseek-small|ChartHop", "prompt": "c195-m2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartHop** as the best overall choice"}, {"id": "mai-20260917-1752-baseline|c195-m2|deepseek-small|Orgvue", "prompt": "c195-m2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful, enterprise-grade design & predictive modeling, but heavy, custom-quoted, and overkill for mid-size"}, {"id": "mai-20260917-1752-baseline|c195-m2|deepseek-small|Functionly", "prompt": "c195-m2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "want a lighter, cheaper self-serve tool → consider Functionly"}, {"id": "mai-20260917-1752-baseline|c195-m2|deepseek-small|Creately", "prompt": "c195-m2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more of a diagramming tool than a true org-design platform"}, {"id": "mai-20260917-1752-baseline|c195-m2|deepseek-small|OneDirectory", "prompt": "c195-m2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for complex/matrix structures and G2 ratings, but more charting than strategic design"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|PowerPoint", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "PowerPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it needs to be more robust and data-driven than a simple static diagramming tool (like PowerPoint, Miro, or Lucidchart)"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|Miro", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more robust and data-driven than a simple static diagramming tool (like PowerPoint, Miro, or Lucidchart)"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|Lucidchart", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more robust and data-driven than a simple static diagramming tool (like PowerPoint, Miro, or Lucidchart)"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|Orgvue", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Orgvue is the gold standard for enterprise org modeling... Caveat: It has a steep learning curve, is expensive"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|ChartHop", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The Top Recommendation: ChartHop"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|TeamOhana", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your primary pain point is HR-Finance Budget Alignment: TeamOhana"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|Organimi", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you just need a beautiful, automated visual directory: Organimi or Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-m2|google-small|Pingboard", "prompt": "c195-m2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you just need a beautiful, automated visual directory: Organimi or Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-m2|meta-small|ChartHop", "prompt": "c195-m2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. ChartHop - for structured org-chart modeling with repeatable restructure scenarios and people analytics."}, {"id": "mai-20260917-1752-baseline|c195-m2|meta-small|Functionly", "prompt": "c195-m2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Functionly - for collaborative organizational design, charting, and workforce planning software."}, {"id": "mai-20260917-1752-baseline|c195-m2|meta-small|OrgVue", "prompt": "c195-m2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong pick for teams that need rigorous modeling"}, {"id": "mai-20260917-1752-baseline|c195-m2|meta-small|MindManager", "prompt": "c195-m2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "MindManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for fast, diagram-based org design iteration with stakeholder-ready chart exports"}, {"id": "mai-20260917-1752-baseline|c195-m2|meta-small|Nakisa", "prompt": "c195-m2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "for traceable org structure diagrams that support governance-style scenario reviews"}, {"id": "mai-20260917-1752-baseline|c195-m2|minimax-small|Visier", "prompt": "c195-m2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have more complex workforce planning needs, consider **Visier**."}, {"id": "mai-20260917-1752-baseline|c195-m2|minimax-small|Workday", "prompt": "c195-m2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Higher price point but very comprehensive"}, {"id": "mai-20260917-1752-baseline|c195-m2|minimax-small|BambooHR", "prompt": "c195-m2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **BambooHR** or a specialized tool like **OrgChart Pro**"}, {"id": "mai-20260917-1752-baseline|c195-m2|minimax-small|OrgChart Pro", "prompt": "c195-m2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChart Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **BambooHR** or a specialized tool like **OrgChart Pro** if you need something more focused on organizational structure visualization"}, {"id": "mai-20260917-1752-baseline|c195-m2|minimax-small|Organimi", "prompt": "c195-m2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**OrgChart Pro** or **Organimi** - dedicated org chart solutions"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Miro", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most mid-sized B2B companies: Start with **Miro** for visual org design + RACI"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Lucidchart", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Miro/Lucidchart** let you map out hierarchies, teams, and reporting lines visually"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Notion", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Notion* or *Google Sheets* (for RACI)"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Google Sheets", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Notion* or *Google Sheets* (for RACI)"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Asana", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Asana* or *ClickUp* (for OKR tracking)"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|ClickUp", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Asana* or *ClickUp* (for OKR tracking)"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Holaspirit", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Holaspirit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Holaspirit* or *Gtmhub* (for holacracy or OKRs)"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Gtmhub", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Gtmhub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Holaspirit* or *Gtmhub* (for holacracy or OKRs)"}, {"id": "mai-20260917-1752-baseline|c195-m2|mistral-small|Slack", "prompt": "c195-m2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "*Slack/Notion* (for async work)"}, {"id": "mai-20260917-1752-baseline|c195-m2|moonshot-small|ChartHop", "prompt": "c195-m2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartHop ⭐ (Best Overall for Mid-Size Orgs)"}, {"id": "mai-20260917-1752-baseline|c195-m2|moonshot-small|Lucidchart", "prompt": "c195-m2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Lucidchart** if you prioritize ease of use and cross-functional collaboration"}, {"id": "mai-20260917-1752-baseline|c195-m2|moonshot-small|Organimi", "prompt": "c195-m2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organimi (Best Value) ... Highly rated for SMBs"}, {"id": "mai-20260917-1752-baseline|c195-m2|moonshot-small|Functionly", "prompt": "c195-m2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Functionly (Best for API Integration)"}, {"id": "mai-20260917-1752-baseline|c195-m2|moonshot-small|Workday", "prompt": "c195-m2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More affordable than enterprise solutions like Workday"}, {"id": "mai-20260917-1752-baseline|c195-m2|openai-small|OrgChart", "prompt": "c195-m2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **OrgChart** or **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-m2|openai-small|Organimi", "prompt": "c195-m2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd generally recommend **OrgChart** or **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-m2|openai-small|Nakisa Workforce Planning", "prompt": "c195-m2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa Workforce Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more enterprise-oriented and may be more tool than a mid-sized company needs"}, {"id": "mai-20260917-1752-baseline|c195-m2|openai-small|Orgvue", "prompt": "c195-m2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more enterprise-oriented and may be more tool than a mid-sized company needs"}, {"id": "mai-20260917-1752-baseline|c195-m2|xai-small|ChartHop", "prompt": "c195-m2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend ChartHop** as a strong organizational design tool for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline|c195-m2|xai-small|Workday", "prompt": "c195-m2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the overwhelming complexity or cost of enterprise tools like Workday"}, {"id": "mai-20260917-1752-baseline|c195-m2|xai-small|Lucidchart", "prompt": "c195-m2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lucidchart** (SMB-friendly, ~$9/user/month): Great for quick, collaborative diagramming"}, {"id": "mai-20260917-1752-baseline|c195-m2|xai-small|OrgVue", "prompt": "c195-m2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OrgVue**: Better for advanced scenario comparison and financial modeling"}, {"id": "mai-20260917-1752-baseline|c195-m2|xai-small|Pingboard", "prompt": "c195-m2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simpler, cheaper options (~$5-7/user/month) for basic clarity"}, {"id": "mai-20260917-1752-baseline|c195-m2|xai-small|Creately", "prompt": "c195-m2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pingboard** or **Creately**: Simpler, cheaper options"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|ChartHop", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartHop** offers the best balance of structure, analytics, ease of use, and value—making it my top recommendation."}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|Functionly", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for org‑design teams running recurring changes with API‑based integration"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|OrgVue", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose‑built for org design and workforce planning; ideal for teams that need deep modeling"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|Miro", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both excel at collaborative org visualization; Miro is great for annotated review trails"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|Whimsical", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Whimsical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Whimsical for interactive chart documentation"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|Nakisa", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for HR or transformation teams needing traceable org structure diagrams"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|Microsoft Visio", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when org design lives in governed diagram artifacts"}, {"id": "mai-20260917-1752-baseline|c195-m2|zai-small|Lucidchart", "prompt": "c195-m2", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "you need reliable, stakeholder‑ready visuals"}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Lucidchart", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Real-time collaboration and connecting with existing spreadsheets (Excel/Sheets)."}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Miro", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It acts as a digital whiteboard. Org charts here are treated as sticky notes on a board"}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Creately", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers robust drag-and-drop customization and strong library templates."}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Microsoft Visio", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is often more expensive and has a steeper learning curve than modern web-based alternatives"}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Sift", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Transforms static org charts into dynamic people directories."}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|OneDirectory", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It specializes in syncing with existing directory services."}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Pingboard", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A simpler, more affordable option focused on keeping headcount visible and accurate."}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|OrgChart (by OrgChart Pro)", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (by OrgChart Pro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "It excels at handling multiple report lines (e.g., dotted lines) and allows you to simulate changes"}, {"id": "mai-20260917-1752-baseline|c195-m3|alibaba-small|Happeo", "prompt": "c195-m3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a full social intranet platform that includes an org chart generator synced with Google Workspace"}, {"id": "mai-20260917-1752-baseline|c195-m3|anthropic-small|GoProfiles", "prompt": "c195-m3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "GoProfiles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top org chart tools in 2026 include GoProfiles, ChartHop, Lucidchart, and Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-m3|anthropic-small|ChartHop", "prompt": "c195-m3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A people analytics platform with excellent org charts, offering HRIS integration, DEI dashboards, scenario planning for reorgs"}, {"id": "mai-20260917-1752-baseline|c195-m3|anthropic-small|Lucidchart", "prompt": "c195-m3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excels at visual collaboration with real-time editing, comments, and data-linking capabilities"}, {"id": "mai-20260917-1752-baseline|c195-m3|anthropic-small|Pingboard", "prompt": "c195-m3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top org chart tools in 2026 include GoProfiles, ChartHop, Lucidchart, and Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-m3|anthropic-small|Sift", "prompt": "c195-m3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It pulls data directly from your HRIS and IT systems to automatically build and update reporting lines"}, {"id": "mai-20260917-1752-baseline|c195-m3|anthropic-small|Organimi", "prompt": "c195-m3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A cloud-based org chart maker where you can build charts manually or import your people data"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|Lucidchart", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pick **Lucidchart**, **Visio**, **Creately**, or **SmartDraw** if you want to **build and present charts visually**"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|ChartHop", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **ChartHop**, **OrgChart**, or **Pingboard/Workleap** if you need **live org data, HR workflows, or workforce planning**"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|Pingboard / Workleap", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard / Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Interactive charts with employee profiles and connection features"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|OrgChart", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated org-chart automation and HR integrations"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|Organimi", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Organimi** if you want a **dedicated org chart tool** that is simpler"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|Microsoft Visio", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong Office integration and polished diagrams"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|Creately", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Customizable templates and collaborative canvas"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|SmartDraw", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Easy professional-looking org charts from templates and imports"}, {"id": "mai-20260917-1752-baseline|c195-m3|challenger-small|Sift / GoProfiles", "prompt": "c195-m3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift / GoProfiles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pick **Sift** or **GoProfiles** if the org chart is part of a **people directory**"}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|ChartHop", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need workforce planning, compensation, and reorg scenario modeling? → ChartHop (or OrgChart for heavy HR automation)."}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|OrgChart (OrgChart.com)", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (OrgChart.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large enterprises that need heavy org chart automation for HR."}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|Pingboard (by Workleap)", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard (by Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Smaller companies wanting a simple live chart plus an employee directory"}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|GoProfiles", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "GoProfiles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest-rated (G2 4.8); pairs the chart with profiles, recognitions"}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|Organimi", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small budget / flat fee and no per-user complexity? → Organimi or SmartDraw."}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|Lucidchart", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very flexible but charts are largely manual."}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|Microsoft Visio", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "On Microsoft 365 and want Excel-driven charts? → Visio."}, {"id": "mai-20260917-1752-baseline|c195-m3|deepseek-small|SmartDraw", "prompt": "c195-m3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great all-in-one but static org charts."}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Lucidchart", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Lucidchart or Miro** if you have a small team"}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Miro", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Lucidchart or Miro** if you have a small team"}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Microsoft Visio", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Top Tools:** **Lucidchart**, **Miro**, **Microsoft Visio**, **FigJam**."}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|FigJam", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "FigJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Top Tools:** **Lucidchart**, **Miro**, **Microsoft Visio**, **FigJam**."}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Organimi", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A dedicated, highly custom cloud charting tool that offers flexible pricing"}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|OneDirectory", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **OneDirectory** (if you use Microsoft 365)"}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Pingboard (by Workleap)", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard (by Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focuses heavily on employee connection."}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Sift", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A large-scale people directory that acts as an \"internal LinkedIn,\""}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|ChartHop", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **ChartHop or TeamOhana** if you are scaling fast"}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|TeamOhana", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "TeamOhana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **ChartHop or TeamOhana** if you are scaling fast"}, {"id": "mai-20260917-1752-baseline|c195-m3|google-small|Orgvue", "prompt": "c195-m3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "High-end enterprise software used specifically for organizational design, M&A integrations"}, {"id": "mai-20260917-1752-baseline|c195-m3|meta-small|Lucidchart", "prompt": "c195-m3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Lucidchart is best for real-time collaboration"}, {"id": "mai-20260917-1752-baseline|c195-m3|meta-small|Miro", "prompt": "c195-m3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top org chart tools include Lucidchart, Miro, Creately, Pingboard, and GoProfiles."}, {"id": "mai-20260917-1752-baseline|c195-m3|meta-small|Creately", "prompt": "c195-m3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Creately is best for diverse diagramming and customization"}, {"id": "mai-20260917-1752-baseline|c195-m3|meta-small|Pingboard", "prompt": "c195-m3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pingboard is best for simple directory-plus-chart"}, {"id": "mai-20260917-1752-baseline|c195-m3|meta-small|GoProfiles", "prompt": "c195-m3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "GoProfiles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GoProfiles is best for a live org chart inside a full employee hub."}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Lucidchart", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I just need a one‑off chart for a slide** | **Lucidchart** (free trial) or **Draw.io**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Microsoft Visio", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**I’m already deep in Microsoft 365** | **Microsoft Visio** (via Office 365)"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|SmartDraw", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SmartDraw** • **Creately**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Creately", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SmartDraw** • **Creately** • **Miro**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Miro", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**I want a collaborative whiteboard that also does org charts** | **Miro** or **Canva**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Canva", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Miro** or **Canva** | Both have drag‑and‑drop org‑chart templates"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Draw.io (Diagrams.net)", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Draw.io (Diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget‑tight, need something free** | **Draw.io (Diagrams.net)** | Fully free"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|BambooHR", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BambooHR** (if you already use it) or **ChartHop** or **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Deel", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**BambooHR** • **Deel** • **ChartHop**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|ChartHop", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**I need advanced workforce planning & analytics** | **ChartHop** (enterprise‑focused)"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Pingboard", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**ChartHop** or **Pingboard** | Auto‑sync with HRIS"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|FirstHR", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Pingboard** • **FirstHR** • **OrgChart.com**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|OrgChart.com", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**ChartHop** (enterprise‑focused) or **OrgChart.com**"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Organimi", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**The Org** (free builder) or **Organimi** (tiered pricing)"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|The Org", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "The Org", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**The Org** (free builder) | Simple upload of a CSV, nice templates, embeddable public link."}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Happeo", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Happeo** (internal comms + org chart)"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Org Chart Studio", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Org Chart Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Org Chart Studio** (pay‑per‑export)"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|Syncfusion", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Syncfusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Syncfusion** (.NET/JavaScript components)"}, {"id": "mai-20260917-1752-baseline|c195-m3|minimax-small|OrgChart (bybitbucket)", "prompt": "c195-m3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (bybitbucket)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**OrgChart (bybitbucket)** (open‑source libraries)"}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Deel HR", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deel HR** – Best for tagging profiles with skills and expertise."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Sift", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sift** – Best for up-to-date org charts that boost team connection."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Factorial", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Factorial** – Best for integrating org charts with payroll."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|OneDirectory", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deep HR integration, consider ChartHop, OneDirectory, or Deel HR."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|iSpring LMS", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**iSpring LMS** – Best for an org chart within a learning management system."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Lucidchart", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lucidchart** – Best for creating org charts from existing data."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Miro", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For collaboration, Miro or Creately are top choices."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Hirebook", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Hirebook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Hirebook** – Best org chart tool that also helps manage OKRs"}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Ingentis org.manager", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For advanced customization, Ingentis org.manager stands out."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Creately", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For collaboration, Miro or Creately are top choices."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Microsoft Visio", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Microsoft Visio** – Best overall for comprehensive diagramming and org chart creation."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|draw.io (diagrams.net)", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For simplicity and cost, draw.io or Microsoft Visio are reliable."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Organimi", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Organimi** – Highly rated for flexibility and ease of use."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|ChartHop", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "If you need deep HR integration, consider ChartHop, OneDirectory, or Deel HR."}, {"id": "mai-20260917-1752-baseline|c195-m3|mistral-small|Teamflect", "prompt": "c195-m3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Teamflect** – Focuses on performance management alongside org charting."}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Lucidchart", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lucidchart** | Custom, polished presentations | Data-linked diagrams from CSV/Google Sheets"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Microsoft Visio", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Visio** | Microsoft ecosystem users | Deep Office integration"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Creately", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Creately** | Real-time collaboration | Visual collaboration platform"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Miro", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Miro** | Whiteboard-based teams | Org charts within collaborative whiteboard environment"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|ChartHop", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ChartHop** | Strategic workforce planning | 50+ HRIS integrations; scenario modeling"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Pingboard", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pingboard** | Remote/hybrid teams | Employee directory + org chart"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Deel", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deel** | Global teams with payroll needs | Built-in HRIS with org chart"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|OrgChart.com", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**OrgChart.com** | Enterprise HRIS sync | Direct synchronization with HR systems"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Sift", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Sift** | Large organizations | Employee expertise search"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Organimi", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Organimi** | Simple, quick setups | Easy-to-use; limited customization"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|SmartDraw", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SmartDraw** | Template-driven creation | Extensive templates"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|Org Chart Studio", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Org Chart Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Org Chart Studio** | Occasional use | Free to build; $1 per export"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|draw.io (diagrams.net)", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**draw.io (diagrams.net)** | Free offline editing | Completely free; works offline"}, {"id": "mai-20260917-1752-baseline|c195-m3|moonshot-small|OneDirectory", "prompt": "c195-m3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Already using Microsoft 365 heavily?** → Visio or OneDirectory"}, {"id": "mai-20260917-1752-baseline|c195-m3|openai-small|Microsoft Visio", "prompt": "c195-m3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need polished enterprise diagrams and you use Microsoft 365? → **Visio**"}, {"id": "mai-20260917-1752-baseline|c195-m3|openai-small|Lucidchart / Lucid", "prompt": "c195-m3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart / Lucid", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need easy collaboration and importing data from spreadsheets? → **Lucid**"}, {"id": "mai-20260917-1752-baseline|c195-m3|openai-small|SmartDraw", "prompt": "c195-m3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I didn’t pull a current official source for SmartDraw in this pass, so I’d treat this as a general market characterization"}, {"id": "mai-20260917-1752-baseline|c195-m3|openai-small|Canva", "prompt": "c195-m3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need a pretty org chart for a deck or internal page? → **Canva**"}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Lucidchart", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lucidchart** (G2: ~4.5/5) - Leader for general diagramming."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Microsoft Visio", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Microsoft Visio** - Strong for Microsoft ecosystems."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Organimi", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Organimi** - Affordable and user-friendly."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Pingboard (now Workleap Pingboard)", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard (now Workleap Pingboard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pingboard (now Workleap Pingboard)** (G2: ~4.3/5) - Employee directory focus."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|ChartHop", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ChartHop** (G2: ~4.3/5) - HR analytics and planning."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|OrgChart (formerly OrgChart Now)", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart (formerly OrgChart Now)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**OrgChart (formerly OrgChart Now)** - Enterprise workforce planning."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Functionly", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Functionly** - Collaborative and easy setup."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|SmartDraw", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SmartDraw** - Automated diagramming."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Creately", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Creately** (G2: ~4.3/5) - Visual collaboration."}, {"id": "mai-20260917-1752-baseline|c195-m3|xai-small|Happeo", "prompt": "c195-m3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Happeo** (G2: 4.5/5) - Intranet-integrated for teams."}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|ChartHop", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Analytics & reorg planning** | ChartHop"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Lucidchart", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Collaborative diagramming** | Lucidchart or Miro"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|OrgChart.com", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High\\u2011quality exports for presentations** | OrgChart.com"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Pingboard", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Simple directory + basic chart** | Pingboard"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|GoProfiles", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "GoProfiles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Live HRIS sync + employee hub** | GoProfiles or Jostle"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Jostle", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Live HRIS sync + employee hub** | GoProfiles or Jostle"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|OneDirectory", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Using existing AD/M365 data** | OneDirectory"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Vizzlo", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Vizzlo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Visuals for reports/presentations** | Vizzlo"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Functionly", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ease of use, fast setup | Per\\u2011seat (quotes) | No | One of the easiest tools to configure and use"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Sift", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lightweight, focused on keeping charts current"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Deel HR", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Skills\\u2011based org mapping** | Deel HR, GoProfiles, Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Factorial", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Payroll\\u2011org integration** | Factorial, Deel HR"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|iSpring LMS", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Embedding in an LMS** | iSpring LMS"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Miro", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Collaborative diagramming** | Lucidchart or Miro"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|SmartDraw", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Low\\u2011cost flat pricing** | SmartDraw, Organimi, Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Organimi", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Low\\u2011cost flat pricing** | SmartDraw, Organimi, Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|OrgChart Studio", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Freemium with pay\\u2011per\\u2011export** | OrgChart Studio"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Ingentis org.manager", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Large, complex orgs with HRIS sync** | Ingentis org.manager"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Peerdom", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Peerdom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Dynamic/Modular**: Peerdom\\u2014living org maps with governance modules"}, {"id": "mai-20260917-1752-baseline|c195-m3|zai-small|Creately", "prompt": "c195-m3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Collaborative diagramming** | Lucidchart, Miro, Creately, Vizzlo"}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|Organimi", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a startup (<25 employees):** Use **Organimi**. It is the cleanest dedicated tool and costs nothing until you grow."}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|Org Chart Studio", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For a large company (>100 employees) on a tight budget:** Use **Org Chart Studio**."}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|Lucidchart", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly intuitive drag-and-drop interface. Good for smaller teams if you keep the chart concise."}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|Miro (Business Plan)", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro (Business Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Miro's infinite whiteboard style works well."}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|Creately", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often has frequent discounts; starts lower than competitors."}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|Canva", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **Canva** or **PowerPoint**. ... which have decent org chart templates built-in at zero extra cost."}, {"id": "mai-20260917-1752-baseline|c195-m4|alibaba-small|PowerPoint", "prompt": "c195-m4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "PowerPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Canva** or **PowerPoint**. ... which have decent org chart templates built-in at zero extra cost."}, {"id": "mai-20260917-1752-baseline|c195-m4|anthropic-small|Organimi", "prompt": "c195-m4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Organimi is the best org chart software for affordability"}, {"id": "mai-20260917-1752-baseline|c195-m4|anthropic-small|Connecteam", "prompt": "c195-m4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Connecteam is completely free for businesses with up to 10 employees, plus it's super affordable for larger companies"}, {"id": "mai-20260917-1752-baseline|c195-m4|anthropic-small|Draw.io", "prompt": "c195-m4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Draw.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "draw.io is a simple and effective free org chart tool for small businesses and teams"}, {"id": "mai-20260917-1752-baseline|c195-m4|anthropic-small|Creately", "prompt": "c195-m4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Creately is a strong option because it offers a free plan, plus low-cost paid tiers"}, {"id": "mai-20260917-1752-baseline|c195-m4|anthropic-small|Pingboard", "prompt": "c195-m4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a starter plan that's cheaper than Pingboard's ($20 monthly vs $186.25 monthly)"}, {"id": "mai-20260917-1752-baseline|c195-m4|challenger-small|Organimi", "prompt": "c195-m4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is **Organimi** because it is described as the most affordable dedicated org chart software"}, {"id": "mai-20260917-1752-baseline|c195-m4|challenger-small|draw.io (Diagrams.net)", "prompt": "c195-m4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (Diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**draw.io (Diagrams.net)** is the best low-cost choice for basic org charts"}, {"id": "mai-20260917-1752-baseline|c195-m4|challenger-small|Creately", "prompt": "c195-m4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good low-cost alternative for small teams, with a free plan and low-cost paid tiers"}, {"id": "mai-20260917-1752-baseline|c195-m4|challenger-small|Lucidchart", "prompt": "c195-m4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth considering if your team already values broader diagramming/collaboration, but it is not the cheapest option"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Organimi", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Organimi — Best Overall for Affordability"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Lucidchart", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lucidchart — Best Free/Cheap Well-Rounded Option"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Creately", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Creately — Cheapest Paid Option"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|draw.io (diagrams.net)", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you truly need free: Use draw.io for large, robust charts"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Miro", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Miro — Free tier with unlimited members"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Org Chart Studio", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free plan for up to 2,500 people per chart (watermarked exports on the free tier)"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Canva", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Canva — Free org chart templates with unlimited use on a free account"}, {"id": "mai-20260917-1752-baseline|c195-m4|deepseek-small|Factorial", "prompt": "c195-m4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Factorial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a paid tool like Organimi or Factorial (auto-updating, from ~$80/month) is worth the investment"}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|Draw.io (diagrams.net)", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Draw.io (diagrams.net)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Draw.io is the best overall free tool"}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|Microsoft PowerPoint", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft PowerPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simplicity and presentation"}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|Google Slides", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Google Slides", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "In **Google Slides**, you can go to `Insert > Diagram > Hierarchy`"}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|The Org", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "The Org", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Your org chart is public. If your company prefers to keep internal reporting structures... private, this is not the tool for you."}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|Organimi", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for avoiding \"per-user\" price hikes"}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|Lucidchart", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best cheap tool with automated diagramming"}, {"id": "mai-20260917-1752-baseline|c195-m4|google-small|ChartHop (Basic)", "prompt": "c195-m4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop (Basic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ChartHop is an excellent choice"}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Organimi", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best org chart software for a company with a limited budget is Organimi, Miro, Lucidchart, or Visme, as they offer affordable monthly fees."}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Miro", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Organimi, Miro, Lucidchart, or Visme, as they offer affordable monthly fees"}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Lucidchart", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is Organimi, Miro, Lucidchart, or Visme, as they offer affordable monthly fees"}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Visme", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visme", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "is Organimi, Miro, Lucidchart, or Visme, as they offer affordable monthly fees"}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Creately", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Creately is also a strong option as it offers a free plan and low-cost paid tiers."}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|draw.io", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include draw.io, Canva, and Microsoft Word's SmartArt feature"}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Canva", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include draw.io, Canva, and Microsoft Word's SmartArt feature"}, {"id": "mai-20260917-1752-baseline|c195-m4|meta-small|Microsoft Word's SmartArt feature", "prompt": "c195-m4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft Word's SmartArt feature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "which can be used to create org charts at no additional cost or with existing Microsoft 365 subscriptions"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|Organimi", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Organimi** is specifically designed for cost-conscious businesses"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|Creately", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Creately ($5/month)** if you need more features"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|draw.io", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **draw.io (free)** or **Canva (free tier)** for basic needs"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|Canva", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **draw.io (free)** or **Canva (free tier)** for basic needs"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|Lucidchart", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lucidchart** - Affordable with good collaboration features"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|Miro", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-based solutions like Miro and Visme also have affordable plans"}, {"id": "mai-20260917-1752-baseline|c195-m4|minimax-small|Visme", "prompt": "c195-m4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visme", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-based solutions like Miro and Visme also have affordable plans"}, {"id": "mai-20260917-1752-baseline|c195-m4|mistral-small|Organimi", "prompt": "c195-m4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Organimi** (for up to 25 users) or **Creately** are the best choices"}, {"id": "mai-20260917-1752-baseline|c195-m4|mistral-small|Creately", "prompt": "c195-m4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Organimi** (for up to 25 users) or **Creately** are the best choices"}, {"id": "mai-20260917-1752-baseline|c195-m4|mistral-small|Lucidchart", "prompt": "c195-m4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For more advanced features, **Lucidchart** or **Miro** offer free tiers with paid upgrades."}, {"id": "mai-20260917-1752-baseline|c195-m4|mistral-small|Miro", "prompt": "c195-m4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more of a general collaboration tool but includes org chart templates"}, {"id": "mai-20260917-1752-baseline|c195-m4|mistral-small|draw.io (now diagrams.net)", "prompt": "c195-m4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (now diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a completely free, no-frills option, **draw.io** is ideal."}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|Organimi", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|draw.io (diagrams.net)", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Completely Free Option: **draw.io (diagrams.net)**"}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|Org Chart Studio", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pay-Per-Use Model: **Org Chart Studio**"}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|Creately", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Genuine free tier; paid plans start around **$4–$6 per user/month**"}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|Lucidchart", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier available; paid starts around **$9–$15 per user/month**"}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|ChartHop", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget - **ChartHop:** ... requires a ~$9,000/year minimum commitment."}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|OrgChart.com", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Starts around $105/month with a 100-employee minimum."}, {"id": "mai-20260917-1752-baseline|c195-m4|moonshot-small|Pingboard", "prompt": "c195-m4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Requires a custom quote; generally aimed at larger budgets."}, {"id": "mai-20260917-1752-baseline|c195-m4|openai-small|Lucidchart", "prompt": "c195-m4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lucidchart** — best if you want polished org charts and easy editing."}, {"id": "mai-20260917-1752-baseline|c195-m4|openai-small|Canva", "prompt": "c195-m4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Canva** if you want the lowest-cost, easiest option."}, {"id": "mai-20260917-1752-baseline|c195-m4|openai-small|Microsoft Visio", "prompt": "c195-m4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good if your company already pays for Microsoft 365, but it can be more complex"}, {"id": "mai-20260917-1752-baseline|c195-m4|openai-small|Organimi", "prompt": "c195-m4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Organimi** if you want org-chart-specific features without paying for a full enterprise HR suite."}, {"id": "mai-20260917-1752-baseline|c195-m4|openai-small|Pingboard", "prompt": "c195-m4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more HR-focused, but can be pricier than the simplest tools"}, {"id": "mai-20260917-1752-baseline|c195-m4|openai-small|Google Sheets + draw.io / diagrams.net", "prompt": "c195-m4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Google Sheets + draw.io / diagrams.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "cheapest route if you’re okay with manual work"}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|draw.io (diagrams.net)", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **draw.io**—it's versatile, powerful, and zero cost/risk."}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|Syncfusion Org Chart Maker", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Syncfusion Org Chart Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for quick, no-signup charts"}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|Organimi", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small teams (under 25 people)"}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|Miro Free", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need real-time team editing or HR integrations, try Miro or Organimi."}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|Lucidchart Free", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CSV import, data refresh; strict 3 docs/60 shapes per doc limit."}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|Creately Free", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Templates, collab; canvas/item limits (e.g., 45 items max)."}, {"id": "mai-20260917-1752-baseline|c195-m4|xai-small|Org Chart Studio Free", "prompt": "c195-m4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CSV-based, up to 2,500 people/chart (10 charts); watermarked exports free"}, {"id": "mai-20260917-1752-baseline|c195-m4|zai-small|Organimi", "prompt": "c195-m4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Try Organimi's free tier** if you need up to 25 users and basic features"}, {"id": "mai-20260917-1752-baseline|c195-m4|zai-small|draw.io (diagrams.net)", "prompt": "c195-m4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with draw.io** if you're comfortable building charts manually"}, {"id": "mai-20260917-1752-baseline|c195-m4|zai-small|Org Chart Studio", "prompt": "c195-m4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider the one-time $145 purchase from Org Chart Studio** if you need occasional, high-quality exports"}, {"id": "mai-20260917-1752-baseline|c195-m4|zai-small|Creately", "prompt": "c195-m4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Creately** offers the best value at $8/user/month with a free tier"}, {"id": "mai-20260917-1752-baseline|c195-m4|zai-small|Lucidchart", "prompt": "c195-m4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lucidchart** is reliable and affordable if you need advanced features"}, {"id": "mai-20260917-1752-baseline|c195-m4|zai-small|Miro", "prompt": "c195-m4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams already using Miro for other projects"}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|Workday", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Expensive; usually clunky; requires a dedicated consultant to run. Verdict: Only buy these if you are already a massive client of these platforms."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|SuccessFactors", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Expensive; usually clunky; requires a dedicated consultant to run."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|SAP", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Expensive; usually clunky; requires a dedicated consultant to run."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|ChartHop", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Specialized Standalones (Best for 500) Examples: ChartHop, Xenspace, Datasnapshots ... Verdict: Often the sweet spot for companies at your size."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|Xenspace", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Xenspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Examples: ChartHop, Xenspace, Datasnapshots ... Often the sweet spot for companies at your size."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|Datasnapshots", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Datasnapshots", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Examples: ChartHop, Xenspace, Datasnapshots ... Often the sweet spot for companies at your size."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|NaviPulse", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "NaviPulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Weak at handling complex reporting lines or matrix structures."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|Lattice", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cons: Weak at handling complex reporting lines or matrix structures."}, {"id": "mai-20260917-1752-baseline|c195-m5|alibaba-small|Mural", "prompt": "c195-m5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Mural", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cons: Weak at handling complex reporting lines or matrix structures."}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|ChartHop", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The main tools in this mid-to-large segment include **ChartHop** (planning/analytics)"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|OrgChart", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OrgChart**, **Organimi**, **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|Organimi", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OrgChart**, **Organimi**, **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|Pingboard", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OrgChart**, **Organimi**, **Pingboard**, **GoProfiles**"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|GoProfiles", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "GoProfiles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GoProfiles**, **HumanMap**"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|HumanMap", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "HumanMap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**GoProfiles**, **HumanMap**"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|Nakisa", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Nakisa / Ingentis / Orgvue** (enterprise)"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|Ingentis", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Ingentis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Nakisa / Ingentis / Orgvue** (enterprise)"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|Orgvue", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Nakisa / Ingentis / Orgvue** (enterprise)"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|Workday", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "the org-chart modules inside **Workday, SAP SuccessFactors, UKG** itself"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|SAP SuccessFactors", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "the org-chart modules inside **Workday, SAP SuccessFactors, UKG** itself"}, {"id": "mai-20260917-1752-baseline|c195-m5|deepseek-small|UKG", "prompt": "c195-m5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "the org-chart modules inside **Workday, SAP SuccessFactors, UKG** itself"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|PowerPoint", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "trying to maintain an org chart in PowerPoint, Visio, or Lucidchart is a losing battle"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|Visio", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "trying to maintain an org chart in PowerPoint, Visio, or Lucidchart is a losing battle"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|Lucidchart", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "trying to maintain an org chart in PowerPoint, Visio, or Lucidchart is a losing battle"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|ChartHop", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For Workforce Planning + People Analytics: Look at ChartHop or OrgChart."}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|OrgChart", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For Workforce Planning + People Analytics: Look at ChartHop or OrgChart."}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|Pingboard (Workleap)", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Culture, Directory, & Employee Connection: Look at Pingboard (Workleap), GoProfiles, or Sift."}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|Organimi", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Budget-Friendly, Pure Diagramming: Look at Organimi."}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|GoProfiles", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "GoProfiles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at Pingboard (Workleap), GoProfiles, or Sift"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|Sift", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Sift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at Pingboard (Workleap), GoProfiles, or Sift"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|Rippling", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Modern HRIS platforms (like Rippling, HiBob, or BambooHR) have built-in, highly functional org charts."}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|HiBob", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern HRIS platforms (like Rippling, HiBob, or BambooHR) have built-in, highly functional org charts."}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|BambooHR", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "your HRIS org chart may be perfectly adequate and free"}, {"id": "mai-20260917-1752-baseline|c195-m5|google-small|OneDirectory", "prompt": "c195-m5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "check if their native directory/visualizer options (like Microsoft's Delve/Teams directory or OneDirectory) solve your basic needs"}, {"id": "mai-20260917-1752-baseline|c195-m5|meta-small|Cogniver", "prompt": "c195-m5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Cogniver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular org chart software options for large companies include:\n\n1. Cogniver"}, {"id": "mai-20260917-1752-baseline|c195-m5|meta-small|The Org Chart", "prompt": "c195-m5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "The Org Chart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. The Org Chart"}, {"id": "mai-20260917-1752-baseline|c195-m5|meta-small|FitGap", "prompt": "c195-m5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "FitGap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. FitGap"}, {"id": "mai-20260917-1752-baseline|c195-m5|meta-small|People Managing People", "prompt": "c195-m5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "People Managing People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. People Managing People"}, {"id": "mai-20260917-1752-baseline|c195-m5|meta-small|Peerdom", "prompt": "c195-m5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Peerdom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-m5|minimax-small|OneDirectory", "prompt": "c195-m5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can look at options like OneDirectory, Lucidchart, OrgChart Now, or others based on your priorities."}, {"id": "mai-20260917-1752-baseline|c195-m5|minimax-small|Lucidchart", "prompt": "c195-m5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can look at options like OneDirectory, Lucidchart, OrgChart Now, or others based on your priorities."}, {"id": "mai-20260917-1752-baseline|c195-m5|minimax-small|OrgChart Now", "prompt": "c195-m5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can look at options like OneDirectory, Lucidchart, OrgChart Now, or others based on your priorities."}, {"id": "mai-20260917-1752-baseline|c195-m5|mistral-small|ChartHop", "prompt": "c195-m5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **ChartHop** | Mid-large companies, people analytics | Real-time org design, scenario planning, DEI reporting |"}, {"id": "mai-20260917-1752-baseline|c195-m5|mistral-small|Pingboard", "prompt": "c195-m5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Pingboard** | Culture-focused, interactive org charts |"}, {"id": "mai-20260917-1752-baseline|c195-m5|mistral-small|OrgChart Now", "prompt": "c195-m5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **OrgChart Now** | HR teams, org restructuring |"}, {"id": "mai-20260917-1752-baseline|c195-m5|mistral-small|Microsoft Viva Topics/Org", "prompt": "c195-m5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Microsoft Viva Topics/Org", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Microsoft Viva Topics/Org** | Microsoft ecosystem | Native integration with Teams/SharePoint |"}, {"id": "mai-20260917-1752-baseline|c195-m5|mistral-small|SAP SuccessFactors", "prompt": "c195-m5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **SAP SuccessFactors** | Large enterprises | Full HR suite with org charting |"}, {"id": "mai-20260917-1752-baseline|c195-m5|mistral-small|Lucidchart", "prompt": "c195-m5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Flexible diagramming, but may require more manual updates"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|Visio", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid one-off tools like Visio or Lucidchart for ongoing use"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|Lucidchart", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid one-off tools like Visio or Lucidchart for ongoing use"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|OneDirectory", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OneDirectory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with demos from top-rated (OneDirectory for M365 shops; OrgChart for HR planning)"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|Organimi", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize platforms designed for mid-sized/enterprise needs, such as OneDirectory, Organimi, OrgChart..."}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|OrgChart", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "OneDirectory for M365 shops; OrgChart for HR planning"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|Ingentis org.manager", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Ingentis org.manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as OneDirectory, Organimi, OrgChart, Ingentis org.manager, Sift, or Functionly"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|Sift", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Sift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these handle complexity like matrix reporting, multi-office structures, and frequent changes well"}, {"id": "mai-20260917-1752-baseline|c195-m5|xai-small|Functionly", "prompt": "c195-m5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as OneDirectory, Organimi, OrgChart, Ingentis org.manager, Sift, or Functionly"}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|Visio", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a static diagramming tool (like Visio or Lucidchart) will become a maintenance nightmare... *Avoid.*"}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|Lucidchart", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Per-Seat (e.g., Lucidchart, Visio):** *Avoid.*"}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|ChartHop", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start by asking for a demo of **ChartHop** and **OrgChart.com**. They are the market leaders for the 200–1000 employee range"}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|OrgChart.com", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start by asking for a demo of **ChartHop** and **OrgChart.com**."}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|OrgVue", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Per-Profile (e.g., OrgVue):** *Enterprise.* Very expensive, usually reserved for massive global corporations."}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|Nakisa", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The ERP Native (SAP/Workday) Specialist: Nakisa or Ingentis... Cons: Expensive, high implementation costs"}, {"id": "mai-20260917-1752-baseline|c195-m5|zai-small|Ingentis", "prompt": "c195-m5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Ingentis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The ERP Native (SAP/Workday) Specialist: Nakisa or Ingentis"}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|Microsoft Word", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Word", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Microsoft Word, PowerPoint, and basic drawing apps are excellent for making a *one-time* graphic, they are hazardous for managing an active org chart."}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|PowerPoint", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are hazardous for managing an active org chart"}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|Miro", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Great for the initial design phase; terrible for ongoing tracking."}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|Mural", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Mural", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like **Miro**, **Mural**, and even **Lucidchart** are fantastic for brainstorming *new* structures, but they are not true database management tools."}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|Lucidchart", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are not true database management tools"}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|SAP", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "relying strictly on their native org reporting can be painful"}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|Oracle PeopleSoft", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Oracle PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "older versions of SAP, Oracle PeopleSoft, or distinct mainframes, relying strictly on their native org reporting can be painful"}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|OrgPlus", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgPlus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools like **OrgPlus** or specialized implementations of **Visio** connected to Power BI are incredibly powerful. However, be cautious if:"}, {"id": "mai-20260917-1752-baseline|c195-m6|alibaba-small|Visio", "prompt": "c195-m6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be cautious if: **You are a SMB:** These tools can cost tens of thousands of dollars a year."}, {"id": "mai-20260917-1752-baseline|c195-m6|anthropic-small|Microsoft Visio", "prompt": "c195-m6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Visio is powerful but feels dated, with reviewers consistently describing it as \"clunky\" compared to cloud-native alternatives."}, {"id": "mai-20260917-1752-baseline|c195-m6|anthropic-small|ChartHop", "prompt": "c195-m6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Performance issues exist with large, complex charts, and the per-seat model adds up fast."}, {"id": "mai-20260917-1752-baseline|c195-m6|anthropic-small|Lucidchart", "prompt": "c195-m6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "User complaints about slow performance exist, especially when charts grow too large or complex"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|draw.io", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like **draw.io**, **Google Drawings**, **Miro**, and sometimes **Creately** are often described as manual diagramming tools ... they do not provide strong native HR-to-org-chart automation"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|Google Drawings", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Drawings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "manual diagramming tools that can produce org charts, but they do not provide strong native HR-to-org-chart automation"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|Miro", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "manual diagramming tools that can produce org charts, but they do not provide strong native HR-to-org-chart automation"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|Creately", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "sometimes **Creately** are often described as manual diagramming tools"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|PowerPoint SmartArt", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint SmartArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be fine for one-off visuals, but they are weak choices if you need ongoing updates"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|Visio", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can be fine for one-off visuals, but they are weak choices if you need ongoing updates, connector-safe hierarchy handling, or automatic sync from HR systems"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|Lucidchart", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "shortlist\" for specific tools like Visio, Lucidchart, Miro, Draw.io, ChartHop, Pingboard, and OrgChart.com"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|ChartHop", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "for specific tools like Visio, Lucidchart, Miro, Draw.io, ChartHop, Pingboard, and OrgChart.com"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|Pingboard", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific tools like Visio, Lucidchart, Miro, Draw.io, ChartHop, Pingboard, and OrgChart.com"}, {"id": "mai-20260917-1752-baseline|c195-m6|challenger-small|OrgChart.com", "prompt": "c195-m6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specific tools like Visio, Lucidchart, Miro, Draw.io, ChartHop, Pingboard, and OrgChart.com"}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|OrgChart (OrgChart.com / OrgChart Now)", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart (OrgChart.com / OrgChart Now)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This is the most consistently flagged one... steep learning curve"}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|ChartHop", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a common candidate for caution: **Expensive**"}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|Organimi", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Known for **print/export problems** (especially on larger orgs) and poor in-browser zoom/visibility."}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|Microsoft Visio", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Visio** is frequently cited as \"constantly malfunctioning\" for org charts and clunky if your org changes often."}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|SmartDraw", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**SmartDraw** performance lags on large boards with many collaborators, and has a steep onboarding curve."}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|Functionly", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Functionly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Forbes rated its customer service very poorly (2/10 ease-of-support category), despite strong features."}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|Lucidchart", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Simple, one-off charts** \\u2192 free or low-cost tools (Lucidchart, Creately, even Visio/Illustrator) often beat the premium enterprise platforms."}, {"id": "mai-20260917-1752-baseline|c195-m6|deepseek-small|Creately", "prompt": "c195-m6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free or low-cost tools (Lucidchart, Creately, even Visio/Illustrator) often beat the premium enterprise platforms"}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|The Org", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "The Org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid using public-facing platforms for your internal operational planning or sensitive personnel directories."}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|PowerPoint", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why you should avoid them:** They treat org charts as static illustrations rather than dynamic databases."}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|Excel", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Time-Sucks: Manual Design Tools (PowerPoint, Excel, Word, Canva)"}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|Word", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Word", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid them for ongoing workforce management."}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|Canva", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Manual Design Tools (PowerPoint, Excel, Word, Canva)... Why you should avoid them"}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|Microsoft Visio", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Visio has a notoriously steep learning curve, can be expensive to license, and lacks modern, real-time HRIS integrations."}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|ChartHop", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these tools are highly over-engineered and prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c195-m6|google-small|Workday Planning", "prompt": "c195-m6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Workday Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Over-Engineered People Planning Software (e.g., ChartHop, Workday Planning)... Why you should be cautious"}, {"id": "mai-20260917-1752-baseline|c195-m6|meta-small|Jostle", "prompt": "c195-m6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Jostle — Best for org chart visibility inside an employee hub already used daily."}, {"id": "mai-20260917-1752-baseline|c195-m6|meta-small|Pingboard (now part of Workleap)", "prompt": "c195-m6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard (now part of Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pingboard (now part of Workleap) — Best for interactive org charts built around employee connection."}, {"id": "mai-20260917-1752-baseline|c195-m6|meta-small|ChartHop", "prompt": "c195-m6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ChartHop — The smarter alternative when HR needs governed, integration-connected org chart syncing."}, {"id": "mai-20260917-1752-baseline|c195-m6|minimax-small|Google Drawings", "prompt": "c195-m6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Drawings", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid using general diagramming tools for org charts if you need live, updated structures: Google Drawings and Draw.io (diagrams.net): ... these lack org-specific layout automation"}, {"id": "mai-20260917-1752-baseline|c195-m6|minimax-small|Draw.io (diagrams.net)", "prompt": "c195-m6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Draw.io (diagrams.net)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid using general diagramming tools for org charts ... these lack org-specific layout automation. Creating messy connector routing in dense charts is a common problem."}, {"id": "mai-20260917-1752-baseline|c195-m6|minimax-small|Microsoft Visio", "prompt": "c195-m6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Despite being powerful, it often requires manual shape-to-data updates when org data changes, leading to maintenance burden."}, {"id": "mai-20260917-1752-baseline|c195-m6|minimax-small|OrgChart (specific products)", "prompt": "c195-m6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart (specific products)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Multiple user reviews cite a steep learning curve, complex interfaces, and lack of intuitiveness."}, {"id": "mai-20260917-1752-baseline|c195-m6|minimax-small|Lucidchart", "prompt": "c195-m6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While popular, some users note limited features for free accounts and a learning curve when mastering the visual collaboration suite."}, {"id": "mai-20260917-1752-baseline|c195-m6|mistral-small|OrgChart.com", "prompt": "c195-m6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "requires a minimum of 100 employee records and starts at $105/month billed annually, which can be expensive for smaller organizations"}, {"id": "mai-20260917-1752-baseline|c195-m6|mistral-small|ChartHop", "prompt": "c195-m6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "minimum annual cost of around $9,000 and charges per employee, making it less suitable for smaller companies"}, {"id": "mai-20260917-1752-baseline|c195-m6|mistral-small|Pingboard", "prompt": "c195-m6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some users find it less intuitive for complex organizational structures and it may not scale well for very large enterprises"}, {"id": "mai-20260917-1752-baseline|c195-m6|mistral-small|Visio", "prompt": "c195-m6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Visio is often criticized for being expensive... It also requires manual updates"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|PowerPoint/SmartArt", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint/SmartArt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: PowerPoint for ongoing use"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|The Org", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "The Org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "public platforms like The Org for sensitive organizations"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|OrgChart", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve, not intuitive, complex features requiring coding knowledge, limited customization"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|Lucidchart (free tier)", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart (free tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited features on free accounts, performance lags, diagramming issues"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|Visio", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex for non-technical users, expensive"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|OrgChart.com", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cost four to five figures annually - May be overkill if you don't need live HRIS integration"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|ChartHop", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise Platforms (ChartHop, OrgChart.com) - Cost four to five figures annually"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|HiBob", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "HiBob incident (2023): Security token misconfiguration exposed PII"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|Organimi", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Flat-fee tools (e.g., Organimi, OrgPlease!) | Predictable costs that don't punish growth"}, {"id": "mai-20260917-1752-baseline|c195-m6|moonshot-small|OrgPlease!", "prompt": "c195-m6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgPlease!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Flat-fee tools (e.g., Organimi, OrgPlease!) | Predictable costs that don't punish growth"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|The Org (theorg.com)", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "The Org (theorg.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid if privacy is a priority... Users and privacy advocates call it a \"hard no.\""}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|PowerPoint", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Manual/static tools like PowerPoint, Excel, or Visio**: Widely criticized for becoming outdated quickly"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Excel", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Manual/static tools like PowerPoint, Excel, or Visio**: Widely criticized for becoming outdated quickly"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Visio", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Manual/static tools like PowerPoint, Excel, or Visio**: Widely criticized for becoming outdated quickly"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|OrgChart Now", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "beware of steep learning curve**, non-intuitive interface, technical complexity"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Miro", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower scores for dedicated org charts (e.g., Miro at 1/10 ease in some tests, 6.8/10 overall)"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Lucidchart", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lucidchart struggles with multiple supervisors), performance lag on large charts"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Vizzlo", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Vizzlo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "General-purpose diagramming tools like Miro, Lucidchart, Vizzlo**: Lower scores for dedicated org charts"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Organimi", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Organimi (4.3/5) has export/print glitches, poor customization (2/10 in tests), Safari issues"}, {"id": "mai-20260917-1752-baseline|c195-m6|xai-small|Functionly", "prompt": "c195-m6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Functionly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Functionly (high ease but 2/10 support). Okay for small teams (<150 people), but scalability/export problems emerge."}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|Microsoft Visio", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **Microsoft Visio, Lucidchart, SmartDraw, and Miro** are excellent for design, but they are dangerous for official organizational documentation."}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|Lucidchart", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they are dangerous for official organizational documentation... **Why to avoid:** These tools separate the \"map\" from the \"territory.\""}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|SmartDraw", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like **Microsoft Visio, Lucidchart, SmartDraw, and Miro**... dangerous for official organizational documentation"}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|Miro", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Miro, FigJam, or basic PowerPoint decks.** *   **Why to avoid:** While great for collaboration, these lack \"governance features\""}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|PowerPoint", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You will spend hours moving boxes in PowerPoint or Visio only to have the document become obsolete by next week."}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|OrgChart.com", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many users report a **steep learning curve** and find the interface \"cumbersome\" or \"not intuitive.\""}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|FigJam", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "FigJam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Miro, FigJam, or basic PowerPoint decks.** *   **Why to avoid:** ... these lack \"governance features\""}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|BambooHR", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already use an HRIS (like BambooHR, Workday, Deel, or ChartHop), **do not buy a separate, standalone org chart tool**."}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|Workday", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already use an HRIS (like BambooHR, Workday, Deel, or ChartHop)"}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|Deel", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you already use an HRIS (like BambooHR, Workday, Deel, or ChartHop)"}, {"id": "mai-20260917-1752-baseline|c195-m6|zai-small|ChartHop", "prompt": "c195-m6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look for **\"Living Org\" tools** (like ChartHop or specialized OrgChart software) that connect directly to your HR database"}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Lucidchart", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lucidchart** is usually the safest bet because it offers the balance between professional presentation and ease of use"}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Rippling", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you already pay for **Rippling** or **Gusto**, use their built-in feature first"}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Gusto", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both Gusto and Rippling have built-in org chart generators."}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|ClickUp", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Workflow & Projects: ClickUp or Asana"}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Asana", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Workflow & Projects: ClickUp or Asana"}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Miro", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Miro is a digital whiteboard that has excellent Org Chart templates."}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Google Slides", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Google Slides", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Total control/Free** | **Google Slides** or **Canva**"}, {"id": "mai-20260917-1752-baseline|c195-s1|alibaba-small|Canva", "prompt": "c195-s1", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Total control/Free** | **Google Slides** or **Canva**"}, {"id": "mai-20260917-1752-baseline|c195-s1|anthropic-small|BambooHR", "prompt": "c195-s1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already using BambooHR for HR management, its built-in org chart is the most practical choice."}, {"id": "mai-20260917-1752-baseline|c195-s1|anthropic-small|Lucidchart", "prompt": "c195-s1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more visual design flexibility and collaboration, Lucidchart is a strong option."}, {"id": "mai-20260917-1752-baseline|c195-s1|anthropic-small|Canva", "prompt": "c195-s1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Canva is a good option for simple org charts, especially for non-profits, startups and small businesses on a tight budget"}, {"id": "mai-20260917-1752-baseline|c195-s1|anthropic-small|draw.io", "prompt": "c195-s1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "draw.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For budget-conscious teams, draw.io offers free functionality for basic needs."}, {"id": "mai-20260917-1752-baseline|c195-s1|anthropic-small|Pingboard", "prompt": "c195-s1", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pingboard combines interactive org charts with rich employee directories"}, {"id": "mai-20260917-1752-baseline|c195-s1|challenger-small|Organimi", "prompt": "c195-s1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Organimi** if you want a dedicated, affordable org-chart tool"}, {"id": "mai-20260917-1752-baseline|c195-s1|challenger-small|Lucidchart", "prompt": "c195-s1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need org charts as part of broader diagramming and collaboration workflows"}, {"id": "mai-20260917-1752-baseline|c195-s1|challenger-small|Pingboard", "prompt": "c195-s1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want a more HR-oriented, interactive directory and governance around org changes"}, {"id": "mai-20260917-1752-baseline|c195-s1|challenger-small|Cloudairy", "prompt": "c195-s1", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Cloudairy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong low-cost option if you want AI-assisted chart creation and a free starting plan"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|Organimi", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Organimi** — Best overall pick for small B2B teams"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|Lucidchart", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd start with **Organimi** or **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|Creately", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Creately** — Most cost-effective"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|Miro", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Miro** — Best if your team lives in Miro already"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|SmartDraw", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. SmartDraw** — Good for presentation-quality charts"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|Pingboard", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at tool's HRIS integrations (Organimi, Pingboard, or TheOrg)"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|TheOrg", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "TheOrg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look at tool's HRIS integrations (Organimi, Pingboard, or TheOrg)"}, {"id": "mai-20260917-1752-baseline|c195-s1|deepseek-small|Functionly", "prompt": "c195-s1", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A tool like Functionly may be worth considering"}, {"id": "mai-20260917-1752-baseline|c195-s1|google-small|Pingboard (by Workleap)", "prompt": "c195-s1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard (by Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a modern, automatic internal directory and org chart that integrates with Slack/Teams, choose **Pingboard**."}, {"id": "mai-20260917-1752-baseline|c195-s1|google-small|Organimi", "prompt": "c195-s1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a budget-friendly internal tool with no per-user pricing, choose **Organimi**."}, {"id": "mai-20260917-1752-baseline|c195-s1|google-small|ChartHop", "prompt": "c195-s1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are actively hiring and need to visually plan your future budget/headcount, choose **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c195-s1|google-small|Lucidchart", "prompt": "c195-s1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for General Visual Mapping"}, {"id": "mai-20260917-1752-baseline|c195-s1|google-small|DemandFarm (Relationship Map)", "prompt": "c195-s1", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "DemandFarm (Relationship Map)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best CRM-Native Sales Tool"}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|Organimi", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the best options include Organimi, Miro, Lucidchart, and Visme, which offer affordable monthly fees."}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|Miro", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the best options include Organimi, Miro, Lucidchart, and Visme, which offer affordable monthly fees."}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|Lucidchart", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the best options include Organimi, Miro, Lucidchart, and Visme"}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|Visme", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visme", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the best options include Organimi, Miro, Lucidchart, and Visme, which offer affordable monthly fees."}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|Pingboard", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider are Pingboard, ChartHop, and Cogniver"}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|ChartHop", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options to consider are Pingboard, ChartHop, and Cogniver"}, {"id": "mai-20260917-1752-baseline|c195-s1|meta-small|Cogniver", "prompt": "c195-s1", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Cogniver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options to consider are Pingboard, ChartHop, and Cogniver"}, {"id": "mai-20260917-1752-baseline|c195-s1|minimax-small|Pingboard", "prompt": "c195-s1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best Overall: **Pingboard** ... or **Pingboard** if you want more engagement features"}, {"id": "mai-20260917-1752-baseline|c195-s1|minimax-small|Organimi", "prompt": "c195-s1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, I'd suggest **Organimi** for its balance of affordability, HR integrations, and simplicity."}, {"id": "mai-20260917-1752-baseline|c195-s1|minimax-small|Lucidchart", "prompt": "c195-s1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collaboration: **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-s1|minimax-small|Org Chart Studio", "prompt": "c195-s1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option: **Org Chart Studio**"}, {"id": "mai-20260917-1752-baseline|c195-s1|minimax-small|ChartHop", "prompt": "c195-s1", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**ChartHop** scales well though it has a higher minimum ($9,000/year)"}, {"id": "mai-20260917-1752-baseline|c195-s1|mistral-small|Organimi", "prompt": "c195-s1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Organimi** or **Miro** are excellent starting points"}, {"id": "mai-20260917-1752-baseline|c195-s1|mistral-small|Miro", "prompt": "c195-s1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Organimi** or **Miro** are excellent starting points"}, {"id": "mai-20260917-1752-baseline|c195-s1|mistral-small|Lucidchart", "prompt": "c195-s1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for collaboration and integration with other business tools"}, {"id": "mai-20260917-1752-baseline|c195-s1|mistral-small|Canva", "prompt": "c195-s1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want branded, visually appealing org charts"}, {"id": "mai-20260917-1752-baseline|c195-s1|mistral-small|ChartHop", "prompt": "c195-s1", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for growing businesses... could be a good long-term investment"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|Pingboard", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best Overall: Pingboard - Frequently rated as the best overall dedicated org chart tool"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|Organimi", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Organimi** if you just need a clean org chart on a budget"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|Lucidchart", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Lucidchart** if your team will also use it for sales processes, client presentations"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|Miro", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaboration: Miro"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|Creately", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Creately | ~$5/user/mo | Affordable collaboration"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|ChartHop", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ChartHop | ~$5/employee/mo | Fast-growing companies wanting analytics"}, {"id": "mai-20260917-1752-baseline|c195-s1|moonshot-small|Functionly", "prompt": "c195-s1", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Functionly | Custom | Planning & scenario modeling"}, {"id": "mai-20260917-1752-baseline|c195-s1|openai-small|Lucidchart", "prompt": "c195-s1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Lucidchart** if you want the best mix of ease of use, collaboration, and low-friction org chart creation"}, {"id": "mai-20260917-1752-baseline|c195-s1|openai-small|OrgChart", "prompt": "c195-s1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OrgChart** is a strong contender: it has a 4.6 rating on Capterra, integrations with 50+ HR data systems"}, {"id": "mai-20260917-1752-baseline|c195-s1|openai-small|HR Directory 365", "prompt": "c195-s1", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "HR Directory 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already live in Microsoft 365/Entra:** a Microsoft-centric option like **HR Directory 365** may fit better"}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|Pingboard", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pingboard** (Best overall for small businesses)"}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|Organimi", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Organimi** (Best for affordability/budget-conscious teams)"}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|Lucidchart", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lucidchart** (Best for collaboration and visuals)"}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|Miro", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free alternatives for tiny teams (<25): Organimi or Lucidchart free tiers, Miro, or even Google Sheets + draw.io"}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|Google Sheets", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or even Google Sheets + draw.io. But they lack auto-sync."}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|draw.io", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "draw.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or even Google Sheets + draw.io. But they lack auto-sync."}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|Visio", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you use Microsoft 365, Visio or PowerPoint templates work fine for one-offs."}, {"id": "mai-20260917-1752-baseline|c195-s1|xai-small|PowerPoint", "prompt": "c195-s1", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "PowerPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Visio or PowerPoint templates work fine for one-offs"}, {"id": "mai-20260917-1752-baseline|c195-s1|zai-small|Organimi", "prompt": "c195-s1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most affordable & simple:** Organimi (free up to 25 users)."}, {"id": "mai-20260917-1752-baseline|c195-s1|zai-small|Lucidchart", "prompt": "c195-s1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best balance of price & flexibility:** Lucidchart (per‑user pricing, strong collaboration)."}, {"id": "mai-20260917-1752-baseline|c195-s1|zai-small|ChartHop", "prompt": "c195-s1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for growth with live data sync:** ChartHop (higher price but saves time and provides analytics)."}, {"id": "mai-20260917-1752-baseline|c195-s1|zai-small|Pingboard", "prompt": "c195-s1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cleanest visual org chart + directory:** Pingboard."}, {"id": "mai-20260917-1752-baseline|c195-s1|zai-small|SmartDraw", "prompt": "c195-s1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scenario E – You need quick, polished diagrams with templates - **Go with SmartDraw**"}, {"id": "mai-20260917-1752-baseline|c195-s1|zai-small|Microsoft Visio", "prompt": "c195-s1", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "direct", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your team already uses Office 365, Visio integrates well."}, {"id": "mai-20260917-1752-baseline|c195-s2|alibaba-small|Monday.com", "prompt": "c195-s2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Here is why **Monday.com** (as a top example) is the best fit"}, {"id": "mai-20260917-1752-baseline|c195-s2|alibaba-small|Asana", "prompt": "c195-s2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platform like **Monday.com** or **Asana**"}, {"id": "mai-20260917-1752-baseline|c195-s2|alibaba-small|Miro", "prompt": "c195-s2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Runner-Up: Miro"}, {"id": "mai-20260917-1752-baseline|c195-s2|alibaba-small|HubSpot", "prompt": "c195-s2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Honorable Mention: HubSpot"}, {"id": "mai-20260917-1752-baseline|c195-s2|alibaba-small|Salesforce", "prompt": "c195-s2", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "without needing an enterprise system like Salesforce immediately"}, {"id": "mai-20260917-1752-baseline|c195-s2|anthropic-small|Lucidchart", "prompt": "c195-s2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lucidchart** or **OrgChart** - These are excellent for visualizing reporting structures and team hierarchies"}, {"id": "mai-20260917-1752-baseline|c195-s2|anthropic-small|OrgChart", "prompt": "c195-s2", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lucidchart** or **OrgChart** - These are excellent for visualizing reporting structures and team hierarchies"}, {"id": "mai-20260917-1752-baseline|c195-s2|challenger-small|Creately", "prompt": "c195-s2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Creately** as the best all-around organizational design tool"}, {"id": "mai-20260917-1752-baseline|c195-s2|challenger-small|Pingboard", "prompt": "c195-s2", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pingboard** is also a strong option for growing teams"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|Creately", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Creately** as the best overall organizational design tool"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|Lucidchart", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best choice if you want collaborative, stakeholder-reviewed org charts... but per-seat pricing compounds quickly"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|Whimsical", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Whimsical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you want interactive org chart documentation with decision notes... but more limited in depth."}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|Miro", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your org design happens inside collaborative workshops"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|OrgVue", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a small team typically doesn't need enterprise workforce-planning tools like OrgVue, Workday, or Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|Workday", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "doesn't need enterprise workforce-planning tools like OrgVue, Workday, or Nakisa... would be overkill (and overpriced)"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|Nakisa", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "doesn't need enterprise workforce-planning tools like OrgVue, Workday, or Nakisa"}, {"id": "mai-20260917-1752-baseline|c195-s2|deepseek-small|draw.io", "prompt": "c195-s2", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "draw.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "if you just need a quick, free org chart to visualize reporting lines, **draw.io** works perfectly"}, {"id": "mai-20260917-1752-baseline|c195-s2|google-small|Orgvue", "prompt": "c195-s2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Orgvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises use complex, expensive software like Orgvue or Visier (which can run up to $15,000+/year), small businesses need something nimble"}, {"id": "mai-20260917-1752-baseline|c195-s2|google-small|Visier", "prompt": "c195-s2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Visier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complex, expensive software like Orgvue or Visier (which can run up to $15,000+/year)"}, {"id": "mai-20260917-1752-baseline|c195-s2|google-small|Functionly", "prompt": "c195-s2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Functionly** is the standout tool in this category."}, {"id": "mai-20260917-1752-baseline|c195-s2|google-small|Miro", "prompt": "c195-s2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Collaborative Mapping Tool: Miro or Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-s2|google-small|Lucidchart", "prompt": "c195-s2", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Miro** or **Lucidchart** to map out the daily workflows and customer handoffs"}, {"id": "mai-20260917-1752-baseline|c195-s2|meta-small|Creately", "prompt": "c195-s2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Creately - a visual collaboration and diagramming platform that supports organizational charts"}, {"id": "mai-20260917-1752-baseline|c195-s2|meta-small|Functionly", "prompt": "c195-s2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Functionly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Functionly - a collaborative organizational design, charting, and workforce planning software."}, {"id": "mai-20260917-1752-baseline|c195-s2|meta-small|MindManager", "prompt": "c195-s2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "MindManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. MindManager - a mind mapping and visual management software with organizational chart and hierarchy diagram capabilities."}, {"id": "mai-20260917-1752-baseline|c195-s2|meta-small|Organimi", "prompt": "c195-s2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Organimi - a cloud organizational chart software for building and sharing dynamic org charts from HR data."}, {"id": "mai-20260917-1752-baseline|c195-s2|meta-small|Nakisa", "prompt": "c195-s2", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Nakisa - an enterprise-level organizational design software that supports governance-style scenario reviews."}, {"id": "mai-20260917-1752-baseline|c195-s2|minimax-small|Lucidchart", "prompt": "c195-s2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lucidchart** - intuitive diagramming tool with org chart templates"}, {"id": "mai-20260917-1752-baseline|c195-s2|minimax-small|BambooHR", "prompt": "c195-s2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BambooHR** - HR platform with built-in org charting"}, {"id": "mai-20260917-1752-baseline|c195-s2|minimax-small|Creately", "prompt": "c195-s2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Creately** - collaborative diagramming tool with org chart features"}, {"id": "mai-20260917-1752-baseline|c195-s2|minimax-small|Notion", "prompt": "c195-s2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Notion** or **ClickUp** - flexible tools for documenting processes, roles, and structure"}, {"id": "mai-20260917-1752-baseline|c195-s2|minimax-small|ClickUp", "prompt": "c195-s2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Notion** or **ClickUp** - flexible tools for documenting processes, roles, and structure"}, {"id": "mai-20260917-1752-baseline|c195-s2|minimax-small|Miro", "prompt": "c195-s2", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Miro** - collaborative whiteboard for planning and design sessions"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Lucidchart", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lucidchart** or **Canva** (user-friendly, drag-and-drop)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Canva", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Canva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lucidchart** or **Canva** (user-friendly, drag-and-drop)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Microsoft Visio", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Microsoft Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Visio** (more advanced, integrates with Office)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|ClickUp", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ClickUp** or **Notion** (all-in-one workspace with org chart features)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Notion", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ClickUp** or **Notion** (all-in-one workspace with org chart features)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Excel", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Can be created in Excel, Google Sheets, or Notion."}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Google Sheets", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Can be created in Excel, Google Sheets, or Notion."}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Miro", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Lucidchart** or **Miro** (collaborative, easy to update)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Whimsical", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Whimsical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Whimsical** (simple, visual)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Google Docs", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Google Docs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Google Docs** or **Confluence** (for detailed role descriptions)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Confluence", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Confluence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Google Docs** or **Confluence** (for detailed role descriptions)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Asana", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Asana** or **ClickUp** (for tracking objectives and key results)"}, {"id": "mai-20260917-1752-baseline|c195-s2|mistral-small|Weekdone", "prompt": "c195-s2", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Weekdone** (specifically for OKRs)"}, {"id": "mai-20260917-1752-baseline|c195-s2|moonshot-small|Pingboard", "prompt": "c195-s2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Pingboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **Pingboard** or **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-s2|moonshot-small|Lucidchart", "prompt": "c195-s2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Recommendation: **Pingboard** or **Lucidchart**"}, {"id": "mai-20260917-1752-baseline|c195-s2|moonshot-small|Creately", "prompt": "c195-s2", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### **Budget Alternative: Creately**"}, {"id": "mai-20260917-1752-baseline|c195-s2|openai-small|Lucidchart", "prompt": "c195-s2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Lucidchart** if your main goal is to **design and communicate the org structure** clearly and cheaply"}, {"id": "mai-20260917-1752-baseline|c195-s2|openai-small|Organimi", "prompt": "c195-s2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Organimi** is a strong pick for small businesses"}, {"id": "mai-20260917-1752-baseline|c195-s2|openai-small|ChartHop", "prompt": "c195-s2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose ChartHop or OrgChart** only if you're already at the point where **workforce planning and HRIS syncing** matter more"}, {"id": "mai-20260917-1752-baseline|c195-s2|openai-small|OrgChart", "prompt": "c195-s2", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "OrgChart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose ChartHop or OrgChart** only if you're already at the point where **workforce planning and HRIS syncing** matter more"}, {"id": "mai-20260917-1752-baseline|c195-s2|xai-small|Lucidchart", "prompt": "c195-s2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lucidchart** as the top organizational design tool."}, {"id": "mai-20260917-1752-baseline|c195-s2|xai-small|Creately", "prompt": "c195-s2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quick alternatives if it doesn't fit: Creately | You want AI-powered diagramming & workshops"}, {"id": "mai-20260917-1752-baseline|c195-s2|xai-small|draw.io (Diagrams.net)", "prompt": "c195-s2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "draw.io (Diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget is zero & needs are basic | Free"}, {"id": "mai-20260917-1752-baseline|c195-s2|xai-small|Organimi", "prompt": "c195-s2", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "paraphrase", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, auto-updating org charts only | Free (up to 25 users)"}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|ChartHop", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are growing fast (hiring monthly): Use ChartHop if you need to model headcount/budget"}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|GoProfiles", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "GoProfiles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pingboard/GoProfiles if you primarily need to help new hires understand who reports to whom"}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|Pingboard", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pingboard has a free tier for very small teams"}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|Lucidchart", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The industry standard for flexibility... produces the best-looking static charts for meetings."}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|Creately", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong focus on collaboration and ease of use over complex data integration."}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|Organimi", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you need a free tool for <25 people: Use Organimi. It's built specifically for this purpose"}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|Canva", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are under 10 people: Start with Canva or Google Slides/Docs."}, {"id": "mai-20260917-1752-baseline|c195-s3|alibaba-small|Google Slides/Docs", "prompt": "c195-s3", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Google Slides/Docs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Start with Canva or Google Slides/Docs."}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Organimi", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Purpose-built org chart software with ready-made templates, integrations and flexible custom fields"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Trainual", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "particularly effective for small businesses and growing startups"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Lucidchart", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "dedicated tools with free tiers or Lucidchart's affordable pricing tend to offer the best value"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Microsoft Visio", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for companies already in Microsoft's ecosystem"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Canva", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Design-friendly org charts best for small teams who value visuals over dynamic updates"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|PowerPoint", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "PowerPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Creates quick, static org charts perfect for simple decks and one-off presentations"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Pingboard", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "starting at $149/month for up to 50 employees"}, {"id": "mai-20260917-1752-baseline|c195-s3|anthropic-small|Happeo", "prompt": "c195-s3", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A social intranet platform that automatically creates an org chart based on a company's Google directory"}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|Lucidchart", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for a small team:** **Lucidchart** if you want flexibility and clean charts."}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|Canva", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best when design and presentation matter more than data sync or ongoing maintenance."}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|Creately", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget pick:** **Creately**."}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|Organimi", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More purpose-built for org charts and directories than generic diagram tools"}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|Pingboard", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for a living org chart:** **Pingboard**."}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|ChartHop", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you already use HR software:** **BambooHR** or **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|BambooHR", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best if you already use HR software:** **BambooHR** or **ChartHop**."}, {"id": "mai-20260917-1752-baseline|c195-s3|challenger-small|Microsoft Visio", "prompt": "c195-s3", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "less ideal if you need a lightweight, collaborative small-team workflow"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|Pingboard", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Small team focused on culture/remote connection:** **Pingboard** — best directory-with-chart experience."}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|Organimi", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small team that wants an affordable dedicated tool:** **Organimi** — flat pricing, no per-user fees"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|ChartHop", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "This is the *overkill* option for a truly tiny team ... often 4–5 figures annually"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|Lucidchart", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tiny/stable team (under ~20 people):** **Lucidchart** or **draw.io** — cheap or free, quick to build"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|Miro", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Builds org charts inside a collaborative whiteboard; ... not a people-data tool"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|draw.io (diagrams.net)", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tiny/stable team (under ~20 people):** **Lucidchart** or **draw.io** — cheap or free"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|BambooHR", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "if you already pay for an HR suite like BambooHR or Factorial, some include an org chart"}, {"id": "mai-20260917-1752-baseline|c195-s3|deepseek-small|Factorial", "prompt": "c195-s3", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "an HR suite like BambooHR or Factorial, some include an org chart that might make a separate tool unnecessary"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|Miro", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are constantly reorganizing or designing: Go with **Miro** or **Lucidchart** for the ultimate collaborative design space."}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|Lucidchart", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Miro** or **Lucidchart** for the ultimate collaborative design space."}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|Pingboard", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is remote and needs to connect: Go with **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|Organimi", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A powerful, dedicated builder solely focused on organizational structure."}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|OrgPlease!", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgPlease!", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have no budget and less than 25 people: Start with **OrgPlease!** for a clean, private chart"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|The Org", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "The Org", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **The Org** if you want it to be public to help with hiring"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|Gusto", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Check your existing payroll platform (like **Gusto** or **BambooHR**)"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|BambooHR", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Check your existing payroll platform (like **Gusto** or **BambooHR**)"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|Deel HR", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gusto / BambooHR / Deel HR"}, {"id": "mai-20260917-1752-baseline|c195-s3|google-small|ChartHop", "prompt": "c195-s3", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "designed for enterprise planning and usually come with hefty minimum contract fees—making them a poor fit for small teams"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Deel HR", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "1. Deel HR ... others, like Organimi and Deel, have free tiers."}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Sift", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Sift"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Factorial", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Factorial"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|OneDirectory", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OneDirectory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. OneDirectory"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|iSpring LMS", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. iSpring LMS"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Lucidchart", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Some tools, like Creately and Lucidchart, are best for presentations"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Miro", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Miro"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Peerdom", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Peerdom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Peerdom"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Nestr", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nestr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Nestr"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Creately", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Some tools, like Creately and Lucidchart, are best for presentations"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Visio", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Diagramming tools (Lucidchart, Visio, SmartDraw, Creately)"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|SmartDraw", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Diagramming tools (Lucidchart, Visio, SmartDraw, Creately)"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|BambooHR", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "HR-based tools (BambooHR, Deel, ChartHop, FirstHR) generate the chart from employee records"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|ChartHop", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "HR-based tools (BambooHR, Deel, ChartHop, FirstHR)"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|FirstHR", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "For a small team that also needs onboarding, documents, and records, an HR platform like FirstHR carries the chart flat-fee rather than per seat."}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Organimi", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "others, like Organimi and Deel, have free tiers"}, {"id": "mai-20260917-1752-baseline|c195-s3|meta-small|Pingboard", "prompt": "c195-s3", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Some tools, like Pingboard, add a directory feature."}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Lucidchart", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Real-time collaboration ... **Need collaboration**: Lucidchart (real-time collaboration)"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Creately", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-focused**: Org Chart Studio (free to build, $1 export) or Creately ($5/mo)"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Organimi", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need automation**: Organimi or Deel (has free tiers)"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Deel", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Remote and hybrid teams"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|BambooHR", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already using HR software**: BambooHR or Deel"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Org Chart Studio", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-focused**: Org Chart Studio (free to build, $1 export)"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Pingboard", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Team directories"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|Visio", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Visio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Microsoft users**: Visio (best Microsoft integration)"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|ChartHop", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HR-based tools (BambooHR, Deel, ChartHop) auto-update from employee records"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|OrgChart.com", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "per-employee (ChartHop, OrgChart.com)"}, {"id": "mai-20260917-1752-baseline|c195-s3|minimax-small|SmartDraw", "prompt": "c195-s3", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "flat-fee (Organimi, SmartDraw)"}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|Lucidchart", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Lucidchart** - Best for: Quick, clean org chart creation without needing HR system integration."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|Creately", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small businesses and startups needing cost-effective diagramming and org charts."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|Nestr", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Nestr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small, agile teams that want more than just an org chart."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|BambooHR", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Org chart is automatically generated from employee records, reducing manual updates."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|Miro", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Visual collaboration, including org charts and more."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|Canva", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Simple, visually appealing org charts with minimal setup."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|ClickUp", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Teams already using these project management platforms."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|monday.com", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Teams already using these project management platforms."}, {"id": "mai-20260917-1752-baseline|c195-s3|mistral-small|SmartDraw", "prompt": "c195-s3", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: SMBs needing professional-looking org charts with advanced features."}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|Organimi", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small teams under 25 people**, **Organimi (free)** or **Creately (~$5/user)** offer the best value."}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|Lucidchart", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more collaboration features, **Lucidchart** is worth the slightly higher price."}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|Creately", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Organimi (free)** or **Creately (~$5/user)** offer the best value"}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|Pingboard", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pingboard** – Best for Live Sharing"}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|Functionly", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Functionly** – Easiest to Use"}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|ChartHop", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Connected to existing HR data** | ChartHop or Ingentis (higher tier)"}, {"id": "mai-20260917-1752-baseline|c195-s3|moonshot-small|Ingentis", "prompt": "c195-s3", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Ingentis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ChartHop or Ingentis (higher tier)"}, {"id": "mai-20260917-1752-baseline|c195-s3|openai-small|Lucidchart", "prompt": "c195-s3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Is this a small team with a limited budget? If yes, start with Lucidchart or a dedicated lighter-weight tool like Organimi."}, {"id": "mai-20260917-1752-baseline|c195-s3|openai-small|Pingboard", "prompt": "c195-s3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need a live, shareable org chart with employee info? → **Pingboard**"}, {"id": "mai-20260917-1752-baseline|c195-s3|openai-small|Organimi", "prompt": "c195-s3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a focused small-business org chart tool? → **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-s3|openai-small|OrgChart", "prompt": "c195-s3", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "OrgChart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually overkill for a very small team unless you have stronger governance/security needs."}, {"id": "mai-20260917-1752-baseline|c195-s3|xai-small|Organimi", "prompt": "c195-s3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Organimi or Canva Free for basics"}, {"id": "mai-20260917-1752-baseline|c195-s3|xai-small|Lucidchart", "prompt": "c195-s3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Versatile beyond org charts (flowcharts, etc.); excels in team editing but free tier too limited for ongoing use."}, {"id": "mai-20260917-1752-baseline|c195-s3|xai-small|Canva", "prompt": "c195-s3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Canva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Organimi or Canva Free for basics"}, {"id": "mai-20260917-1752-baseline|c195-s3|xai-small|Pingboard", "prompt": "c195-s3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good for hybrid/remote teams but costlier for tiny groups (<25)"}, {"id": "mai-20260917-1752-baseline|c195-s3|xai-small|ChartHop", "prompt": "c195-s3", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "high min (~$750/mo effective for 20 people) makes it less ideal for very small/static teams"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Organimi", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Very small team (≤25 people) needing a simple org chart** | **Organimi** (free tier) or **Lucidchart** (free tier)"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Pingboard", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pingboard** or **ChartHop** | Live sync, rich profiles, strong analytics"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|ChartHop", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "more \"people ops\" platform than pure org chart"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Lucidchart", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Organimi** (free tier) or **Lucidchart** (free tier) | Flat pricing or free tier; easy to set up and share."}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Miro", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Miro** or **Lucidchart** | Real-time collaboration, AI features, infinite canvas."}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Microsoft Visio", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "steeper learning curve"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|SmartDraw", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "SmartDraw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "good if you want a diagramming tool that can also create org charts"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|BambooHR", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Org chart built directly into your HRIS ... ideal if you already use BambooHR"}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Jostle", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Jostle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Combines org chart with news, discussions, shout-outs."}, {"id": "mai-20260917-1752-baseline|c195-s3|zai-small|Sift", "prompt": "c195-s3", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "comparative", "raw": "Sift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Sift** (Workleap) | People directory & org chart"}, {"id": "mai-20260917-1752-baseline|c195-s4|alibaba-small|Creately", "prompt": "c195-s4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Creately is widely cited as the best option for teams with very little money because it offers high value at a very low entry point."}, {"id": "mai-20260917-1752-baseline|c195-s4|alibaba-small|Miro", "prompt": "c195-s4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have zero budget, Miro is frequently recommended due to its robust free tier."}, {"id": "mai-20260917-1752-baseline|c195-s4|alibaba-small|Organimi", "prompt": "c195-s4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Dedicated Org Tool on a Budget"}, {"id": "mai-20260917-1752-baseline|c195-s4|alibaba-small|Lucidchart", "prompt": "c195-s4", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Standard/Semi-Free Option"}, {"id": "mai-20260917-1752-baseline|c195-s4|anthropic-small|draw.io", "prompt": "c195-s4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with tight budgets, Creately or draw.io offer the best balance of functionality and cost."}, {"id": "mai-20260917-1752-baseline|c195-s4|anthropic-small|Creately", "prompt": "c195-s4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small companies with tight budgets, Creately or draw.io offer the best balance of functionality and cost."}, {"id": "mai-20260917-1752-baseline|c195-s4|anthropic-small|Organimi", "prompt": "c195-s4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organimi offers a starter plan for $20 per month (covering up to 150 employees), plus a free plan"}, {"id": "mai-20260917-1752-baseline|c195-s4|anthropic-small|Canva", "prompt": "c195-s4", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Canva is budget-friendly for simple designs"}, {"id": "mai-20260917-1752-baseline|c195-s4|challenger-small|Organimi", "prompt": "c195-s4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-s4|challenger-small|draw.io (diagrams.net)", "prompt": "c195-s4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you only need a simple chart and want to spend nothing, use **draw.io**"}, {"id": "mai-20260917-1752-baseline|c195-s4|challenger-small|Creately", "prompt": "c195-s4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G2 also highlights **Creately** as highly cost-effective for SMBs at **$5/month**"}, {"id": "mai-20260917-1752-baseline|c195-s4|challenger-small|Lucidchart", "prompt": "c195-s4", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better collaboration, but less budget-friendly ... usually not the cheapest choice"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|Organimi", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Organimi** — *Best Overall for Affordability*"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|Creately", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Creately** — *Best Value for Collaboration*"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|draw.io (now diagrams.net)", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (now diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Free Option (No Limits)** ... Completely free"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|Lucidchart", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Lucidchart** | Free tier (3 docs) / $9.95/mo | Collaboration, polished visuals |"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|Miro", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Miro** | Free tier / ~$8/mo | Teams already using Miro for whiteboarding |"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|Org Chart Studio", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Org Chart Studio** | Free to build; $1 one-time export |"}, {"id": "mai-20260917-1752-baseline|c195-s4|deepseek-small|Google Slides / PowerPoint", "prompt": "c195-s4", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Google Slides / PowerPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free (if you have these) | Absolute zero budget, manual org chart"}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|draw.io (diagrams.net)", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have > 25 employees on a strict $0 budget: Use draw.io with a CSV import template. It is completely unlimited and free."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Google Sheets (Built-In Org Chart)", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Google Sheets (Built-In Org Chart)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cons: Extremely basic design options."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Gusto", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Check your HR/Payroll software (like Gusto or BambooHR) to see if the auto-generated org chart is already active."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Rippling", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you use Gusto, Rippling, BambooHR, or Deel, they have built-in org charts."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|BambooHR", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Check your HR/Payroll software (like Gusto or BambooHR) to see if the auto-generated org chart is already active."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Deel", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you use Gusto, Rippling, BambooHR, or Deel, they have built-in org charts."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Visio", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you have access to Visio (for basic web diagramming)"}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|PowerPoint SmartArt", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "PowerPoint SmartArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PowerPoint SmartArt, both of which can generate org charts easily"}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Miro", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cons: The free tier does not support automatic data imports."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Lucidchart", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Once your company grows past ~40–50 employees, you will hit the shape limit and need to upgrade to a paid plan."}, {"id": "mai-20260917-1752-baseline|c195-s4|google-small|Organimi", "prompt": "c195-s4", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "If you have < 25 employees: Use Organimi's free tier. It looks incredibly professional and lets you upload photos."}, {"id": "mai-20260917-1752-baseline|c195-s4|meta-small|Organimi", "prompt": "c195-s4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes Organimi, Miro, Lucidchart, Visme, and Canva"}, {"id": "mai-20260917-1752-baseline|c195-s4|meta-small|Miro", "prompt": "c195-s4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Organimi, Miro, Lucidchart, Visme, and Canva"}, {"id": "mai-20260917-1752-baseline|c195-s4|meta-small|Lucidchart", "prompt": "c195-s4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes Organimi, Miro, Lucidchart, Visme, and Canva"}, {"id": "mai-20260917-1752-baseline|c195-s4|meta-small|Visme", "prompt": "c195-s4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visme", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes Organimi, Miro, Lucidchart, Visme, and Canva"}, {"id": "mai-20260917-1752-baseline|c195-s4|meta-small|Canva", "prompt": "c195-s4", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes Organimi, Miro, Lucidchart, Visme, and Canva"}, {"id": "mai-20260917-1752-baseline|c195-s4|minimax-small|OrgCanvas", "prompt": "c195-s4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgCanvas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **OrgCanvas** (free) or **Miro's free plan**"}, {"id": "mai-20260917-1752-baseline|c195-s4|minimax-small|Miro", "prompt": "c195-s4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **OrgCanvas** (free) or **Miro's free plan**"}, {"id": "mai-20260917-1752-baseline|c195-s4|minimax-small|Creately", "prompt": "c195-s4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free org chart maker with templates"}, {"id": "mai-20260917-1752-baseline|c195-s4|minimax-small|Organimi", "prompt": "c195-s4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Organimi at $13-18/month** offers the best value with core features"}, {"id": "mai-20260917-1752-baseline|c195-s4|minimax-small|Lucidchart", "prompt": "c195-s4", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable pricing - Excellent collaboration features"}, {"id": "mai-20260917-1752-baseline|c195-s4|mistral-small|Organimi", "prompt": "c195-s4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Organimi** – Specifically recommended for affordability and ease of use, making it ideal for small businesses"}, {"id": "mai-20260917-1752-baseline|c195-s4|mistral-small|Miro", "prompt": "c195-s4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free plan and affordable paid options, with strong collaboration features"}, {"id": "mai-20260917-1752-baseline|c195-s4|mistral-small|Lucidchart", "prompt": "c195-s4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its user-friendly interface and reasonable pricing, including a free tier"}, {"id": "mai-20260917-1752-baseline|c195-s4|mistral-small|Creately", "prompt": "c195-s4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly cost-effective at just $5 per month"}, {"id": "mai-20260917-1752-baseline|c195-s4|mistral-small|Visme", "prompt": "c195-s4", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Visme", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another affordable option with visual appeal"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|Organimi", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Organimi** - Best for Affordability ... **Upgrade to Organimi** ($20/month flat fee)"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|Lucidchart", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Lucidchart** if you need broader diagramming capabilities beyond just org charts"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|Creately", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Creately** - Best Value ... Highly cost-effective"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|Miro", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Start free** with FigJam or Miro to test your needs"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|FigJam (by Figma)", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "FigJam (by Figma)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Start free** with FigJam or Miro to test your needs"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|Canva", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Canva** | Basic design tools | Beautiful, design-focused charts"}, {"id": "mai-20260917-1752-baseline|c195-s4|moonshot-small|Trombino", "prompt": "c195-s4", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Trombino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Trombino** | First 50 profiles free | Very small teams"}, {"id": "mai-20260917-1752-baseline|c195-s4|openai-small|Lucidchart", "prompt": "c195-s4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Lucidchart** or **Microsoft Visio for the web**"}, {"id": "mai-20260917-1752-baseline|c195-s4|openai-small|Microsoft Visio for the web", "prompt": "c195-s4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Microsoft Visio for the web", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **cheapest practical choice**, start with **Visio for the web** if your company already has Microsoft 365."}, {"id": "mai-20260917-1752-baseline|c195-s4|openai-small|Organimi", "prompt": "c195-s4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If not, use **Organimi** for a dedicated low-cost org chart tool."}, {"id": "mai-20260917-1752-baseline|c195-s4|openai-small|OrgChart", "prompt": "c195-s4", "model": "openai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "OrgChart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Probably not ideal for a tight budget:** **OrgChart** — ... far more expensive than the options above."}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Organimi", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Organimi (Best Overall Free for Small Teams)"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|draw.io (Diagrams.net)", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (Diagrams.net)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go Organimi or draw.io for tightest budgets"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Creately", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Creately (Best Low-Cost with Collaboration)"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Lucidchart", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lucidchart (Best for Collaboration & Integrations)"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Canva", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other Free/Cheap Mentions: Canva (templates, $0-6/mo, design-focused)"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Google Drawings", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Google Drawings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Google Drawings (if you have Workspace)"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Org Chart Studio", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Org Chart Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Org Chart Studio (free build, $1 export)"}, {"id": "mai-20260917-1752-baseline|c195-s4|xai-small|Miro", "prompt": "c195-s4", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Miro (free basic)"}, {"id": "mai-20260917-1752-baseline|c195-s4|zai-small|Organimi", "prompt": "c195-s4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Organimi** (free up to 25 people) is the top recommendation because it combines affordability with org‑chart‑specific features."}, {"id": "mai-20260917-1752-baseline|c195-s4|zai-small|Pingboard", "prompt": "c195-s4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a live directory, **Pingboard** is the best balance of cost and functionality."}, {"id": "mai-20260917-1752-baseline|c195-s4|zai-small|ChartHop", "prompt": "c195-s4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The $9,000 minimum contract makes it **not** ideal for very small teams or tight budgets."}, {"id": "mai-20260917-1752-baseline|c195-s4|zai-small|Lucidchart", "prompt": "c195-s4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lucidchart** (free tier) are excellent choices."}, {"id": "mai-20260917-1752-baseline|c195-s4|zai-small|Canva", "prompt": "c195-s4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For purely visual, easy‑to‑design charts, **Canva** (free) ... are excellent choices."}, {"id": "mai-20260917-1752-baseline|c195-s4|zai-small|draw.io (diagrams.net)", "prompt": "c195-s4", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "budget", "raw": "draw.io (diagrams.net)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're on an ultra‑tight budget and just need a simple chart, draw.io will get the job done for free"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Workday", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don’t need the heavy, expensive infrastructure of enterprise software (like Workday)"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|ClearCompany", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Internal Tool:** Used strictly by HR or leadership to track headcount and budget. (e.g., ClearCompany, OmniPoint)."}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|OmniPoint", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OmniPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., ClearCompany, OmniPoint)"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Teamflow", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Teamflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a searchable directory that *happens* to show hierarchy. (e.g., Teamflow, Xactly)"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Xactly", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Xactly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Teamflow, Xactly)"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Lucidchart", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When comparing vendors (like **OmniPoint, Lucidchart, ClearCompany, or even advanced Notion setups**)"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Notion", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or even advanced Notion setups"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Gusto", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "you likely have a specialized tool (like Gusto or Deel) already handling payroll. **Start by checking if those tools offer a built-in visualization.**"}, {"id": "mai-20260917-1752-baseline|c195-s5|alibaba-small|Deel", "prompt": "c195-s5", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "you likely have a specialized tool (like Gusto or Deel) already handling payroll. **Start by checking if those tools offer a built-in visualization.**"}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Lucidchart", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lucidchart / Creately** – if you just need static, exportable visuals and already use these for diagramming."}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Visio", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Visio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Static tools** (Lucidchart, Visio, SmartDraw, Creately): great for one-off visuals... But they don't auto-update."}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|SmartDraw", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SmartDraw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Static tools** (Lucidchart, Visio, SmartDraw, Creately)"}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Creately", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lucidchart / Creately** – if you just need static, exportable visuals"}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|OrgChart", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dynamic tools** (OrgChart, Pingboard, Organimi, Functionly, Happeo, Peerdom): keep data live"}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Pingboard", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pingboard** – clean profiles + directories, good integrations."}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Organimi", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Organimi** – free up to 25 users, affordable, simple."}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Functionly", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Functionly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Functionly** – very easy setup, good for small orgs."}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Happeo", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Happeo** – great if you use Google Workspace/Google directory."}, {"id": "mai-20260917-1752-baseline|c195-s5|deepseek-small|Peerdom", "prompt": "c195-s5", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Peerdom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Dynamic tools** (OrgChart, Pingboard, Organimi, Functionly, Happeo, Peerdom)"}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Lucidchart", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Static/Diagramming Tools (e.g., Lucidchart, Miro, Canva) ... the chart is out of date. You have to manually edit it."}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Miro", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Static/Diagramming Tools (e.g., Lucidchart, Miro, Canva): You manually draw boxes"}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Canva", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Canva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Keeping an org chart updated manually (like in PowerPoint, Excel, or Canva) is about to become a tedious chore."}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Pingboard", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "sign up for a trial of **Pingboard** or **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Organimi", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "sign up for a trial of **Pingboard** or **Organimi**"}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|ChartHop", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highly functional, but might be overkill (and too pricey) for a 30-person team"}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Gusto", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Check if your payroll/HRIS (like Gusto or Rippling) already has a built-in org chart."}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|Rippling", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "their built-in charts require zero setup"}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|BambooHR", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Gusto, Rippling, BambooHR** | Absolute lowest effort."}, {"id": "mai-20260917-1752-baseline|c195-s5|google-small|The Org", "prompt": "c195-s5", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "The Org", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "It’s entirely free and great for showing candidates who they will work with, but not ideal if you want absolute privacy."}, {"id": "mai-20260917-1752-baseline|c195-s5|meta-small|Creately", "prompt": "c195-s5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular org chart software options for small to medium-sized businesses include: 1. Creately"}, {"id": "mai-20260917-1752-baseline|c195-s5|meta-small|Organimi", "prompt": "c195-s5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Organimi: Offers a free plan with limited features, and paid plans starting at $18 per user per month."}, {"id": "mai-20260917-1752-baseline|c195-s5|meta-small|Lucidchart", "prompt": "c195-s5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lucidchart: Offers a free plan with limited features, and paid plans starting at $9.95 per user per month."}, {"id": "mai-20260917-1752-baseline|c195-s5|meta-small|Canva", "prompt": "c195-s5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Canva: Offers a free plan with limited features, and paid plans starting at $6.49 per user per month."}, {"id": "mai-20260917-1752-baseline|c195-s5|meta-small|Cloudairy", "prompt": "c195-s5", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Cloudairy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloudairy: Offers a free plan, and paid plans starting at $8 per member per month."}, {"id": "mai-20260917-1752-baseline|c195-s5|minimax-small|Organimi", "prompt": "c195-s5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dedicated org chart tools** (Organimi, OrgChart) for focused org chart needs"}, {"id": "mai-20260917-1752-baseline|c195-s5|minimax-small|Connecteam", "prompt": "c195-s5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Connecteam** – Free for up to 10 employees; premium plans start at $29/month for first 30 users"}, {"id": "mai-20260917-1752-baseline|c195-s5|minimax-small|Lucidchart", "prompt": "c195-s5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**General diagramming tools** (Lucidchart, Miro) if you only need occasional charts"}, {"id": "mai-20260917-1752-baseline|c195-s5|minimax-small|OrgChart", "prompt": "c195-s5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Dedicated org chart tools** (Organimi, OrgChart) for focused org chart needs"}, {"id": "mai-20260917-1752-baseline|c195-s5|minimax-small|Pingboard", "prompt": "c195-s5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HR platforms with org chart features** (like Pingboard) if you need integrated employee directories"}, {"id": "mai-20260917-1752-baseline|c195-s5|minimax-small|Miro", "prompt": "c195-s5", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**General diagramming tools** (Lucidchart, Miro) if you only need occasional charts"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|ChartHop", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **ChartHop** | HR-driven org design & planning | People analytics, succession planning, scenario modeling | $8/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|Pingboard", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Pingboard** | Team collaboration & culture | Employee profiles, Slack integration, org changes | $4/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|OrgChart Now", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **OrgChart Now** | HR/IT admins | HRIS sync, automated updates, compliance | $2/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|Microsoft Visio + People Graph", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Microsoft Visio + People Graph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Microsoft Visio + People Graph** | Microsoft ecosystem users | Integration with M365, Visio diagrams |"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|The Org", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "The Org", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **The Org** | Public-facing org charts | Simple, shareable charts, CEO approvals | Free (basic) |"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|SAP SuccessFactors Org Chart", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "SAP SuccessFactors Org Chart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **SAP SuccessFactors Org Chart** | Enterprise HR suites | Deep HR integration, reporting | Part of SAP suite |"}, {"id": "mai-20260917-1752-baseline|c195-s5|mistral-small|BambooHR Org Chart", "prompt": "c195-s5", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "BambooHR Org Chart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **BambooHR Org Chart** | BambooHR users | Native integration, easy updates | Included with BambooHR |"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|Lucidchart", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Lucidchart** or **Creately** for dedicated diagramming"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|Creately", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Creately", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Lucidchart** or **Creately** for dedicated diagramming"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|Organimi", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Organimi** if you want a purpose-built org chart tool with a free tier to test first"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|Deel", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Organimi and Deel offer free options to test"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|ChartHop", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Syncs with compensation and headcount planning (pricier)"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|Pingboard", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pingboard** - Includes employee directory features"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|FirstHR", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat fee (~$98) includes org chart + full HR platform"}, {"id": "mai-20260917-1752-baseline|c195-s5|moonshot-small|Org Chart Studio", "prompt": "c195-s5", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Org Chart Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free to build, $1 to export (no subscription)"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|Lucidchart", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "e.g., if heavy Google users, prioritize Lucidchart"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|Organimi", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Organimi** | HR-focused sync | Free trial; ~$10/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|TheOrg", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "TheOrg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **TheOrg** | Simple visuals | Free for basics; paid upgrades |"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|Pingboard", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Pingboard** | Employee directory + org | $5-15/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|OrgWeaver", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgWeaver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **OrgWeaver** | Budget small teams | Free <20 people; paid after |"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|Creately", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Creately** or **Softr** | Custom/flexible | Free tier; $5+/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|xai-small|Softr", "prompt": "c195-s5", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Softr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Creately** or **Softr** | Custom/flexible | Free tier; $5+/user/mo |"}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|Happeo", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Happeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some tools (e.g., Happeo) integrate video chat and meeting scheduling directly."}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|Pingboard", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Pingboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start by shortlisting 3–4 tools (e.g., Pingboard, ChartHop, OrgChart, and maybe Lucidchart or GoProfiles)"}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|ChartHop", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "ChartHop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workforce planning & analytics ... Good for analyzing headcount, role gaps, and scenarios."}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|OrgChart", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "OrgChart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated org chart automation ... Best-in-class exports, granular security, workforce planning."}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|Lucidchart", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if you want full design control; less \"living\" automation."}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|GoProfiles", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "GoProfiles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Full employee directory + org chart in one platform."}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|Connecteam", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good value; includes task management features."}, {"id": "mai-20260917-1752-baseline|c195-s5|zai-small|Organimi", "prompt": "c195-s5", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "scale", "raw": "Organimi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free plan is handy for small teams; paid tier adds more features."}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|MS Visio", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "MS Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "these should generally be avoided as primary operational tools for small teams"}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|Lucidchart", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "these should generally be avoided as primary operational tools for small teams"}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|Canva", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "these should generally be avoided as primary operational tools for small teams"}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|Workday", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious about using massive Human Resources Information Systems (like Workday, BambooHR, or ADP) solely for organizational mapping if your volume is low."}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|BambooHR", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious about using massive Human Resources Information Systems (like Workday, BambooHR, or ADP) solely for organizational mapping"}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|ADP", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious about using massive Human Resources Information Systems (like Workday, BambooHR, or ADP) solely for organizational mapping"}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|Pingboard", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better Alternative:** Dedicated directory tools (like Pingboard or Updoot) offer specialized views at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline|c195-s6|alibaba-small|Updoot", "prompt": "c195-s6", "model": "alibaba-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Updoot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Dedicated directory tools (like Pingboard or Updoot) offer specialized views at a fraction of the cost and with better visibility."}, {"id": "mai-20260917-1752-baseline|c195-s6|anthropic-small|Canva", "prompt": "c195-s6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Canva is a design tool, not org chart software—it lacks spreadsheet import, auto-layout, and HRIS integration"}, {"id": "mai-20260917-1752-baseline|c195-s6|anthropic-small|Lucidchart", "prompt": "c195-s6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lucidchart is good software trapped behind aggressive free-tier limits, with a 3-document cap"}, {"id": "mai-20260917-1752-baseline|c195-s6|anthropic-small|Organimi", "prompt": "c195-s6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "works well for standard hierarchies but becomes harder to manage as complexity grows"}, {"id": "mai-20260917-1752-baseline|c195-s6|anthropic-small|PowerPoint", "prompt": "c195-s6", "model": "anthropic-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "PowerPoint and similar office applications have very basic functionality compared to dedicated tools"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|PowerPoint", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Presentation tools like PowerPoint, Google Slides, or Keynote for anything beyond a one-time snapshot, because they have no dynamic updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Google Slides", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Slides", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Presentation tools like PowerPoint, Google Slides, or Keynote ... no dynamic updates and become outdated fast"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Keynote", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Keynote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Presentation tools like PowerPoint, Google Slides, or Keynote ... no dynamic updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Lucidchart", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Diagramming tools like Lucidchart, Visio, Miro, SmartDraw, or draw.io when you need a living org chart, because they usually require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Visio", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Diagramming tools like Lucidchart, Visio, Miro, SmartDraw, or draw.io ... require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Miro", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Diagramming tools like Lucidchart, Visio, Miro, SmartDraw, or draw.io ... require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|SmartDraw", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Diagramming tools like Lucidchart, Visio, Miro, SmartDraw, or draw.io ... require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|draw.io", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Diagramming tools like Lucidchart, Visio, Miro, SmartDraw, or draw.io ... require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Excel", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Spreadsheet-based charts in Excel or Google Sheets if the hierarchy is more than very simple, because they are hard to maintain"}, {"id": "mai-20260917-1752-baseline|c195-s6|challenger-small|Google Sheets", "prompt": "c195-s6", "model": "challenger-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Spreadsheet-based charts in Excel or Google Sheets ... hard to maintain and limited visually"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|ChartHop", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "designed for mid-size and large companies... integrations can cost extra per month (e.g., $278/month for ChartHop add-ons"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Pingboard", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overpriced or subscription-heavy one-off tools (Wondershare/EdrawMind-style, Pingboard at $149/month)"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|OrgChart.com", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-level HRIS-integrated platforms (ChartHop, Pingboard, OrgChart.com)... excessive for smaller businesses"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Microsoft Visio", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Visio ($5–15/user/month)... steep learning curve for non-technical users (Visio especially—its org chart wizard is notoriously clunky)"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Lucidchart", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-seat subscriptions add up. Visio ($5–15/user/month) and Lucidchart ($9/user/month) price per user"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Miro", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Performance lags on large boards (SmartDraw/Miro)"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|SmartDraw", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Performance lags on large boards (SmartDraw/Miro)"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Creately", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose tools that auto-generate from a CSV/spreadsheet and cost a flat low fee (e.g., Organimi... Creately ~$5/month)"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|PowerPoint", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "This is the biggest \"avoid\" for anything beyond a one-off... SmartArt is notoriously frustrating"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Excel", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "PowerPoint, Excel, and Google Slides SmartArt: This is the biggest \"avoid\" for anything beyond a one-off"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Google Slides", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Slides", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "PowerPoint, Excel, and Google Slides SmartArt: This is the biggest \"avoid\""}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Wondershare/EdrawMind", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Wondershare/EdrawMind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Overpriced or subscription-heavy one-off tools (Wondershare/EdrawMind-style...) Watch out for: Gated/hidden pricing"}, {"id": "mai-20260917-1752-baseline|c195-s6|deepseek-small|Organimi", "prompt": "c195-s6", "model": "deepseek-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Choose tools that auto-generate from a CSV/spreadsheet and cost a flat low fee (e.g., Organimi—free up to 25 users, ~$20/month after"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Orgvue", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Orgvue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to avoid:** *Orgvue, Ingentis org.manager, Nakisa, Workday Org Chart*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Ingentis org.manager", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to avoid:** *Orgvue, Ingentis org.manager, Nakisa, Workday Org Chart*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Nakisa", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools to avoid:** *Orgvue, Ingentis org.manager, Nakisa, Workday Org Chart*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Workday Org Chart", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Workday Org Chart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tools to avoid:** *Orgvue, Ingentis org.manager, Nakisa, Workday Org Chart*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|ChartHop", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tools to be cautious about:** *ChartHop (Growth/Enterprise tiers)*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Adobe Illustrator", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Adobe Illustrator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Tools to avoid:** *Adobe Illustrator, PowerPoint, Excel, basic Canva*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|PowerPoint", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These create \"static\" charts."}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Excel", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Tools to avoid:** *Adobe Illustrator, PowerPoint, Excel, basic Canva*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Canva", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Tools to avoid:** *Adobe Illustrator, PowerPoint, Excel, basic Canva*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|OrgChart Now (by OfficeWork Software)", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart Now (by OfficeWork Software)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Tools to be cautious about:** *OrgChart Now (by OfficeWork Software), older OrgPlus desktop licenses*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|OrgPlus", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgPlus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "older OrgPlus desktop licenses"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Pingboard", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Tools to be cautious about:** *Pingboard*"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|Organimi", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Tools like *Organimi* or *OrgPlease!* offer flat monthly rates"}, {"id": "mai-20260917-1752-baseline|c195-s6|google-small|OrgPlease!", "prompt": "c195-s6", "model": "google-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgPlease!", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Tools like *Organimi* or *OrgPlease!* offer flat monthly rates"}, {"id": "mai-20260917-1752-baseline|c195-s6|meta-small|The Org", "prompt": "c195-s6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "The Org", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some tools that are recommended for small businesses include \"The Org\" and \"Freshteam\", which are either free or very low-cost."}, {"id": "mai-20260917-1752-baseline|c195-s6|meta-small|Freshteam", "prompt": "c195-s6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Freshteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some tools that are recommended for small businesses include \"The Org\" and \"Freshteam\", which are either free or very low-cost."}, {"id": "mai-20260917-1752-baseline|c195-s6|meta-small|Lucidchart", "prompt": "c195-s6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "org chart tools that small businesses should be cautious about or avoid: 1. Diagramming tools like Lucidchart, Visio, SmartDraw, and Creately, which can be static and not automatically updated."}, {"id": "mai-20260917-1752-baseline|c195-s6|meta-small|Visio", "prompt": "c195-s6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Diagramming tools like Lucidchart, Visio, SmartDraw, and Creately, which can be static and not automatically updated."}, {"id": "mai-20260917-1752-baseline|c195-s6|meta-small|SmartDraw", "prompt": "c195-s6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Diagramming tools like Lucidchart, Visio, SmartDraw, and Creately, which can be static and not automatically updated."}, {"id": "mai-20260917-1752-baseline|c195-s6|meta-small|Creately", "prompt": "c195-s6", "model": "meta-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Diagramming tools like Lucidchart, Visio, SmartDraw, and Creately, which can be static and not automatically updated."}, {"id": "mai-20260917-1752-baseline|c195-s6|minimax-small|Visio", "prompt": "c195-s6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Basic diagramming tools (like standard Visio or draw.io) without HRIS integration"}, {"id": "mai-20260917-1752-baseline|c195-s6|minimax-small|draw.io", "prompt": "c195-s6", "model": "minimax-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Basic diagramming tools (like standard Visio or draw.io) without HRIS integration"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|OrgChart.com", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like OrgChart.com and ChartHop are designed for large organizations... high costs, steep learning curves"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|ChartHop", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like OrgChart.com and ChartHop are designed for large organizations with complex workforce planning needs"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|OrgWeaver", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgWeaver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "such as OrgWeaver, have received low ratings (2.8/5) and negative feedback regarding usability, unclear pricing, and poor user experience"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|Lucidchart", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "General diagramming tools like Lucidchart, Visio, and SmartDraw... can be problematic for small businesses because they require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|Visio", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be problematic for small businesses because they require manual updates"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|SmartDraw", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best for occasional use or presentations, not for maintaining an accurate, living organizational structure"}, {"id": "mai-20260917-1752-baseline|c195-s6|mistral-small|Organimi", "prompt": "c195-s6", "model": "mistral-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "such as Organimi, have received mixed reviews for specific issues like print/export features and integration problems"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Functionly", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Functionly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Functionly** ⚠️ **AVOID for Small Businesses**"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|ChartHop", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**ChartHop** ⚠️ **AVOID for Very Small Businesses**"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Pingboard", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Pingboard** ⚠️ **PROCEED WITH CAUTION**"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Google Drawings", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Drawings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Google Drawings**: Completely free for basic needs"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Canva", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Canva**: Free tier available, design-friendly"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|The Org", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "The Org", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The Org (free basic plan)"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Organimi", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Organimi**: $10-20/month, org-chart focused"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Lucidchart", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Lucidchart**: $9/month, good for collaborative diagramming"}, {"id": "mai-20260917-1752-baseline|c195-s6|moonshot-small|Creately", "prompt": "c195-s6", "model": "moonshot-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Creately ($5/month)"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Organimi", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "should prioritize simple, low-cost, or free org chart tools like Organimi (free up to 25 users)"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Lucidchart", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lucidchart (Team/Enterprise tiers): Per-user pricing ... with 3-user minimums adds up"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|The Org", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "The Org", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lucidchart Free/Individual plans, The Org, Freshteam"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Freshteam", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Freshteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Org, Freshteam, or basic diagrammers"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Canva", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "basic diagrammers like Canva or Creately"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Creately", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "basic diagrammers like Canva or Creately"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|OrgChart Now (now OrgChart)", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart Now (now OrgChart)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to Avoid ... OrgChart Now (now OrgChart): Starts at $105/month"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|ChartHop", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "$9,000 annual minimum contract. Prohibitive for small teams"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Pingboard", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "25-user minimum ... Scales poorly for tiny teams"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Functionly", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Functionly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Among the priciest at ~$144/month minimum ... overpriced for static small-business charts"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Microsoft Visio", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "High licensing ..., steep learning curve, manual updates (no auto-sync)"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|BambooHR", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Enterprise HR-heavy tools (e.g., full BambooHR, Deel without free tier): Per-employee pricing or bundles inflate"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Deel", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "full BambooHR, Deel without free tier): Per-employee pricing or bundles inflate for non-HR needs"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Google Drawings", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Google Drawings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "skip dedicated tools—use Google Drawings, PowerPoint, or Excel"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|PowerPoint", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "use Google Drawings, PowerPoint, or Excel"}, {"id": "mai-20260917-1752-baseline|c195-s6|xai-small|Excel", "prompt": "c195-s6", "model": "xai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "use Google Drawings, PowerPoint, or Excel"}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|OrgChart.com", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "OrgChart.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is expensive. The \"Core\" plan is listed at $1,260 per year per 100 employees. This is prohibitive for a small business."}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Ingentis org.manager", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Ingentis org.manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It is far too complex and costly for a small team."}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|ChartHop", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "ChartHop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is best avoided until your headcount grows significantly."}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Microsoft Visio", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** It is expensive (often per-user licensing) and only runs on Windows."}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|SmartDraw", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "SmartDraw", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reviews frequently cite SmartDraw as \"too expensive\""}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Miro", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid the tools in categories #1, #2, and #3 above"}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Lucidchart", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they are **drawing tools, not record-keeping tools**"}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Creately", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Creately", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "they are **drawing tools, not record-keeping tools**"}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Organimi", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Organimi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "(Highly recommended for small biz) Offers a free tier for up to 25 employees."}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|Pingboard", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "Pingboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Often offers flat-rate pricing rather than per-employee fees."}, {"id": "mai-20260917-1752-baseline|c195-s6|zai-small|BambooHR / Deel", "prompt": "c195-s6", "model": "zai-small", "cat": "org-charts-and-org-design", "variant": "negative", "raw": "BambooHR / Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "their built-in org charts are better than buying a separate drawing tool"}, {"id": "mai-20260917-1752-baseline|c196-l1|alibaba-small|SAP Fieldglass", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the market leader for sheer volume and complexity."}, {"id": "mai-20260917-1752-baseline|c196-l1|alibaba-small|Workday VNDLY", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Organizations already fully invested in the Workday ecosystem."}, {"id": "mai-20260917-1752-baseline|c196-l1|alibaba-small|Magnit", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit has emerged as a fierce challenger to Fieldglass by focusing on modern UX"}, {"id": "mai-20260917-1752-baseline|c196-l1|alibaba-small|Beeline (formerly Procom)", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline (formerly Procom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong traditional player, particularly favored in industries requiring extensive non-software services procurement"}, {"id": "mai-20260917-1752-baseline|c196-l1|alibaba-small|BrassRing (by ADP)", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "BrassRing (by ADP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A common choice for enterprises deeply integrated into the ADP payroll/HR ecosystem."}, {"id": "mai-20260917-1752-baseline|c196-l1|anthropic-small|SAP Fieldglass", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass is best for large enterprises running complex contingent workforce and services procurement programs"}, {"id": "mai-20260917-1752-baseline|c196-l1|anthropic-small|Beeline", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beeline offers automations for all aspects of vendor management ... it's flexibly built for large and enterprise businesses"}, {"id": "mai-20260917-1752-baseline|c196-l1|anthropic-small|VNDLY", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VNDLY, acquired by Workday in 2022, earns its position specifically for organizations already running Workday HCM"}, {"id": "mai-20260917-1752-baseline|c196-l1|anthropic-small|TalentDesk", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentDesk is the best vendor management system in 2026 for businesses managing a large external workforce"}, {"id": "mai-20260917-1752-baseline|c196-l1|challenger-small|SAP Fieldglass", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **SAP Fieldglass**"}, {"id": "mai-20260917-1752-baseline|c196-l1|challenger-small|Beeline", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong alternative for enterprise buyers wanting mature VMS workflow"}, {"id": "mai-20260917-1752-baseline|c196-l1|challenger-small|Magnit", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you also want a combined VMS plus managed services/payrolling model"}, {"id": "mai-20260917-1752-baseline|c196-l1|challenger-small|Workday VNDLY", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your company is already standardized on Workday for HR and finance"}, {"id": "mai-20260917-1752-baseline|c196-l1|challenger-small|TalentDesk", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "those rankings are explicitly aimed at businesses managing a blended external workforce... not specifically large enterprise contingent workforce programs"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|SAP Fieldglass", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default starting point is **SAP Fieldglass** (if you're SAP-centric and want maximum depth) or **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|Beeline", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Beeline** (if you want a faster, pure-play implementation)"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|Magnit", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit — Best for Integrated Direct Sourcing + SOW"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|SimplifyVMS", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also worth evaluating: **SimplifyVMS** for large-scale Fortune 500 programs"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|Workday VNDLY", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Workday-Native Enterprises"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|Coupa Contingent Workforce", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Procurement-Led Organizations"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|GEP SMART", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also appear in enterprise comparisons"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|VectorVMS", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also appear in enterprise comparisons"}, {"id": "mai-20260917-1752-baseline|c196-l1|deepseek-small|Utmost", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Utmost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also appear in enterprise comparisons"}, {"id": "mai-20260917-1752-baseline|c196-l1|google-small|SAP Fieldglass", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass is historically the most robust and established platform for large-scale external workforce and services procurement (SOW)."}, {"id": "mai-20260917-1752-baseline|c196-l1|google-small|Beeline", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beeline is a leading independent VMS... If you use a hybrid ERP system or want system independence, **Beeline** is often preferred."}, {"id": "mai-20260917-1752-baseline|c196-l1|google-small|Workday VNDLY", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your company is a \"Workday shop,\" **Workday VNDLY** is the natural choice."}, {"id": "mai-20260917-1752-baseline|c196-l1|google-small|Magnit VMS (formerly PRO Unlimited / Wand)", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit VMS (formerly PRO Unlimited / Wand)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Routinely ranked as a \"Leader\" by analysts, Magnit is famous for its advanced, data-driven market rate intelligence"}, {"id": "mai-20260917-1752-baseline|c196-l1|google-small|SimplifyVMS", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A fast-growing leader praised for its rapid deployment, intuitive interface, and powerful automated compliance checks."}, {"id": "mai-20260917-1752-baseline|c196-l1|meta-small|SAP Fieldglass", "prompt": "c196-l1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for an enterprise B2B company is SAP Fieldglass."}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|SAP Fieldglass", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprise B2B companies, **SAP Fieldglass** or **SimplifyVMS** would be the top recommendations"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|SimplifyVMS", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Fieldglass** or **SimplifyVMS** would be the top recommendations due to their established enterprise capabilities"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|Magnit", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Direct Sourcing + SOW"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|TalentDesk", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for End-to-End Management"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|VNDLY (Workday)", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Workday Integration"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|Beeline", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for global enterprise programs with SOW management"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|Utmost", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Utmost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern build with native Workday integration"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|Coupa Contingent Workforce", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for procurement-led enterprise programs"}, {"id": "mai-20260917-1752-baseline|c196-l1|minimax-small|SimpleVMS", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for mid-market programs with transparent pricing"}, {"id": "mai-20260917-1752-baseline|c196-l1|mistral-small|SAP Fieldglass", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** is often considered the market leader due to its scalability, integration capabilities, and comprehensive feature set"}, {"id": "mai-20260917-1752-baseline|c196-l1|mistral-small|Magnit", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for enterprises focused on direct sourcing and statement-of-work (SOW) management."}, {"id": "mai-20260917-1752-baseline|c196-l1|mistral-small|Beeline", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for global enterprise programs, offering robust features for contingent workforce management"}, {"id": "mai-20260917-1752-baseline|c196-l1|mistral-small|Coupa Contingent Workforce", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for procurement-led enterprise programs"}, {"id": "mai-20260917-1752-baseline|c196-l1|mistral-small|TalentDesk", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong option for businesses managing a large external workforce"}, {"id": "mai-20260917-1752-baseline|c196-l1|moonshot-small|SAP Fieldglass", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** remains the market leader by spend under management"}, {"id": "mai-20260917-1752-baseline|c196-l1|moonshot-small|Beeline", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need pure VMS depth without ecosystem lock-in? \\u2192 **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-l1|moonshot-small|Magnit", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Magnit** is increasingly competitive"}, {"id": "mai-20260917-1752-baseline|c196-l1|moonshot-small|Workday VNDLY", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on Workday? \\u2192 **Workday VNDLY** (unified workforce view)"}, {"id": "mai-20260917-1752-baseline|c196-l1|openai-small|SAP Fieldglass", "prompt": "c196-l1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** is usually the best \"default\" choice for large, complex, global contingent workforce programs."}, {"id": "mai-20260917-1752-baseline|c196-l1|openai-small|Workday VNDLY", "prompt": "c196-l1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already run Workday HCM and want a single workforce data model / total workforce optimization"}, {"id": "mai-20260917-1752-baseline|c196-l1|openai-small|Beeline", "prompt": "c196-l1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a strong standalone VMS and don't want ERP bias: seriously evaluate **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|SAP Fieldglass", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass consistently ranks as the top choice for large enterprises"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|Beeline", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beeline**: Strong #2 for pure contingent focus"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|Magnit", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit/SimplifyVMS**: Rising for innovative features like direct sourcing"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|SimplifyVMS", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rising for innovative features like direct sourcing; Gartner notes them for streamlined programs"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|VNDLY (Workday)", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "VNDLY (Workday)** | Workday HCM users | ~4.1 (limited) | Unified workforce data | Limited direct sourcing"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|Coupa", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others**: Coupa (procurement-led)"}, {"id": "mai-20260917-1752-baseline|c196-l1|xai-small|Utmost", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Utmost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Utmost (Workday alternative)"}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|SAP Fieldglass", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best vendor management system (VMS) for contingent workers today is SAP Fieldglass**"}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|Beeline", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beeline** is a strong alternative."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|Workday VNDLY", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are Workday\\u2011native and want a unified total\\u2011workforce data model:** **Workday VNDLY** is the best fit."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|Magnit", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want an integrated VMS + MSP with strong direct sourcing:** **Magnit** or **SimplifyVMS** are worth a deep look."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|Coupa Contingent Workforce", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Moderate SOW management; less focused on contingent\\u2011worker lifecycle compared to dedicated VMS."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|GEP SMART", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More procurement\\u2011focused; contingent\\u2011worker lifecycle depth is narrower than Fieldglass."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|SimplifyVMS", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Magnit** or **SimplifyVMS** are worth a deep look."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|Worksuite", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More focused on freelancers/contractors than on full services procurement and global compliance."}, {"id": "mai-20260917-1752-baseline|c196-l1|zai-small|Remote / Deel", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Remote / Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "More of a global payroll/employment platform; VMS capabilities are limited compared to dedicated VMS tools."}, {"id": "mai-20260917-1752-baseline|c196-l2|alibaba-small|WorkMarket (ADP)", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket (ADP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkMarket (by ADP)** – Best for Operational Control & Compliance ... WorkMarket is the industry standard."}, {"id": "mai-20260917-1752-baseline|c196-l2|alibaba-small|Upwork Enterprise", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upwork Enterprise** – Best for Sourcing Top-Tier Talent"}, {"id": "mai-20260917-1752-baseline|c196-l2|alibaba-small|Deel", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** – Best for Global/International Contractor Management"}, {"id": "mai-20260917-1752-baseline|c196-l2|alibaba-small|Multiplier", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Multiplier** – Cost-Effective Alternative for Global Hiring"}, {"id": "mai-20260917-1752-baseline|c196-l2|alibaba-small|Vevor", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Vevor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**WorkMarket** or **Vevor**"}, {"id": "mai-20260917-1752-baseline|c196-l2|anthropic-small|Upwork Enterprise", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by evaluating **Upwork Enterprise** and **Guru**, as they have the most robust features for large-scale B2B operations."}, {"id": "mai-20260917-1752-baseline|c196-l2|anthropic-small|Guru", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Guru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start by evaluating **Upwork Enterprise** and **Guru**, as they have the most robust features for large-scale B2B operations."}, {"id": "mai-20260917-1752-baseline|c196-l2|anthropic-small|PeoplePerHour", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "PeoplePerHour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers enterprise solutions with dedicated support and can handle high-volume freelancer management."}, {"id": "mai-20260917-1752-baseline|c196-l2|anthropic-small|Fiverr Business", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed specifically for companies needing to manage multiple freelancers across departments"}, {"id": "mai-20260917-1752-baseline|c196-l2|challenger-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **WorkMarket by ADP** for a very large B2B organization"}, {"id": "mai-20260917-1752-baseline|c196-l2|challenger-small|Worksuite", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Worksuite** is also described as a strong fit for **larger businesses** and enterprises"}, {"id": "mai-20260917-1752-baseline|c196-l2|challenger-small|Upwork Enterprise", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upwork Enterprise** is a strong alternative for enterprise-scale freelancer engagement workflows"}, {"id": "mai-20260917-1752-baseline|c196-l2|challenger-small|TalentDesk", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TalentDesk** and **Worksome** are also credible enterprise choices"}, {"id": "mai-20260917-1752-baseline|c196-l2|challenger-small|Worksome", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TalentDesk** and **Worksome** are also credible enterprise choices"}, {"id": "mai-20260917-1752-baseline|c196-l2|deepseek-small|Upwork Enterprise", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upwork Enterprise** is the strongest overall choice"}, {"id": "mai-20260917-1752-baseline|c196-l2|deepseek-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong runner-up for organizations that want centralized freelancer engagement workflows"}, {"id": "mai-20260917-1752-baseline|c196-l2|deepseek-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if your company already runs on ADP infrastructure and relies heavily on 1099 contractors in the U.S."}, {"id": "mai-20260917-1752-baseline|c196-l2|deepseek-small|Deel", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best choice if you're hiring freelancers and contractors **internationally**"}, {"id": "mai-20260917-1752-baseline|c196-l2|deepseek-small|Papaya Global", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose this if your dominant need is centralized multi-country payroll orchestration"}, {"id": "mai-20260917-1752-baseline|c196-l2|google-small|Worksuite", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Worksuite (formerly Shortlist) is a premium, pure-play FMS designed for large enterprises... If you **only** need to manage your existing, pre-vetted network, choose **Worksuite**."}, {"id": "mai-20260917-1752-baseline|c196-l2|google-small|Upwork Enterprise", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best-in-class for companies that want to dramatically scale their contingent workforce while consolidating sourcing, AOR, and EOR under one giant roof."}, {"id": "mai-20260917-1752-baseline|c196-l2|google-small|WorkMarket", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a heavy **ADP** user, **WorkMarket** will fit seamlessly into your existing enterprise architecture."}, {"id": "mai-20260917-1752-baseline|c196-l2|google-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Controlling decentralized department spend and budget tracking"}, {"id": "mai-20260917-1752-baseline|c196-l2|google-small|Deel HR", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B company operates globally and has a mix of international freelancers and international full-time employees, Deel is highly recommended."}, {"id": "mai-20260917-1752-baseline|c196-l2|google-small|YunoJuno", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you have a massive UK footprint, consider **YunoJuno** for its exceptional IR35 compliance automation."}, {"id": "mai-20260917-1752-baseline|c196-l2|meta-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best freelancer management platform for a large B2B company with thousands of employees would be WorkMarket by ADP or Worksuite"}, {"id": "mai-20260917-1752-baseline|c196-l2|meta-small|Worksuite", "prompt": "c196-l2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Worksuite is ranked as the #1 Freelance Management System for 2026"}, {"id": "mai-20260917-1752-baseline|c196-l2|minimax-small|Workday", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "While not exclusively a freelancer platform, Workday offers robust workforce management capabilities... It's ideal if you already use Workday for your full-time workforce."}, {"id": "mai-20260917-1752-baseline|c196-l2|minimax-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend scheduling demos with **Fiverr Enterprise**, **TalentDesk**, and **Worksuite**"}, {"id": "mai-20260917-1752-baseline|c196-l2|minimax-small|TalentDesk", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend scheduling demos with **Fiverr Enterprise**, **TalentDesk**, and **Worksuite**"}, {"id": "mai-20260917-1752-baseline|c196-l2|minimax-small|Worksuite", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend scheduling demos with **Fiverr Enterprise**, **TalentDesk**, and **Worksuite**"}, {"id": "mai-20260917-1752-baseline|c196-l2|minimax-small|Upwork Enterprise", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a comprehensive solution for managing large freelancer teams, with strong compliance and payment features."}, {"id": "mai-20260917-1752-baseline|c196-l2|mistral-small|Worksuite", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked as the #1 Freelance Management System for 2026... especially recommended for medium and large businesses"}, {"id": "mai-20260917-1752-baseline|c196-l2|mistral-small|Upwork Enterprise", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong fits for large organizations needing advanced talent sourcing, centralized reporting, and compliance workflows"}, {"id": "mai-20260917-1752-baseline|c196-l2|mistral-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong fits for large organizations needing advanced talent sourcing, centralized reporting, and compliance workflows"}, {"id": "mai-20260917-1752-baseline|c196-l2|mistral-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for large enterprises with distributed contractor programs"}, {"id": "mai-20260917-1752-baseline|c196-l2|moonshot-small|YunoJuno", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **YunoJuno** as the primary choice"}, {"id": "mai-20260917-1752-baseline|c196-l2|moonshot-small|Worksome", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Worksome**"}, {"id": "mai-20260917-1752-baseline|c196-l2|moonshot-small|TalentDesk", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Another Solid Option: TalentDesk**"}, {"id": "mai-20260917-1752-baseline|c196-l2|openai-small|Worksome", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Worksome** if your main need is **enterprise freelancer/external workforce management at scale**"}, {"id": "mai-20260917-1752-baseline|c196-l2|openai-small|Deel", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if your biggest pain is **global contractor compliance and cross-border payroll**"}, {"id": "mai-20260917-1752-baseline|c196-l2|openai-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want **marketplace-driven sourcing** plus enterprise controls"}, {"id": "mai-20260917-1752-baseline|c196-l2|openai-small|Upwork / Lifted (Upwork Enterprise)", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork / Lifted (Upwork Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if your org wants **access to a broad freelancer marketplace** with enterprise workflow support"}, {"id": "mai-20260917-1752-baseline|c196-l2|openai-small|YunoJuno", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth a look if you want a **contingent workforce platform** with a large vetted freelancer pool"}, {"id": "mai-20260917-1752-baseline|c196-l2|xai-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **WorkMarket by ADP** as the top freelancer management platform"}, {"id": "mai-20260917-1752-baseline|c196-l2|xai-small|Worksuite", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for creative/media/enterprise brands managing 50–5,000+ freelancers globally"}, {"id": "mai-20260917-1752-baseline|c196-l2|xai-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for streamlined workflows if you source heavily from Fiverr's marketplace"}, {"id": "mai-20260917-1752-baseline|c196-l2|xai-small|Upwork Enterprise", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid for marketplace-first sourcing ... but lighter on deep compliance/AOR compared to WorkMarket"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|Deel", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Deel — Best for global contractor compliance and cross‑border payroll"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large‑scale, 1099‑heavy operations"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|SAP Fieldglass", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise contingent workforce programs"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|Remote", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for end‑to‑end international hiring and EOR support"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|Upwork Enterprise", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for governed marketplace access and enterprise workflows"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for enterprise‑scale freelancer engagement workflows"}, {"id": "mai-20260917-1752-baseline|c196-l2|zai-small|Worksuite", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for established freelancer programs at scale"}, {"id": "mai-20260917-1752-baseline|c196-l3|alibaba-small|SAP Fieldglass", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader by spend under management ($200B+ annually). It is the default choice for large global enterprises"}, {"id": "mai-20260917-1752-baseline|c196-l3|alibaba-small|Beeline", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The second-largest VMS provider globally. Positioned as the \"VMS-first\" alternative to SAP."}, {"id": "mai-20260917-1752-baseline|c196-l3|alibaba-small|Coupa (Contingent Workforce)", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa (Contingent Workforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A rapidly growing platform integrated into the broader Coupa Business Spend Management (BSM) suite."}, {"id": "mai-20260917-1752-baseline|c196-l3|alibaba-small|Magnit", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A high-growth challenger focused on hybrid workforce management."}, {"id": "mai-20260917-1752-baseline|c196-l3|alibaba-small|WorkMarket", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best-in-class experience for **Services Procurement** (Statement of Work engagements) and direct freelancers."}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|Worksuite", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Leading options include Worksuite for established freelancer programs"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|Worksome", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksome for compliance-led contractor management"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|Deel", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel and Remote for global employment alongside contractors"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|Remote", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel and Remote for global employment alongside contractors"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|SAP Fieldglass", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Fieldglass and Beeline for enterprise contingent workforce programs"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|Beeline", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Beeline is a vendor management system designed for organizations and staffing agencies"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|TalentDesk", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TalentDesk emphasizes connecting freelancers, contractors and vendors with project, task, budget and payment management"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|SAP Ariba", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fieldglass and SAP Ariba strengthen procurement-adjacent integration paths"}, {"id": "mai-20260917-1752-baseline|c196-l3|anthropic-small|ADP Vantage HCM", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "ADP Vantage HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ADP Vantage HCM targets integration with ADP payroll and HR data pipelines for contingent workforce analytics"}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|SAP Fieldglass", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick SAP Fieldglass** if you need the most established **enterprise VMS** for global, complex contingent labor and supplier oversight."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Beeline", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Beeline** if your program is heavy on **SOW and services procurement**"}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Magnit", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Magnit** if you want **VMS + MSP + direct sourcing** in one operating model."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Workday VNDLY", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Workday VNDLY** if your contingent workforce should align tightly with **Workday HCM**."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick Coupa** if contingent labor is being managed primarily through **procurement and spend control**."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|SimplifyVMS", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often positioned as configurable and enterprise-ready, with stronger accessibility for some mid-market deployments."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Upwork Enterprise", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pick Upwork Enterprise** if your labor demand is more **project-based** and marketplace-led than supplier-VMS-led."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Worksome", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong on contractor classification and compliance."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Deel", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Better when the need is contractor management plus global employment/EOR rather than a classic VMS."}, {"id": "mai-20260917-1752-baseline|c196-l3|challenger-small|Remote", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Deel / Remote** | Global contractors and employment"}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|SAP Fieldglass", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a global multinational in manufacturing, pharma, or tech with complex compliance needs → SAP Fieldglass."}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|Beeline (Enterprise)", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best-in-class **direct sourcing** and a truly vendor-neutral platform that integrates with SAP, Oracle, Workday, and others."}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|Magnit (formerly ProUnlimited)", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly ProUnlimited)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you lack internal MSP program staff and want someone to run the whole program → Magnit."}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|Workday VNDLY", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're fully committed to Workday HCM and want unified employee + contingent data → Workday VNDLY."}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want contingent labor, SOW, and procurement in one financial governance platform, Coupa is the choice."}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|SimplifyVMS", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want modern UX and rapid rollout with strong SOW + direct sourcing → SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-l3|deepseek-small|GEP SMART", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**GEP SMART** (for services procurement-heavy environments)"}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|SAP Fieldglass", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fieldglass is the industry gold standard"}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Beeline", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The premier independent, \"best-of-breed\" VMS."}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Workday VNDLY", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If HR owns it and wants a \"Total Workforce\" view, **Workday VNDLY** is the natural choice."}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Magnit (formerly PRO Unlimited)", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A data-driven contingent workforce platform combined with managed services."}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Worksuite", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you need an **FMS (Worksuite/Worksome)**"}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Worksome", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast, automated, direct-to-contractor management."}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Upwork Enterprise", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "closed ecosystems designed primarily for remote, project-based digital work"}, {"id": "mai-20260917-1752-baseline|c196-l3|google-small|Fiverr Enterprise", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "making them a poor fit for managing on-site contingent staff"}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|SAP Fieldglass", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade contingent workforce platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost."}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|Beeline", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade contingent workforce platforms include SAP Fieldglass, Beeline, Magnit..."}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|Magnit", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY"}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|Workday VNDLY", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Magnit, Workday VNDLY, Coupa, GEP SMART"}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|Coupa", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|GEP SMART", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Coupa, GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|VectorVMS", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260917-1752-baseline|c196-l3|meta-small|Utmost", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Utmost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "VectorVMS, and Utmost"}, {"id": "mai-20260917-1752-baseline|c196-l3|minimax-small|SAP Fieldglass", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises, the choice typically comes down to SAP Fieldglass vs. Beeline"}, {"id": "mai-20260917-1752-baseline|c196-l3|minimax-small|Beeline", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the choice typically comes down to SAP Fieldglass vs. Beeline"}, {"id": "mai-20260917-1752-baseline|c196-l3|minimax-small|Magnit", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Magnit and SimplifyVMS as strong alternatives for specific use cases"}, {"id": "mai-20260917-1752-baseline|c196-l3|minimax-small|SimplifyVMS", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Magnit and SimplifyVMS as strong alternatives for specific use cases"}, {"id": "mai-20260917-1752-baseline|c196-l3|minimax-small|Workday VNDLY", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Workday customers seeking external workforce management"}, {"id": "mai-20260917-1752-baseline|c196-l3|minimax-small|Coupa", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Procurement teams needing governed workflows with complete traceability"}, {"id": "mai-20260917-1752-baseline|c196-l3|mistral-small|SAP Fieldglass", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market Position: Market leader by spend under management; especially strong for large enterprises already in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c196-l3|mistral-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recognized as a top enterprise VMS, often cited for its user-friendly experience and broad procurement capabilities."}, {"id": "mai-20260917-1752-baseline|c196-l3|mistral-small|Beeline", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Second-largest VMS; strong in both mid-market and large enterprise segments."}, {"id": "mai-20260917-1752-baseline|c196-l3|mistral-small|Upwork Enterprise", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For project-based freelancers: Upwork Enterprise"}, {"id": "mai-20260917-1752-baseline|c196-l3|mistral-small|TalentDesk.io", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For end-to-end management and payments: TalentDesk.io"}, {"id": "mai-20260917-1752-baseline|c196-l3|mistral-small|Flextrack", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For procurement-led programs: Coupa or Flextrack"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|SAP Fieldglass", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The largest VMS by spend under management (processing $200B+ annually)"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|Beeline", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Second-largest VMS; largest independent pure-play provider... superior SOW management capabilities"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|Workday VNDLY", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading cloud-native VMS, tightly integrated with Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|Magnit", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Market leader with 17.4% market share; only vendor-neutral provider offering unified MSP + VMS"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|Flextrack", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus: Enterprise contingent workforce with traceable assignment reporting"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|Avature VMS", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Avature VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus: CRM + VMS hybrid approach"}, {"id": "mai-20260917-1752-baseline|c196-l3|moonshot-small|VectorVMS", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus: Quick implementation, user-friendly VMS"}, {"id": "mai-20260917-1752-baseline|c196-l3|openai-small|SAP Fieldglass", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need a long-established enterprise VMS with strong procurement roots? → SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-l3|openai-small|Beeline Enterprise", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need a deeply specialized external workforce platform? → Beeline"}, {"id": "mai-20260917-1752-baseline|c196-l3|openai-small|Workday VNDLY", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already on Workday and want total workforce alignment? → Workday VNDLY"}, {"id": "mai-20260917-1752-baseline|c196-l3|openai-small|Ivalua", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better if contingent workforce is one part of a larger spend/procurement transformation."}, {"id": "mai-20260917-1752-baseline|c196-l3|openai-small|YunoJuno", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need freelancer marketplace + management? → YunoJuno"}, {"id": "mai-20260917-1752-baseline|c196-l3|openai-small|Worksuite", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need contractor onboarding/payments at enterprise scale? → Worksuite"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|SAP Fieldglass", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large global enterprises in SAP ecosystem ... complex UI/setup; high cost for non-SAP users"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|Beeline", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP/Beeline excel in hyper-complex programs"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|Magnit", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines tech + managed services; top market share; less pure software play"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|Workday VNDLY", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless Workday integration; limited direct sourcing; conditional mid-market fit"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|SimplifyVMS", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated direct sourcing; quote-only pricing; enterprise-only"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Part of Coupa BSM; strong source-to-pay; less standalone CWM depth"}, {"id": "mai-20260917-1752-baseline|c196-l3|xai-small|Upwork Enterprise", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "mid-market options like Upwork Enterprise are cheaper but less VMS-focused"}, {"id": "mai-20260917-1752-baseline|c196-l3|zai-small|SAP Fieldglass", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass is widely considered the market leader for large, complex organizations.... It is the most feature-rich platform"}, {"id": "mai-20260917-1752-baseline|c196-l3|zai-small|Beeline", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beeline is often preferred for its modern UX and dedicated focus on optimizing the *relationship* between the client and the supplier."}, {"id": "mai-20260917-1752-baseline|c196-l3|zai-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Coupa if your procurement team is leading the initiative"}, {"id": "mai-20260917-1752-baseline|c196-l3|zai-small|WorkMarket (ADP)", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket (ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is the best choice for companies prioritizing speed of payment and direct contractor management"}, {"id": "mai-20260917-1752-baseline|c196-l3|zai-small|Flextrack", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flextrack and Avature VMS are prominent players often chosen by organizations with specific customization needs."}, {"id": "mai-20260917-1752-baseline|c196-l3|zai-small|Avature VMS", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Avature VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Avature is a CRM-first platform; its VMS module focuses heavily on the \"candidate journey\""}, {"id": "mai-20260917-1752-baseline|c196-l4|alibaba-small|SAP Fieldglass", "prompt": "c196-l4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass is the dominant player for large, multinational enterprises... guaranteeing predictable spend."}, {"id": "mai-20260917-1752-baseline|c196-l4|alibaba-small|Workday VNDLY", "prompt": "c196-l4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is often the most cost-effective and \"predictable\" option because it eliminates integration costs"}, {"id": "mai-20260917-1752-baseline|c196-l4|alibaba-small|SimpleVMS", "prompt": "c196-l4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SimpleVMS is a strong alternative to Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-l4|anthropic-small|SAP Fieldglass", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **SAP Fieldglass**"}, {"id": "mai-20260917-1752-baseline|c196-l4|anthropic-small|Magnit", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative for Large Global Programs: **Magnit**"}, {"id": "mai-20260917-1752-baseline|c196-l4|anthropic-small|Workday VNDLY", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already invested in Workday for HR and finance"}, {"id": "mai-20260917-1752-baseline|c196-l4|anthropic-small|Beeline", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SAP Fieldglass and Beeline carry implementation complexity and cost structures that price out most mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-l4|challenger-small|SAP Fieldglass", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **SAP Fieldglass** if you want an enterprise-grade VMS built for large-scale contingent workforce programs"}, {"id": "mai-20260917-1752-baseline|c196-l4|challenger-small|Beeline", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beeline is the other major shortlist candidate for centralized oversight of contingent workers and staffing suppliers"}, {"id": "mai-20260917-1752-baseline|c196-l4|challenger-small|Workday VNDLY", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if you already run Workday and want tighter system alignment, but pricing may vary with usage or spend"}, {"id": "mai-20260917-1752-baseline|c196-l4|challenger-small|Magnit", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good if you want technology plus managed services, but less inherently predictable from the pricing info shown"}, {"id": "mai-20260917-1752-baseline|c196-l4|challenger-small|SimplifyVMS", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-capable, but the results do not show a clearer cost model than Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-l4|deepseek-small|SAP Fieldglass", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The market leader by spend under management... getting competitive quotes from both Beeline and SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-l4|deepseek-small|Beeline", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Beeline** is the strongest recommendation because it's the major vendor with a documented subscription ... pricing framework"}, {"id": "mai-20260917-1752-baseline|c196-l4|deepseek-small|Magnit", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "both are **quote-only with no published pricing**, so you'll need to specifically negotiate a flat-fee model"}, {"id": "mai-20260917-1752-baseline|c196-l4|deepseek-small|SimplifyVMS", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SimplifyVMS for Fortune 500 programs), but both are **quote-only with no published pricing**"}, {"id": "mai-20260917-1752-baseline|c196-l4|google-small|SAP Fieldglass", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "dominant enterprise VMS platforms like **SAP Fieldglass** and **Beeline** charge a **percentage-of-spend**... makes budgeting highly volatile and incredibly expensive"}, {"id": "mai-20260917-1752-baseline|c196-l4|google-small|Beeline", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge a **percentage-of-spend**... makes budgeting highly volatile and incredibly expensive as your workforce grows"}, {"id": "mai-20260917-1752-baseline|c196-l4|google-small|Workday VNDLY", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday VNDLY** is the most seamless choice"}, {"id": "mai-20260917-1752-baseline|c196-l4|google-small|Conexis VMS", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Conexis VMS** or **VectorVMS** on a **SaaS Technology License model** are the strongest alternatives"}, {"id": "mai-20260917-1752-baseline|c196-l4|google-small|VectorVMS", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Conexis VMS** or **VectorVMS** on a **SaaS Technology License model** are the strongest alternatives"}, {"id": "mai-20260917-1752-baseline|c196-l4|google-small|Worksome", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worksome operates on a **fixed-tier annual subscription** for enterprise buyers"}, {"id": "mai-20260917-1752-baseline|c196-l4|meta-small|SAP Fieldglass", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a large company that needs predictable total cost across thousands of users is SAP Fieldglass."}, {"id": "mai-20260917-1752-baseline|c196-l4|meta-small|Workday VNDLY", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Workday VNDLY, Magnit, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-l4|meta-small|Magnit", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit is best for enterprise direct sourcing + SOW"}, {"id": "mai-20260917-1752-baseline|c196-l4|meta-small|SimplifyVMS", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SimplifyVMS is best for large-scale and Fortune 500 enterprise programs"}, {"id": "mai-20260917-1752-baseline|c196-l4|minimax-small|SAP Fieldglass", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** or **Beeline** for the most mature enterprise capabilities with negotiated subscription pricing"}, {"id": "mai-20260917-1752-baseline|c196-l4|minimax-small|Beeline", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Fieldglass** or **Beeline** for the most mature enterprise capabilities with negotiated subscription pricing"}, {"id": "mai-20260917-1752-baseline|c196-l4|minimax-small|Workday VNDLY", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday VNDLY** if you're already standardized on Workday"}, {"id": "mai-20260917-1752-baseline|c196-l4|minimax-small|VectorVMS", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VectorVMS** for more flexibility and configurability"}, {"id": "mai-20260917-1752-baseline|c196-l4|mistral-small|SAP Fieldglass", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass and Workday VNDLY are the leading choices, with SAP Fieldglass being especially strong for very large, complex programs"}, {"id": "mai-20260917-1752-baseline|c196-l4|mistral-small|Workday VNDLY", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Fieldglass** and **Workday VNDLY** are the top vendor management systems (VMS) recommended"}, {"id": "mai-20260917-1752-baseline|c196-l4|mistral-small|Magnit", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing is quote-only and may require direct consultation for cost predictability at scale"}, {"id": "mai-20260917-1752-baseline|c196-l4|mistral-small|SimplifyVMS", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their pricing is quote-only and may require direct consultation for cost predictability at scale"}, {"id": "mai-20260917-1752-baseline|c196-l4|moonshot-small|Beeline", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Beeline** appears best positioned for your requirements"}, {"id": "mai-20260917-1752-baseline|c196-l4|moonshot-small|SAP Fieldglass", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise Standard but Less Predictable ... making budgeting less predictable"}, {"id": "mai-20260917-1752-baseline|c196-l4|moonshot-small|Workday VNDLY", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for Workday Ecosystem ... More predictable if you can negotiate a per-user rate"}, {"id": "mai-20260917-1752-baseline|c196-l4|openai-small|SAP Fieldglass", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **SAP Fieldglass**"}, {"id": "mai-20260917-1752-baseline|c196-l4|openai-small|Beeline", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often praised for usability and contingent workforce workflows:** **Beeline**... public pricing signal is not as straightforward"}, {"id": "mai-20260917-1752-baseline|c196-l4|openai-small|symplr", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "symplr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "symplr for healthcare staffing... usually not the first choice for a very large, generalized enterprise contingent labor program"}, {"id": "mai-20260917-1752-baseline|c196-l4|openai-small|Magnit", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Magnit / other MSP+VMS enterprise platforms** to compare in an RFP"}, {"id": "mai-20260917-1752-baseline|c196-l4|xai-small|SAP Fieldglass", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "are SAP Fieldglass and Beeline, with Fieldglass edging out for massive scale."}, {"id": "mai-20260917-1752-baseline|c196-l4|xai-small|Beeline", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Beeline** if you want the most emphasized **predictable subscription-style costs**"}, {"id": "mai-20260917-1752-baseline|c196-l4|xai-small|Workday VNDLY", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday HCM customers wanting unified workforce view ... Less ideal if not on Workday."}, {"id": "mai-20260917-1752-baseline|c196-l4|xai-small|Magnit", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bundled services can add predictability but higher total cost."}, {"id": "mai-20260917-1752-baseline|c196-l4|zai-small|Beeline", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Beeline** is the best VMS solution. Its **subscription-based pricing model** directly addresses your requirement for cost predictability."}, {"id": "mai-20260917-1752-baseline|c196-l4|zai-small|SAP Fieldglass", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it uses a **percentage-of-spend licensing model**, which makes total cost less predictable."}, {"id": "mai-20260917-1752-baseline|c196-l4|zai-small|SimplifyVMS", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large-scale and Fortune 500 enterprise programs"}, {"id": "mai-20260917-1752-baseline|c196-l4|zai-small|Magnit", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprise direct sourcing + SOW management"}, {"id": "mai-20260917-1752-baseline|c196-l4|zai-small|TalentDesk", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Large external workforce of vendors, contractors, and freelancers"}, {"id": "mai-20260917-1752-baseline|c196-l5|deepseek-small|SAP Fieldglass", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the leading enterprise-tier contenders include **SAP Fieldglass**, **Beeline**, **VNDLY**, and **VectorVMS** \\u2014 worth shortlisting"}, {"id": "mai-20260917-1752-baseline|c196-l5|deepseek-small|Beeline", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the leading enterprise-tier contenders include **SAP Fieldglass**, **Beeline**, **VNDLY**, and **VectorVMS**"}, {"id": "mai-20260917-1752-baseline|c196-l5|deepseek-small|VNDLY", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the leading enterprise-tier contenders include **SAP Fieldglass**, **Beeline**, **VNDLY**, and **VectorVMS**"}, {"id": "mai-20260917-1752-baseline|c196-l5|deepseek-small|VectorVMS", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the leading enterprise-tier contenders include **SAP Fieldglass**, **Beeline**, **VNDLY**, and **VectorVMS**"}, {"id": "mai-20260917-1752-baseline|c196-l5|meta-small|SAP Fieldglass", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular VMS options include SAP Fieldglass, Beeline, VectorVMS, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-l5|meta-small|Beeline", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular VMS options include SAP Fieldglass, Beeline, VectorVMS, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-l5|meta-small|VectorVMS", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular VMS options include SAP Fieldglass, Beeline, VectorVMS, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-l5|meta-small|SimplifyVMS", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular VMS options include SAP Fieldglass, Beeline, VectorVMS, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-l5|minimax-small|VNDLY", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize **Workday VNDLY**, **SAP Fieldglass**, or **Magnit**"}, {"id": "mai-20260917-1752-baseline|c196-l5|minimax-small|SAP Fieldglass", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize **Workday VNDLY**, **SAP Fieldglass**, or **Magnit**"}, {"id": "mai-20260917-1752-baseline|c196-l5|minimax-small|Magnit", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "prioritize **Workday VNDLY**, **SAP Fieldglass**, or **Magnit**"}, {"id": "mai-20260917-1752-baseline|c196-l5|minimax-small|Prolegion", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Prolegion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prolegion** \\u2013 AI-powered screening, modern platform"}, {"id": "mai-20260917-1752-baseline|c196-l5|moonshot-small|Beeline", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize **Beeline** or **SimplifyVMS** for their balance of enterprise capability and implementation practicality."}, {"id": "mai-20260917-1752-baseline|c196-l5|moonshot-small|Magnit", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Direct sourcing + SOW focus | Good if you want to build private talent pools"}, {"id": "mai-20260917-1752-baseline|c196-l5|moonshot-small|SimplifyVMS", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd prioritize **Beeline** or **SimplifyVMS** for their balance of enterprise capability and implementation practicality."}, {"id": "mai-20260917-1752-baseline|c196-l5|moonshot-small|SAP Fieldglass", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid over-engineering with SAP Fieldglass unless you have specific SAP ecosystem constraints."}, {"id": "mai-20260917-1752-baseline|c196-l5|moonshot-small|VNDLY (Workday)", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're Workday-native | Limited direct sourcing; moderate SOW capabilities"}, {"id": "mai-20260917-1752-baseline|c196-l5|xai-small|SAP Fieldglass", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Issue to 5-7 vendors (e.g., SAP Fieldglass—strong SSO/SOC 2; Beeline—analytics depth)"}, {"id": "mai-20260917-1752-baseline|c196-l5|xai-small|Beeline", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SAP Fieldglass—strong SSO/SOC 2; Beeline—analytics depth"}, {"id": "mai-20260917-1752-baseline|c196-l5|xai-small|Coupa Contingent Workforce", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular enterprise options include SAP Fieldglass, Beeline, Coupa Contingent Workforce, and Upwork Enterprise—request RFPs from them."}, {"id": "mai-20260917-1752-baseline|c196-l5|xai-small|Upwork Enterprise", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular enterprise options include SAP Fieldglass, Beeline, Coupa Contingent Workforce, and Upwork Enterprise"}, {"id": "mai-20260917-1752-baseline|c196-l6|alibaba-small|SAP Fieldglass", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Fieldglass (For Non-SAP Enterprises): ... Fieldglass is notoriously difficult to implement and integrate outside of an existing SAP ERP ecosystem."}, {"id": "mai-20260917-1752-baseline|c196-l6|alibaba-small|BambooHR", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generic SMB Platforms (e.g., BambooHR, Rippling, Gusto) as Primary VMS: ... they often lack the \"heavy lifting\" required for large enterprise volume."}, {"id": "mai-20260917-1752-baseline|c196-l6|alibaba-small|Rippling", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generic SMB Platforms (e.g., BambooHR, Rippling, Gusto) as Primary VMS ... often struggle with rate card enforcement"}, {"id": "mai-20260917-1752-baseline|c196-l6|alibaba-small|Gusto", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generic SMB Platforms (e.g., BambooHR, Rippling, Gusto) as Primary VMS ... often leads to manual workarounds"}, {"id": "mai-20260917-1752-baseline|c196-l6|challenger-small|SimpleVMS", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Positioned for *small to mid-market* programs, so it may not fit a large enterprise's scale or governance depth."}, {"id": "mai-20260917-1752-baseline|c196-l6|challenger-small|VectorVMS", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Described as a *cheaper entry* for staffing teams, which suggests it is more suitable for less complex programs"}, {"id": "mai-20260917-1752-baseline|c196-l6|challenger-small|SAP Fieldglass", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms that appear more enterprise-ready in these results are **SAP Fieldglass, Beeline, Workday VNDLY, and Magnit**, but even those carry tradeoffs"}, {"id": "mai-20260917-1752-baseline|c196-l6|challenger-small|Beeline", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP Fieldglass and Beeline are described as strong for large global programs yet more complex and costly."}, {"id": "mai-20260917-1752-baseline|c196-l6|challenger-small|Workday VNDLY", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms that appear more enterprise-ready in these results are **SAP Fieldglass, Beeline, Workday VNDLY, and Magnit**"}, {"id": "mai-20260917-1752-baseline|c196-l6|challenger-small|Magnit", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms that appear more enterprise-ready in these results are **SAP Fieldglass, Beeline, Workday VNDLY, and Magnit**"}, {"id": "mai-20260917-1752-baseline|c196-l6|deepseek-small|Upwork", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the platforms to be most cautious about are **open freelance marketplaces (Upwork, Fiverr)"}, {"id": "mai-20260917-1752-baseline|c196-l6|deepseek-small|Fiverr", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Fiverr especially is built for quick fixed-price gigs with heavy IP transfer and security gaps."}, {"id": "mai-20260917-1752-baseline|c196-l6|deepseek-small|Toptal", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "premium marketplaces (Toptal)... Extreme cost opacity"}, {"id": "mai-20260917-1752-baseline|c196-l6|deepseek-small|Paidwork", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Paidwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Paidwork suffered a breach exposing banking details... Using poorly secured platforms can drag enterprise data into their leak."}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Upwork", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid standard tiers completely. Only use these marketplaces if you are utilizing their dedicated Enterprise tiers (e.g., Upwork Enterprise ...)"}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Fiverr", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard accounts on Upwork, Fiverr, or Freelancer.com ... Avoid standard tiers completely."}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Freelancer.com", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard accounts on Upwork, Fiverr, or Freelancer.com ... Avoid standard tiers completely."}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|VNDLY", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for modern, modular, API-first next-gen platforms (like VNDLY, Flextrack, or Conexis)"}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Flextrack", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Flextrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for modern, modular, API-first next-gen platforms (like VNDLY, Flextrack, or Conexis)"}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Conexis", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for modern, modular, API-first next-gen platforms (like VNDLY, Flextrack, or Conexis)"}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Papaya Global", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "partner-backed EOR/AOR solutions (e.g., Papaya Global, Deel, or Multiplier) to legally shield your company"}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Deel", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "partner-backed EOR/AOR solutions (e.g., Papaya Global, Deel, or Multiplier)"}, {"id": "mai-20260917-1752-baseline|c196-l6|google-small|Multiplier", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "partner-backed EOR/AOR solutions (e.g., Papaya Global, Deel, or Multiplier)"}, {"id": "mai-20260917-1752-baseline|c196-l6|meta-small|Magnit", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Magnit and SimplifyVMS, which are worth a full evaluation for buyers who want an integrated direct sourcing and statement of work management capability"}, {"id": "mai-20260917-1752-baseline|c196-l6|meta-small|SimplifyVMS", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Magnit and SimplifyVMS, which are worth a full evaluation"}, {"id": "mai-20260917-1752-baseline|c196-l6|meta-small|SAP Fieldglass", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "remain credible at positions four and five for large, global programs but carry implementation complexity and cost structures that price out most mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-l6|meta-small|Beeline", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "carry implementation complexity and cost structures that price out most mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Upwork", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BBB records show ~480 complaints over 3 years, primarily around account suspensions, withheld funds, and payment delays. Enterprise users have reported high fees, slow payment cycles"}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Fiverr", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A 2025 class action lawsuit alleged \"junk fees\" were added at checkout after initial pricing"}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Worksome", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some user reviews mention payment timing issues and customer support gaps when disputes arise."}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Workspend", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workspend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full MSP/VMS integration | Dedicated enterprise platforms (Workspend, Beeline, etc.)"}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Beeline", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dedicated enterprise platforms (Workspend, Beeline, etc.)"}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Upwork Enterprise", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Project-based talent marketplace | Upwork Enterprise, Toptal, etc.—with clear governance"}, {"id": "mai-20260917-1752-baseline|c196-l6|minimax-small|Toptal", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Upwork Enterprise, Toptal, etc.—with clear governance"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Upwork", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid Entirely for Enterprise Use** ... **Upwork, Fiverr, Toptal** (for core enterprise workforce needs)"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Fiverr", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Upwork, Fiverr, Toptal** (for core enterprise workforce needs)\n  \n**Why avoid:**"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Toptal", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Upwork, Fiverr, Toptal** (for core enterprise workforce needs)\n  \n**Why avoid:**"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Gusto", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to Avoid Entirely for Enterprise Use ... **Gusto** (for global enterprise use)"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Deel", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing opacity (steep add-on costs), lacks deep verified compliance in Europe, no mobile app, contractor payment reliability concerns"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Papaya Global", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Payment reliability issues (late/incorrect payouts), compliance risk concerns per user reviews"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|CXC Global", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No self-serve platform (all actions require account manager), contractor payment delays, 7-21 day onboarding, outdated portal technology"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|SAP Fieldglass", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "6-12 month implementation complexity, premium pricing among highest in market, requires significant IT/HR investment"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|Beeline", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Lower user satisfaction scores (3.9/5), pricing complexity, some users report interface and workflow friction"}, {"id": "mai-20260917-1752-baseline|c196-l6|moonshot-small|KellyOCG", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "KellyOCG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**KellyOCG** and similar staffing-heavy MSPs have drawn criticism for: \"Mass staffing, mass firing\" cycles"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Legion Workforce Management Platform", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Legion Workforce Management Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "recent Gartner Peer Insights reviews for Legion Workforce Management Platform explicitly call out implementation pain and mismatch with enterprise expectations"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Beeline", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "G2's enterprise reviews for Beeline note UI and configuration concerns even while also praising core VMS strengths"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|SAP Fieldglass", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor-by-vendor caution list for specific platforms like **Beeline, SAP Fieldglass, Magnit, Workday VNDLY"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Magnit", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific platforms like **Beeline, SAP Fieldglass, Magnit, Workday VNDLY"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Workday VNDLY", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like **Beeline, SAP Fieldglass, Magnit, Workday VNDLY, Upwork Enterprise"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Upwork Enterprise", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Upwork Enterprise, Deel, Remote, YunoJuno, or VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Deel", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Upwork Enterprise, Deel, Remote, YunoJuno, or VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|Remote", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Upwork Enterprise, Deel, Remote, YunoJuno, or VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|YunoJuno", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "YunoJuno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Upwork Enterprise, Deel, Remote, YunoJuno, or VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-l6|openai-small|VectorVMS", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Upwork Enterprise, Deel, Remote, YunoJuno, or VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|SAP Fieldglass", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Best for SAP-centric ecosystems; avoid if you prioritize speed-to-value or mid-market agility."}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|Beeline", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "If non-global or Workday-native, avoid SAP/Beeline-heavy options"}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|Magnit", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize alternatives: For enterprises, lean toward Magnit (strong direct sourcing/SOW)"}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|SimplifyVMS", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SimplifyVMS (Fortune 500 scale)"}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|VNDLY/Workday", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VNDLY/Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even \"top\" platforms (e.g., Magnit, SimplifyVMS, VNDLY/Workday) can falter for enterprises."}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|Matrix Workforce", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Matrix Workforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms with Trustpilot/G2 flags for payment delays, redundant verifications, or friction (e.g., Matrix Workforce, Worksome noted for these)."}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|Worksome", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "flags for payment delays, redundant verifications, or friction (e.g., Matrix Workforce, Worksome noted for these)"}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|Workspend", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workspend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or Workspend/Spectraforce if seeking balanced governance without extreme complexity"}, {"id": "mai-20260917-1752-baseline|c196-l6|xai-small|Spectraforce", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Spectraforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Workspend/Spectraforce if seeking balanced governance without extreme complexity"}, {"id": "mai-20260917-1752-baseline|c196-m1|alibaba-small|Worksuite", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Project-Based & Freelancers: **Worksuite**"}, {"id": "mai-20260917-1752-baseline|c196-m1|alibaba-small|SimpleVMS", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Accessibility & Staffing Agencies: **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m1|alibaba-small|Rippling", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Modern\" All-in-One Alternatives: **Rippling** or **Deel**"}, {"id": "mai-20260917-1752-baseline|c196-m1|alibaba-small|Deel", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Modern\" All-in-One Alternatives: **Rippling** or **Deel**"}, {"id": "mai-20260917-1752-baseline|c196-m1|alibaba-small|SAP Fieldglass", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Enterprise Solutions** (like SAP Fieldglass) unless your program has over 1,000+ active contingent workers"}, {"id": "mai-20260917-1752-baseline|c196-m1|anthropic-small|SimplifyVMS", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. SimplifyVMS** ... SimplifyVMS is an AI-powered, cloud-native, contingent workforce management solution"}, {"id": "mai-20260917-1752-baseline|c196-m1|anthropic-small|Worksuite", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksuite is best for mid-market companies managing freelancer and vendor programs."}, {"id": "mai-20260917-1752-baseline|c196-m1|anthropic-small|Conexis", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Conexis is an award-winning VMS tailored specifically for mid-market contingent workforce programs."}, {"id": "mai-20260917-1752-baseline|c196-m1|anthropic-small|VectorVMS", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market firms may prefer more flexible systems such as SimplifyVMS or VectorVMS."}, {"id": "mai-20260917-1752-baseline|c196-m1|anthropic-small|FlentisPRO", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "FlentisPRO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FlentisPRO is a modern VMS built for mid-market contingent workforce programs, MSPs, and Staffing Agencies."}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Magnit", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Magnit** for most mid-market contingent workforce programs"}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Workday VNDLY", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday VNDLY** — best if you are already standardized on Workday."}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Conexis", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a mid-market contingent workforce VMS without legacy-system complexity"}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Worksuite", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your program blends **freelancers and vendors**"}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|SAP Fieldglass", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strongest for larger enterprise programs, but it can be too complex or expensive for many mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Beeline", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "relevant systems are **contingent workforce VMS platforms** like Magnit, Workday VNDLY, SAP Fieldglass, Beeline, Conexis, and Worksuite"}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Procurify", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "not procurement tools like Procurify or Gatekeeper"}, {"id": "mai-20260917-1752-baseline|c196-m1|challenger-small|Gatekeeper", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "not procurement tools like Procurify or Gatekeeper"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|SAP Fieldglass", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "score highly on function but carry real configuration complexity and cost"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Beeline Enterprise", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "score highly on function but carry real configuration complexity and cost"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Magnit", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Magnit** and **SimplifyVMS** are worth evaluation"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|SimpleVMS", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**My top pick:** **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Beeline Professional", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Beeline Professional** if you anticipate scaling into a larger enterprise program later."}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|VectorVMS", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for configurability and mid-to-large programs"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|SimplifyVMS", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Practical VMS functionality without excessive complexity"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Worksuite", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "add **Worksuite** to that list"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Workday VNDLY", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Already on Workday? Consider **Workday VNDLY** for native HR/finance integration."}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Coupa Contingent Workforce", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Coupa Contingent Workforce** or **Ivalua** fit if you want it inside a total-spend platform"}, {"id": "mai-20260917-1752-baseline|c196-m1|deepseek-small|Ivalua", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Coupa Contingent Workforce** or **Ivalua** fit if you want it inside a total-spend platform"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|SAP Fieldglass", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants like SAP Fieldglass, Beeline, and Workday VNDLY are often too complex, slow to implement, and cost-prohibitive"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|Beeline", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often too complex, slow to implement, and cost-prohibitive for organizations with a mid-market contingent workforce spend"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|Workday VNDLY", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise giants like SAP Fieldglass, Beeline, and Workday VNDLY are often too complex, slow to implement, and cost-prohibitive"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|Conexis VMS", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for Staffing Agency Management: **Conexis VMS**"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|Worksuite", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Direct Freelancers and 1099 Contractors: **Worksuite**"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|VectorVMS", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**VectorVMS** is highly regarded"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|SimpleVMS", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"Vendor-Friendly\" & Simple Tool: **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|Rippling", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best All-in-One Global HR & Contractor Hub: **Rippling or Deel**"}, {"id": "mai-20260917-1752-baseline|c196-m1|google-small|Deel", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look to modern platforms like **Rippling** or **Deel**"}, {"id": "mai-20260917-1752-baseline|c196-m1|meta-small|SimpleVMS", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a mid-market B2B company is SimpleVMS, Worksuite, Conexis VMS, Gatekeeper, or Procurify."}, {"id": "mai-20260917-1752-baseline|c196-m1|meta-small|Worksuite", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is SimpleVMS, Worksuite, Conexis VMS, Gatekeeper, or Procurify"}, {"id": "mai-20260917-1752-baseline|c196-m1|meta-small|Conexis VMS", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is SimpleVMS, Worksuite, Conexis VMS, Gatekeeper, or Procurify"}, {"id": "mai-20260917-1752-baseline|c196-m1|meta-small|Gatekeeper", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "is SimpleVMS, Worksuite, Conexis VMS, Gatekeeper, or Procurify"}, {"id": "mai-20260917-1752-baseline|c196-m1|meta-small|Procurify", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "is SimpleVMS, Worksuite, Conexis VMS, Gatekeeper, or Procurify"}, {"id": "mai-20260917-1752-baseline|c196-m1|minimax-small|Worksuite", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Worksuite** or **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m1|minimax-small|SimpleVMS", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Worksuite** or **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m1|minimax-small|SAP Fieldglass", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Consideration:** More enterprise-focused, but viable for larger mid-market companies"}, {"id": "mai-20260917-1752-baseline|c196-m1|mistral-small|SimpleVMS", "prompt": "c196-m1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** and **Worksuite** are the top choices"}, {"id": "mai-20260917-1752-baseline|c196-m1|mistral-small|Worksuite", "prompt": "c196-m1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SimpleVMS** and **Worksuite** are the top choices"}, {"id": "mai-20260917-1752-baseline|c196-m1|mistral-small|SAP Fieldglass", "prompt": "c196-m1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While more enterprise-focused, SAP Fieldglass is a robust option for mid-market companies already using SAP"}, {"id": "mai-20260917-1752-baseline|c196-m1|moonshot-small|Conexis VMS", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting your evaluation with **Conexis VMS** due to its purpose-built mid-market focus"}, {"id": "mai-20260917-1752-baseline|c196-m1|moonshot-small|SimpleVMS", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SimpleVMS** is a strong alternative if you want the simplest possible path to VMS adoption."}, {"id": "mai-20260917-1752-baseline|c196-m1|moonshot-small|Workday VNDLY", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already invested in the Workday ecosystem, **VNDLY** offers compelling integration advantages."}, {"id": "mai-20260917-1752-baseline|c196-m1|moonshot-small|Worksuite", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Worksuite** \\u2013 Best for Freelancer + Vendor Programs"}, {"id": "mai-20260917-1752-baseline|c196-m1|moonshot-small|SAP Fieldglass", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Too complex and expensive; steep learning curve; designed for enterprises managing 50,000+ workers"}, {"id": "mai-20260917-1752-baseline|c196-m1|moonshot-small|Beeline", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Better for large global programs; higher cost structure prices out most mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-m1|openai-small|SAP Fieldglass", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** is the safest default \"best overall\" choice if you expect to scale"}, {"id": "mai-20260917-1752-baseline|c196-m1|openai-small|Worksome", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a simpler mid-market-friendly experience:** **Worksome**"}, {"id": "mai-20260917-1752-baseline|c196-m1|openai-small|Beeline", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need traditional VMS depth:** **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-m1|openai-small|Bridge VMS", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Bridge VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bridge VMS** or **SourceNow VMS** may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c196-m1|openai-small|SourceNow VMS", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SourceNow VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bridge VMS** or **SourceNow VMS** may be worth evaluating"}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|SimpleVMS", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleVMS (Strongest overall for mid-market)"}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|Worksuite", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksuite (Great for freelancers + vendors)"}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|VectorVMS", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VectorVMS (Configurable alternative)"}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|Conexis VMS", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Conexis VMS (Modern, API-first pick)"}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|Magnit", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good direct sourcing but quote-only, heavier for true mid-market"}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|SAP Fieldglass", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise like SAP Fieldglass/Beeline: Leaders per Gartner-adjacent reports but often overkill/costly."}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|Beeline", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise like SAP Fieldglass/Beeline: ... often overkill/costly."}, {"id": "mai-20260917-1752-baseline|c196-m1|xai-small|VNDLY", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "your ERP (e.g., Workday favors VNDLY)"}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|Bridge VMS", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Bridge VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bridge VMS** is the best overall fit for a mid‑market B2B company"}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|Workday VNDLY", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run on **Workday**, **Workday VNDLY** is the most seamless choice."}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|SimpleVMS", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a lean, early‑stage tool, **SimpleVMS** is the most accessible option."}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|Worksuite", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Worksuite** is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|Beeline", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid‑market programs where direct sourcing is part of the strategy"}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|Magnit (formerly PRO Unlimited/Workforce Logiq)", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit (formerly PRO Unlimited/Workforce Logiq)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise‑style pricing; more suited to companies with larger spend and more complex sourcing needs."}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|Coupa Contingent Workforce", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise pricing (typically $50k+ per year plus implementation); best if you already use or plan to adopt Coupa."}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|SAP Fieldglass", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Very high cost, steep learning curve, and heavy implementation—overkill for most mid‑market companies."}, {"id": "mai-20260917-1752-baseline|c196-m1|zai-small|IQNavigator", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "IQNavigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pricing typically enterprise‑tier; worth considering if compliance complexity is your top priority."}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|Deel", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is widely considered the gold standard... Start with a trial of **Deel** if compliance/global payment is your biggest headache."}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Sourcing & Management: **Fiverr Enterprise**"}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|Upwork Enterprise", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(or **Upwork Enterprise**)"}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|Worksome", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Vendor-Freelancer Hybrid Management: **Worksome** or **TalentDesk**"}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|TalentDesk", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Worksome** or **TalentDesk**"}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|Workmotion", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Workmotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workmotion is also a strong contender if you think some freelancers might eventually convert to full-time employees."}, {"id": "mai-20260917-1752-baseline|c196-m2|alibaba-small|Remote", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deel** or **Remote** are safest for legal classification"}, {"id": "mai-20260917-1752-baseline|c196-m2|anthropic-small|YunoJuno", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "YunoJuno is a strong fit for mid-size to enterprise companies that regularly hire contractors across multiple countries"}, {"id": "mai-20260917-1752-baseline|c196-m2|anthropic-small|Deel HR", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatively, Deel HR is a global workforce management platform"}, {"id": "mai-20260917-1752-baseline|c196-m2|anthropic-small|Worksome", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong fit for mid-size to enterprise companies that engage contract talent at high volume"}, {"id": "mai-20260917-1752-baseline|c196-m2|anthropic-small|TalentDesk", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentDesk is external workforce management software for onboarding, managing, and paying freelancers, contractors, and vendors"}, {"id": "mai-20260917-1752-baseline|c196-m2|challenger-small|Worksome", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Worksome** as the best overall fit"}, {"id": "mai-20260917-1752-baseline|c196-m2|challenger-small|Deel", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** if your top priority is **global compliance**"}, {"id": "mai-20260917-1752-baseline|c196-m2|challenger-small|Worksuite", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksuite** if you manage a **large, complex freelancer program**"}, {"id": "mai-20260917-1752-baseline|c196-m2|challenger-small|TalentDesk", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TalentDesk** if your external spend includes **vendors and agencies**"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|TalentDesk", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentDesk is my top pick"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|Deel", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company hires contractors globally and compliance is the biggest concern, go with Deel"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|Upwork Enterprise / Fiverr Enterprise", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise / Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Marketplace-style talent sourcing (need to find/fill work) | Upwork Enterprise / Fiverr Enterprise"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|Worksome", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance-led contractor management with strong workflow control | Worksome"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|Worksuite", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Building a private, branded talent pool at scale | Worksuite"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|YunoJuno", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EU/UK-heavy workforce with IR35 awareness | YunoJuno"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|Remote", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "prioritize platforms with strong compliance/classification and AOR/EOR support (Deel, Remote, TalentDesk)"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|WorkMotion", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Per-worker subscriptions (~$29–$100/contractor/month): TalentDesk, Deel, Remote, WorkMotion"}, {"id": "mai-20260917-1752-baseline|c196-m2|deepseek-small|Toptal", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Flat platform tiers: Worksuite (~$500/month), Toptal"}, {"id": "mai-20260917-1752-baseline|c196-m2|google-small|Upwork", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rather than standard hiring marketplaces like Upwork or Fiverr, you need a dedicated **Freelancer Management System (FMS)**"}, {"id": "mai-20260917-1752-baseline|c196-m2|google-small|Fiverr", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rather than standard hiring marketplaces like Upwork or Fiverr, you need a dedicated **Freelancer Management System (FMS)**"}, {"id": "mai-20260917-1752-baseline|c196-m2|google-small|Worksuite", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Worksuite is the industry gold standard for mid-market companies."}, {"id": "mai-20260917-1752-baseline|c196-m2|google-small|Deel", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your mid-sized B2B company leverages international talent ... Deel is unmatched."}, {"id": "mai-20260917-1752-baseline|c196-m2|google-small|TalentDesk.io", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TalentDesk is built specifically to bridge the gap between project management and finance."}, {"id": "mai-20260917-1752-baseline|c196-m2|google-small|Worksome", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worksome is heavily geared toward companies that scale up and scale down project teams quickly"}, {"id": "mai-20260917-1752-baseline|c196-m2|meta-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend Fiverr Enterprise as a freelancer management platform for a mid-sized B2B company."}, {"id": "mai-20260917-1752-baseline|c196-m2|minimax-small|Deel", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deel** as the top choice"}, {"id": "mai-20260917-1752-baseline|c196-m2|minimax-small|Remote", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Remote** as a strong alternative"}, {"id": "mai-20260917-1752-baseline|c196-m2|minimax-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good if you need access to a large talent marketplace with built-in compliance"}, {"id": "mai-20260917-1752-baseline|c196-m2|minimax-small|TalentDesk", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Better for companies focused on staffing/contractor heavy workflows"}, {"id": "mai-20260917-1752-baseline|c196-m2|mistral-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fiverr Enterprise** or **Deel** are often the best recommendations"}, {"id": "mai-20260917-1752-baseline|c196-m2|mistral-small|Deel", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fiverr Enterprise** or **Deel** are often the best recommendations"}, {"id": "mai-20260917-1752-baseline|c196-m2|mistral-small|Remote", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If global coverage is a priority, **Remote** is also an excellent option."}, {"id": "mai-20260917-1752-baseline|c196-m2|mistral-small|Upwork Enterprise", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a large talent pool and strong contract management features"}, {"id": "mai-20260917-1752-baseline|c196-m2|mistral-small|Worksuite", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides comprehensive tools for global payments, classification, compliance, and talent pool management"}, {"id": "mai-20260917-1752-baseline|c196-m2|moonshot-small|Deel", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Recommendation: Deel**"}, {"id": "mai-20260917-1752-baseline|c196-m2|moonshot-small|Worksome", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **Strong Alternative: Worksome**"}, {"id": "mai-20260917-1752-baseline|c196-m2|moonshot-small|Remote", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Remote** | End-to-end international hiring with EOR support | Similar to Deel |"}, {"id": "mai-20260917-1752-baseline|c196-m2|moonshot-small|Papaya Global", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Papaya Global** | Complex global payroll needs | $49/month per contractor |"}, {"id": "mai-20260917-1752-baseline|c196-m2|moonshot-small|Upwork Enterprise", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Upwork Enterprise** | Project-based freelance work | Custom pricing |"}, {"id": "mai-20260917-1752-baseline|c196-m2|openai-small|Worksome", "prompt": "c196-m2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Worksome** if your main need is **managing contractors end-to-end**"}, {"id": "mai-20260917-1752-baseline|c196-m2|openai-small|Upwork Business Plus", "prompt": "c196-m2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Business Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Upwork Business Plus** is the stronger choice"}, {"id": "mai-20260917-1752-baseline|c196-m2|openai-small|Deel", "prompt": "c196-m2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** is also worth considering"}, {"id": "mai-20260917-1752-baseline|c196-m2|xai-small|Upwork Enterprise", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Upwork Enterprise (also known as Lifted in some contexts) as the top choice."}, {"id": "mai-20260917-1752-baseline|c196-m2|xai-small|Worksuite", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for high-volume ops (50+ freelancers)... Drawback: Higher cost ($5K-50K+/yr)"}, {"id": "mai-20260917-1752-baseline|c196-m2|xai-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for fixed-price gigs and quick tasks (750+ services)"}, {"id": "mai-20260917-1752-baseline|c196-m2|xai-small|Deel", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for global compliance/payroll (4.7-4.8/5 G2, 5K+ reviews)"}, {"id": "mai-20260917-1752-baseline|c196-m2|zai-small|TalentDesk", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for a mid‑sized B2B company: TalentDesk"}, {"id": "mai-20260917-1752-baseline|c196-m2|zai-small|Worksome", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Worksome** is a strong second choice"}, {"id": "mai-20260917-1752-baseline|c196-m2|zai-small|WorkMarket", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already using ADP or want modular rollout? → **WorkMarket** may fit"}, {"id": "mai-20260917-1752-baseline|c196-m2|zai-small|Deel", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More enterprise‑focused; pricing can be higher for mid‑market volumes"}, {"id": "mai-20260917-1752-baseline|c196-m2|zai-small|Remote", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Primarily designed for larger, multi‑country organizations"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Magnit", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Magnit if you have a mature, high-volume program and want industry-leading analytics and resource optimization."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|SAP Fieldglass", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose SAP Fieldglass if you are a large enterprise already deeply invested in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|WorkMarket", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose WorkMarket if you need strong workflow automation between your internal hiring managers and external suppliers."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Coupa if your Finance/Procurement team needs tight integration between contingent labor spend and overall corporate spend management."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Beeline", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitive depth to Fieldglass with stronger analytics support"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Elevate", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Elevate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flexible when assigning workers through multiple suppliers with internal approvers"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|VectorVMS", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose TalentDesk or VectorVMS if you are a mid-sized company wanting ease of use, modern UX, and faster implementation."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Field Nation", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rapid onboarding for blue-collar/on-site roles"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|TalentDesk", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose TalentDesk or VectorVMS if you are a mid-sized company wanting ease of use, modern UX, and faster implementation."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Ivalua", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Single source-to-pay flow for contingent worker supplier onboarding"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Worksome", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Talent/Collaboration-Centric (TalentDesk, Worksome, Nextdev)"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Nextdev", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Nextdev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Talent/Collaboration-Centric (TalentDesk, Worksome, Nextdev)"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|SimplifyVMS", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mid-Market/SMB Options (VectorVMS, SimplifyVMS): Designed for faster deployment and easier configuration."}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Deel", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Integrated HCM/Global EOR (Deel, Remote, RemoFirst)"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Remote", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Integrated HCM/Global EOR (Deel, Remote, RemoFirst)"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|RemoFirst", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Integrated HCM/Global EOR (Deel, Remote, RemoFirst)"}, {"id": "mai-20260917-1752-baseline|c196-m3|alibaba-small|Wonolo", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Wonolo specializes in frontline retail/fulfillment shift work."}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Worksuite", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leading options include Worksuite for established global freelancer programs"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Worksome", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksome for compliance-led contractor operations"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Deel", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel or Remote when global employment and EOR are central requirements"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Remote", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel or Remote suit organizations combining contractors with global employment."}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|SAP Fieldglass", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Fieldglass or Beeline for enterprise VMS programs"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Beeline", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Beeline's OneBeeline platform offers end-to-end visibility including AI-powered talent intelligence"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Rippling", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rippling when HR and IT consolidation is the priority"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|TalentDesk", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TalentDesk places particular emphasis on connecting freelancers, contractors and vendors"}, {"id": "mai-20260917-1752-baseline|c196-m3|anthropic-small|Avature", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Avature supports customizable workflows for every phase of the contingent worker lifecycle"}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|SAP Fieldglass", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong enterprise **VMS** for sourcing, managing, paying, and compliance across worldwide contingent workers."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Beeline", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for **orchestration**, analytics, SOW, and independent contractor management."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Magnit", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on **resource optimization** and broader managed-service support."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when contingent labor needs to live inside a **spend-management** suite with auditability."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Ivalua", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong **source-to-pay** flow and governed supplier onboarding for contingent workers."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|TalentDesk", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for managing and paying **freelancers, contractors, and vendors** in one workflow."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Worksome", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes **classification and compliance** for contractors."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Deel", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines contractor management with **global employment/EOR** capabilities."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Remote", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Similar to Deel, with emphasis on global HR and contractor support."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Upwork Enterprise", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Marketplace-native sourcing, contracting, and milestone workflows for project work."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Field Nation", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Better for **fast on-site fulfillment** and service execution than enterprise VMS governance."}, {"id": "mai-20260917-1752-baseline|c196-m3|challenger-small|Wonolo", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Built for **shift staffing** and coverage metrics in field operations."}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Magnit", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest market share leader (~17.4% in 2024) | Strong direct sourcing + statement-of-work (SOW) capabilities"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|SAP Fieldglass", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fieldglass is powerful but has a steep learning curve and configuration complexity"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Beeline", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Renowned SOW capabilities; open API architecture works with diverse ERPs"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|SimplifyVMS", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cost-effective alternative to the big three"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Coupa", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Contingent labor governed within one spend-management suite"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Upwork Enterprise", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Huge talent pool; direct sourcing of freelancers"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Fiverr", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fiverr Enterprise offers curated, pre-vetted talent"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Toptal", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top-tier, vetted technical talent | Highly curated, exclusive pool"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Field Nation", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "On-demand staffing for skilled trades and hourly roles"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Wonolo", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "On-site / frontline shift coverage"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|TalentDesk", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "End-to-end management & payment of freelancers/contractors/vendors"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|WorkMarket", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Strong governance + compliance across internal teams and suppliers"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Worksuite", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Lifecycle traceability and structured manager workflows"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Worksome", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Compliance-led contractor management | Strong classification compliance"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Deel", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Global, multi-country** contractors \\u2192 **Deel / Remote** (EOR + payroll)"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|Remote", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Global EOR, multi-currency payroll, local tax compliance"}, {"id": "mai-20260917-1752-baseline|c196-m3|deepseek-small|RemoFirst", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Deel / Remote / RemoFirst | Global employment + contractors"}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Magnit (formerly PRO Unlimited)", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader in enterprise contingent labor management."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|SAP Fieldglass", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The heavyweight champ of the enterprise VMS space... However, it requires a long implementation runway and significant budget"}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Beeline", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A primary competitor to Fieldglass, offering robust, secure tracking of non-employee talent."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Worksuite (formerly TalentDesk.io)", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite (formerly TalentDesk.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A streamlined platform built to organize, onboard, and pay large networks of freelancers."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|WorkMarket (by ADP)", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An enterprise-grade FMS designed to manage large-scale, on-demand, or field-based contractor workforces."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Upwork Enterprise", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need to *find* the talent as much as you need to manage it, these are the best options."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Fiverr Enterprise", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Upwork Enterprise / Fiverr Enterprise: Unified platforms that bridge a massive global freelance marketplace with enterprise compliance governance."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Deel", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The dominant platform for global remote teams."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Rippling", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An all-in-one platform integrating HR, global payroll, IT, and Finance."}, {"id": "mai-20260917-1752-baseline|c196-m3|google-small|Remote", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A direct competitor to Deel, emphasizing high-quality benefits and strong intellectual property (IP) protection"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|TalentDesk", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top platforms, including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Worksuite", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including TalentDesk, Worksuite, Worksome, Deel"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Worksome", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TalentDesk, Worksuite, Worksome, Deel, Remote"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Deel", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worksome, Deel, Remote, SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Remote", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deel, Remote, SAP Fieldglass, Beeline"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|SAP Fieldglass", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Remote, SAP Fieldglass, Beeline, Wand"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Beeline", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP Fieldglass, Beeline, Wand, Flextrack"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Wand", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Beeline, Wand, Flextrack, Avature VMS"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Flextrack", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wand, Flextrack, Avature VMS, Elevate"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Avature VMS", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Avature VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flextrack, Avature VMS, Elevate, VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Elevate", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Elevate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Avature VMS, Elevate, VectorVMS"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|VectorVMS", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Elevate, VectorVMS, Coupa Contingent Workforce"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "VectorVMS, Coupa Contingent Workforce, WorkMarket"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|WorkMarket", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Coupa Contingent Workforce, WorkMarket, and Deel Contractor Management"}, {"id": "mai-20260917-1752-baseline|c196-m3|meta-small|Deel Contractor Management", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel Contractor Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "WorkMarket, and Deel Contractor Management"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Magnit", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leading VMS with ~17.4% market share ... with Magnit, SimplifyVMS, and SAP Fieldglass leading the enterprise segment."}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|SAP Fieldglass", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest VMS by total spend under management ($200B+ annually)"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Beeline", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises needing pure-play contingent workforce focus"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|VNDLY (Workday)", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Workday-native enterprises"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated with Coupa spend management platform"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|SimplifyVMS", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong direct sourcing and SOW capabilities; considered worth full evaluation"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|VectorVMS", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: SMBs wanting configurable workflows"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Ivalua", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong source-to-pay flow for contingent workers"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Upwork", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Marketplace model; broad talent pool; project-based"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Fiverr", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Gig-style marketplace; variety of price points"}, {"id": "mai-20260917-1752-baseline|c196-m3|minimax-small|Wonolo", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Focus on immediate staffing needs; gig-style"}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Magnit (formerly PRO Unlimited/Workforce Logiq)", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited/Workforce Logiq)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with a 17.4% share, known for integrated direct sourcing and statement-of-work (SOW) management, and strong global coverage."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|SAP Fieldglass", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises already using SAP ecosystems (SuccessFactors, Ariba, S/4HANA)."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Beeline", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in analytics, direct sourcing, and total talent management."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Upwork Enterprise", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on freelance and project-based talent, with a 11.2% market share and rapid growth."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Fiverr Enterprise", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specializes in digital services and freelance talent"}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|TalentDesk", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for end-to-end management and payment of freelancers, contractors, and vendors."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Worksuite", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for established freelancer programs and program management."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Worksome", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Compliance-led contractor management, especially for regulated industries."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Deel", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Global employment platforms for hiring and managing contractors and full-time employees worldwide."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Remote", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Global employment platforms for hiring and managing contractors and full-time employees worldwide."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Enterprise-focused, with strong procurement and supplier management features."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|TalentNet", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SAP Fieldglass, Beeline, Magnit, Coupa, and TalentNet are geared toward large enterprises"}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|Wonolo", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Upwork, Fiverr, Wonolo, and VectorVMS are more suited to SMBs or specific use cases."}, {"id": "mai-20260917-1752-baseline|c196-m3|mistral-small|VectorVMS", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Upwork, Fiverr, Wonolo, and VectorVMS are more suited to SMBs or specific use cases."}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Magnit", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#1 market leader (17.4% share) | End-to-end MSP + VMS integration"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|SAP Fieldglass", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top 3 market share | Enterprise-grade, integrates with SAP ecosystem"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Beeline", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top 5 | Large global programs, mature VMS capabilities"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|TalentDesk", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast-growing company needing end-to-end contractor management → TalentDesk, Worksome"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|WorkMarket", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Governed contractor onboarding & workflow automation"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Worksome", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Compliance-led contractor management"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Deel", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global team needing payroll + compliance → Deel, Remote"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Remote", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Global employment + contractors"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Upwork Enterprise", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Access to freelance marketplace"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Procurement-tied spend control"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|VectorVMS", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Budget-conscious SMB → VectorVMS, SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|ADP", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HR/Payroll-first (Deel, Remote, ADP): Built for employment, extended to contractors"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Fiverr", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Freelance marketplace (Upwork, Fiverr): Talent access with enterprise overlays"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Ubeya", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ubeya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "High-volume shift staffing → Ubeya, Workforce.com"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Workforce.com", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "shift-based/high-volume staffing (Ubeya, Workforce.com)"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|Field Nation", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Industry-specific (e.g., Field Nation for on-site contractors)"}, {"id": "mai-20260917-1752-baseline|c196-m3|moonshot-small|SimplifyVMS", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Budget-conscious SMB → VectorVMS, SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-m3|openai-small|Beeline", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Beeline is positioned as a **best-of-breed, external-workforce-first platform**."}, {"id": "mai-20260917-1752-baseline|c196-m3|openai-small|SAP Fieldglass", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP Fieldglass is a long-standing enterprise VMS that is especially strong in **global compliance..."}, {"id": "mai-20260917-1752-baseline|c196-m3|openai-small|Workday VNDLY", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday VNDLY is Workday's VMS and is positioned to pair closely with **Workday HCM**"}, {"id": "mai-20260917-1752-baseline|c196-m3|openai-small|Magnit", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Magnit's VMS is described as a **configurable, cloud-based procure-to-pay platform**"}, {"id": "mai-20260917-1752-baseline|c196-m3|openai-small|SimplifyVMS", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SimplifyVMS is frequently grouped among the VMS leaders in analyst reports"}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|SAP Fieldglass", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Fieldglass** - Market leader; ~strong global coverage."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Beeline", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Beeline** - Strong in workflow governance and SOW (statement-of-work) management."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Magnit", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Magnit** (ex-PRO Unlimited) - Top market share (17%)"}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrated with procurement suites; audit-ready spend control."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Worksuite", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Worksuite** (ex-Beeline alternative in some lists) - Manager workflows and freelancer lifecycle tracking."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Workday VNDLY", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Workday VNDLY, Ivalua, VectorVMS, Provade."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Ivalua", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Workday VNDLY, Ivalua, VectorVMS, Provade."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|VectorVMS", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others: Workday VNDLY, Ivalua, VectorVMS, Provade."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Provade", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Provade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Workday VNDLY, Ivalua, VectorVMS, Provade."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Upwork", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Upwork** - Largest freelance marketplace; enterprise tier available."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Fiverr", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Fiverr** (Enterprise) - Gig-style services; quick for small projects."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Wonolo", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Wonolo** - On-demand staffing for frontline/hourly roles."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|TalentDesk/Worksome", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk/Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**TalentDesk/Worksome** - End-to-end freelancer pay/compliance."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Deel/Remote", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel/Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Deel/Remote** - Global contractors + EOR (Employer of Record)."}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Randstad", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Randstad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Traditional staffing firms like **Randstad** or **Manpower** provide contingent workers but aren't \"platforms\""}, {"id": "mai-20260917-1752-baseline|c196-m3|xai-small|Manpower", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Manpower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Traditional staffing firms like **Randstad** or **Manpower** provide contingent workers but aren't \"platforms\""}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Magnit (formerly PRO Unlimited)", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market Position: Market leader with the largest share of the contingent labor management market."}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|SAP Fieldglass", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Magnit or SAP Fieldglass if you are a large enterprise with complex staffing agency relationships"}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Beeline", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations that want a VMS-first solution with deep supplier relationship management capabilities."}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Ivalua", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Procurement-led organizations that want to treat contingent labor as a spend category"}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Deel", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Deel or Remote if you are hiring remote workers globally"}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Remote", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Similar to Deel, it focuses heavily on the \"Employer of Record\" model to ensure full compliance."}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Upwork Enterprise", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Core Differentiator: Marketplace-first."}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Worksome", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Worksome or Worksuite if you are hiring freelancers directly to fill project gaps"}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|Worksuite", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best For: Creative agencies, media brands, and publishers managing a large volume of freelance creatives."}, {"id": "mai-20260917-1752-baseline|c196-m3|zai-small|TalentDesk", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Core Differentiator: End-to-end management of freelancers and vendors."}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|SimpleVMS", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is typically **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|SAP Fieldglass", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional VMS platforms (like SAP Fieldglass or Levo) are designed for large enterprises ... carry six-figure price tags"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|Levo", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Levo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional VMS platforms (like SAP Fieldglass or Levo) ... carry six-figure price tags plus implementation costs"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|BountyJobs", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "BountyJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BountyJobs** is frequently recommended as a cost-effective alternative"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|Asana", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use **Asana** or **Trello** to track who has been hired"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|Trello", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use **Asana** or **Trello** to track who has been hired"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|Ramp", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use **Ramp** or **QuickBooks Online**. While these are accounting/payment tools, not VMS"}, {"id": "mai-20260917-1752-baseline|c196-m4|alibaba-small|QuickBooks Online", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use **Ramp** or **QuickBooks Online**. While these are accounting/payment tools, not VMS"}, {"id": "mai-20260917-1752-baseline|c196-m4|anthropic-small|Beeline Professional", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend evaluating Beeline Professional first, as it's explicitly marketed for mid-market affordability"}, {"id": "mai-20260917-1752-baseline|c196-m4|anthropic-small|Worksuite", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksuite is best for mid-market companies managing freelancer and vendor programs."}, {"id": "mai-20260917-1752-baseline|c196-m4|anthropic-small|Conexis VMS", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed by solutions like Conexis or VectorVMS that emphasize ease of implementation and cost-effectiveness"}, {"id": "mai-20260917-1752-baseline|c196-m4|anthropic-small|VectorVMS", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "VectorVMS is quick to implement, easy to use, and flexible to conform to your workflows."}, {"id": "mai-20260917-1752-baseline|c196-m4|anthropic-small|RemoFirst", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RemoFirst offers an easy-to-use platform to onboard, manage, and pay contractors in 150+ countries"}, {"id": "mai-20260917-1752-baseline|c196-m4|challenger-small|SimpleVMS", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical choice is usually **SimpleVMS** if your contingent program is relatively small"}, {"id": "mai-20260917-1752-baseline|c196-m4|challenger-small|Magnit", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Magnit** is the stronger mid-market option according to one comparison"}, {"id": "mai-20260917-1752-baseline|c196-m4|challenger-small|SAP Fieldglass", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally not the best fit for a limited budget because their pricing is typically quote-based and enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c196-m4|challenger-small|Beeline", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally not the best fit for a limited budget because their pricing is typically quote-based and enterprise-oriented"}, {"id": "mai-20260917-1752-baseline|c196-m4|challenger-small|TalentDesk", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Need freelancer + contractor + vendor payments in one tool:** **TalentDesk**"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|SimpleVMS", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is arguably the single best choice if your budget is essentially $0 and you work with staffing agencies."}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|Conexis VMS", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget-friendly mid-market option"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|Ramp", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these are **not true VMS platforms** for contingent worker solutions"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|QuickBooks", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "QuickBooks Online (~$19/month) can handle basic vendor and payment management — but these are **not true VMS platforms**"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|SAP Fieldglass", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "typically **quote-only and aimed at large global programs** — they're usually not cost-effective for a budget-constrained company"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|Magnit", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "usually not cost-effective for a budget-constrained company"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|SimplifyVMS", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "usually not cost-effective for a budget-constrained company"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|Beeline", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "usually not cost-effective for a budget-constrained company"}, {"id": "mai-20260917-1752-baseline|c196-m4|deepseek-small|VNDLY/Workday", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VNDLY/Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "usually not cost-effective for a budget-constrained company"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|SimpleVMS", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleVMS (Best Overall for Zero-Budget Programs)"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|VectorVMS", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VectorVMS (Best for Self-Service Mid-Market Programs)"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|Conexis VMS", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Conexis is one of the easiest tools to deploy"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|TalentDesk", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentDesk (Best for Low-Cost Global Contractor Compliance & Pay)"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|Worksuite", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worksuite is highly customizable without requiring costly custom coding"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|SAP Fieldglass", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid legacy enterprise VMS platforms like SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|Beeline", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid legacy enterprise VMS platforms like **SAP Fieldglass**, **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-m4|google-small|Workday VNDLY", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid legacy enterprise VMS platforms like ... **Workday VNDLY**"}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|TalentDesk", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a company with a limited budget is TalentDesk"}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|Worksuite", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other leading options include Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline."}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|Worksome", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other leading options include Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline."}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|Deel", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other leading options include Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline."}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|Remote", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other leading options include Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline."}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|SAP Fieldglass", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other leading options include Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline."}, {"id": "mai-20260917-1752-baseline|c196-m4|meta-small|Beeline", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other leading options include Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline."}, {"id": "mai-20260917-1752-baseline|c196-m4|minimax-small|SimpleVMS", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **SimpleVMS** or **VectorVMS** as they specifically address contingent workforce management without enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c196-m4|minimax-small|VectorVMS", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **SimpleVMS** or **VectorVMS** as they specifically address contingent workforce management without enterprise pricing"}, {"id": "mai-20260917-1752-baseline|c196-m4|minimax-small|Field Nation", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Field Nation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Tight budgets with fast on-site contractor fulfillment"}, {"id": "mai-20260917-1752-baseline|c196-m4|minimax-small|Connecteam", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Connecteam** offers excellent value at $29/month"}, {"id": "mai-20260917-1752-baseline|c196-m4|minimax-small|QuickBooks Online", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(if you need basic vendor management) ... Budget-friendly if you need basic vendor management alongside accounting"}, {"id": "mai-20260917-1752-baseline|c196-m4|mistral-small|SimpleVMS", "prompt": "c196-m4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-friendly and straightforward solution, **SimpleVMS** is likely your best bet"}, {"id": "mai-20260917-1752-baseline|c196-m4|mistral-small|Beeline", "prompt": "c196-m4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced features and can negotiate based on spend, **Beeline** is also worth considering."}, {"id": "mai-20260917-1752-baseline|c196-m4|mistral-small|Conexis VMS", "prompt": "c196-m4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed by **Conexis VMS** if you want free setup and flexible pricing"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|SimpleVMS", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** is the clear winner because:\n- It's completely free to your company"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|VectorVMS", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**VectorVMS** offers a good middle ground between affordability and functionality"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|Field Nation", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Field Nation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tight Budgets & Fast Deployment"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|SAP Fieldglass", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid (Too Expensive for Limited Budgets) ... Enterprise-only, quote-based pricing"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|Beeline", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... Transaction-based fees ($25–$75/worker/month)"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|Magnit", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid ... Enterprise-focused"}, {"id": "mai-20260917-1752-baseline|c196-m4|moonshot-small|SimplifyVMS", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... Fortune 500 oriented"}, {"id": "mai-20260917-1752-baseline|c196-m4|openai-small|SimpleVMS", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **SimpleVMS** if you want a true contingent-worker vendor management system"}, {"id": "mai-20260917-1752-baseline|c196-m4|openai-small|Vendorapp", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Vendorapp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vendorapp** is the most budget-friendly option I found with publicly listed pricing"}, {"id": "mai-20260917-1752-baseline|c196-m4|openai-small|symplr Contingent Talent Management", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "symplr Contingent Talent Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be better functionally, but pricing is quote-based and likely less budget-friendly"}, {"id": "mai-20260917-1752-baseline|c196-m4|xai-small|SimpleVMS", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleVMS stands out as the best vendor management system (VMS) for contingent workers on a limited budget."}, {"id": "mai-20260917-1752-baseline|c196-m4|xai-small|VectorVMS", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VectorVMS is a solid low-cost runner-up"}, {"id": "mai-20260917-1752-baseline|c196-m4|xai-small|Connecteam", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more general workforce management—better for deskless/field teams than pure VMS contingent staffing"}, {"id": "mai-20260917-1752-baseline|c196-m4|xai-small|SAP Fieldglass", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise options like SAP Fieldglass or Beeline are **not recommended** for limited budgets"}, {"id": "mai-20260917-1752-baseline|c196-m4|xai-small|Beeline", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise options like SAP Fieldglass or Beeline are **not recommended** for limited budgets"}, {"id": "mai-20260917-1752-baseline|c196-m4|zai-small|SimpleVMS", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most realistic option is **SimpleVMS**. It's the only VMS that is genuinely free for your company"}, {"id": "mai-20260917-1752-baseline|c196-m4|zai-small|Precoro", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** is a strong low‑cost alternative, but expect fewer contingent‑worker‑specific features"}, {"id": "mai-20260917-1752-baseline|c196-m4|zai-small|Zapro AI", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Zapro AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zapro AI:** Starts around $699/month; provides full vendor lifecycle management and AI invoice matching."}, {"id": "mai-20260917-1752-baseline|c196-m4|zai-small|Procurify", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Procurify:** $12–$39/user/month; strong mid‑market P2P platform with good usability."}, {"id": "mai-20260917-1752-baseline|c196-m4|zai-small|Kissflow Procurement", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Kissflow Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kissflow Procurement:** Around $690/month; no‑code workflow builder."}, {"id": "mai-20260917-1752-baseline|c196-m4|zai-small|Gatekeeper", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gatekeeper:** Around $1,245/month; focused on contract‑heavy vendor management."}, {"id": "mai-20260917-1752-baseline|c196-m5|deepseek-small|SAP Fieldglass", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like **SAP Fieldglass** and **Beeline** are powerful but carry implementation complexity and pricing that often price out mid-market buyers."}, {"id": "mai-20260917-1752-baseline|c196-m5|deepseek-small|Beeline", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but carry implementation complexity and pricing that often price out mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-m5|deepseek-small|Magnit", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better-fit options commonly cited for your size include **Magnit, SimplifyVMS, VNDLY, and Conexis**."}, {"id": "mai-20260917-1752-baseline|c196-m5|deepseek-small|SimplifyVMS", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better-fit options commonly cited for your size include **Magnit, SimplifyVMS, VNDLY, and Conexis**."}, {"id": "mai-20260917-1752-baseline|c196-m5|deepseek-small|VNDLY", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better-fit options commonly cited for your size include **Magnit, SimplifyVMS, VNDLY, and Conexis**."}, {"id": "mai-20260917-1752-baseline|c196-m5|deepseek-small|Conexis", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better-fit options commonly cited for your size include **Magnit, SimplifyVMS, VNDLY, and Conexis**."}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|SAP Fieldglass", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade Vendor Management Systems (VMS) like SAP Fieldglass or Beeline are often overkill"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Beeline", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like SAP Fieldglass or Beeline are often overkill**. They are too expensive"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Workday VNDLY", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday VNDLY:** Highly scalable, modern, and integrates seamlessly if you are already using Workday"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|SimplifyVMS", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market favorites built specifically to give enterprise-level visibility without the enterprise price tag"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|VectorVMS", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SimplifyVMS or VectorVMS:** Mid-market favorites"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Prosperix", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Prosperix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for mid-market programs, combining a VMS with a built-in network of recruiters"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|WorkSuite", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "WorkSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for managing direct-hire freelancers, handling onboarding, compliance, and payments globally"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Bubty", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Bubty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focuses heavily on helping mid-sized companies build and manage their own internal freelance talent pools"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Deel", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel, Rippling, or Oyster:** If your \"contingent workers\" are primarily remote, global, direct-hire"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Rippling", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "these platforms are highly automated, rapidly deployed, and handle local compliance perfectly"}, {"id": "mai-20260917-1752-baseline|c196-m5|google-small|Oyster", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Deel, Rippling, or Oyster"}, {"id": "mai-20260917-1752-baseline|c196-m5|meta-small|VNDLY", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vendors in this space include VNDLY, Matrix Workforce, Magnit, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-m5|meta-small|Matrix Workforce", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Matrix Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top vendors in this space include VNDLY, Matrix Workforce, Magnit, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-m5|meta-small|Magnit", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top vendors in this space include VNDLY, Matrix Workforce, Magnit, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-m5|meta-small|SimplifyVMS", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top vendors in this space include VNDLY, Matrix Workforce, Magnit, and SimplifyVMS."}, {"id": "mai-20260917-1752-baseline|c196-m5|minimax-small|SAP Fieldglass", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top VMS Providers to Consider\n- **SAP Fieldglass**"}, {"id": "mai-20260917-1752-baseline|c196-m5|minimax-small|Beeline", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-m5|minimax-small|Coupa Workforce", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Coupa Workforce**"}, {"id": "mai-20260917-1752-baseline|c196-m5|minimax-small|ProcureThink", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "ProcureThink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **ProcureThink** (if seeking mid-market fit)"}, {"id": "mai-20260917-1752-baseline|c196-m5|minimax-small|Workspend", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workspend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Workspend**"}, {"id": "mai-20260917-1752-baseline|c196-m5|mistral-small|Beeline", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research top VMS providers (e.g., Beeline, Coupa, IQVIA, SAP Fieldglass, Workday VNDLY, Upwork Enterprise)"}, {"id": "mai-20260917-1752-baseline|c196-m5|mistral-small|Coupa", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research top VMS providers (e.g., Beeline, Coupa, IQVIA, SAP Fieldglass, Workday VNDLY, Upwork Enterprise)"}, {"id": "mai-20260917-1752-baseline|c196-m5|mistral-small|IQVIA", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "IQVIA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research top VMS providers (e.g., Beeline, Coupa, IQVIA, SAP Fieldglass, Workday VNDLY, Upwork Enterprise)"}, {"id": "mai-20260917-1752-baseline|c196-m5|mistral-small|SAP Fieldglass", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research top VMS providers (e.g., Beeline, Coupa, IQVIA, SAP Fieldglass, Workday VNDLY, Upwork Enterprise)"}, {"id": "mai-20260917-1752-baseline|c196-m5|mistral-small|Workday VNDLY", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research top VMS providers (e.g., ... Workday VNDLY, Upwork Enterprise)"}, {"id": "mai-20260917-1752-baseline|c196-m5|mistral-small|Upwork Enterprise", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Research top VMS providers (e.g., ... Upwork Enterprise)"}, {"id": "mai-20260917-1752-baseline|c196-m5|moonshot-small|SimpleVMS", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SimpleVMS** | Small to mid-market programs | Transparent pricing, easy implementation, subscription model"}, {"id": "mai-20260917-1752-baseline|c196-m5|moonshot-small|VectorVMS", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**VectorVMS** | Mid-market contingent workforce | Mid-market fit, ease of use, flexible deployment"}, {"id": "mai-20260917-1752-baseline|c196-m5|moonshot-small|Worksuite", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Worksuite** | Freelancer + vendor programs"}, {"id": "mai-20260917-1752-baseline|c196-m5|moonshot-small|Beeline", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Beeline** | Mid-market to enterprise | Strong visibility, good for growing programs"}, {"id": "mai-20260917-1752-baseline|c196-m5|moonshot-small|VNDLY (Workday)", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**VNDLY (Workday)** | Workday HCM users | Deep integration with Workday ecosystem"}, {"id": "mai-20260917-1752-baseline|c196-m5|moonshot-small|SAP Fieldglass", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Enterprise-Heavy Solutions**: SAP Fieldglass and some large enterprise VMS platforms may have \"implementation complexity and cost structures that price out most mid-market buyers\""}, {"id": "mai-20260917-1752-baseline|c196-m5|xai-small|Beeline", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for mid-size include Beeline, VectorVMS, Fieldglass (SAP), Magnit, or SimplifyVMS—demo with your real workflows."}, {"id": "mai-20260917-1752-baseline|c196-m5|xai-small|VectorVMS", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular for mid-size include Beeline, VectorVMS, Fieldglass (SAP), Magnit, or SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-m5|xai-small|Fieldglass (SAP)", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fieldglass (SAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular for mid-size include Beeline, VectorVMS, Fieldglass (SAP), Magnit, or SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-m5|xai-small|Magnit", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular for mid-size include Beeline, VectorVMS, Fieldglass (SAP), Magnit, or SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-m5|xai-small|SimplifyVMS", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for mid-size include Beeline, VectorVMS, Fieldglass (SAP), Magnit, or SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-m6|alibaba-small|SAP Fieldglass", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Market Leader, but High Friction ... users frequently report significant operational friction that can lead to low adoption rates."}, {"id": "mai-20260917-1752-baseline|c196-m6|alibaba-small|VectorVMS", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mid-Market Focus, Scalability Concerns ... faces criticism when organizations grow rapidly."}, {"id": "mai-20260917-1752-baseline|c196-m6|alibaba-small|Workday", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "basic HR suites (like older versions of Workday, Oracle HCM, or generic Applicant Tracking Systems) designed only for direct employees ... Inadequate for Governance"}, {"id": "mai-20260917-1752-baseline|c196-m6|alibaba-small|Oracle HCM", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "basic HR suites (like older versions of Workday, Oracle HCM ...) designed only for direct employees ... Lack of Spend Controls ... Compliance Risks"}, {"id": "mai-20260917-1752-baseline|c196-m6|anthropic-small|Qwick", "prompt": "c196-m6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Qwick", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Qwick, Instawork, and Tend have faced lawsuits alleging misclassification of workers as independent contractors"}, {"id": "mai-20260917-1752-baseline|c196-m6|anthropic-small|Instawork", "prompt": "c196-m6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instawork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Qwick, Instawork, and Tend have faced lawsuits alleging misclassification of workers as independent contractors"}, {"id": "mai-20260917-1752-baseline|c196-m6|anthropic-small|Tend", "prompt": "c196-m6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Tend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Qwick, Instawork, and Tend have faced lawsuits alleging misclassification of workers as independent contractors"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|WorkMarket", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **vendor-by-vendor caution list** for platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|Workday VNDLY", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|SAP Fieldglass", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|Beeline", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|Magnit", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|Worksuite", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|VectorVMS", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|challenger-small|SimpleVMS", "prompt": "c196-m6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like **WorkMarket, Workday VNDLY, SAP Fieldglass, Beeline, Magnit, Worksuite, VectorVMS, and SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Uber", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "identified **seven companies** it says systematically misclassify workers, pay below minimum wage in some cases, and use opaque algorithms"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Lyft", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Lyft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "systematically misclassify workers, pay below minimum wage in some cases, and use opaque algorithms: **Uber, Lyft, DoorDash..."}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|DoorDash", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These companies also faced $1.2+ billion in class-action recoveries in 2024 (wage theft, misclassification, tip theft)"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Instacart", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms facing serious worker complaints ... Uber, Lyft, DoorDash, Instacart, Shipt, Favor, and Amazon Flex"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Shipt", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Shipt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Uber, Lyft, DoorDash, Instacart, Shipt, Favor, and Amazon Flex"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Favor", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Favor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Uber, Lyft, DoorDash, Instacart, Shipt, Favor, and Amazon Flex"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Amazon Flex", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Uber, Lyft, DoorDash, Instacart, Shipt, Favor, and Amazon Flex"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Wonolo", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Wonolo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Wonolo has notably poor scores: **BBB: ~1.3/5** ... Recurring complaints: **withheld/missing pay**"}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Upwork", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "It's still one of the largest legit platforms, just vet clients carefully."}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Fiverr", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "20% fee; many Trustpilot reviewers complain about customer support, locked accounts, and scam \"buyers.\""}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Truelancer", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Truelancer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Truelancer especially has an F-rating reputation on complaint boards."}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Freelancer", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Repeated complaints about payment withholding, poor dispute protection, and scam clients."}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Microworkers", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Microworkers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "\"Poor\" (~2.4/5) on Trustpilot; complaints about underpaid tasks, delayed pay, and occasional suspicious task requests."}, {"id": "mai-20260917-1752-baseline|c196-m6|deepseek-small|Handshake AI", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Handshake AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "A newer, red-flag case: contractors report **accounts suspended and pay withheld** ($1,000s each)"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Deel", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deel (Approach with Compliance Caution)"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Papaya Global", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "These platforms (such as Deel, Papaya Global, Remote, and Rippling) are designed to help you hire and pay international contractors"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Remote", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Deel, Papaya Global, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Rippling", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Deel, Papaya Global, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Upwork", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Upwork & Fiverr (Beware of \"Platform Lock-In\" & Quality Dilution)"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Fiverr", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Upwork & Fiverr (Beware of \"Platform Lock-In\" & Quality Dilution)"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Freelancer.com", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "It is generally not recommended for professional enterprise use."}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Toptal", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look toward curated marketplaces (like Toptal or MarketerHire) that pre-vet candidates"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|MarketerHire", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "MarketerHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "curated marketplaces (like Toptal or MarketerHire) that pre-vet candidates"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Field Nation", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Field Nation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Field Nation & WorkMarket (Vetting & Dispersed Accountability)"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|WorkMarket (by ADP)", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they take a relatively hands-off approach to dispute resolution"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|SAP Fieldglass", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "a VMS (like older implementations of SAP Fieldglass or Beeline)... notorious for having clunky, outdated user interfaces"}, {"id": "mai-20260917-1752-baseline|c196-m6|google-small|Beeline", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "like older implementations of SAP Fieldglass or Beeline... notorious for having clunky, outdated user interfaces"}, {"id": "mai-20260917-1752-baseline|c196-m6|meta-small|Magnit", "prompt": "c196-m6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Magnit** (formerly PRO Unlimited): Best for enterprise direct sourcing and SOW management."}, {"id": "mai-20260917-1752-baseline|c196-m6|meta-small|SimplifyVMS", "prompt": "c196-m6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SimplifyVMS**: Suitable for large-scale and Fortune 500 enterprise programs."}, {"id": "mai-20260917-1752-baseline|c196-m6|meta-small|VNDLY (Workday)", "prompt": "c196-m6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**VNDLY (Workday)**: Ideal for Workday-native enterprises."}, {"id": "mai-20260917-1752-baseline|c196-m6|meta-small|SAP Fieldglass", "prompt": "c196-m6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Fieldglass**: Best for large global SAP environments."}, {"id": "mai-20260917-1752-baseline|c196-m6|meta-small|Beeline", "prompt": "c196-m6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Beeline**: Suitable for global enterprise programs."}, {"id": "mai-20260917-1752-baseline|c196-m6|meta-small|SimpleVMS", "prompt": "c196-m6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SimpleVMS**: Ideal for small to mid-market programs."}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Uber", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Uber** - Multiple lawsuits over worker misclassification, wage theft, and tip stealing"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Lyft", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Lyft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Lyft** - Similar lawsuits regarding worker classification and pay issues"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|DoorDash", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**DoorDash** - Lawsuits over tip stealing and misclassification"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Instacart", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Instacart** - Multiple lawsuits regarding pay and classification"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Postmates", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Postmates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Postmates** - Acquired by Uber, faced similar issues"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Grubhub", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Grubhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Grubhub** - Legal challenges over worker classification"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Handy", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Handy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Handy** - Lawsuits over wage theft and classification issues"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Outlier AI (Scale AI)", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Outlier AI (Scale AI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Multiple class action lawsuits for worker misclassification"}, {"id": "mai-20260917-1752-baseline|c196-m6|minimax-small|Amazon DSP (Delivery Service Partner) Program", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon DSP (Delivery Service Partner) Program", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Multiple lawsuits from delivery partners - Reports of crippling debt and financial losses"}, {"id": "mai-20260917-1752-baseline|c196-m6|mistral-small|SAP Fieldglass", "prompt": "c196-m6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some enterprise-focused VMS platforms, such as SAP Fieldglass and Beeline, are powerful but come with high implementation complexity and cost structures that may be prohibitive for mid-market buyers."}, {"id": "mai-20260917-1752-baseline|c196-m6|mistral-small|Beeline", "prompt": "c196-m6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as SAP Fieldglass and Beeline, are powerful but come with high implementation complexity and cost structures that may be prohibitive for mid-market buyers"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Amazon Mechanical Turk (MTurk)", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon Mechanical Turk (MTurk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you're using it for supplemental income with no time pressure"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Uber", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict:** Use cautiously—treat as supplementary income only"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Lyft", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Lyft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** Use cautiously—treat as supplementary income only"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|DoorDash", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** Use cautiously—treat as supplementary income only"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Instacart", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Use cautiously—treat as supplementary income only"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Amazon Flex", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Verdict:** Use cautiously—treat as supplementary income only"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Shipt", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Shipt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict:** Use cautiously—treat as supplementary income only"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Upwork", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High fees (20% on Upwork for first $500), payment protection gaps, prevalent scams"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Fiverr", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "MODERATE-HIGH RISK: Platforms with Significant Complaints ... Freelance Marketplaces (Upwork, Fiverr, Freelancer.com)"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Freelancer.com", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Usable with strict adherence to platform protocols; never work off-platform"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Staffline Group (UK)", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Staffline Group (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "1.2/5 Trustpilot rating; complaints of hostile management, lack of support, dismissals during sick leave"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Randstad", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Randstad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Reports of unprofessional behavior, empty promises, ignored communications, racist treatment"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Coople", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Coople", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Fake job postings, arbitrary interview rejections, random job assignments not based on experience"}, {"id": "mai-20260917-1752-baseline|c196-m6|moonshot-small|Staffing Match", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Staffing Match", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Serious allegations including violent, racist, misogynistic behavior by ownership"}, {"id": "mai-20260917-1752-baseline|c196-m6|openai-small|WorkMarket", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "specific platforms like **WorkMarket, Upwork Enterprise, Magnit, Beeline, MBO, Fieldglass, and SAP/Oracle-adjacent options**"}, {"id": "mai-20260917-1752-baseline|c196-m6|openai-small|Upwork Enterprise", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific platforms like **WorkMarket, Upwork Enterprise, Magnit, Beeline, MBO, Fieldglass, and SAP/Oracle-adjacent options**"}, {"id": "mai-20260917-1752-baseline|c196-m6|openai-small|Magnit", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific platforms like **WorkMarket, Upwork Enterprise, Magnit, Beeline, MBO, Fieldglass, and SAP/Oracle-adjacent options**"}, {"id": "mai-20260917-1752-baseline|c196-m6|openai-small|Beeline", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific platforms like **WorkMarket, Upwork Enterprise, Magnit, Beeline, MBO, Fieldglass, and SAP/Oracle-adjacent options**"}, {"id": "mai-20260917-1752-baseline|c196-m6|openai-small|MBO", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "MBO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific platforms like **WorkMarket, Upwork Enterprise, Magnit, Beeline, MBO, Fieldglass, and SAP/Oracle-adjacent options**"}, {"id": "mai-20260917-1752-baseline|c196-m6|openai-small|Fieldglass", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific platforms like **WorkMarket, Upwork Enterprise, Magnit, Beeline, MBO, Fieldglass, and SAP/Oracle-adjacent options**"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|Job&Talent", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Job&Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with the following contingent workforce platforms... Job&Talent: Frequent reports of poor customer service, unresponsive support, payment delays"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|Robert Half", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Robert Half", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Common issues include ghosting by recruiters, poor communication, misleading job listings, lack of follow-up, delayed payments/payroll, and legal complaints"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|ManpowerGroup", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "ManpowerGroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Criticisms focus on treating temps as \"second-class\" employees, low pay, poor advocacy for workers, sudden terminations"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|CXC Global", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Contractor complaints about payment delays, missing expenses, slow issue resolution, outdated portals"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|SAP Fieldglass", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prefer highly rated VMS/MSPs like SAP Fieldglass, Beeline, or Magnit (4.5+ on G2, enterprise-focused with fewer complaints)"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|Beeline", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prefer highly rated VMS/MSPs like SAP Fieldglass, Beeline, or Magnit"}, {"id": "mai-20260917-1752-baseline|c196-m6|xai-small|Magnit", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prefer highly rated VMS/MSPs like SAP Fieldglass, Beeline, or Magnit"}, {"id": "mai-20260917-1752-baseline|c196-m6|zai-small|SAP Fieldglass", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: While it is the market leader, many users report that it is complex and difficult to use."}, {"id": "mai-20260917-1752-baseline|c196-m6|zai-small|Magnit", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often criticized for its user experience... Trustpilot score is notably low (around 1.9/5)"}, {"id": "mai-20260917-1752-baseline|c196-m6|zai-small|Bullhorn", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often cited as having significant performance issues"}, {"id": "mai-20260917-1752-baseline|c196-m6|zai-small|Worksuite", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reviews of platforms like \"Worksuite\" often highlight a **non-intuitive interface**."}, {"id": "mai-20260917-1752-baseline|c196-m6|zai-small|Upwork", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Business users often complain about **high service fees** (which can exceed 23%)"}, {"id": "mai-20260917-1752-baseline|c196-s1|alibaba-small|SAP Fieldglass", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoids the steep implementation costs and complexity of enterprise solutions (like SAP Fieldglass or Beeline)"}, {"id": "mai-20260917-1752-baseline|c196-s1|alibaba-small|Beeline", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoids the steep implementation costs and complexity of enterprise solutions (like SAP Fieldglass or Beeline)"}, {"id": "mai-20260917-1752-baseline|c196-s1|alibaba-small|SimpleVMS", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall: **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-s1|alibaba-small|Conexis", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Conexis is a strong alternative"}, {"id": "mai-20260917-1752-baseline|c196-s1|alibaba-small|BountyJobs", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "BountyJobs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Low-Cost Requisition Routing: **BountyJobs**"}, {"id": "mai-20260917-1752-baseline|c196-s1|anthropic-small|SimpleVMS", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small B2B companies with limited budgets and implementation resources, **SimpleVMS** may be the best starting point due to its vendor-funded pricing model"}, {"id": "mai-20260917-1752-baseline|c196-s1|anthropic-small|Conexis", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Conexis** is worth evaluating if you want mid-market capabilities without enterprise-level complexity"}, {"id": "mai-20260917-1752-baseline|c196-s1|anthropic-small|SAP Fieldglass", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the setup and integration process can be quite time-consuming, and many users find implementing the platform without prior experience isn't straightforward"}, {"id": "mai-20260917-1752-baseline|c196-s1|challenger-small|TalentDesk", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentDesk** is the strongest choice ... choose TalentDesk**"}, {"id": "mai-20260917-1752-baseline|c196-s1|challenger-small|SimpleVMS", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SimpleVMS** is the better pick if your priority is a more straightforward, mid-market-friendly system"}, {"id": "mai-20260917-1752-baseline|c196-s1|challenger-small|SAP Fieldglass", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned for mature enterprise contingent workforce programs and are likely more complex than a small company needs"}, {"id": "mai-20260917-1752-baseline|c196-s1|challenger-small|Beeline", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned for mature enterprise contingent workforce programs and are likely more complex than a small company needs"}, {"id": "mai-20260917-1752-baseline|c196-s1|deepseek-small|SimpleVMS", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-s1|deepseek-small|Conexis VMS", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Conexis VMS** is a solid second option"}, {"id": "mai-20260917-1752-baseline|c196-s1|deepseek-small|VectorVMS", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMBs wanting configurable requisition-to-onboarding control"}, {"id": "mai-20260917-1752-baseline|c196-s1|deepseek-small|Beeline", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tools like SAP Fieldglass and Beeline are built for large, mature programs and are overkill (and expensive) for a small B2B company."}, {"id": "mai-20260917-1752-baseline|c196-s1|deepseek-small|SAP Fieldglass", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-scale programs (likely overkill for small B2B)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|SAP Fieldglass", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional, enterprise-grade Vendor Management Systems (VMS) like SAP Fieldglass, Beeline, or Magnit are usually a poor fit"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Beeline", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like SAP Fieldglass, Beeline, or Magnit are usually a poor fit"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Magnit", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like SAP Fieldglass, Beeline, or Magnit are usually a poor fit"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Conexis VMS", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**1. Conexis VMS** (Best SMB-Specific VMS)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|SimpleVMS", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SimpleVMS** (Runner-up for Agency Management)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|TalentDesk", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TalentDesk** (Best Overall for Direct Freelancers & Agencies)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Worksuite", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Worksuite** (Best for Custom Workflows & Onboarding)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Deel", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deel or Rippling** (Best Global Contractor & Payroll Hybrid)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Rippling", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel or Rippling** (Best Global Contractor & Payroll Hybrid)"}, {"id": "mai-20260917-1752-baseline|c196-s1|google-small|Plane", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Plane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Plane** (Best Budget-Friendly Option)"}, {"id": "mai-20260917-1752-baseline|c196-s1|meta-small|SAP Fieldglass", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a small B2B company is SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-s1|meta-small|Beeline", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Beeline, Magnit, and SimpleVMS, which are also suitable for small to mid-market programs."}, {"id": "mai-20260917-1752-baseline|c196-s1|meta-small|Magnit", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Beeline, Magnit, and SimpleVMS, which are also suitable for small to mid-market programs."}, {"id": "mai-20260917-1752-baseline|c196-s1|meta-small|SimpleVMS", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Beeline, Magnit, and SimpleVMS, which are also suitable for small to mid-market programs."}, {"id": "mai-20260917-1752-baseline|c196-s1|minimax-small|SimpleVMS", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a limited budget and need a straightforward solution, SimpleVMS is a great place to start."}, {"id": "mai-20260917-1752-baseline|c196-s1|minimax-small|Conexis", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Conexis is another excellent option for small businesses."}, {"id": "mai-20260917-1752-baseline|c196-s1|minimax-small|Beeline", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "needs robust functionality but may be more expensive"}, {"id": "mai-20260917-1752-baseline|c196-s1|minimax-small|SAP Fieldglass", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill for a small B2B company due to its complexity and cost"}, {"id": "mai-20260917-1752-baseline|c196-s1|minimax-small|Magnit", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically quote-only and may be more suitable for mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline|c196-s1|mistral-small|SAP Fieldglass", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "It's robust but may be more suited for companies with complex needs or growth plans."}, {"id": "mai-20260917-1752-baseline|c196-s1|mistral-small|SimpleVMS", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SimpleVMS** and **Conexis** are often the most practical choices due to their scalability, ease of use, and transparent pricing."}, {"id": "mai-20260917-1752-baseline|c196-s1|mistral-small|Conexis", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**SimpleVMS** and **Conexis** are often the most practical choices"}, {"id": "mai-20260917-1752-baseline|c196-s1|mistral-small|Beeline", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited as a strong independent alternative to SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|SimpleVMS", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** – Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|VectorVMS", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider VectorVMS** if you need more workflow customization"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|Connecteam", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Look at Connecteam** only if budget is extremely tight and you have field-based contingent workers"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|SAP Fieldglass", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise Solutions to Avoid ... Enterprise-only, custom pricing, 6-12 month implementation"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|Beeline", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "$80K-$400K+ annually, complex implementation (4-9 months), designed for large enterprises"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|Workday VNDLY", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise Solutions to Avoid ... mid-to-large enterprise focus"}, {"id": "mai-20260917-1752-baseline|c196-s1|moonshot-small|Magnit", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise direct sourcing + SOW focus, quote-only pricing"}, {"id": "mai-20260917-1752-baseline|c196-s1|openai-small|Worksome", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small companies:** **Worksome**"}, {"id": "mai-20260917-1752-baseline|c196-s1|openai-small|Beeline Professional", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need a more traditional VMS:** **Beeline Professional**"}, {"id": "mai-20260917-1752-baseline|c196-s1|openai-small|SAP Fieldglass", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "excellent for large, complex workforce programs, but they're usually more than a small B2B company needs at first"}, {"id": "mai-20260917-1752-baseline|c196-s1|openai-small|Magnit", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent for large, complex workforce programs, but they're usually more than a small B2B company needs at first"}, {"id": "mai-20260917-1752-baseline|c196-s1|xai-small|SimpleVMS", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleVMS stands out as the best vendor management system (VMS) for contingent workers in a small B2B company."}, {"id": "mai-20260917-1752-baseline|c196-s1|xai-small|SAP Fieldglass", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise giants like SAP Fieldglass or Beeline (which are complex, quote-only, and often too pricey/implementation-heavy for SMBs)"}, {"id": "mai-20260917-1752-baseline|c196-s1|xai-small|Beeline", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise tools like Beeline/Fielglass are overkill unless you're scaling fast."}, {"id": "mai-20260917-1752-baseline|c196-s1|xai-small|VectorVMS", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Configurable workflows, compliance-focused SMBs ... Easy implementation, cost control"}, {"id": "mai-20260917-1752-baseline|c196-s1|xai-small|Conexis VMS", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very small teams, streamlined payments/tracking ... Intuitive, fast support"}, {"id": "mai-20260917-1752-baseline|c196-s1|xai-small|SimplifyVMS", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growing SMBs needing SOW/direct sourcing ... Enterprise-leaning, less SMB-specific"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|SimpleVMS", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** (overall #1 for SMBs)"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|TalentDesk", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you need to manage and pay external workers end‑to‑end"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|VectorVMS", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong mid‑market option with core VMS functionality at a reasonable price."}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Coupa Contingent Workforce", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Coupa and want deep integration with your procurement stack."}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Beeline", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise‑only solutions like SAP Fieldglass or Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|SAP Fieldglass", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise‑only solutions like SAP Fieldglass or Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Magnit", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise‑grade and not built for simple, small programs"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Connecteam", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Roughly **$99–$500 per month** (e.g., Connecteam, Tradogram Essentials, Zapro Spark, Precoro Core)"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Tradogram Essentials", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Tradogram Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(e.g., Connecteam, Tradogram Essentials, Zapro Spark, Precoro Core)"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Zapro Spark", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Zapro Spark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "(e.g., Connecteam, Tradogram Essentials, Zapro Spark, Precoro Core)"}, {"id": "mai-20260917-1752-baseline|c196-s1|zai-small|Precoro Core", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Precoro Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(e.g., Connecteam, Tradogram Essentials, Zapro Spark, Precoro Core)"}, {"id": "mai-20260917-1752-baseline|c196-s2|alibaba-small|Bonsai", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Bonsai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bonsai is widely considered the gold standard for small B2B agencies"}, {"id": "mai-20260917-1752-baseline|c196-s2|alibaba-small|YunoJuno", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose YunoJuno if you need ironclad legal protection regarding intellectual property."}, {"id": "mai-20260917-1752-baseline|c196-s2|alibaba-small|Deel", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Deel if your team is international."}, {"id": "mai-20260917-1752-baseline|c196-s2|anthropic-small|Upwork", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upwork is a strong fit for small to mid-sized businesses and startups... Upwork offers the broadest talent pool"}, {"id": "mai-20260917-1752-baseline|c196-s2|anthropic-small|TalentDesk", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentDesk and Worksome provide more specialized contractor management features"}, {"id": "mai-20260917-1752-baseline|c196-s2|anthropic-small|Worksome", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worksome excels in freelance talent management"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|TalentDesk", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentDesk** as the best fit in most cases"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|Upwork", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upwork** is better if your biggest need is simply finding and hiring talent quickly"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|Fiverr Enterprise", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for SMBs and early-stage teams because they do not require annual contracts"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|Agiled", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Agiled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for **project-heavy small B2B teams** needing PM depth plus CRM and invoicing"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|Flowlu", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Flowlu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stronger project and CRM depth for a small B2B team"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|WorkMotion", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for international SMEs that may later convert contractors to employees"}, {"id": "mai-20260917-1752-baseline|c196-s2|challenger-small|Worksome", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Recommended for teams wanting strong workflow control across contractors and freelancers"}, {"id": "mai-20260917-1752-baseline|c196-s2|deepseek-small|Deel", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the heavy enterprise compliance machinery (like EOR or global payroll) that tools like Deel or Remote force you to buy"}, {"id": "mai-20260917-1752-baseline|c196-s2|deepseek-small|Remote", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like Deel or Remote force you to buy"}, {"id": "mai-20260917-1752-baseline|c196-s2|deepseek-small|Fiverr Workspace", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall Pick: **Fiverr Workspace** (formerly AND.CO)"}, {"id": "mai-20260917-1752-baseline|c196-s2|deepseek-small|TalentDesk.io", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Grow With You\" Option: **TalentDesk.io**"}, {"id": "mai-20260917-1752-baseline|c196-s2|deepseek-small|HoneyBook", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Client-Facing Alternative: **HoneyBook**"}, {"id": "mai-20260917-1752-baseline|c196-s2|google-small|Deel", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is the gold standard."}, {"id": "mai-20260917-1752-baseline|c196-s2|google-small|Worksuite", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Worksuite** (formerly Shortlist) is highly customizable and built for mid-sized and growing B2B teams."}, {"id": "mai-20260917-1752-baseline|c196-s2|google-small|Fiverr Enterprise", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like Fiverr Enterprise allow you to source talent from their massive marketplaces"}, {"id": "mai-20260917-1752-baseline|c196-s2|google-small|Upwork Enterprise", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fiverr Enterprise *(Formerly Stoke Talent)* or Upwork Enterprise"}, {"id": "mai-20260917-1752-baseline|c196-s2|meta-small|Deel", "prompt": "c196-s2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel - A popular choice for companies managing contractors across multiple countries."}, {"id": "mai-20260917-1752-baseline|c196-s2|meta-small|Remote", "prompt": "c196-s2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote - Another top choice for companies managing contractors across multiple countries."}, {"id": "mai-20260917-1752-baseline|c196-s2|meta-small|TalentDesk", "prompt": "c196-s2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentDesk - A freelancer management platform that is perfect for startups and small or medium businesses experiencing large growth."}, {"id": "mai-20260917-1752-baseline|c196-s2|minimax-small|Deel", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B Businesses: **Deel**"}, {"id": "mai-20260917-1752-baseline|c196-s2|minimax-small|Timely", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Timely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Deel** or **Timely**"}, {"id": "mai-20260917-1752-baseline|c196-s2|minimax-small|Upwork", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Marketplace Access: **Upwork**"}, {"id": "mai-20260917-1752-baseline|c196-s2|minimax-small|TalentDesk", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Growth-Stage SMBs: **TalentDesk**"}, {"id": "mai-20260917-1752-baseline|c196-s2|mistral-small|Deel", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** and **Remote** are the top recommendations due to their global reach, compliance features, and ease of use."}, {"id": "mai-20260917-1752-baseline|c196-s2|mistral-small|Remote", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel** and **Remote** are the top recommendations"}, {"id": "mai-20260917-1752-baseline|c196-s2|mistral-small|Upwork Enterprise", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more project-focused tool, **Upwork Enterprise** or **Hubstaff** might be better fits."}, {"id": "mai-20260917-1752-baseline|c196-s2|mistral-small|Worksuite", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worksuite is tailored for businesses that need to manage a large number of freelancers or contractors."}, {"id": "mai-20260917-1752-baseline|c196-s2|mistral-small|Hubstaff", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a more project-focused tool, **Upwork Enterprise** or **Hubstaff** might be better fits."}, {"id": "mai-20260917-1752-baseline|c196-s2|moonshot-small|Bonsai", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Bonsai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bonsai** as the top choice"}, {"id": "mai-20260917-1752-baseline|c196-s2|moonshot-small|Deel", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Deel** as a strong alternative if your primary need is global contractor compliance"}, {"id": "mai-20260917-1752-baseline|c196-s2|moonshot-small|Upwork", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you primarily need to **find freelancers**... **Upwork** or **Fiverr Enterprise** are better marketplaces."}, {"id": "mai-20260917-1752-baseline|c196-s2|moonshot-small|Fiverr Enterprise", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Upwork** or **Fiverr Enterprise** are better marketplaces"}, {"id": "mai-20260917-1752-baseline|c196-s2|moonshot-small|Worksuite", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Now: Enterprise Platforms... **Worksuite** ($500+/month)... overbuilt and too expensive"}, {"id": "mai-20260917-1752-baseline|c196-s2|moonshot-small|Worksome", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Worksome** (custom enterprise pricing) are powerful but overbuilt and too expensive for most small businesses"}, {"id": "mai-20260917-1752-baseline|c196-s2|openai-small|Contra", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Recommend **Contra** if you need: A more modern, freelancer-friendly experience"}, {"id": "mai-20260917-1752-baseline|c196-s2|openai-small|Upwork Business", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a single best default for a small B2B company, I'd lean toward **Upwork Business**"}, {"id": "mai-20260917-1752-baseline|c196-s2|openai-small|Deel", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hiring globally and worried about compliance:** **Deel**"}, {"id": "mai-20260917-1752-baseline|c196-s2|openai-small|Oyster", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider **Deel** or **Oyster** instead if: You're hiring **international contractors**"}, {"id": "mai-20260917-1752-baseline|c196-s2|xai-small|Upwork", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Upwork"}, {"id": "mai-20260917-1752-baseline|c196-s2|xai-small|Fiverr", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less ideal for custom/long-term B2B work"}, {"id": "mai-20260917-1752-baseline|c196-s2|xai-small|Freelancer.com", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lower talent quality/consistency"}, {"id": "mai-20260917-1752-baseline|c196-s2|xai-small|TalentDesk", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "End-to-end management (onboard/pay) | Smaller pool, less marketplace discovery"}, {"id": "mai-20260917-1752-baseline|c196-s2|xai-small|Toptal", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive screening fees, overkill for small teams"}, {"id": "mai-20260917-1752-baseline|c196-s2|zai-small|Bonsai", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Bonsai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation: Bonsai**"}, {"id": "mai-20260917-1752-baseline|c196-s2|zai-small|Asana", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lacks built‑in contracts, invoicing, and CRM; would require separate tools for those"}, {"id": "mai-20260917-1752-baseline|c196-s2|zai-small|Deel", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need global compliance**: Choose **Deel** or **Remote**."}, {"id": "mai-20260917-1752-baseline|c196-s2|zai-small|Upwork / Upwork Enterprise", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork / Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More of a talent marketplace than a management platform; best for sourcing"}, {"id": "mai-20260917-1752-baseline|c196-s2|zai-small|Remote", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need global compliance**: Choose **Deel** or **Remote**."}, {"id": "mai-20260917-1752-baseline|c196-s2|zai-small|Fiverr Enterprise", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Upwork Enterprise** or **Fiverr Enterprise** could work."}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|SAP Fieldglass", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Small teams typically lack the budget for enterprise-grade tools like SAP Fieldglass or Workday"}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|Workday", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Small teams typically lack the budget for enterprise-grade tools like SAP Fieldglass or Workday"}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|Worksuite", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Worksuite** or **TalentDesk**. You likely already know where to find these people; you just need a system to keep you compliant"}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|Field Nation", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need *on-site* labor (tech installers, event staff, temp retail): Choose **Field Nation**"}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|TalentDesk.io", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **Worksuite** or **TalentDesk**... move to **TalentDesk** for its ease of use"}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|Rapid (by Rapid.one)", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rapid (by Rapid.one)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Teams that want a balance of sourcing and management."}, {"id": "mai-20260917-1752-baseline|c196-s3|alibaba-small|Beeline", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rapid (by Rapid.one) / Beeline ... blend a marketplace element with workforce management features"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|TalentDesk", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentDesk is positioned as a top contingent workforce management platform for businesses that need to manage and pay a blended external workforce end to end"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Worksuite", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksuite is recommended for established global freelancer programs"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Worksome", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worksome is suited for compliance-led contractor operations"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Deel", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "recommended when global employment and EOR (Employer of Record) are central requirements"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Remote", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended when global employment and EOR (Employer of Record) are central requirements"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Upwork Enterprise", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a robust freelancing platform for businesses to source, hire, and manage contingent workers from a vast global talent pool"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Bluecrew", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Bluecrew", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bluecrew is a mobile-first platform for hiring and managing W-2 contingent workers with real-time shift posting and auto-matching"}, {"id": "mai-20260917-1752-baseline|c196-s3|anthropic-small|Instawork", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Instawork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Instawork is an on-demand staffing platform connecting businesses with vetted, local hourly workers"}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|TalentDesk", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentDesk or WorkMarket are the strongest fits because they focus on end-to-end external workforce management and workflow automation."}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|Worksome", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksome is the clearest pick because it is positioned around correct classification and compliance-led contractor management."}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|WorkMarket", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TalentDesk or WorkMarket are the strongest fits"}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|VectorVMS", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "VectorVMS or SimpleVMS are better suited, especially for smaller programs"}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|SimpleVMS", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Positioned as accessible for lower contractor volumes and limited staffing suppliers."}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|Deel", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deel or Remote are better than a pure contingent platform because they combine contractor support with broader international HR/payroll"}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|Remote", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Useful when contractors are part of a broader HR/global employment stack."}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|Deputy", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deputy or Instawork is more appropriate because these tools are optimized for scheduling"}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|Instawork", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Instawork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better for scheduling and attendance than full contingent workforce governance."}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|SAP Fieldglass", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprise platforms like SAP Fieldglass or Beeline are described as more suitable for large, complex programs than smaller ones"}, {"id": "mai-20260917-1752-baseline|c196-s3|challenger-small|Beeline", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "enterprise platforms like SAP Fieldglass or Beeline are described as more suitable for large, complex programs than smaller ones"}, {"id": "mai-20260917-1752-baseline|c196-s3|deepseek-small|Deel", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** (misclassification protection) is the strongest pick."}, {"id": "mai-20260917-1752-baseline|c196-s3|deepseek-small|Upwork", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need to find talent quickly?** Start with **Upwork** or **Fiverr**"}, {"id": "mai-20260917-1752-baseline|c196-s3|deepseek-small|Fiverr Business / Fiverr Enterprise", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Business / Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for budget-friendly creative work"}, {"id": "mai-20260917-1752-baseline|c196-s3|deepseek-small|Remote.com", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best lightweight alternative to Deel"}, {"id": "mai-20260917-1752-baseline|c196-s3|deepseek-small|VectorVMS", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Working through staffing agencies and want spend control?** **VectorVMS**"}, {"id": "mai-20260917-1752-baseline|c196-s3|deepseek-small|Worksuite / TalentDesk", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite / TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for end-to-end freelancer programs"}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|SAP Fieldglass", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "navigating the \"contingent workforce\" space means avoiding heavy, complex enterprise Vendor Management Systems (like SAP Fieldglass or Beeline)"}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Beeline", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoiding heavy, complex enterprise Vendor Management Systems (like SAP Fieldglass or Beeline)"}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Deel", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best For: Small teams rapidly hiring international contractors who need instant onboarding and diverse payment options.... Small team fit: High."}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Rippling", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is slightly more complex than Deel, but it\\u2019s the best \"future-proof\" system if you plan to scale"}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Remote", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Compliance-first teams looking for flat-rate, transparent pricing and strong intellectual property (IP) protection."}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Gusto", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best-in-class if you primarily hire US-based freelancers and don't need deep international legal structures."}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Worksuite", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for teams operating like digital agencies that rely heavily on a regular \"bench\" of creative talent."}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Bubty", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Bubty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great for boutique agencies or specialized consulting firms that win projects and need to quickly spin up vetted teams."}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Upwork", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Unlike Upwork or Fiverr, where you communicate through a third-party platform"}, {"id": "mai-20260917-1752-baseline|c196-s3|google-small|Fiverr", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unlike Upwork or Fiverr, where you communicate through a third-party platform"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|VectorVMS", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including VectorVMS, which is suitable for small to medium-sized businesses (SMB) and has a rating of 8.2/10"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Recruit CRM", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Recruit CRM, which targets small to mid-sized recruitment agencies"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|TalentDesk", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentDesk is considered the best for businesses that need to manage and pay freelancers, contractors, and vendors end-to-end"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Worksuite", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Worksome", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Deel", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Remote", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|SAP Fieldglass", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Beeline", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "including TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s3|meta-small|Papaya Global", "prompt": "c196-s3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Papaya Global, which is considered the best in class for contingent workforce management and is suited for small to midsize companies needing flexible oversight"}, {"id": "mai-20260917-1752-baseline|c196-s3|minimax-small|Deel", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for**: International & remote teams ... Strongest for companies hiring across borders"}, {"id": "mai-20260917-1752-baseline|c196-s3|minimax-small|Remote", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More limited country coverage than Deel, but simpler to use"}, {"id": "mai-20260917-1752-baseline|c196-s3|minimax-small|TalentDesk", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most focused on contingent workforce specifically vs. also handling employees"}, {"id": "mai-20260917-1752-baseline|c196-s3|minimax-small|Worksuite", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More focused on freelancer program management"}, {"id": "mai-20260917-1752-baseline|c196-s3|minimax-small|WorkMarket", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for**: Overall small team pick ... Scored highest in overall features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline|c196-s3|minimax-small|Worksome", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Compliance-focused**: Worksome or Deel"}, {"id": "mai-20260917-1752-baseline|c196-s3|mistral-small|WorkMarket", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with WorkMarket or Worksuite is often the most straightforward and cost-effective approach"}, {"id": "mai-20260917-1752-baseline|c196-s3|mistral-small|Worksuite", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with WorkMarket or Worksuite is often the most straightforward and cost-effective approach"}, {"id": "mai-20260917-1752-baseline|c196-s3|mistral-small|Beeline", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beeline or VectorVMS may be better if compliance and governance are top priorities"}, {"id": "mai-20260917-1752-baseline|c196-s3|mistral-small|VectorVMS", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Beeline or VectorVMS may be better if compliance and governance are top priorities"}, {"id": "mai-20260917-1752-baseline|c196-s3|mistral-small|SimplifyVMS", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Mid-size programs needing worker lifecycle tracking and analytics."}, {"id": "mai-20260917-1752-baseline|c196-s3|mistral-small|SimpleVMS", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Small to mid-market programs."}, {"id": "mai-20260917-1752-baseline|c196-s3|moonshot-small|Deel", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Deel** (free tier) or **Worksome** if compliance is critical"}, {"id": "mai-20260917-1752-baseline|c196-s3|moonshot-small|Worksuite", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Starting around $3,000 (enterprise-focused; may be pricey for very small teams)"}, {"id": "mai-20260917-1752-baseline|c196-s3|moonshot-small|TalentDesk", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **TalentDesk** if you work with multiple agencies/vendors"}, {"id": "mai-20260917-1752-baseline|c196-s3|moonshot-small|WorkMarket (by ADP)", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worksuite and WorkMarket target larger programs"}, {"id": "mai-20260917-1752-baseline|c196-s3|moonshot-small|Worksome", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with **Deel** (free tier) or **Worksome** if compliance is critical"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Deel", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want **global contractor onboarding, payments, and compliance** in one place."}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Remote", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need global contractors**: Deel or Remote"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Justworks", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better for **small U.S. teams** that want simplicity."}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Gusto", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Just need to pay a few contractors**: Gusto"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Fiverr Enterprise", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want **fast access to freelancers** and simple payment/milestone management."}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|SimpleVMS", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A better fit if you already work with **multiple staffing vendors**"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|VectorVMS", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually better for **larger or more process-heavy programs** than for a tiny team"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Beeline", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually better for **larger or more process-heavy programs** than for a tiny team"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|SAP Fieldglass", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "usually better for **larger or more process-heavy programs** than for a tiny team"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|Magnit", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "usually better for **larger or more process-heavy programs** than for a tiny team"}, {"id": "mai-20260917-1752-baseline|c196-s3|openai-small|CE VMS", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "CE VMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "usually better for **larger or more process-heavy programs** than for a tiny team"}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|Upwork", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Upwork/Fiverr for 1-5 hires."}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|Fiverr", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Upwork/Fiverr for 1-5 hires."}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|Worksuite", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add Worksuite if compliance/global pay matters."}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|Deputy", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lighter management tools like Worksuite or Deputy for ongoing operations"}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|Beeline", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Full VMS like Beeline or SAP Fieldglass are often too heavy/costly for small teams."}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|SAP Fieldglass", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Full VMS like Beeline or SAP Fieldglass are often too heavy/costly for small teams."}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|VectorVMS", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "VMS (Vector): Supplier coordination; bridges if using staffing firms. Avoid for <50 workers due to setup."}, {"id": "mai-20260917-1752-baseline|c196-s3|xai-small|SimplifyVMS", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "VectorVMS / SimplifyVMS | Basic vendor/supplier management"}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|Upwork", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Stick to Upwork for one-off tasks."}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|Fiverr", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Massive talent pools (millions of freelancers) and low barriers to entry."}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|Toptal", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A curated marketplace of the top 3% of freelance talent"}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|Worksuite", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Switch to Worksuite when you have 5+ contractors... It is widely ranked as the best value for small teams."}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|WorkMarket (by ADP)", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom quotes (usually higher than Worksuite, likely $50k+ annually for small teams"}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|Deel", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use Deel if you need to hire overseas."}, {"id": "mai-20260917-1752-baseline|c196-s3|zai-small|Remote", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use Deel or Remote to handle the legal side."}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|SAP Fieldglass", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid traditional Enterprise Vendor Management Systems (VMS) like **SAP Fieldglass** or **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|Beeline", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid traditional Enterprise Vendor Management Systems (VMS) like **SAP Fieldglass** or **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|Deel", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Deel** is the most cost-effective modern solution"}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|VendorJot", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VendorJot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose VendorJot** if your biggest pain point is chasing down PDFs of insurance certificates and W-9s."}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|Ramp", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Do-It-Yourself\" (Low Tech): Ramp + QuickBooks"}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|QuickBooks Online", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**QuickBooks Online ($30/mo):** Use the built-in \"Expenses\" tab to categorize your freelance invoices."}, {"id": "mai-20260917-1752-baseline|c196-s4|alibaba-small|Shortlist", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Shortlist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many sources cite higher mid-market pricing ($1.5k+), making it less ideal for very tight budgets."}, {"id": "mai-20260917-1752-baseline|c196-s4|anthropic-small|Beeline Professional", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Beeline Professional is built for mid-market businesses seeking a fast, affordable way to manage their contingent workforce."}, {"id": "mai-20260917-1752-baseline|c196-s4|anthropic-small|SimpleVMS", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suggesting it may be a more accessible option for mid-market organizations"}, {"id": "mai-20260917-1752-baseline|c196-s4|anthropic-small|Conexis", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Conexis delivers enterprise level software - without the enterprise level complexity and cost"}, {"id": "mai-20260917-1752-baseline|c196-s4|anthropic-small|VectorVMS", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "VectorVMS's vendor management software is quick to implement, easy to use, and flexible"}, {"id": "mai-20260917-1752-baseline|c196-s4|anthropic-small|SAP Fieldglass", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid the enterprise-level systems like SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-s4|challenger-small|SimpleVMS", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **SimpleVMS** if you specifically need a **contingent-worker VMS**"}, {"id": "mai-20260917-1752-baseline|c196-s4|challenger-small|SAP Fieldglass", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "positioned for larger programs and use **custom enterprise pricing**, which is usually a poor match for a tight budget"}, {"id": "mai-20260917-1752-baseline|c196-s4|challenger-small|Beeline", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "both are positioned for larger programs and use **custom enterprise pricing**, which is usually a poor match for a tight budget"}, {"id": "mai-20260917-1752-baseline|c196-s4|challenger-small|Workday VNDLY", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you already run HR/finance on Workday"}, {"id": "mai-20260917-1752-baseline|c196-s4|challenger-small|Precoro", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more procurement/spend tools than true contingent-workforce VMS platforms"}, {"id": "mai-20260917-1752-baseline|c196-s4|challenger-small|Ramp", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more procurement/spend tools than true contingent-workforce VMS platforms"}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|SAP Fieldglass", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** SAP Fieldglass, Beeline, Magnit, and VNDLY — they're enterprise tools priced for big spend."}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|Beeline", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** SAP Fieldglass, Beeline, Magnit, and VNDLY"}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|Magnit", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** SAP Fieldglass, Beeline, Magnit, and VNDLY"}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|VNDLY/Workday", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VNDLY/Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** SAP Fieldglass, Beeline, Magnit, and VNDLY — they're enterprise tools priced for big spend."}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|TalentDesk.io", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**TalentDesk.io** is the best balance of value and capability (flat ~$449/mo, unlimited contractors)"}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|Tradogram", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your budget is **very tight** and your needs are simple, start with **Tradogram (~$99/mo)**"}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|AuraVMS", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AuraVMS — ultra-low-cost entry"}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|Deel", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have **only a few contractors**, **Deel or Remote** priced per active worker will likely be your cheapest compliant option."}, {"id": "mai-20260917-1752-baseline|c196-s4|deepseek-small|Remote", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Remote around **$29/contractor/month**"}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|SAP Fieldglass", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise giants like SAP Fieldglass, Beeline, or Coupa. They require high minimums of contingent spend"}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|Beeline", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise giants like SAP Fieldglass, Beeline, or Coupa."}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|Coupa", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise giants like SAP Fieldglass, Beeline, or Coupa."}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|Conexis VMS", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you run your program through third-party staffing agencies ... choose Conexis VMS."}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|SimpleVMS (by Avionté)", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS (by Avionté)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Fast setup, highly intuitive interface, and standard vendor-neutral agency coordination."}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|Gusto", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small US-based businesses hiring domestic 1099 contractors."}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|Worksuite", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you hire direct freelancers and 1099s ... choose Worksuite."}, {"id": "mai-20260917-1752-baseline|c196-s4|google-small|Deel", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have a global mix of direct contractors and need localized compliance and tax automation, choose Deel."}, {"id": "mai-20260917-1752-baseline|c196-s4|meta-small|Field Nation", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Field Nation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a small company with a tight budget is Field Nation."}, {"id": "mai-20260917-1752-baseline|c196-s4|meta-small|VectorVMS", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are VectorVMS, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s4|meta-small|SAP Fieldglass", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are VectorVMS, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s4|meta-small|Beeline", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are VectorVMS, SAP Fieldglass, and Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s4|minimax-small|VendorJot", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VendorJot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, start with **VendorJot's free plan** to handle basic compliance and vendor tracking."}, {"id": "mai-20260917-1752-baseline|c196-s4|minimax-small|SimpleVMS", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SimpleVMS** appears to offer the best value since it's vendor-funded"}, {"id": "mai-20260917-1752-baseline|c196-s4|minimax-small|Precoro", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable SMB purchasing focused ... Good for vendor management and purchase orders"}, {"id": "mai-20260917-1752-baseline|c196-s4|minimax-small|AuraVMS", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very affordable at $5-15 dollars ... Good for small teams"}, {"id": "mai-20260917-1752-baseline|c196-s4|mistral-small|Precoro", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro or Connecteam are the best low-cost VMS options for managing contingent workers"}, {"id": "mai-20260917-1752-baseline|c196-s4|mistral-small|Connecteam", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Precoro or Connecteam are the best low-cost VMS options for managing contingent workers"}, {"id": "mai-20260917-1752-baseline|c196-s4|mistral-small|QuickBooks Online", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with QuickBooks Online as a good alternative if you need integrated accounting"}, {"id": "mai-20260917-1752-baseline|c196-s4|mistral-small|SAP Fieldglass", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but are typically designed for larger enterprises and come with higher costs and complexity"}, {"id": "mai-20260917-1752-baseline|c196-s4|mistral-small|Beeline", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less suitable for small businesses with tight budgets"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|SAP Fieldglass", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid on a Tight Budget - **SAP Fieldglass** and **Beeline**: The gold standards for enterprise... not small teams."}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Beeline", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Beeline alone starts at roughly **$80K\\u2013$200K/year**"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|SimpleVMS", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Conexis VMS", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative: **Conexis VMS**"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Connecteam", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free plan available; $29/month for first 30 users"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Precoro", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$35/user/month | Affordable purchasing and spend visibility"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Procurify", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$12\\u2013$39/user/month | Mid-market intake-to-pay workflows"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Ramp", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free ($15/user/month for advanced features) | Spend management, vendor payments"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Coupa", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Coupa / Provade**: Typically start around **$500/month per user**\\u2014prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c196-s4|moonshot-small|Provade", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Provade", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Coupa / Provade**: Typically start around **$500/month per user**\\u2014prohibitively expensive"}, {"id": "mai-20260917-1752-baseline|c196-s4|openai-small|SimpleVMS", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small budget:** **SimpleVMS**"}, {"id": "mai-20260917-1752-baseline|c196-s4|openai-small|Worksome", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best choice is usually **SimpleVMS** or **Worksome**, depending on how you use contingent workers"}, {"id": "mai-20260917-1752-baseline|c196-s4|openai-small|SAP Fieldglass", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid SAP Fieldglass** unless you have more budget and complexity"}, {"id": "mai-20260917-1752-baseline|c196-s4|openai-small|QuickBooks Online", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "budget-friendly tools for vendor payments/spend management, though they are not full contingent-workforce VMSs"}, {"id": "mai-20260917-1752-baseline|c196-s4|openai-small|Ramp", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "points to **QuickBooks Online** and **Ramp** as budget-friendly tools"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|SAP Fieldglass", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "True enterprise VMS like SAP Fieldglass or Beeline are often too pricey or complex for SMBs."}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|Beeline", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Enterprise tools (e.g., Beeline quotes $30K+/year)."}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|SimpleVMS", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**SimpleVMS (Best Overall for Small Businesses)**"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|AuraVMS", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AuraVMS (Cheapest Dedicated Option)**"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|VectorVMS", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VectorVMS (Strong Vendor-Funded Alternative)**"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|Connecteam", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for timesheets/scheduling, but lighter VMS."}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|Wonolo", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pay-per-use for on-demand hourly workers"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|TalentDesk", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "~$399+/month flat (unlimited freelancers). Better for larger freelance volumes"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|Upwork", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms like Upwork/Fiverr for sourcing"}, {"id": "mai-20260917-1752-baseline|c196-s4|xai-small|Fiverr", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "platforms like Upwork/Fiverr for sourcing"}, {"id": "mai-20260917-1752-baseline|c196-s4|zai-small|SimpleVMS", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **zero cost** and only a handful of contingent workers, **SimpleVMS** is the top choice."}, {"id": "mai-20260917-1752-baseline|c196-s4|zai-small|Conexis VMS", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Conexis VMS — Best for Mid‑Market With Some Spend"}, {"id": "mai-20260917-1752-baseline|c196-s4|zai-small|Transformify HR Suite", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Transformify HR Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **global contractor management** with payroll and EOR support, **Transformify** provides a cost‑effective solution."}, {"id": "mai-20260917-1752-baseline|c196-s5|alibaba-small|SAP Fieldglass", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the standard enterprise Vendor Management Systems (VMS)—like SAP Fieldglass or Verity—are almost certainly too expensive, complex, and bloated for your needs"}, {"id": "mai-20260917-1752-baseline|c196-s5|alibaba-small|Verity", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Verity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like SAP Fieldglass or Verity—are almost certainly too expensive, complex, and bloated for your needs"}, {"id": "mai-20260917-1752-baseline|c196-s5|alibaba-small|Acuity", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Acuity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Examples: **Acuity**, **Jobber**, **ServiceAutopilot**, or even **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c196-s5|alibaba-small|Jobber", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Jobber", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Examples: **Acuity**, **Jobber**, **ServiceAutopilot**"}, {"id": "mai-20260917-1752-baseline|c196-s5|alibaba-small|ServiceAutopilot", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "ServiceAutopilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Examples: **Acuity**, **Jobber**, **ServiceAutopilot**, or even **BambooHR**"}, {"id": "mai-20260917-1752-baseline|c196-s5|alibaba-small|BambooHR", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or even **BambooHR** (with third-party integrations)"}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|Beeline", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some VMSs (Beeline, SAP Fieldglass) really ship with a managed service provider (MSP) layer that adds a whole program management fee you likely don't need."}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|SAP Fieldglass", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some VMSs (Beeline, SAP Fieldglass) really ship with a managed service provider (MSP) layer that adds a whole program management fee you likely don't need."}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|Procurify", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "evaluate both **lightweight SMB tools** (e.g., **Procurify**, **Rippling** if you already use their HR side)"}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|Rippling", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Procurify**, **Rippling** if you already use their HR side"}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|Magnit", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**contingent-workforce specialists** (e.g., **Magnit**, **SimplifyVMS**, **Crowdstaffing**, **Workday VNDLY**) — but only the latter if you anticipate real growth"}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|SimplifyVMS", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**contingent-workforce specialists** (e.g., **Magnit**, **SimplifyVMS**, **Crowdstaffing**, **Workday VNDLY**)"}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|Crowdstaffing", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Crowdstaffing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**contingent-workforce specialists** (e.g., **Magnit**, **SimplifyVMS**, **Crowdstaffing**, **Workday VNDLY**)"}, {"id": "mai-20260917-1752-baseline|c196-s5|deepseek-small|Workday VNDLY", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**contingent-workforce specialists** (e.g., **Magnit**, **SimplifyVMS**, **Crowdstaffing**, **Workday VNDLY**) — but only the latter if you anticipate real growth in contractor volume"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|SAP Fieldglass", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Traditional, enterprise-grade Vendor Management Systems (VMS)—like *SAP Fieldglass*, *Beeline*, or *Coupa*—are massive, overly complex, expensive"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Beeline", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "are massive, overly complex, expensive, and require a dedicated IT team to manage"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Coupa", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "are massive, overly complex, expensive, and require a dedicated IT team to manage"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Deel", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a dedicated platform like **Deel** or **Remote** is highly recommended"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Remote", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a dedicated platform like **Deel** or **Remote** is highly recommended"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Rippling", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their contractor management system is natively integrated into their wider platform"}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Worksuite (formerly Shortlist)", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Worksuite (formerly Shortlist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built specifically for managing external talent networks."}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Fiverr Enterprise (formerly Stoke Talent)", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fiverr Enterprise (formerly Stoke Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Designed for managing and scaling a pool of freelancers across different departments."}, {"id": "mai-20260917-1752-baseline|c196-s5|google-small|Gusto", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a simple tool like **Gusto** (which does basic 1099 payments) might suffice"}, {"id": "mai-20260917-1752-baseline|c196-s5|meta-small|SAP Fieldglass", "prompt": "c196-s5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular VMS options for contingent workforce management include:\n\n1. SAP Fieldglass"}, {"id": "mai-20260917-1752-baseline|c196-s5|meta-small|Beeline", "prompt": "c196-s5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Beeline"}, {"id": "mai-20260917-1752-baseline|c196-s5|meta-small|SimplifyVMS", "prompt": "c196-s5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. SimplifyVMS"}, {"id": "mai-20260917-1752-baseline|c196-s5|minimax-small|SimplifyVMS", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimplifyVMS** – often cited as good for mid-market"}, {"id": "mai-20260917-1752-baseline|c196-s5|minimax-small|Connecteam", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "mobile-first, affordable (~$29/month for first 30 users), good for deskless workers"}, {"id": "mai-20260917-1752-baseline|c196-s5|minimax-small|Rippling", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combines VMS with HR/payroll functionality"}, {"id": "mai-20260917-1752-baseline|c196-s5|minimax-small|SAP Fieldglass", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy platforms like SAP Fieldglass or Coupa"}, {"id": "mai-20260917-1752-baseline|c196-s5|minimax-small|Coupa", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy platforms like SAP Fieldglass or Coupa"}, {"id": "mai-20260917-1752-baseline|c196-s5|mistral-small|Beeline", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare 3–5 VMS platforms (e.g., Beeline, Fieldglass, ProUnlimited, Upwork Enterprise, or niche players like Conexis VMS)."}, {"id": "mai-20260917-1752-baseline|c196-s5|mistral-small|Fieldglass", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare 3–5 VMS platforms (e.g., Beeline, Fieldglass, ProUnlimited, Upwork Enterprise, or niche players like Conexis VMS)."}, {"id": "mai-20260917-1752-baseline|c196-s5|mistral-small|ProUnlimited", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "ProUnlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare 3–5 VMS platforms (e.g., Beeline, Fieldglass, ProUnlimited, Upwork Enterprise, or niche players like Conexis VMS)."}, {"id": "mai-20260917-1752-baseline|c196-s5|mistral-small|Upwork Enterprise", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare 3–5 VMS platforms (e.g., Beeline, Fieldglass, ProUnlimited, Upwork Enterprise, or niche players like Conexis VMS)."}, {"id": "mai-20260917-1752-baseline|c196-s5|mistral-small|Conexis VMS", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "niche players like Conexis VMS"}, {"id": "mai-20260917-1752-baseline|c196-s5|moonshot-small|SAP Fieldglass", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise-heavy solutions like SAP Fieldglass or Beeline that are designed for large global programs"}, {"id": "mai-20260917-1752-baseline|c196-s5|moonshot-small|Beeline", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise-heavy solutions like SAP Fieldglass or Beeline that are designed for large global programs"}, {"id": "mai-20260917-1752-baseline|c196-s5|moonshot-small|SimpleVMS", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Solutions designed for small-to-mid-market** like SimpleVMS or similar"}, {"id": "mai-20260917-1752-baseline|c196-s5|xai-small|Beeline", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "systems like Beeline, VectorVMS, or Workday that support small programs"}, {"id": "mai-20260917-1752-baseline|c196-s5|xai-small|VectorVMS", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "systems like Beeline, VectorVMS, or Workday that support small programs"}, {"id": "mai-20260917-1752-baseline|c196-s5|xai-small|Workday", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "systems like Beeline, VectorVMS, or Workday that support small programs"}, {"id": "mai-20260917-1752-baseline|c196-s5|xai-small|Fieldglass (SAP)", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fieldglass (SAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options: Fieldglass (SAP), Beeline VMS, VectorVMS, or Coupa Contingent."}, {"id": "mai-20260917-1752-baseline|c196-s5|xai-small|Coupa Contingent", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa Contingent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options: Fieldglass (SAP), Beeline VMS, VectorVMS, or Coupa Contingent."}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|SAP Fieldglass", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consistently described by SMBs as \"archaic,\" overly complex, and having terrible customer support for smaller accounts."}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|Bravera / Visier", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Bravera / Visier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar to Fieldglass, this is often overkill for small businesses. The setup process and licensing costs are prohibitive"}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|Beeline", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "its integration requirements and pricing models can make it financially unviable for smaller entities"}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|Upwork", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While marketplaces like Upwork and Fiverr have their place"}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|Fiverr", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While marketplaces like Upwork and Fiverr have their place"}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|Freelancer.com", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Small businesses often report receiving numerous low-quality bids, engaging in \"race-to-the-bottom\" price negotiations"}, {"id": "mai-20260917-1752-baseline|c196-s6|alibaba-small|Worksome", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like Worksome are powerful but often require significant compliance overhead"}, {"id": "mai-20260917-1752-baseline|c196-s6|anthropic-small|Fiverr", "prompt": "c196-s6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fiverr's 20% flat cut means a $60k earner loses $12k before processing"}, {"id": "mai-20260917-1752-baseline|c196-s6|anthropic-small|Freelancer.com", "prompt": "c196-s6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Freelancer.com's 10% and PeoplePerHour's up to 20% affects smaller gigs more"}, {"id": "mai-20260917-1752-baseline|c196-s6|anthropic-small|PeoplePerHour", "prompt": "c196-s6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "PeoplePerHour", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "PeoplePerHour's up to 20% affects smaller gigs more, with total platform fees and processing costs potentially exceeding 15.7% of income"}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|SAP Fieldglass", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main platforms to **avoid or approach cautiously** are the **enterprise-first VMS suites** like **SAP Fieldglass**"}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Beeline", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms to **avoid or approach cautiously** are the **enterprise-first VMS suites** like ... **Beeline**"}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Magnit", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Oriented to enterprise direct sourcing and SOW management, which is usually more than a small business needs."}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|SimplifyVMS", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimplifyVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often **SimplifyVMS** ... Described as a fit for large-scale and Fortune 500 programs, so it may be oversized for a small business."}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Workday HCM", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "General workforce platforms can have gaps in contingent workforce management and may require workarounds for mixed workforces."}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Deputy", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for scheduling and time capture, but not always full contingent workforce or vendor-management platforms."}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Deel", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "shortlist** for specific platforms like **SAP Fieldglass, Beeline, Deel, Remote, Worksuite, and WorkMarket**"}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Remote", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific platforms like **SAP Fieldglass, Beeline, Deel, Remote, Worksuite, and WorkMarket**"}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|Worksuite", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific platforms like **SAP Fieldglass, Beeline, Deel, Remote, Worksuite, and WorkMarket**"}, {"id": "mai-20260917-1752-baseline|c196-s6|challenger-small|WorkMarket", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specific platforms like **SAP Fieldglass, Beeline, Deel, Remote, Worksuite, and WorkMarket**"}, {"id": "mai-20260917-1752-baseline|c196-s6|deepseek-small|Freelancer.com", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Freelancer.com is the one most consistently flagged for complex fees and complaints."}, {"id": "mai-20260917-1752-baseline|c196-s6|deepseek-small|Fiverr", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fiverr and Upwork are usable but come with high effective fees"}, {"id": "mai-20260917-1752-baseline|c196-s6|deepseek-small|Upwork", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It's not \"bad,\" but it is **scam-heavy**, so it needs vigilance"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|SAP Fieldglass", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, Coupa Contingent Workforce*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Beeline", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, Coupa Contingent Workforce*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Coupa Contingent Workforce", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, Coupa Contingent Workforce*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Upwork", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples to Use with Caution:** *Upwork, Fiverr*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Fiverr", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Examples to Use with Caution:** *Upwork, Fiverr*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Toptal", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Examples to Use with Caution:** *Toptal*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Freelancer.com", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Examples to Avoid:** *Freelancer.com, Guru*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Guru", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Examples to Avoid:** *Freelancer.com, Guru*"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|PayPal", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Platforms to Use with Caution:** *Using basic payment processors (like PayPal, Wise)"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Wise", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "basic payment processors (like PayPal, Wise) or \"bare-bones\" invoicing tools without contractor management guardrails"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Deel", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "designed specifically for SMBs (such as **Deel, Gusto, Worksuite,** or **Contra**)"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Gusto", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as **Deel, Gusto, Worksuite,** or **Contra**"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Worksuite", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "such as **Deel, Gusto, Worksuite,** or **Contra**"}, {"id": "mai-20260917-1752-baseline|c196-s6|google-small|Contra", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "such as **Deel, Gusto, Worksuite,** or **Contra**"}, {"id": "mai-20260917-1752-baseline|c196-s6|minimax-small|WorkMarket", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Common contractor complaints include payment delays, fee frustration, and weak dispute support."}, {"id": "mai-20260917-1752-baseline|c196-s6|minimax-small|Worksome", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Similar pattern with strong G2 ratings (4.5/5) but low Trustpilot scores (2.1/5). Contractors cite issues with payment and support."}, {"id": "mai-20260917-1752-baseline|c196-s6|minimax-small|CXC Global", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Receives criticism for requiring account managers for every action (no self-serve platform) and contractor-side payment delays."}, {"id": "mai-20260917-1752-baseline|c196-s6|minimax-small|SAP Fieldglass", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some enterprise-focused platforms (like SAP Fieldglass) have steep learning curves that may overwhelm small teams"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Upwork", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While popular, small businesses should watch out for: Hidden fee inflation... High freelancer turnover... Quality inconsistency"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Fiverr", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best suited only for simple, one-off tasks. Be wary because: Effective fees are very high"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Freelancer.com", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar structural problems to Upwork, including confusing fee structures and unreliable talent pools"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|KellyOCG", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "KellyOCG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple complaints about \"mass staffing/mass firing,\" poor contract handling, and high turnover among placed workers"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Contingent Workforce Staffing LLC", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Contingent Workforce Staffing LLC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reviews cite unprofessional treatment, payroll errors, and limited job options"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Real Staffing", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Real Staffing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Extremely low customer ratings (~1.2/5) indicating widespread dissatisfaction"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Worksome", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms with built-in compliance (like Worksome, which includes classification and global payroll)"}, {"id": "mai-20260917-1752-baseline|c196-s6|moonshot-small|Rapid", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Rapid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Employer of Record (EOR) services (like Rapid) that handle local labor laws"}, {"id": "mai-20260917-1752-baseline|c196-s6|openai-small|SourceNow VMS", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SourceNow VMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples in this bucket include **SourceNow VMS**, **StaffingNation**, and **symplr Contingent Talent Management**."}, {"id": "mai-20260917-1752-baseline|c196-s6|openai-small|StaffingNation", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "StaffingNation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are often designed for large procurement and staffing programs, not small teams."}, {"id": "mai-20260917-1752-baseline|c196-s6|openai-small|symplr Contingent Talent Management", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "symplr Contingent Talent Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples in this bucket include **SourceNow VMS**, **StaffingNation**, and **symplr Contingent Talent Management**."}, {"id": "mai-20260917-1752-baseline|c196-s6|openai-small|Paycom", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "products like **Paycom** and other general workforce-management tools positioned for broader HR needs rather than lean contingent-workforce use cases"}, {"id": "mai-20260917-1752-baseline|c196-s6|openai-small|YunoJuno", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "YunoJuno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**YunoJuno** and some contractor-management suites are strong for more complex freelancer operations, but smaller businesses should check whether they're paying for ... features they won't use"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|SAP Fieldglass", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** ... **SAP Fieldglass and Beeline**: These are heavyweight Vendor Management Systems (VMS) designed for massive enterprises"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Beeline", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**SAP Fieldglass and Beeline**: ... steep implementation costs, complex integrations, and custom quotes that don't scale down economically for small teams"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|CXC Global", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequent complaints include no self-service options ... payment delays for contractors ... and opaque quote-only pricing"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Upwork", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "watch for high effective fees (up to 23% including Connects), account suspensions without explanation, chatbot-heavy support, and scam risks"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Fiverr", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "quality varies wildly (entry-level talent dominates), scams abound ... and 20% flat fees add up. Avoid for complex projects"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Freelancer.com", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "high competition drives lowball bids, but disputes, poor dispute resolution, and fees (9–20%) erode value"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|WorkMarket", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Opaque fees scale unpredictably with volume, US-entity limits complicate global hires, and contractor reviews cite payment delays"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Employment Hero", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "avoid if scaling past tiny teams—rigid contracts, minimum spends, payroll glitches, and slow support hit small ops hard"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|ADP TotalSource", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "avoid if scaling past tiny teams—rigid contracts, minimum spends, payroll glitches, and slow support hit small ops hard"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Worksuite", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Prioritize Instead**: Worksuite or TalentDesk for compliance/onboarding"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Deel", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Worksuite, Deel (SMB tiers)"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Remote", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Deel/Remote for global payments"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Papaya Global", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Better Alternatives | ... Remote, Papaya Global"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|goLance", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "goLance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "goLance (lower 8% fees)"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|Toptal", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Toptal (vetted)"}, {"id": "mai-20260917-1752-baseline|c196-s6|xai-small|TalentDesk", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Worksuite or TalentDesk for compliance/onboarding"}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|Upwork", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Upwork (Caution):** ... **High Fees:** When Connects (the bidding currency) are factored in, fees can exceed **23%**."}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|Fiverr", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Fiverr (Caution/Avoid):** ... Trustpilot Rating: It currently holds a 2.5/5 rating (\"Poor\")"}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|WorkMarket", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like **WorkMarket**, **Beeline**, and **Ivalua** are industry leaders, but they are designed for massive organizations"}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|Beeline", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "designed for massive organizations with dedicated procurement teams"}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|Ivalua", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "designed for massive organizations with dedicated procurement teams"}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|TempWorks", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TempWorks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**TempWorks (Avoid):** ... Reviews on G2 frequently cite the system as \"not user friendly\""}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|Bullhorn", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Bullhorn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Bullhorn (Caution):** ... often cited as having \"high-risk lock-in.\""}, {"id": "mai-20260917-1752-baseline|c196-s6|zai-small|Employment Hero", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Employment Hero (Caution):** ... users report that the platform becomes difficult to customize"}]